Compute chromatic number
sravanh
Final.zipFinal/Map Coloring ITCS 6150/Australia_States.zip
Australia_States/Ashmore and Cartier Islands_AL4-AL4.dbf
| id | country | name | enname | locname | offname | boundary | adminlevel | wikidata | wikimedia | timestamp | note | rpath | ISO3166_2 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2559345 | AUS | Ashmore and Cartier Islands | Ashmore and Cartier Islands | Ashmore and Cartier Islands | administrative | 4 | Q133888 | en:Ashmore and Cartier Islands | 2018-09-11 02:23:50 | 2559345,80500,0 | |||
| 2354197 | AUS | Australian Capital Territory | Australian Capital Territory | Australian Capital Territory | administrative | 4 | Q3258 | en:Australian Capital Territory | 2018-09-11 02:23:49 | 2354197,80500,0 | AU-ACT | ||
| 2177207 | AUS | Christmas Island | Christmas Island | Christmas Island | Territory of Christmas Island | administrative | 4 | Q31063 | en:Christmas Island | 2018-09-11 02:23:49 | 2177207,80500,0 | ||
| 82636 | AUS | Cocos (Keeling) Islands | Cocos (Keeling) Islands | Cocos (Keeling) Islands | Territory of the Cocos (Keeling) Islands | administrative | 4 | Q36004 | en:Cocos (Keeling) Islands | 2018-09-11 02:23:50 | 82636,80500,0 | ||
| 3225677 | AUS | Coral Sea Islands Territory | Coral Sea Islands Territory | administrative | 4 | Q172216 | 2018-09-11 02:23:50 | 3225677,80500,0 | |||||
| 2177227 | AUS | Heard Island and McDonald Islands | Heard Island and McDonald Islands | Heard Island and McDonald Islands | administrative | 4 | Q131198 | en:Heard Island and McDonald Islands | 2018-09-11 02:23:50 | 2177227,80500,0 | |||
| 2357330 | AUS | Jervis Bay Territory | Jervis Bay Territory | Jervis Bay Territory | administrative | 4 | Q15577 | en:Jervis Bay Territory | 2018-09-11 02:23:50 | 2357330,80500,0 | |||
| 2316593 | AUS | New South Wales | New South Wales | New South Wales | administrative | 4 | Q3224 | en:New South Wales | 2018-09-11 02:23:48 | 2316593,80500,0 | AU-NSW | ||
| 2574988 | AUS | Norfolk Island | Norfolk Island | Norfolk Island | Territory of Norfolk Island | administrative | 4 | Q31057 | en:Norfolk Island | 2018-09-11 02:23:50 | 2574988,80500,0 | ||
| 2316594 | AUS | Northern Territory | Northern Territory | Northern Territory | administrative | 4 | Q3235 | en:Northern Territory | 2018-09-11 02:23:48 | 2316594,80500,0 | AU-NT | ||
| 2316595 | AUS | Queensland | Queensland | Queensland | administrative | 4 | Q36074 | en:Queensland | 2018-09-11 02:23:49 | 2316595,80500,0 | AU-QLD | ||
| 2316596 | AUS | South Australia | South Australia | South Australia | administrative | 4 | Q35715 | en:South Australia | 2018-09-11 02:23:50 | 2316596,80500,0 | AU-SA | ||
| 2369652 | AUS | Tasmania | Tasmania | Tasmania | administrative | 4 | Q34366 | en:Tasmania | 2018-09-11 02:23:48 | 2369652,80500,0 | AU-TAS | ||
| 2316741 | AUS | Victoria | Victoria | Victoria | administrative | 4 | Q36687 | en:Victoria (Australia) | 2018-09-11 02:23:48 | border to be separated from riverbank (OSM community recommendation) | 2316741,80500,0 | AU-VIC | |
| 2316598 | AUS | Western Australia | Western Australia | Western Australia | administrative | 4 | Q3206 | en:Western Australia | 2018-09-11 02:23:48 | 2316598,80500,0 | AU-WA |
__MACOSX/Australia_States/._Ashmore and Cartier Islands_AL4-AL4.dbf
Australia_States/Ashmore and Cartier Islands_AL4-AL4.prj
GEOGCS["WGS 84", DATUM["World Geodetic System 1984", SPHEROID["WGS 84", 6378137.0, 298.257223563, AUTHORITY["EPSG","7030"]], AUTHORITY["EPSG","6326"]], PRIMEM["Greenwich", 0.0, AUTHORITY["EPSG","8901"]], UNIT["degree", 0.017453292519943295], AXIS["Geodetic longitude", EAST], AXIS["Geodetic latitude", NORTH], AUTHORITY["EPSG","4326"]]
__MACOSX/Australia_States/._Ashmore and Cartier Islands_AL4-AL4.prj
Australia_States/Ashmore and Cartier Islands_AL4-AL4.shp
__MACOSX/Australia_States/._Ashmore and Cartier Islands_AL4-AL4.shp
Australia_States/Ashmore and Cartier Islands_AL4-AL4.shx
__MACOSX/Australia_States/._Ashmore and Cartier Islands_AL4-AL4.shx
__MACOSX/._Australia_States
Final/Map Coloring ITCS 6150/ITCS 6150 Project 3.pdf
ITCS 6150 – Intelligent Systems Project Report
Title: Map Coloring Problem
Members: Amit Shetty
Sourav Roy Choudhury
Chaitanya Kintali
Vamshi Goud
Date: 04-23-2019
Purpose:
o Compute the chromatic number of USA and Australia map.
o Experiment the CSP with the following methods
▪ Depth first search only
▪ Depth first search + forward checking
▪ Depth first search + forward checking + propagation through
singleton domains
o The order of variables needs to be defined in the following order
MRV, Degree Constraint, and Least Constraining Value
o Present the results in a tabular format recording number of
backtracking happened and the time to compute the result.
Project Details:
Chromatic Number – The Chromatic Number of a graph is the least
number of colors needed to color the vertices of graph (G), such that no
adjacent vertices have the same exact color.
Constraint satisfaction problem is the process of finding a solution to a
set of constraints that impose conditions that the variables must satisfy.
Let’s consider United states map, for a CSP the states are a set of
variables, their domains are the four colors and the constraints are the
restrictions of the neighboring states color.
The program is a collection of graph coloring algorithms for coloring the
entire map of USA and AUSTRALIA. Such that no two states have
same color.
Application Technical Details:
Programming Language: Python
Classes Used:
Graph
1) Attributes:
V = Number of Vertices / States for the Country
America = 50
Australia = 7
Graph = Adjacent Matrix with country adjacency mappings represented
as 1.
stateDictionary: This variable holds the mapping between the numbers
and the short hand notations of the state’s.
Example: stateDictionary["1"] = "AL"
colorDictionary: This variable holds the mapping between the numbers
and the colours.
Example: colorDictionary = {"1":"red", "2":"green", "3":"yellow",
"4":"blue"}
ResultDictionary: ResultDictionary holds the mappings between the
state’s short hand notation’s and the assigned color. \
Example: {“AL”:”red”}
DomainDictionary: DomainDictionary holds the mappings between the
country code and the list of available domain variables(COLORS).
[1:[1,2,3,4]]
2) Methods:
isSafe(self, v, colour, c):
This method takes the current state’s colors assignment and checks for
the current state colour assignment and returns true or false if it can be
assigned or not.
graphColourUtil(self, m, colour, v):
This method makes recursive calls to itself. It has the heart logic of the
map coloring. It checks for the break condition if all the states are
coloured and returns true if all states are colored and breaks the
recursive calls. This method also assigns colours to next states by either
using heuristic functions / without-heuristic functions randomly
selecting states. It also includes the logic of forward checking,
backtracking, singleton, and using heuristics to choose which state to
color next.
In Forward checking, once the colour assignment turns out to be
incomplete for its children, it reset’s the colours the current state of its
domain variables.
getTheNeighbors(self, state):
This method returns the list of neighbouring states which aren’t colored.
createdomainDictionary():
This method creates the DomainDictionary with key as state number,
and value is initially with all the list of colours.
checkIfAllStatesColored(self, colors):
This methods checks if all the state’s are assigned with colors.
checkSingletonConstraints(self, v):
This method checks and returns if any states have singleton states.
SingletonRemoveDomainVariables(self, v):
This method removes the currently assigned color from the current
assigned state domain dictionary and reassigns the color to the adjacent
state color’s after backtracking.
SingletonHeartLogic(self, listofsingletonstates):
SingletonHeartLogic handles the core logic for singleton, by randomly
selecting and returning the singleton state.
MRV (self, domainDictionary, colours):
This method returns the list of all states which has the least remaining
values.
DegreeConstraint(self, domainDictionary, colours):
This method returns the list of the states with the state having the highest
number of connection’s and having most number of adjacent states.
LCV(self, domainDictionary, colours):
This method returns the list of the states with the state having the least
number of connection’s and having the least number of the adjacent
states.
getTheNextState(self, domainDictionary, colours):
This method returns the next state which is selected based upon the
heuristic functions in the order
MRV
Degree Constraint
LCV
OUTPUT:
For America (Non Heuristic):
Dictionary –
For Singleton
Dictionary:
For Backtracking
Dictionary:
For Forward Checking
With Heuristics:
Dictionary –
For Singleton
Dictionary –
For BackTracking
Dictionary –
For Forward Checking
OUTPUT:
For Australia (Non Heuristic):
Dictionary –
For Singleton
Dictionary –
For Backtracking
Dictionary –
For Forwardchecking
For Australia (Heuristic):
Dictionary –
For Singleton
Dictionary –
For Backtracking
Dictionary –
For Forward Checking
Visualization:
Map Visualization is done using the python Basemap
(https://matplotlib.org/basemap/) library which is part of the matoplotlib
framework.
The framework uses shapefiles which are basically GIS files i.e.
(Geographic information system) files which hold state boundary
information for the application to color.
Due to the complexity of the program, the loading time of individual
state colors and the screen refreshes to ensure a stable animation, the
application will take some time to output the final result. Standard wait
time for each approach that perform both the color assignments and the
map animation are listed below. (All numbers are in seconds)
America With Heuristic Without Heuristic
DFS 43.3965969085693 178.46304988861
DFS + Forward
Checking
42.6950631141662 478.620557069778
DFS + FC + Singleton 43.7649929523468 484.730099916458
Australia With Heuristic Without Heuristic
DFS 13.7751698493957 13.4441788196563
DFS + Forward
Checking
13.5815649032592 13.7467761039733
DFS + FC + Singleton 13.4547619819641 13.3195769786834
Steps to set up basemap to run the application is as follows:
PART 1
NOTE: These steps are when application is run for America
1.Install basemap library (Anaconda installation is needed since conda
package manager is used)
https://anaconda.org/anaconda/basemap
2. Download the zip file and extract it in some location. (Size: ~ 900
MB)
https://github.com/matplotlib/basemap/archive/v1.1.0.zip
3. Once installed check if the following code runs successfully in your
environment.
python -c "from mpl_toolkits.basemap import Basemap"
4. Then run the Jupyter and open the attached notebook files
5. Search and modify the following line in the files:
map.readshapefile(/Users/amitshetty/Downloads/basemap-
1.1.0/examples/st99_d00
Note that basemap-1.1.0 is a file that was downloaded in step 2
The bold letters is the path where user would have downloaded the
file and extracted it.
6. Check if the path is correct by running the ‘ls’ command on the
terminal
PART 2
NOTE: These steps are when application is run for Australia
1. Repeat steps 1-4 from part 1 if not already done. 2. Download the attached Australia_shape_files.zip and extract it. 3. In the Australia python notebook files, modify the following lines
/Users/amitshetty/Downloads/Australia_States/Ashmore and
Cartier Islands_AL4-AL4
The section in bold is the location where the files have been
extracted
Run a ‘ls’ command from the terminal to check if the file path is
valid.
4. The python notebook can now be executed. It. Might take some time as shown in the table above.
Final/Map Coloring ITCS 6150/With Visualization/America/With Heuristic/.ipynb_checkpoints/Map_Coloring_Backtracking_Heurisitc-checkpoint.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time taken for Map Coloring: 43.396596908569336\n" ] }, { "data": { "image/png": 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"text/plain": [ "<Figure size 2400x2000 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "# Python program for solution of M Coloring \n", "# problem using backtracking \n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"khaki\", \"4\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t## heuristic functions\n", "\tdef MRV(self, domainDictionary, colours):\n", "\t\tLeastRemainingValuesStates = {0:[],1:[],2:[],3:[],4:[]}\n", "\n", "\t\tfor key, value in domainDictionary.items():\n", "\t\t\tif len(value)==0 and colours[key-1] == 0:\n", "\t\t\t\tLeastRemainingValuesStates[0].append(key-1)\n", "\n", "\t\t\telif(len(value)==1 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[1].append(key-1)\n", "\n", "\t\t\telif(len(value)==2 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[2].append(key-1)\n", "\n", "\t\t\telif(len(value)==3 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[3].append(key-1)\n", "\n", "\t\t\telif(len(value)==4 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[4].append(key-1)\n", "\n", "\t\tif len(LeastRemainingValuesStates[0])>0:\n", "\t\t\treturn LeastRemainingValuesStates[0]\n", "\n", "\t\telif len(LeastRemainingValuesStates[1])>0:\n", "\t\t\treturn LeastRemainingValuesStates[1]\n", "\n", "\t\telif len(LeastRemainingValuesStates[2])>0:\n", "\t\t\treturn LeastRemainingValuesStates[2]\n", "\n", "\t\telif len(LeastRemainingValuesStates[3])>0:\n", "\t\t\treturn LeastRemainingValuesStates[3]\n", "\t\telse:\n", "\t\t\treturn LeastRemainingValuesStates[4]\n", "\n", "\n", "\n", "\n", "\tdef DegreeConstraint(self, domainDictionary, colours):\n", "\t\tMaximumDegreeConstraint = 0\n", "\t\tMaximumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 1:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MaximumDegreeConstraint:\n", "\t\t\t\tMaximumDegreeConstraint = temp\n", "\t\t\t\tMaximumDC_State = v\n", "\t\treturn MaximumDC_State\n", "\n", "\n", "\tdef LCV(self, domainDictionary, colours):\n", "\t\tMinimumDegreeConstraint = 0\n", "\t\tMinimumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 0:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MinimumDegreeConstraint:\n", "\t\t\t\tMinimumDegreeConstraint = temp\n", "\t\t\t\tMinimumDC_State = v\n", "\n", "\t\treturn MinimumDC_State\n", "\n", "\tdef getTheNextState(self, domainDictionary, colours):\n", "\t\tNextState = 0\n", "\n", "\t\tnextMRVStates = self.MRV(domainDictionary, colours)\n", "\t\tnextDCStates = self.DegreeConstraint(domainDictionary, colours)\n", "\t\tnextLCVStates = self.LCV(domainDictionary, colours)\n", "\t\t\n", "\t\tif (len(nextMRVStates)==1):\n", "\t\t\tNextState = nextMRVStates[0]\n", "\t\telif(nextDCStates!=-1):\n", "\t\t\tNextState = nextDCStates\n", "\t\telse:\n", "\t\t\tNextState = nextLCVStates\n", "\n", "\t\treturn NextState\n", "\n", "\n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\n", "\t#singleton methods\n", "\tdef checkIfAllStatesColored(self, colors):\n", "\t\tnumberofvertices = 0\n", "\n", "\t\tfor color in colors:\n", "\t\t\tif color != 0:\n", "\t\t\t\tnumberofvertices = numberofvertices + 1\n", "\n", "\t\t# check if all states has been assigned.\n", "\t\tif numberofvertices == 50:\n", "\t\t\treturn True\n", "\t\telse:\n", "\t\t\treturn False\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif self.checkIfAllStatesColored(colour):\n", "\t\t\t\treturn True\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\t\t\t\t\tNextstate = self.getTheNextState(DomainDictionary, colour)\n", "\t\t\t\t\tif Nextstate != -1:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, Nextstate) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\t\t\t\t\telse:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t# revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " #plt.figure(figsize=(18,12))\n", " fig=plt.figure(figsize=(24, 20), dpi= 100, facecolor='w', edgecolor='k')\n", " \n", " # create the map\n", " map = Basemap(llcrnrlon=-119,llcrnrlat=22,urcrnrlon=-64,urcrnrlat=49,\n", " projection='lcc',lat_1=33,lat_2=45,lon_0=-95)\n", "\n", " # load the shapefile, use the name 'states'\n", " map.readshapefile('/Users/amitshetty/Downloads/America_States/st99_d00', name='states', drawbounds=True)\n", " # Amit\n", " \n", " short_state_names = {\n", " #'Alaska':'AK',\n", " 'Alabama':'AL',\n", " 'Arkansas':'AR',\n", " 'American Samoa':'AS',\n", " 'Arizona':'AZ',\n", " 'California':'CA',\n", " 'Colorado':'CO',\n", " 'Connecticut':'CT',\n", " 'District of Columbia':'DC',\n", " 'Delaware':'DE',\n", " 'Florida':'FL',\n", " 'Georgia':'GA',\n", " 'Guam':'GU',\n", " #'Hawaii':'HI',\n", " 'Iowa':'IA',\n", " 'Idaho':'ID',\n", " 'Illinois':'IL',\n", " 'Indiana':'IN',\n", " 'Kansas':'KS',\n", " 'Kentucky':'KY',\n", " 'Louisiana':'LA',\n", " 'Massachusetts':'MA',\n", " 'Maryland':'MD',\n", " 'Maine':'ME',\n", " 'Michigan':'MI',\n", " 'Minnesota':'MN',\n", " 'Missouri':'MO',\n", " 'Northern Mariana Islands':'MP',\n", " 'Mississippi':'MS',\n", " 'Montana':'MT',\n", " 'North Carolina':'NC',\n", " 'North Dakota':'ND',\n", " 'Nebraska':'NE',\n", " 'New Hampshire':'NH',\n", " 'New Jersey':'NJ',\n", " 'New Mexico':'NM',\n", " 'Nevada':'NV',\n", " 'New York':'NY',\n", " 'Ohio':'OH',\n", " 'Oklahoma':'OK',\n", " 'Oregon':'OR',\n", " 'Pennsylvania':'PA',\n", " #'Puerto Rico':'PR',\n", " 'Rhode Island':'RI',\n", " 'South Carolina':'SC',\n", " 'South Dakota':'SD',\n", " 'Tennessee':'TN',\n", " 'Texas':'TX',\n", " 'Utah':'UT',\n", " 'Virginia':'VA',\n", " 'Virgin Islands':'VI',\n", " 'Vermont':'VT',\n", " 'Washington':'WA',\n", " 'Wisconsin':'WI',\n", " 'West Virginia':'WV',\n", " 'Wyoming':'WY'\n", " }\n", "\n", " printed_names = []\n", " mi_index = 0\n", " wi_index = 0\n", " for shapedict,state in zip(map.states_info, map.states):\n", " draw_state_name = True\n", " short_name = short_state_names.get(shapedict['NAME'])\n", " if short_name in printed_names and short_name not in ['MI', 'WI']: \n", " continue\n", " if short_name == 'MI':\n", " if mi_index != 3:\n", " draw_state_name = False\n", " mi_index += 1\n", " if short_name == 'WI':\n", " if wi_index != 2:\n", " draw_state_name = False\n", " wi_index += 1\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x+.1, y, short_name, ha=\"center\")\n", " printed_names += [short_name,] \n", " plt.title('The United States of North America')\n", " #plt.show()\n", " \n", " # Amit\n", " \n", " # collect the state names from the shapefile attributes so we can\n", " # look up the shape obect for a state by it's name\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['NAME'])\n", "\n", " ax = plt.gca() # get current axes instance\n", " \n", " patches = []\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['NAME'] == 'Michigan':\n", " color_for_unique_borders = ResultDictionary.get('Michigan')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " elif info['NAME'] == 'Wisconsin':\n", " patches.clear()\n", " color_for_unique_borders = ResultDictionary.get('Wisconsin')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", "# elif info['NAME'] == 'Alaska':\n", "# # Alaska is too big. Scale it down to 35% first, then transate it. \n", "# seg = list(map(lambda x,y : (0.35*x + 1100000, 0.35*y-1300000), shape))\n", "# poly = Polygon(seg,facecolor='orange',edgecolor='orange')\n", "# ax.add_patch(poly)\n", "# elif info['NAME'] == 'Hawaii':\n", "# seg = list(map(lambda x,y : (x + 5100000, y-900000), shape))\n", "# poly = Polygon(seg,facecolor='violet',edgecolor='violet')\n", "# ax.add_patch(poly)\n", " \n", " for state_name in sorted(set(state_names)):\n", " # color_for_state = random.choice(colors)\n", " if state_name not in ['Wisconsin','Michigan']:\n", " color_for_state = ResultDictionary.get(state_name)\n", " seg = map.states[state_names.index(state_name)]\n", " poly = Polygon(seg, facecolor=color_for_state,edgecolor=color_for_state)\n", " ax.add_patch(poly)\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " #time.sleep(1)\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,5))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"Alabama\"\n", " stateDictionary[\"2\"] = \"Alaska\"\n", " stateDictionary[\"3\"] = \"Arizona\"\n", " stateDictionary[\"4\"] = \"Arkansas\"\n", " stateDictionary[\"6\"] = \"Colorado\"\n", " stateDictionary[\"5\"] = \"California\"\n", " stateDictionary[\"7\"] = \"Connecticut\"\n", " stateDictionary[\"8\"] = \"Delaware\"\n", " stateDictionary[\"9\"] = \"Florida\"\n", " stateDictionary[\"10\"] = \"Georgia\"\n", " stateDictionary[\"11\"] = \"Hawaii\"\n", " stateDictionary[\"12\"] = \"Idaho\"\n", " stateDictionary[\"13\"] = \"Illinois\"\n", " stateDictionary[\"14\"] = \"Indiana\"\n", " stateDictionary[\"15\"] = \"Iowa\"\n", " stateDictionary[\"16\"] = \"Kansas\"\n", " stateDictionary[\"17\"] = \"Kentucky\"\n", " stateDictionary[\"18\"] = \"Louisiana\"\n", " stateDictionary[\"19\"] = \"Maine\"\n", " stateDictionary[\"20\"] = \"Maryland\"\n", " stateDictionary[\"21\"] = \"Massachusetts\"\n", " stateDictionary[\"22\"] = \"Michigan\"\n", " stateDictionary[\"23\"] = \"Minnesota\"\n", " stateDictionary[\"24\"] = \"Mississippi\"\n", " stateDictionary[\"25\"] = \"Missouri\"\n", " stateDictionary[\"26\"] = \"Montana\"\n", " stateDictionary[\"27\"] = \"Nebraska\"\n", " stateDictionary[\"28\"] = \"Nevada\"\n", " stateDictionary[\"29\"] = \"New Hampshire\"\n", " stateDictionary[\"30\"] = \"New Jersey\"\n", " stateDictionary[\"31\"] = \"New Mexico\"\n", " stateDictionary[\"32\"] = \"New York\"\n", " stateDictionary[\"33\"] = \"North Carolina\"\n", " stateDictionary[\"34\"] = \"North Dakota\"\n", " stateDictionary[\"35\"] = \"Ohio\"\n", " stateDictionary[\"36\"] = \"Oklahoma\"\n", " stateDictionary[\"37\"] = \"Oregon\"\n", " stateDictionary[\"38\"] = \"Pennsylvania\"\n", " stateDictionary[\"39\"] = \"Rhode Island\"\n", " stateDictionary[\"40\"] = \"South Carolina\"\n", " stateDictionary[\"41\"] = \"South Dakota\"\n", " stateDictionary[\"42\"] = \"Tennessee\"\n", " stateDictionary[\"43\"] = \"Texas\"\n", " stateDictionary[\"44\"] = \"Utah\"\n", " stateDictionary[\"45\"] = \"Vermont\"\n", " stateDictionary[\"46\"] = \"Virginia\"\n", " stateDictionary[\"47\"] = \"Washington\"\n", " stateDictionary[\"48\"] = \"West Virginia\"\n", " stateDictionary[\"49\"] = \"Wisconsin\"\n", " stateDictionary[\"50\"] = \"Wyoming\"\n", " # create the state and integer mapping dictionary\n", " #createStateDictionary()\n", " \n", " createdomainDictionary()\n", " \n", " # Driver Code \n", " g = Graph(50) #number of states 48\n", "\n", " g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t 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[0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0],\n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0],\t \n", "\t\t [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],\t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0],\t\t\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0],\t\n", "\t\t [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0],\n", "\t\t 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[0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0],\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0]] \n", "\n", " m=4 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", " #end = time.time() \n", " #print(\"Time taken for Backtracking: {}\".format(str(end-start)))\n", " # Map Coloring and Animation Section\n", " #start = time.time()\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for Map Coloring: {}\".format(str(end-start)))\n", " \n", "# for key, value in ResultDictionary.items():\n", "# print(key + \" ==> \" + value, end='\\n')\n", " \n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/America/With Heuristic/.ipynb_checkpoints/Map_Coloring_FC_Heuristic-checkpoint.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solution exist and Following are the assigned colours:\n" ] }, { "ename": "OSError", "evalue": "cannot locate /Users/amitshetty/Downloads/basemap-1.1.0/examples/st99_d00.shp", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mOSError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m<ipython-input-1-ebe6ddbb7895>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 473\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 474\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0m__name__\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"__main__\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 475\u001b[0;31m \u001b[0mmain\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m<ipython-input-1-ebe6ddbb7895>\u001b[0m in \u001b[0;36mmain\u001b[0;34m()\u001b[0m\n\u001b[1;32m 465\u001b[0m \u001b[0;31m# Map Coloring and Animation Section\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 466\u001b[0m \u001b[0;31m#start = time.time()\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 467\u001b[0;31m \u001b[0mmap_coloring\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 468\u001b[0m \u001b[0mend\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 469\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Time taken for Map Coloring: {}\"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mend\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mstart\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m<ipython-input-1-ebe6ddbb7895>\u001b[0m in \u001b[0;36mmap_coloring\u001b[0;34m()\u001b[0m\n\u001b[1;32m 206\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 207\u001b[0m \u001b[0;31m# load the shapefile, use the name 'states'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 208\u001b[0;31m \u001b[0mmap\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreadshapefile\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/Users/amitshetty/Downloads/basemap-1.1.0/examples/st99_d00'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'states'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdrawbounds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 209\u001b[0m \u001b[0;31m# Amit\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 210\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/anaconda3/envs/JupyterTestEnv/lib/python3.7/site-packages/mpl_toolkits/basemap/__init__.py\u001b[0m in \u001b[0;36mreadshapefile\u001b[0;34m(self, shapefile, name, drawbounds, zorder, linewidth, color, antialiased, ax, default_encoding)\u001b[0m\n\u001b[1;32m 2132\u001b[0m \u001b[0mshp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdefault_encoding\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdefault_encoding\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2133\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m 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\u001b[0;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cannot locate %s.shx'\u001b[0m\u001b[0;34m%\u001b[0m\u001b[0mshapefile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mOSError\u001b[0m: cannot locate /Users/amitshetty/Downloads/basemap-1.1.0/examples/st99_d00.shp" ] }, { "data": { "text/plain": [ "<Figure size 2400x2000 with 0 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "# Python program for solution of M Coloring \n", "# problem using backtracking \n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"khaki\", \"4\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t## heuristic functions\n", "\tdef MRV(self, domainDictionary, colours):\n", "\t\tLeastRemainingValuesStates = {0:[],1:[],2:[],3:[],4:[]}\n", "\n", "\t\tfor key, value in domainDictionary.items():\n", "\t\t\tif len(value)==0 and colours[key-1] == 0:\n", "\t\t\t\tLeastRemainingValuesStates[0].append(key-1)\n", "\n", "\t\t\telif(len(value)==1 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[1].append(key-1)\n", "\n", "\t\t\telif(len(value)==2 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[2].append(key-1)\n", "\n", "\t\t\telif(len(value)==3 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[3].append(key-1)\n", "\n", "\t\t\telif(len(value)==4 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[4].append(key-1)\n", "\n", "\t\tif len(LeastRemainingValuesStates[0])>0:\n", "\t\t\treturn LeastRemainingValuesStates[0]\n", "\n", "\t\telif len(LeastRemainingValuesStates[1])>0:\n", "\t\t\treturn LeastRemainingValuesStates[1]\n", "\n", "\t\telif len(LeastRemainingValuesStates[2])>0:\n", "\t\t\treturn LeastRemainingValuesStates[2]\n", "\n", "\t\telif len(LeastRemainingValuesStates[3])>0:\n", "\t\t\treturn LeastRemainingValuesStates[3]\n", "\t\telse:\n", "\t\t\treturn LeastRemainingValuesStates[4]\n", "\n", "\n", "\n", "\n", "\tdef DegreeConstraint(self, domainDictionary, colours):\n", "\t\tMaximumDegreeConstraint = 0\n", "\t\tMaximumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 1:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MaximumDegreeConstraint:\n", "\t\t\t\tMaximumDegreeConstraint = temp\n", "\t\t\t\tMaximumDC_State = v\n", "\t\treturn MaximumDC_State\n", "\n", "\n", "\tdef LCV(self, domainDictionary, colours):\n", "\t\tMinimumDegreeConstraint = 0\n", "\t\tMinimumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 0:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MinimumDegreeConstraint:\n", "\t\t\t\tMinimumDegreeConstraint = temp\n", "\t\t\t\tMinimumDC_State = v\n", "\n", "\t\treturn MinimumDC_State\n", "\n", "\tdef getTheNextState(self, domainDictionary, colours):\n", "\t\tNextState = 0\n", "\n", "\t\tnextMRVStates = self.MRV(domainDictionary, colours)\n", "\t\tnextDCStates = self.DegreeConstraint(domainDictionary, colours)\n", "\t\tnextLCVStates = self.LCV(domainDictionary, colours)\n", "\t\t\n", "\t\tif (len(nextMRVStates)==1):\n", "\t\t\tNextState = nextMRVStates[0]\n", "\t\telif(nextDCStates!=-1):\n", "\t\t\tNextState = nextDCStates\n", "\t\telse:\n", "\t\t\tNextState = nextLCVStates\n", "\n", "\t\treturn NextState\n", "\n", "\n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\n", "\t#singleton methods\n", "\tdef checkIfAllStatesColored(self, colors):\n", "\t\tnumberofvertices = 0\n", "\n", "\t\tfor color in colors:\n", "\t\t\tif color != 0:\n", "\t\t\t\tnumberofvertices = numberofvertices + 1\n", "\n", "\t\t# check if all states has been assigned.\n", "\t\tif numberofvertices == 50:\n", "\t\t\treturn True\n", "\t\telse:\n", "\t\t\treturn False\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif self.checkIfAllStatesColored(colour):\n", "\t\t\t\treturn True\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\t\t\t\t\tNextstate = self.getTheNextState(DomainDictionary, colour)\n", "\t\t\t\t\tif Nextstate != -1:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, Nextstate) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\t\t\t\t\telse:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t# revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " #plt.figure(figsize=(18,12))\n", " fig=plt.figure(figsize=(24, 20), dpi= 100, facecolor='w', edgecolor='k')\n", " \n", " # create the map\n", " map = Basemap(llcrnrlon=-119,llcrnrlat=22,urcrnrlon=-64,urcrnrlat=49,\n", " projection='lcc',lat_1=33,lat_2=45,lon_0=-95)\n", "\n", " # load the shapefile, use the name 'states'\n", " map.readshapefile('/Users/amitshetty/Downloads/America_States/st99_d00', name='states', drawbounds=True)\n", " # Amit\n", " \n", " short_state_names = {\n", " #'Alaska':'AK',\n", " 'Alabama':'AL',\n", " 'Arkansas':'AR',\n", " 'American Samoa':'AS',\n", " 'Arizona':'AZ',\n", " 'California':'CA',\n", " 'Colorado':'CO',\n", " 'Connecticut':'CT',\n", " 'District of Columbia':'DC',\n", " 'Delaware':'DE',\n", " 'Florida':'FL',\n", " 'Georgia':'GA',\n", " 'Guam':'GU',\n", " #'Hawaii':'HI',\n", " 'Iowa':'IA',\n", " 'Idaho':'ID',\n", " 'Illinois':'IL',\n", " 'Indiana':'IN',\n", " 'Kansas':'KS',\n", " 'Kentucky':'KY',\n", " 'Louisiana':'LA',\n", " 'Massachusetts':'MA',\n", " 'Maryland':'MD',\n", " 'Maine':'ME',\n", " 'Michigan':'MI',\n", " 'Minnesota':'MN',\n", " 'Missouri':'MO',\n", " 'Northern Mariana Islands':'MP',\n", " 'Mississippi':'MS',\n", " 'Montana':'MT',\n", " 'North Carolina':'NC',\n", " 'North Dakota':'ND',\n", " 'Nebraska':'NE',\n", " 'New Hampshire':'NH',\n", " 'New Jersey':'NJ',\n", " 'New Mexico':'NM',\n", " 'Nevada':'NV',\n", " 'New York':'NY',\n", " 'Ohio':'OH',\n", " 'Oklahoma':'OK',\n", " 'Oregon':'OR',\n", " 'Pennsylvania':'PA',\n", " #'Puerto Rico':'PR',\n", " 'Rhode Island':'RI',\n", " 'South Carolina':'SC',\n", " 'South Dakota':'SD',\n", " 'Tennessee':'TN',\n", " 'Texas':'TX',\n", " 'Utah':'UT',\n", " 'Virginia':'VA',\n", " 'Virgin Islands':'VI',\n", " 'Vermont':'VT',\n", " 'Washington':'WA',\n", " 'Wisconsin':'WI',\n", " 'West Virginia':'WV',\n", " 'Wyoming':'WY'\n", " }\n", "\n", " printed_names = []\n", " mi_index = 0\n", " wi_index = 0\n", " for shapedict,state in zip(map.states_info, map.states):\n", " draw_state_name = True\n", " short_name = short_state_names.get(shapedict['NAME'])\n", " if short_name in printed_names and short_name not in ['MI', 'WI']: \n", " continue\n", " if short_name == 'MI':\n", " if mi_index != 3:\n", " draw_state_name = False\n", " mi_index += 1\n", " if short_name == 'WI':\n", " if wi_index != 2:\n", " draw_state_name = False\n", " wi_index += 1\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x+.1, y, short_name, ha=\"center\")\n", " printed_names += [short_name,] \n", " plt.title('The United States of North America')\n", " #plt.show()\n", " \n", " # Amit\n", " \n", " # collect the state names from the shapefile attributes so we can\n", " # look up the shape obect for a state by it's name\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['NAME'])\n", "\n", " ax = plt.gca() # get current axes instance\n", " \n", " patches = []\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['NAME'] == 'Michigan':\n", " color_for_unique_borders = ResultDictionary.get('Michigan')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " elif info['NAME'] == 'Wisconsin':\n", " patches.clear()\n", " color_for_unique_borders = ResultDictionary.get('Wisconsin')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", "# elif info['NAME'] == 'Alaska':\n", "# # Alaska is too big. Scale it down to 35% first, then transate it. \n", "# seg = list(map(lambda x,y : (0.35*x + 1100000, 0.35*y-1300000), shape))\n", "# poly = Polygon(seg,facecolor='orange',edgecolor='orange')\n", "# ax.add_patch(poly)\n", "# elif info['NAME'] == 'Hawaii':\n", "# seg = list(map(lambda x,y : (x + 5100000, y-900000), shape))\n", "# poly = Polygon(seg,facecolor='violet',edgecolor='violet')\n", "# ax.add_patch(poly)\n", " \n", " for state_name in sorted(set(state_names)):\n", " # color_for_state = random.choice(colors)\n", " if state_name not in ['Wisconsin','Michigan']:\n", " color_for_state = ResultDictionary.get(state_name)\n", " seg = map.states[state_names.index(state_name)]\n", " poly = Polygon(seg, facecolor=color_for_state,edgecolor=color_for_state)\n", " ax.add_patch(poly)\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " #time.sleep(1)\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,5))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"Alabama\"\n", " stateDictionary[\"2\"] = \"Alaska\"\n", " stateDictionary[\"3\"] = \"Arizona\"\n", " stateDictionary[\"4\"] = \"Arkansas\"\n", " stateDictionary[\"6\"] = \"Colorado\"\n", " stateDictionary[\"5\"] = \"California\"\n", " stateDictionary[\"7\"] = \"Connecticut\"\n", " stateDictionary[\"8\"] = \"Delaware\"\n", " stateDictionary[\"9\"] = \"Florida\"\n", " stateDictionary[\"10\"] = \"Georgia\"\n", " stateDictionary[\"11\"] = \"Hawaii\"\n", " stateDictionary[\"12\"] = \"Idaho\"\n", " stateDictionary[\"13\"] = \"Illinois\"\n", " stateDictionary[\"14\"] = \"Indiana\"\n", " stateDictionary[\"15\"] = \"Iowa\"\n", " stateDictionary[\"16\"] = \"Kansas\"\n", " stateDictionary[\"17\"] = \"Kentucky\"\n", " stateDictionary[\"18\"] = \"Louisiana\"\n", " stateDictionary[\"19\"] = \"Maine\"\n", " stateDictionary[\"20\"] = \"Maryland\"\n", " stateDictionary[\"21\"] = \"Massachusetts\"\n", " stateDictionary[\"22\"] = \"Michigan\"\n", " stateDictionary[\"23\"] = \"Minnesota\"\n", " stateDictionary[\"24\"] = \"Mississippi\"\n", " stateDictionary[\"25\"] = \"Missouri\"\n", " stateDictionary[\"26\"] = \"Montana\"\n", " stateDictionary[\"27\"] = \"Nebraska\"\n", " stateDictionary[\"28\"] = \"Nevada\"\n", " stateDictionary[\"29\"] = \"New Hampshire\"\n", " stateDictionary[\"30\"] = \"New Jersey\"\n", " stateDictionary[\"31\"] = \"New Mexico\"\n", " stateDictionary[\"32\"] = \"New York\"\n", " stateDictionary[\"33\"] = \"North Carolina\"\n", " stateDictionary[\"34\"] = \"North Dakota\"\n", " stateDictionary[\"35\"] = \"Ohio\"\n", " stateDictionary[\"36\"] = \"Oklahoma\"\n", " stateDictionary[\"37\"] = \"Oregon\"\n", " stateDictionary[\"38\"] = \"Pennsylvania\"\n", " stateDictionary[\"39\"] = \"Rhode Island\"\n", " stateDictionary[\"40\"] = \"South Carolina\"\n", " stateDictionary[\"41\"] = \"South Dakota\"\n", " stateDictionary[\"42\"] = \"Tennessee\"\n", " stateDictionary[\"43\"] = \"Texas\"\n", " stateDictionary[\"44\"] = \"Utah\"\n", " stateDictionary[\"45\"] = \"Vermont\"\n", " stateDictionary[\"46\"] = \"Virginia\"\n", " stateDictionary[\"47\"] = \"Washington\"\n", " stateDictionary[\"48\"] = \"West Virginia\"\n", " stateDictionary[\"49\"] = \"Wisconsin\"\n", " stateDictionary[\"50\"] = \"Wyoming\"\n", " # create the state and integer mapping dictionary\n", " #createStateDictionary()\n", " \n", " createdomainDictionary()\n", " \n", " # Driver Code \n", " g = Graph(50) #number of states 48\n", "\n", " g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0,1,0,0],\n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0],\n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0],\t \n", "\t\t [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],\t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0],\t\t\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0],\t\n", "\t\t [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0],\n", "\t\t [0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0],\t\t \t \t\t \n", "\t\t [0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0],\n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\t\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0],\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0]] \n", "\n", " m=4 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", " #end = time.time() \n", " #print(\"Time taken for Backtracking: {}\".format(str(end-start)))\n", " # Map Coloring and Animation Section\n", " #start = time.time()\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for Map Coloring: {}\".format(str(end-start)))\n", " \n", "# for key, value in ResultDictionary.items():\n", "# print(key + \" ==> \" + value, end='\\n')\n", " \n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/America/With Heuristic/Map_Coloring_Backtracking_Heurisitc.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "ename": "KeyError", "evalue": "'PROJ_LIB'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m<ipython-input-1-14a928213e87>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun_line_magic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'matplotlib'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'inline'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m 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kwargs.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 155\u001b[0;31m \u001b[0mpyproj_datadir\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0menviron\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'PROJ_LIB'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 156\u001b[0m \u001b[0mepsgf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpyproj_datadir\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'epsg'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 157\u001b[0m \u001b[0mepsg_dict\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/anaconda3/envs/JupyterTestEnv/lib/python3.7/os.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 676\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 677\u001b[0m \u001b[0;31m# raise KeyError with the original key value\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 678\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 679\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdecodevalue\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 680\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 'PROJ_LIB'" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "# Python program for solution of M Coloring \n", "# problem using backtracking \n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"khaki\", \"4\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t## heuristic functions\n", "\tdef MRV(self, domainDictionary, colours):\n", "\t\tLeastRemainingValuesStates = {0:[],1:[],2:[],3:[],4:[]}\n", "\n", "\t\tfor key, value in domainDictionary.items():\n", "\t\t\tif len(value)==0 and colours[key-1] == 0:\n", "\t\t\t\tLeastRemainingValuesStates[0].append(key-1)\n", "\n", "\t\t\telif(len(value)==1 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[1].append(key-1)\n", "\n", "\t\t\telif(len(value)==2 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[2].append(key-1)\n", "\n", "\t\t\telif(len(value)==3 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[3].append(key-1)\n", "\n", "\t\t\telif(len(value)==4 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[4].append(key-1)\n", "\n", "\t\tif len(LeastRemainingValuesStates[0])>0:\n", "\t\t\treturn LeastRemainingValuesStates[0]\n", "\n", "\t\telif len(LeastRemainingValuesStates[1])>0:\n", "\t\t\treturn LeastRemainingValuesStates[1]\n", "\n", "\t\telif len(LeastRemainingValuesStates[2])>0:\n", "\t\t\treturn LeastRemainingValuesStates[2]\n", "\n", "\t\telif len(LeastRemainingValuesStates[3])>0:\n", "\t\t\treturn LeastRemainingValuesStates[3]\n", "\t\telse:\n", "\t\t\treturn LeastRemainingValuesStates[4]\n", "\n", "\n", "\n", "\n", "\tdef DegreeConstraint(self, domainDictionary, colours):\n", "\t\tMaximumDegreeConstraint = 0\n", "\t\tMaximumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 1:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MaximumDegreeConstraint:\n", "\t\t\t\tMaximumDegreeConstraint = temp\n", "\t\t\t\tMaximumDC_State = v\n", "\t\treturn MaximumDC_State\n", "\n", "\n", "\tdef LCV(self, domainDictionary, colours):\n", "\t\tMinimumDegreeConstraint = 0\n", "\t\tMinimumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 0:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MinimumDegreeConstraint:\n", "\t\t\t\tMinimumDegreeConstraint = temp\n", "\t\t\t\tMinimumDC_State = v\n", "\n", "\t\treturn MinimumDC_State\n", "\n", "\tdef getTheNextState(self, domainDictionary, colours):\n", "\t\tNextState = 0\n", "\n", "\t\tnextMRVStates = self.MRV(domainDictionary, colours)\n", "\t\tnextDCStates = self.DegreeConstraint(domainDictionary, colours)\n", "\t\tnextLCVStates = self.LCV(domainDictionary, colours)\n", "\t\t\n", "\t\tif (len(nextMRVStates)==1):\n", "\t\t\tNextState = nextMRVStates[0]\n", "\t\telif(nextDCStates!=-1):\n", "\t\t\tNextState = nextDCStates\n", "\t\telse:\n", "\t\t\tNextState = nextLCVStates\n", "\n", "\t\treturn NextState\n", "\n", "\n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\n", "\t#singleton methods\n", "\tdef checkIfAllStatesColored(self, colors):\n", "\t\tnumberofvertices = 0\n", "\n", "\t\tfor color in colors:\n", "\t\t\tif color != 0:\n", "\t\t\t\tnumberofvertices = numberofvertices + 1\n", "\n", "\t\t# check if all states has been assigned.\n", "\t\tif numberofvertices == 50:\n", "\t\t\treturn True\n", "\t\telse:\n", "\t\t\treturn False\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif self.checkIfAllStatesColored(colour):\n", "\t\t\t\treturn True\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\t\t\t\t\tNextstate = self.getTheNextState(DomainDictionary, colour)\n", "\t\t\t\t\tif Nextstate != -1:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, Nextstate) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\t\t\t\t\telse:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t# revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " #plt.figure(figsize=(18,12))\n", " fig=plt.figure(figsize=(24, 20), dpi= 100, facecolor='w', edgecolor='k')\n", " \n", " # create the map\n", " map = Basemap(llcrnrlon=-119,llcrnrlat=22,urcrnrlon=-64,urcrnrlat=49,\n", " projection='lcc',lat_1=33,lat_2=45,lon_0=-95)\n", "\n", " # load the shapefile, use the name 'states'\n", " map.readshapefile('/Users/amitshetty/Downloads/America_States/st99_d00', name='states', drawbounds=True)\n", " # Amit\n", " \n", " short_state_names = {\n", " #'Alaska':'AK',\n", " 'Alabama':'AL',\n", " 'Arkansas':'AR',\n", " 'American Samoa':'AS',\n", " 'Arizona':'AZ',\n", " 'California':'CA',\n", " 'Colorado':'CO',\n", " 'Connecticut':'CT',\n", " 'District of Columbia':'DC',\n", " 'Delaware':'DE',\n", " 'Florida':'FL',\n", " 'Georgia':'GA',\n", " 'Guam':'GU',\n", " #'Hawaii':'HI',\n", " 'Iowa':'IA',\n", " 'Idaho':'ID',\n", " 'Illinois':'IL',\n", " 'Indiana':'IN',\n", " 'Kansas':'KS',\n", " 'Kentucky':'KY',\n", " 'Louisiana':'LA',\n", " 'Massachusetts':'MA',\n", " 'Maryland':'MD',\n", " 'Maine':'ME',\n", " 'Michigan':'MI',\n", " 'Minnesota':'MN',\n", " 'Missouri':'MO',\n", " 'Northern Mariana Islands':'MP',\n", " 'Mississippi':'MS',\n", " 'Montana':'MT',\n", " 'North Carolina':'NC',\n", " 'North Dakota':'ND',\n", " 'Nebraska':'NE',\n", " 'New Hampshire':'NH',\n", " 'New Jersey':'NJ',\n", " 'New Mexico':'NM',\n", " 'Nevada':'NV',\n", " 'New York':'NY',\n", " 'Ohio':'OH',\n", " 'Oklahoma':'OK',\n", " 'Oregon':'OR',\n", " 'Pennsylvania':'PA',\n", " #'Puerto Rico':'PR',\n", " 'Rhode Island':'RI',\n", " 'South Carolina':'SC',\n", " 'South Dakota':'SD',\n", " 'Tennessee':'TN',\n", " 'Texas':'TX',\n", " 'Utah':'UT',\n", " 'Virginia':'VA',\n", " 'Virgin Islands':'VI',\n", " 'Vermont':'VT',\n", " 'Washington':'WA',\n", " 'Wisconsin':'WI',\n", " 'West Virginia':'WV',\n", " 'Wyoming':'WY'\n", " }\n", "\n", " printed_names = []\n", " mi_index = 0\n", " wi_index = 0\n", " for shapedict,state in zip(map.states_info, map.states):\n", " draw_state_name = True\n", " short_name = short_state_names.get(shapedict['NAME'])\n", " if short_name in printed_names and short_name not in ['MI', 'WI']: \n", " continue\n", " if short_name == 'MI':\n", " if mi_index != 3:\n", " draw_state_name = False\n", " mi_index += 1\n", " if short_name == 'WI':\n", " if wi_index != 2:\n", " draw_state_name = False\n", " wi_index += 1\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x+.1, y, short_name, ha=\"center\")\n", " printed_names += [short_name,] \n", " plt.title('The United States of North America')\n", " #plt.show()\n", " \n", " # Amit\n", " \n", " # collect the state names from the shapefile attributes so we can\n", " # look up the shape obect for a state by it's name\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['NAME'])\n", "\n", " ax = plt.gca() # get current axes instance\n", " \n", " patches = []\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['NAME'] == 'Michigan':\n", " color_for_unique_borders = ResultDictionary.get('Michigan')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " elif info['NAME'] == 'Wisconsin':\n", " patches.clear()\n", " color_for_unique_borders = ResultDictionary.get('Wisconsin')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", "# elif info['NAME'] == 'Alaska':\n", "# # Alaska is too big. Scale it down to 35% first, then transate it. \n", "# seg = list(map(lambda x,y : (0.35*x + 1100000, 0.35*y-1300000), shape))\n", "# poly = Polygon(seg,facecolor='orange',edgecolor='orange')\n", "# ax.add_patch(poly)\n", "# elif info['NAME'] == 'Hawaii':\n", "# seg = list(map(lambda x,y : (x + 5100000, y-900000), shape))\n", "# poly = Polygon(seg,facecolor='violet',edgecolor='violet')\n", "# ax.add_patch(poly)\n", " \n", " for state_name in sorted(set(state_names)):\n", " # color_for_state = random.choice(colors)\n", " if state_name not in ['Wisconsin','Michigan']:\n", " color_for_state = ResultDictionary.get(state_name)\n", " seg = map.states[state_names.index(state_name)]\n", " poly = Polygon(seg, facecolor=color_for_state,edgecolor=color_for_state)\n", " ax.add_patch(poly)\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " #time.sleep(1)\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,5))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"Alabama\"\n", " stateDictionary[\"2\"] = \"Alaska\"\n", " stateDictionary[\"3\"] = \"Arizona\"\n", " stateDictionary[\"4\"] = \"Arkansas\"\n", " stateDictionary[\"6\"] = \"Colorado\"\n", " stateDictionary[\"5\"] = \"California\"\n", " stateDictionary[\"7\"] = \"Connecticut\"\n", " stateDictionary[\"8\"] = \"Delaware\"\n", " stateDictionary[\"9\"] = \"Florida\"\n", " stateDictionary[\"10\"] = \"Georgia\"\n", " stateDictionary[\"11\"] = \"Hawaii\"\n", " stateDictionary[\"12\"] = \"Idaho\"\n", " stateDictionary[\"13\"] = \"Illinois\"\n", " stateDictionary[\"14\"] = \"Indiana\"\n", " stateDictionary[\"15\"] = \"Iowa\"\n", " stateDictionary[\"16\"] = \"Kansas\"\n", " stateDictionary[\"17\"] = \"Kentucky\"\n", " stateDictionary[\"18\"] = \"Louisiana\"\n", " stateDictionary[\"19\"] = \"Maine\"\n", " stateDictionary[\"20\"] = \"Maryland\"\n", " stateDictionary[\"21\"] = \"Massachusetts\"\n", " stateDictionary[\"22\"] = \"Michigan\"\n", " stateDictionary[\"23\"] = \"Minnesota\"\n", " stateDictionary[\"24\"] = \"Mississippi\"\n", " stateDictionary[\"25\"] = \"Missouri\"\n", " stateDictionary[\"26\"] = \"Montana\"\n", " stateDictionary[\"27\"] = \"Nebraska\"\n", " stateDictionary[\"28\"] = \"Nevada\"\n", " stateDictionary[\"29\"] = \"New Hampshire\"\n", " stateDictionary[\"30\"] = \"New Jersey\"\n", " stateDictionary[\"31\"] = \"New Mexico\"\n", " stateDictionary[\"32\"] = \"New York\"\n", " stateDictionary[\"33\"] = \"North Carolina\"\n", " stateDictionary[\"34\"] = \"North Dakota\"\n", " stateDictionary[\"35\"] = \"Ohio\"\n", " stateDictionary[\"36\"] = \"Oklahoma\"\n", " stateDictionary[\"37\"] = \"Oregon\"\n", " stateDictionary[\"38\"] = \"Pennsylvania\"\n", " stateDictionary[\"39\"] = \"Rhode Island\"\n", " stateDictionary[\"40\"] = \"South Carolina\"\n", " stateDictionary[\"41\"] = \"South Dakota\"\n", " stateDictionary[\"42\"] = \"Tennessee\"\n", " stateDictionary[\"43\"] = \"Texas\"\n", " stateDictionary[\"44\"] = \"Utah\"\n", " stateDictionary[\"45\"] = \"Vermont\"\n", " stateDictionary[\"46\"] = \"Virginia\"\n", " stateDictionary[\"47\"] = \"Washington\"\n", " stateDictionary[\"48\"] = \"West Virginia\"\n", " stateDictionary[\"49\"] = \"Wisconsin\"\n", " stateDictionary[\"50\"] = \"Wyoming\"\n", " # create the state and integer mapping dictionary\n", " #createStateDictionary()\n", " \n", " createdomainDictionary()\n", " \n", " # Driver Code \n", " g = Graph(50) #number of states 48\n", "\n", " g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0,1,0,0],\n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0],\n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0],\t \n", "\t\t [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],\t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0],\t\t\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0],\t\n", "\t\t [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0],\n", "\t\t [0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0],\t\t \t \t\t \n", "\t\t [0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0],\n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\t\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0],\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0]] \n", "\n", " m=4 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", " #end = time.time() \n", " #print(\"Time taken for Backtracking: {}\".format(str(end-start)))\n", " # Map Coloring and Animation Section\n", " #start = time.time()\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for Map Coloring: {}\".format(str(end-start)))\n", " \n", "# for key, value in ResultDictionary.items():\n", "# print(key + \" ==> \" + value, end='\\n')\n", " \n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/America/With Heuristic/Map_Coloring_FC_Heuristic.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time taken for Map Coloring: 37.80974888801575\n" ] }, { "data": { "image/png": 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ef37M3+56nz//3zFcddn2v0BF9pXXXv+WcUO7eb1XK3y7fCN/vnl8944r0g3sditFhckUFSbDMf/dHggE2LipnpXfb2bBd/N49dU32FzTSDAYJDEhiuJ+ufTt15f+xSXkF5Ridyb/UJS1mvdgRERERERERERkn1nZupLmbc3EZex4yuEfDT1lKE8++yR9/9SXVEsq1p+8XzSjfAbX/uZaJtw0gX5j+u3ryNspHlPMmx++SdmJKr52BxVfpcvM/c88Tj1xMBUVNQSDHgzDYGBpOhZL6HQJjR5ZQHNLO98t3MiwIR1F4XlfriElKYpvF26gtdVDeLgDgDlzy0lLje4svAK8+MpXXHHJ4bzwynwVX6VbfbdwI/dMnNCt670GEqClxUN+XtKvHyzSS1gsFrL6xJPVJ56xY4p/tm9LbRMrV9WwavVyPvlkFmvX1RIMBomJdtG3KJt+/Yro37+Ewr4DcYWndkxhbNhNeiQiIiIiIiIiItIVXn3/VUqOLvnV48pOLOOtW97iqGOOIjkvmfzR+UwYPYGEiARu+MMNnPf0eSTmJnZD4u2VHlvK+7e/z59P+PPPisKyb6j4Kl0i4G/lm+9WkdknjmPGT8TmyObY8cP46usKDjukyOx4nQoLkklLjWbO3PLO4uucueWMP3oAs+eWM//rdZ1558wrZ/TIgs7bzplXjtvt5YY/Hc3Lr33Nf74o5+AR+aY8Dtm/+Hw+2r0+0toj6M71Xr+oryQpMaLbxhMJdUmJUSQlRjHqoJ//7q9vaGPV6hpWrqrg2We/onztFrxeHy6Xg7zcNIqK8unXtx99+5WSmJyD1RaPYYnSurIiIiIiIiIiIiHOE/TwwbQPOPHOE3/1WHuYnRPv6Diuckklsx6ZxUf3f0RbYxvnPnGuaYVXgITsBLZu3Mp633py7bmm5dhfqPgqXaK58Xva2318v6qGgw4+CcMwiIyMpL6hzexo2xl1UD6z567u7FydPbecKy45jEAwyOy55Rx2SBEej4+vvq7gzr8e33m756fM56RJB2C3WzlpUhnPT5mv4qt0i871Xhu7d73Xad8s4qDhed06pkhPFBvjYtiQ7M6Ten7U1uZlzbpaVpfX8PHH7/Ho48/S8MPfxaTEaIoKsyjqW0i/fgPILxiA05WC1RaHYQkz42GIiIiIiIiIiMj/WNm6ktaGVmLSYnbrdhklGZz1yFkEAgE8LR6cUc59lHDX5Y3I45157/DHQ/5odpReT8VX6RKzP3uPdeu3Mvmy8RgWB8Ggn759c/jkk9kcf9wgs+P9zKiR+dxwywx8Pj9tbi+LllQyckQefn+Qx5+eA8BX31bQ5vZyyMEdna+NTW7eemcRM2dcBsCpJw1m3KSHuOuvJxAdAr80pXeb/uZ3jB3czR3kBvxn8TruvePXz+gSkR1zuewMKE5jQHHaz7YHg0FqtjSxqnwLq8u/Z/bs/7CuYiterw+73UZudjKFhbkUFBbSt29/+mQWYbMnYrHFYBh66iYiIiIiIiIi0l1effdVBhw9YI9vb7FYQqLwCnDAxAN456V3uHT0pZqRbR/TO3iy14JBP2/OeAeLYbBgUTm3/fls8vPyeOa5mdx/x0lmx9vO6JEFtLR6+HbBBuob2ijISyIpMYqDD8rjosun0NLazpy55fTJiCUnOwGA117/lpzsBEoHpAMwsCSDnOwEpr+5gPPPHmHmw5H9wDcLNnDHTcd063qvxFvYUtvMQQdqCgqRrmYYBinJ0aQkR283hbHH42NdxTbK127hu2/n8tprb7Kpqh7oKObm5aZTUJBDUWFfCov6k5qWh9Uej8Uag6H1OkREREREREREuown6OGD6R9w0t2hV+fYExkDM5h+/XSqg9WkGWm/fgPZYyq+yl5rb1vH6vItJCZG8uLL80lPi+XAobW8PuX3WK0Ws+NtJy83kYy0GGbPLae+vpWDD+qYVjUlOZrszHi+nL+O2XPLO7teAV54+SuWr9xMQua1ndsCgSDPT/lSxVfZpwKBAO0eHxmeSLpzvde1wXrCwx1YLKH3MyzSmzkcNooKkykqTN5uX0trO2vWbmXN2i18/vmHPPvvKWypbQIgIjyMvLw0CgpyKSrsS0Fhf1JSc7Ha41SYFRERERERERHZA8tbluNudhOTuntTDocqwzBI7ZvKZ8s+4/SS082O06up+Cp77bNPp3PQ8Dwuu/hQ6upbSUuNDvmW9VEHFzBnbjn1Da1c/ofDOrcffFAeH3+2kq+/reCs04YBsHR5Fd8t3Mjb0y4mLja889iGBjfjT3yEZSuq6N9PZ4nIvvHBxyvISI2Bhu5d73VbexubaxppbHQTHR0a02KI7O8iwsMoHZDeOQvDTzU1u1mzditr19XyySfv89TTL7B1WzMA4S4HeXlp5OfnUFhQREFhMekZ+Vht8ZrKWERERERERERkJ15951VKjyk1O0aXGnjcQGa8NUPF131M77bJXgkGfUydOoOLLxyJy2XH5eoZZ4CMHpnPn254Ha/Pz8E/mfLx4IPyufq6abjdPkaP7Oh8fX7KfIaUZXLwiPzt7ufAIdk8P2U+f79tUrdll/3L1GnfckR3r/cKDGlLYcJRJdx1/4f89Zbjun18Edk9UZFOBpVmMKg0Y7t9zS3trF3X0TH7nzkf89zzL1OzpYlgMIjL5SAvN438/Gzy8wvIzS0gM6sAR9iPa8y6Qv6EKhERERERERGRrtYebOfD1z/k1PtPNTtKlyocXchH//iIhusaiDF6Rj2nJ1LxVfZKY90SKtZvobBg++kRQ9nogwtoc3spKkgmOSmqc/vBI/Joam4nNyeBPhmxeDw+Xp32DVdeevgO7+e4CaXc/+An3HbjBBwO/ThJ1/vy63XcfMOFUNvNAwfg5ANKuevNT7t5YBHpapERO++YbWlt/2GN2Vq++vJzpk97k42b6gkEAhiGQXpaHHm5GeTl5ZGfX0h+QTExsekdUxlbozEMTU0uIiIiIiIiIr3PsuZltLe2E/WT+kFvYLVbCY8N59vqbzk8bcd1D9l7RjAY3O25LBsbG4mJiaGhoYHo6Oh9kUt6iEf/eREBfwNnnz7M7CgivU4gEKBw4G2U3/J/UBfo9vHdSX4Kr7uL6S/9nmFDsrt9fBExVyAQYFNVI2sralm7bhsV67exrqKW5pZ2oKPbNicnlby8bPLzCsjLLyIzsxCb44d1Zi2aslxEREREREREeqbrplzHxvqNjP7daLOjdLlvXvsGa52VR//wqNlRQt6e1kPVqid7zNtexdRps3jpXxeYHUWkV5ozt5yUpChTCq8Azi1WTj26jEee+Jx/PX6OKRlExDwWi4U+GbH0yYhl9Mjt9zc0tlGxfhtrK7by5RezeOXVaVRuqgfo7JrNzckgJzeHvLx88vL6kpCYicUao7VmRURERERERCRktQfb+fiNjzn9gd65LuqAowfw7G+epe3iNlyGy+w4vZLe9ZI9EgwGePShGxhSlskV107l/LNHMHJ4ntmxRHqVl1/7hkMHbb/WcHf629ixDLjhPlMziEhoiol2MbAkg4El268z6/cH2FTVQMWGbVSsr+D1179j/fqtNDS20eb2Eu5yUJCXSmZWOjk5OeTnFZCb15fomDQMazQWa5SKsyIiIiIiIiJiiiVNS/C6vUQmRpodZZ9wRjkxDIOlDUsZGjvU7Di9kt7Vkj1Sv/U7rrjmWYYNyebmG07nb3dN5cVnLiA2RmdJiHSVeV+u5fnLz4Am8zI4a63ERDk55oSHeWvqRdhs+rMhIr/OarWQ2SeOzD5xjDpo+5NI2tq8VG6qZ/2GbVRsWMG8uXNZv2EbLa0dUxqHhdnIykwmJ6cPOTk55Obkk5WdT0xsGpYfi7MWR3c/LBERERERERHZD7zy1isMnDDQ7Bj7VMnRJbz27msMPVPF131B76LLHglzZTD9lduIibFx+NjJzPp8IatW12hdSJEu1NjkpiQsGZrMmXYYAC+8ftV5TLjrGf5yx/vcdtOx5mURkV7D5bJTkJ9EQX7SDve3tnrYWFlPxYatrF+3hDmzZ7Oxso6mZjfQUdxNT4sjKzONzKxMcrJzyM7JJz09F6s9Fos1GsMSjmEY3fmwRERERERERKSHcwfdfPLmJ5zx4BlmR9mnSo8tZdqfpuE9w4vdsJsdp9dR8VX2SHhEKsef8mfumHkHgco5XHD++fz19ns6i6+Vm+r5buFGJowbwJq1tWysrOfQ0YUmpxbpOb76poK42HDYamLh9QfZddHc94eJ3PrCByq+iki3CA93UFSYTFFh8g73+3x+qqob2VBZx8bKaj7+eDkbNtaxuaaRYDAIQGxsOJl9ksnKyiAzM4vs7ByysgqIjk3DYolS96yIiIiIiIiIbGdp41J8Hh+RCb1zyuEfRadE01LfQnl7Of2c/cyO0+uo+Cp7rCnYxA3H3MCRVx3J+3e9QZjjAe554CPK19bS7vaRmBTN3f/4EIfDRkpyFBarweiRBWbHFukRXp76NaMG5ULQ7CQdPlq4eofrOoqImMFms3ZOa7wjwWCQ+vo2NlTWsWFjHatWfsesTz9lY2UdzS3tnfeRlhpLRnoymX36kJmVRVZWLn0y83C64jGsUVp7VkT2qWAwwEUXjuOsM0Yx+vArsNhiCATaaNy2CL8/SHzygRiGxeyYIiIiIiL7lSkzpjDo2EFmx+gWfQ/ry5ufvkm/Y1R87Wp6N0n2WJQRRckxJSx6exGPnvQvnnx6Gq9OuYczzhhOv5IJEPTSULeC6NhcJl95Fg0NbrMji/QYn/9nNQ//7kQIkR+bzMRYpv1nEfUNrcTGhJsdR0TkFxmGQVxcOHFx4Ts9ccTr9VO9uZHKTfVUbtrKl1+sYdr0N6iqbsDj8QEda8+mpyWQ2SeFjD4ZZGVmk94ni4z0HJyuOAxrJBaLOmhFZE/5Wbjoexoat/L3u17miDFDWLlyHWvX1eDzBzj5hNH84bJ7sdl3fKKJiIiIiIh0rbZgG7NmzOLMR840O0q3OGDSAbx373tcM+4arIbV7Di9ioqvsscMw6BoaBFjJ4/loZse4sgPjmTQGReQ5sjAh502fMQljQDgmmtu5KabbuT1GQs46shiSvqnU5ifhMOhb0GRHdlW18qB0RngNn/aYYBDc3N5+t0vGDfpIb6Yda3ZcURE9prd/svdswBut5eq6gY2bqpnU1UVs2atoKqqgeqaxs4CrdVqITkpmrS0RNLT00hPT6dPRibpGdkkJ/fBYovCYonEsEZg6IWMiPyPxMRIHnvgdJpbPMz7cg0jDzyQkv7p+P0BHnhkFhecN56bbriGvMJR2MNSzI4rIiIiItKrLWlYgt/nJyIuwuwo3SIpP4kt67aw3reeXHuu2XF6FVW+ZK/EJcTha/dRdGgRd798N8+c+wx9D+9LWEQYPo+PS2+9lKS4JBYsXkB7aToN31Xw2fy1/HHyq8TGuAgLs7Fg3nXYbPpWFPnRipXVREWFQW1oFF4BBrYm8fr/nc+YGx7D7fbgdKrLS0R6P6fTTm5OIrk5iTs9xufzU7OlmerNDVRVN7K2fBHz5s6hqrqBrdtaOtegdTrtpKbEkZ6WRFp6Kmlp6WRk9CE9PYe4+BT81nD8tljCjXAsmmZUZL8RDHac1Bod5eToI/t3brdaLUy+bAxzv1zDlZNvpqQkn7vvm2FiUhERERGR3m/Km1M44LgDzI7RrQpGFfDm7De5csyVZkfpVVTxkr0SHh6O1+1lzOVjeOnSl4hMjOSK964AA1q2tjD9jun4PD7is+Jp3tpM5vhSPK0e7rv3VCJiXEyZ+BB/ufN9brvxWLMfikjIeOHlrxhRmgOhU3sFILs9msK8JI6e+DCffXCV2XFEREKCzWYlPS2G9LSYXzyurc1L9eYGqjc3Ub25nsWLNvDRhx9StbmBhoY2vvl+M4kFyUQmRZKQlkBSWhKpqamkp6XTJ70PmemZpESnEGGJIJxwXLg0JZBIL/DjCRo7M3J4Ho2Nbqprfvk4ERERERHZOz9OOXzO4+eYHaVbDT5xMG898haXHX6Z3mfoQiq+yl7xeX1YbBZc0S4ufP5CfB4fFmtHt0ZUUhSn3HvKTm/rAY6/4gju/+MUFV9FfuKzOau4+ZSxZsfYjqUBPrjot+Rce7vZUUREehyXa+ddtAEgf/jfuODfFxAWEUZDVQMN1Q3Ubapj3YJ1NL7fSH1VPW2NbRiGAYDNaSM+NZ7E1ERSUlNIT0snPTWdjPQM0hPSibBG4DSchBOOE6e6aUVC0Q/11B9/rnemdEA6733wMcFgAEM/yyIiIiIi+8TCuoUAhMeGm5yke6X2S6VqVRWV/kqybFlmx+k1VHyVvbKlZgsFZQWdn9t2cw3XL95YwMDSjK6OJdKjbapu4Ii0PKgKvQ6Hx5fOJzsr3uwYIiK9itti4Gv3EZPa0T3rjHKSUvTLazt6Wj00VDd0Fmq/W/Uds2bPorG6kabapp9104VFhhGfEk9CSgJJyUmkpqSSmpJKemo66cnpxDhiCDc6ummdOHWmq0iIyUiPZVNVHQHfFqx2rfsqIiIiIrIvvPzmy/vdlMM/yhuex4y5M/jjIX80O0qvoeKr7LFAMEBVRRXDMoft0e3tgSCz3l3Ms/tZG7/IL6mo2IrLaceyJfQKrwCfLS6nb6He9BMR6Uptll/uetsRR7iDpLwkkvKSfvVYd7ObxupGGjc30lTTxJKKJcz9am7H51ua8Hl8QEf3nS3MRkxSDAkpCSQmJ5KcnExKckpnoTYxKpFwS0c3rQsXDhy/2rUnInsvNsZFTfVy0jL1PExEREREpKu1Bdv4/O3P97sph39UdmIZbz33FpeMvkQzZ3URFV9lj21jG/VV9Z1dGrvLazE4/pwRXHvT63z8zhVdnE6kZ3puynyG9s8En9lJduypE0+i+Ma7aWx0Ex3tNDuOiEiv0MK+PeHGGenEWeAkuSD5V4/1tHlo3tLcWZhdu3kti1cupmlLE401jbib3J1dtYZhEB4bTmxSLPHJ8SQmJpKclExSUhKpyamkJqaSEJWAy3ARZoTh/OGfOmtFfrTrP/vZWQlUVJSTlnnYvosjIiIiIrKfWtKwBIL735TDP8oozWD9kvVUBavIMDRTaVdQ8VX22JcVXxKbHrtX9zHsluN484UvGH/iI1w3eSyHjCpk7dpaXpn+Ld8u3IDPF+CvNx9L/35pXZRaJLR9+Mlyrj9xjNkxdsoZacMwDCIjHWZHERHpNSqqG7G77GbHAMDhchCfFU/8LkwxHwwGaa1vpWlzE021TTRvaWZ55XK+WvgVTVs6trmb3D+7jc1hIzI+ktjEWGITYklISCAxIZHEhEQSEhJITUwlKTaJcGs4TsNJ2A//1GEr+7vcnAS+/345I0aZnUREREREpPd55a1XKB1fanYM0xiGQVZZFu9/9T4XDr/Q7Di9goqvstu8QS9L2pbwwP0PMOLcEXt1X61WC3cuvpVvH/2Mq66bTl1dCy6Xg4FDsig+pBBfm5ejJz7EM4+dzdgxxV30CERCV+WmBo7OKAy99V4tcF/VPP5x32ccProIi0XTT4iIdJUly6qITooyO8ZuMwyDiLgIIuIiSCV1l27jbffSuq2V5q3NHZfaZmoqa2hd3ErL1haatjbRWt9KMPDf7loAR4SDyNiOom1cQhzx8fHExcWREJdAQnwCifGJJMcnE2mPxGl0dNg6fvinTlvpDYaUZfLCy99yzgVBnYggIiIiItKF3EE3s2bM4syHzzQ7iqnKji/jzdff5DcH/kavObqAiq+yW+oD9fzhzj+w4OMFZA/JpnBU4V7fZ0NEGPnXHMV1V48lxheg0WrB95O1z+4aW8zvTniU2R9NJjMjbq/HEwlVGyrrcDptWGpDrPAKkGLl7ts/Yf7sa/VzKCLSxcpXbSZmL2cT6SnsYXZi0mKISdv1ZSuCwSDtLe201rXSvKWZ5m3NNNQ1ULW+itZFrbTWtdKyrYWW+hYCvkDntMgAdqediJgIImIjiI6NJjommtjYWOLjOoq38bHx2BMFTQAAIABJREFUJMYnkhCbQLQzGgcOwoyOTtswwrBj13o3sg/t+nO+wvxkVq2uIuhvxLDt2bIvIiIiIiKyvUX1iwj4A0TER5gdxVTZw7J585Y3qaWWJJLMjtPjqfgqu6W8tZz5b83nT5/9qcvPfvAbBtvs23cmGKMK+cMN4xl/wiN8N/f/sNn0bSu90wtT5jOkfyZ4zU6yA1v8XHjaQZx0xpPM//xas9OIiPQqG9dt3aVpfvdXhmF0rFsb6SQ+c/e+Tl63l7aGNlrrO4q0bQ1t1NXXsaliE22LOra31LXQWt+Kr/2/C67/WMB1hDuwWCx4mjz0O6gf0dE/FHBjYomJiSEuJo642DjiYuKIj47HZXVhN+ydXbcOHNixq/tW9prVaiE1JYZPP3yCI475k9lxRERERER6jZdef4lBxw0yO4bpLBYLqX1T+Xjpx5xecrrZcXo8VbFkt+RG5BIRH9G9beeGQeGVRzLs6wqOOeFRPnzrsu4bW6QbffDRcq469hCzY+yYDy468EBee3+B2UlERHqdzZvqKRir5RX2BbvTjt1pJzolerdvGwwG8bq9tNa10lTT1FnIra+vp3pTNW0r2mhr+OHS2Ia7yU3AH9hhhrCIMMKjwomIiiAiKoLIqEiio6KJjI4kOjKa6KiOS0x0DNGR0cRExuCyubBjx27YsWHruE7HdRs2TQPVK+zebCcX/3YUU6Z+oOKriIiIiEgXaQu28fk7n3PuE+eaHSUklJ1QxvTXp3PagNP0mnMvqfgqu6XeX9+5Bld38lgMTnj+N1yT9X98t3ADZYMyuz2DyL62vrKO8dmFUGV2kh3LbIsiGAxy/4OfcNVlY8yOIyLSa9RtbiSlMMXsGPI/DMPA4XLgcDmI3cNpoYPBIL52H+3N7bib3B2XRjfuZjcNTQ3UbKnBvdb9s/3tze24W9wE/cHODtwfX/QGg0EMi4Ej3IEz3IkzwokrwoUrwkV4eDjhEeGEh4cTERlBuCucyIhIIsIjiIyMJDL8v5fwsPDOoq7N6CjsWrF2FnZ/vK4X26HFarEQDMHVKUREREREeqqFdQshCK4Yl9lRQkLBqAJm3j2TeuqJQ0vP7Q0VX2W3zF44m/QB6aaM3WK1MPm+UznxjCeZ9d4VZGcnmJJDZF+oqm4gzG7DVhuab3LOtVVy6YPTiY1x8eS//qPiq4hIFwkAjbXN9BnYx+wosg8YhtHZfRuZGNkl9xnwB/C0emhvacfT6sHT8pPrbR7qW+qp2VaDp6Xj85/ub2/t+Ohr9/1sbdyf5gUwLAZ2lx2H00GYK+y/F2fHxel04nQ6cblcOF1OXGGujutOJy6nC2dYx75wZzgupwtXWMe2MGsYFixYsWI1rFix/vfzH65bggHCgjashh0MK2Dp1UXgHf0/7Ixh7N7xIiIiIiLyy15+82UOmHiA2TFChtVmJTYtlrkVc5mQM8HsOD2aiq+yy4LBIG+//TYlx5SYliHm1KFc3dzO+JMeYenXfzYth0hXe+Hl+ZT1zwjN9V6B22d8zLHjSynum8LhhxSZHUdEpNdoNwy8bu8ed1bK/sditeCMcuKMcu6zMQL+AF63F2+bF0+bB2+b97+fuz343D48bR5a3a14tnnwt/vxur342ju2/3jd6/bibf/heruXoD8IBhD8oYvXMDo//mjT0k3ERYaRnxqDw2ElzGHD4bATFmbH4bDj+OFzh8OO3dbxuc1ux2G3Y7Pbsf9w3WqzdWyzdey32WzYbR0frVYr1h+u26w2bPaOj1arDavdhtVi7bhutWK1WrHZHB3H2mxYftxns2EYFgwsHVVRfnIxLBj87zZ+uP5fweAePPEL+vB7N2O1q1teRERERGRv1VTXkH6QOc1moWrQpEFMf2M6E65U8XVvqPgqu6zCW8HizxYz5joTO94Mg+zzR+K+8XXzMojsAzM/XM5FYw8yO8ZO3XzCWE678zn+8NvRpKXGmB1HRKTXcFt6b0ef9FwWq4WwiDDCIsK6fezbR9zOpIsP5cbxA/F4/LR7fHg8Pjwef+fHdo8Pr9eH1xvA6/Pj9fjx+f14vV68Pjc+rx+3J0CT14/PF/jvxR/A5/XjDwTx+zu2BQIdH/3+H/b7/AR+2N95CQQJ/HC8PxDA7+/Y/7+F4/+1o/0/nUIawOPx7/LXJjbWxdffVvDP+6/hqmuf34OvroiIiIiI/FR2djabKzbDKLOThI7iI4t56synaL6imUija2Zw2h+p+Cq7xB/089DUhzhg4gFYrBZTs9iDQfQ2pfQ2a9dvZVJBP9hkdpIdO7A9jYW3Tab05nv57QWjiI8LNzuSiEiv0GbVsxqRn4qMj6R86SaMCYMIC7MRFqaXrD9KSoxi2pTfccmVr3DlNR4Mi8PsSCIiIiIiPVpebh7LPlhmdoyQ4nA5cIQ7WFC7gFFJqkrvKXOraNJjfFz9Ma/c9QojLxhpdhTaLAZOp52FizeaHUWkS2ypbcJus+II0fVefxRdZ+eUYw6gZNhfueu+D8yOIyLSK2yub8Vqt5odQyRkDDl1CF98sIxd7wfdv0SEh9Ha6sHvrTE7ioiIiIhIj1eQW8DWdVvNjhFySseX8tpbr5kdo0dT8VV2SXFSMREJEdiddrOj0G6x0HdAOv+ZV252FJEu8cKUrzigXwZ4zE7y6+4pGceye67hwcc/0wkQIiJdYOnKaiLiI8yOIRIyhp0+jNq1tSxv95kdJWQlJUZRuXGJ2TFERERERHq8nKQcGrc0mh0j5JSML2HOe3NwB91mR+mxVHyVXdLH2oe0ojS2bdhmdhQA0rITWLik0uwYIl1i5kfLOP7AAWbH2DU+iK1xcMaxQ7jjHnW/iojsreVLq4jLiDU7hkjIcDgdJOUn8eLr35odJWQNPiCTr76aa3YMEREREZEeL8YSA0GzU4SeiLgIvO1eVrasNDtKj6Xiq+ySZpqpXV9LXEac2VEAmHjtOD6bvdrsGCJdonxtLccXFpsdY7eM79+PtRW1ZscQEenxNqyrJTZEnl+JhIrDLzmcaY/OQr2vO5afm8jSJVqXSkRERERkb0URhS3Mhrfda3aUkNP/yP5Mnznd7Bg9loqvsku+3vw1rhhXyKxJVrW0kthYl9kxRPbatrpWrFYLzq2h8bO1qw5LyqFqcyP/+ULTf4uI7I2qjXUk5iWaHUMkpBx03kE0VjfSZNXL1R1ZtrKa3NwUs2OIiIiIiPR4dsNOUlYS2ypCY8bPUDLwuIF8NOMjfEGdFrsn9GpWflUwGOTZF59l8ImDzY7S6eW7ZnLB2SPMjiGy1158ZT6lRWnQbnaS3VQdYOp153HOhf/m5LOeZMXKarMTiYj0SFurG0gpUhFF5KfcjW4C/gBuv17k78iSZZuIj4sxO4aIiIiISK+QmZtJ7TrN8Pe/4jPjqa+uZ513ndlReiQVX+VXrfWs5ct3vmTQxEFmR+nk8/lJTIw0O4bIXntv5jImDu0h673+jwPb01hy62SSYiI5auJD3HDLDNxuj9mxRER6jCDQWNtM+oB0s6OIhJTIxEjC48J5Y/46s6OEJE+7jwPKDjM7hoiIiIhIr5Cbm8vWNVvNjhGSCg4u4O3Zb5sdo0dS8VV+1cOvPszgEwZjCaFpv+LiIylfs8XsGCJ7bVV5DSf165nFV4DwOhuPDj+OV286h2XLqsgruRWfT10qIiK7wmNAe3M7SflJZkcRCTn9xvTjrRfnmx0jJOVkJ7Jhg5Z+EBERERHpCvm5+ep83YmBxw5k5jszCQaDZkfpcUKnmiYhab1/PTMen8FB5x1kdpROkQ1tfPVFOaedPNTsKCJ7pb6hFYvFILzOZnaUvdMOI9oyeOPos0hKiOTdmcvMTiQi0iO4LR1PxS0WPSUX+V+lx5Sy+rv1eA2zk4SeSceWct2N97Hm+3fMjiIiIiIi0uPl5uZSW6Hi645klGZQsbiCWvT12V16p0d+0fKa5YTHh+MId5gdpdPHt85g5Ig8sjPjzY4islemTP2GAYWp4O4lZw4F4P/OH8Ptd880O4mISI/QZlFVSWRnhpwyhPpN9axo1ZIG/2tgSQZ/vfk4Rhx8OvNmP0YwqFlHRERERET2xHrvei773WUk5yebHSUkGYZBat9ULrn9EtZ71psdp0dR8VV2yh/08+A/HuSIK44wO8rPxCRF4fH6zY4hstfefX8Jx/bQ9V535rVPF5KWGkMgEDA7iohIyKv3eDFUgBXZqaLDivjbvR/QS05T61IDSzL46J3L+fPN/+DyS47mi9kP4/dtJRj0svDrF3nm8StZsfg1vvvqOWZ/+gh+r5ZsERERERH5X7PXzAbg+L8eb3KS0HXC7SewfM5yXvzkRbOj9CgqvsoO+YN+bvvgNjYs30DRIUVmx/mZAyaUsmp1jdkxRPbaiu83c+qAErNjdKn7TzyOZSuqePrf88yOIiIS8pYuryYiLtzsGCIh64S/ncCnz8+j3qaXrTuSnRnPlGcv4NQTB3HzrQ9xzNGjOP3kEVx+1a34vDXccee9PPrIE7zwwhR++5tJBPxNZkcWEREREQkZWwNbeeK+Jxj9u9FmRwlpDdUNNFY3Mu7QcWZH6VF6+EKDsq/UUccrf3+F37/yewwjtDoyKhdXkhAfYXYMkb3S2OgGILLODr2onyO7MZqJh5bw0GOfcdLxZcSrqCAislOry2uITIgyO4ZIyIrLisNqt2IN9p7nSl3N4bAxsCSDqS/8FoDarc2EuxyEhzs47aQhnceddOaTeNrKcYQXYRiuff4aLxgMEvQ3EiSAxRqNYVj36XgiIiIiIrujPlDPseceiyvOReHoQrPjhLQ1X6xh5JkjKXYWmx2lR1HxVXaoNdhKWGQYkQmRZkf5GXsgyAt3zeTi34wyO4rIXnll2jf0L0iFtt73ZuKdI44iPiaco457kK/n/J/ZcUREQtb6iq3EpseYHUMkZD173rOk90slyt/7ni/tK4k7ef1W0j+d4yaejs1mJTMzkdiYSNrbPURFOoiMiqWwsICDDjoYggaJSVlYrOFYHX12u0jb0riCz2a9wfvvf8TK7yvx+4P8/rfHcuhhE6murqShsR5XmAuXK5y1a78nJtrJIUde0xUPXURERERkl7235D1csS5Ou/80s6OEvKGnDuWVy1/hyN8eyfMPPk9ueK7ZkXoEFV9lh8prynFFu8yOsZ2t077F3ebhvLOGmx1FZK+8/d4Sjj2wv9kx9glLk8H1BYfw77e+YkNlHZkZcWZHEhEJSZUV24jPSTA7hkhIaq1vZfG7i3l87nWE1jw8PdNtN03o6EYNBqlYv42GRjc+n582txevx8+qVYt46aUZeH1+PB4fjY1upk/7N6l9fn0KtmAwyLYt37Kl+lvOPv8vTBhXyqknDqKk/zg8Hj833jqD16Z9QkpyDNHRTtrbfT+M62XRkk28nNufrNzDsFg0Y4qIiIiIdA+bw0ZbQ5vZMXoEq83Kaf88jWszrmXmuTO5+NCLzY7UI6j4KtsJBoM89vRjDA/BAudbj3/GxReq61V6vuUrq3nxvNOg0uwk+4g7yEUnj2TiyY/x3bzrzU4jIhKStmyqp0zTG4ns0Nxn55I3PJdTsnSCQlcxDAPDMMjNSdxu35jD+nLRT15nvf3eEp55+mFuuOWXi69+by0P3HclL0+dQ0pyFGecMpTfnn9w5/6wMBv3/P3End7+s9mruPTSa4mMdHL1VRczdMRpWKyajl1ERERE9q02Txt+n9/sGD3GwhkLOeH6E7jgkAvMjtJjWMwOIKFneetyFn2yiOKxoTeHd3SMi8XLqsyOIbJXWls9BIPBH9Z77b2uKhlJQ2MbgUDA7CgiIiGpfnMjqcWpZscQCUmzn5rNwccNUterSY48vC+ffrYAv7f2F48LBlp59vlPmfrCb3nh6fN/VnjdFYeOLuSlf13A9VeP5fEnnuGESaP4ZOb9+H11BPzN+Nor8HtrCWrdXxERERHpIv6gn6ceeIqJt000O0qPkVKYQuW6Smzq59xlKr5Kp2AwyI2v38ikcZMY/fvRWCyh9+1x5tPn8/GnK7j9nplmRxHZY1Nf/46i3CRo7eVvIm0O0Dc/mT9OftXsJCIiIccPNNe3kl6SbnYUkZC0dd1W+g7JMjvGfsvp/PEkwZ93AwSD3s7pi73tVXw+ayoR4Q5iY/ZuyZrcnETuu+Mk7vzLJN54YwZHjz2I8eMOZMKEcZx79jEE/Q17df8iIiIiIj9qp5366noSc7efEUZ2LKVvChsWbODWd2/ViZG7SGVq6WQYBhFGBKvnrOaaT68xO84ONcW6uHfhzVza92YGlWQwYVyJ2ZFEdttb7yzimKGh11m+Lzx7zqkMvekBbr9tIrExWsdLRORHbotBwBcgPFq/G0V2JLVfKv4tzWbH2G9tqW3C4/XjdW9gy+YVBAJ+nM4wrr/+emw2g7r6VqqqGigblMndt+98WuHdlZYaw19uPpa2Ni9hYVYsFgtHT3yIluZNRMXGdtk4IiIiIrL/CiMMW5gNv9ePzaES2a6wOWwMPG4gs9+ejTHBwB10E0YYhqG5inZG31nyMxdNuogXj3rR7Bi/qDE+kjvfv4KrJz3M3++ZyX13nMSBQ3PMjiWyyxYv28QTZ5wE+8EM2il14WT3iWfR4koOGaV1DUVEftRm0QsUkV+SUpjC3M9XcfmY/eOEtVCTmBDJ2DHFHH/iuURHOQHw+QIMPiCTgSUZ9C9OJSE+Yp/NluRy2bnr/g/59PPvsTusOMN693IdIiIiItJ9mmmmvaVdhdfdFJ8Vj7vJzerAasaNHschFx3Co+c8SpgRtsPjPUEPduz7bYFW313yM/PWzSMuPc7sGL8qMCSbe9fdQflzcznjgn9xzFEDeOjeU82OJfKr3G4Pfn+A+KYwYP+YosEwDNxun9kxRERCSut+8jdAZE85o5zU1DSaHWO/ZRgGl118KJddfKgp4/v9AebMK+fTj6ZidxVhsUZ1THccaAbDisWiWQNEREREZM8sb1pOY3UjjZsbiU6JNjtOj5GUm8SLf3iRCXMmUD63nPK55aRHpXPV8Vdhx0600fG19Af93DHzDqY+NpXTLjmNyWMn77RA25up+Cqd/EE/Dz/0MCMvGGl2lF3SZLOQ/JtRPHjaMB44+h8MOfgO3p72B9JSY8yOJrJT02cspCAnCZr3nzfdRwzI5vTzn+HUEwfz2D/PMDuOiEhIWFdVj8PlMDuGSMjKLMvks8c+MzuGmMhqsfD004+TX1DIpk1VLFu2gsVL1lHcL4N77nsJqz3J7IgiIiIi0gOVRZVx9T+v5unfPc3wM4Yz7IxhZkfqEbKHZnNvzb0YhkHAHyDgD/DSJS/x9I1P4/f6OfTsQ2lqbaK5tpmVs1Zy9cdX8+rkV0mOS+bCYReaHb/b7Zs5gqRH+rb+WzYs20D+yHyzo+yWxogwLvr8Wk753WgOOep+NlTWsXLVZgKBwB7f56rVNVx57Wv85g8v8NyUL7swrezv3nxrEccM6Wd2jG5198hx1H76V977YClut8fsOCIiIWHFyhoiEyPMjiESslrrWnWCwn7MarXw7BPnYDGa+HLe5/g8mxl/VCFTnr0Auw0u/+OpeNoqzI4pIiIiIj1QmBHGlYdeyb/f+DdfvfqV2XF6FIvFgmEYWG1W7GF2znv6PC565SKu/vhq8o7Io/iIYibcOIFrP7+WuD5xjJ08lhf/FdrLXO4r6nyVTq++/SpDTxlqdow94rEY5F1zFGe1tDNu0sNYLAZ+f4AlX924y+sQ+Xw+6hvcPPzE5zz7/DyOPmEwSUUpPPzE59z/4Cfc9/cTKShIxuW0k5gQuY8fkfRWC5dU8tBJk6DG7CTdqCGI5VMvhw0v5I+TX+WpR842O5GIiOnKV9cQo9k6RHaqpa4Fh1PrfO7PYqJdnLGD16fXX3MUJ5/1FLVbyknPyjYhmYiIiIj0dIFggJkLZ9Le3G52lB4vrTgNgNj02O13BqGlvoVqfzWp1tRuTmYuFV8FgLZgG5+/+znH33682VH2WMAw6HfrRG6+5TgswOMH3cEtf3uXv/z5WKCjuHr3Pz7G3e7lpEllJCVG8vjTc1iwuJLYGBez566GICQlRfLAF9fTmp8MwPC/Hk/V8/O4/ra3aG1pp73dh98f6Fwo2mIxuP22iZw0qcyshy49hNvtwefzk9TqYn9Z7/WnHp0wiUF//QfPT/mSc84YbnYcERFTbVi3ldiMOLNjiISszSuqGTy6wOwYEoKaWzw4HDZS039emA0GA/g9mzAsThq2LeOZZ55h3LjD8fn8tLQ0MfKQP2BY1E0tIiIiIrApsIlnJj/DcbccZ3aUXm3e8/OYP2U+T/7+Sf582J/NjtOtVHwVAD5d///Zu+/wKKr37+Pv2d1sem8kISRA6BA6hA7Si9J7EQQFkaaIIooiIqCI9N5Bkap0BKkqoYUmvddQQgrpdXeeP/CHXx6RmmSS7P26Li9hd2b3swmQmXOfc5/dqKi4+btpHeWVqYqCCRjwQ2+mdJlPoVKfo9frUFWVUsH5cfNypFXHOVhbG6gYUoiqr5cl5l4s345oilX5AiTrFJL+LqzCw1W17m9WZ0iPagDYqCouGWZUwIxC/KlbDGk0maBCnpQtk1+bDy1yhXUb/yIowMOi9nv9X3Y6IyaTmUb1S2gdRQghNHfv9gMCaxXROoYQOVZM+APcm5bROobIgYxWelT18etpVVVZ89NwpkxfS3JyOpcu36d7lyp8NeYkRqOBQ2HX2PGrK/kLdUNRZPclIYQQQghLd/7eeR6EP0Bv0GsdJc/aMWkH9u72HEo/RFF9Ua3jZDspvgpS1VS+G/8d9QfV1zpKpkoJ8uLdg5/gkW5Cr0K8QUeiTkFVFN4wm1FRSNM9LLIWBNL//u8//V2QTVEU7hr/54a9QgCfzu1Oyw5zqFenKEajnqBCngzsVwcbG5lZLf6xbuMJGleyrP1e/9eCG0cA8PZy0jiJEEJoL+ZeHFWKeGkdQ4gcq3Sz0mxdfpCxuXRbFJF1bGysCCjgzp4dc3mtyYcAJDw4xthvfuK3jQNJTknH2mjA2vqf4Y5tO87QvtMXjPoimiYthmgVXTyBqqqkXrzI4U2bSImNpcHIkSgGGaoSQgghRNYq7FaYwtUKc/3IdYJqSsedrJCvWD52z9yNn84PZ8Xytl2SKZ8WzqSaWHFyBUlxSQRWDtQ6TqYzKwoRRgN3rA0k6HWofxdQU3W6R4XXzODYpgIzL3yFo68L9n6uhB65TukqY4mLS8m09xC53/GT4XQrb7ntqV287DGZzVrHEEIIzalAXGQCviV9tY4iRI7lU8yHuLtxyJWDeJJPhjZi2CdTuX5lBwAZGalYWemxstLj5GjzWOEVoHGDklSrWhAnJ1st4j5GVeVPtaqqJJ45w6SuXVnZrx8NGjXi3W+/5ZsffyT14EGt4wkhhBDCAnhae5IQnUC1N6tpHSXPKt2sNAUqFGDG+hkkq8lax8l2Uny1cKM3j2Z0v9G0HNNS6yi5XpybA9WndabKd+3ptHUwXfrUokLN8Rw4fFXraCIHSEvL+J/9Xi1TTXt/zCaVO3djtY4ihBCaSlMgNTEV94LuWkcRIscqXL0wD24/IF4vt6zi31xd7ZjwdWu+HjMaVU3H0ckXnfL0ybVurvbcvnUWsykhm1L+Q1XTuXZ5C3161eO9vvW4fH5ztmfIKVKvXeP7jh1p1qIFurg4Lly5QoOgICrnz8+0li3ROThoHVEIIYQQFsCIkQrNKzC26lhM6Sat4+RZTYc3Zdcvu2jcpzFhUWFax8lWcidrwe6p91j46UIGbBiQJ/Z6zUlURaHU6DcYOb8Hnd9cyK+/ndE6ktDY+s0nKejvDvGWud8rgPd9W/p2rEHpyl+zcu0RreMIIYRmUnQPL8F1OrkUF+K/xITHYGVrhYLlXjuJp6tYvgDht6O5df0AOr0z1aoWZNb8P/7z+JavBzPg/YXUrlWWCyfnc+fmb1meUVVVjh1eSvfONend+32qV/HDyqBj757tWf7eOVHsiRO0bNQIY2oqv3TvTs9KlagZGMiBGzeY2LIlRT74AGPZslrHFEIIIYQFsFKsaNmsJYqisHX8Vu6ev6t1pDzJaGek58KeVO1RlY4tOhKpRmodKdvIRhoWLM2UBoCVjZXGSfImVVGwbh5Miw6V2bLtFE0altQ6ktDQL+uP06ii5W0s/v/7LKg2VccV4J2RqygU6EHligFaRxJCiGyXkolbHwiRV+1buI+A8gVwMknxVfy3hq8V58OhQ0hITCUjw0SF8gX+89gAfzd+XfcebbrM47MvZnLlWiTzZw8jILAsTq7FUM1p6K08UXQ2r5xLVVXMGRH8vmMyn41excxJHQkMeNjtwMfHmf0HL2I2xaHTO73ye+UGqqpyfcsWhn78MR2Cg2lbpgwAv128yLxDh5jbpg2O7dph8PPTOKkQQgghLEl+l/yEtA+hYu2KzGg5g9FnR6M8o5uKeDkFKhTAbDKToqaAhXyJpfhqwRZuXkilDpWk+JrFIm7FUL6EDwDzl4QyZcZuPD0caNUimH59amE0/vdfw7i4FA4fuc6ocZsJD3+AlZWe/u/UZnD/etkVX2SSC5ci6F2rClh6F4tUaGgI5P2udWjbdR5L571J3VpFtE4lhBDZKtFsspibDSFeVvSNaIpVLah1DJHDdetUhcNHrvPlp80pEuT1zOMLBnpwLPQTAC5cjKD/wEkkp6Sj1yscOXaTVq8Hs3LVRow2/13EfRazKYGNP4/hm+9W4ZPPmSVzu+Pp4fjoeRdnW74avxVF6cTHI6Zj51Dopd8rN1BNJvZOmMDnc+YwvG5dagQGAnDizh0WHznC0k6dcOvcGasSJbQNKoQQQgiLU9WtKhvGbWB3xG4WOCzQOk6eZ+Nkg5ViObUoKb5aqEhzJKtmruLt5W9rHSXPc/d0YMGSUOYt2oetjRVjfnmXq0eu89uKw3w/bRcAm9a+y/ZtzG6PAAAgAElEQVSd55i78E9MJvOjc/V6HS6udnQa9BrBb1Yn9VYMH9SZgJurHd07V822z3DxUgQDhq7iXkQcUye0p3ZNKZa9iK3bT5GYlEp9u0CLbjv8SAYM8qwKb8Kkabuk+CqEsDiXr0dj4/DqK6uEyMsyUtPx8pC9H8XTWVnpmTm500udW7SIF1vXvQfAzVsxuLrakb/Ip9y/G4Zf4MsVXzPSwvlgyJvcuxfD4rnd8fb698rWksV9uHRyFEFlRlH/tXXUbvDBY8+bTfEoihFFZ/3M91NVM6b0CFQ1BYOVDyjGHLVaw/zgAfe2b+ejGTNY3bUrLra2j54Lj42lkp8fLm+8IYVXIYQQQmiqimcV3ALdSE1MlXv1LJISl4LRzogblrP9pRRfLdSktZMoVqcYts62zz5YvJLGc7rT7GIED07dxrtFGaJsrPCpEEC3PrVwzTBzc+0RmrWeSVARL6bsHop9AXdMQKJeIVGvw/T3zXMEQCFPRq/ux2dtZ9G1Y+WX2ivu1JnbrFhzhP2HrpKebqJMKV9cnW2xMhqws7WiekghaoQUfnT8r7+doe+g5fQd3pQCJX3p0WMhbVqVo2CAO2aTmTeaBVOwoMcLZbgfGY+7m73F7HXXd9AK1n/RSwqv/yPSLYXvJu5m6sT2fPL5evb+eYlZUzpStkx+raMJIUSWu3AxAns3e61jCJGj3bsUweuvy96PInv453dFVVXatSrPgf0HaBvY5oVfIz3lChO+GUpGRhpzpnV+ahHU3c0ea2sDNsZo4P/aFEex67e5jB2/mCqVCvL1uLncDj9NQnwsoCe/f0FSUxLYtes3rKx0nD59ngsXb3DzVgzJyWn4+DgTGOBNn949KRn8Ojq943++f1ZT09I4MGcOY2bMIDk9nfFNmjxWeD0aHs6cgweZ26YNeq9nr1gWQgghhMhKu6/tBpDCaxY6t+scTl5O6LCMegBI8dUiPVAfsH7Bet5eIates0OyXgfF82Eono+o/3lcVRSirfQ4dqzMnHYVSdDriFEUYp71glULUrpMfqrWnUCLpmVo1qgUZcv4PbF98aq1R/ls9EZU9WHRT1VVHBxtKFs5kNYDX8PGwZq/dp7jbkIKGTFJpKVmsGLNUeLikgGwNhpISk5jwtbBmCs/bPs2JexT1o9cz96DVwFYuOwAiYmpjwYXVFWldCk/fpjfA4f/7wfW9ZvRfDFmMzt3n8NoNODoaE2dmkXo/WZ1gkvn3f193F3tmbl7P/MqtdI6So5xKTkKRQfDRvwCwPB+DWjZYQ5XTn9pMUV5IYTlun49Cidvy9jnT4iXZWVjxb3IBHCViQoieyiKQqMGJVi7bjevtzyNlW0JVDUV1ZyM3vD0GfqmjBj6vtMNa2sD475845mrTxVFYf+uDxk0bAV9+yRx4OBxzp2/TcEAd7p2rMxX32xl34HXiIxMoETxfNjbWXPg8FVcXexo2TwYk0kluLQv7VuXwNvLEUVRiE9I5dLlCD4aPpamjdYx4IPlKEr2DvmoqkrS6dMsGj2a306dYvLrr+Pl8PgK9p2XLjH30CGWdOiAT/v2GAq8fItnIYQQQohXoaoqS44tYfzQ8XSd1VXrOHnag9sP8CzsSTLJOGAZHY4U9f+qMi8gLi4OZ2dnYmNjcXKSgaPcZszmMYT+GUrLr1pqHUW8JBuTmVvLD3Fw01+c++sWcXHJmM3//FU2qyp2tkbMZjNjNw1EV9IXRQUdKgl6HeanDAboVRUHkxk7k0rC9SgUD3vi3P77H0SdquJoMpPx92vapWfwy5CVbFxzhEKBHvj4OBMRkcDlK/dxdLSmco0g2s7uhs5oIOHYDX6b+weH9p4nNjYZX18XmjYqyVvdq+GTzznzvmAa23fgMkOGreFwz/dkz9f/YwVTwg9Q0s+bhk6FIc5MyNJZfDCgPh3aVtA6nRBCZKnOo9aTpNPReVpnraMIkWPNbDMTLw9H1nzdWusowoIs/fEgg4atBuCzj5vwx77L+Pt7sGx56L+O/b+hlLSUqwwc0Asfbwc+GPjaC73fyrVHSU/PoFxwfkqV8HlUtE1ITMXB/vG2wyaTGb3+2ZMU4+JTaN91PkuXTqZoiX/f8z/MrQIKiqI8/L2ajqIz/v28GUV58cmQqTdvMnf4cFbs20fl/Pn5pG5dbKz+2dMrPDaWb/fuRa/TMbZpU9y6dMGqePEXfh8hhBBCiMxyNvEsrVu05q2lb+Hsk3fGonMiVVVZ/cFqUuNTmTdtHiUc/9l24o+7f3Dg+AEa1mhIgimBqPtRVAiogL/RX8PE/3jZeqgUXy3MhaQLvNH8Dd795V1ZRp9XqCp6wMr88P8q4JCewYNTtzEG5yfhCStisyOTe3Iqlzad5M6FCDwKuFK8TQVi7K1Rn1D41akqbqnpXNl8kt0/HuT44WukpZsoGuRNmzfK0rVjZezsjNn/OTJJWloGpSqNYezbzWlvLfsZPcmC2GN8vfg3/jo44l8rpoUQIq+p8+ZCircoQ73+9bSOIkSOdX7veaa3mM7pa+PwMmudRlia8xfvERWdyK4956lYsRxt2g/h1IldmM3plK/Uij92L+CXdVuJiIwn/PYDOrevTJcOlbSO/ci0WXuwtjbQt99gHFwqotM7Ev/gPCuXjyX0wEXCjl6nY7uKFA3y4uatGIzW1jRu3JJ1v6xg6fJDHD16FCtr7+d6L3NSEocWLuTzKVNoXLQoPStWxKDXP3r+0M2bzD90iHSzmcE1alC+bFnsWrXC4OubVR9fCCGEEOK59Py+J0YfIxXbV9Q6isU4u/MsR1cdZfP8zTgqD7fJqP1ObQzWBi7vu4zOoMO/nD8xt2KYMGsCjQs0fmZXmaz2svVQaTtsQW6n32bgJwOp06+OFF7zEkXBBJj0//wjlKQ3QqVA0jTMFGVng2uHyrj+/VD0Uw43KwqRNkac2lakZduKtDOruMQnc+SHQ6xfe4RvJ/2GXq+jYoUCdOtYicYNSuaq1rRGowEXF1vS1Qyto+RYRlsDJpNZCq9CCIsQdScWvzzcbl+IzFCsTjHsPexZ/vtFhtQsonUcYWGKFXlYePxj32V27drP7LkbKFXSh71/XqRY0HQyTCbe6l6NIkFe+ORzynH3Jm92C2Hk6I0ULNKcJQs+pFbN2rzRph++Ps4M7l+PKpUC2LbjDH+dDOd+ZAKKAuMnbCH8TiyD+9dFp3/2UJGqqtzeuZMRw4djNpuZ8sYb+P49GJWUlsbiI0fYeekSAa6ujGrYEL/ChbGpUwerEiVQctjXSwghhBCW53radbYv2M6Huz/UOopFKVG/BKd/PU37D9uz/LvluCluKDqFEvVL0Pabtuj0OnR6HXfP32VIryGMmjaKTqU6aR37pcjKVwthVs10GdeFZFMyTYc31Xy2gBAvws5kxupmDHvm7iV06ynCwx/g5GRD7RpB9OpejfJlc0YLgqcZP3E7YQevsaZBF62j5Ez5dPgP+xr//G48eJBE146VGTroNQYOXc3lq/dJSEijSqVApn7XLscNbgkhxIswAYUqfcUXJ7/AzslO6zhC5GgzWs3AnJLO7h/6YHzhu1YhXl3Y0evsP3SNd3rVwNrawN17caSkpBMY4K51tOcSn5DChyN+4caNaN5oEUy/3jX/NRbQquMc0jNMKIrC9xM+oFK1fs9sO2yOjWXVyJHM2rSJUQ0aUMHvnwlFMUlJvLVmDT0qVOCN4GCMfxddDX4y6UgIIYQQOceJ+BM0DWnKyKMj0T3H1g4ic635aA0xt2Lo/XFvZo6cSauvWpG/bP7Hjom9E8uinotYt2EdxeyLaZRU2g6LZziVeIoOrTowaMsgKbyK3E1VcTGZSTh6g10L/uTA7vM8eJCEt5cTjRuUoFe3EAJy4GDIn6GX+OjTdYR27qd1lBwr2jWVQ1HhFPPyYNCydRz56yYVyvrTvmZZSnp7MXTRRmrXDGLMqDe0jprrvTtkBT+tCqNX9xAmfdPuseeGfrKWBUv207lDJX5aFfbU1+ncoRKzJufO2WdCaCVep1AyeBQTwidoHUWIHC8jLYNhvsPYc+ZLir3EHpRCiP92+04s0+fs5dLlCBYt+JbUND2BQY1QlKeves2IjOSDtm3RmUyMqFcPa8M/x8empNBp+XLGNGpElTp1sG/fHsXa+imvJoQQQgihDbNqZvCSwezbsI8+y/ugN+iffZLIVDHhMWwZs4XC1QoT0iPkicfMbj+b1998ndGtRmdzun9I22HxVOt2rqNUo1JSeBW5n6LwwKCHKgWpXaUgdVUVtwwzt7afZueS/TRvN4vk5HQCA91p3qgU3btUwdPDUevUfDxyPW82rax1jBzNLcaaJrpCEAkbX++B+V0durtmSAESIdDXDVv73Lv3b06T39eFteuPM3ZUS2xtrQBISUlnzbrj5PdzAeD88c8fHf/zhhOMm7CNw3989OgxGxur7A0tRB6QrFcebtAuhHgmg9GAolM4dun+ozawQohXd/T4DUaP28roUYOoVrMdBmO+5zpPNZuZ2r8/7kYjQ2rW/NfzUYmJJKWnU3/+fMaEhzO8QQP0+Z7vtYUQQgghspNO0TH+zfHU31GfqGtReAV5aR3J4rj6udJ1VtenHhNQMYCNSzbSoGoDavvUzqZkmUOKrxZCr9djMMq3W+Q9ZkUh0kqPTfNgmjcPpqWq4pKcyplVR9m7Ooy5i/aRkWEiqLAXLVsE07VDZZycsn9fUX8/Fy7cug8u2f7WuVMG6K6ZH/3W7Ayhx67yxajmGobKW4LL+HHtRjQbt56kQ5sKAGzcchI/XxcCC7gB4O31z2wuJ0cbUB5/TAjx4mIzzCh6mQwnxPPyLenLb5tP0GlII62jCJEn/Ln/Mt9N3sGqlUvx9HnyCoP/cmDGDDaEhfFjp393PjGbzYSFh5NuMvFlgwa8XbEiWMlEPSGEEELkTNdSr/H1/K+xsraSwmsO1nR4U8JPhfNe7/fY+PNGAm0CtY703KQaZwFMqol9v++jVItSWkcRIstlKAqRdjZ49axO+57V6WpWcY5P5uiPh9jy81G+n7oTnU6hTGk/2rcuT+vXy2LMhokJc6d3Jbjq10ys3Qyizc8+QTxm7f1z+Po4U7iQp9ZR8pSuHSvz44rDj4qvP6w4TLdOlfkz9LLGyYTIu06fv4udi+z1KsTzcs3vSmxUotYxhMj1btyKZvL03aSlm/n551W4epR74deIvH6dO/HxJKWn4/B3O+EMk4mlR4+y7swZGhUpwq6+fXEMCcGmRg10zs6Z/TGEEEIIIV5ZeHo4Ldu1pET9EnSe0VnrOOIZ/Er7Ufvt2nTs1ZFtP27DRZc7VjdJ8dUCHIw6yNXjV2kxpoXWUYTIdmk6hfvOdvj3r0vX/nWxMZmxvRdH6KJQ5i4JZcSoDVgbDVStHEi3jlWoV6cIOl3m7yk24IOVBJfwhXgpvL4wG4UxC7cz4sPGWifJczq1rcjocVu4fjMaRYGDYVdZOKubFF+FyELnz93F0VP7dvhC5BZ2rnZcPHyNJJ2CnVl6dgvxIlRVZc6CfWzdfhpfXxcGvPcWITW6otO/3M+hZh9/zJHjx+ny00983qAB6SYTU/fto23p0vz85pvYlCmDbcOG6Bzl55wQQgghcqYYNYah3w+lQusK/7nPqMh5gl8P5tZft/h86eeMfXMs9tjn+C02pfhqAVZvXE2VTlVy/B9GIbJDil5Hiq8LJT5tRokRTXEwqyiX77N77u+MHLOJuwNicXWxo17dYrzVPYSSxX1e+T03bP6LsGM3ODVsCMRlwoewJNZw1TGW9DQTHdtV1DpNnuPubk+j+iX4aVUYqqrSqH4J3N3ttY4lRJ525VIEbn+39hZCPFvLr1sy3H84ozefZHzT0lrHESJX+Wl1GPsPXWHr1g3Y2AehKK82BKT39GTkihW0mjWLJdu24Wxjw6L27fGqXRvbevXQ2UlnByGEEELkXDFqDA07NsRoa6TH/B5axxEvqPFHjVn94Wqqr6lO87eaM7b12Bxd85Liax5nUk1cvXSVQq8V0jqKEDmPopCgV6CoN5W+a09lVcUlw0x06GV2LtpH556LiI9PIX9+V+rULEKPzlUo8oJ7AIz8ahMLFu9jyfAu6OJy7g+DnCjDS6XUqO8BKFXi1Yvg4sm6darMsE9/AeC7sW00TiNE3nfzaiQepeTfNCGel52THZ6FPVn15QYpvgrxHO5HxvPrb2fZtPUkZcsUZPnyn7F1KJxpr6/38KDsZ58xoXt3TBERGAID0XvJPmlCCCGEyPnOPDhDenI6by9/W+so4iXorfR0mtKJxJhEZrebzYetP8Qdd61j/ScpvuZhiWoi3+36jjN/nqHJqCZaxxEix1MVhRgrPUqdojSoU5RGqop7ajoX158gdN1x2nadR2JiGoGB7lSvWoieXas+cw/S15uWZuGSUEq7e0NkNn2QPOJy2gMMBh2rf+hD8aLeWsfJsxrUK056ugmA+nWLaZxGiLzv/u0HlGhdXusYQuQq1vbWOHo6YgL0WocRIgcymcxcux7F2vXH2bbjDAP6t+OHZUNw966Eolhl+vspioIhMBBDYGCmv7YQQgghRFaIV+MZ8fEI6vSro3UU8YrsXe1x8XXh57Cfebtyzi2kS/E1D1NQmP/BfOq9Vy9HL78WIqcyKwr3bYy4dKxMs46VeV1VcYpO5NLWUxzafJJWneaSlJSGr68zjeqXoGe3EPz9XB97jSqVAqlSKZCtF87zlpsMtr+IInpXHsQmE1TIM0v24RUP6fU6Du796NGvhRBZRwViIxPIXza/1lGEyFXafNOGifUmctHWiuLJ6VrHESLHuH0nlrBjN5iz4A/KlCpAvbrVGPHpROydS2kdTQghhBAix1BVlYFTB+Lg5UCpxnKdlBfkL5ufsFNhNK7YGH/FP0fWv6T4moc9MD/A3t2ekO6ycbQQmcGkKMS4O+DeLYSm3UJooaq4paZzaeNJ9q44RJOW00lJzaBQoAetXw+mU/vKuLna4eFuz50H8SBb/L0Qs07FyqDHaJQfVVnNydFG6whCWIR0BVLiUvAMenrXBCHE44KqB+Hs68z8paF8176y1nGE0JTJZObP/ZeZt2gfjo62lCkdxOqVi/Dxr611NCGEEEKIHCmGGA5uPMigzYO0jiIySdkWZfmu3nesH7+ev879hRc5bxsMGdHOw5ZsW0LxesXRW0lzLiGygunvlbHO7SvyRvuKtDGruCancnJFGL+tDmPqrL2YTGYSE1Pp01UGQ17EVadYWn+zhJrVMm9/KvGPWZM7PfX55Yt6/euxrh0r07WjDHgL8SqSdTpUVAwGuQQX4kVV71GdPzecwNy+MtKnQVgaVVU5c+4uv+08x6+/naZWzeJMnfINgYUbougyv62wEEIIIUResubwGnyK+6CTjm95Rr7i+ShQvgCNPmiEBx5ax3kiGfnJo2LVWFbOXknX2V21jiKExcjQKdy3tyFf75p07F0To1nFMSaRGW8tZvvpa4zyr4VO1Tpl7tB7yWq6dqrMsCENtY4ihBCZJkmX89rgCJFbVOpYiS1jt7DDZKKRXiaXCsugqiphR28w5ptfKVXSj6ZNGvDewBG4eZZDp7fTOp4QQgghRK4QdT8K9wB3rWOITBR7JxYbRxvGNB6DTsmZRXUpvuZRS35fgndRb5y8nLSOIoTFStMpRLk70OGX/nyU/yNSHHTYxZu1jpUrKCgEFcp57SKEEOJV3ItLRi9FIyFeim9JX8q3Ls+wVjOpu2kgRpnQJvK4nXvOM332XoLLBDBn1niKlnodRZFVrkIIIYQQL8Kkmjhy+Aj+1f21jiIyycEfD7Jx9EYmrZ2EvWKvdZz/JMXXPEhVVTau3Uj1PtW1jiKEAHQ6HagQ527ALj5N6zg5XqRbChev3qd5k1JaRxFCiEx18uxt7N1z7o2BEDld7+W9GeIyhEgrPb5pJq3jCJElEpNS+X7qLi5ejmDdL8txdC2PkkNn8wshhBBC5HTJJHPuwDlqDa6ldRSRCdJT0jmx8QT9Z/SnW7luWsd5KrmCz4PuqHe4deYWPiV8tI4ihPiboiio0m3y2RRoN+8H3n/vNYxGmR8khMhbzp+7i4uvi9YxhMi1DAYDBmsD2y9FaB1FiCyxc895Or25kBo1qrH25104uVWUwqsQQgghxCtwUBzoNrQbs9vP5ubxm1rHEa8oISqB5NhkBjQcoHWUZ5Kr+Dxoy/ktnNt5DkWRSo8QOYWLnwszLx5HOuT9twxHM19c3c3lq/fp1L6i1nGEECLTXbsUgXsB2WdGiFcRUDGAOZ+tk2sqkadcuxFF9z5L+CP0Out+WUWr9qMxGD20jiWEEEIIkSd81OAj5v40ly1jt7C412ISohK0jiReUtTVKApXLIyHLudfK0vxNY9JUpOYM2oOQ3cP1TqKEOJ/9Fneh/nTNvKXX4bWUXKsHbHXWLD6AF9+1gKffM5axxFCiEx352YMnkGeWscQIldr+01bLuy9wH25kxV5xKqfj/LxZ+sZO2YE30/dhJtnBZlInUlUVaZpCCGEEJbMrJr5M+JPFh9eTAn3Euxeu5su/bvwy4hfsjXH4rcW08+qHz/2//Ffzy0fsJx+Vv1Y/Nbix479//+b2nxqtmbOCcxm878e2zJuC/3f658rrpelp2Mes+HMBoy2RorULKJ1FCHE//Au4k3ppqWZ+MefLC1UV+s4OVIVn/zo9Apv9aimdRQhhMgSUXfjCCmeT+sYQuRqBcoXwN7NnrCb0TTzc9M6jhAvzWw2M+abbaSlw/oN27C2za91pFxFzcjAFB7OkQ0bOHTkCJeuXSM2MRFVVXGysyM1I4O4pCTKFy1K19698WvQAEWv1zq2EEIIIbLRscRjdG3alXzF8rGp8CYav9GY01dOE3MzJtuzuPq7ErYqjPYT22O0NQIP9y8NWxmGW4HH72tKNS5Fj/k9HnvMYG05pTyzyczOKTtZ//l6vjz9Je4BDzuIXQ69jNlkplz+chonfD6W8x2zAMlqMlPGTqHpp021jiKEeALPwp7cPhZOVE0rnCIzsEqTmdj/yy3DBmvZ51UIkUeZgbiIePzL+WsdRYhcT2+l58CVSCm+ilwrPiGFgUNX07B+JfoNmIRO76h1pFzBHBfHpe3b2bN9OzsPHiQmKQmDXk/XcuXoUqoULra2mMxmktPTsdLrsTcaOXzrFj3fe49ejRvTZfr0XLFKQgghhBCZY/ai2dR7rx4h3UP4c96frFyyEmsHa3xL+WZ7lgLlCxB5JZJjvxyjapeqABz75Riu+V3xKPR4C12DtQFnC+4KeHjFYUzxJl4b+BqJUYm4B7ijqiqLei5i5vaZ5CN3TGqXUe48ZPqu6RgdjHgX9dY6ihDiCUo3Lc2UKTsps/9r/Ev6sqd1D2wT/t0+wdKEuyVy5F44Rd29pfgqhMizUnUK6SnpuPi6aB1FiFyvdt/azOi+gP7h35Ev3aR1HCFeSMT9eN4ZsJxPhveiYdMPURQrrSPlCqaoKHo3aUJaejp1CxdmXOPGuNvbP/O8psWK0ahIEbr89BOd4+JQnC13IFMIIYSwNMEVgpnx2QzKtylPrXdqaR2Ham9WY/+S/Y+Kr6GLQ6neszoXfr+gcbKcJfJqJH6BflQoX4HxA8ZT862ahC4OpengpjQv1DzXTKaTUe484p7pHgvHLaTvyr5aRxFC/IdCVQsx4c4EjDZGPvL/iHMeGZRPsPANy+wVGn8zD7NZJS4uhZEfN9E6kRBCZIlknQK54/5AiByv6fCmbP9uO/F6hXzpWqcR4vklJ6fTu/8PTJ74KeWr9Mw1A0daMicm8vMXX7Bs61ZKeHnxSd26Tz1eVVXuxseTnJ6Ot6Mja06eZO2pUySmpWFOSEAnxVchhBDCYvSr3o+FLgtJT07HxsFG6ziEdAth3WfriLwWiaIoXA69TJ8f+/yr+Hpy80kGuwx+7LFGwxrR/NPm2RlXM00+bsL0N6bTpU0X8pfJz8bRG1l5biX1beujU3LPWLoUX/OIH3b/QGClQGydbbWOIoR4CqPNw57+AeUL0Hf2j9QMKcnIQpVwjbbQFsTOOuITUjh/7HNs/v7aCCFEXpSikwF2ITJTeko6Bgu9fBK50/Wb0QwcuoqB/VtJ4fU5qGYzUfv389Wnn5KSksKUFi1wtbP77+NVlcEbN3InLg4fZ2eMBgN/hYfzVsOGbFi1CnsPD/S+2d9iUAghhBDZI16Nx8g/Y4vWijU6dDh5OHH9yHVKNymtYbqHHDwcKNOsDAeWHUBVVUo3K42Dh8O/jitatyhdpnd57DF7t2d3/MjNbp++jXdRb/RWeu5fvs/53ee5mHyRfYv2USikEEUMRXJV4RWk+JpnnDx5koBKAVrHEEI8p97L+7Dxi43sPXSa7TuPcqTbO1gnW+AIYpSJzs0qUqLCV4Tu+hAfC97PQAiRt12/F4eVtbSWFCIzZKRloNPrMKoWeO0kcqVLl+/z/vA1zJvzLUVLtpbC6zNkREQwecAAthw5Qv9q1WhYpMgzz7kTH8+9+HjWr16NTdmyYDJhjopC5+UlX28hhBDCAkz9bSrzPp2Hd5A3IU1CGNxhMIVsC/HxVx8z6v1ROaL4ClC9Z3VWDF4BQKepnZ54jLW9NV5BXtkZS1PbJ25n/9L9+JTwIaBiADsm7aDZp83o4dMD17OuFHQvSKAxUOuYLyx3lYrFE9023ebgpoMENw/WOooQ4jnZONjQfmJ7hu39iIw0E4PC92sdSRupML5EQ8qWys/a9ce1TiOEEFnm5OnbOHr9e0arEOLF3Tp5CxSwNUvxVeR8x/+6xfvD17Bk8XSKlWojhcBnMMfHM7hNG9Lj41nbrdtzFV4B8jk4oCgKP8yahaIoKAYDem9v+XoLIYQQFuCu6S4JJJAcm0yTT5pw8/ZNeg3sRaqayt5deylUtZDWER8p1bgUGWkZZKRlUKpRKa3j5AjH1x1nzq459P2wLwazgbdfwi4AACAASURBVPnH5vPtwG8xKAZaF25NOZdyWkd8KbLyNQ9YvnM5RWsXRW+l1zqKEOIlfLjnQ74s9yVp71fDmGJ5g4h/2d/n2MmbzJvV5dkHCyFELnXpUgTOPi5axxAiTwisGIhqUknUKbhpHUaIpwg7ep2vv93Gj8vm4V+wntZxcjxVVfnx44+xAvqHhDz3eRkmE+9t2ED5ggVp0aNH1gUUQgghRI5zdOty+gwYjmuzIAZvHYx7gDs+JXz4qvxXHLh/gFMnTlGqec4pcur0OkadHPXo10+SkZpB7N3Yxx7TG/RPbFGcFzh4OlDdqzru3u68XfXtPDN5ToqvuVyKmsLapWtpMaqF1lGEEC/p7M6zeOR3x8oCC6946Wj64Tymf98RTw9HrdMIIUSWuXUtEjd/KRMJkRnSktLQG/W4mMxaRxHiP92PjOfLcVtYvXIp3n7VtY6TK2Rcv86CX39lTbduz33OlvPnmXvwIH0aN6bL5MkoRuOzTxJCCCFErmSOi0Pn5PTYY3NGTeHE1VusGDCE6ICH+6IqikLPRT0Z2GsgLn4u3Dh6g8LVC2sR+YlsnWyf+vzpbaf52P/jxx7zLubNl6e+zMpYmkmNT+V2ym3cbd3zTOEVpPia6/166VfMJjMegR5aRxFCvKRrYdcIDPQi7/xoeQFxZuzsjHh65O1N44UQ4l74AwJrF9U6hhB5QmJ0IkY7I7YmC5y4JnKFG7ei6T9kJZO+G4GXbzWt4+QKakYGi0aPpl7hwljpn6+r19XoaH44dowNa9bgEByM8pznCSGEECL3Ob10KX0++4wxnTrx2jffoCgKqtnM5agoSnh5cejb3QTN+WeBWoHyBajYriJXDl6hRMMSGiaHngt7PvX5d9e++9ixzzo+rynTvAyT5k5i4eCFWkfJVFJ8zcXMqplpk6fRaFgjraMIIV5Bte7VmNxkMtF1W+AWZWErOFSwMugJPXCFmtWDtE4jhBBZJvpeHFWKeGkdQ4g84eqhqxhtZXWbyJli45J57/2VTJ30GeWr9NQ6Tq6gqio7xo1jw/79LGnf/rnOuR0XR/9165g9ejSO5ctncUIhhBBCaEVVVeL37OHdL77g3ZAQPli2jG7nz+Ngbc39mBhikpP5qmFDPt74K8NmNses/2d5S0j3EEK6P/9WBiJrmM0Px7tT4lKIj4jHq4gX2yds5+rhqyRGJZJwP4Gxi8ZqnDLzPbmptMgV7pjvcPv8bfIH59c6ihDiFeQPzk++It5MuHZM6yjZLxX2jujH3EX7+OtUuNZphBAiS5iBuPsJ+Jfz1zqKEHlCwSoFib0by5mMDK2jCPEv30/dxccf9qBc5e5aR8kVzMnJHJ4xg/FLljCndWsMz7F6VVVVPtu+nUkffECZ7vJ1FkIIIfIyc3Q0TXv1omPZsrQsVYrf+vThwOXLXI+IIDIpie9btOC1oCAiExJxuZCkdVzxBEv7LGV8tfHMbjebxb0Wc+rXU5zdeZZun3Tj9Tde5865O1zfdh1VzVudjWTlay42b8M8StTXdsm8ECJzlG5ehoN7LkKNslpHyXaecbb4+7ly/mIEwaX9tI4jhBCZLlVRSEtOw8XPResoQuQJrvldQYXrUYkEeztrHUeIR86ev8u5C3f5btK7KIq0wH0ac1ISV7Zs4ctx44hLTmZumzY4WFs/87zdly+z9tQpKgYFUaVfPxSdrCkQQggh8iJVVUk/dYpts2bxIDmZJkUfbuNjbTCw8AmdMkp6exM27XcKzWya3VHFM9g42tBuQjuW9llKz5k9WfzeYjwKetCvcj/sq9jjlOjE0qVLKV68OB07dtQ6bqaR4msuFaPGsGbuGvr80EfrKEKITJCvWD72Lw7FXBN0eWuSzzOZfRXOX4qgZfMyWkcRQogskfx32yOdDBALkWlUVSUwwA1STFpHEQKA+5HxfPTZLyz/YS4Go6fWcXK0jIgIRnTtysU7dxhSowblfH2f67z1Z8+y88oVBvTpQ+Vu3VCeo1grhBBCiNzJfPcuxevU4WpMDPPbtsXD3v6px/cPCWHspt0Mmt4EVac89ViRvTwCPbB7YMe5y+cwY8ZzridVylfBXnn4PR02bBjbtm0jMDBQ26CZTEaAcqmf9v2EXyk/bJ1ttY4ihHhFu6fvZknvJXzar43FFV4BdJHg6GDNpSv3tY4ihBBZIkWngAX++y5EVvIs7MnaFYe1jiEE8HAywBdjNjP2q0HkD3xN6zg5mik6msFt2+JpNLK4ffvnLrwC7Lh4kS8/+4yq/fujc3LKwpRCCCGE0JrOy4vQ2bPpU7kyEYmJzzy+efHi3H4Qh9slaT2c05RrVY6tK7biggueiicf1f+Ium51Hz1vZ2dHaGgoVatW1S5kFpDiay6UoqawdOZS6rxbR+soQohXtLz/cnZO2cGy8QPoHp9P6zjZy4qHP4XSVXq0rMJHn67TOpEQQmSJG/fisLKx0jqGEHlKWlIa96OfPQgjRHb4Ysxmggr7UL22dKZ6GtVsZvFHH+Gg1/NOlSovdO6NBw/Yc/kyh3fuzKJ0QgghhMhJFL2efB06UDIoCD9Hx+c6p7iXF0en/5nFycSLirsbh7u/O2bMWkfJVlJ8zYV+v/U7JpMJ9wB3raMIIV7BgR8PcHzDcfYNG0iDe/ZYUkOMPbrrlJj2PWXnTaX8vGnMWbGPPr2qax1LCCGyxMkzd3DwdNA6hhB5SnpyOm+8XlbrGEIwa/4fODg48sVXP6HT22kdJ8eKO32a0S1bsnLvXj6qXfuFzx+0YQMtS5ak7EucK4QQQojcKzo6Ghfb5+v++W7VqmxafwDFLK2nslNachoJkQlPfM5sMuPg6cD277czbc+0bE6mLdnzNZcxqSamzZhG7b5ywyFEbpaWksaqIatY8c0AvO9onSZ7mR1V3p2wls8+akKVSoFcuxHF2bN3adVCBlCFEHnTxYv3cPFx1jqGEHlKamIqabayolxo669T4YQducGK1dvR6Z++D5klSw8Pp0fHjrQqUYJ3O3XCoNe/2PkmE3pFYfLPP6PPZ2HdgoQQQggLpqoq0fHxpLg/3yK0FsWLM3jjRtyvpxBZULZrzErx9+NZ2GMhSQ+SMKc/XNE6aOsgHD3/WaWsqior31/J3ll78SrihYuVi1ZxNSErX3OZE7EnuHLsCkVqFdE6ihDiFWwes5l8Qd7UumNZs+OjnVOpPns2lcoXoGunKhQJ8qLhayUY9F49raMJIUSWuXE1EjfpWCJEpnLwcODE3gtaxxAW7MGDJD75Yj3ffz8Og5WH1nFyrFs7dtChcWPqFSpE69KlsTa82BqAq9HRdP7pJ95p0QKdt3cWpRRCCCFEThXg4UFk0vPt46rT6QjycOevGaFZnMqyxUXEMcx3GNcOX6Nmz5pMXDGR+j3qczn08qNj7py9w6lfT3Fu5zmK1ilK1TZVeavmWxqmzn6y8jUXUVWViXMmUuvtWiiKJTUoFSJvWd5/Oad+PcWXwzqhRGudJnsN3/Erfn7OLFvQU+soQgiRbe7ejKZIo5JaxxAiT1EUBZ2NUesYwkLduBXNgA9WMe6rgfgXbKh1nBzLFB1N34ED+aRuXcq85IrVOYcOMbJXL2oNHy7jIEIIIYSFST1+nJ+PHWNdjx7Pfc7blaswc20o/Sa8BnLtkCWuHrxK6aal6TWxF+8WfxdbxZaC3gXp2bkn5VqWA2BOhzkkPUii3+R+jO0wFp0FrgO1vE+ci51NOsvR7Ucp+4a05hQit7oUeomw1WHs+nwQ3aO9tI6T7bqElOfmrQdaxxBCiGwVdScW35K+WscQIm9RICYyXusUwgIlJaUx8IPVzJn5NTVfG4yiyLDKf4k9cwajTvfShVeAqMREioWEoOjk6yyEEEJYmmmffkpVf39srZ5/u5F2pUtzLTIKt8vPt1pWPJspw/TY709sOIGiKExoM4EjaUdIVBMp71KegOAAfp/zOykJKXgX9WbmyZl81uEz9IreIifRydVrLqGqKhPnT6T6m9XRyU2HELnSsXXHmNlyJqM+6UxAuNZptFHXLoCUlHTmLdqndRQhhMgWZiA+KgH/sv5aRxEiTylcvTAn/rykdQxhYZKT0xn++XoGD2xPsdLtLXIQ6UX8unYt1QICXvr8dJOJ+4mJuAcFZWIqIYQQQuQGqqqy7/p1Sr/gJC6dTkcxT09OTJexx8xweMVhRhYfycU/LvJNjW+IvhFNj3k9eG/9ezQZ1oSu1bvSpHcTbqffZvro6ZzYdIKVg1cSdS2Kem71cFQcn/0meZRU8XKJy6mX2bduHxU7VNQ6ihDiJYSfCmfZ28tYNKYf7yT7Y7HDNPEqy97vzKx5v2udRAghskWyTsGUZsLBw0HrKELkKYlRCVjZPP8MeCFe1cVLEbTpMpd6dSvTst2n2V54TUxM5NvJU5kwfymJ6eZsfe+XkXzxIvM2bKBT2Zfv3DU1NJTu9euj9//3BCY1ORnTvXuvElG8hNSrV/l94kT+mDQJNT1d6zhCCCHyuA71qrLu9ll+j732Quf1qVKFTesPgKpmTbA8wGw2oz7j63P10FUWdF+A3qDn129+pWBIQRb1XPTo+ZAeIYw4OIJi9YvR//P++Fn7sX3LdjLSMjBYG7BRbLL6Y+RosudrLqCqKt8s+IaqXaqiN+i1jiOEeEFJcUlMavg9nwzvSONIJ63jaG7P+SsUCvTQOoYQQmSLFJ3FTrcRIktZ2RixtpbbWZH1VFVl5OhN3L0Xz6KFUyhW8nVNcgwaNpwEn+KE/TiP0o1a07RAzllFYI6JIenqVaw9PFj05ZckJSby24kT9K5SBWeblxt0G7VjB1eiovh82bJ/FbrjT59mxNtvs+vyZU4cPYrBzy8zPob4m6qqmCMjubl/PxdOnyY5JYWU5GTu3r7Nz6GhAGSYzfzRpw/KC7SBFEIIIZ5FNaeQFH+J0H3b2LVrF9/O2orZrHI3JYFdrXo/9+u0LVWKj7Zswf16KlGBll0AfJK75+7yba1v6TqrKxXbPXmxX0x4DBu+2EDx14pzbtc5itcrjmpSKdO8zL+OrdyxMjNXziQsOozq7tXZ8uMW7qbdxZGcc72qBblbzQX+iv+LP3/+k4GbB2odRQjxEjZ/tZky1YryXurLt9zKCw5Z32HC1j0cPHadn5b00jqOEEJki0Rkpq0QWaFwjcKErTisdQxhAZavCsPaxoaVazai02s3gHT20hUatHuPy4f/xFqfc5qYmaKj6d+iBWHXr+Nqa0sVf38Ku7szrnFjAlxdX+o1zWYzf925w7bduzH4+Dx6XE1PZ8/EiYyaOxdXW1uaFS8OQNzBg9gXLozO3R01MRFzZCTm5GSsChVCsbbOlM9pCVRVJWLvXqZ9+y0HL17E08GBkl5e2BgMWBsMeNrZMbt1a/r+/DMbVq5E52jZA6pCCCFenaqaMaXf4eK5/fy241d27wkjOTmNyhUDqV83iMkzDGxY/DaVbntC3PO/rk6no6iHB8cn/47/5EZZ9wFymeS4ZBRFYfmA5dQfUh+91X8v9Jv42kQqta/E1d+v4lHIgwmzJtCzSU/e+PKN/zzHxviw0O2h88DDRhbeSPE1hzOpJr6a9BX1BtSTVa9C5FLnd5+nV+u66Cx5/F0Pb075ieaNSzN0aANCKhd8qZc5FHaNm+ExtG1ZPpMDCiFE1rh+Nw6jrVHrGELkPSpYWcuKK5G1Vv98jMNHbjF9xmJNC68AqtnM7z/Mwq9UeZyMOaP4qqoqCz/8EA8bG3a9806mvW5kUhK+zs7o8+f/570yMtgxbhwTf/yRyS1a0HLpUuoXLUqTOnWwNhhIzcjAycaGpL9b4calpNC0XDmaNG5MbEICdTp0wCowMNMy5jXm+HjWfP45M9evZ3CNGgytXBmd7t9/zqaFhjKgbVvcq1bVIKUQQoi8QDWnEB97jl071rN5yw6uXrtPYIA7tWsGMfnbdrg42z46tm3LcvT9eCXH+r34orT3qlXj259/Z+D3DVGlIxVXD15lWd9lxN+P591Z77Jt6TZqvV3rP48P6RZCxLkIEm4m8OXXX+Kt8ybubhw6w+PXB+kp6eyZuYfA0oGUcCiR1R8jV5Hiaw63L2If5w+ep8GIBlpHEUK8hNntZqOYVN5yKwLRFlx9NUPxovmIiUl66cLrkWM3aNN5Hu5u9mzYdJIl83pkckghhMh8Z8/dlf1ehcgCMbdisPufgRkhMlv47QcsXBbKzh2/YusQpHUc7t+PoGyNxtRq041iLjljUk/0/v38uGcPa7t1y9TXPXjzJhWKF3/Ublg1mfhl+HDmb9rE3DZtcLax4f3atbHT61ncoQOO1taYzWZSMjIw6vUY9HpUVWXlyZPMXLgQR2trPpk6lfcaNqTHpEnoXFwyNW9upprN3P/zT0Z8/DE2isKqrl2xNvz3UOGBGzcYPGZMNiYUQgiR26lqBhmpdzj11x527d7Bn/tOkJKSTq0aQbzbpwaFC3n+57kzJnWkcOkvuJ8vFc/rL9bNokXx4gzeuBH3S0lEFrV/1Y+Rq134/QIbPt/A12u+5l74PbrV68aeNXt4WqOuxsMaM6XZFKrXqs7s72ZTu3lt7FztSI5Nxtre+tHrbhq9iTI1ytCuUjtsFbk/+19SfM3BktQkvhj5Bc1GNPvXHidCiJzv9pnbXAq9xF+ff4RrlFnrOJq675XC0eM3OLBn2Eu/xsJl+6lWIZCVrTpR5OvvuHzl/lMv0IQQIie4dCkC53yy37cQWSEtOU3rCCIPUlWVL8du4cKlCGbP+BIbe+0Kr8ePH2fB8pU0atWBDbv3EZFsooq3LXYG7Ve+Jp07x9t9+/Jx3boY9JnbpWvvlSt88P77wMPvx/GFC5mzYQPLOnZ8VBh8q+Lj+5PpdDrsjP8UpRVFoVNwMJ2CgwHYfuECo7Zsoby/P2uOHGHUsmXo3dwyNXduk3zhAjNGjmRzWBhDa9WiVsFnT5K1MRhIS07OhnRCCCFyK1VVUU2xPIg+z84dG/ll/Tbu3o2jWFFv6tYq8q/Vrc8ydNBrlOk3gbtTPoe7zz++qtPpKOntzaHJv1NoZtOX+Sh5xtZxWxm5fCRd/LtwLuMci8YuoknbJhxYdoBGHz65LXNKfApu/m5Ub1YdNyc3XAwuOHo5knA/ARffhxPZrh26hk8BH9aOXUvMazF0b9M9Oz9WjifF1xxs7V9rSU1JpVBIIa2jCCFewsZRG2nYojJuFl54BbiXmkBKSjpV60ygY7uKDBlQDz+f55txfvFSBK+3n42DgzVj3myKLl6hdYMyDP3kZ9at7JvFyYUQ4tXcvBaJq79lD+4KkRWO/nyUVsMtexBFZI2xE7bj6+vDxMnr0BmyZvLM+fPneXvQ+6hGO8ZN+I6axQMfe/6X9Rv5dspUbP0KY+3mzemFy5j27Vjq+mm/akNNSSF09mw+mzaNfiEhVA8IyPT3SMnIwMHZGdVs5vsOHVhx4MBjhdeX0ahoUcxA38WLOXjzJobu3ek1ZAgFGjbMvOAaUtPTMd25AyYTipMTOju7h4PfsbHEXblCxJ07KIqCAty+cYPDBw+y8dAh2gcHs7ZbN/RPaDH8JDZWVqRI8VUIIcT/RzWnkpx4mX1/bGXb9h2cPHUNa2sralYrzPChjQh4hXviQgU9cXGxg7gX7yjYPySEsZt2M2h6E4tuPdxwaEPG9x6Pz0Ifvh/2PaVLlybAHMD5Pedp9GEjwlaFoZpVyrcpj8H48HrLwcMBB3cHpk6dyurtq8nvnJ9xk8YxuOdgmn7SlIAKAZRuVprlm5YTXDaYBQsWaPwpcx4pvuZQ8Wo8U8ZMoeVXLbWOIoR4CTG3Yji/+zxzx30I97ROo73SsR7cmzaKhZeOMm3170RHJbJg9rPbkyUlpdGq0xzG92tBK0NRMD18vE2lYN6evJK4uBScnGyyOL0QQry8uzdjKFy/uNYxhMhzCpQvwP1zd1EByx1GEZntlw0nSEhIZ/x3szN9j1dVValerz52nn6EX7lIm3HzSUmIp2ePHnzw+Vf0a14bnaJw+fJlvp42mzqDxnD1SCiHf1lG9++X4maTuatLXyZ/bFgYI4cOJTIujnlt2uDpkDVt9dNMJqyMRlIvXWLVwYNs6937uYuDT9OkaFGaFC1KQmoqv128SM9+/Zg3ZQqFW7TIhNTZT01LI+PmTf5Ys4b5K1cSGR//cJ9WVUVRFFQeft/srKzwdHQEVcWsqng7OlLay4tVXbpgY/Vie2cbdDoy/t5XN6uoKSmo6ekoNjag16P8P/buO7yp8v3j+Dujbbr3oC0d0EIplJYNZe+9ZQ8VZCmCIqCAIFMRECjIUEBAhLL3UPbeG9mrjNIC3TNNk5zfHyj++Aqy2p6UPq/r4hLTMz6npE1y7ue5nxz4txcEQRByzpOZralkpEdx7uwRjh09woFDZ8nIyKJCOX+aNSrO8MF1UKly5vf3N+M306dNOGS8fvG1aVAQ/TdswOlmBvGB8g9ik0twvWCcfZz5vPfneKm9SEhIoLpndZQqJVd2X+HC5guUqlKKOW3moFQrMbcyp1iNYjQc0pCH1x8y8LOB7PplFw0KN+DbOd/yW+Rv7PhhB49vP2bCbxP4qMJHcl+iSRLFVxM1Z+ccnHyccAtwkzuKIAhvYO3QNdRuUZ7Ah+KDIvBkDYEYAz2sQ6k/pCjVh8/CaDQ+uTnwF51Oz6EjN6lZPRCAUeO28Muvh6lS3p9WNsUh/Z83Wa6WVhgMEiUrjKNLuwpMHN8qr69IEAThlSTEplC1uIfcMQThnVOkchE2jt7I/W+aU1hnkDuOkM+lZ2SxZv05tvx+gfXrN+V44TU+Pp6PPv4Uj8oNKFa9IRXVauxcPbBz9aDrD4uZNuRDbJxm0T28JFqjgoexMexZMJVi4XVpPvQ7agf7Ucjq9Ypkb0syGpG0WhTm5mTfvcuyyZP55fff+bxaNeoE5G4rZgdLS+5duULE5Mn0qlQpRwqv/5+NhQWtS5WisIMD344bx/ymTU1+qSfdgwfsXrSIio0aYevmxqZZs1ixdSuJGRkEu7szolYtvO3tcz2HrYUFSfHx5Px85yceHztG/969USqVKBQK6pYtS485c1C8ZpFYEARByDmSZMSoTyD63il27dzG0eNniIp6hEqlomSwJ2VDvYmY/B72drmz3mfU3QQGVguH62/WWTDIzY1TMw/iN6NhDifLX9yLuWOmMUNjreHQoUP8MPMHfMJ8OLH8BLNnzaasY1kS+yfi4+BD5QaVSfoziaV/LMXew56r+65y4OQBDm45yDfffEOb0W3Yc3oPdcrV4cLSC1BB7qszTaL4aoLuZd9j4cSF9Fkp2mkKQn50eu1pLu68xJzvB8MDudOYnsKPbShZ3INO7y8kcvGHTwuwk6btYMacvVhYqEECa2sL9k34mMAUx2cKrwCB8Q5cGTgIrY2BkLHT6NyxAqVLeclxOYIgCC9kBFLj0/ASv58EIcc1HNKQPbP30O2jxSye3hFfc/HRVngzFy/H8NWo9bRtVZ1167egsX75upevSpIk4uLi6DtwEG71O1KkXDj/O2dDY2NLaMPWLFr4C1VLfkdwgD9b+vXm9IG9VCsfhHXVKrhqcu/5bUxKIvv+fdISEnAsXRpDair7li1j8++/cyU6Go2ZGSlaLXUDA1nVpctrz5R8Ex+WK8fAyZNxtrLiq44dc+085by8+HbPHoyPHqFyd8+187wtbVQUvdq1w8HMjNFz52JpZka4ry/jGzTALZdmH79IgLMzf549S+j77+fI8YwpKRhiY1F5eKCwtWX2hAm0DA7G294eKzMzBm/ZQqvjx3GuWjVHzicIgiD8N0nKRp8Vw83rJzl67CAnT5zlQUwCqWlanJ1tqFU9kD4fVsHfz/mZCRW5RafTP/mL9vVnvf6tR/nyzNp0lL4RDcDEB1vlNsko4ennCalwdP9R1oxfgznmTwehOSocqVKpCosiFjF//nwsS1oihUjY2tsSczuGMWPGkJ2dTalSpZgxYwZBQUF079Zd5qsyXeITqokxSkbG/jyWcm3LYfkaC08LgmAaptSaQsLdBJaM/5iAB2LW64ts6NSNVpG/8fHAFcyd2Qmj0cjyVaeIHNsdY7aR2g6+qNOUkPIfB9FBlDaJrCw9ri55e9NBEAThVWQpFWRrs7H3zP2ZKIJQENX4qAYbR2/k6OAG+BYRHYOE17dn3zV++uUQCxdEUKRYk7ee/ShJEucvXCC4ZCmmz/wRrdqS2dOmUKZ5p+cWXv/e59wf63h/2hI0agVZp07xzeyZuNnYsPerz5k0LQJ1jWpvletf59TrubV5M8sXL+bAxYsoFAos1Gq02dlkGQxU9PGhRUAAI6pVQ280YmVunqPnf5kSbm5816gRvg4OuXoehUJBSXd3lowaRfepU1Fam147wkcHD9Kjd2/eK1WK1iVLojcYUP01K1QOtfz9+W7PHjrr9SjeYg1eY3Iyq8eNY/WOHSRnZqIAihUqxJ/37zOga9enN/Stzc3RWIp7Y4IgCLlFMmah097j4oXDHDiwl0OHz5GYlI6vjzPlyhTm/S4V8PZywNLSTJbXnviEdJRKBUqdAp77Turl2pYsydCtW3G8l0WiT8Fdumz9yPV4FPfg7rm7+Bb2xdfXFwuFBY8fPyY5OZmiRYty9uxZXFxc8PT0pG/fvgwdOpRFny5iaK2hGAwG9ny4h+zsbC5dukTRokXp3LkzpUuXlvvSTJYovpqYLbe3cGTzET5Z/4ncUQRBeE03Dt/g0Y1HXBw+BNvHov3df1EnK/mmbX0+iFjO6AlbWL3uDKVLeFJX7/tkXdf4VziICvosXsvoEU0p5CEKG4IgmJ5M5ZMPp3kxIlgQCqIafWqwadwmyhf3gOw3a0MmFEySJPHj3H2cPnufFStWYedYIkeOO+bb71iwdAVFy1Tk6PpIvEuWpcPE+XgElHjh7cK4u7dw9S1KOQ9bWDyPXvPncy0ujjSdmzlZgwAAIABJREFUDlsLC649SCInhxbo4+L4tkcPjl67xkcVKtCrQwcs/iqiPU5Lw06jefr/AHlbdv1HmKdnnpxnVN26fL19O5datWLimjUo7ezy5LwvI0kSF5cs4ZPRoxldrx5lvZ500VCr5F37d+GpU5QrWvSVtjWmpGBMSgKlEpWX19Ob9pIkMfuTT7hy6xYDw8Mp5eFBZnY2dxIT8a9R45n3TXqjEY2HWL5BEAQhp0iSAUP2I25f38O2P3azd+9J0tKzKB7oQeWKfnw/riVOTqYzGOn02XtoLMwg681nviqVSnwdHbg27ziu42rkYLr8JSs1i45dOrLt+jbs7OyQJIm0tDQqVqxIvXr1SE5OpmXLlpQo8eR98aNHj8jMzHy6v1ar5cyZM4wbN44GDRpQt25dLCwsmD9/Pn379jX5JRzkIIqvJiRGH8OIT0fQcXpHlDm0ILUgCLlPp9Wx9su1HF92nCmj3sc2URReX0UFpSdlSxXm9rU4Fg7sQAVjIch69f0TbLM4dzGa4yejCK/kT5BYU1EQBBOjVYoPH4KQm/78408kg4Sr8c1vxggFj9FoZMiI9QQG+LByzQ7UZi5vfbxfFv/KivWbyFRZ8PFvO7l+eDfVPxqCtYPTf+4rSRKHls4lrE4zCv8ylY6/LeFgVBQ/NG1K1abvkVKuKt4lcm51TWNmJmPefx+z7GyWdez4r5tkrnncwtYUmKlUfN+4MZ0iI7mzaxf+rVvLHQlJp2PbuHFMWbaMOa1a4ZUHa7m+qtjUVPp9/DEKtRr948ckXr+Oa3j4v7ZLOn2avj17EpeaSrpOx6IffqB4u3YASCkpLN2/n+WdO+Pw16xWSzMzgtyeHWagzc7GQq1G6fJ2P6OCIAgFmSTp0WdFc+XyAfbvO8DhI2d59DgZV1dbGtUrwbTv2+LgYCV3zBca8+1WvunTEJLe7v3+B2XLEbniIB+OrV5gWw8/vPaQisUrskm/idmzZzN06FBsbGz44IMPOHHiBE5OTnTu3JmmTZsCYGtri+X/6z5hbm5OtWrVOHLkCMOHD6d9+/aMHDmSO3fuEB4eTmhoqFyXZrJE8dVEaCUt/Ub3o1zbcrgWdZU7jiAIr2Hxh4tJuBXHjolfUDJW3pHI+Uq6xJLw9578PfO/N30eh2Qzpn7Wir1Xb9Kj728c3jM4Z/MJgiC8pej4NNRiHUpByDWPrj2ieO3i2BlE8VV4NfHx6XwyaAUtmlWmb/9ZKJRv33quW89epLsWodqQH9BY2yABxarWfel+RqORw5E/45aRjPuaOfS7eZNKhQtz7fFjjt27R+2Wramfg23rJUli/ciRRD96xNSmTcXshP8xvHZt+g0bxqSUFEK6dUMhU9cK3b17/DBwIKeuX+e3jh2xzuOWzy8zpEYNPhoxglpLl3IhKopT0dFE9OvH5StX6DFoEG4lS7J95kwmLl7MkBo1qO7vz/W4OD4ZPpylnp7YODvz46hRr/T8i01NxcPeHoWJfQ8EQRBMmSRJGPUJPLh/mp07trBz1xEePkrG18eJ6uFFGTWsER7uptHl4WXi4tO4duMRHauGwum3O1bXMmUYu2sX9o/1JLvl/vr1pkaXocPC1oJSjqWYPn06y5cvx8npySDBIkWKcOvWLRYvXgyAm5sb3bt359SpUyxduvTpMQwGAz/++COrV6+mfv36hIeH0717d+Li4kTh9QXE3SATIEkSk7ZOIuFhAo1HN5Y7jiAIr0GbpuXy7sssnNBPFF7zmFJS0sMhDClIIjE5Q+44giAI/3LxcgzWzqbTskkQ3jWHFx+mRrfKcscQ8ol79xPp/ekypk4eQqVqvVEo3vy9u16vZ8y3E9m2ay/eFWpQpVMfJF5vJbLoy+e4cXQv85o0YuCsaTQNCuJhWhqTmjWnSNV62Fjn7JpkVyIjmbF2LSs6dxaF1+cI8fBgWM2a9BgxgoMlS2IeFIQyh2cCGzMyyL55E5WHB2rXfwbdSzod19at4+aVK0xdsoRmJUowv21bk/x3CnBxYUn79txMSKBVkSIYJYl958/jaGZGmy5dsDI3J9jdnSUdOmCvefIcDnRxYUTt2rTt0gW1UknbUqUYWrPm01mvL+Jtb8/d+HiMKSkm0w5aEATBFBlSU0iNO83hC0fZtWsv585H4exsTa3qxRj5VcN8u1SXi7MNtaoHEj5gJsdH9kd9781fF9UqFU5WVsStuYxZv4K3RqmZpRnZmdlkkknRokUZMWIEAHv27GHPnj2oVCo+++wzBgwYwMKFCzl16hQHDhwgLCzs6TEsLCzo378/JUuWJCgoCAAfHx98fHxkuab8QBRfTUDkxUhWRKyg39p+ckcRBOE1nVp5isLFPan/yFbuKAXSHftUxk77g0Vzu8kdRRAE4V+uX3uEQ6H8+UFXEPKDjMQMvvyqMWRkyx1FyAc+/nw5syIGE1axDwrF681q1Ov1aLVaUlNTGTn+O06dO09Q4/a0m778tYuuf/tj5niaD5mAtzoVAIVCQfPhkwmqVYnCNmZocmgpIslo5OisWXw5dSqzW7VCY1bwZnu8qjBPT/pUrkyTv9bBHfbRR9QYMiRHjm3MyGBYs2YsOXmS+oGBLNy9G+Vf7YT/jIyk7zffEO7nx89t2uBsbdoDtxytrChv9U+LymJ/FZKbFC+OjYUFZs9Zl7aslxeL2rVDq9dT2MHhlc6jVqmwUKuJOXIEr4YNcya8IAjCO0DS69HfucPp7dvZsX07h69eZueNG3w9tBEtmpTg66F1n1k/Oz9bv6IP5at9T/9tm5lbtjno3vxYLYKD2bpoHy0LYPFVoVAgSRJZZGHLk3vYt27dYvz48axfv56bN29SpkwZ3n//fRQKBeXLl6d8+fKkp6dTo0YNOnXqxOeff87MmTNlvpL85d34KczHtt/bzthPx/LBwg8w04gPQYKQ37gGuJIcn4okfpvKQqcwYGVpTu2axeWOIgiC8C+3bzzCycdZ7hiC8M6ysLbgyuUYuWMI+cDDRynY21ly+vQp4NVnTRgMBn6cM5fyNetSo103WvX7AlWZenSYsYrQJu3fqOj6N+/gUDJTkvBp2Yjla7dQ7ccl1GhclUB7i5wrvEoSF375hRHTp7OwXbtXLnoVZO1DQljXvTvtQkLYtmPHK+0jGQzoo6ORtNoXbmOMi+NYVBSXv/gCpULB6ZUrAdBGRTH8+++Z1LgxX9eubfKF1//iaGX13MLr31xtbF77OdivcmUmjBuHlPkG69QIgiC8Q4xJScTu2sWvAwfSvVIlGjVsyNKlSwmxteWX7u2wt9NQo1oAYaW935nC698iF33IijWnGR29D96ifPJx5cqcunYHTaoh58LlE3dP30WbokWP/ulj06dPJyIiAltbW/z8/ChXrhzXrl17Zr+OHTsyefJk1qxZw8WLF/M6dr73bv0k5iPxUjwbb29kQPcBdJnTBbt80mtdEIRnaVO16DKzybYwvZZQBYGXrR2ZmWK2iyAIpinmXgJuxdzkjiEI7ywnHyd2br8kdwzBxJ05d48K1Sfx58UHfPTxL5w7veCl+8TGxjJy3AQq1KzLnug02k9fQftv59H6mxn4lwuHHGgHW7VLX/YtmsnFhCyKVQqjgruGxEexb31ceFJ01UVFsX7YMD799ltmtWqFSz4u6smhpLs7f1y8iDEl5YXbSJJE+vnzzOvVixrh4XSsXJmE089flE5VqBCeDg6cffAAvdFIzKFDaK9d48M2bWhbqhSlPDxy61LytSq+vpy6c4cHu3bJHUUQBCHPSJKEMSmJlBMn2PX993zdpAmNK1bk44EDSY6K4quaNVnbrRvj6tenVtGiWGapmT3oPbr3Wix39FwRGODGjz+0Y/qsPRx0ffDGx3GxtkatUKDa8+bHyK9UZiq8QrxwwunpY+fOnaNbt248fPgQBwcHjh49yt69e5+Z3Vq/fn0ePHiAlZUVISEhckTP10Tb4TxmlIzMPzGfiK8jUGvUdJvXDRc/F7ljCYLwBoxGI7/1/Y1Jw7qhSXybce/Cm9IkK7CxsWDRkiN80K2K3HEEQRCeER+TTPVgT7ljCMI7y76QHUmPX1wYEYRWHX/m8JGb1GsQSsMJ61jaswZlyvdi6XpLOrbojPJ/iqhRUVEMHTmau/EpBDftSLuIXihyafZIysMYVGoz/kzIorSzhm+nTOOnn39i0q9r6NOo6hut96m7e5eDK1awfedOjl6/TlV/f37r0AE7Tc6uH1sQJGZmUvo5BVFJkjA8eABZWZzdupWBU6bQPDiYDd27s+XKFeaMHcvwtWufPm+MGRlc3bCBuEePGNOtG4PnzeNBSgotFi/m46tXqeHnR+uSJfP68vIVe40GZ0/xfkoQhHebMT2d9KtXObRtG7v27uXCnTuoVSrCPD2p5uvLZ+XL/2d3gQb2RUlP12E0Gt+5ma8AXTpW5PKVWOZtPEq1mm0h/c3uw9YvFsimiO3UadEzhxOaNo8SHjy89pBzxnOUUJbARmHD77//zoIFC1i5ciWffvoparWaFi1asG/fvqf7tW7dmqZNm3L9+nUyMjKwFoP5XosovuaxK/orjP5wNIP3DsbaUTxZBSG/SotLI6JxBP6lCvNeqqvccQosZYqCKqX9uHHzsdxRBEEQnmEAUh6n4lPGR+4ogvDOSo5JIbxOCbljCCYqI0PHvgPXGfBxTYJ7zSbBaEWXBfupubQ/k6fPZ9UfZwn2dmH/vv1k6AwYJCNWDi5U6NSHcsVKvlVL4Zc5uWEZ1w/vps2oaZR3fVIY3bFnL59G7mHGuEFcvdaeif0/wOIV2g9LRiPaq1eJnD6dX3fsoKKPDw0DAxlauTKqd/Dma16p7OPD1qtXaV+tGjXCwnB0diYzI4NrN29y6vZtNGo1ZioVi9q1w83GBoCWwcHUmTePSiNHUrpJE9yqViVy6FCW79qFq40N7jY26AwGVnftyr7bt7n06BGdQ0NlvlLTV8TFhdO7dlGlTJk3GpQgCIJgiv4ezHN93z42b9zIvnPnMEoSFQoXpqm/P8PCw1/rdVyv0JOtN6DT6dFozHMxuXz69alByXLj2V6tDA3wf6NjDKpWnUa//EKjDCM6q4LzPunuqbukxaXRIbwDpZqUYvmo5VhZWvHJJ5/QsmVLWrdujdFoZNKkSaxaterpfq6urly+fJkNGzZgaWkp4xXkT6L4msccVA64+LmIwqsg5GNJD5IYV2YcTTtUZVpgNdQpRrkjFVw2CvaeuMHh77+QO4kgCMIztEoFhmwDNi42ckcRhHdWekI6Xp72cscQTMzPCw9SuYI/pYIL4exkhYWLHwnGJ4MlM4xWOHX6hfYdJe6cOUpMlpaGY7qgtnh2Zmhu97S5cXw/rb7+gQ/CCuOlgcnTIrD28MHW2Y0uUxbxe8QYWvQ6y5IZk3GzsXjuMfSxsZzfvJlDe/aw+sgRmpUowfLOnbE0e4vF0ISnFAoF4xo04GFqKqeio0m5cwdzlYoWAQEMCw9H/ZzZR0qlku8aNWLHoUOMi4xk2aRJLN25kzmtWmGv0fDBqlUUdnDAwdKSlsHBtAwOluHK8p/eFSowfP58tn7yCQorK7njCIIgvDEpM5O0K1fYt3Ejv+/cyaUHD/B3cqJ+YCA/t2mDtfmbF02jjWk4OVi/s4VXgAFfPCkKVgv0hwtvdgxfR0ckScLy0EN09QvlYDrT5lvBl6ZfN2Xbd9tIeZiChifvfRUKBePGjaNdu3a4ubkxffp0XFz+6dKq0WjIzhbLvb0pUXzNY9tOb8PB00HuGIIgvKHk2GTGlx/Ph32bMM68JApReJWXvRK93oiri63cSQRBEJ6hVYqZGYKQ21Ifp1K1SoDcMQQT8+2kP0hKzkSjMcPVxYbCrb8h7X/esisUCvzKyrNkRUZyIukJcbg72LFnXSQzf/6FwHqtaTZiKgAqtZqmX4zj/B/rqNm4GTNmzqRyUS+ys7NxcnqyTlfM7t306t8fVysrShUqxLpu3cQs11zibmtLk6CgV96+iq8vVXx9WXnhAl+MG0fNokVx+GumyKJ27ZAksVzNqzh+7x5zjx4lMTOTZK2WEZ06oRSFV0EQ8hljairamzc5c/AgRw4d4uD582j1eqr6+dElJIQSdevm2Ix+rWTAYHy371Ge/zOaBnWDsLr0dsepWaQIWyN2ULV+95wJlg8olUoCqweyacwmJs6YiFLxz/vG0NBQDh8+LLpL5AJRfM1DiVIiEd9E0HVuV7mjCILwBnbN3MXB+QcpWyOYMZYlURjkTiQQa8C7kANLIo/RrVMludMIgiA8lZHr86YEQVAoFdhYm4Hu3b7RJLyegKJu9O7bCKdqPYjTO5KoN60OBGe3rcHG2Y2FX/aiUHAZ3psWicrs37NUSjdsjWeJUAZ/OQxdahJGoGa9hjSwNWfSjxH80LgxpQsVnBkb+U37kBDah4Q885hCoRA3Nl9Bll7PuF27WD5zJkpzc9LS0ynaooXcsQRBEF5IkiSktDQMjx4Re/Uqp48e5dDRo5y/cwcFUMrDgwre3sxo0QL7XFqH/WrsY1QqJXq9HrX63Sz59PuoOrPm7Ye6PFnn5w19Gh5O5+XLqakzojcvOIPXIj+N5Kt5X1FRVfFfXxPvT3LHu/mTaKJWHluJW4Ab9oVEayxByC/2zNrDlvFbMBqNuPu7Ubt6CCNCqqCKkzuZAIABfvyoFZ1/WCqKr4IgmJS7D1Mx04jWj4KQmxy9HRk3ZTtLBtSTO4pgQjQWaqJSbInXFpE7ynNVeu8DXAr7Ye3oindw6H8O1XHxKUKnifMAMBoMXNy9mU/mTEJt7cjwfQc4dusGEYNH0dlcnzfhBSEPZBsMOFlZ4VKiBGP79+dhYiK1du6k84wZKJ7T7lkQBCGvGVNSyIqK4tKxY5w4dozTly5xNy4OCXC2tibEw4Mmfn4MrVwZszz6vdXMMZA1JS5QLHQsa5b1okxo4Tw5b14qXsyd+Ph0cFfBvTevvpby8CBDp8PuQgoJ5QpGh9LkmGQe33hM28ptn5n1KuQuUXzNIzH6GGaOnkn3eQVnOrsg5Hc6rY71I9ezbtYQimdqsH+sR60HROHVpFio1IjuXYIgmJpLV2LFeq8mZlGPRRxdcpRWE1rRaGijp4+f3XCWue/NZW72XK7uu8q0etOAJ6N/LWwtcPV3JaheEPUG1hODKE1M4y8bs+arNcQPaoCzXsx+FZ4wt1CjTc/AVBelUKnVFKv6ZMDA67yFVapUhNRvSYnaTZnctAxR7p54lgij/6TRRNZqxKxKZfExEzfThPzP0syM63FxNG/cmDKengyoUoUhW7aQ0bs3vgEB1OnZE7Wb27/2kyTp6cwdY0YGxsREtI8ekZmaikulSigsnr9+siAIwv+SjEYM0dEonZxQqFToHj7k/O+/c/H8ec5eusSV6GhQKAhycyPUw4N+5cvj5+iIUsYlAJTpChaHt2VG4DFGjt3M5jX9ZMuSG1asOcXHA5fz7ZfN36rw+rdyhb3ZN20XIb+1zYF0pi3pQRI/d/yZsQvH4qnwlDtOgSKKr3lAL+kZPHUwZVuXFTdsBCGfMBqNfFPiG+p1DKfKLTUKxGhyUxWgcMBgMDJzzl4+7VdL7jiCIAgA3LzxCHsPO7ljCP/DTGPG9snbqd6rOtaO1i/cbszFMWjsNGhTtNw9c5ftU7ZzeOFhBu0chFeIVx4mFv5Lxc4VWTFoBUv2XOaz6sXljiOYCI2FGbrMTLlj5Bq1Ws2wPy4AEHX2GGe3rOLgut8ovXMzjXp+xhI/V8wM2TKnFIQ3p1IqOdi3LwmZmbhYP3mtjmjRgl03btB77Vq67dvHuN9/f2YfY3Iyw9u2xdvdnaq1ajF17lzi0tKQ4Ok6uxETJhDUrl1eX44gCPmMMSmJ1aNHM2P9eqzMzPBzceFOfDxFnZ0JdnOjXVAQJWrUMM211iW4cCOGsHfw80rE7L00axLCx9blIAfGXA6oEs7AzZsINbTBqHq3W+4ejzxOty+78UGZD+SOUuCI4msemLxzMpePXab38t5yRxEE4RXN6/AzvsFeLParhSJbTKs0ZepEJcuHdKXn7FWi+CoIgsm4ezsOJx9nuWMI/yOobhCPbz7m9+9/p+3EF49ytnWzxcrBCnsPe9yLuRPaIpQJFSawrP8yhuwbkoeJhZfxDvHm/Ol7IIqvwl8sLFTotO9u8fX/8wurhF9YJVqNmELC/SgiOtZi2/hptEh5IHc0QXgrSqXyaeEVwMPWlio+PoQUKkT/kSP/vYNCwYmoKCwVChYsWkT9gABaBgc//fLZBw/4dPhwVhUvjkPp0nlxCYIg5DOS0Yj+2jV6du2KuVLJ+u7dMUoSFx8+RAGU8cofBc0rdx/RpmOY3DFylNFoJCYmmel9WkJSzhyzqp8fCekZON7MIL7Yiwfl5jfpiensnbUXF38XXIu4UqRKERw8HYiLfXkbx7S0NGJiYggMDMyDpAWDCQ7ReLekSCksnbqUDxd+KBYuFoR84uH1h1zZc5WFXTqgFoXXfKGM2oPMTB3LV56UO4ogCAIAsdGJuBZ1lTuG8D+UKiUtx7Vk76y9JN5PfOX9zC3NqdGrBjcP3yTlUUouJhRel72nPQkxyXLHEEzIk5mvWXLHyHNO3n4E12rC0DnTibd1kjuOIOQ4ncFAqlaLPuvfP99KOzsGd+3Kifv36RoW9kzhFSDM05P3QkL4efz4vIorCEI+ErV1K32qVqVZixYUd3bmh6ZNMVOpsFCrKevllW8KrwDO9lbci86hCqWJmDv/AHZ2GirqC+XocQNdXDg793COHlMup1af4utiX/Nj8x8pGlyUhR8sZEnfJawespoD8w7QvFHzlx5j9uzZFCtWDKNRLOeSU0TxNZetOrUKZx9nzK3M5Y4iCMIrMBqNTKo+iX6DWuF3++3XEBDySLLE76N7MXL8ZrmTCIIgAJAQk4x7MXe5YwjPUaZVGbxDvdk0ZtNr7ecR5AFAfFR8bsQS3pBveV8e3Il/rbUzhXebubkKvb5gtt1tPWIK8fej+NFCDP4R3j1Bbm5MaNiQbr17c37xYoyZmRjT0gCQtFrqderEyI8+YuT27c/dv0WJEqw/dox1w4cTd+xYXkYXBMGEGTMy+GzIELqULs3KLl3oHx4ud6S30rxySVauPv1K23bovoCW7X967teOn4zCwXPwS//cuZeQk/GfsWrdGfyDR/LTgkNs/bwHpOXsO/4Py5Vj24ZjIOX/TxKrBq+iUsNK7Dy0k8ntJrP01FI2ntyImWTGtCXTaODT4KXHqFmzJgDbtm3L7bgFhii+5qI4YxzTR02nyYgmckcRBOEV7Zy2E9fCznxNccRc9fxFjQqVSrysCYIgPyOQEpeGd2lvuaMIL9DmuzYcXXKUB5devTXn32vGiW42psWgM5AUnUSmUvy7CE9YWKjRPWdmXEFgbmlFaKM27Ny4glRLG7njCEKOK+XhwQ9NmjBi4kSalSlD60qVuL1hAwdnzyYoPBxNVhbZhucPorYyN2du69ZcOXOG9p07Y3j8OI/TC4JgaqSsLDaNHo1KqSTM01PuODnCo7Ad9x+82szXbp0qsf/QDe7e/3cB9bflJwgp6cnVs6Oe/vEqZM/wIQ2feczb0yGnLwGApcuPM2DwSr7p3YhTn/XHKznn39e0L12aqMfxODzU5/ix85qDlwNb5m7BR/JBrVDTuWxnyluWZ+v0rTT1bfpKn2ErVarEkCFDKFOmTB4kLhjEXepcIkkS3y37jmI1iuGQS7+EBEHIWbeO3mLLuC18/0EblPl/0FOBU0hpjV4vZisLgiC/LIWCbG029p72ckcRXiCweiDBDYLZMHLDK+8TezkWAGc/sZavKakzsA7JscmcSykYa3wKL2dpaUZ2lk7uGLJpPuQ7rhzYzja3ALmjCMJTtxMSSNFqc+RYRZyd+a1jRxa3a0fP8uXpMmAAg6ZOZWKjRgxeuJCOYS9e69DX0ZHaRYrg5eCA0tY2R/IIgpA/JZ05w4iWLfl12zZmtWwpd5wcY56lQqV6tUGJjeqXwNXFhmUrnl3CKyNDx7qNZ+nWqSLubnZP/yhVSmxsLJ55LLcmQWzYcp4aVQP4wCoUdWrunOPv9cUfrbqYK8fPS04+TtR/rz5K5dt9ryZNmoTnOzIQwRSo5Q7wrvrj7h9sXbiV/pv6yx1FEIRXcHTpUXZN30XNluVpmCQGTORHyngJO1tLmraZTd9e1WneOETuSIIgFFCZKgVIvPUHHyF3tZ7QmvHlx+MW6PbSbXWZOg4sOEBg9UBsXcXNWlOiVqsx05ix8chNqtQvKXccwQRoLMzQZaXKHUM25hoNFVt3ZeyUMdTq1Qu3pEdyRxJM2OO0NLZcvYqZUsnK8+dxsbbGx8GBO4mJfFC+PDX8/d/6HH/GxvL19u0YjEaalyjBifv36RIWRq2iRd/quOZqNTWLFMHdxobDd+5QLyCABsWKPbON3mDgcXo6hezsnj62+9Yt3mvaFIVG81bnFwQh/4o/fpyOXbrQOSyMwW3aoHqHPrcZ1BJqteqVtlWrVXR8rxzLVp7gy0H1n86OXL/5HLpsA+3blM3NqC+k1+u5FRVPxRDfXD9Xq5Il2bx4H20+ffHAHVMnSRIZiRms3bZW3IMwMaL4mguisqIY3GcwnWd1Rm0uvsWCYMqMRiMXtlxgxcAVNG4XzvTgGpAipr3mS1mwbWAP+q5bz9djNoniqyAIskkTq0/mC14hXlTsVJG9s/b+62upj1LJ1majTdVy9/Rdtk/ZTlpcGn1W9sn7oMJLdZrRiXkfLuTDq+MoZm4mdxxBZlaWZmTrCuaar38r26wjR1b8Qr25c6jt7UX34oGUcxWz9oVnxaWn02P1avq2bMn5S5cY17MnkkpFfGIig2vVYtKkScw4dAiVQkH9wECMQLbBQNcyZbB/jcLlzps3GfrBB1Rp0oS1CxbwdcuWfDZpEgEuLjhbWWFp9vzf21l6Pdfj4rizevcKAAAgAElEQVQRH8+my5e5HheHm40N7ra22Jibcz4mBlsLCwBKe3tTf8ECijo5UT8wkCtxcaTpdFyKjcXWwgJbjYbmQUGYqVRsuXyZvqNH58B3UBCE/Eh7+zaff/IJ3cuWpUVwsNxxclwZCw8SEtK5cy8B38JOL92+a8eKzJizlwOHb1Kj6pOuGb8tP0HzxiE4OFjldtynUlK0jPt+G5ErT6JQQMsGpfmxUjPIzN3P1h9XrkyFH3+ka4qBDLtXK1qbku+qfEdIkxDMNGa4q93ljiP8D1EZzGGJxkTe/+R9qn9UHbeAl4+iFwRBXmuGrOHQwkNEfNODDmluovCaz7knW9EorDhL4grubAdBEOR3KzoJc2tzuWMIr6DFmBacWn3qX49/U/IbFAoFFjYWuPi7UKJ+Cep9Vg97D9FK2hSVa1eOA/MP8N3MPfzyRQPE6q8Fm6WVeYFd8/VvnkEhjDkUxdUDOzi3ewvtN25Gm5KElbk5JQr70qBoEboG+OPwV+FKKHgkSWLQli18//nnVBkwgM7P2WZagwYYHjxAGxvL7EmTKBIQgEGn46PVq1GrVJR0d6dVcDClPDz+81wl3dy48OefNB45kh7lygFQbtkySk2bRmkPD3wcHIho3hxna2vSdToO3L5NdEoKa//8k4r+/nh7ejJh5Eh8S5UiKymJlKQk4h8+JLhOHdQODkh6PUonJ6K3bePyqVOcPHeOxg0b4u7jg1+pUlj5+3Nr1y42r11LZlYWy2bPxrFixVz4rgqCYMokSeLOpk30/+or3itV6p0svAK4J1hSvVJRxn23lfmzu750+2KBblQq78dvy49To2oAt6PiOHLsNusie+VB2ie277xMt16LqRjmw6Hv+uNrYQ8PjbleeAVwsLTEXKVC2n0fWuX+TNuckng/kXtn76Gx0XB552UAzBH3IEyNQpKk134Wp6SkYG9vT3JyMnb/r3VHQZdkTKL7iO5onDXU/ayu3HGEN5RwL4HNYzdz8Y+LpMWlYV/IntAWoTT9uik2zk8W9/6h7g9c338dAJWZCsfCjpR7rxzNRjXDzEKMts9PIj+NxCrFQGSxenJHEXKKrYLweXOIT0jn6tlv5E4jCEIBNHP3ZX6ZuZsvD34pdxRBKDAubL3Agm4L2HB1PJXEWLoCbdnKE/y28izNfzwodxSTk3D3Fue2r+fG8QM8jroG2dm4OTpR0b8IbQP8qVPIQ7SrKyDmHT+OXqPhy+XLUbxg5umLGOLi0EVHc3zXLuYtW0Yha2uG16r13OdOll7Pd3v28CAtjeWnT6P4a5ud337LpfPnqVGnDmd37GDRqVP0Dw9n/okT1CpZkmIlShBaqRJFmjd/2gZTEAThTUmSxOXFi+k5ahQTGzcm7B1f0zLNIZtaET9jrlFzcMfnL31tXxJ5nKEj1nH13DfMmL2HlWtPc+7o8H/9/g2pOIF+varzca8aOZZ15ty9jP/+d7aO7UW5THlmbg7YuBGdvZpa23vIcv7XlRidSETjCGIvx1I4rDDdxnfDUXJkcLPB/9p2+/btuLm5EfYf66ELL/em9VAx8zWHJBmT6D68O2p7tSi85mOPbz1mUvVJuAe60/O3nrj4ufDg0gPWfrWWi39c5MuDX2LtZA1AtZ7VaD66OQadgaiTUfz60a/Ak/XDhPzj+v5r9OvUAAxyJxFyTKrE4S8/IWDwRLmTCIJQQN249hBHb0e5YwhCgRLSJAT/iv40LzqcfdfHU0IhCkgFlZWVObqsgt12+EWcfIpQ+6NB1P5oEAB6fTY3j+zlz71b+WT3ftLiH2GuVFLU04safv50CfCnqIOY8f+u0RsMbLlyhT/27n3twiuAysUFSxcXaoaGUr1nT2Z9/DEDNm1ierNmqFXPtmxce/Eizs7OjPv556eFV4B6w4fz9/Dn0I8+ovH+/UydMIEh3btT56uvUKjyX+tHQRBMkyRJHPvxR4ZNn87cNm3wc3z3P6fZJJlxsn9/OmyKpGX7n9i0ut9/bt+6RSjDRm1g9brTRK48SfculfJs4MvFSzHUrx4kW+EVYGDVqrT4dTH1tUayNab9GeLRjUdc2HqBzORMAJp93YwJTSe8cPvevXszbdo0UXyViSi+5oB0KZ33R76PmYMZDQY3kDuO8BaWD1iO2lzNgG0DMLd8MlXfyceJwmGFGVl8JBtGbqDzrCcNecytzJ+2nnPyceLE8hNc3nFZFF/zkQXdFpCt1fOhTQAki+rrO8UAr9/XQRAEIWfcufkYF38XuWMIQoEzcNtApjecztDBq9n0Q3u54wgysbfVkJWlkztGvqBWm1G8en2KV6//9LH0xDgubN/A1qN7+GX5KvSZ6dhZWVPa148mRYrQzr/wC9foFPKHOceO0a5aNcwLF37rYynt7em/YAFz+vRh0v79DK9d+5mvu1hZsfHkSQb/xxqxCqUS91q1mFizppjlKghCzsvKYvJPPzGtWbMCUXh9KlUism1HykyawYxZexjwSe0XbmpjbUHrFqGMnbiNlBQtndtXyLOYq9ef4cxvQ+BKnp3yX4o6O6PL1mN7JpGEKs7yBXmJrPQsZjSdgUqtomzrsoweP5pK9pX+c59r165hbi7aEcvFtEv5+USilMiNEzdE4TWfS09I59L2S9TsW/Np4fVv9h72VOxUkZOrTvK8Tt33z93n5uGbqMzE6Mz85OLvF1kz9XNsROH1nbMp6gq2tmINK0EQ5PEoOhH3QPlG7gpCQVakchHSUjLljiHIyEJjhl4v3t+/KWtHFyp36Mn7037jy61nGLHnGu9NWURG8TJMvnCRwDk/4TMtggqLl/Lx/kPsvh+D0WiUO7bwHNkGA6svXGDfrVtos7MxGo1EJSay79Ytek+enGPnUWg09Jk2Db1SSafISP6MjX36tco+PtxOSCBbqyV1504ezZ+PQff8wRGi8CoIQk6TjEbWDB2K3mgsWIXXvyjjYeWgbsyat/+l23brVJGkpExqVQ+kcB52cSoV7MnQ+ZtA5lvqFXwKs3vGblnOrdfpGV9uPCciT7x028JhhXn/+/cJqxlGuH04For/vvcpCq/yEjNfc4C1wloU3d4Bj64/QpIkPII8nvt1jyAPMhIzSH2cCsC+ufs49MshDNkG9Do9CqWCjjM65mVk4S0F1ghk2OI1bAprjlLMknw3WCk4LEWz/+wtqlYpKncaQRAKqJS4dFwDXOWOIQgFkq2rLTeSRfG1ILO2MhfF1xxWqEQohUqEPv1/vS6L64d3c3HvNvru2Uf6X+2K/T0KUbNIUToU9SPI0UHGxAXbhdhYpuzfT2xqKnWCg4nOzmbe8eNkG43YazRMGz0atZtbjp5T5eTElG3biNq2jS++/ppaRYrwfrly2Jib42Fri8po5Kfp05m8fz9rL12i8tSpOXp+QRCE54lat44fN29mZZcuBXaAR/EsR8zUKk6cukOFcr4v3K5ieT+SHkz5z2NdOD4ip+Oxe+sAAkJGQ2MFpMp3c/aTylUYuHkzZQ3vYVTl7XPlz9//5P75+zgW/u+i970z9/Au5s13Lb9DKZZYyRdE8TUHSIiqTYHw1z/z3y/WFTtVpPGwxmhTtPwx5Q80thrKtikrY0DhdfVa0YshHkNIatQapxi93HGEHHDQcI/WoxZSyN2OZYs+lDuOIAgFkFGCpNgMdk6+yMVN6bgV88Qz2Av34i6YWepRqrUozTJRKEVhQBByg16nJy0xAwkomLfYBCtLc/R6MRMzN6nNLShRqzElajV++lh6YhwXdmxk25HdLIhcgcbMjO/atKONs634WcxBK86fJ0WrxSBJ/HH1KuZqNZIkYa5SUcXXl5bBwXy1bRvLIyJw8ffHPCAApZUVkk6HpNejUKlQWOROhyCFhQX+rVox38uL1h06cDc5mX6VKtEyOJiBvXpRy98fNxsb+q9cycEOHdBU+u9WiYIgCG/j1saNdPviC6Y0aYKFugCXQLRQNcyfrdsv/mfxVS5KpfJJl0kLeYuvVf38SEhPx+lmBnHFrPPsvFd2X2Fu27m0+6Edi3osYtDOQdi62XJx+0UubrtImdZlCG4QzPWD14nsH8lPm34Shdd8pAD/5sk5CYYEuSMIOcA1wBWFQkHM5RjCWv57EerYq7FYOVph42IDgKW9JW4BT0aL9ljcgzGhYzj0yyGq9qiap7mFN6NN0zIubBwB5fyxjRc3wN8Vpe3dsbWx4HwujMYTBEF4FVqjhuyMbBzcAnlw6R5X9pwhLeExWelpTwfsKZUqNLa22Dg7Y+/ugp27A4WCfHAv5oFXaS+sHJQo1Fko1VoU6iwK6CBtQXgjugwdjoXsRbGnALOz05CdrQdRgs9T1o4uVG7fg8rtewBwac9WBv8wkuFKBRPbtKO1k43MCfO3fbduMefoUdzs7GhWpw6JCQlsi4jAzMsLKS2NtFu32LFuHV9u3MihO3ewdHZGU7r00/0V5uYo8qj1oFOFCuzct4/dixfTd/FiohITGd2mDR1Gj8b322+pPmsWAz79lE6VKpGh01EuLAxtaiqXrl2j4ezZqESLREEQ3pIxI4MpkyYxsk4dgt3FcjD3HydRu2FxuWO8kEqlZFvqdRojbwe7QBcXzsw9QuGp9fLkfHdO3WFXxC5OJ50m0C6Q2sdro1QrmdVqFt4h3tT/sD5ze8/lq+pfsX3KdvrM7ENDv4Z5kk3IGaL4mgPOXj/L9QPXuXv6Lj5lfeSOI7whG2cbStQrwb65+6g7sO4z674mxyZzPPI4lbtWfm6bCpWZikZfNmL91+up0LEC5lbiw4Kpi70ci8FgYFPbzpg91otbM+8IuwQzzMxUaLU6NBrxcygIQt7LNGpQazQ0/uybF26jy8zg0e1rPL59nYc3r5D04B73LxwgPSGOjJQkJIPhaaHWzEKDtaMTNs6O2BdyxamwK67+HrgX88A9yA2NjYTSTItClSUKtYIAlH2vLPt+2kemUoGlUXQoKoisrcwxGIwokTCKd/iyCa7dhODaTbi4azOfTx3JVyoVE9u0o5WTjfhXeU1noqP56fhxZo0ZQ+GaNTErVOjZDayssHdz473KlWkzYgTXN27Erri8N9nNChem4ddfU7dnT9KiorAvWxaFhQVVIiLYkJpKy19/5WpcHLWLFGHO/v3EpKRw+sEDpj98SIvatfEfNEjW/IIg5F+SJLFj8mQytFqq+JreTM88Z6ngzoNEihcz3SJ05KIetGg3l5i5oyBKvgky3cuUYeGmY3z0Q11y+4N1Zkom64avY8HKBZSxL8Pp1NPoMnQcmH+AsBZhzP10LlZYcajeIb6t+C2dR3VmWK1hmCnMcjWXkLNE8TUH1Cleh4kHJ/LruF/pHdlb7jjCW+gQ0YHJNSYzo8kMWo5tibOfMzGXYljz5RocvBxoOa7lC/et2KkiG0ZuYO/cvTQY1CAPUwtvwq+CH+aW5gy/cYTMzCxOHrnKvl69cIoTLcryNT3Y2Wq4eDmWcmXEYBhBEPJeplHz0m3MLa3wDg7DO/jfnTb+V/LDB8Rcu0hC9B0So+9w/9x9Lu88RXpSAlnpqRiN/3w4VZtrsLK3x9bFGTs3J5x93HDydcM9wB33IA9snM2eFGjVWSjVWaL1sfBOcvZxRq/VI57dBZeV1ZO2wyqFAaMk2rLJrWTdZpSs2+yvIuwovlIqmdqpMzXNwChJ2Gme/7oZnZwMgJe9fV7GNUkT9uxhyU8/4VGnzku3VdrZUbxr1zxI9XLpp07x05gxpGRmUj0khLpTp6JSqWg6bRq3S5ak7/z51CpShM+rVyddpyPbYGDUjh2kb9/OcFF8FQThDUVt3syERYtY2rGj3FFMg42C9PQsigeabvG1QjlfLC3NmHbsEJ+7V5YtR4fQUEbu2IHDQz1JHrlb5Pzc+XP8KviRfT2bwmGFWXF6BRc2X+D8pvOMPTwWe8WT9z+DBg+ix+4edGjWQRRe8yFRfM0BTkonWpVqxYLMBXJHEd6Se6A7w44OY/PYzczrPI/0+HTsPOwIaxFG05FNsXZ6cc93tbmaWh/XYseUHdToXQONzctvvgryGrp/KNPqT0OhUpCZlMkO6TFtzVxQZ4tZEvlZt4bl+eTz5ezfPghzc/EyJwhC3krWqlDk4Bos9u6e2Lt7vtK2KXEPeXjzCvF3b5EQfYeYK9FcO3CB9OQEtCnJGAz/rG+uVCgxt7bGyt4BW1dnHAo54+DlgrOPG26Bbrj6e2PtbEBhpkX596xapRigJJg+tUaN0WAkSa3ERidKsAWRUvnkd7BaoSdbEjepTMXfRdgLOzbQc/wXaFOfFFfVFhosLDQ0rlKNmTWrETbpe1L1BrJ1WUgKBZ3bdKKtmxM1HW25HR+Pv7OzzFeS8+adOMHxu3cZUbs2fk5O//q6SqnE9f+1EDZVRr0elMqnP4NXNm7kx4MHGVW3LkNXrKD3vXt0/+QTLKpVw2/oUObZ2dFp4kRmtGiBl50dSrWa2wkJDGvdWuYrEQQhvzImJvL5sGFMadr0hYN7Cpw4I01qluSzIav5eVZnudO8UHa2gXUHzvN518qglSeDWqXCycqKhA1XUfYplavn8inrw8rdKxnRZgSFChUi3DWcGEMMw38YTsuS/0z+quNVh4vnLj4txgr5i7grnUNiU2LRpsr0m0HIUc6+zry/4P3/3OaLXV889/HGXzWm8VeNcyOWkAtsXGwYeWYkAAfmHWDAkJ/5ysmKmnXDGF+hBt6PRUOs/GiAb2XOB8QQGDqaeTO70KBeCbkjCYJQgFy7lYDGxlaWc9u5uGPn4k5gpZov3Van1ZIYHcXjOzdJuHebxNj73DkZxcXtJ8lISkCblvLMrFqlUoXGxhYre3tsXByxdXXEwdMZR28XXPxccS/mjo2bBrV5NgqVDoVa96QVsngpFfKYUqlEY6fh/PWHePu6yB1HkJFKzH82SSH1W1KybnMe37rK9WP7KN2wNVcP7mTD5OGcehBDfEYG742ZSWjDVmycNJxVm1cRma3DzMyczLQUfIuXYm3nTnjrMvjjdhRNiwWilPLv4Nnt16+z8/p1pvbvz9DZs188U8tEX1ANCQmMaNuWM9HR2JibE+DiglGSsLGwIC0riyq+vrQuVYp6gYHMPHyYxj16UDsggD4ffohX165Mi4ri+23byMzOJiEjgy5lyhA4dKjclyUIQj4kSRJrxo8n0NmZ4q6ucscxHRIMrV+TRuPnyZ3kPzVrHELkqpPgqYZb+pfvkEuaBgWxZdE+mudi8VWbqsW+kD1B1kE4Ojpy+/ZtnJycSEhIYMHgZyf3qRVq7BGF1/xKFF9zSIBdAK5+rlzde5XitUx3AWtBEJ6veq/qHFt6jJr9arJ53GaGZutZFlhX7ljCm8iUmF+xFWcaPKLLl0u5dGok96IT2bHrCh90rfR0JLYgCEJuuH79Idb2/561YmrMNRrciwbhXjTolbbXZWYQd+cm8fduk/jgLkkPo4m+8ICre8+RkZKENjUZfbYOAAUKJCTU5hZ/FWztsHZywM7dCTs3Bxy9XXDydcHN3wV7bxtUZnqUat2Toq0qC4Uy/95EF0yDezF3fp5/kCbjWskdRZCRUiFm65sqpVKJe0AJ3AOeDJKs0KoL3sFhXNixkabDJuEV9GSWZ4uh39Fi6HfotFou7dpM6cZtiPyyJ2VHDcdcY4UuKxMLS2uUCujWtDUTQopjZpDvhu3LXHr4kG927KB1SAidQ0MBiDh4kC0rVqCxsyMzIuJf+1yIjcXb0RGlnV2uZJL+Klwr3rC4q7CyItDNjSN37qAAqvj44GhpSbJWi425OaF/rU9ra2HB8Nq1kSSJzVeu8OHo0fhFRDDh66/5bfRolFlZ6K9eRV28OCpz85y6PEEQCpDU8+eZuXYtKzqb7uxOufim2mJtacHylSfp2L683HGeKyk5A28vB3gg7+C5/lWqUG3uXNqlGdDaqHLlHFd2X0GbpmXFrytYuXIloaGhTJgwIVfOJchLFF9ziLPSmebtm3Pu0jlRfBWEfGrw3sEAbPt2K3WrlEKKA9McXyy8CjtrDQ9ikqlcazLxCemo1UpmztnLxtV9KezlKHc8QRDeUXfuPMLW1XTX03lT5pZWeAaF4BkU8sr7pCU8Ju7uLRKjnxRrUx494P75aK7uO09mShLatFT0WVok/im2KlVqzDWWaGxtsbSzxdrJHhsXBxwKOeHo7YKjlxPOvo44eNuhMjOgUGX/9SfryX/FC7fwf+zdd3gUVdvH8e/Olmw2m56QHlJIICF0QiK9SxHpSBFF7GJDBUXxEdFXERD1wY4IqCgiUhRRkV6lN0F6S0jv2WySLbPvH8HCQw9JJuV8rotLszOz80sI2c25z7kP0G5MO9bNXqt0DEEhT034jtJSG2pE8bUmCYhuTEB04yse0+n1NO87BIBRM+Yhy3YsJWZkq420E4ex26z8+O6rzFnyNYOGjOLDpo1wslmqMv4NWXv6NA926MCao0dZcfgwOBxE+Pjg1qwZU4cOpX9s7GXXHE5Pp2NCAipt5bTQXjlpEj9t2MDeCxf4YsoUGt1//01dL+n13P/tt9xnMvFMr164OTnRPPDq2yWoVCr6xcTQLyaG1cePM+CJJ7g7Pp6Ro0bx/ief4KzT4e/lxc8HDtDI359hffsS1LIl2oYNkTzF73CCIFyZw2bjreef56HERAxiAsflSuHRgW35dunealt83bL9FDOevBNKlJ2I62s0olKp0G3PoKRHQKXcY8fCHSQOTOTBMQ8ydOhQFi9eXCn3EZQniq8VKCU1BaOPUekYgiDcIq9QL15+eQEXnujHy1KMKMDWUOF5rjx7fxdaBwVxu1skkl3i0/Q9DBj2CXu2vqB0PEEQaqmUpAw8/IOVjlEtGL18MXr5EtY84YavKTGbyE9PIT/1AnlpyRRkpmLKzuTMztMc/m03JQX5lJpNWEv+2e7DgQMVKtQ6HTqDAWejEb2bGy6ebrj6eGLwcsHd3xPPYC+8Q33wCPHAyUVVttJWsiJdLOAi2UTxtpZQO6nF+7c6avWaP1m78Tjv/foDGXZlWsALlU+S1OgNZX+/Ea3bAxC1qAuLJj3EBTSke/oRmplU5bkyTSYeXb6czpGRPH7bbZcd71C/Pl8dOMCnGzci5+Ziz81F8vKi5MIFVu7bx+z+/+zxdiIri3e2bCGrqIixYWGVljktJwezxcKu5GQOrF1708XXv5xftIgDqalM7tr1hq/pGR1Np4gIPt+9m26PP058SAjNAgI4kZzM+Pbt+TMzkxc+/pj8khJC3N2ZNWsWbh06lCufIAi12/558zh47hwTEhOVjlI9+Un8d+5mBg1ornSSK0q6kEthYSldmjeAw0qngcSQENZ/upFWPa6yFcAtat6/Odu+2AZA+/btK+UeQvUgiq8VxOqwsvWXrYz+ZLTSUQRBuEWP//gEucm5TG02lfvebUzIeTFrviaSilS8HHJx30MTgIOHAlqxxPMAUU2ncHj3ZHQ68TIoCELFykjLIqJtvNIxaiy9wYg+PBq/8Oibuk6WZUw5meSnpZCfkUJBRlnR1pSbQU5SMic2/4E5PxeLuQhLsRmHXPba/teqW5VKQuvkhM7ZgN5oxNnDDaOXO0Yfd1x93XHz88Q90APPQE88QtwvFm+tqCQrKrXtn/8XFb9qYf3s9bTve+OrtIWazWKxcf9jC6nn64rZbKH1bXGk6VsoHUtQQPzA0cx9dDBT/IP4xNepylsQz9u7l6cHDGDh2rX8kZZGnL//JceLLBbcXFxAp0Pt74/a359fpkxh3fr1BLu7E1Ov3t/nLjpwgG6NG9O0UydaDBlSKXkdDgdFRUV0j4riqXbt+GT3boY5HDfdgtjy55+MmzmT/7v9drTqm2vR6KTR8GhiIo9eoWAS5uVF74ZlneV+/PNPHnr8cebOmYNLmzY3dQ9BEGq3wsOHGf/mm3w8cGC5W6jXdnmGUvILinllUh+lo1zR8h8P4OlhwC9JDyi/Bc0jiYmMW7GCNta7sGsr/nsqYVQCDtlBztkcBt87uMKfX6g+xKhzBTFjxpxnxtndWekogiBUANkugwrUSCBaltUeRQ5WP/Mg/g9MQWz9KghCZcjLysE3PErpGHWOJEm4+fjh5uNHCDdfdLHZbBRlZ5CfkUpBRgr56SkUZKZjysgh48RxzAV5lJoKKTUXYS0p/rt4+5e/9rh1Mrjg5OKC3uiCs7srejcXDO4uGDyNuHi54u7njnugB14hXrh461FrHKC2opJs//xRW0Eli0LuLUg9msrEZY+CTfnBG6HyvfjKD6RnmbGrnNi/9wQvzXmPAqVDCYow+vqhM7gQ0a0fJUc3oS02Ven9i61W/Bs25CE/P1auWnVJ8TWloIA31q9n8dy5lxQH5i1dSuvgYEa1aIEsy7y5YQOrT5wg2seHqZ99hiH65iYj3Yy0dev4fts2Fo8cyZGMDAx6/U1dL8syZz79lGmff07r4GAa+1Xetgv9YmKw2u3cde+9zJs+Hd9+/SrtXoIg1ByO0lKmPvUUDyQkEFBJe2PXeBI8vnAFHds1UDrJVXXr3JCXp65kYdYhRunilI5DYmgo+cXFuO3JITfRu3LuMTqR3d/tJkmfRBBBlXIPQXmi+FoBHA4H7616j5CmIUpHEQShApSYSpjWdhqPjh9AwPmqnS0tVIHTNhJahPHiKz8y/f8GKp1GEWfzipj/y2E6d2lETLAn7jY7ejE+LQi3THaoMOXl4hfZSOkowk3SaDS4+wXi7hcItLrp62VZxpyXTW5KMoXZ6RRmpmHKzaakII/C9HwyT52l1FRIidlEaZEJi9mE3Wr9u2Xyv6kkCY1Oh8bJCa3eGZ2zM04uzjgZDehdLy3muvq4YvQ14lrPDTc/V5zddP8q4tpAspetyJVsdaqgq5JUqCQJsCsdRagkJSUWht49l5BgT5b+cIDPfppDkmdfOmGngJtbeSfUDjabjU/H9mPgSzPpac7CtYoLr1A2Ngqu6nwAACAASURBVGQzm4lq0oQPFiy45Njq48e5q107Av7Vlrfk3DmKrFb6x8bi5+rKqexsjmdl8cmLLxJ///1IzpU7uX/npk30i4nBoNPh4+LCucxMHPn5qDw8buj6wt9+Y/Sbb/Jaz560Dq78LRcGxcXhrtczfeZMZojiqyAIwJHFizmZlsZk0ZL86lxUbNx+gj/3vKx0kquKbRSAVqtGra4+v6wk1g9lzczfaLWkcloPAySMTOCRux5hy7ItGFViK8vaSBRfK8DaC2v5ZtY3PLr0UaWjCIJwC2w2G9PbTSf7XDbdBibwktQQlVj0WvvIMDAxjqU7/1A6iWKmfLyR1V/+zpfvrcVitoAEHv7uhMcG0jIhjG5dY4j1d8fLJos98wThJhTLemyWUtx8Km/lh1A9SZL09x63t8pmsWDKzqQoPxtzXjbm/DzM+TmY8/PKirlpeWSeyqK0yERpUSGWkmKsJWasJSWXrMj9d2FXJUlonPTo9Hp0BgNOLgb0RgM6gx4n48XCrlGP3tUFZ3dnnN2c0bsbcHbTY/AwYPAw4OzhhKRxoJLsqFT2i3vkymUFXpUdlWQHlVwtirwqSYXVIWYV1Wb3P7YQnbMzNrUL/QfeRqZXN3CALAqvdZZss2G3WTl/YBexjjw+2rGTZadO8crIe2mHpUoy1PfwYN2mTUwYPJjC0tJLji09fJgVX3xxyarX6U8+SUJICH6urkxevZoj6en0iY8n4fHHqySvt5cXGUVFAIR5eqJTq0neupXQvn1v6Pq1339P9wYNqqTw+pf2YWF8unMntuRkNP+6r2yzgc2GdJOrdwVBqLlsmZlMmjaNKd26KR2lerOBVqNGr6/eZSA3Nz19GjSCM0onKTO+XXseWLqUeNtdyJqK/eXGbrNzdO1Rjm88Tm5SLoUUYkQUX2uj6v2vrgbId+Qz4YkJDH9vOE4uTkrHEQThFpzedpqSwhK+mDaOjpkuqC1i0K62alDPhz+OpFBSYkGv1ykdp8od2X2OYe8MI3FU2d5KNouN4xuPc2zDMX754SBfzFpDqamU8JahPD7xdrq0qI+HzY6T+CchCNdklsX2E8Kt0+h0eAQE4RFQce2nLCUlmLLTMWVlYMrNwpSTRUlhPiWmQizFJkzpRWSfySkr5BabsZaWYCstxWYpxWa1YLdayga2+dc+uf+anvPXY5KkRq3VotZokLRaNFodGq0Wjd4JjU6H1kmHxunif/U6dM5aNE46NE5atHpd2R8nLSpJhdZZh96oR+fihFqnwcmgK/tjdELnokNrcEKSHKi1aiQ1FwvBZcVfg7srm34/Q3ir+hX2NRSUV1JiYeLk5fy8+gh6vZYJH7xLUUjZ3mUl4j1KnafT63nh14O8O7gdkT8swtXbF4dKxZj585gzYACa/Cya+PnhXonFubTCQlpFReEoKfl7x7pFBw+yaP9+wr29MUZE/H3usWXLOJGUxJ0xMQAcz8zk0xdfJKRXr0rL979OHj2Kl8Hw98f1PT05c+IEoTdwrXnrVt5bs4YFQ4dWXsArcNJoCHV354PHH+e2Zs1YtG4dkkrF6Zwc1CoVA1u2ZNgbb6AJEi0cBaG2mz9pEi0DA4n0rpy2sLWGqwqrzY5Ujffe+umXP1BLKoy51WcSXavgYPKLi/H4o5Cc5hXX0tpaamXx04txOBzEdYtj7sdz8cf/+hcKNZIovt6ilYdXYvQy4t9I/CMRhJquKKeI4vxiGpca0IrCa63W3hqM0ejE4T/TaNXiRoYXag+LCtLPZNG0b9O/H9PoNMT2iCW2R+zfj9lsNn6b+Rv/Gfc15jwzkiThFeRBZFwQrRIj6NGtEeGeLrjaZVGUFYSLiuyG658kCArQ6fV4BdXHK6hyi5GWYjMlRYUX98cta69cUmSi1FSIpbgIa2kJ1mIzltISrMVFlBaUYLaWYLXkYbdasdus2C0WHA4HdpsVW2kJNosFh0NGttuwW63Idhuy3Y5st4PDgcPhuGSVrwMHxfm5bNti4t6b7yAtVFPpGQUkdp6Jq9GJqXNmUBLWjyKHmPwsXEpvMPLCzwfg4s+EjHOn+OaFB7lv8bdlLd+Li/jiv5/TJ+1Ehd9727lzfHvwID1790YyGCi12ej0ySd0b9iQn5cuRRcZiWQsW9Ui5+fzxMSJDIqLo3uDBkzbsIHk/Hzq9+yJJjCwwrNdzaY9e3imXTsA1p06xd7kZF65weJvyv79hHp44Gmo+vc+b/TqxcJ9+/j8118Z2LgxWkmiUb16WO123t2yhZ133cX0efPQRUVVeTZBEKqGLSWFhevXs3jkSKWjVH/5Mi4GJ9IzCgnwd1c6zRU988L3zHysP1Ke0kku1TI4iE2z1hL3RcVsWVaUW8THQz6m7wN9ef3u13FRuVTI8wrVlyi+3oI0RxqvP/06d398t9JRBEGoAC0GtGDDBxuY9udO3vVto3QcoTKpQJYdODtrlU5S5fLVEnabHYPHtQdKNBoNvV/oTe8XegNgKbFwdO1Rjq07xrKvd/Lp//2E3WJHJalw9XbBAbj5GEno3JCRI9oQ5W3EzSaLNxpCnZKUXoJGJ4oBQt2lczagczaAwq233x6YSONGjRXNIFScnbvPMnT0Z9x9bw+ix75PnmwAMfFLuCYVDsC3fiRPfrPu70d/ff91Hp78DKPbd+LVVs3Q2q0Vcrcv9u7lhyNH2P7dd/h17YpKpWLiXXexYsMGZvz6KyrdpZ12VAYD9X18sNjtqFQqNp05w8/vvIM6IKBC8tyo7gkJPL5iBb4uLpzJzeXXBQtwaXRj+9YHxcWRVlhYyQmvTKtWM6Z16ysem9KjB5/s2MHdgwfz8qhRBDdogM7dHVmjwbVz56oNKghCpdm2aBHNAgPRacSIw3Vd3JWkuo5/ybJMZqaJtnFhcFjpNJca3649T638kaa2ARXSevjA8gMMeHAA0++eXgHphJpA/IS6BTmWHJxcnPAJ81E6iiAIFST9RDqdB98O2UonESrTEadsLBY76zYeJ7ZR1Q5yKO1gUk652uTr9Dqa9m16yYpZKGtZfHb3WSS1xIWDF9i36hAr5m7BZrGh0WkwehvRG3QYjE5ExATQtkMUndtG4K/VYLQ7qL6NbwTh5h0+morB3VPpGIJQ5xUX5pPYPAi4oHQUoQKMefhLXnn3eazNHsMsi3cOQvnd/vhkGrbtxqfjhpEX1ojZnhrUDvn6F17D7G3byJdlVq1fj/Zfe5D2fv11elsslxVeAVRaLTPnzGHsiBEUlJZyOjsbh0aDSl217RZHzJrFsPHjyT57Fjd/f/QXWyDfCKf4eILc3DiRlUWUT/UaE3s4IYH2YWFM//ZbsoqKsMkyptJSnunZkzseewznli2VjigIwi364/BhWov24jdGp8Jul/Fwr75dmoyuThjzqt97vHZhYeSai/H6s5CsJrfeejjlSAp3PHBHBSQTagpRfL0Fm3dvJqRZiNIxBEGoABazhbfav4VviDd9TN6I6fS1mASPfrGUnt1jeOzBDkqnqXK//PwHQY0rrp2ZRqehQdsGAEQkRNDhX1/T/LR80o+nY8oyUZhRyLk953h/2s+8diEXh+xAb9QTGOlLo+YhdO7aiI6t6+Mlg7Ps4NbnFApC1Tt9Kh1X73pKxxCEOs8hywR62JWOIVSA1LR8rFY7Uov7kUXhVagAwU3jiUrswtLP3uXuz5fQ9si2cj9XdlERm8+c4afNm9H4XbriX6VWg/PV94J3j4tj0S+/sHjmTJqcPk2xfGtF4PJQabVoIiLw+9detDdKMhh4tG9fPvr5Z2bdUf0Gkhv7+fF+//5/f5xXXMzcXbv4aOhQHurUiTtHjeLgmjVkZGZyOCWF8dOno4+LUzCxIAg3yuFwkJebi58Cbc9rJKsDSVLx3w/W8+S4LkqnuYwkSXh7urAnK5V2BF//gioW5+/Pvrc3ETL/1l/rwhPCWbpiKT1ie+Ch8qiAdEJ1J4qv5SQ7ZFYsW0Hzoc2VjiIIQgXIT80nPzWfrS8/hC5XFF5rNRnu7R7P3F93IEl1bxBv347TRLSNrJJ7ufu7436NPUXSj6VzZO0RTm87zZbnvqMw0wQqcK/nRlBUPRo1CSIhMYK2LUPwUkm42B1U7XoAQbg5F5IycfOrW6vpBaG6kWUZVCpc1GalowgVoGuf93jwyWEUy1cvYgnCzUg/eYRjW9fw8objeB3bcUvP9fWBAzwwYMBlhdcbpQ0KYtQ77zBy5kyogb+XtHrwQUzLl7PpzBk6hocrHeeaPJydebZjR+6Pj2f+nj0MeOQRHICXwYCHXs/L48bx5tdfoxEr6QSh2svcsoVf9+/ngVGjlI5SM1hg5aSx9HtzHqH1vRhwRzOlE10mwN+NA8mptPOtfsXXp9u1Y9SiRXzYMJiSSbdWB2oxqAXz7p1H576d2b9qfwUlFKozUXwtpyPFRzh74Cx3vnmn0lEEQagAB348QEBkPTxE4bVOGNuwJa9+/ovSMaqcDJw/mkavKdXjtcuvoR9+Df3o8tg/sy9tNhunt53m5NaTHNyXxG/f76Ew04TD4UCr1+Ib4kX9hn7ENQ+h7W2RxNb3xt0BLmK1rFANpKdm4xEpJuYJgpJWvDGBeqFhuKuV2YtQqFh2uwP/xvEUKR1EqDWCGjUlOLYZiyc9xIO9upX7eUqsVlYfP86E99+/5UxV3W64omhCQvhw2jTueeYZTmRlcVtoKCkFBXg6O9PE379a7sXo4ezM0+3b83T79pc8/sb69TwzbBjTP/wQfbPqV5gQBKGMXFDA8889x/OdOuFUDX/GVFdR+Z70bhfDtt9PV8vi6x9HUlnw4HBIVjrJ5bpERhLh5cWXSzYw9BaLr5IkYfAw8NDzD1VQOqG6Ez+lyunkhZN41/dGpRJDvYJQ08myzMrXVrLwrcchXek0QpUocODu7szqNX/Ss/uN721UXS3+fi+rVv/B/E/uueZ5RZKK4rxiAuMqru1wRdNoNER3jCa6Y/Rlx3KTczmx6QRndp3h5xUH+PK9tZQWlgKgd9PjH+5Dg9gAWrYJp+NtkQS56nGzy+jEnAqhimSlpdOwx+Xfu4IgVI0tCz/mz02/sv33N5BUuUrHEW7Rth2n0TlpUEX0EDuCCBXq/o+XMbNfK6b0GcIMUss1gW/xoUOM7NIFp6ioCs9Xk3j36cMiDw8WvvsuXT79lCgfHzqEh7P6xAkmdal+7S2v5sUuXfh81y6GDB/Oi0OG0Pa115SOJAjC/3BYLHw5YQKuGg3twsKUjlPj3N60IZO//FnpGJc5cjQVrU6Nd/7le6RXF9P79OHexYu5u8hOqUv5J0xlnsrkxOYTtJjeogLTCdWZKL6WU5BfEMUFxUrHEAThFp3ecZofXl5B/cbBdMkwKh1HqCrFDhqG1ePYyfQaW3xNTctn0Xd7uJCSx7pNx0m+kMsnczfz8P1X38c2GxlU1Nh2y57BnrQZ2YY2I9tc8rgsy6QfT+f4huOc3XWWue+tZebEJchWGZWkIrZ9JHePbc9tLULxVqtxtcuifbFQKUz5BXjXr5q23oIgXEqWZdZ9Notla94l2JCpdByhArw16zc6dG2NyXH1LQwEoTxyU8+DJOEUEoHlbDZONstNP8cPR46wbMmSSkhX87i2bcsjbdvyQGoqhevW8dL77+NVA/diHBsfj7NWy9KNG2mrdBhBEP7msFqxnjrF+nnzWLxxI/OHDlU6Uo3Uyz2ScfnVa1uOM2ey6DvoI2Y+1g+psPoucAswGtFKErL61jJu/Hgj97x9D82NoltWXSGKr+W0ZusaQpuHKh1DEIRbYCmx8EH/D4jv0YSX23VGylY6kVCVjp3JYObMwUrHKLde/T8gKsKX/IJi3I163pg6iqffWc6Jk5nMfHPQFa/ZuPPsNfdgrakkSSKgUQABjQLo9EinS45ZSix8/+wS3nj+ewozC8EBaq0anxAvwmP8adoilA4domkU7ImrXcYg2hcL5WSVNZSaCvENbaB0FEGok5b/3zMENogmPlC8oavpcnLNDL/3cwoKS7nrv++TL1a9ChXInJ/Lu4Pb4eLpTWz9cJxObr3p58guKsLTYMAlNrYSElZ/sixj2b+fnUuWUFxSgizLWEtL+W7HDtIKCxndsiX9a+jX5sPff+eH555TOoYgCBfJ+fnMe/ZZ5qxeTbC7O58MGlQtW5rXCIUOosJ9mfb2al54tqfSaQCYOHk5I/q1ZLBTTLXuciIDqYWFuO3JJbudd7mfx1JkIT4sHrVKLAeoK8RPq3IodhTz7cffMvKDkUpHEQThFmybt43QmCCWxvQShdc6yMWgIz29gPohXpcdu5Cax7oNx1j47W6aNg5k2mv9b3i16Mz31vDp51txNToxe9Yw2iZEVHR0AIKDPAjx92TJ7SNArYJiB3snP0XM5Bm8/sod6PWXt2z5fespAmICKiVPdaXT6xjxP6/XpiwTx9Yf49T2U6xcuo/5s37DUlS24sHZXY9/mA9RTYJo2TqM9okRon2xcEOKZGdkh4xGV33bJQlCbXRq52aWTHkSFw8PVi1/ErWqQOlIwi1q0/EtunRuTJfJX5Hv8FQ6jlDLGNw96fvMa+z58RvC086U6zk2nTlDh+bNUWm1FZyu+rOcOsWMceNYffw4LQMD8XR2RpIkSqxWnm7XjgY+PkpHvCXPdujAa4sW8fGgQWjDw5WOIwh1msNiYfp995GSns5PY8agqaH7Y1cbDlhw9zASXplN49gA+vVuonQidu87x5cjhkKK0kmuLdLbmygfH/74di8B7Xrc9PVH1hxh59c7Meea6RZd/v3mhZpHFF/LQY+eFp1acPr307QYIHp0C0JNtX/5fronxCGJgkqd1DgigAULd9Cmddglj+/Zd57BI+cQ1yiAwbc14ccdh2ma8Aa3tQmnY/sGjB6RcMXnW77yAE8+9x2SSsWud57mqwP7eHrCEnZumljh2ZevPMDhP1OZMagvmOGvKYKGbDXxTUOZ/dFGJoy//A3h4T3niOnXtMLz1DRGHyOthrai1dBWlzwuyzJpR9M4tuEYZ3edZc87vzE9Ja+sfbFahXeIF6FR9YhtFkxCQgQtYwNwd4DR7hBtjAXMsrPSEQShzlk75222f/sZ/3nnBcZ00+IkicJrbWC3y9z+ygIybaLwKlSONkPGsObjt7DY7OW6ftnhw7w/c2YFp6r+bOnpvP7wwzgcDpaNHo26hm5lci0DGjdmf0oKS6dO5a5585SOIwh1li0piV8+/JA9J08yZ9AgVCrRn6oi+OUZmDthOJPe/KlaFF+NRidOFuYSR/WfuFNiteLuefPb1R1ceZCDKw4yeepkwvzCcFfVvm50wtWJ4ms5qFQqohtGs+/oPqWjCIJwC1IOpzDinuFwVukkghLe792Pxq/OYvnKAwy4oxkA36/Yx3OTljL/uRF0tpe1ln9wQEuWFRzlyIUMps/6jVffWEXrFqF89fm9lJTYMBr1AHzz7W4m3teNx2MS4LzMw2GtWaY7SFDUizjpNLw7fQgBF1v+ZmUX0rtnHD/8dBCrzY7ZbKFntxj86rldN/fBPy7w9IQl/Pafh4gq/J9BSTU4OWtZtfrwZcVXGbhwIoOhveNu8StXe0mSRGBsIIGxgZcdMxeYOb7+OGd2nmHzhuMs/Xwr5lxzWRtjnZp6Yd6ERtajQUwArVrXp3WTQDxVaox2WbzZqiMKLVpUomm1IFQJS0kJC54cTk7yWVatfZNmfvmAVelYQgXIyjbh7KwjWxRehUqk05e9fz/lG0LnY7/f1LVbz54lyNuboC5dbuh8a2oqKq0WlUrF2V9+YeqsWbz8yec0aN3spnMrRZZlDkyfzg/r1nEmJ4fZd95Zqwsh4267jaELF+L/zDO0e/ZZNEFBSkcShDrFfPw4IwcNwqjTMatv31r980YJTQP9OXOuerT/czhAo6kZE3mKrFZ8Qr242V1zt3y+hfkL59PCVSzgq4vEeGA5nU8+j4u3i9IxBEEoJ4vZgsPhICJLoqwsJdQ1+lw1q158gF4T57D/QDL/mdSb6bN+47/jB/1deAWgBAbqGjEwvBEvPdMJ2QO6vPMpgQ1eQqfVsGrZYzSNC+LAHxd49Y4ekFb2/WTI17Dp7oewBMLO7AsMGvc5vj5GUlILcDHo0OnUODtrCfb3oNhi5cNPN7F9/YS/byvLMmaz5e/i7l9emvIDz9/T7fLCK4AdPujXn4TXZvPz6j/o3fOfQmuBWqLUXIpvuG/FfiHrCIObgeb9m9O8f/PLjhVkFHDktyMk7U9iy6bjrFiwDVNuEcggaSU8AzwIivClUVwgbRIjaNMsSBRma6GjJ3PRG12VjiEItZ45P5e3B91G627dWLvkbjx1+UpHEirQ0h/2E9kgEFn0lBAq0bZFn6F3c8fPVnLT1246e5Y+nTohOV+/44XD4eCxAQM4lJqKm5MTRzMzScrPp+2PvxLcogl6dc0YcD48fTrPzJnD/fHxjEtMrPWFEF+jke9GjWLgl18yw26n13vvKR1JEOqUnz77jOb+/ozv0EHpKLWSudiKTqempMRyxe2qqlJWlglvgwvkKhrjhnQMD2fBrJUMHx2FXXfjr98Ou4Nwo2hjX1eJMb9ysDvspJ1No16LekpHEQShnHYs3EFwdADOJlF4rcsamjzZ9cqTdH37E/z83OjUIYpf9hyjX8uoK19Q6EAqhLUP3E+ewcq+tBTuHPoxQUEehId60cj8P/vHWkB3FtoTRNqH/0HKAaSyPyUedvTpEpQCnhIRU6Zhs9nIyy/h2ReWsmvvOYqKSnF3c+b+e2/j951nGfdwR0KCPTlwNgW8rxzRI1tH6yahbNx08pLia5rFhlRDBnhqGrd6biSOSiRxVOJlx8wFZk5uPlnWxnjveX5evIvCTFPZilmtGq9gD+pH+9O4eTCtW4fRMjYAN4dKFGZroMN/pmD0EpMbBKGybZz/X2LbtGHZe4moVUVKxxEqWEFBCXpn/fVPFIRy2rvyW377aBpPLdpIs1O7b+pah8PB+dxcuMF2u47CQs7n5jJ3yBB8DAY+2L6dkOD6OPrfjVaqGQXMpK++Ytwnn/DBgAGEengoHafK+BqNzLrjDlbt2UPPkhIkvfi5JAhVpUGjRmzZtk3pGLVWfZMr3ds1JLHLTH5f/5yiBVitTo2ppBRfnK56zqPLlvHNgQO80q3bJQX5lX/+yd3ffkvelClsPnOGfgsWcPb55/H4n8lRTd55h0cTE3nstttuKevcwYOJmTWLz2OmMahfW4JfbEd+vWvv/W6z2FDr1Bi5+XbFQu0gxvXKwYqVo7uO0mG8mIEjCDXVvqV76dwmRukYQjXgk69n8t09ePXjX3HW67ijfex1r9HkSfjkOdGDcPa/Pp73D/7OizEd4BpbzUnJl24urC/416BNnsxtLcMJavASHh4G7ujUmNfu68XgwMbsKrrAa8vWEB7kzcNPfoNOpyEry8TXjcMZqb/CHh0qOHQshWee6XbJw+u3nsQzqO4MmFQXBjcDTfs2pWnfy/faNeWYOLHpBKd/P82GNX/y3ZzNmPPKWhlLGgmPem4EhPsQGeNP8xb1SWwdhr+LDle7AyeHQzS4rWbOnk7D3S9A6RiCUOud3LmJLnd0R60SE+hqo/Awb1at/lPpGEItdmzrWuK696Nv1mlCMpNv6tpdycm4ubjQ5/nnb+h8lZMTLjodGklCI0msOXmSRye+xfDmAahryOrRBQsX8kTbtnWq8PqX+OBgZm3ezOHZs2kyYcL1LxAE4ZbJZjOrfviBBt5XmW0u3LpiBwu6DWFI8UJen/YLr0+5U5EYixbvRqtR44fhuufqNRre3bqV+1q3vqy4WlUkSWLNAw/w6po1vDpnKX03H6HbjkeRNVd/PbdZbDgcDixY0IgyXJ0k/tbLIcuRha3Uhs5F2aX5giCUX/IfF7hr1FA4p3QSoToY5h7L3s4X8DMaGR/VFooc17/oIo9sHZODOl6z8HpdDvjyzqFcGFpESKHxn/tnycQTwA+9Rpd93LoPb57azOfLd5CSVwj+V36uZ+7qxKARn/L1/PtolxgJwN5dZ/BvJApD1YnRy0iLAS1oMeDyvT/MBWbO7jjL2d1nOXboApt/OczrqfnYbXZUKhUuXi4EhPvQIDaAlq3DaNsmnEBXPa52Gf2Nf/sKFSglKQOPgDClYwhCrdf/henMf3IET90zg2jvPKXjCBXMz9eVpKRsita/hW9oODtW/Uj7R14jXxumdDShlqjfNJ7ti+ciDxry92PjVv7E+uQUVox/jqjiK7cyt9hsTF27lq8+/BDJ5ca3oDJbLKQWFHAhPx83vZ56DcJrzKpXuaSEfUlJ3NP88m03aiu7LDNv925KbDbGtGrFo4mJLFy1ijfGjUMyXL9AIAhC+ViTkzmxYQMffvIJVquVt3r1UjpS7VbsIK+gmBYtQhSL8NLUH9n41jgMKdcvT3WKiOBMTg6zNm9mas+eVZDuykI8PPhsyBCS8vJo9t57qDrN4Z6Zwzmf6ApXmFSlN+rxqe/DpC8n8d49ooV9XSSKr+WgU+lwcnFC63TtpeWCIFRPFrMFh91BdI4Gsd+rAEApTIvuUfb/N1F4rUhSLoTgAlzj/qUwKbgDk5662HnBfuXTxrg2J2dEMeMnfs/vG55DkiROHk6lQU+x2rumMLgZiO0RS2yPy1di22w2kvclc3LrSc7vT2LX26uZlpKHbJVBAp9Qb1q0i6RVfDhtE8IJcnfGaHfgLIvVspUpMz2Lxs27Kh1DEGq90CatSBh8D3cOmMHO9U/jphGth2uT9m0bMHJYa379+juys02Eh/vwSt8uTJ7/KebAHkrHE2qBNZ9Mp8/4V3EuNQMwY/NmfklOIbbnALrPmsHm/7xOaOb5y67bm5LCbQ0aUL937xu+l8rJiWeemsDUWdPYl5LChxP/g7tL9W1fa967F0mrRd/kYncdnQ5nrZZSm03ZYFVo4qpVxAYE4G80MmrRaw+FeQAAIABJREFUInpERfHtgQMMmDaNxKlTlY4nCLXSyaVLeeC554j29eWORo3oFBGhdKS6QaWitFS5n+/eXi6cy8y5OA52bWqVipe7dePB77/n4YQEgtzdqyDh1YV4eHB64kSGf/MN/To9z+C4OIZ/O5aMqMtX5UZ3jqbkws3vMS/UDqL4Wg7eeBMQHcCFQxcIahKkdBxBEG7SrkW7CIish6FQFF6FGuoqRdd/ezoykcXr97NoyR5GDIsn9XQmfTr0r/xsQqXTaDSExYcRFh922TFLiYVDPx7i0M+H2PvuGmak5GG3lH3D6N301Av1on6UH7FNg0hoE06jMG/cHGC0O1BX8edR2+RnZeMXHq10DEGoE25/fDKndm7m8df3sOCVRleaaC7UYK9OvuOSj5+d9D2/zZlNu1dE8VW4NTabjeKCPJa+9gw/arVotFockponv1mPR0Awv383j+0N4y8rvjocDt7ZsoWPpk+/ofvk5eWxe89e5i3+niF3j+GNl6fS+9EHsLXrTRu/6rd6UjabsaenM2r0aDSSxDe//oomMBBJkoj08eFwejr1jHVjv7qjmZl88O67aOPj6bt0Kds3bqRnXt61pscKgnCLVq1YwQNt2tAvRkwWryqyN5w6m8mgO5spliE3z4yXtwuk3dj5/WJiaOLvz5sbNvB+/yuPbTWeNeuyx8xW663EvCoPZ2d+GTuWg6mpjPzmG9yeX07rpSMuO+/I6iM88dQTlZJBqP5E8bUc1Co1/Qf356dFP4niqyDUQHuX7qFzYmOlYwhCpZLMKqJCfLmQkkeJpKIoz0xQU/GaVdvp9DpaDW1Fq6GtLnlclmXSjqZxevtpkvYn8eOSvSx4Zw0lhSXgALVWjWegO4HhvkTHBdK8RQhtWtTH10mDi92BXuwxe002h4S5IJ96UWLAQBCqypjZi5hxZzzHnnqXRp7ZSscRKlHXTg15euIS+tqTyFMr1x5PqPk0Gg1TNp9m7Zy36frAM+iNrnDxHc6RDT/j4u6Jk3z5LMdzeXkEeXgQ1rfvde/hcDiIjokloFkiHe8ZxwuTJrFw6Q/8sqkllqAQpGo2W0S2WHhj4ED2JCfj6uTE8awsbCdPogkMBODOjh2Zu2oVXSIjFU5aNWLq1ePjGTN4avly/IcPZ+Dw4QxUOpQg1GIOu53tBw8ytXt3paPUKalaMxqNGr1euS0VWzQNZuL8lazse88NLTAAmNK9O3cuWMDjt912xeOrxo7FVXfp53TH/Pm3mPTamgYEEB8SQkmx5YrHs85m0bZh20rNIFRfovhaTne1v4vl3y1n9dur6fmscr3GBUG4eUkHkhkxfIjY71Wo9R7pmsjI6V9RpC5b0yhJksKJBKVIkkRgbCCBsYFXPG7KMXFq6ynO7TnHvr3n+W3pXgrSC3DYy+b5O3s44xvsSWhUPWLigmjVqj5Nourh6lDhIsvo6vhyALPdgGy3ozfUjVUhglAdGNw9CWuRwNsfbmPOSw2VjiNUor694liybB+/vvk4bScvxS56NQi3wMnFlT5PT7ns8eVvTGDk9Lk0O33gsmOf7txJ7w4dUGmuPYRmt9sZOeZ+2ox6jPajHuHcgV0YvXzIt8h0i6+eE7TSvvuOtSdP0j82loX79jHp9tvRtWnz9/GGrVtz+ssvFUxYtVQqFS0aNFA6hiDUGfbUVLJMpjqzur46cXL65zXt1OlM/Oq5YjRWXWv8rz4fQ6MWU+EuFeTf2IBCu7AwujVowNS1axl5hf3I63t44OF8aetfdRWMg3kZDJy/kHPFY5JaQk/13XJAqFyi+FpOvmpfFv13EZ37dKbtmLYYvcWLhCDUBJaSi/u95or9XoXar501mN2vP0WvDxdgU3AvD6H6M3oZadavGc36Xd52SJZlUo+kcmbHGZL2J7Fq+X6+mr2O4vxioGyQysXLQL1gL0Ib+BIVE0CLFqE0beiHKyqKcKBVSbjYZQxy7WxvbJYv39tFEITKlzB4DL/+91VsL8agUYn3dbXZ7LeH0rrDdMwv9KTHW79gc2iVjiTUIqacTOxWK7eFBBO+dfclx/YkJ2O22xk0Zcp1n+fQoUNkaly5fdQjFOZkotXrSTtxBLOt6mapnf/1V3Zv3oy/vz8Jd9+N2sPjmud/tmABDyck8OH27XzywAM0HTcOSf/PILG+dWtcdDrSCwvxc3Wt7PiKa+rvz6nUVDoqHUQQ6giHyVQlxTHhUisOHcbTw8Cixbt57qVllFpsNI4JYMMvT1d9mJtsCPFK9+50+PhjGnh7V06ecmhfvz6zd/wODgf/3g/F4XBgt9qRxfhznSWKr7fAR/Jh8NgBfDbiMx5Y9ABGL1GAFYTqbu93ewmIrIdLgXjhE+oG32xn+tzRjjV7DysdRaihJEkiKC6IoLgrt622WWyc33eec3vOkfpHKquWXSzOFhSDA2ylNtQ6NSpUqHVqPPzc8Av1IjTSl0aNA2neLIToEE+MF1fRah03/fuX4gptTkpHEIQ6KbpdN5ZOfZqPfirliTtEMa42Mxr1HN33HyIa/4eRmmxSrf5KRxJqkR3ff0FgoyYEZqVc8rjD4WDahg189t57SDewKut00gVcfANwAMv/bwLmglzajngIo7ZqCguyycRjTz9N54gIlqelsW/nTsZ98cVVz7eePs2WM2d4qE0bPvr9dxoPGIDG1/eSczS+vrSuX58/MzLqRPG1V3Q0Dy1dSsePPiL84YdF5yBBqGQqZ2fMFgs2ux2NujZO062exjRvxRvz1/DzmiN07hjFF/cOw/+eV9mw+QSdO0RVSQadToNaLYGzBHk32HcYaOznx9AmTfh0585KTHdzukRG8tSPP7Jn8CJ6zhpIdn0nUKlIO5pGYHQgnngqHVFQiCi+3qKmJlfmnM1mStwUDB4G2o5pS9cnu6JTsGe6IAhXt3fJHtpX05ZPglBZ9hw9Q3hihNIxhFpKo9MQkRBBRML1v8cKMgo4t/scyYeSOf9nGvu2n+GjtDxKTaVA2Spag6cB7wB3AsO8CY/yo3FcIC2ahOBndMIgyzjbHdXuDezp84VonQ1KxxCEOkeSJIZPm8O0ifeD6llCgtxpH6vGR1eodDShksiyA7VY5SxUsP2rltDqzuEEZV245PFFBw/SPjaWkNtvv+5zpKamMnf+AvKcygZYZbuNh+asoKmXE23qVVGHDJUKuyxzX6tWZBQV8damTdc83XLmDADOWi3dGzRg4bRpjPnqK6T/aa8c4OlJckFBpcWuTnyNRl7q2pXR06bx5qlTJI4ciTY6+oaK74Ig3DxN/foMat2akYsWITscvN+/P/51YKKH0gwWDQ4cpKUVEB8dgnRGZtzYjjzy5Dc0bxLEoi/ur5IcarVEgVSK203+hv9S164sP1x9Fhh4ODuz+ZFHeOannxgb9zw9msWgUquQw11p2KkJkkpM5KmrVA6H46b7nxQUFODu7k5+fj5ubm6VkavGeG3AAJq4udG6dTQrbCnMWbmRkwfP4e7nRocHO9LhoQ5odNVtiFAQ6q7nQ5/n+/97ktbnxYw6oW5wALGLPmb0Z/fcUHFMEJRks9lI/SOV83vPk3IkhcxTmeQk5WDKNGG3lc2GlTQSrt5GfII8CA7zJrKhP41jA2kaF4iXToPB7sC5itsbv7PMzOcfLeexL36twrsKgvCXTQtmc+DXZZSYCik1m3jhree4v5cRg7pE6WhCBZo4eTkbNp9g/JIt5Nmv3UpVEG6UzWZjaqdInluxkwnbv0e6OER2Ojub51at4qfVq9FHXP099Jq16/hx0+9sXfcbbR58gYCoWLR6Z+Y/OYKJH37F2CZ+VfWpAPB8z55EGI3EBwfz+b59vL958xXPs50/z8xHH0VyOHg4IYFSm42hCxfyf8OH0/6NNy4594m2bbmrWTOa+NedFefJ+fl89PvvHM3IoHejRjy7cqXSkQSh1pILC3GYTMybPBlHXh7DmjZVOlLtp4bP8/bz3uJNfPTIYNpay7pcyUEqAp94nQ0/P0WjhpX/Mz+q6RS2z3gSn3O1ZxFbjtnM+JUrOZKRgYuLnp9O7CBQG6h0LOEWlbceKqqCt8CekcGGP/7gkREj0OXauRs/7u40jLwhGhabzjDv+82sfG0l7v5utL2vHZ0f6ywKsYKgIJvFht1mp1GBDrjxlhaCUJOZ3SRM2UWExYcpHUUQrkuj0RDSPISQ5iFXPcdcYCZpXxJJ+5PIOJbBbz/9wXdzNmPKKcJhd4AEao0a93pu1AvxJDTSl+iG/jRtFkxspC8uqDDIZQXaimpvfOpkKm71Airo2QRBuFkd732Cjvc+AcDZfb8z6+VxzHjJyksznuWh7pdsvSTUUJu2nOCbxbv4YP2vXBCFV6GCqdUaIi3mvwuvhaWlPPXjj8x/991rFl4B3pr9IYZG8SQ8NImQuJZ/P+4dEs5PS76hb+Tj+BmqbhzoP++/z9NjxpBhMvFnair2nBzUXl6XnCPn5fHsiBHoNBpe7NwZgFKbDVNpKfuOHqX9/zyn3eHARVu3WrsHu7vzf7ffjtVuZ+Q33/BUcjKa4GClYwlCrSS5uoKrK+179ODeCRNwcXKiT3Q0KvEGrvLYYaxrc8Y+2Bys/zwsXXDQMKoefx5Lr5Liq4+3kbYTZ3P81QmQUTs6m3gZDCwYNowPt2+nfkyMKLzWcaISeAu2LVxIY39/dP/TksUj08ZDhPBg95HkjdKwOO8MC37Yws/TfsatniudHu1M2/vaitbEglDF9i7di199X1xuYi8BQajpMn3KfmER+xUJtYXBzUDDTg1p2KnhVc8xZZk4t/ccyQeSST2ezqGvdzL37dVl+9ACOMDJ6ISHryv1gj0JDvchqqE/sbEBxEb64CqpcZYd6G9wBW3SuTQ8A0Mr5hMUBOGWhLVIZOLKPZw/sItXHh9O0HfTuKOpWelYwi1a+csf9OjdmgvqxkpHEWoZjUZDVNuuPHPfnTD6Pga7ObFg714e7d+f8DvvvOa1DoeDzMwsBk64CyfDpW1p0078SZ+nX0UrVU3xIH/fPvatW0dC//58tGwZU8aMYVBiIirny1se52/cyLHMTL4dNervxw6mpdE5IoJH3noLAPlim2HJzY0IX19OZGcT4e1dJZ9LdaJVq4n18+OriRMZ8/XXSscRhFqt4ZAhrPP3J37YMN7ZtAkvgwG9RoNGkvhk0CC0Yk/YineFemfnJpH8vPowA+9sVum3/2T2CEaM+RxMN92Ytdpbc/IkX48fr3QMQWGi+FpOcmEhs+fP/3uW4JWoAM90Gw8TwkPdRpA/XMOigjMsWLyZlVNXonfV0/qu1vSZ1AedQRRiBaGy7fluD+3iG1XYSidBqAk2pCXhHuCudAxBqFJGHyONezamcc8rD9LLskzmqUwuHLpA6pFUzp3MYN/vZ8hPzy8r0DoAB6h1alx9jHgHuBMQ6kVYpC+NYgJo2jgIfzdnDLIDvV0mPSWDRt3+d52IIAhKCm0WT+Kwsbz1xnf0/aavWP1ag8myzJr1xxg4ur/SUYRaauS0Ofyx5kfGvfoUkR/MZ9PChTwzY8Z1V10VFhai9fC5rPAKoDe6Ys3Pxktf+Z0x5NxcRowYgSzL7J8yhZSkJF7/+eernr/022/p1fDSSWxLDh2ie4MGaKOiyP3tN56YOJGE+vUZt3QpRmdnzBZLZX8a1dazHTrw5A8/cE9BAVId33pNECqTSqPB0LYtv86fj1u9ehhDQkjato25H3/M5jNn6NqggdIR64TBLZsw5oNvq+RejaL9KCqy8LsjmUSCquSeVcFUWkqRxYJ3YzFpsK4Txddy2vD++7g7ORH+P+1brkZF2YrYRwjhke4jKRimZq2Uyfs/rGdSxCS0ei2BMQF0eaIrTfo0qdzwglBHndt9jrcG3AHnlU4iCFVn89GTBDWpPW9iBaEiSJKEX5QfflF+MOjq55myTCQdSCLlSAoZxzPYvOE4P369E1OWCbu1rIuCw+HAlGWiy8MvVVF6QRBuVJex43mjZxwnTWOJck1XOo5QDhaLje53zCayQSDBA6dQUvsWRgjVRFz3fuz+8Rtuf/QeLMVFPDLuSeat/hlJr7/qNWazGaTLV2KdO7ATSa3G6FM1+70WHj1KsdVKnJ8fvWNiUF2nQJiel0ecr+8ljz3XsSMvr17NCJuNmdOmkRASwsfbt/Pw8ePkFBZedn5d4qbXU2y1Yj15EqeWLa9/gSAI5abS6Qjp0+fvj8MGDuRhvZ6nJ04Uxdcq0tToR/5fHaMqmU6nIdDfvdbtDHciK4vE0FDUAWJrorpOFF/LIX//fl6dM4f5Q4eW+znccuwMxIuBbQeT11/DSWMpi/buZ8WLy5g/dj4+4T50eKADifcmotGIvyZBuFU2mw2bxUbjQj217lVdEK7hyPFkWo9OUDqGINRIRh8jMd1iiOkWc9VzNn+2mW3zdxDaLL4KkwmCcCN0zgbcfP3ZfSibqLZKpxHKIz2zkLPnsxn/zWrSrFcvgglCRbjnna/ISznPircm8XPyeXbmWInXmylNScEQF3fJubIs88iTT9N68L2XPL70tfFknTvFkCn/pV941aySdImMJD4iAqvNxogXXkD1r+1G8jdvZs6MGSTGxdF28mSsZ8+y8eRJhv/P5xPs7o7ZakVOTyfPbKaguJj74+PRBAeTYzLhVb9+lXwu1Zmck6N0BEGoc+S8PFZ+/TVqsY1S1cmS0TtpSE3LJ8C/cruomc0WklPzaORVD9Iq9VZVamdyMrHR0ahEq+w6T1T1blLhoUM8cO+9PNuhA14GQ4U8p0emjdaZalp7tmL6sFZkBKqZf+FPli7YzrKXluER4EGvF3rRamgrsWefIJTTgRUH8A31xpgrCq9C3WHTQOqZDOL6xF3/ZEEQyiX7XDbe9cWMVkGorhwOGZ2TBrApHUUoh6AAd1QqsDnE4JVQ+SRJwis4DJUKnvp2I/5GJ7bMn89/f/iR1xcsIibon85n78z+ACmyBWHN2vDvBdn56Sk89NkPtPVzJtq9araX0tSrx/TffrvisRWffsrZrCzWLFlCj0OH2J2UROeICLxdXC4571hmJpkmE9bDhzmelUXXyEjCQ0ORs7I4mJrKhI4dq+JTqbbqe3qyd+1abuvaVYzLCUIlc9jt7PjoI9avW4fZbKbYbOb96+zBLVQgG8RG+vP9iv08/nCnSr3VvoNJuBn1eBTogNrT3uRgaipT7r9f6RhCNSCKrzdp3ltv4enkRKeIiEp5fskB/hfsvEA0z98eTf5oDfOyjjNv+moWPbkI9wB34nrH0eGhDviG1922L4Jws3Yv2sVt8Q3Ffq9CnVLgo8FmseFeybMVBaEuy03KxTMgVOkYgiBcjcOBRi0GymsqSZJQSxIy4u9QqFox3gbC3HT4P/IIb/YdhN3wT7HSZrOx8LulDH3v20uGirctmoNXcBgxHjo6Brpc/qRVRLbZcOTnYz19ms+2bOHLu+5CLUmsOXGC5zp0oIGPz2XXzN62jY9Gj2b5l1+SYTLhZzRyOjmZfQsWEOrhgV6rVeAzqT6eateOB77+mvWDBuEUL7qdCEJlOrV8OZPeeYe7W7QgW5J4tmvX6+7BLVSsLnENWLfxeKUXX9slRlJkLgWjCsy1p/iaYTLhU4fb9Qv/EMXXm3T3gw8y8L77MJWWYnRyqtR7qQCPDBvjieCpwRFkBKr5Kec8S7fuYVa3WViLrfiEeRPVMZquT3TFM9izUvMIQk12dvc5XpvSC5KVTiIIVeecsxWNVrzUC0Jlyk/JJ6xFsNIxBEG4CofDgVYjVk3WVKlp+ciyA43YNkSoQiqVhFYqG+jX67RERwZdcvyTz+YS0aXfJe19TblZnNq1hYfe/YL4es5Vmvff7Dk5vD16NLuTkrg9JoZG9erh4VyWZ2Dc1bvhXMjPp9nQoZR+9x1FFgv7UlKIDQlh3c6ddI6MrKr41VaQuztuej1ybq7SUQSh1stOT8dUWkqElxdDmjRROk6dNLRZE95ftqVK7mWzy5iMVowZNfv9uizLyA4HGrUarVqN2VKMh9KhBMWJ6aM3yatTJ8b27k3PuXP5I63qmpH/tSL2/uIgfmp5J8cfeZptMyYy9s5OlJzK5Y02bzC12avsXLSzyjIJQk0hyzLWEitNi5WbfSwISlh94jg+4ZfPbBcEoeIUZhXiU79yOqIIgnDrHA4ZtVb82ltTnT6bhV6vpdRRt1fdCVVLpVJRapevevyr75bS8s6Rlzx2cscm/p+9+w6rsv7/OP48k71BNigIOEBlCIRb3DNz5Mr2cGWmaZmW2XBkW/Nbmpo7d7lzVE7ceyuKiqDI3mfdvz/sV9++mhO4D5zP47q6LoNz3/fLgjM+7/vzftdp3p4Wvnb42Mn386o7fJhNZ8/ycmwsN3NzGdey5X2PkSQJK7UaTVgYka1b4+XgQHp+PjVdXNh45gztQkMrIHklIEkoncVSuiCUt9jnn+fnWbOYumMHfyQnyx3HInmU2lKqM2Ay/ftrYVlRoCBTV1zu1ylPCw4dosaUKYROnUrEF1+w/uxZNl/YJXcswQyI7TCPoM877+BhNDL34EGmduwoSwaNXiIgReJ1gng9Moj8Fl2ZV3SRGZM38dMbP+FT25umrzUTc2IFATi25hju/q44ZIo75gXLsu/MJQKjA+WOIQhVWkFmAT6hEYhNWYJgnkxGI7bWonBXWTWKD6a4RIejqoBcoxijIJQ9o17PuT2/cWHvH2Revb3I7x8ejVp59xaXmZmZGLW2KNX/XE6rVr0m22Z9jmLwS+We+V6UdnZolEpi/f2J9fd/oGMUCgUmScKUl8e25cvZlZLCl127YmdrS5CrKxpV5d6NVBZyiovRqtWoAsVnK0EobwobG3zatWORmxtdn36apjVqiLbDFS3bhJurHQcOXSE2pnq5XsrdzY6jt9IJpGa5Xqc85JWUMGzNGrZfusT380ZQ2tKHvB9PcEsqYdHpvfSXjKgU4jXUkomq3CPQ+vkR1aMHeSUlckf5i0OOkcG66hzt9TK7p4ymXUJ9tkzdzEjvkUxKmMSWr7agK9HJHVMQZHFgyX7iYsS8V8HyXDifSu3WteWOIQhVmslgQmsjdpgLgrkyGY1YWYl7jiszZ0dbcs7vlzuGUAWd3LaOOUOeJvNKMnE9nmPQ9MW8P3s5w99+l3hP27se89k306nbsfcdXz+3exu2Tq4cy5R3nUgdGopapaJEr3+o4+y1Wi6vXMmagwfxd3KiU+PGjFq5kuGNG5dT0srl9+RkWteujdrTU+4ogmAxHKOjaVqnDr+ePy93FIvUsE4Aq9ccK/frDHmtOS+NW0yWV+WqW6Tm5hL+xRdoXGyYtn8C2d38KXJSoX69Pl7D4kg9l8qJghNyxxRkJoqvj+jArl3U9fKSO8YdVCYIvGriQ9sIDnd7gUOT36F/+0ac+eU4Y2qM4d2Qd1k2Yhm56blyRxWECpO89xL94qLkjiEIFarURkF2ei6hzUWbMEEobya9tdwRBEH4F5LJJIqvlVxISDX+WLpQ7hhCFVOcn8ve5XN5ZcYyRo0YztgOsQyNcKNPiBMdAh3wsr3788avW3/Dt3a9O75+8rf19H3/M1r6yjvqRuXqSpCrKyk5OQ91XIdatdi8bRuXsrKo4+nJyfPnaR4UhL9oswvc3t3k5ugodwxBsCgKpZLXhg1j4eHDckexSB3q1WLP3vJv+/zCgCeoVs2BU7k3y/1aZWnuwYM0Dg+h5bYXyQ21v+P7cX3imP7jdCRJkiGdYC5E8fURHTlyhEgfH7lj3NP/z4kdqQxhZ8s+nB43mi9G9keXksvHDT9mdMBofug7i+QKeCIVBLmYTCZ0xTrql9z5QigIVVmuuxqTyYTWWit3FEGosv5/Bo5kEMVXQTBXksmElVa0+6qspn61hWPHU2nx2ji5owhVTEHWLVx8A2nq50BTHztcrVX3bGuZn59Pw0ZNMDp6sPHrD//xPV1xEWqNlryMG/9atK1IBaWlOFhZPdQxIe7u/LBvH0fS0nCysuLMtWs4WYv3N/8v0MWF5PR0uWMIgsXxbtwYlUpFZmGh3FEsTmL1IK5df7gbeR5VfMPqrNp3vEKu9bi+2bWL11at5KejR3F0sYN/ee8Q3TOa7Su3cyy//HcPC+ZLFF8fUWhoKBcyM+WO8VAcso10ueXCmshOnBsxkqUfDcHf3oG5z81lhNcIPor5iDUfriHvZp7cUQWhzJzceBJXHxccb4lhfIJlOWbIwcru4RZdBEF4OJkpmVjZWSEZxU0OgmCuJCTU4lNvpZRyNYvp323nw1VryHW4c6ehIDwOj8Bgbl48w/lb917Qv379Ou269aRpu05EPjeSWykXUGn+ft3PvXGdecOfIfHVUdQM9DOLuYR2Wi2Fuodr31jf25tfX3yRk8OHE+Hlxa2CAl6IiSmnhJVPAx8fDly5grGSrQMKQmWnsLGhQ0ICmy5ckDuKxbHOVd2eB/7nDcfladsf5xjSvFG5X+dxvbVhPXMPH8K+hitN4usSP6Llvz5WpVHR/u32DH1jKLmmvzuQFkqFrDi3gjRjWkVEFmQm/y15lVRRURFWqsp7B7V1oYm4Qg1xgc0w1mhGho+KVRmXWLX9IB/P/BiAsGahtHqzNQGRATKnFYRHt2/xPmJjQsW8V8HibDp1Bp/a3nLHEIQqLfVYKvZuDiBeZQTBbClQoFSIdl+VkZOjNSaTiRtHfkWTUAfxXCuUpSvHD+LiG4hedfdlsd179jD8nXHoVVrinx1GjG8A9q4evDp7LWq15q/H7V0+l1avjeLJxKa09pO/25IxM5O0/HzcbO8+s/ZeVEolKqWSoY3MfwG8ojlZW1Oi12PKykLl5iZ3HEGwKJ169WLg66/Tt359uaNYlnwJTw9Htu+6SPMmIeV6Ka1WzS1jETUw7/buy44eY84fH3AjyumBHl+rZS1ObznNhNUTmNBtArbYMmbeGOaPnU/fz/oyqNNpg5woAAAgAElEQVQg6tjWKefUgpzEPcCPyMPVlYyiIrljlAmVCbyuGRlYGsCvcd04O3wESz8agreVHTN7f88IrxF81e5Lzv52Vu6ogvDQLu65SG8x71WwQIdOXya4cU25YwhClXbj3A0cPcUCnCCYMwkJBaL4Whk5O9ny65qhfP7uF7ioK6btnWAZivNz2TxjEo37v0Yz7ztntKampjJk9Lu0n/A9vabOIyAiGntXDwDUGu1fLQZvXUnm0qE91AhvQFt/e1RK+W4QKNq1ixm9ejG8SxccraxwfYTiq3B/CjH3VRAqXLWoKAp1OjE7UwYNa/mxftOJcr/O8MEt6DhqJnib90Y3JxtrMo/feKhjGnRtwJov15DYL5Eph6ew9ru1DPllCKs/Ws2b494UP9dVnNj5+ohWbdzIi9HRcscoF9ZFJuKKNMTVaI6xZnNSfGD60YMsHrKI/MwC/Ov50eTVpkR2i0SpFPV7wXyZTCZ0hTpiDE6AQe44glBhJCD92i1aNG4rdxRBqNJuJd/CxddL7hiCINzD7Z2v5d8uTSgftrZa7OysyDWIgodQdn6eNJrEV0YSExlJkKPmju+Pem88TQa/h7XDvX/u/pjzFd3f/5Km/i6ytRsuPnSIeZMmseTgQdqFhtI9PJx6XuK9SblQKDClp4Onp9xJBMGiKJyd8XVxITUvDz+nB9txKJSNdvXCmLTqt3K/jqubPR7u9pBtniPjSvR6Xl65kvT8Apb9ZxPdng194GNrxNVgxLYRXNh1ga0LttL05ab4RvhSs3FN/Ov4l2NqwRyI4usjcrGzI6ekRO4Y5U5lhKCr8JlrNFOeieayr4JZJ4+wftImFg1ahHsNdxLfSCSmV4woxApm58zWMzh7OeGUIQqvgmUptVWSd6uA6jHV5Y4iCFVa1rVswpqIOYSCYM4kJJRi52ul5eRgQ3GxDltlMQUm+Vu6CpWfUa+nOC+H6PgE+oc63VE0PX36NBfTblE/NJz73bZRmJ2Jl68/8Z425Rf4HkwFBQwbOJBgV1cW9+mDjebOQrJQdpQKBVTi8WOCUFkpFApCAwO5mJkpiq8VLDEgmNfTVpfrNbb+dpY3Ry/nue7xYKallv5Lf0Jpo2H82H7Yt63xSOeo2agmNRv93Z0u83ImS6YvMYtZ8UL5EcXXRyDp9aTl5hLg7Cx3lAqlMkLwFYmJDvX55Mn6ZHirmHP9NIs/28KSYUvwDvOi+eAWRPeMFoVYwSzsXbiXGDHvVbBAuR5qJElCrRUv84JQnnLTcvCqWb7zbwRBeDwKFCjvW0IRzJWjozVOjjbk75uPImag3HGEKuDi/h0ERzeirovV7WLaf5EkiYHDR9L89Y/v+6xh0JUC4OVoK9vCqSk7mys5OXzaoYMs17c0JkkCo3nuyhKEqs7J0ZG8wkK5Y1gcbfbt9X2DwYBaXT7rS/1emMPCqQNIzA0wy6aFJpOJg9dSmXX4EzKCH/9mqxvnbjD/lfl4hnnihhhhVNWJCtkjMOXmcis/36LvtlEA1dKMjFaEcqjbCxycMoYnW8SwZepm3vJ+i09iP+G3b3/DoDPDZ03BYlzYdYHe8WLeq2B5DpdmYu1gLXcMQajyCm4V4FmzjtwxBEG4D9F2uHILC/Uk9eJFuWPIYu/yubzfuDpGw9+fq0uLCng31pvvXuj0j8deOrSHd6I8yEi5yOSOUexc+J+Kjmv2SgsL+H32l9Rr9xRhzto7vr923XpsqtfB2dvvvue6eekcnsFhBDveeZ6KovTwoJqdHcmZmbJlsCR2Gg1pBw7IHUMQLI4kSaRcvYqPg4PcUSxPoUQ1dwd2J10qt0vERAVw9Ng1syq8pmRn8+kff9Bu9mxCpk4lpnoAt6o/3hqbyWhix8wdLBqyiNg+sUz6aBIahehYUdWJLTGPQCotFVvC/4tSAu9rBsZp6/ButzpkeKtYnH6en5YlsXbCWuzd7InrG0fLYS2xthfFAKFimEwmSvJLiJNcMKtXcEGoAFtPncM7TMx6EoTyZtQbsXXwxlAgdxJBEP6VQoFCtB2utIqKdOzem0znoW+RJ3cYGQTFNEZXVEjqqSME1IsB4PLhJBzcqnHt1BF0xUVobWwBSD64G0cPLzwCg+WMbNb++PEbmj0/jITaNXCzvnM5bOIXX9P2g+8e6FzHN/9CWOPWeNnKt6ymtLZmSOfOfPbLL0x/8knZclgKD3t7crOy5I4hCFWeJElIhYUo7e0xZGYy/513SLpwgVHx8XJHs0gNQn3ZuPk0TRuXT8eniLq+nLp6E3zL5fT3ZTKZ2HPlCitOnGB3SgoZhYVYa9SE1/Cldfd4RvSKpKC2I6WqR68FJScls+aDNUS0iWDa/Gm08GmBSiHa2FsCUXx9BNkXLmBdTlvtKzulBJ7XjbxBEMNaBZHbR83aklRmb9zB2GnbsHGyoWGvhrR6sxW2zrZyxxWqsPM7zuNUzRGnm6LwKlieI+dSCG5S8/4PFAThsUkGcWOZIJg1SRLF10qsqFiHWqVEUz3BIu+n9KheE0cPL5IP7vqr+Jp8YDe1m7Uj+cAurhzbT824ZgBcOrCLoJjGcsY1e6mnjtB16Dt0DLj77imNjS0K6f7PFyajkWunjtBt2LsEOMi7ayVqyBD0q1aRkp1NoIuLrFmqurS8PPyDguSOIQhV2rmVK/nmyy+5ePMmsSEhJJ07R4yfH8v79UMtZi7Lom14KF+t31Fu51+78TgTXmhfbuf/X0U6HatOnGDtubMcu55GicGAh70dDcKDGPRuD3zah5LtZ4VRe7th7OP0lijKKeL36b9zMekis5bMIt41HqVCNKK1JKKC+AhWL1xIy5piUft+FIBzhoH+eNK/UQ/yOqvYJN3k+w1/8H6d99HaaonuGU2bEW2wd7eXO65Qxeydv5eo6JooxVqbYGFMCki5kE7bj7vIHUUQqjST6XYbU5MovgqC2RNthysvd7fbnxOtFDqZk8inRkwjkvfvpPnzwwBIPrCTps8OQZIkLu7fSc24Zhj0Oq4cP0DnUZ/InNa8KVVqfOw0qJR37l45cPAgBqUGK3uH+96ukXJkL9UbxNHA3QaVzF3R1B4edI6K4reLF3kuJkbWLFWZ0WTCVqsl5fx5RIlbEMrHtc2beXnkSCa0bk31hARO3LjBC+HhOFmLz1tyalMjmBHXfim380smCKvmAbfK5/xnMzJYdvw4f1xK5nJWNgBB1dyIia9F/8m9UMZUI9dDDX++npdljH0L95F6MpXJ8yaT4JZQhmcWKgtRfH1IhuvXWbR1K4v79JE7SqXjmGWkJ270jH+KgrYqtmlu8e3G7XxQ/wPUVmoi2kfQdlRb3ALFsGnh8Z3feZ7P3+wPGXInEYSKVeisoji3GL96959VJQjCo8u+mo3WVotksJI7iiAI9yF2vlZuJpOESmGUO4ZsgqIbse6zsRgNBgylJVw/e5waUU8gGY3sXjITgKvHDqAvKSZY7Hz9V7k30zDoSrlL3ZXCwkKmfDmN6L4D7/tsYTQY2LnoO9oPe59QZ/N4D1AjIICjyclyx6iyJEni5RUrsNVq8Q0PlzuOIFRJ+itXeG7gQCa1a0cdT08AGlevLm8oAQDrXDWSJGEwGFCXQyfQl59L4LUZy9ne6xUe9y27zmBgzenTrD1zhkPXUyks1WFnpSU82J/OfZoQ3jOSvJp2lNjf3kWdXwb57yV+QDy5N3J5+9m3iV8Xj5tC1DwsjSi+PqT1335LfGAgNhoxEPlx2Oca6YILXWK6UtRCyW77fL7dsoNPm32KyWAitEkILYclEhQvWroIj6Y4t5gEtRsW2Z9MsGg33QDRxUQQyt3VI1dxcHfkdq8PQRDMmSi+Vl6Hj17FwcGaDL3lLlYFxTRCV1zEtZOHKc7PwT0gGHtXD2pEJ7B03GB0xYUkH9yNs5cfrn7V5Y5rttLOnaBuy4742f29liNJEpOnfs6SNRsJadkJ37CI+z5bbJ/7NbWbtCGydiieNubRAvNGRgYe9qKbWHlZffIkQW5uTN6wAaWtGJ8lCGXtVlISbw4eTNOgoL8Kr4IZKZDw8XJi2+/nadOqdpmfftiQlnw143dWm87xpDYU9A9+7NHr11l58iQ7Uy5zJTsHJAl/d1eiY0IYP6Yjdo38yPHSYPpzXuvNMk9/b9YO1hRlF2HjZINSLNRZJFF8fQj61FS+WrKE2T16yB2lSrHNN9Eq345WddtRGtOeo+46vtu1h7nPz6UwuxCvEE+iekXT5OUmaK21cscVKoHkvcnYu9rhki4Kr4Ll+S31Cs7eznLHEIQq78a5Gzh6Wm4xQBAqCwkJpUIUXyurOfP30CCmFiWS5bYcdA8IwsnTh+QDOynOy6VG9O22dQ7unrj4BnD5yD6SD+wkuKHY9XovLj4BnP59I67WtwumBoOBHv2eQfINo/eXi0Bx/9s0JEki+dAehny3nO7Bjihkbjn8/66kpeHv5CR3jCpFbzSy7eJFlAoFcw8e5Jf//EcUXgWhHNxKSmLA88/zTIMGdKhVS+44wr+Ir1OddRtPlEvxFWDFopfp9cwPvK1S8vPo5wnLu7PBe15JCatOnmTj+XMcT0unWK/H2caaujX96TagBXW61SM/yI5ix9uv86V//iOXkvwS1n28jqKcItYtWoeLQjStt0Si+PoQlkycSLOgIJxtbOSOUmVZFUvEXtUQG9AU47NNueynYPnFM/y86hDrP16PnYstkU9F0Xp4azEnVvhXST8m0UDMe31oA1etIrekhEV9+jBw1SoWHz0KgFqpxMXGhrqennQPD6dfgwYoleKOLXO18/QF0XJYECrAreRbuPh5yx1DEIT7UKBAgZj5WlmtWX+CqZs2VvhOBXMTFNOY5IO7Kc7LoemAwX99vUZUAuf3/MaV4weJ7iJGI91LxqXzqLRaLufrCXGyYtCw4dg1aE5Eu+4PfI60s8fxCalLbRct1irz+DxkMhg4du0awxo1kjtKlSFJEq+uXEmknx8pWVm0DA7GvmlTuWMJQpVTfOECzzz3HG82bkysv7/ccYR7eDKyLm/O/bnczh9Z3583hyby3ewdtJswk4PjhnHw0BXWnj7N/mvXuFFQgFqpJNjLg5i4MPr16Ik6xpPcamokpTy7Wu/FZDLxhusbtH2rLeMmj8ND4SF3JEEmovj6gErOn2fW+vX81Lev3FEshsoIwSkSo9VhjE4MI6+Xik2mm/yweScTIiegVCmJ7BZJu9HtcPISd3kKfzv7x1k+GtwLsuVOUrm1qlmT6V27YpQkbhYUsPXCBd7ZuJFfTp1icZ8+qFXm0WZL+KfT564S/4JYfBGE8pZ1LZtaTSLkjiEIwgNQirbDlZbBYOTytsW4t3+bIpPl7joLimnEL5PfxmjQ/7XzFaBGdAI/T3wLQ2kJQWLe67/SFRexbdZnvPzdKsJdrZAkiR17D/DsS+8/1HnO7d5GraZtqOViRjuxdTrSCwrwdxadb8rK3qtXCXRxYczKlWAygVaLUiu6sAlCWSq9epUB3bvTLzJSFF4rgXg3PzIyC8vt/CdOXefmrXyqeThy9Wo2dcdMpaarG/XCa/BK324EdKhFjq8VOtvbNz4VlFuSsnFx90UANn26CXdvd9q90Q6NQoywtESi+PoAJJOJ6WPH0iMiQsx6lZFjppGeuNEzpivFzW/Pif1iwzY+bvgxSpWSsGZhtBjSguoNq8sdVZBZQWYBLWy9IPshBgUId9CqVHg6OADg4+hIAx8fYvz86DpvHouOHGFAdLTMCYX/ZdAouJFyi7rt68odRRCqvLz0XDyCasodQxCEB6AQbYcrrU2/DOG5V+aj+89SRs2eTa5Lwv0PqoKCGzZGX1KMR/UQHNyq/fX1oOgESgsLcPWrjrOXr4wJzZvayhqv4NocXr8MVb3B/Lz5dwKiHv5nKe3cSZ7o9SK+tma0lGZtjb+TE5ezswl2E+MQysLOy5fpEBcn2gwLQjlaM20adatVo7NoNVwpKDMllAoFOblFODs93nNjWnouq345wm87znPqdBolpQYcHawJjwyg46tNGN1lKMUaKwrsVaAwv12tDyJpfhJjD47l6oGrdG7eWRReLZgZvWM0X9d+/ZUNBw+yrF8/uaMIf7IpMJFYYEdiZGeKmyg56FzEzB1JzH7mBwpziqgWXI3YPrE0eqERWltxh6IluXzwMnYudrimicJreWgWFES4pydrTp8WxVczlOeuwqgz4ljNUe4oglDlFWQW4FWzjtwxBEG4DwmJ+09yFMxVnVre7Ns+inmL9jLmqd5M+HE6hQGd5Y5V4Vx8Aph4KOOOrzt5+tz166PXHaqIWJWGUqmkx4RpHFi1gFZPP4OjixutX3/voc+jKy7C09UJldI8Zr3C7b9bcLVqpIjia5kp0euxs7OTO4YgVFmSXs/KzZsZ27y53FGEByVBfkEp11JzHqr4WlKiY8Ovp1m36QSHjlwlN68YK62asDreNGgexgvf9kMR4EquSon0Z6H1znc1lU94u3AWvLaA40nHsVeKsYmWTBRf78NUVMSkjz/mjcaNxYxDM2VTYKJxgTWNazTHWLM5ad5KFl4+zc8rD7Huk3VorDXUaVWHxDcS8anjI3dcoZztmbuH+lHBKMVor3IT6u7OyRs35I4h3MVVax1KjXitEoSKYCg1YOfsgyFf7iSCINyPSmGUO4LwmAb0jcOrmiOvPjeYKSudueXcGDCfAphg/pRKJbHdBxDbfcAjn8NkMmKjNr/32sWlpaJLWxnKKy3F/s8OUIIglC1TURGXf/6ZnKIifJ3ECLlKQw9hNatx6nQ64fdYWz92IpUVPx9m555krlzJAsA/wI0GTWoyZmQbXBoEkKVRYvyz0JpbIeErXmS3SPb/tJ+e7/Zk9SersVJYyR1JkIkovt6DJElsmDiRouJimtSoIXcc4QGojOB3zfTXnNiCp1Tstclj5h+7md55GqVFOgIa+NPk1abU71JfFNSroDPbzjB+YI+q+wpuBiRAoRCLXeZoy8WLuAeIO94FoaJIejOa+SYIwl0pUKBE3JVXFbRpVZtPxnflrW79eOXNfrh0nih3JMGC6IqLsLK1w8NaJXeUO6Tm5OBXV4wdKSs3CwrwETMoBaHMmYqLef+pp9iXnMyE1q3ljiM8pO6N6zFn/h56dY8CICu7iFW/HOHXbac5eSqN4mI9Tk42RMQE0n1YK8I61yPfVkuJ6vbau4Gqsav1QRxcfhCVRkXqsVRMmDhfep5CqZAG1g3kjiZUMFF8/RdSSQnJixczZeFCFvXuLXcc4RHZ5xpJzLUjMaw1+vA2XPKB748cYONH61nw2gLs3eyp16keLYa0wNXfVe64QhkozCqktb0P5Iq2w+XlbEYGgc7OcscQ7iLpTDL+UQFyxxAEi2EyiOKrIJgzk+l20VUp2g5XGX16xVAz2INnXvqRz7s+x1VTTUyYXzFMqHqKcrOxc3LFxcq8ft4MGRlcyc3FS+zULDP2VlbkZmfzuLe0mnQ6jn7+OX/s2UORTsfwTz7Bqr7YBCBYJmNWFgveeYfrmZksFWP9KqUhteOYPH8rDeI/Ib+wFI1aRXCoJ9HNwxjwZW9UQe5Vrn3wo5j7wlyS5icR1SaKIxuPcCDtAHG+cfjU9aFpQlOWzFxC/2f7M3/u/L+O2b17N02aNKF169Zs3LhRxvRCWRPF13/xw6BBTPr5Zxb36YO9ldgaXhVo9BKhKTDVJRqpWzTZXmo2Faex8PckpjSZglFvJDAqgCavNCWiY4R4Q1wJXTl8BRsnG1zEvNdy80dyMqdu3mTQE0/IHUW4i/Pnr9O+dwe5YwhClZdzPQeNtQZJFF8FwawZdDoUSiVKhdj5WpWEhXji7mZH/8gmDB7RC5++3yBaEAvlLf38SaoF18LezEZ8nJ4zBycrKzQq8yoKV2butrZk3LhB0GOco2DfPrbMmsXkjRvpXb8+Vkol7bp3p4aLCzE1atCtZ098n366zDILgrky5eSweOxY5v36K2EeHkxq107uSMIjUmbDc20asudUCp+dHE+OVoP+zxnoYhLPPzn7OHNk6xHOFJ3BVM1E5/Gdyb6azdLZS9FYa1i3bR19JvVh+qjpuCpdmT17NkOHDmXWrFlcuXKFgACxqaKqEMXXu5AMBn4/coSVzzxDoIuL3HGEcqAAXNMN9MGDPpGd0cUruOAlMfPgfta+v4Z5L83DycuRyO5RtBjUAnt3MRy7Mtg9Zzf1o2qiEutrZUJnNHIjPx+jJHGzoICtFy7wxc6dtA0NpU/9+nLHE/5HqY2CrLRsaifWljuKIFR5qSdSsXdzQCz2C4J5M+hKUKpUou1wFePoaM3OLSNIuZpFXLMpNNi+j4j4aEJjYjGU6qge3xpJX0KGsjpFJlu54wpVRGlRIdb2jrjbmE+R06TTMW3FCoYkJMgdpUo5fP0678XFPfLxJpOJ8SNHYjCZmP/003jY315PeiEmhvSCAnZdvsxTI0fSd/FiXhk/HpsGog2lUPVIpaWs/eADpi1fTpiHB/N69cJazKau9DwLbHGzdiDDWit3FLMWGBPIxT0X6dC8A5JJwsnLiXqd63Fp7yXcg9yxsrdCspbo0K8Dg0YOYunSpezfv5/09HTmzp3Le++999DXNEpGTJhQoxaj4syIKL7ehenmTW7k54vCqwXRlkrUSYEv3BsidW9Ilo+GVdmX+em3vUyInIAkSfiF+xLTuyFxfeNQa8Wvjjk6+9sZxr3SDfLkTlI1bLlwgbDPPkOtVOJsbU24lxeT2renr2iVZJZyPDSYjCa0tuJNsCCUt7TTaTh6inEFgmDuDKUlKJQqxPpD1RTo78oLzyTg7GzNwcOn2LlpJ0ajieycSQDY21szetkmslVi94Dw+G5cOE1oQkvMqYt58c6dXMjMpJ63t9xRqgSTycSZjAwuZWdj4+Hx8McbDOj37iXj6FH2X7vGzwMG/GMBXKlU4uPoSM969WhVsyZLjx9n9ODBfLluHUox1keopIw3b5J3/jw6nQ4nDw+UajV71q1jb1ISB8+dY07PnthpxRpFVVGk06EVa+IPpN2odhz5+QgjfxsJwJdtvyThuQTObT+HUqWkxZAWpDZLZXTf0QSHBRMWFkb//v0ZOnQo48aNe+AC6qWSS3z8/ccc2XmE3LRc3ALdCG0QSt9efUn0T0SjEDc9yEn8ttxF2tGjqEVhwWIpALfrel7Cl5fin6KkpZJkDxPzjx9m6w+7Wfn2SqzsrKjVohbNBzcnIFJ8mDcXeRn5tHb0gzzRdvhRzOjW7R9//u9/F8zfcX02VnaiTb4gVIRbybdw9qomdwxBEO5DX1KMUiU+11Vln3zQ5V+/9/SA2eyaMZY6Q+ZVYCKhqko9c4wur4+hmq35LKP9Mm8e8aI1YZm4WVDAqytXEu7lxaiWLVG5PvhNdqaSEnRnzrD2m2/4YutWPOzseD8x8Z4L5y62trwaF8fg1av5ddw42n3zTVn8NQSh3ElGI0UnT7J1xQrOnD7Nr4cOYaPRYKvVkltSgiRJRHh5UcPNjRlPPolKrK9XKcUGA1qtKOY9iPj+8aweu5pbl2+hUCi4uPsiLy18iXPbz/31GN8IX0oLSlGHqSmWimnXrh0FBQVs3bqVVq1a3fcaRslI31f64lfPD69aXuiL9aSdSuPWpVsc23mM0OhQpo+Zjofq4W8oEsqG+bxrNCO6oiLS8/M5c/MmtaqJhTVLZ11kok4KTHSMRGoXSX5fFXu1eczZsYeZfWaSn5GPQzVHontE0fSVprj6i50wcrh65Cq2Tja4XheFV8EybTl9Du8wL7ljCIJFyEnNwT8iSu4YgiDch664CJVKfOS1VMOHtmDIiGWEDzFiwnxaxQqVk0KhoLqDFpWZbKU3ZmayICmJWd27yx2lSvhsxw7Gdu5M888/f+AuT6Vnz7Jq8mRWHTxIRkEBDXx8WNav30Pt8vukXTv6L1lCQrduOLZs+ajxBQtnKirClJUFej2SwcCt5GR++/VXgkNCMBgMuFerhl6no7SkhIwbN9Dl55PQoQNuTzyB4j6tgE1FRWTs3cv6Zcs4df48qZmZpOfm0rJmTULd3VnYu7doJ2xBivV6rBzE/+8HYe9uT0SHCJLmJyFJEuEdwu8Ya5h+Np3c9Fys3a15fcbrfD3wa55++mlmz579QMVXEyba9m3LkslLuHzgMoezDuOh8mD4Z8PRqXWo1Cp6vtaTZf9ZJgqwMhGfRO8iqHt3Xvj5Z85kZIjiq/APCsAxy0hr7Ggd0gpjrVY03bQRKw87bp7NZUqTKRhKDVQL9SS2d0MSnk0QLUAryO4fdxMeGSTmvQoW6/DZFGrEB8kdQxAsQu6NPBp0DJQ7hiAI92E06FFYyI6LgW8sYfHSAzz/TDxfTO7xj++NeGcFP/y4hz69YpjxZe+/Hvv+Ox0YPvTvxf61G07Q/8W55FyfWtHxy0VsdCB5ucXkb/oA53Zj0Uvic5nw6FRqDdnZ2VDDUe4oABTu24fBZMJWtPN8bPmlpaTm5lJsMj3UeJ2NX37Jiv37mdiu3V9zXR+Wk7U1verVY87XXzO0eXMx3ke4L8lkQsrLQ3/zJgc2bWL9+vUcvnQJkySh4HZndDuNhkbVq3P4wAEUCgU5JSVoVSo0SiUOVlYogM+WLuWVDh3o8+GHKO8ydk8yGklZv55PJk4kPSeHdmFhdAoKwrdBg0f+eRcqvxKDAa21rdwxKo2E5xJYMmwJAL2/7n3H93fN2YXJYGL33N3smr2LH4b8gEKhQKO5/Z7D5T4jMTUKDePbjadtdFte6v8Sp1JP0b16d6a8OYWWbVoy+JfBJM1L4vl3nmfJ5CXYK8TvbkUTxde7MN66xdqkJL5/6im5owhmrlhjR8qpi4xYnYS1vSMo9Sg0qRzbvJQDK9ay9sO1aG20hLcLJ/H1RDzDPOWOXGWd3XaG0c93hkK5kwhCxZOAlItptBjXTu4ogmARCjLy8awZJncMQRDuwxnH37wAACAASURBVKArtaidr34+zqz4+QifjO+Kjc3tXQklJXqWrz6Cn+8/5wlaW6v58tvfeP6ZeJydq+YimlKpZPPaoXTqPoP6ew7Q9aP53DK4cvuWWkF4OHE9n2f+jK/p/M1k3K3lf175ceZMOtaqJXeMSqmgtJTv9+0jr6SEy9nZFBsMRPn6ElS79gOfw5CRwYq9e3mrWbPHLkT1rl+fJ+fNo/Xnn1PrzTdFAVb4i6moiOJz59i9cSOXL18m5epVLqSmklNUhEmSCPf2pk3Nmgxv2BCN6uE6PAyKj2fSH3+wtHFj+rRvT8f+/bGvX/92sfbwYaZ98AE7T53izSZNiBPtzYU/Fen1uNqIm34eVN22dTHoDLf/3KbuP75nNBjZu2AvPab0oHbr268/SQuSKM0tJX17OgsXLmTIkCEPdJ0nPJ7g+MbjKBW3Xz+8Vd7Ed4zn1K+naPJyE1aPXc2YH8fw5bNf/vUYoWLI/47RzEiSxMpPPqG+jw/ONjZyxxHM3CG1PQqV6nbhFcCkQSqtTkTTUUQ0HYVSU0jWzd38MWcWX3X4Cl2RDq9a3sT3jyP+mXjUYkh5mcm9kUdbF38oNModRRAqXKGTioLsQgKixYciQagIJQUluPmFYCyQO4kgCPdiMuhRKC2n0FYvwpfLV7JYs+E4vZ663Rp9zfrj+Po4Uz3gn6NRmjUO4dLlTD7/ZhsTxnWSI26FCPR35WjSO3Tq8R9GN4vCy8uZGiEBdH19BLlujTBIonWe8GBC4puzc/63bE/J5qkweVv36ZOTWXviBPOfflrWHJWRJEmMXL+e9nXqULt2bap5e+PbuTNqzwe/UT5lwQK+nTULW62WMI/H/1nQqFRM69qVV6ZNY7GnJ/7PPPPY5xQqJ6m4mBt79rD2p5/YdegQGQUFGEwmYvz8CHZ1pYWPDy+Fh+Ni+/g3TVlrNIxv1YprublsOH2azk89Rev69Ylu0IDJ8+bxbFQUS/r2vefsYsHylBj0WFmJ4uuDUqqUjD8+/q8//7fj645TlF1EoxcaYeN0uwbV7LVmLH9rOU92f5IffvjhgYuvwB1F1T69+jDytZGc/f0srYa1YuGghWxsvpEO1Ts83l9KeCii8vM/8o8e5ZtVq/ipb1+5owiVwJx9SVRvEPuv3zfp7XB2aU3XN1vDSAOS6ipHNi4kaf5GVo9djdZWS63EWrQY1AL/Bv4VmLxqSTuThrWDNR5povAqWKZMV1CgEHdJC0JFkQBT1dwpJghViUGnR6m2rI+8/Z5uyMIl+/8qvi5Ysp/+vRuyc/fFfzxOpVIy7p32vDx4Ia++2BhfH+e7na5KUCqVrF85CJPJxPZdF9m4+RTvPP0c1lZqBgzqg0uH8RjFTFjhPhQKBUExjdiyK4kuIZ1Qy3hjx4klS/BycMDKwp7fysL2S5ew02jo+8UXD1Vw/W8LFizg6PXrLCnDdcMarq60Cwvjhx9/5L0+fSzutcvSlaaksHHmTBauWUOJXk/7WrUY3qgRHnZ25d5a3M/JiZdjY3khJoYtFy6QtHMnk9u3L5MbC4Sqp9RgRGsrblx7GDaOd9/ct2vOLmol1vqr8AqQvDsZrxAv2ndvz5SJUzh06BBRUVGPdN043ziOrztOwnMJrByzkjZvtWH82+NpsrgJDgqHRzqn8PDEq/l/MRUX8/6bb/JafLyYmyHcl0mhYPeBPXQeNekBD1CjMNUgMnEskYnvotQWkHVzH7sXzeO7p7+nOLcIz1Av4vvHkfBcgtgV+xB2zd5F3cggVKL2KlioHbeu41BNvHkShIok6UWHFEEwdwZdCaqHbMNX2fXuHs2EietJuZqFQgF7D1xi9oz+dxRfATq3jyCiri8Tp/7KtM97yZC2YimVSpo3CaF5kxAmTejKiVPX6dl/Fg4/ruLVcSNQRvShRLKWO6ZgxiSTCZNCSaHBhJNWnucWY1YW01et4sWGDWW5fmW3KyWFTrGxj1x4BRjQtSs7v/yyzHcEDnniCbrNn49u/36sn3iiTM8tmCdjZiZbv/2WiXPn0qRGDSa0aoW3ozxzpVVKJW1DQ2kbGirL9YXKodRgwNrWSu4YZu252c/d8/sDVwy869dL8kvYM38Pjbs3pnl0cyRJeqwcTgon6nepz41zN6jdqjant5zGyduJbzd/y+g2ox/r3MKDE1tk/iRJEus//JCcvDwxN0N4IOmOHuRnZhAc2+QRjlZg0jng7JxIh0E/MmLFccbu2ElcryfZt+ggbwe+zZjgMcx7ZR6XD14u6+hVzunNp+n6RAO5YwiCbLafPo9vhK/cMQTBIhTlFKFSqzAZxAK9IJg7fWkJKgvbPeTmZkebxNosXnqAhUv20yaxNm5udv/6+PHvdmDxsgOcOZdegSnNQ3gdH04feo8Rr7fks9Ef8/uEHmgVOrljCWbKZDRy8cAu/GvXw14tz1KaqaCARUOHYjCZqO/tLUuGykxvNLLj0iWa9+z5yOfI2rKFId98wxuNG5dhstsUCgVRPj7sWb26zM8tmA9Jkii9eJHvX3qJ9vHx/LJhA3N79mREkyayFV4F4UGVGgxobcWGtfJwZPURirKLaJz49+tLqVT6WOf8/ofv6Ty8M+NHjCf1eCodx3Zk7pS5pBnTHjeu8IBE8fVPpxYuZOqSJXzStq3cUYRK4peMbBzcH/1uyX+QVFDiR71mb/PiNzsY9/sxXp77LSqVMz/0+4ERXiOY3GQKW77cQlFeUdlcswrJTc+lg1ug3DEEQTanzl0lpEmI3DEEwSJcO3YNOzf726/dgiCYNb2uFLXa8n5X+/duyKKl+1m87AD9e//7iBSARvHBJDYPZcLEDRWUzvw83T2aE/vf5fiRi+yb0ofbveUF4W9GvZ51n48jpksfonycUcnQcthUVMScF19k7fHjTO3YscKvXxXojUY87e1xTEh4pON1Z87w/Ouv0z08nPiAgDJOd1vrkBC2HTxYLucW5CVJEhk7d/Jpz560ad2a/PR05j39NB+3bYuzjeioI1QOepMRW3txE3J5iO0XS2zvWCYPnkzTZ5syds1YGvduzKRNkyiSHq0WEOsey+fdP6eeQz3sXe0pKSghvG04Xy//uozTC/9GFF+B5J9/ZuC4cXz75JOi3bDwwJbv2k7tZu3K4cz/3BX75vLjjN25g0b9enFq0znG1xnPKP9RTOs6nf0/7cdgMJRDhsrjxvkbWNlq8Uiz7P8OguUyquD6pQwiOkTIHUUQLELaqTQcPVzkjiEIwgMw6nQWt/MVoFWLWuj1RvR6I4nNw+77+PfHdGTj5lPsO3C5/MOZKaVSyc7Nb7Jx3T6cVblyxxHMSNq5k8wZ2hv/ulG06NaLFj7/vpO8PN1YuZIlhw4xo1s3NBbWTr2s2Gq1FBsMmG7ceKTj85KS0BmNdK1bt4yT/S3cy4t9V66gP3++3K4hVDzd1avMevllegwYgIdCwYr+/XmpYUNsNGJ2plC56IxGrOxE2+HyoFQqSXwjkZcWvUT8i/Hs3rSbDmM6sOrHVXy1+atHbkOsUCjQKDRENork4u6LNHqxEesXrqdAKijjv4FwN5b3SfS/SJLExZUreWHkSL7q3BlfJye5IwmVRInGinOnjjJ4zNTyv5ikgmJ/6jYaQd1GI1Coi9EbLrB35Ty2fLGNJcOWYONkQ51WdWgxtAXetSyr/dCeeXsIrReIWtReBQuV56ZGX6LHxU8UgwShIty8cBNn3zLqfCEIQrky6kpRWeDOV5VKyd4/Rv315/upW9ubnk9F8f2cneUdzaxdSM5ApzdSenE7VO8idxzBDGSlprD+i/fpM/F7mob40sTbFmuZWg4rFAqs1GpUSrGH4nGZ8vMf/hiTiW8WLKBR9eplH+i/OFhZYafVkrl3L14horNRZWfKz2fHjBl88N13tAkNZXm/fmgt8KYwoerQGY1oRfG1XNk62xKcEExwQjAAvb7oxczeM3ki4gmaezd/pHPuvbWXrUu28uKCF7FxtMHWyZY/Uv6gY3XRSaO8Wey7NkmSODZnDi+MHMk3XboQ5OYmdyShEjlv747RYMDRw6vCry0ZbFATQaOnPuW1mXt5b/sxnp3+KfoSDdM6TWOk90imNPuUrd9stYgWxad/PUWHuHpyxxAE2aTaG1DKtAgkCJYo83ImboH+cscQBOEBGPV6iyy+Ajg6WOPo8OBt4d4d1ZZHvKG+yqgX7subQ1sy94MPUGKSO45gBk79toEmAwbzZEQArf3tZSu8AlTr1IkAZ2c2nj0rW4aqQAFIuoef7Wy8dIkVJ07wUsOGZR/qf0T7+pK0e3e5X0coP4abN1n73ns8FR/Pj8uW8UOPHgyMjxeFV6HSMxhNWNtbdtdQSQJjqR2SVDEjCOzd7Onwbge++vbhd78WSUVM2TyFAT0G0H1Kdxw9b8+Vju0Xy4JFC8ojrvA/LPZZ//zy5Qz98ENmde+Op4OD3HGESuaHI0fwCQuXOwagwFTqiLtnJ7q80QmGG0BzneNblnDolw1snLQRpUpJcEIw0T2jqd+5Pmpt1fq1z7ySxZO+wXBFLJAIlmlz8kXcAlzljiEIFiPneg5RXYLljiGYmYKsDDZ/O4mzu7dSkJmBjaMT3iF1SXx1FIH1GzK5YxQ5aVcBUFtZY+/qgX94JHHdnyM4tonM6asug64EtdoyWvrN+LL3Pb+/aM7z93xsgJ8rNy5NKvNclc3Lzzdi5pzdaBR6SiWxs0MApVJFLWf5fxaUTk5M/Ogjurz8MnH+/rjY2sodqVKSAEpLH/o43bVruNrYoK6AnccRXl4cu3SJJ8v9SkJ50GdlUT88nE61azO1Qwc87O3ljiQIZUZvNGLlYEOJ3EEqmGRSUpzlzJ45h9i/fBvp584Q2bk9z85rUSHX9wrz4sDiAygUD1bwLZAKWHxgMTMmzsDB3YFBqwZh/V83ZYY1C2Pb19vIk/JwVDiWV2wBCyy+SpLEiR9/ZNAHHzCta1dReBUemgRsTdpJowGD5Y5yJ0kNugAimo4ioukoFOoiiopOkLR0HpunbmHx0MUoVUr86/vToGsDGvZpiHUlHpSedTULtZUar3QLv01fsGhJZy4SEBUodwxBsBj5Gfl4h9aWO4ZgZhaOfB6jwUDPD6bh6htIQVYGF/dtpzgv+6/HtBr4NrHd+mPU68m+foXD65fzw8DutB74Ni1eelPG9FWXQa9Do7G4j7zCY7C2UqPTGXDM2U+GU2O54wgyu3riILWbtcVoJtvCnRITGdWhA9P27GFcYqLccSqdy9nZSJKE0sPjgY8xFRSQuXo1f2zZQsvg4AqZt1vX05PFR49i0ulQai17h1llpLKyIsbPj861a4vCq1DlGEwmrJwq7zrywzAZNORds+P3Gds59PNWCm7dpFpwGJEdelNj7BP8MKgHkrEVCpWx3LMU5xWjL9WTY8rBWel8z8de1V2l/6D+GI1G+kzrg2O1O4urKo0KK3srTuecJs4lrrxiC1hY8VWSJPZ89RVjvv6amU89hbejqOwLDy/T0Z3M61eIaN1V7ij3JRlssdHG0qJ/LC36Syg1Rej0Fzm49if2L9nBLx/8gkKhwC/Cj+he0TTs3RCtdeV5c79r7i5CIwLR6Mzjw7AgyOH8+eu0GtVG7hiCYDF0RTqcqgVhLJQ7iWAuivNzuXxkLy/PXE1QdCMAXHz88Q+P+sfjrGztcHC/PS/Y2duPGtEJOLh7svk/kwlv1QWP6jUrPHtVZ9Dp0FpZxs5XoWxYW2vp1zuWsb2fZfT0KZQEdZc7kiCT7OtX0FjbUL9WCA4a8xnxkdi3L59t2CB3jEppxfHjtAsNRRMU9MDHLB40iI82bqSWhwdTO1bMbDx3OzsyCwsxXLiAtk6dCrmmUHaUdnY837cv69evp563t9xxBKFMGSUJrV3lWTd+GJIEplIHLu7M4/cZG7iwZx9GowH/iGg6Dv+Q0IR/7nLVl5ZQkuuCjeutcs/mFeaFX30/Wvduzdsfvk2z0GbYYYcaNUUUkVqayr7j+7B1smXWjFmEtQojukf0Xc+Vm5aLg6cD7oHuXLp6SRRfy5nFFF8lSeLAt9/y7jffMLdnT9GiRXhkG/OKsXVyQVkB7WbKlgKT3g419YjrVI+4TqBQF6MzXuTQz4vYPecPVo9ZjVKtJDA6kJinY4jqEYXajGdSnFx/gmc7NZU7hiDIRmet4FZqFnXaiA/lglChTHZyJxDMiNbGDq2tHad+20BARAxq7YO3p2zU9xV+m/UZp37fQLPnhpZjSstkMujRWujMV+HRffx+Z+JiAhn6whtM+K4IU62elEiWsctD+FvK0f0ExTQmxsPmgdv8VQRtTAxBrq5cysqihqsYPfIw+kdGMmLdOoZeuYI6IOC+jy/ct49PNm1i80sv4WBVsa2n7bRaMvbvx1cUXyulhi1bMnXWLLljCEKZkyQJSVM13ltfOXyF3XN3c3z9SYJjY7l5IYObFy9g7eBI7aZtGDh3I87evv96vJtfdQ4sPk6TwRVzk0Wr4a1IP5PO5xM/54OMD0ABSrUSo86IUq3Et64v6WfTUSgVdP/0nzcPSpLE+R3n2fH9DowGI0XZRRgNRvxG+VVIdktmvlWVMiRJEvtnzGDk1KnMEYVX4TEt2PE7tZq0lTtGmZAMNmgIJ67LJ8R1AaWmkOKSsxxYtYhtX//O0uFLUVupqd6wBnH9Yqnfpb5ZFZ1vXc6ke/VQuFz+LR4EwRzleKiRjFKlbh8uCJWRSS9+54S/qdRqen7wDSs/fJO9K37Et1YENaISqNe2G96hde95rK2TC3au7mT/OQ9WKFsGvQ47rUV85BXKWJeO9bCx0TB85AQcHKbSZUAPfNu/TqHkJHc0oYLkZaTjV7cBXrbm9Ryi1GppEBjIsfR0UXx9SJ4ODtR0c2PZuHE8PWfOPdc2TCYTP06ZQv/IyAovvAJ0qVOHpStXMvzZZyv82sLjs/HxodRgoFCnw060jhaqGJPafG5IelAGg4Gjq45ycMVBUg6kUFpYio2TDfWbhNCy/1OsmjKXTm99QnTn3qgf8He2bouOHFi+C3vPljTo5lEh7Ye9ankxYNYA4Ha9y2Q0obrPjaY3L9xk2chlBDcI5v2J75NYPZG+k/uy6p1VhLuHl3tmS2de7yLLScq6dYz89FPm9uyJm53YqSA8Op1Kw+kTR3j59ffljlIuTHo7rFRRNOoRRaMeEkptIQV5x9m/cjEbJm5i4cCFaGw0BMUHE9cvlvD24bIVY3Ou59ye95pmkuX6gmAOjpty0dqKD3OCUFFyruegsdIgGSp+EU4wb+GJnQlr3JrLh5O4cuwA53ZvY/u8aTw17guiu/S598ESVL4ljMrBoC9FYyvaDguPpnXL2pzYP5YZM3cwa9Zi4k4eJXLEEgyWsYxi8a6dPESD9t2xVpnfM3Sz2Fim/vQTXcWuyIf2dvPmPL1oEV5vvUXjV15B4eaG0tkZ5f90/MrZsIElBw+yon9/WXK2Dgnh1ZUrGZqWhlq0rq10VF5etI2MZMv583Ste+8b8QShsjFVgo2vGZcySFqQxPnfz3Pj/A2MeiMeNdx5IrEWY97uQFSgK84GE0ogQ+/Kum+W0bBb/7uucS97fwiH1vwEgFKlwsHDi1qNW9NkwGA2fj2Bszu34ODhSrvRiSQOq7h57AqF4p6F11uXb7HynZVorbRM+GICnWt2RqW4/fjS/FJc/F1wVtx7fqzw+Kr8p4b8U6d48Y03+LxTJ1F4FR7beSd39LoS3PxryB2lAigw6eyxtX6CZn2foFlfCaVVPnlZx9i/cjFr3l/LvJfmobXVEpwQTFy/OOq0qVNhxdjdc3cTXNcfbamY9ypYri2nzuJdy0vuGIJgMVJPpGLn5gCYTxcIwXxorKwJiW9OSHxzEl8ZyYoJb7DlP1PuWXwtzMmiMPsWLr6BFZjUcpgMBjRa0fVIeDwDX25Cy+ahtOr0NZm32tN20lpKJXETTlVmNBgw6HTUre6Htdr8XvNrde1K6vffI0mSWbVErgysNRpmdu/O5zt28MGqVVhrNPg6OuJgZcWLXbpQ99VXAfh48mQGxsejlWkMk4OVFe52duyfPp0nPvpIlgzCo5NKSth9+jSftK0aXfME4b8ZzXDna+qJVHbN3sWZ386Ql56H1kZLSHQAnXpE0bl9BDUdrbE3Sn/f8Gr4eyOPuzoLF28fzmzfRJ3m7e96/tCElvQY/zUmo5EbyWdZ8cEwivNzmXgogx0LZvDrtLJ9nt44ZSN5aXnYutpSlF1E6xGtcfF1ue9xRr2Ra8euUZhVyObPN/Ph9A/pHNIZreKfmzbcAt3IvpqNQTKgVlT58qCsqvR/Xf3167zcvz8D4+MJcXeXO45QBfxw5DjeNS317lIFplJH7O0a0+KZxrR45nYxNifjIPtWLGHVmNXMeW4ONo42hDYLJeH5BGom1Cy3NMfXHaNfu0bldn5BqAwOnUmhRnyQ3DEEwWKkn03H0fP+H3oEAaBaUBinft9wz8fsXvw9CqXyXz/oC4/HqNeh0TjIHUOoAsJCPEk5/SH14yfi/5+XiBw0nTyjo9yxhHJSlJOJvYsbAQ7muXNeFRJCNXt7souLcRVjtR5aNXt7JrVvjyTdvpH78PXrHExN5Z05c2ix4//Yu+/wKKq3jePf2ZbNpvdGCukQOqH3jvQuAqIIKKDYCxawouCLXQHFggooRYp0pEnoRRJCSSC0UEIK6X3b+0cQ5QdIAiGzm5zPdeUCZmdn703C7s485zwnhtqenlzKyWFal6qbwXQrL7Rrx/TVq2nx8ssoHMXrjVVRq7FRKlFZ0LJdglAZJEnCKHNHCJPJRMKWBA4uPUjSziQKswqxddQS1SqEV94fSPcWwXgYzTcWvYy3n7gjSdC+RxsOrFxw23MylcYGB3cvAJy8fGnQfQCHVv8KQO0mrTAaDJgqsTtWyvEU6vWsR3CtYGY/PZv6vev/Z/E1+3I2v0z+hcLsQuxc7YhbFcdf+X/RSNfolvtLirKfYQEFOCGW1Lifqm3x1VRQwLPDhtE+MJBuYWFyxxGqATOwee9OWo+aIHcUC1FWjHV07ETXMZ3oOsaMUptD+qV97P/tVxY8sZD8jDx0LjrqdKlDm8faENA4oNIePf1sBsOCI8V6r0KNZQbOn06h09SeckcRhBojPSkdFx8vuWMIFqYgO5NFL48luv8IvMPqYmNnz6Xjsez48QvqdvjnNbqksIC8jFSMBgNZl85zeN0yDq5cQI/Jb+AeIAbS3A9GvR6NxjKLJ4L1USgUbFj1JCPHzGfrpha8vWojqUYf9GYVonl49ZJ6OhGP2uE4qC2zt6JCoUClUKA3inPhe/H3rOEmfn408fPjseho5u3fz8ajR5n5gPyDogJdXMgvKeHS8uX4P/qo3HGECjBlZnImM5PXN26ktqsrL7ZrJ9ssakGoTGazGZMMv8oXj1xkw4z1nNl7ltKiUpx9nGjYJoQP5oyifYNauBpMXH/H/o9C6+2Me7Q1/X7+rVz7Zl48x8ndW1Fe+z/t7OOP2WzGUFo55xypJ1NJ3J6I2WTmmVnP8Hr863iGet52f7PZzLYvt/HAIw8wecBk8gvz2Xx8M/Vt699yf6PZyJUTV2g1uhW22FZKZuH2qu0r/5U//+RUairvd+smdxShmrjq6E7GpfPU7z5Q7igWSsJY7IyrWw96Pt6Dno+bUNpmc/Hkdg4uX8q8Ed9SmFWAzllHWPswWoxsQVi7sLtqU5yblotSpcT7iljvVai5CpyU5GcVENC08gY1CILw3zIvZBHUOFruGIKFsdHZ4V+/CTsXziXz4jmMBgPO3r40G/gwnR579vp+m+fMYPOcGSjVGhzcPPGv35Sxc5cT0qytjOmrN6NBj1pjmcUTwTr5+TizfcOzPPX8Ep7p0A61WomLiz39Rg0gokNvMuyj+dflP8FK2bu6k5N6GTu1ZRbVDamppBcU4CZmvVYqpULBhJYt5Y5xg7HNmvH5Dz8wc/hwFFqt3HGEclK4urJz0yayUlJ47623OHjpEq0DxRITQvVgus8zX3PTcolfE0/y4WSSDyeTl56HodhAl+HNmPZGLxp6u+BoNN2yhfDdivLIQalSk51yCWcfv5tuT4jZxJttAjGZTBhKigHo/fy7ANi7uKHWaNny2Rp8wupRp4c/GvtM7nZVgOyUbNqMacPnL31OsGMwTy94mr0/76X3G71v2jdpZxIrp66ked/mvND/BdwV7mAP4c3Db3t8paRkyawlKFDc1I5YqHzVsvhafO4cE156idc7d5Y7ilCNbMgtQufkUmVrmlo/BcYiV3z8B9H3mUHwTFkx9sqZXRxatZxfn15MXlouNvY2RHSMoOXDLQltG1qu7++eH/cQHFULTbFY71WouTLcQEISr0mCUIVyUnLwHHL/WuoL1kmlsaHn5Kn0nDz1tvu8svavKkwk/M1kMKBWV8tTXkFmX348DBhGYWEpm7clMHveBr6ZNZ8nnn8Y577T5Y4n3COv0DpkXjjLpXwDYU6Wt77vlfXrUSuVqJSi0F/ddQ4J4cvdu9EfOoRNG7HskrWQlEo0dergGRmJ+c03xUAJoVqp7DVfc9NySUtKw9XflamRU7F3s8c33IugCC/aDG6Ch1bNs0Ob4mS+9rjGyp+Io1WUEtU8ml2/fE3v59+56fbg6Lb0f/VD9MVFHFi5gIzzp2k1fNz12+1c3XELqM2KN+Yx//EUuk0eT683w5EUFcu69+e9xP4eS8aZDDzfKZvtGhgSyJ9L/rzl/rGrYnn1q1cZU39MhdaAd5JEq+GqUi3PRGdMnswDERE08vWVO4pQjSyI2U5kux5yx7BiZcVYD5++9JzQl54TytoUX005wN7Fi/hl8q/kpeWiddAS0iaEFiNaENkl8paFpfg1RxjSubkMz0EQLEdM2iUcvcTaP4JQlfIz8vAKjpQ7hiAI5VRWfBXFCeH+0ek09OvdgH69G5B4KpXu/b7go5Yd+lIY8wAAIABJREFUSPfoLnc04R5IkoRBX0pOiV7uKDcxFRfzxfz5jG7SRO4oQhWQJAkPOzvSTp7EXxRfrZLeaKTEYJA7hiBUGtM9frQ+d+gc+xbsI3F7IrlXclFpVBTnFzNu4TjUWjXHD0/DzvQ/k22qYO7N6Ee78sZzn96y+Kqx1V1fJqbfyx8w7/EBbPnm/+g+6dXr+wTUj6b5wIdRaW35YnhH8lL78OCc6HLPgNUX60lJSEFfpOfleS+jo2zQRtvItnxb+C1ms/mGAqu+WM+FuAv0qNejQoVXoWpVy+Jrdn4+PevWlTuGUI2UqDSciD/ME8+9K3eUaqSsTbGzSzd6Tuh2vRibfmkfh1Yu47dXlpOTko3aVk1wi2CaDW9Gg74NUCgUpJ5KY8gTkXBWzHwVaq4dJ07hV//mdiiCINw/pYWlOHkFYsyXO4kgCOVhNOixsRHttISqERHmxYy3B/DC0LG8/cMXFNUeIHck4R6Ete7MsqVL6PniOGyUltNpJu7jjzmWmsqrHTvKHUWoIvV9fPjr4EH8x4yRO4pQQZIk8eILL/DitGk42NjQOyKC5v7+uNvZyR1NEO5aRWa+5qblcmjZIU78cYKLRy5SWliKzkVH/VYhvPL+QLq3CMbZDHWi3+W7Ud8x6JWeNxdeq0j3Zna8kJuDwWBAdYc1mrs8/hI/TB5Oy6FjcPTwxlBaQvwfq7h6PongZu3o/9os/pg9nQ0z0mk0sBEO7g7Yu9vf8liF2YV81f8rTu8+TVi7MJ774DkmNJtwvaDa2KkxXuFenN51mtC2oaSeTOWv5X+RsDWBR6Y8gq8kJh9asmpZfO3eoQMr//yTOp63X4xYECripIM7Bn0JLr7+ckepxv5ZM7bb2B50G2tGYZNHbuYRDqz4lXXT17NgwgI0thqKcorYf1mHnasjntmpKE1i7Veh5jmWeIHGI5rJHUMQah6juFgiCNbCZDSi0VTLU17BQj00rGyGw4cvvsazK7pRYBLvGdaq5dAx/Pzcw+wfPZJ2PpbxczQkJ/PWggVM795dzHKpQep4eJCYnCx3DOEuhQ0ezIoePdjz7bfs37+fR5cuZdHw4TiKNXwFK1Os16OQpNuu+Zqfkc/hFYdJ2JpA8uFkinKKUNmoqBXpTbP24bzzbn8a+LngbDBxfUiTsazQum3T89i76vCQ8fKuqyob7+AQDq9ZTLMBI/9z3+DoNngFR7Dtu0/oP2UmZqOR0KiGvPrxbMb1bMvgNz+ndqOWbP1iGVu/2EphdiHPbX6O0NY3L2H00/ifOL37NP6N/Ek+nEzCkgSkNv98j1WoMJQYyE3LZc6QOTi6OTLgoQF88vInBKmDxOcBC1ctz0QbtW7NzytXyh1DqEZ+iDuCb3g9uWPUMBKmEkfs7drSaVRbOo0qK8Zmph5gy1eLmDZnLoW5WdjaOxJVrxGDmrWkh4eLKMYKNYJBBZfPpvFI3wZyRxGEmkUCk0FcKBEEa2EyGkTxVahyw4dG8/EXW9k58xFavLyQUrPlrRkq3JlKY4MZuJhvOe1CE5YswUmrJcjVVe4oQhVq4ufHT3/9hSEtDZWYZGKVFPb2tHn2WdoAtuPGsenUKYbUry93LEGosBKDAbuMUjKcJP5a8RfHNhzj/KHzFGYVotQo8Q3zolHLYJ57pgvNI71x0ZtQ//sAhltfr63trAOZL+VKEjwwqBNrl/9yx+IrQNtRE1kydRJpZ09SkH2VtCsppJyIJf1cEnPH9CK6zzAaRTZi25/baD2oNSe2nLhl8TUvLY+WD7fktU9fI/1sOt29bly6YvPFzVw+dpnzh87z/drvae/THo107519UlJS8PDwuOMsX+HeVMvvbuy+fdT18pI7hlBNmIEt+3bR4qHH5Y5Sw5UVY52duzD49S7Xt6acPMbBVQt5f8H3vJaVIYqxQo2Q667CUGrAydtJ7iiCUGPkZ+ajVCkxi+KrIFgNk9Eo1nwVZLF5zdM07/AhLR5YAPXGyh1HuEsKScJRYzkth0+ePk19b2+5YwhVzFWno8RgwJicLIqv1YBfQABTVq+mV0QEOo1YGkGwHlq1migvLx4LeQG1sy3eoR40ah3CpAkdaB3lh6vBiPrfHYP11nct9pGhDfjho29v2Db07S9vuW+jBwZz5dQxdi78msa9h5F75jgTBvak31NT2P7r96QlxJKbkUZhfiEhdUPYt2kffaf2vek4uWm5TPxoIn1d+8L/jK06nH2YJ0c9SUlBCQ+/+TBdfLqQm5uLxuneXzt69uzJkSNHyM7OxslJXFu8XyznU2QlysvNxclGjC4VKkemgyvpF89Tv7tYs8cS+YRH0fel93nut11M3ZrIyFnzMbh48P6C72k67VXCv/mefntj+cms47KbLwaFuAAnWL+z2hJU6mo5fkoQLNal+EvYudqDuVp+fBaEasloNKC1Ee+XQtVzdNTywbv9ee/pt3HJPSR3HOEuSJKERmdHcmae3FGu83Rz40qe5eQRqo5GpSL39Gm5YwiVoMvEiTzesSOvbtiAwWiUO44gVMiq0aPRKlWc3DqVA79NYt4LPRgY7o2X/n8Kr1aqtn0GNjp7UpKOl2v/7k+9wds7z1GQlcGGLVvx8vLi9y9nMGLIIJo1rE+PHj2YP38+s9+bzdVzV0k9lXrD/c1mM80fas7quatvOnaeOY+xY8eSfSmbh998mHcHvcuUKVNo3Lgx9erVIz4+/p6e68GDB3FwcODhhx+mpKTkno4l3F61u3pkKixk5759BLm4yB1FqCY2F+rROjiKafhW4lbF2FJHN979cR7RU6cQNncefXb/xY8mW1JcvTFK1e5lUKgB/khKwiPYXe4YglCjpBxPwdFTtPkTBGtiNppQqMWgXEEeA/s0ZEDfhmz44j25owh3qaQgn2ILGnTVuGtX/rp8GbO5GlzhFiqkia8vB3bvljuGUAl0Hh5M/vZbnHU61iUmyh1HECpEpVRib2NDxpGrcke5L9QKA43btWD3wm/Ktb9CoUCpVuPo6UPsxQyWLFmCl5cXRqORzp07k5+fT0xMDM6SM11HdmXV1FU33H/X97vQ5+pZ9O2iG7YbzAbe/e1dDi8/zMh3R/L2oLf58rMvsbe358yZM6xYsYI5c+YAkJGRQWRkJCkpKRV7rmo1rVu35vHHH2f8+PGYRNfI+8JyPkVWkm2ffUZ+YSEdgoPljiJUEwt27iCiTVe5Ywh3ySc8iv5TZvD88t1M3ZrII1/8gtHFk/d++pam014jfN739Nl1iI/yjCS61aJYXKATrMD+E2cIiA6UO4Yg1Cjpp9Nx8RPLWgiCNTGZDNjZVrtTXsGKPPFYW/bvjsdWUSR3FKGCLifG41k7jGBXndxRrrNt25bOoaGsPHZM7ihCFWvm78/+4+WbiSVYPoWDA61atiQ5O1vuKIJQYREe7qzfUn3fh8aN7cqpfX+We/+i3GxKCvLYvmc/SUlJjBw5kpSUFAYOHIhWq+XChQuYzWbenPYmidsTKcopImlXEtvnbOf4puN89t5n+Kp8rx+vxFzC1we+ZtHbiwiMDuS5B59jz449xMbG8sYbbwAQGhpKRkYGjz32GF9++SVarZalS5dW6Hlu27aNiIgI+vTpQ4cOHZgyZUqF7i+UT7U7E/1z1y4G1K0rdwyhmihVqomPO0ir4ePkjiJUEq/a4fR75YPrxdiRs+aDhx8/rF9N52lTCPv4E1qu+YOXLlxlv7MvubYOiHHFgqU5nXSZOl3qyB1DEGqUq+czcQ2oJXcMQRAqoGzN12p3yitYkcgIb2y1alJWvSt3FKGC9iz+juZDxtDE3VbuKNcpVCqefvFFvj94kHzRIrBGaernx86zZykRhfdqo/dDD7HsHtuGCoIcov1qsSf2nNwx7ptWkRL64sJyzwSN/+N3bB2c6Vjbg3HjxvH4449jNpvx8fGhb9++nD59mp9++om6DnWxdbRleovpXNh5AalIYtXiVUTaR14/Vom5hFEfjeKpFk+hUCn4YP4HBCgCmD17Np988gmSJAFlSyMsXryY9957jzNnzjBr1iz27t17x6zFxcVs3bqVSZMmMWfOHKZPnw7A2LFjOXPmDNliQEilq3Z9VEePGcOEV16hY0iI3FGEauC0owelJcV4BIrfp+rKJzyK3i/+czGkMDeb2HXL2L5jI7+uWoLJaMDdN4Bm9RvzYNNoInUavLJS0Rj0MqYWarJinYLMK9lEdo68886CIFSanJRsGvUKkjuGIAgVYDaZ0KhUgChSCPLp37chcfsO06Gv3EmE8spJS6GkII+oOpHUsrOsy2ZO3brxbNeufPjnn7zTvbvccYQqYqtW09zfn3VffMHAuXPljiNUgmN79hDs5iZ3DEGosA7Bwfy+9gSYzXCtGFidOCtzcXL34vSBGMJadLjj/k37j+DMoV38smU30dHRrFu3Dp2urGtGy5Yt6dmzJ7Nnz6Zbt26469yZt2YebYPa3nAMs9nMsqRlLFm1hGUvLaPfO/34+Y2fcZQcKSgo4MqVK7j8zxKbkiShUCgYMmQIa9asIe82a8JHRETg4eFBw4YNOX/+PO3bt+fJJ58kKioKAL1ez759+7h69SparfZuvmXCf7CsT5GVIKR/f0I++ojYy5dp5Ot75zsIwn/48dhxvIMj5I4hVCGdozOth4+j9bXZzobSUo5tW8uxLasZ++E7lBTmY+fiTmRkffpEN6ePrxe+2amoTEaZkws1RbanCrPJjEpT7d7CBcGi5aXn4RMuZpwLgjUxGQ3Y2WmAArmjCDVYXPwl6rdtJ3cMoQL2/DqPNiOeoLW37vosE0vSb+pUvu/Rg4yCAtzt7OSOYzUmrljBL3FxjGnalE/63jga4oU1a/ju4EEeatiQOQMHMnHFCnKKi1n00EMypb3Z4Hr1mLN3L/2Li1GIC+RWy2w2k7Z1Ky/NmsUPQ4fKHUcQKqx5rVqk5+dDgRnsLe898l5JEtRr1oAjm1aUq/iqVKkY+vaXfD9pCMVXUti0aRPx8fF8/fXX/Pzzz+zatYvp06dTp04d1q5de1PhFSA2N5Zh4cMAeOSbR5g5ZiaOkiMAv//+Ow8//PD1fU+cOMGPP/5IbGwsPj4+tGjRgvHjx1P3Np1g586dy9SpU1m+fDkdOnRAr9cTExPD8uXL2blzJzqdjvDwcJYtWyaKr/dBtbtyK6lUTHnlFSa89BKLR4ywyA/KgnUwAxv3xNB44MN33FeovlQaDQ17DKRhj4HXt6WcPMbhtYv5/LdfeC/9Crb2jkRG1qdHk6b0DfDHNycNG72YYSHcH7HFV9E6iA9EglDVSgpKcPENxZgvdxJBEMrLZDKhEYOVBJkdP3GZIS93QDRysx6XE48y5Pm3iHDWyB3lllQBAYxs1YolR44wqVUrueNYlVqOjvx29Cjv9+yJrVoNQLFez7KjR6nl5CRzuv8W6u7OuawssjduxLV/f7njCHfBbDaz9f33efvbb3mnWzcxeEKwSiqlEgBTugGFveW8T6am5TLrsy1s2nKClCs5eLjZUy/Kl0nj29P/wa//875fffIgIx9sdv3ffQe05L0pc8r92Eq1GrWtHSUqFUlJSZhMJp599lmys7M5dOgQzs7OBAcH07btzYVXAAUKxs8dz3vj38NT4QmUncekp6ezbNky5syZw7x581i+fDm1a9fm0Ucf5YMPPihX3atTp07s3LkTgJycHI4dO0Z2djaRkZG89tprKK/9PIX7o1qeiQb16UPHH3/k2wMHGN+8udxxBCuVbedMavJZGvcSI9GEG/mER+ET/s71f19KOELc+mXMXfUbM9Muo1CpqRUUSpsGjRlSvx51SwtwKMxFDAURKsOmY4n41vGRO4Yg1DxmwKSTO4UgCBVgNhrR2arljiHUcAaDCdtajcgWq5ZYBbPZjEqlJthJjcKCB/M/MGgQw557ThRfK6iBjw/nsrJYfeIEwxo0AGD1iRP4OToS9D8tHS1Rm6Agdm/eTB9RfLU6hvR01s6axWfLlrHooYdwsLGRO5Ig3DUXnS1xBy/SuHaw3FEAOH8hk579v8TJ0ZZ33uhNVB1f9AYjW7Yn8vRLS0mMnXZ93ylTV5GXX8xXnzx4fZujw43ru3eKdmVK9tUKZci8eJb08+fo27cvO3bsIDAwELVaTevWrQFuOzMVoKFTQ75+/Osbiqlt27YlNDSUli1bMmHCBHr16sWKFSvuaXaqk5PT9TxC1aiWxVdJqeTFr75iWPfutAoIoJ63t9yRBCu0Qw8anR0qjeWM4hEsk19kA/wiG1z/d2FOFofXLmHHri0sXrUEo9GAh28ATes1ZEjjaJprwDX3KgrMMqYWrNWhY2cIf+D2H9oEQbh/zHox61wQrInJZEKrFaO5BfmVmMU5pbUwX1vDTqtUyB3lPzl27oy3gwPnMjMJcnWVO45VGdm4MQsPH75efF1w+DCjGjdm57lz8gYrh0H16vH8mjW037YNx06d5I4jlFPxuXM8MnAgAY6OfDdkiCi8ClYvwt2DbbtO0nioZRRfX3x1OZIksWXd09jp/vn/VSfCm1HDm+Ps9E9xVWurpqTUgJen422P522ThVpjQ07qZZy8yrespUdQGH0HD+P1SWMBCA6u2Pfmf2exPvXUU/z888+kpaVRv359xo0bV6HjCZbBsj9N3gO1jw/Tnn2WBbGxckcRrNSPu3YS1vLOvd0F4X/pnFxoM+IJxny1hNc2HeXV9UdoPXoSSZlZTPpsJg3emUbk/J8ZsO8I3+ptSHb1Qa+slmNhhEpmVMKFpCs07N9Q7iiCUKMU5haiUCkwGUTxVRCsidlsQqMSxVdBXiqVguLEzXLHEMpJoVBg1JeSrzfKHeU/KXQ6RrRvz0JxzavChjdowN7kZM5nZZGcnc2+Cxd4sEGDO9/RAgS5uDCiUSM+nzEDU2mp3HGEctr566/Udnbmjc6dcdWJTjqC9Wvu78+B4xfkjgFAVlYhm7clMu7R1jcUXv/278JreakVBgLrRHJ43dJy7Z93NQ1DaQkz3nmL4ODgChdeb2XEiBH88MMP+Pr68uCDD975DoJFqrbFV4B6XbtyPDWVc1lZckcRrIxBoSQ2dj+tHhSjSoR7p9JoaNBtAA/N/JZX1v7F1K2JDH7zc4odXPi/X3+k5bRXCf1qDm03bGPK5WziXGuRZ2sv5sUKN8nxUFFaVIpHbQ+5owhCjXL56GV0zvZgFkUcQbA2kmSSO4JQwykUEo6ult/OVCijLylGZaOlxGj5Z2MdR4/mwMWLlBgMckexKm52dnQPD+eXuDgWHj5M97Aw3Kxo7c1BUVHsPHuWE59/LncUoZxSz53DTRRdhWqka2goiZfTwST/e+WZcxmYzWbCQj0r9bjtOjXl1J5t5drXztkNs8mEupK7Znh7e/Pcc8/9Z8tiwbJV6+KrKiCAb2bO5LnVqzlwwTJGYwjWIdnJk+L8fHzCo+SOIlRTAQ2b0X/KDJ5dGsPUrYlM+G4tAS07s+mvA/R5+zUiZ8yg4ZKVPHr0DCttnEl19sIoVeuXbKEcTtuUoNKIWdKCUNVSE1Jx9HSSO4YgCBUkIYllHgTZDR3YhDcffRInw0W5owjlcHTzaiJadyHA3vLXi9Y2acKghg1ZGh8vdxSrM6pxYxbFxvJLXByjGjeWO06FKBQKPujZkxfmzSNv92654wh3kHf0KLM3bKBzJcyEE4Q7mbhiBc5vvcUnMTE3bF9z4gTOb73Fr3Fx+E6fzpmrN65nmpKbS+CMGczZu7dcjxPp4UFucTHkyf8522wuyyBRueu0D+7fgPSzp8r1+En7dxDSMBonjbhuK9yoWv9GSJJExNChLFmwgLc2b8ZgtOy2MYLlWHjqDO6B4oORUHWcffxoN3oS479ZyWt/HGPK+jjajXmac/n5PP/lJzR++w1Cv/6Wthu3M/HUJZYoHUh29aXARicuKdYga08cxzvcS+4YglDjpJ1Jw9HLXe4YgiDcBYWY+SrI7K3Xe+Pr68TJ1bPljiLcgUFfyqHff6FJ76FEuVrHUgOjxo1jyZEjGE3ita4iuoaGojca0RuNdAkNlTtOhQW7uWEwGolft07uKMIdzJs+nUebNiXUXZxLCFVDq1Lx6a5dZBcV3XTb8IYN6RwSwsSVKzH9633j2dWraeDtzYQWLcr1GAqFAkmSKE2Rv/15SG0PJEniZFJqpR3TbIY9R/PIz8q44fv0b0V5Ofwx+wO+mziEv1b/ysChD960bqsg1IjpM24tW9I+MpJDly7RIiBA7jiCFVizdycNewySO4ZQg6k0Gup16Uu9Ln2vb0s/f5qEmE0cid3HHzu3UpSbDUg4e3jRMKohj7RuQytzCY6FufIFF+6rfcfPENw6RO4YglDjZF3IwsWvttwxBEG4C5IYpiZYgAsXMhndrCU5cgcR/tO+ZfNp2nc4rQJcsVdbx1wFp5496V23Lr/GxTHSymZwykmpULDvySev/90aPRodzfq9e2ktdxDhtoxpaaw/eJDvhgyRO4pQg3QIDuZsZiYfx8TwTvfuN93+ad++tJo9m6/27GFymzYsPHyYPcnJ7Jw4sULFQx8HB2J2JNElsl5lxq8wFxcdXTqG8+383Twxtu1N675m5xRVeN3X5BI/3ho/li5PvIzif94jTCYT+5Z8z/EdGxkx8RkWfjoDT50KhSi8CrdgnZ8wKkiSJFQqFQYxElAoh1xbBy6eTiB6wEi5owjCDTwCQ2g3aiKjZs3nhRV7eWNLAlM2xtNt8lRSSvQ8/tH71PlgOtGr1vPKpSyOuvlRpLGOEdvCnZmBs6dSaNC7gdxRBKHGybqYjXtgkNwxBEGoIDNmFIhzQEF+Hu4OxG36HUn8Plq0xJg/aNZ7MG18rGdtRoVCwaQpU1hy5MgtZzkJt+eo1eKotd7z5a1JSXRq1EjuGMJ/KD1/HoUk4WTFv2fCnRlUkOav5kioRIGj/KUWpSQxtUsXvtm/n0s5Nw/7crez45M+fZi+bRvbTp/mtY0b+aBnTwKcnSv0OFFeXmzfd+e2vFVh1geDMBpNdOn1OavWHuH0mXQST6Uy99sYuvf9osLHc1Nn4ezpjZ2z6w3b8zJSWfjio9jbqNi+aQNvjx6At51aFF6F26oRM19NWVlsOnKEsSNGyB1FsAL7FVqUag0aW+s54RJqLpVKRUSbLkS06QJAaXExh9cuYfOmFSz4bSEKhRL/kHBaRjXggaYtaFSah2vuVZRmceHH2uQ7K8nPzCegqejgIAhVLS8tD8+QcLljCIJQQRISCknMfBUqj8lkorCwlKtZheTkFJGdXUh2ThE5uUXk5BaTn19CdnYhefnF5OWXkF9QSmFhKQa9ke/mruazJ3LI1bvI/TSEW9AXF2FjZ0+kqw6tUv6L5xVh37Ytr/TqxfvbtvFhr15yx7FYcwYO/M/bFz30ULn3lduF7GwK9Hrav/yy3FGEWzBmZvLrW2/x7dq1jG7aVO44QiUyU3Zt5qyTnuUnjrHjcCJnEy6hL9JjMpqI6hzJ+sb9UBqo5BVIK6ZvnTrU9/bmg+3b+bJ//5tu71OnDgOiohi8YAE9wsPvqnNC28BAFh2Nq4y49ywowI0/Nz7HR59t5o23V5Oalou7mz0N69fioxkV72xpryzkhbee4JP3vqPl0DHoi4s48ecG9v32I6/O+JRHOzVFpRAFV+HOakTxVbK3Z3ybNoxdtoylI0feNF1cEP7thz27CW7SSu4YgnBXNFotLQaPpsXg0QDkZ6YTt2E5O3dtZdma5Rj1pdjo7AkLj6Jr46b0Cw7CPzcDXakYJW3p0tzKOjmI9zBBqHqF2QV4BUdCsdxJBEGoKNF2uPoxGAzk5pWWFTjziskvKCEvr5iCwrJCZ15eMQUFpRSV6CkqLKWwWE9RoZ6iYj1FxaUUFJRSUmKgpNSAvtRIaakBvcGIXm/EYDBdb7lnNt/6d0epVGBjo0KtUaLVqrHRqrHVabC1tUFjq8LeSYetuwMBYV7YOenQOduitbfh7cd/plBjAH1VfreE8irKy0Hn5IqbVil3lLvS7fXX+fmBBziSkkIDHx+54wj32cmMDJoGBKDy9JQ7ivA/zvz+O89OmUIdT09+eeghbNVquSMJ98CggkwfNX/mXeH3g7HEHTlHZkoWCqUCn0gf6navy5CvR+Dq78rl45eZ2WYmEYfO8/gz/XgpNxCFjB9D3+ralX4//shTrW59jfvl9u35NS6Ol9u3v6vj94iI4L1t20BvBrX8hUhvL0f+7/1B/N/7/73fnE+H/+ftZrOZ/QfPk3ZZQ2FONjvmf8Gp/Tto3aMvvy5bQXSAu1jbVSi3mlF8Vat5bMECTvXqxb4LF2gVGCh3JMFCGSUF+w/tZdC0T+WOIgiVwt7VgzYjnqDNiCeub0s9nUDsumX8tHEtn6YkI0kKvP2DiI5qwIAGjWiikXATs2MtzrbLyTj5OMkdQxBqJLPJjErpjEHuIIIg3NaRP1ay8Yv3sHf1RKlSoVCpKMzNYtK4j7HTGFAplahUClRKBSq1EpVSgVqtvPalQK1SolKV7aNWKVCqlKhVimvblNholCgUCpQqCaWybH+lUoFSKaFSKpAUClRKCYVSgdlsprCwFFutGpVaeb0V2d8XakpK9EgKCUmSUKuUNxX51GolCoWEyWTGZCq7zWQyX9/PZL55m/naviYzGA0mSvX6a/uU7W80mjAaTZhMYDQYMRpNGIzma38aMf/9OGYwm0wYDNe+jEb01/6u1xsxXvtTbzBiMJowGIzo9Sb0fx/z79v1ZbcbDWWPqzcYr+UyYjAYMRr/naliVybLlhW69vPTKNGoywqhao0KjUaJja0GG60atUaFjU6NRqvG1leHq70NGp0GOydbdA622Dhq0dpr0DnpsHHQonW2Ra3TYFYqMUpglCSMgEGSMElglMBA2d9NZUHKnfnA4gM4+DhhKKpYSz+h6pQWFaK20aK20pksKh8f3n38cSZ88glLRowQAzaruSuOBHl9AAAgAElEQVR5eXhVsEWocH+ZjUZOLlnC+Nde45M+fQh1d5c7klBBJgny3FScsS9ldcIJdsaeJOnYBUqLSrFztSOkdQj9pvenbve6t3yN9a3ry/TT0/n+4e/56I2FDPjqdSLOyVd9bRMURJfQUN7ZsoURt2hR/vd613e77rW7nR2lRiNcNYG3dQ5c+reLl7KZ+fEmki9k0aRxbRauPY+htJTagf58//4mvO3EQAqh4mpE8RVAUioZPmwYX339tSi+CreV4uxJQXYmQY1byh1FEO4br5BIekx+4/q/iwvzid+0ividf7Bh60ZKiwvR6uwIDq1D20ZNGBIaQi19Ls65uTKmFnYeP0VAI9FyWBDkYjKItZoEwZLZu7iTefE8vac8jcmYi6FUT9NO4dRyysSoN6Iv0WMoLSsAGvQGDAYTxXojxqJSjHmmsoKkoexPg8GE2VRWHDRdKxAaDdeKhGYzxr8LnUYTZrMZs7lslHzZv8tqcgZj2QxKibJi4fUiKaBSKsoKqOayNrb/W8QzGf8ZACdJUtnNfxdw/7Ud6caWdn8XdCWprED892H/3q5QlOVRKBUort2uVCpQKCS4dj8AhaKsiKy8VkxWqpTX/iwrRivVClR2ajRKJbYqJSqNEpVaiVKjRKlSorFRo9aqUGlUqDUq1LYqVBo1Gjs1Gp0NNnYaVDZqbOxtUOk0qDQqzNcKnSap7HtkkspWRzVKYLpW8DT86+8mwFxJsw5Krn3dz0+6oW1CyUvL42ran7i5d72PjyTcrQtH/8Insj62KussvgLUHjeOTqtXsyQ+nuENG8odR7iPgl1d2Z2cLHcM4RrD1auseu89Pl+1is/79aO2q+ud7yTIygwUOCm56Gpm7ZmTbI9N4OTxZAqyClFqlHiHeRHeMYK+nw/Bo7ZHuY9r72rP02ufZv5j83lq5Uo2NepPqa1Eqp+KWqf1VT4T9s2uXWk3dy6hbm735fg6tZrzx68S6G2ds/BLSw0cT7jCX7EXWLh4P6NHtOC7H1ajULnQatQpkBQMiY74z5mu+/fvR6fTUa9evSpMLliLGlN8Bag/cCAXZs4ku6gIZ1tbueMIFmjpxRScvP3kjiEIVUqrs6fZgJE0GzDy+rbU0wkc2bSSFds2M/e7LzDri2kY5Uff5lE80qgJjlmqsqtUQpU5nniB1hPayR1DEGocg6FswR6zXhRfBcGSHd++noCG0bQe74iksLu2VQxasjRGoFDuEDJwqeVC72m9Wfn2W4z9QhRfLVFKYjzRA0YR6KCRO8pdU2g0PPXSS/QZO5Z+deqg01jvcxH+m0apRG8Snaosgdlo5IeXX2bLwYN8O3gwnvb2ckcSbqFUK5HupeTPrEus/+soR+LPcfVyFpJCwiPIndB2YYx5tStBTYMq5fHaPNaGT7t/yqj6vsR8EkPulVyGvNSLuq4eTDYFo9ZXTRU2ysuLofXr883+/ffl+MGurmzZkcBjna2j+Go2m1nxexzt2oTg7mbPiDE/0KhhbZo0bsSa1S+wPeYsGq0XGzZsYGiPHuU65uzZs4mJieH06dP3Ob1gjWpU8VXp6krLyEhOpKWJ2a/CLa3cHUNU5z5yxxAE2XmFRNJt4hS6TZyCcf8cFn8xl7FjWrP0t7/4fNkOlEoFDSJ8aR8VTN96dQhUOJW1GhE9Oe8LvVoiNTmDeg+IkXSCUNXSTqahdbDFbBJthgTBkhXn55GTmkLWWR2uIXlyxxGEmwQ2DWTH3Bi5Ywi3UZiThYOzE3ZWPPMVwLFzZ8a3bcucvXt54S7X8RMs3+W8PHxdXOSOIQA7Pv6YFbt28fOwYaiU1t96tTowKiDbS0WclMuq2KPsP5LEpaQrmAwmHD0dCGpem95v96Vuj7qoVPenNBLWNoyo7nXZPX83HSd0IOtSNod3JbDy0CauvDmYzq4+9Mysmtbhr3fuzMpjx+7LsRv4+HDgSDKP3ZejV764+EssXHyA1eviyc0rpm/v5jz9wg9kZ+fSv39/YmJieO211+jevXu5jmc2m7l06RKenp4UFhai0+nu8zMQrE2NKr4CRIaGsjMuThRfhZsU2thyJvEYfd6ZLXcUQbAocTv+pHl0EA8ObsqDg5sCkJqWy9IVh4nZmcTXq3dTWKTHRq0iJNCNFhGBPBAVSWNnbxRZZiiW+QlUAzkeKox6I/auYhStIFS1lGMpOLg7cmNzT0EQLM2gaZ/yxUOdWPTUr4xdOBJb12y5IwnCDTbM2EBYu0gkVRFmg+jEZWkCGjTj1P5dlLSPRGvlBdhhL73EAwMHMqFlS+zE7NdqqYmvL69u2MDEixdR1aold5way5CaynvffMO3gweLwqtMTBLkeqg4rSth9fHj7D6SxOmEi5Tkl6Cx0+Df0J8mI5oxfmhTdM5VWxibtPLJm7btXbiXeY/9SEzrMHp2HVHpjzln4MCbtgU4O5M6depN2wNdXMh+6617erz2tWvz3rat93SMqvLBrI0s/u0vXnx2IJOe/hKjIQul2g1JUrJ9+3ZiYmL4/PPPmTx5crmPmZ6ejo+PD927d6d///788ccf9/EZCNaoxhVfh7z4InPbtuUlMQJQ+B/HbF3AbMbe5f70wRcE62TmxJFEpr18Y7sNL09HnnqiA0890eH6toyr+azdcIwdMaeY8M0ysrILkSSJWj7ONA2vRYfIELoEhqDLV0JuFS90YeVOqQpRa8WsO0GQQ+qpVJy83eWOIQjCHSgUCib+uJHZo7vzfos3ePfUi3JHEoQb9JzSk3nD53F8UyM6Pzmc6F6vYhbriVuMqM69WTJ1EgljR9HIw7qL4zYNGvBIq1bMP3SIJ1u1kjuOcB/4OTkhSRJpW7fiO3q03HFqJFNuLp8/8wxta9cWS9tVEYMKsj3VHFfksu5YAgePn+X8qcsU5RWjUqvwjvAirH04vT8ehFeYl9xxb6nlyJYsmrQIWy97DruX0DjDRu5I96RdUBApuXlQZAZbyxu4lJ1dyC/LDrHvwFk0GjVHYrdi71QfSZJQabyv7/fAAw+Qk5ODo6NjhY7v7OxMeno6q1evZsaMGZUdX6gGalzxVeHoiPY+tRQQrNv3Bw/hV7eR3DEEwaLYKQpJvZJN545hd9zX3c2eR0a24JGRLa5vKy4uZcv2k2zdnsina3fwwqXfMZlMuDjraBrpT5vwIHqGh+Nh0EG2qWwhMOEmGxMSLPbkQRCqu4yzGbj4ed95R0EQZKfRauk64RU2z50pdxRBuElo61BmJs8kaXcSvzz1C4d//4PxczdjNogWdZbAztkVN//aLN5xkAaD2qKQLO8ickUMefRRBk6cKIqv1VhBaSnOfn5yx6iRTAUFvD1iBBmZmbzXrZvccaolvUYi01vN/sJ0Nh49QeyJc1xMuoKh1IDGVoNvHR9C2oXSe9ZAfCJ95I5bIU0GN6Ewq4CRX80nfsQTKK34OphWrcZkMkGWEWwto97yx9YTrF53lOISPZmZBTRu6M9nn86iVlBbFIpbD5TQarVotRUfEKfRaFi/fv29RhaqMcv4X1GFJBsbPBwcOJmeTriHh9xxBAthBmIO7KbD+BfkjiIIFsVJfwHgrtfB0Go19O5Zj949/1mr1GQycejwBVatOcLivXG8/8tmSvVGbDQqwgI9aBkZSK96EdS39yprW1xSKU/Fqh1MPEdQ8yC5YwhCjZR1IYt6PZrLHUMQhHI6c3Anrn6iBaNguUJbhzL1r6nMbDuTP+Y9Tdcx8xCt7S1D/tU0VK5e6E1mbJTW/TOxbdYML3Htq1pTSBIqX1+5Y9Q45uJivpk0iSsZGczs2RPJygdqWAKDWiLTW8X+kgzWxR3j8LFzXD6TirHUiM7ZFr/6tag/pDEPD2iEk7eT3HHv2aPfPwrAs27PkuIpUSvFujvD2dvYkHg4hQhff1keX683olIpiIu/xFdf/4mbmxNTp75G8rk4VGon2nYci0JpJ0s2Qah5xVe1mjemTGHClCn8OGwYTncxqkGofjId3ci8com6HR+QO4ogWJTDaxbh4lK5H1IUCgXNmgbSrOmNa2+npuWyZv1RduxM4rfZR8jOKUShUBDo50J0uD/do8Jo5xuIKlsBBdb94bQizMDZU5d58OkOd9xXEITKl3oqlfOHvmfbl79j5+yGi18gbv5BuPkH41E7DM/a4WhsxawlQbAUBVkZeASLi9GC5Zu8ZjKvBLxCy2G7sbdrI3ccASjIyiTUxwMbpULuKPdM4eTE6E6dWHrwIK937ix3HKGSZRYW4qTVovKXp9hRU5ny8pg9cSL7T5zgsz59ROH1LpiBHA8VibZFrDx2nD2xJzmXcAlDiQFbJ1sCGgXQdFRzxg5shL2rvdxx75v00+kU5xZzzMNArRTrXi840sODjdsSiOhdda9HWVmFbN6WwG+rYikpMZBfUEJhUSmzZkyge68XUCjtCInoK/6PCrKrccVXgPAhQ+i9dCkxZ8/Sp04dueMIFiCmxISNnT0KhfWfZAlCZUo4cIBB/RpWyWN5eToy9pHWjH2k9fVt+fnF/LE1kS3bE3nj142kpecB4OnuQMMwXzrWC6Fn7XAcizRlbYurYU220FFBTnoeoW1D5Y4iCDWSyWDi2x0fUHpR4uTJK5w4foGUiyc4fyiG3KwsinJzMJnKekVJSGh0dtg5u+Li64+Tdy3cagXhERSKd1gUOicXmZ+NIFRvU1v5o1Sp6PTEo3JHEYQ70jnrsHe3J+nAnzTqKIqvlqBB9/4s+WoW/We9g7ONdV8MB2jTty8f/v673DGEu2Q2m9l57hx7k5PpGRFBmJsbWrUagPgrV2jo54fCvvoWpyyNMTOTqSNGUJCfz2d9+ojrh+VgBvJclVx2NrP+zCl2xCeScCyZvIx8VDYqfOv4UKd7XYZ//zDOvs5yx61SHiEeRHQI54c1O+gR0EnuOPekoY8PcYmX7utjmM1mdu45TUJiKi7OOn5fd4QO7erx4/yvcfOsS1rKEWxtHXB2b3r9PrcqvBrT00k/eBDPtm1RODiU+7HR65E0mkp7PkLNUSOLr5IkUazX4+xcs17Yhdv7aWcMoS3ayx1DECyKAhMJx84y7UX5Zlza22sZ2K8hA/9VADYYDOzcc5bNWxP4fvN+piVvwGg0odNpqBvsRfu6IfSJisQfR8i0/nVks9yVSEji5E4QZGI0GGnsU4qPuxEaOQJR177KGMxKCo22FJh05JSoOXM+l4STV0hMuMjlixdJ3BbHvoxMCnOzMehLrw8SUarV2Do6Y+/ihqOHD04+tXD1C8QjKBTP4Ah0juJzqiBUxOWEeAwlxTy5YBMRfS8AerkjCcJ/+v2t31FrNTTu8hRmK/+8Wl20GPIo308aytYLOQwKdZU7zj3TRkdjr9GQX1KCvY2N3HGECjCZTExatQo7tZpeDRuyOC6Oy7m5fD90KAB5JSU42N567UKh8hnS0nhp+HCclUpeEWu83pJJglx3FeftS1l7MpHd8UkkJV4i/2o+CqUC9yA3arcIZuTTowhuGSyubwDtH+/A8teWY3i8Myq99c4kaBMYyOqNJ8Bshkqaabp5WwJT31nNlrXP8MfWBBYtOUBYiC/R0VFs2boXLw8HnnnhK5SqssHNPv4d//N4ZrOZnbNm8drs2ew8d46iuDi0DRoAkJ6ejk6nw87uxq5/ufHxzJ85k/PJyWQXF/PNypUoRat3oYJqZPHVXFpK/NmzDBdvmAJgUCiJjT3AyP/7Qe4ogmBRXFTZ5OUXUzfSR+4oN1CpVHRsF0bHdmE3bD+VlMaa9UfZsucUX63cSVGJHhuNivAgD1pHBtGrXiT1nLwg3WhV68juyryMvbtYn0IQ5GRruv3JsEoy4qjKx5F8fDQQWQ961bMDIq59lTGaJYpMthSZtBQabUnJNJB4Ko0zZ9NIPpdG6uUkjsbvJTczi8LcHIwGPRISZsyo1JprhVp3HDy9cfaqhWtAbTwDQvAMiUBr73j/vwmCYOG8w6NwrRXIktefZ1r/p+SOIwj/af+i/ez8bhcvr/sDs1G8hluK4vw8jAYDV4qt9yL4vyns7Wno60tsSgptg4LkjiOU04m0NP7vzz9p7OfHa0uXkrp5M7l5eZw9cuT6Pu52diRmZMiYsubIjY/n8dGjaebnx7hmzeSOYxGMCsjxVJGoKWLtsRPsO5bEuZOXKcorRqlW4hnsQXCbEB6d0o2ApgGi0HobTYc15acnfiLOo4Sml613VmXrwEDS8wugyAy6ey++pqXnMWdeDB4eDgwZ9S3ubna89eYUmrcagkKp4+ExhUgKDZJUvrKWKTubBRMm8MjixXzUuzd+jo5oQss6y5lMJvz9/XFxcWHChAm8+eabAOhPnaJnnz6MiY6mrqcni2JjkUSnAeEu1Mjia3FCAlkFBXiI/zQCcMnFi+L8PHwj68sdRRAsijr3FBq19bTbCgv15LnJnXlu8j9rGqVcyWHN+qPE7Epi8fZYsnOLUF5bR7ZZZAA9o8Jp6xOIIhMotMyLLNuPn6JWvVpyxxCEGslkMgFge+3Pe6GUzNgrC7FXFoIaAn2hpS/QwQPwuGFfo1lRVqQ12VJotOVyhp6Ek6mcPZtK8vlUUi8nEn9kNzmZZW2PjUbD9fsqlCpsHRyxc3bF3s0TJ09fnLz9cPULxM2/Nm7+wahEyyShGlIoFCiUKjIunOGj9otQaVRMXjsWpTZP7miCcJP1M9Yz8O3JKKktdxThXw6s+JlWD46lvptW7iiVpnF4OIeTkkTx1Yq8s2ULU/v2JXrSJDCZGDNlCpGenrzXvfv1ff48c4Z64md6X5mNRhKXLOHJqVOZ3Lo1nUJC5I4kC6MCcj1UnNQWsfroCfbEn+LcycuUFJSgtlHjU8eH0HahPDBzAL51xazAiti7cC8l+SWkO1jmtajyUimVZbNes02gu7dCu9ls5rlXfuPdt5/Cr1Yoly4l06zFAFQaz+v7KJS6Ch3z9w8/5NV16+gWGsprGzZwbutWFLqyY0iSxOuvv87x48eZMWMGb775JmaDgb9WrUKrUqE3GlkaH8+8//s/FI5isJxQcTWy+Jp67hze5ezrLVR/v5w+j6tfoNwxBMHixG1cRWSEt9wx7omPtxPjx7Rh/Jh/1tHKzy9m45YTbNmWyJSF60nPKLso6+XhQKuoIN7s2QX7Ag3kmODe6y33LD4xmfpDGssdQxBqpKtnr2Jjb4Omis+HlZLphkJtUC1oXQvA69rXP/4u1P5drE3PNpF0NoMzZ9K5cD6V1CvpJB9I4OimHApycigpyL9eVEYqK9Zq7RzQOTpj5+qGg7s3Tp4+OPsG4OYXiHtQqFirVrAakxdtJS8jlV2/fEPsumWkn3wc7wZypxKEG109f5W89Dyi2o7BaEXdWGoCZ59a5KRdJsql+hRf69evz7I9e+SOIVSAyWxmX2IizTQa4r7+msSMDD7v1w+va9cxD128SNLVq7z19dcyJ62+ckw5jH7mQRLXx7O4zxCCXK2/DXl5GFSQ46kmQZnP2uMJ7Isvm9Fakl+CWqvGJ9KbsI7h9Pt0CF5hXnc+oPCfwtuH4+zrzJxV22jd7AEc86y3CGurVnP+WAaBvvd2DfHAofOEhnjTst0EJElFQPC95TJcucKcZctY9cgjPL9mDdMeeIAjmzfj1aYNklJJ3vHjNJMkHnr+eSRJwpSXx+H583nxq69w0mpJ0etZv2ED2rCwOz+YINxCjSy+ekVGciYzU6x7IQCwek8M9bv1kzuGIFicI7v20blDuNwxKp29vZbB/RszuP8/BU2DwcCfMaf5ZekBmrz6GWazGVutmvAgD5qHBdCtbhgNHb1RZAFV2IbMqITLZ9IY0VvMzBcEOVw6eglHd3sqZ+Wa++OGQi0Q6AXRXkBLZ+DmdWP1JhVFJhuKzWUF28xcE6fOXuXcuQwuXczgSspVMk79xem9W8jPySlrwaj/Z+1MM2ZUGht0js44uHvh7F0LN//auAeF4hYQjJtfkJhZK8hGY6vDzb82/V7+gMSdf3Bm3xm8G9SMC6aC9ZgePZ1B703CWCJmUFiauh178cuUcbz9zc/MfHI0WqX1t8r0CQ8nPT9f7hhCBfw4dCgPLlrEg+vW4ejmRoCzMxtOnmRo/fpIksTbW7bw87RpaMKr37m6JUguTeaRpx4hOT4ZtZ99tSy8moECJyVZbgr2Zl5h6/FEjpw4z6UzqRhKDGhsNfjU8Sa8Y4QotN5Hrv6uvJP4Dh80/4CeVxYR0+UhlFa6Bnx9H2/m/riLD7oMAkXFz56zc4qY+MyvnD2XweJfPix3S+H/Ev/TT0z98EO6h4cT5u7OooceYvOpU0z94QdQqUjPymLn/v2k5uRQZ8cOFixdyhcjRvDB9u3UcnJiQq9ePDRrFgqxvrZwD2pk8dU2PJzo2rW5kJNDHU/PO99BqLYKbHScT0pg0Mzv5I4iCBZFhYHEhPN88X81Y2CCSqWiS6cIunT6Z33G8+evsmHzcXbtOcOSHXFkZxciSRK1fJxpFOpHhzrBdK0dgn3h/Zslm+umorS4FFf/6nfCJwjW4EriFdx9nOSOUanUCgNqhQFHCgAI9IDGHkBzR8ARuHF4scksUWLWUGzSUmSyodCg4UpGCYknUzl1KoVz566QcmQnx7asoiAnh9LCAkzmG18QFQolNjo7bOwdsLV3Qufsgs7FHXtXDxz/n737Do+iets4/p3Zks2m95BAQoAkECD0Lh2RIkVRQCmCKIKKIig2EASxi10R4VUsdAEFAem9qPQaekgCIb1tkq3z/gE/FAFBSDKb7PlcVy5gsztzL8nuzsxzznOCQi+1Rq4Ujl9oZfTu/62NlCDciE9wGEVZYlqh4Hw0Og3xHUZgL1Y7ifBPGq2Wh9+ZxXfPDaReizY82uQOp9w4AZ2YrVOupBcU8MyyZew9f571W7cyYPZs5uj11Bs5km/+/BM/d3d61a5N5YED1Y5a4VgUC9O3TGf6lOm0faIt97xyD++2eRe7hnJbEANwSJfaBp8ymll25Ag7Dp4i8dQFCrJNSEh4+HtQJb4y9fo3YnDPeviEVqxzH2enN+h5bM5jvNHoDV7re5ZJOVHoLOVvBuy7XbvR5quviHrJn+Fvt/vPBdhJU3/l+TGDad32PrRud74kg2Kx8NZHHzH2rruIr1QJAC83N+6rUwdvg4FVa9YQ4etLJQ8PpnTsyOAFC3ivf39eWrUKd62WD197jbvGjEHSlJ+l2ATn5JLFV4AiiwV3rcs+feGy/QZvJEnC6H3tzBBBcGWBukyKzTbCK7nuayMyMoAnhrXmiWGtr9xWXGxhw+bjrNtwnM9WbuPFlOXY7Q6MRj2xVYNpERtJl7iaxHkGQaYd7vCab4qnDbkCjLgXhPIq43QGlVx88IMsKbhLZtxlM34AeqgRAXdFyNApHAi/cl9FAZuipVhxw+LQY1b0mB16svPtJCZnk5ycTWpqDhnpuWRm5JJzKoWkPXmY8vIpKijAUlSIw/HX1S0JCY1Oh87gjsHDC4OnN+7ePhi8ffD0C8YzIAjv4Er4hobjGxqO0TcAWRbvmcIlDe7ty7J3JtHmqVnoPDPUjiMIf5EBqRxfya/gZI2GqIYt2HXgMAMbRqHXOHP/i5uTg4LQa7WYbTbcxDUwp/ft7t0MbdmSpQsXIgcEAGD09CSzsJAlQ4bQfOxYNGFhyOJnWaKyHFm8+vWr7N6wm8d+fAwPfw8ArMVW8gO0+KbZVE54a8wGiZxgHXstmaw9ksC+hHMknrxAUV4RWp2W0NgQotvE0H5iFyIaRIjjZicRXiecJ5c8yee9P8f9s0cpOJ1J+xo16HzRy6k7MP1duI8P20eO5K4vv0RRFJ54p/1NC7CKcqnInJaeT25uMe06PYWs8bjjLIrZzG9Tp1JoNl8pvP5dxxo16FijxlW3ffvgg/T+7jtqBQXx2/ffU7lzZySpvPzvC87MJT+tHTk5nE1Pp4qv6xYVhEu++f13qtRtpHYMQXA6plM78fYSrTX+yWDQ07VzHbp2rnPV7WfOZLByzWG27zzDD+v2kJ9ffHmWrA8NosNpG1udDtWq4WnWQ7YDbvHcbfWpkwRGBpTCMxEE4VZkJ2fTsEtttWOUG5IEOsmGDhtoTFdujzJAwyCggQEIvfx1LZuiwezQY3a4XZ5t68bFLAspF3I5fz6XtLQcMtJyyM01kZ16nLSEPzHl5VOYX4C5qBC7xXLV9hQundBrdXr07h4YPL1w9/bF6O2Lu68/Hn+bfesVGIx3UChGv0C04oJmhdCo58Mse+9V8i7IBIiJX4ITUewKklQKLVOEEqPR6nHYbJgdDvTlfNaLbDAQ6uXFhfx8qvqJNdydmaIobDl7lvHvvou+7l/Lzhiio/l+8GBaTpmCpgK2wFVbqi2Vvk/0xb+qP0NnD71q8LOskTnvacM3TcWA1+GQIN9fwwUfhTVnT7H92CkSEpLJSMnCYXdg8DIQVqsS1dpUp+vbvQivE37zjQqqqtutLt1f7c6nL/1IQGQAs75YQc+XutHMI4Q/k5KoHBaABxoSki4yPbg5shMeRoR4ebH9ySep/eGH1G4Yzl0Pxd7wvsXFVh5/eg5JydmEBHtRKzYMSb7zpSEVh4MfRo9m2bZtfN6r1609RlF4f8sWGlWtynuzZ2OoWvWOcwjC/7jklYXU7dsxaLVoxAgfl6YA2/7cyd1Pj1c7iiA4nT9WLqNxwwi1Y5QbUVGBPDm8LU8Ob3vltsJCC+s2JbBx03E+XrGFcRcuzZLVaTVEVfGnYXQVOsRWo1V4JPo8GfKubS2z69hpIhpGluVTEQThb3Iv5BIdLZaoKCtayY5WU4SHpujKbVFhQBjQyA0Iufx1LYciYVF0WBUdVocOi3Lpy2yXyciykJicdamAezGH9PQccrJyyDmVTPLeS8XbYpMJi7kYm9l8pWgLl2bfIkno3Azo3Y2X2id7eGHw9MLg7YOHbwBGb3/c/fzx9A3AMyAIT78gPAOCxNwDeI8AACAASURBVNq3Kvvt0yl4BQThXz1T7SiCcBVZK1NcfAEtgWpHEW5A1mqxWopRyl/nx+uq7OtLcm6uKL46uczCQir7+KBv2PCq293r1mXg7Nkqpap4FEUhhxx88OGc+RwPP/YwNe+uSbMBza65r38Vf9aePU0c6rUgd8iQG6TlpMHMssNH2HX4FKcTkinKL0aWZfyr+BHRMJJO4zpTp0sd9EZx/Fle9ZjYgx4TewCw8/udfDvsWzZVDaS4oBiLyYLR30hhViGPz2hCk5POOTDo7U2X1ktt3ObG1xMVRWHIE9/z2NDu9Oj9OGmpZwkNb1Ai67zunTmTH9atY07//mhvYfCU2WZj9PLlNImN5dmvvkL2EW23hZLlksXXnxcvpmvsjUdfCK4h3TeYnLQLxLTqqHYUQXA6+3fuY8zTbW9+R+GGjEY9PbrWpUfXulfdnpFZwOp1R9my7RQT5v/GxbR8FEXB18dIzarBNIuOpHOtaGKNgRxflsI9L3dV6RkIgmDKMlEr9vqzNAXnIksKBsmCAQv84zw72ggtKgN4XP66/uh/RQHr/4q2Dj0WRY9F0VFokUlOzediah5p6flkZuSRlZlHbq6J3PTTpJw5RGF+AUWFRViKirAUF2O3mFEU5dpCLpdaWmrdDOgM7ugN7rgZPdC5G3EzemLw9sXg4Ym7ly8GLx+MPr4YfQPw8PXHwz8Io4+faBF3C/IyLnJkwwrC42ohyaK9q+Bcqjauyo65s2jd7yO1owg3UL1pa3bMn0XmI33w1jvnBe7/IrZKFY6npnKXmM3j1Nx1OgotFiguBqNR7TgVUpFSxJj/G8NPb//EY188xvKPl9N6WGvie8Rf9/7hdcL580QiVC/94qsCFHvI5AVq2WvOZPXhBPYePcO5k6mYTWa0ei2hsaFEt46m85s9xGzWCq75oOY0H9T8mtu/vO8Lej75Pm+8NpBHC8Kdqi3x2F+Xs+HUaXb+NhZ9+PVnsa7dkMDW7ScJD/Phvr6TkDVGKkfdeYsaR3Y2O77/nlc++ojPevW6pcJrVmEhI5YsYXjPntw/dSqS253PvBWEf3LJ4qtGq8VNp1M7hqCyX9Jz8fQPEhewBOEfPGQTKSmZdLk7Tu0oFVJggCcP923Cw32bXLnN4XBw6MgF1q4/xtY/zjBr1U7yC8xk5xYRJ34OgqAam9VGmJ8HWETxxhVIEuglK3qseGoK//qGG9TyAqLhrwLutesH/Y+igA0NVsflmbiK9qo/s/MspF7MJzMzn6zsIrKy8ikoKCIv10R+bgGm9DRyzhRSVFiEuagIc5EZS3ERNosZu9V6VUH3SvbLl14kWUar16PVu+Hu7csT//eryx3rXjh+mE/6t6PVwEd58KP2gOmmjxGEstTpuU7MeWourfsp4FSXTYX/CakWS25qChsTkolqot6Mt5JSvWpVth09qnYM4SY89HrMdjsnZs0idtQoteNUSPP3zGf/pv10erYTXwz5gqeWPEXEv3T8im0Xy5YvNkL1ks1RbJTIDdKx35zN+oTj7EtIJOnsRfIyClAUBYOXgfC4MKLvqcX9n/UnqHpQyQYQyq2RS55k3jPzGPv81xxu0ZQXW7YmxMtL7Vg8u+wXtpw9e8PCq9ls44d5f7B1+0kGDezBXa3vRdbc2SATxWIh4aefmD93LjuOHSPCz49PevYk4haWmTydmcno5ct5e/Romj/9NJKLnS8JZcfliq+K2cyxEyfoUKWK2lEElS3Yvpm4dmJGmSD8k589GQC93uU+IlQjyzLxdcKJ/9vo1TSdTKO4iaJtkCCoSQF3ewXpOSiUGUkCHXZ0GjtQfO0dDEAwXCq6GC9/3ZxDkbArGqyKFpuixaposaO58neboqHAZCMzu4is7ELGPfU+h9b9QvzdvUvsuZUHQVWj0boZaNq/CQYfUXgVnE+Nu2qQeyEHh/Ycsk0sL+Gs7n7yJd4ZM4LGCxdSN7R8tyGMiIrifF6e2jGEW1AjIID83Fy1Y1RYGzZsoMnDTYjrFEfbETfv9BXXJY7FLy/GppPQWv/7OYFdhvxALUmeNlYcT2DnkVOcOnmB7NScK0XW0JgQIptWpdULHYlqHoVWK67DCDc2rso4jD7uzJg9kvVf7KDNV1+hkSS61azJC23aqFKIHblkCX+eT75UeA27tvBaVGSlz4CvGdC/I3PmLcNgvPOaTP6RI0x46ikS09N5tHFjhj3wAF63OHN1R2Ii72zaxDfTphHVqxeSJAbCCaXHpd7RFUVh07RpJKenc1fr1mrHEVRUrHPj2KG9PPXSu2pHEQSnc3zTciIjAtSO4fIOJ2WLwqsgqMjhcADg7hDFV8E5yJKCLNnQYbvxnQzA5Y/w7DdH8cYLE6nTsadLzX612SxoNFqyz2cD/mrHEYRryLKM3kOP3ZqFLIniq7MKi61Lq4eH80Cf+/hx/iIaVy6/7ycevr6YLBa1Ywi34FxODlExMWrHqJCO5B/h95W/M3zI8Ft+jKe/J3arnbxADf4Xbnz8pQCF3jLZgRq2ZZ5n07ETHEw4x/kzaZgLLcgameBqQUQ2rUrPoU2p2aEmWjHYXfiP3m/7Hn7hfvyxfBR6BfreXR0KHSTuSOftz9fQ+quvcNNo6F27Ns/ddRf+ZdC+fOSSJew5n8KO1WPQhly/+Pnq67/w/HP96P3g1NsudCqKguXkSZbPmsVvmzdzMDmZR5s04fV27f7TdhYdOsTPR46weN48/Jo0ufkDBOEOudQ7/cHZs3l95ky+ffBBMarBxR3zCMBut+EdJNZxE4R/OrB1Ky2aRakdw+WtXnOE0JriPUoQ1JKTkoPOXYdeEcVXoXwa3EHPt9GxTO1Uiya9B9D56fEuUYQ9umEldruNxv2rATlqxxGE6/IO9ibp8E6q1WmgdhThX0Q3b8ee5QtYcjiZRuF+5fY6UnZaGt4Gg9oxhJtIzc8nq7AQzyhxLl6SFEXh51M/8+qTr9Lt1W4Yff9bQUqj05BosOKP9FeRNUDmz7w0tp44zcETyZw7k0pBpgkFBa8AT8LrhBN3Xz36d48nIFIMbBfu3IVjFzi3L4ntiW+jtzr++oZRJrJjCF92HAgFDo6sS+bdGeto9vnneOr1PNq4MSObN7+lNVD/q/8VXretfu66hVdFUVjyy34KCiz06vPKLX2GKv8797ZYKDhyhD/WrmX/vn0cO3OGhNRUOtSowZNNmlClU6f/9JzsDgfvbNpErtXKwhUrcIsUg9+EsuEyxVfT0aOMnjKFz3v1wtfdXe04gspm7d1L5Zr11I4hCE5HwsHRgycY+cgDakdxeXt3nqZa8/K/xpQglFfJB5LxDvSi4peqhIrKTbaw9Lu+fL20HYvnrOTNu2vT86W3Knwb4oDKVZFkGcXuMqe6QjkU3TqaOc+9wyNfelGlxkC14wj/oigvm8gqVcpt4RVg544dNAgLUzuGcBMT16zhnQceQNeokdpRKgyLYuGDNR/w/XvfM+DLAQRWDfzP2wiI8OeZBYsx2CXOnUqlIMuE3WrHJ9SHkOhgqjaPou2rnanapKpLDHIT1PF5r88Z++lD1Ph74fWfPGXiekXwba+hkO9g588neXPGGqZt3Uo1f38eb9KEvvHxJfJ76nA4WHjwIHOfGYA2+NqObcdPpDFy9Fzqx0fw6WdfIGs8/3V7itlMwuLFzJw1i7TsbHKLijDbbDSqUoV6oaG0bdyYav7+t/VZnGEy8cyyZXRv0oQRn3yCfAtrwgpCSXGJM1LF4eCdF17gkcaNCfcp32t1CHdOATbs2kbbYaPVjiIITsdXm0tmVgFNG4lRYGpSgLNHL9DuhXvUjiIILuvCkQsEhonjRqF8CzKYeKW/B+P69eWn33WMfuQFkg7uoePw5zF4eqsdr8TZbDa+eqwnjXr3ReuRoXYcQbihvtP60rhvY77qN4mXVvQDh07tSMINSbiV83pKQVER3re4Fp5Q9hwOB3P27+dgaiqx7duLAl4JyXZkM+aTMRz5/Qgjfxp520v6dBzdie3fbqNSy+rcPfleKterLH5GQpkrzC5kWI96YPuX4uvfeck0HxjDLwOicVywsXD2bmYs3cFLq1YRGxTE4IYN6Rcff9szYmVZZv3jj9Nj+mxm+2lp91gcXC6M7vz9DF16f86MzwbS8/6XCa4Ud9PtJa9ezcPPP8+7XbsSUb8+QImsX7vu5Ek+3raNd557jmYjRyKJNZWFMuYSv3HZf/zB1qNHGTNokNpRBCeQ6R1I1oUk4tp3VzuKIDgdt7zj6HUacTKhMpMsYco0EdEoQu0oguCy0k+lEy7ahAkVhFZy0K+ZmUrL32Ly1F/4oHdztG4GRs5eiXdgyC1tIzPpDMlH9lHvnvtKOe3ts1mKcdht9HnrISQpRe04gvCvqjWvhrXQis7zIta8ymrHEa5DURQsRSbM5Xz995rVq7Ng3Tq1Ywj/kFZQwMfbtnE0LY32NWrw+9KleLRooXascs+m2FiSsIR3X3uXiEYRDJ099I5mrjfs05CGfRqWYEJB+G8O/HoAd293PO23WHj9O0lCDtPR7+Xm9HuxGbYkM/O/283sFX8yYfVqvNzcuCcmhlEtW1LlP84Ija9UiaWDBtH7re+ZrTxEta6VWLbyED8v289jQ9oy9PH30epv7TzDoNEQ7u1NkypV/vtzvI5Ci4WJa9ciaTT8sngxPpcLuoJQ1lyi+Lp41izuq1OnXLeJEUrOytxCjD7+orgkCNex/7efqVWzktoxXF4mlw6qxfuUIKgn61wWDbvVUTuGIJSoNjVMrP2mIwX2Hrz0yQk+6tOKhj36ERQVS7M+g2/4uD3L5/PLOy/jExzKr++PJ659N/zCIohr1xW/ylXZOX8mB35bQqOeDxER34Q/f/6RyPpNqdGsHZ8N6IS1qJAm9w0k+dAeNHo9nUeNxy+0conPvs06dwZJknDYi0t0u4JQWjQ6DetmvkGbvtPVjiJcx/ljB6gS14Bgd5e4dCaUoVOZmYxetozxvXoxbdgwtLVri3O/EnCy+CSTPp3Eoa2H6P1GbyrVEtc2hPJP1sjYrDbuuKohS2gjDQyY0IoB41tCtoNDm5P5bPYW7p41C0VRuKtqVZ5u0YIG4eG3tMkG4eEsHTSIjq/PpO2qGjRqVp3+DzZn9Li5V9Vh0rdtY94XXzD8zTfRyDKKyYTk7o7s48OJVasY9dprDGjQ4E6fIQA7z51j6vr1jO3Xjx4TJiB7eJTIdgXhdlT4I0h7ejrzN2zgmwcfVDuK4CTmbN1Ezdad1Y4hCE5p/9addGwbo3YMl7dl9zm8gv99TQxBEEpXbmouMTG3NlJXEMobT00hn44Op1+v95j65s+s/XIJBZlpdBz+/HXvv2/FIvoMH8xHY6P57aAb33yzngsHt7Jr0TdYiosIjapOr36dWbFkIVt/+JLQqGps3L2NpW+Oo/V999O1R0u+njab2vVjOXs6hR/GDMaUncWQT+ZQtUHzEnteO+bPwjskDL/qmSW2TUEoTX3e6cOWmdtp01ftJML1JO7/g6gmrWgQaFA7yh05fe4cUX5+ascQ/ubDrVv55LHHqP/qq2pHqRCKlCI+Xfcp/zf1/2j5SEtGLBohJuAIFYal0IJ/mC/6kmzCIEngr6FO70im946EYoX0/Tl88tVGHl20iDyzmXqVKjG8aVM6R0f/6+CQBuHhuOt0vP/kSBoOeg5FUS4NhszPZ8mrr6L18yP32DHeXLGCedu2IQGebm6gKDguf73fvTtR/v539JQKLRbe2LCBfKuVRd99R9Bdd4n3AUF1Fb746sjORgK8xPoWAmDW6jlycC9PPDdF7SiC4HS0kpWEY+f44oPeakdxeZs3JBBeV7SfEwQ1mTJN1BGdAIQKTJKgdbU8Vs1sz++J3Xmg52SKC/LoPmbyVffLTDpD0uG9zP1mMHo5ix71bPT4qBkAdkXGquhwk8xIErwx7K8KkqJAvt0DD00hGimboQt7Xv5OLIrSgTYP/Uri/j9KrPi6dvo7/Pnzj7Qb9hziOotQXtS/rz4/vfQTss6EwypmZjibrOSzxLTsQKixfF86yy8sFNfEnIiiKKTm5xPXs+fN7yz8K0VR+DP5V0a/+hY6Dx0jF4/E4FW+B0sIwj/tXbyX2AYRdz7z9d8YJIKa+TGl2X1MsfWm+GQRM2ftYMq69YxcupRIP1+ebdmK++pc2xmq2Golys+PkKBaAFcKntZjx3hpzhwea9KEVcePM7hRI15o0wYJrqw1qyjKVY+5XTsSE3lzwwaee/BBek2YgFwC68UKQkko30eQt8BaXIxdKd/rcwgl57hXEDarBb+wkukhLwgVSZA2E7PFRqVQH7WjuLwjexKJ79NI7RiC4NLsNjsh3u5gtasdRRBKXdPIQn5bO4kePd7BbrPSc9xb5GVcJP30cX58YSgjxo+ihk/WNY/TSA40kvm625Qk8Naabvi9/oPu5s1x09j243QenPIZ0c3b39Fz2PjNJwz68HuaDwe4/n4FwdkYPA0U5xVzPulLQkPHAKLtqDOxWS3odTrcNOX752Kz2zGKlrZOY3dKCrVDQtDWqqV2lHLNZs3ix28nMeGdeRTaHUw9MVXtSIJQKg6vOcymAxPLbodaCUNNI0+/15GnHR1wnLfyzBML+WLnzusWXxceOkT3WrUIa98exeHgyJw5zJszh92nTzOoYUNGNG/OiObXH2x5p0XXfLOZN9avp8hu56fvvyewVSsx21VwKhW++JqVkkKoGO0gXDZz717Ca8arHUMQnFLu8W34+RrVjuHy7EDKiTQG3iveqwRBbe4OMYBPcB21ggqYM38cAx76gCntY9Do9LgZPXj1w5d5qmvJnzY+2U3PI10ms2iHxItDh9HkvoGYcjKJa9eNOh26/6dtLXjtKXRubjQbpkWjzy3xrIJQmrq+0pVPe77HwM+sxLUcjWJzVzuScFlE3cac+GMr+XfH46XTqB3nttntdrTaCn/5r9w4nZVF3YgIZPEzuS0ORxG7d/7I61M+pk5cGIs3Pk+Hxm+oHUsQSsXsYbMJr1mJarJKn0GyhFxZT+s21Tmz9NqBmN/v3cv+tDQ+nTsXe14e//fii/y4cSOjW7ViYFxcqdZkdicnM2nt2kuzXcePR/b2LrV9CcLtqvCf9CcPHcLXIFpOCKAA63Zupe2w0WpHEQSntHvVCho1iFA7hsvL08hYi634hvmqHUUQXJbD4QDA/fKfguAqmkaaOLL1abJsvnhpCjBqikttX5J0ae3ZAS21nJnwLPt+P0zlIE/WffkWS6c+j6zVMmbJDgzGf18D3WaxsHf5Al7bvh6t+/FSyysIpaXby92IahrFjyO/Y2eVlQz9bB6S5ItiFYMi1eYfHkHi/t9JK7Tj5VN+i68Xc3OpXa2a2jGEy3wMBpILCtSOUe4oio3EU2uZNGkyVquNd6b0pnK4L7kaCcQhu1ABLZu8jEOrDrF172uo/QlktzjQ/qODwtmsLFYmJLBkzRr0lSvzy4QJ7Dx4kB/79y/VVvcOh4OPt2/ncFoaC775hpC2bcVsV8FpVfjia/NOnXh75ky1YwhOIMMnkKwLScS1/28j6QXBVRz8Yz9jRrVTO4bLO1dQjEar9qG1ILi2zDOZuHm6oRcTXwUXpJNthOgzynR/rw/2hcGtALApDci1+dC26ycsmTKGi6eO0ajnQzR7YCj66wyqTdy3C63eDb/q147GF4TyolbHWkw+NpnpD3zFlDYt0Og0NOrTlmYPPkxAeAPsxT7g0Kkd0+V4BgSTn5FGkb38VnYcxcWcSE9neJMmakcRLvNzd2d/aqraMcqNItNJDu1dwMxvV5OUlMGLY+6mfnzlK9/3sivojToyEzMJiAxQMakglKxfp/xK/L3xRDpBYdFUaEH7jxb8H2zZQmT16uyYM4ddf/7JnoQEHq5fv1QLr5kmE88uX87dDRowd+5ctIGBpbYvQSgJFb74mpOZiXcpvuiF8mNFtgmjrz+yWOtEEK7hIZtITs7kno5i3Rm1rd1wjMAocQApCGpKOZSCd6An6p/mCoLr0UoOAnTZ1G3emAPbd9F/eD9WLFzJhpnTiGnRjvtf+xi9+18zAkOi43A47GALAMquaCwIJU2WZZ5cPBKAzMRMfpn4CzMfHYWl0IKkkQiKCqVmu+a0fPAZZCJVTusafEPDyUpJJN9cftd/L961i6zCQnzdRTtrZxEfGsoHmzdjO3cObYToPHUjiqKQlb6bBx8cgE4nM/7FrsTXCb/mfjIQWi2II6uP0Prx1mUfVBBKQfqZdABadKqpcpJLMvML8Xa7ehBkan4+7klJvDVrFr3i4ugcHU3rqlVLLcORixd5ceVK3h49mhZPPYUkWrcL5UCF/y09tHs3cSEhascQnMCcLZuo1baL2jEEwSn5O84BoNdX+I8Fp7dz20kiGoqTcEFQU2pCKgGhPmrHEASXNveNWsClQWETBzzA5lNePDX8Y7bNnUH7R/9aRsTTLwCf4DDGRt7N2GWLqN5JzCYSyr+AyACGfjv0yr8L8wrZv2Q/uxfvYcePnRn3617Rlvg/0ksWDHIx7nIxBtmMrSCd3AtJ5KVfJC8jjbzMLEz5eeRn51CQm09+bgGmgkKOHkomLWkNVOqt9lO4LUe2bCFazAxyKgadDi83N5J/+42qjz+udhyn5LAX8OvS93nvwx94aWxnWjWv/q/3j64bzumdp0XxVagwfh7/Mx0ebcXbfZuqHQWA3w8nck9U9JV/n8/LY83Jk1T396eyjw8P1atXqq1/1508yZc7d/Lj9OlUueeeUtuPIJS0Cn+VPTIqilnp6WrHEFRm1rlx9PBeRj7/ptpRBMEpndiyksgI0aLHGZw4kELXV7upHUMQXFrG6QwqVfZTO4YgCJfJkkK7GnlUjY1m18Jv2L9qMRqtlrtHvkzN1nczbvlu5r48nPe69mb0z99Ss1vprVUrCGowehtp8UgLWjzSgtfiXiPx0CIiYgerHUslCm6S+XIR1YKbbMZRmEPexXNkX0gh++J5slMvkp2eQW5mNrnZ+eTmFpCbW4Si/LWegE6nwWjU4+nhhpeXAR8fd7w83agc4ElgdCghwd6EBHuxet0xss8lgHNc//7PziUnE+Xvr3YM4R/cxIytayiKDXPhGTZuWMLMmfMICvJk3uxH8TDevJthsxbVmf7+6jJIKQilLzc1l0OrDvHVimecoxOTQ+FEagafdut55SYvNzdaRkbSKy6OM9nZpVZ4dTgcfLRtG8ezsli8dCletWuXyn4EobRU+E/7qMaNySosVDuGoLIEryDsNiu+la5tUSIIAuzZsJG7WlRTO4bLM0uQlZJNLdH+WRBUlZ2cTYPOcWrHEAThH374+B7mrm2OJEscOVvE3Jce5/VtZwF46K0ZmAsLmPHIGN5J/Bid0aRuWEEoJXc9eheLJ77HMwvvRbaXr6KahAOdZEMnWdHLlit/1ynFWPIyKci8iCkni6K8XArzcynKL6CwIJ/C/AKyLqaTnppBZmYeJpP5qu1qNDIeHm54ebrh62skwN9IWIg3DWtGUDncl6jIAGrFht5Wl5+EE+kEasvvmq97T56kRZUqascQ/mbBgQMk5eYSEhOjdhSnoCgKWWm/M27cGBLPZdKsSRQTX+1KROVbf39r27I6b6Vkl2JKQSgbCRsSmP7gdIZO7EGPasFqx7mkQKHQaiXc56/OUF5ubix4+GEeXbSIcW3blspu96ak8Mb69fRu3pwJ8+aJ9V2FcqnCF18dRVePbhRc06w9ewiPjVc7hiA4JQkHR/af4IUnB6kdxeXlaDU47A70Rr3aUQTBpeVeyKVGtJOc7AqCcIWf3sST3S6dwja6dwVtHnn6qu8P+XgO45uGseSFPfT9PFaNiIJQ6jo/35ndP+1h29xJtO77MZT4vBgFDXb0svVSkVSyopet6CULijkfU1YaBZnpFJvyMZtMWMxFFOUXUGwyYcrLw/S/v+ebKCosxlxswVxswWKxUlRsxWq9/vqper0Gd3c9bm5a3A163N11eBjd8PDQ4+XpRqM6/kT3rkntmpWoXi0QWZZL+HlfnyRdmnlTHtmSk/kjKYlnWrRQO4pw2e7kZL7dvZvfZszAvZQKFuWJw25iwZxJfDljKa88fw/Nm0bd1nYquetx2Mvn61QQ/idpXxLTH5jOW/OHM7heFcrmU+7mknZnXne2vqebGwsGDCjx/WUVFvLG+vVYgf/75BOqdOmCVEaf+YJQ0ip88VUbFoYovbo2BVi/ayuthzyrdhRBcEr+2hxy8oqIryNmhqvt4NlM3Dxu3lZJEITSVZBVQJ1aldSOIQjCv7AUF+Phd+2sGL/wCPatWMyD9glIGpsKyQSh9A2f9zhvNn2TtoMmg9kLrWS7MotUK9kvzSaVbMiOQkwZqeSlnSc/I53czAzyMjPJy8zElF+AKd9EQZ4Js9mC1WrHZrdjtdgoLrbicFx7JUWWJQxuOgzuOgxuOvR6DTrdpaKp0ajD08ONYG93vCt5ERAQio+3Oz7e7vj6uuPr7U5oqDfeXoYyK5yWBDc3LVaLRe0Yt+XCmjW4a7XoRYtbp+Gh19MgLAzPzp3VjqK6rLTdPPfcKIxGLYt+eOy2Zqb/j5fNgVanpSCrAE9/zxJMKQhlZ+MXGwmJDaF//SrITlTMmPnjNlpGRpT6fqx2O9/t2cPyo0eZ8PjjtH36aWRP8XoWyrcKfwQmGY1oy9GBvVDyMrwDyTyfRO2O96odRRCckibzMAY3ndoxBGD1msNUEgUfl7X5q8389NJPTEufhkarAaC4oJgxQWOo1qwaz298/sp9T2w9wQftP8DoZ+TuMXfT9aWuV21rxkMzyDyTybit465sS7h1lgILlfw8wHL92TmCIKhv2qcjGdT7RbR6A417PXzl9rFLdvJywyDO7fIksmWOigkFofQERAZQnF/Mh52bgM2B/QYzviRJwmDQXp5B6oaXlxt+PkYCAz2oFuqNj08I4w5J6AAAIABJREFUlUK98fUxYnTXYTTq8fJwIyTEC4NBdGIByMsrxs1gUDvGbVm6fDnda9ZUO4bwN6FeXhxKTcV27hzaiNIvZjgjRXFwaN88Rj0ziZfGdqZFs9ub7fp3WiCwih8J6xJo9GCjOw8pCCro/EJn3mr+Fu/+vJcJPRs4x3qvisLqP4/zTpcuJb7prMJCPtq2jWp+fuSazaw9cYJ+rVuzcv163CIjS3x/gqCGCl98VWxitLOrW5FjwujrX65G1wpCWdqz6mdqx4mCnzPYu/M01cTauy4rpl0M5gIziX8mUq35pd+Dk1tP4hPqw9k/z2IptFxpSX1803F8wnx4+LOH+br/18R3jye87qXZ67t/2s3B5Qd55fdXROH1NkkaCaPdiYYbC4JwjU41TXz6/RSeH/42VnMRLfoOu+r7W2dtIbJlXZXSCULpOrjiID6VfFixeCTB3u54epbP4mB5sGnrCUaPfVPtGP+Z7fx5Vh4+zIz771c7inCZzW5n6MKF9KlbFznYNZe3cNgLmPfjRGb933K++Kgf4WG+JbbtarXDOLH1hCi+CuVWSHQIE/ZM4I1Gb5CVYWLao3c5RevhQouFSD+/Et3mptOneX/zZsb27s2xc+do2LgxYz/8EGNcHJLkFGVnQSgRzvAaLlWK2SzWfHVx329aT+323dSOIQhO68D23+nUXqyLpjYHkHj0AvHdxfrUrio0NhSfMB+Obz5+5bbjm44T3yOeoOpBnNpx6qrbY9vGUq9HPZr0b8K3Q7/FbrWTn57PvFHz6P1GbzGL+jY5HA5kjYyhnK7vJgiuQpLgwaZWBo0ayOF1y7HZbOxf9RN5GRdp9sBQ8tIT1Y4oCKWmesvqWIutjJy6gsMWOxZxnbLUaLUyHl53PjOvrO2fNYtAoxEvN7GkibOYumEDnWvWZOQXXyCX09nUt8tqvsjaldMY8Xh3tm/fzbzZj5Zo4RWgUdMoUg6klOg2BaGsBUQGMOnQJOa/9xsrEjNUX0pRAYptNo6mpZXI9lJycxm5dCkrT55k6fz59PrwQ1786SfunTgRj9q1ReFVqHAqfPHVdOqUeOG6sEK9OwmH99Hy4SfUjiIITkknWThxPIX7e9ZXO4rLK9BIFOYUElYnTO0ogopi2sRwfONfxdeEjQnEtI0hunU0CRsTALBZbJzeeZrYdpcGTfT9sC+mbBO/Tv2VuaPmElY7jA7PdFAlf0WQnZSN3qjHTe0zXUEQbknPzjGkHD3AW/fUYct3n/FRn1YcXr8cSXLHo1iLRgzEFSogo6+Rt868hT7Akwc6vE/PZ+aqfoG2IrLbHWg0MpJcvgqY9sxMPly8mKdatFA7igAoikJqfj57UlIY8/bbaMPD1Y5UpooLz/HUyL4s+mkp9/Wsw9SJPe5ofdcb6dA+loyzGSW+XUEoaz6hPgyaMYjH7/mYFEndT/f1GxMwO+wcucPia0puLi+sWMErq1fzzLBhfLF2Lf5Nm5ZQSkFwXhW67bAjP5/xL7zAgIYN1Y4iqGSvmw8A3oEhKicRBOcUqEnHarUTGCAWsVfbRasNSZZEi3QXF9M2hkXPL8Jus2MtspK0L4no1tEodoX1n60H4MyuM1iLrMS0iwHA3dudwTMH80nXT9B76JmwZ4IYeHYHzh8+j1eAp3OssSMIwk01rZLL6q3TSEmz0SmumHufWM/BbVvZt2IhI8N+JTjQyOQNz1MQXrIzbARBbVq9lgFfDuChzx9iTOAY+rz8E29OuJeaxvJVKHRmsixhtdpx2PLQ6ALUjnPLdk6bhgLUdNHWts5m0tq1JGZn0yc+Hm2sa3Wcys7Yz8CBA+nTqz59epfugO+qfh5YzdZS3YcglJUtMzbjcDjQSxJqja6y2x1M+2w9c954ic++mvOfH7/v/Hl+PnqUUxkZIEm88PjjtBw6FNnHpxTSCoJzqrDFV2tGBh+MGIFss9GjZk214wgq+WrndqIaNFc7hiA4rYyDGwkMFIVXZ7B++2n8wkt2HQ2h/IltF4vZZCbxj0RMOSZCYkLwDvYmuk003wz5BrPJzPFNx/GP8CeoWtCVx9VsX5OoZlFUrleZgMjyc3HQGZ0/fJ7AMHFCKAjlSXxwDvGXawwLvriHLxY3xCc4hEfbWnn+hR9Y+upiOn37qLohBaGUyLLM5GOTWfrqUjo0nsrjU3oyqU9jMYioBEiShJ+vkXNndxIV3V3tOLekeP9+Ji1YwGe9eqkdReDSOq9HLl5kxbp1yGFhyNoKexn2Gqa8EwwYMIBRI9vSslm1Ut+ft92BLMtYii3oDfpS358glKbkgyn0mtiDIBVXwtmy/SSFhRZ8jEF43aRV+tG0NJYePoy/0cju5GSyi4qoERLCoIceIjY+Ht/4eFF0FVxShf3UH9u3L0UFBbzXTaz16arsksyOXVu5f9InakcRBKe1Z80qmjSMVDuGAGzbmECVelXUjiGoLLhGMH6V/UjYlEBhdiHRraOBS62HAqMCObX9FAkbE660HP47WSuj0WrKOnKFk3kmk1AxQ04Qyi0fXREv9/METAB4exnIyyhQN5QglDLvYG8Gfz2Yjs925IP2H+Dv58GzHWqpHatCGNCvCTO/nsEb73RFkpy7Q43D4WDW5Ml0qF6dUC8vteMIQIHFgp+7O9qICLWjlCmr+SLDhg1g6KAWZVJ4BXBTwLeSDyc2n6B259plsk9BKC0GLwPNokPKfCBVemY+vR78ipzcIhQF+vfrzjuzv6duwPUHeOebzby2Zg1Wh4PYypWpUacOA0ePJrh2bTShoUgacX1CcG3OfeR4BxxWK/3i40XbPReW4heKKTebqvWbqR1FEJyUwsE/D9GzW121gwjAkd2JxHZwrTZUwvXFtI3h+KbjHN90nJi2MVduj24dzZHVRziz68x1i69Cycg4m0FUtFiuQBAqgv0Hk5kz/w/6vHWf2lEEoUyE1wlnzLoxvPP0XLal5qodp0Jo3ao623ceJSdzn9pRburMV1+xaN8+hot19JzCljNnaPrZZ3Sp7VqFQEWx8+YbT9KscQSdO5ZtJ8LImqEc33y8TPcpCCXJUmxh98LdFGYX0q1p2U+UmPbxekJDA1i/bhHJKRf44MMf0Pr6siclhTbTp1NosbA3JQW7w8HJjAwGzJtH3+7dmb1lC+N//pn7p04lrHNntOHhovAqCFTQ4quiKPTu0IHv9u5VO4qgoh9OncU/vKraMQTBaXlpCrhwIZsO7aLVjuLyLBKkJWYSf2+82lEEJxDbLpaT206StD+JmDZ/K762iWbrrK1Yi/9a71UoebmpucTEiuKrIFQE33y/ky6961P0tzbtglDRVY6vTP3e9Zk8ZbnaUSoEWZZ5ekRbXhv/AoqjWO04/+q7xYt57q670IoL3k7hi507WTR4MIM++kjtKGUq6cw6tm47zNBBZb8EWP0mVUnanVTm+xWEkjI+ejwLX1jIxBmDqKRC2aZ+vcqknM8mtlYnZNkdgEJFYfaiRYR5ezN04UJm/fkn8R99xIS1a/m/Dz7gnokTkY3GMs8qCOVBhSy+SpJEh7FjyTebScrJUTuOoJKft26kfrc+ascQBKflbTmHLMtoXWjdGWeVq5Fx2B0YPP99HQ3BNcS0i8FaZCW4RjDeId5/3d4mhuL8YoKqB+FfxV/FhBWbKctEnZqV1I4hCEIJCA72Iv2CmP0nuJ6inEKqRgerHaPC6NS+Jtk5+WxeP13tKDdkO3eOnYmJNHex9rbOat/583jq9bR68020Ia4xqE9RFLLSdzNi5BheH3+vKp0I27WLJe1UWpnvVxBKwtF1R7EWWflz72sMb1lDlQwxNYKx22xX/r148WLatm1LUJ06LN+yhRW7djFz5Uree/ppftmwger33Se6jgrCv6iwV9xlb2/GDBvGjEWLmNK5s9pxhDKWa/Qm6XQCD38yV+0oguC0jq7/mWrVAtWOIQCHU7LRG/VqxxCcRGDVQKZbr72451fZ77q3/8/YdWNLM5bLsFvthPgawWJXO4ogCHdoz74kajaKRFYUHOLCkOBC8tPyCWwtutuUpCkT7mXoiC9Y3rQrnt7Ot/zDsQULCPLwwE0MrHUKL69axdxJk5B9fdWOUmbSzm+nz4ODGTf6bmrXUmcgY+2IAMwFZlX2LQh3qnqr6iiKwtHUPFoHeqqSYea325E1l46Z9+3bx+TJk9m2bRsAmuBLg7rcgIemTlUlnyCUNxVy5uv/VI6K4lhaGoqiqB1FKGPbFD16N3f07qLtgSDcyN5NW2jbSp3RdMLV1qw5SiUx004QnIa7Qxw7CkJF8Naknsz7v60cnrhM7SiCUKZ6TunFt1NXsC/bpHaUCsPf34PHhrbi5RefwmEvUDvOVRwOB3NWrKB/vXpqRxEuM+p0hDZsWCLbUhSFkSNHcvDgwRLZXmmwW3MY/dxzTHqlO21VHPjhY3cAYPvbzD1BKC/0Bj0anYaqoV6q7D8z08SSZftZs3ohq1atYsSIEUyfPh1Pz78KwQ57oaizCMJ/UKGLr5EdO1K/alV+OXpU7ShCGftm6yZqNGujdgxBcFoydo4cPM0DvRuoHUUAdu88RdVmVdWOIQguz+G4dMHG3S5OKAWhIoiuEczurS8yd+YW9GJQheBCYtrE0GFUB/p0+5jNGQUUyGLmd0no0bUOBjeJl17oh6X4gtpxrjD//js7EhNpFRmpdhThstohIWyYNatEtlVcXMy2bdt45pln2LdvX4lssyQpipUvPxtDtaoBNGmk7u+gwaHgFeTJ2d/PqppDEG6XRqehS8dpFKvQscXf34hWIzN/wRp++OEH1qxZQ4sWLa5832o+S/160cz5ZhiK4ijzfIJQHlXo4qvs5cWEN95gxq5d2OyidZyrsMkadu/5nRb9HlM7iiA4rUBdFiaTmegaYi0otSnA2SMXqNulrtpRBMHlZSddagHuJkbzCkKF4etjxG53kPrjThCvbcGFdB/fnfajOjCw8zTqNJrCuysPUCBLiFfBnRn/YhcC/fVMnfKU01x83rl0KY3Cw5HlCn2Jz7l5SjjCJfZ7pvHx+Z0kWDJZuXt3iWza3d2d++67j40bN1K1atUS2WZJcdgLWTz/NTZs3Mvzz3ZQOw4SEBYVyNF1YhKOUD51eLoDWr0WnQrHrPsPphAc7I3VZuD777/H09MTu/XilW4PGm0Qz43qzMBh33D0wI9lnk8QyqMKf2Tm2bAh9zVpwuc7d6odRSgj53yCKS7IJ6ymKGQIwo2YE3fh5eWmdgwBMMkSpkwTEY0i1I4iCC4v+UAyPkFeiPlBglCxrFjyJG+Pnk+Q2ap2FEEoU52e7cS7Se8ydPZQZr37GzXrTKTX8wu44HCOomF5NfzRVuzYeRTFnqd2FAC27d/PXU5WlKuwPCQclS4VWd9P2s5DG+fTaPZnRL/9HrEvv8ewLxeyKzGJIxcuMuq9IdgsyeRlH2ZAv2Yc2jsPRbm9drhnzpwBLs2CdRZWcxpPj+zO8l838sVH/Zym+F+/eTUSxcxXoZyKbBxJxtkMilToWBEc5EV4JR+io4o5c2w29eOr0Kplc7re04Thj7Zh3W9f0unue9FqZebPn1vm+QShPNKqHaC0STodz376KV1bt2ZIo0b4GAxqRxJK2Y8nzhAYWU3tGILg1PasXkH9+CpqxxCADC5d/HKWk1VBcGWpx1IJqOSjdgxBEEpY9agAJAmsx9MgvrLacQShzMW2jeX1Q69jKbTw9UMzuH/ATFYteAIf0Wb/tkiShF6vJSvjKIGhLW7+gFLkyMvjz3PnGNJALCdTYiTAW8Lm6WBvViobjp1i75kUTiVnkp1TCIC3l4G4mqE0bxXFy690oU5cpavO5/YdSOaFtz/DZJqGxWKnc6daPD9uMo0bzmH0c68SENIESbr1878FCxbw6aefEhoaisPhYMiQISQmJjJnzhzCw8NL+n/gphz2PF4YO5CYGoEMHdS8zPf/b1q2qsHyH3epHUMQbktgtUCKcovIksHNAYoE+jL6qA6r5MOU1+7lj92H6fvwFLp3qcPbk3sRVsmHxHNZzF24mm9nZ/P40FZs33kauy0Ljda/bMIJQjlV4YuvANrQUNrVrcu+8+dpW00U5Sq65Ts2U++e+9WOIQhO7cDOPQx5uLHaMQRg85+JeId6qx1DEAQg/VQ6YRHiBFIQKpr6Ld4mpnoIlpqhakcRBFXpjXqeWDiC8THjqRv/Ojt2jydcDAC8Lb3vrcecOTN5Zoy6xdf0FSsw22x4uYmuRv+ZBvCRKTba2JaSxJbjpzlw5jynkjIxFZqRJAl/PyOx0SG0bFOdcS06U6/urbV3rh9fmW+/GnzVbSMfu4s1649x/wMD6NO7Nffd35+wyvHIGg8kyQ1JvvHP8Mzp4wQHBwBw6NAh/vjjDwDS09NLtPhqKU5h+S8zyM3JpdPd3akc2RYkHYqjiMP7l/Lt7O+w2x3k5pqoFOrldIVXgPi64ZgyTWrHEITbEhQVRHCNYKb/vI+Fb63EbLJwz5AWfPJcZ9wdpV+Fja8TTnydcAb2b4qb219lo2pRgbw67p4r/x49bhEJh9cSV69vqWcShPLMJYqvAF27deOVd9+lWZUqGHQ6teMIpSTP6E3y6QQe/kS0PxCEG3GXizh7Jo2e3URrbmeweX0ClcUsHEFwClnnsmjQJU7tGIIglLDGDSPxrxZIod5lTn8F4Ya0ei1vn32b1+Je40BSFuGRgWpHKpfu7VqHQY99y1PPZKLRBqiSwWGx8OWsWQyoQLNeFaBI706Buyd5Bg8O5eRwICWFE+fP0yWyCgN8bqObnUECX4mLmNh0+gx/nE7i0NkLJCZnY7HakGWZ0BAvasWE0rV7HTq0jaF6taASf26yLHNPpzjatIpmxW+HePGlV8nKMiHLMkZ3PaOeHkzbjk8hyfqrHmezXOSlF/rRtHFNnnx2OvHx8SxevJi9e/cSHx9fItlsllQWzP2Ar2f9TLvWMYSGevPosFHodFrcDTpMhWb8/T0YPrQVer0Ws9lKw/rOuWxOoAMUsbq1UI51GdeFOa8tpdPoTrR8pCXTOk6jy4EUNswaUmbrR/698Ho97VpHs3HTBlF8FYSbcJmzzwZDh/JEQgKvrl7NB927qx1HKCU7FB1aNwN6d6PaUQTBaflLqTgcDjw9RRt2Z3BkTyKNHmqmdgxBEIC8i3nExIqZcYJQ0QT4e3Bszzna2R0UasQsP0EAKMotIrKy6PZwu9zddVSNCGDf7mU0ajZElQx73nyTXefOMbpVK1X2/1/ZJZlCgwcmgwe5WjeO5uVy+PwFTlw4T1LaRdIzLpKfm4OlyATKpfbOBk8vvAJDMBeaOHTiKAP69Lz+xnVcmsXqbmNnShK/n0niQOIFTiZnkJllQlEU9HotEeF+1I6rxJBHWtCudTQhwWXfgcjdXUef3g3o0/uvonl6Rj5jXvqGgoI8uveecFVLYnNxGskpWTgcR5A/e4patWpz9NgJ7r672x0tXaMoCjZLIpvXL+Ktd2fSumUNfvxmCB7GSzNw+z/QCJvNjtliQ6vR3LQY4yy87Q6MPu6kHEohvE7Zt2QWhDvVfFBzmv9tVvkrf7zCuPBx5GlkfO3OsWZ7bEwIcxfuUzuGIDi98vHJWQIkjYZer7/O/JYtScrJoYqvr9qRhFLw9dbNRDdto3YMQXBqiTtWUDncT+0YAmADLpxMp063OmpHEQQBKMgqoHbNSmrHEAShhL0zpSdtOn/EqhE/0P2TfuS7i/acguDm6cbp5CzixMzX29bvgUbMn79AleJrxvLlPP/dd3x1//1IklTm+/8nq0aLyeCByeBJpqxh78V0jqZe4PSF81xIv0hmZgYFuVnYbVYAJCTcPDzxDgrBN7QyAbUbEhcdR2h0HL6VqlxTVLx45jjfjx6A4i9j9XTwR2oyu06f40DiBU6lZJKWkY/DoSBJEsFBnlSPCqJh0wiefrYdjRtUQat17sufQYFefPXJQwwd8T2pqRcZMmwiWn0IAOZiE1qtzCfvP8C7H64lIeE0gYEevPvuu8z4v3tve58Zqdvodu8AGjWIZManDxMQ4HHNfbRaDVqt5rb3oQYZCI8O4ejao6L4KlQIsizj4e/BL3+cZnDDqmrHAaBqRACJ59JQFBuS5Nzvr4KgJpd6dchGI93atGHD6dMMbthQ7ThCCbNqtOzevYtB075TO4ogOLXda9fRqrlY/9oZ5GllrGYrPqE+akcRBAGwW+yE+hrBYlc7iiAIJUir1fLzgifoP+QbdtWbwvhjkzGLdS4FF9diUAteGfkjXVY861oXhkpQw/pVeHniz2Re3EFASNmt/Vq0Zw9PvvIKY1q3JtTLq1T3ZZdkityMmAxGCvTunDYVcuTiRU6kppKckcbFzAyys9Ix5ebgcFw6fpJlDUYff3yCQ/ELiyCiVSea1KhFeM14jD63Nwi4YbQ7HyefJfr1d5BlmcAAT6pVDaBOfBiPPNqcZk2iMBr1N9+QEzMa9fwwawhfzNhMl3va0q1LM7y9vZkzbzXjnrsbWZZ5aWxnAA4fvcCEycvYuuEzWrUbiSTdeoFUURTOnFjJsMdG8/bkXjRuGFlaT0k1tepV5vjvZ9SOIQglJiAigCOHz4OTFF/d3XWYzTYURxGSpnQ/hwShPHO5Y+x7evdmxKhRovhaAZ3xDcVcZKJSTG21owiC05JwcGhfAs9++pDaUQTgTG4hWp3LfRQLglNzt4s1ogShIgoK9OLXRSOo/f/s3Wd4VOXWxvH/npn0NimT3hMCIfReRAREQUAUBSk21GNFBUVF7OXYGx49dhE7ioKgAoIgJfQOAUICgZBGEtJ7ZvZ+P4TDC9IEkuxJsn7XlQ+ZTLkHY2bvZ+1nrW7/xlnVqJbaq2jhhj05jD9n/EmOo5FQuejoghiNBtq2CeJg2o5GK75WbtnCPf/6F4NiY+kffWEX1GpAjcmRchd3yp3dOKIqJOXlkZqbQ8bRo+QWFpBfcJTi4gIqSkuO71YFcHR2wc3si2dAMD7B4bTu0peAmDYEtm6Hs6t7Pb3LU9Xggq+PG6k7n2uw17AHDg5GHrxvAHdM7MPK1akUFuXz6fsTTtmVmhAfxAtPj+CFlz/g/pJChl49DUVxOOPz2qyF7Nr2Ozt37SA1JZXlK3fw9ivXNchsW3vQp18r/vp1h94xhKg3YZ3DWLs8Ge2mPtQoYNLALvaka3L8IMTZtLgVX7+2bSmqqkJV1YuajSDsz+c7dxEY3VrvGELYNW9TEUWF5XTuGKZ3FAEsXrIHv0hfvWMIIQBVrZuf46JK8VWI5ur7OZtp1TqAYpn7KgQ1VTV1czA1+dy7GAnxQezfn07XXue+78UqXbWKO+67j4GxsYzt2PGUn2tAlaNz3VxVJ1dyVYVdubmk5B4hPS+XrPw8CgrzKS0uoqq8DE1VQQGD0YSrpxkPHwvufv54hUbTttdA/KPj8I9ujaun/mO7ylQ3FEVpMWt5bq5ODL3i7BsLEuKD+PyDG7l3ymySkvYyZerbmBz9T7qPpmkc3P8Hkyc/SoDFg86dQuneNYBJd/0LBwe7KN00iL5dwynNLdU7hhD1ZsTzI3gk4BGGTf6evWsP4Gp24cOZt3JJsL4jxTTsYwatEPaqxRVfDQEBtAkK4kBBAbF+MtukudCAhYkr6DnuTr2jCGHXHAr34OTU4v70260wXzeOphcwNXgqJkcT/jH+RPaIJGFIAjF9Y+x+NpEQzUnh4UIcXRxlEVqIZiw22sK+vTmsmfQdg98eQ7mjfM6KlmvpW0tp0ycGv1pZOL0YI4d3YMpjPzFqzBRMDg23xrTtky948N13uLLPAAxhEbyUl0fG0aNkF+STV1hAUVEB5SXF1FZVolF3LGM0mnD18sbD1x/PgGC8E7oQFxmDJSoOS3gsJsem06a3UnXGw8OZfSm5tGkdqHccu+Hq6sjMD2/krf8s45qRg3ho8m30Hzgeg8kftFrWJ37OY9Pf5PV/X0vrVgF6x200PooB5JBeNCMmk4mntz/NolcXMeHDCWQnZXPr9R+yfd103HS6eFjTNED/meNC2LMWd7apKAp9Onbk+x07eHLgQL3jiHqS7+lHXsYhOg4ZpXcUIezaloVzadc2RO8Y4pib+sUxbsMTlJgMHCgsZ/HSPaxfncoPD86mJLcUDQ1Piwch7UNpM7AN7Ye3x9PfU+/YQjRLmbsy8bS40/z3UgjRcl3SJ5ZJd1/Gu/9dTteEEDzv7iezX0WLZYmxsO7rddQq4CRFigsWGOBJn17RfPzfx7n3wU/q/flrbBrvzV3KEw9PxlpdxdacHJzdPXAz+x4rqgYRmdAVv4hY/KPi8AoMaaY7QxX8LGZ27MqS4uvfKIrCww8MIiu7mA8/nc+/X/6QdgnhFBeXU1ZWyWf/nYDFr2XNZHS3aTg4O1CUVYQ5WP+d20LUB+9Qb8YdGyGWcEUCa2YlMuPX7Uy7qoMu57CKoiDFVyHOrsUVXwHGP/UUX/Xrp3cMUY9+KyzDzdunmZ5kCFF/tq5az6jhbfWOIU5gAnysKj4eLnS7tgtc2wUNqDQoFBhg1eZ0lv+5h43frGPB8wuw1lgxOhixRFoI6xJG28FtSRiSIH//hLhIOXtz8JPFGSGaveuu6cTzL//Oww/P5qY9mfR+dxyqIgtHouXpfkN3fnjoB2oVBSfp+nBR/nVrH0bf9CkTbz+Ai/uFzWE9nS2H83nsuRfJyzzMI/M34uqlb3tJvQWFBZG0NwvooncUuxQc5MXzTw1HVVX2JB/BxdmB6KiW2fHPCPhH+pD0RxJ9b+2rdxwhGsSNH97E+9e8z48frWTsnZcyZXgHHBv541yR4qsQZ9Uii68GLy88nZ1JLyoi3CyLbM3Bt6tXEH/pEL1jCGHXHJUa9qdmce3V4/WOIs5BAVxVDVcVxnUMY9yxGb1WoMRk4FBxJUv/SmbDmlTmP/0LX97xJQAeFneC2gYT1SuK+EHxBLUNkqKsEP+MhZdwAAAgAElEQVRQbkouQaEte1FTiJYgIsyHGa+PZuEfu5g9ay0rF+/m6aUPURnuo3c0IRpV6ppUXDydcZZZ5xfN2dmBu27rx9ix1/Lf92cQEnHZRT2fpmks35fJ3RNvpu/4uxh035P1E7SJC42NJmXbZr1j2D2DwUBCfJDeMXQXGRdI8vJkKb6KZiu6VzSvZ73O+q/W8/ELC9i0IY3Zz41s3F2wcgGjEGfVIldkFRcXnn74YR7+9VdqbTa944iLVOHowp6dW+g74S69owhh13yNedRabfh4u+odRVyg/+2S7ezmxCPDOvDjv0exY+Fk9ux8ljVJz/LUm2NoE+dPypI9fDT6Qx4LfYxHgh/h6bZP89GYj1j02iIOrDuA1WrV+60IYXcKMwqJiLHoHUMI0QhumdCTrz+7hY2rH6OyqpaKtHy9IwnR6FZ+tJJ+Izq2zCvyG8Dwoe0YPaoz73740UU9z5GKWu589UPuvHkCV973BK37DqqnhE1fWJsE0jMK9I4hmog+l8WRl5qrdwwhGpTBYKD3Lb15bvfzrJu3jY82HKDqhILoPZO/xxw8lbf/s+ykx/26cBfm4KkArFqTijl4KkXFlef12pp0zRDinFrscXb7G29k2JIlfLd9Ozd3kZYlTVmSizeapuFpkbkfQpxN/s7l+Pm66x1D1DMFcFc13P+2S1YDyg0KRQbYuDubv5btZff6NDZ8s57S/DLQwOhoxC/Cj7AuYcT2iSV+cDyuZinOi5ap5EgJMVJ8FaLFMJlMBAV4UlpahaVPDFJ+FS3NwY0HuWXGWL1jNCvBHS5h0vRnueuxSqLNLuf12AqrylfLNvDOi88Q3a0vE9+bjdHUYpfsTiskoQv5+WV6xxBNxIBL4njz0Z/0jiFEozA5mrjn53t4efSHvAz0GtaBD54fAYCzs4l3/ruciTf1wlyP6z158vdYiHNqsUdyisnEnU8/zZChQ+kVFkacRRbbmqpPN20kLKGz3jGEsHsbFv5Gn55RescQjeTEomxoXCDXxtVdoKIB1YpCqVHhwNEy/lq5j41r97N8xlJ+mPoDaq16vCgb3C6Y2L6xtLm8DZ7+nrq+HyEaWll+mbRoE6KFuXfKD/j4uFEjLdNEC6RaVQIscnxXn5zcPSg+kslVI0aScMnlXDt8KBP6tEM5w9+YkhobG9Oy+WPNRv6cOxsUA9dMfx2vgOBGTt40qK4B2Gyq3jFEExHi5ojNKt0ORcsR3Sua1w6/Rll+GR+N+Yhrb/uSOC8X+l/SirSDR3nrP8t4/qnh9fZ6/hYPVFspBqMcSwhxJi22+Arg0ro1X773Hrfefz8vDxlCvL+/3pHEeVJRWLl+NVfc/5TeUYSwcxq7Nu/mpWdH6B1E6EwBnDUNZ6uGxcuVniM6wYhOANRSN1P2YFEFy1bsY8vGNFZ/vIK5T8zFWm1FMSh4BXkRnBBMdK9o2g5ui0V2CopmwlptJdjXHWpkkUaIlsLP143oGH9KTC1yGo9ooSpKKvjviPepKq3C19VB7zjNitnZipuPH9dMf52UtcuYessYIpatoV2AJ2ZHw/EibKVVZX9hBa9+8hVLZv6HNv0G03/iZCyRsTq/A/tWanPTO4JoQjysKkYHIxVFFdLdSbQo7n7uTFk6hVd6v8L81Sn07h3LU48P5V/3fcNdt19CSLC53l5L02rr7bmEaI5adPEVIOKqq5gF3DRpEt+PG4ero6PekcR5yDP7U5yXQ5zMQRHirDyNpRzJLebSvjF6RxF2zAHwtar4ujvTdVgHGNYBABtQajSQa7WyekMaa1ensnPeVv544w+qK6pRUHByd8Ivsm63bFTPKFoPaC27ZUXTooCLKnNrhGhJHrp/EJ16v8TAz1djmdgXZAesaOa2ztvK13d/zeBbevPn3Pvwkl2E9crFUAWAOTCEbtfciGq1cvetN2KtqcbT14KjsyuaplGcl4PNaiW2Rz/u/vw3nN09dE7eNJTbXHF0NJKXX4rFT/7NxNk5AH6hPuz5cw9dr+uqdxwhGpXBYGD6+uk8HPgwh7IKGTG0Pe0TQnj5jT94760x9fdCqhRfhTibFl98BQgbOpS7Rozg7cREnhgwQO844jwsPFqMu48Fg0GuVhfibDyqD2IyGuT/FXFBjIDZpmJWDMT1jOG2nnVFfBUoMyqUGwzsST/K6sRUdm5NZ+X7y/npsZ+w1dhAAXcfN7zDfIjqHUXCFQlEdo+U30Vhl6T4KkTL4uPtyp+/PsCQa97n7Vv6UGGU4qtovrb8vIVv7v2Gd2ffxbVtgzFI4bXe/a/4CqAoCj1HT6Tn6IlomkZ50VFqKysB8PDzx+TopFfMJkvFiJ+fJ1u3ZXDF5fF6xxFNQHRCEKmrU6X4KlqUiqIKDm48yM+P/4yt1kZMmA8Azz5xFVeP/ohJd19aL69jMhmoqSnH4fxGnAvRokjxlbqD4jHTp/NR795omnbGeRzC/vy4NpG43gP1jiGE3Uv6cz7RUdIeVtQvA+Bp0/C02QgKMjPw+m5wfTegbrdsmdFAoWZj865stm5LZ9Oa/Xz1w2bKjpYDYHQ04h3qTat+rWjVrxWtL2uNo6t0oBCNryirCAcnB5yk+CpEi9Mq1p/aWhsbnplPl+dHUmOQc0HRPP049Uc+WDCJqyPlnKChOBuqMTk4UlZ4FHdv3+O3K4qCu7cfeOsYrpnwD/RjT3K2FF/FP9K5exRzv9ugdwwhGtUHoz6gMLOQhEta0ad1IGXFdRf+9O0Vw6DL4nj+5YWMH9P9ol/Hzc2J0tIS3Lwu+qmEaLak+HqM0d+fLpGRbM/OplNwsN5xxD9QazSxO2kbE+97Qu8oQti97asS6X+JzBASjccIeNlUvFCIbBvMdW2DYXwvNKDSoFBiNHD3xM8pLamhOrWQX5cu4Kucr1BtKiYHE96h3gQlBBHVPYo2A9vIbFnRoDJ3ZeLh547sxxaiZfrztwcYPOI/tLuyLfSL0zuOEA1CMSi4GI16x2jWDIqGi4cn+YdSTyq+ivoTFBHGvv3ZescQTcSA/nF88vLvescQotGU5JaQsT2DeWum0dPHjXsmf3/Sz5+ZPox+g98iNvri11d8vN04mn+EwNCLfiohmi0pvh6jKAr9+/Zl3ebNUnxtIg57WqiuLMcSITMshTgbAzb27ErjucekrbrQnwK4qhquqo3i9EIeHXkZQ42x0AlqnBRKfE0cdqph5cEDbNl/mG3fbWLRa4uoKa9BQ8PV7Ip/tIXwrhHEXhJLbL9YHJ1lt6y4ONl7svEJlBnFQrRUrWL9UTUNz24RlOgdRogGcPTQUSqLKvFyk1a3Dc3N04PinAygp95RmqXg2FhWzUvSO4ZoIqL9PbFWWfWOIUSjSFmdwmcTPmPgLb3p7uN22vskxAcxelQXPp65+qJfz8/Xnby8nIt+HiGaMym+nqBD167MW7hQ7xjiH/ohLR2f4Ai9Ywhh93xMRZSVVdG6VYDeUYQ4SfaREvqGR0Jm3feO1Rp+WbX4odCZGIiOgWhQFSg3Gyn2NrCtJJ/VqQfYtSuDeb/upOhIMZqqoRgVvAK9CGgVQHjXcGIviSW8azgmkxzqiHPLP5BPQKj0AhSipbr0irfo0SOKUrmYRzRTW+dtpXXv6DMuxor6Y/bxpiDrsN4xmq2Q1m3JyflS7xiiifCyqmAAa40Vk6OcF4rmSVVVXu3zCqW5ZUx57TruHRh/1o5OTzx6JfMWbD/h8XWjd0ym8+sDZfF140iuFF+FOBv55DmBt58fhRUVescQ/9Dv6xNJGDRM7xhC2D01exuuMkdT2CGbTcWzxhFQz3o/gwYehTY8Cm2E4sVwc2fo0hm6QLWzQpm3kTwXlTXZ6Ww6kE7yshTWfrGGsoJy0I7Nlg3xJqB1AKEdQonoFkFEtwjZMSuOK0gvoGevaL1jCCF0knOklL4D2qAAMvlZNEcZ2zOIbhOITDRueN5+ZkpkJ1CD8YlqR0lpld4xRBPhrGmYA71IWZVC/CCZEyyap9cvfZ2gKD/W//ogztrJR7IfvDP2lPuHh/pwJO2V49/n55fh5uqI+3l2xwgNMZOSln5hoYVoIaT4eoymqsz+9FMujZaFt6ag0tGZtJQ9jHjxQ72jCGH3tiz6hQ7tQvSOIcRJqqpqUBQFSs5eeD0XpyoNp2wrvkAbQrktKBSCQOsD1W4GSnyMHDJUsfbwIbanZXBg8V7WzlxDaUEZmk0DBdx93LBEWwjuEEJM7xhiLonB1dO1ft6oaBKKsoqIax2odwwhhA6278zA2+zC1zMTufS16yg2yUxM0fz4hPtwZF+u3jFaBP8Ab44kZekdo9mqMsiYCHF+wuMCSVkpxVfRPCV+nkhZfhlrfpmEs3p+lxBWV1tJO5TPJzMT6d+v1Xm/dlSkL4v/XHvejxOiJZHi6/8oCvPXrcPHxYUD0dFE+/rqnUicRYq7H6pqw91b/jsJcS7b125iwuhOescQ4iQbNh3C388dqhvm+RXAuVzFuVzFHyPdiYaIaDjWrb7GSaHcbKTIXWNjfg4bD6azZ3cWvy3aTeGRYtRjLarcfdywRFkIah9MVPcoYvvF4u7j3jChhW7K8sro0C5Y7xhCCB189NlqgoPNPD1/EsXG82u3JkRTYbPaKMov1TtGixAc7MvaVdvPfUdxQcpsda2zVVXFYJC/2eLcOnaPZMWfe/SOIUS9mzd9Lmu/WsuX8+/H5TwLrwBLlu3l7ge+o0e3CF594ZrzfnxoiDeHM/LR1GoUg8yUF+J0pPh6jKIoPDBmDJl79/Lwb7/x80031e3IEXbp65078Y+M1TuGEHbPSaki7UAOI4d11DuKECdZtzGN2FA/3V7fsVrD8YgV7yMQhYUx3hbw7gpdwOpQ18q40ENjS0FuXWE2OYs/libz/YNF2GpsoICLpzM+4b4Etg4krFMY0X2iCYgLkIWgJqi2qpYQiwfU2PSOIoRoZM8/NZyufY+1XpPzP9HMbJ23lW/v/RY3XzdmfHqL3nFahKhoCxXFhXrHaLYqVBdcXR05dKiAqCj9ziVE03HppXH88OFfescQol6pqsqqz1ezaNNTtHe6sPLO8KHtyEj59wVncHAwYrOpqLZijAb/C34eIZozKb6eYMjzz6NpGok9e3KosJBIHx+9I4kzuCwqiq9mz6KmsgJHF2kNKcSZWIy5WG0qnp7OekcR4iTbd2TSLTJU7xinZarVMOdaMedCFL5c5+ULnTpDJ7CaoNxsosRLYVdZARsPpbP7YBZbvt7A4tcWUXlsBpXBZMAcZMa/lT+hHUKJ6hlFZI9ImTNrrxRwvYCrhYUQTV95RQ0a4ODloncUIepV5q5MZt0+i0/+mMzQcD9Z/GkkrWIsVJYU6x2jGVOwWMxs25kpxVfxj7SP8qVK5gSLZiR7bzbvXPEOna5MoO0FFl7rk622CKODFF+FOB39/w+1NzU1XNW5M/P27GFy3756pxFnMLSmiN4DhvDl5Bu546Of9Y4jhN3K2bacAIuH3jGEOEXK/jweGngpVOqd5PyYrOCVb8UrH8LwYKhzArRJgDagAVXuBsrMRrIcqlmTmcH2tMOkrtjPhq/X182ZPVbgczW74hvug39cAGEdw4jtG4ullUV2zepAVevmDp/vjBwhRPPw1bfr6dkrhmI/aSkvmraaihq+u/873P3c8Yvy49cXfuXhd8cxPNwP2dPdeALMRmw2q94xmrWAEH92J2dzLdLdSZybWQMFRVpVi2bj3ave5YHXrufBQfEYdc7i5elCYeERAlzjdE4ihH2S4uvfJH37LaM//phvx43TO4o4CwX4tE93Or3xF3tW/kH8pVfoHUkIu7R5yR/07B6pdwwhTlFYVEFn30DIaD4FLwVwKVNxKVOxYKAj4RASDiFA75PnzG4vymProUz2ZmSz+av1LHptEVUldVdkm5xMeIeY8Y8LIKRdCJE9IonoFiG7ZhtI4eFCHF0cL2hOjhCi6bv7jn70HfQmUY/Mocsbo/WOI8QFWfHhCuY9OY+uQ9tRlVXEzu2HefCVUUy5IkEKr43M0VCDIv/qDSooMpz9+/fpHUM0Ea6qhpuPK+lb04nsGql3HCEummbT6NEx1C6KOlariqrK6B4hzsQe/j+1KzHdunFlXBxXtW6tdxRxDj6VpbwyaSpTn3uAxxfvwmSSX2chTqaxc/MuXnxqmN5BhDgtQ4neCRrXyXNmfbjG3QfatD++a7bCw0CZt4mDSjnr0tPZcTCTtCV7WTdrbd2uWZtW1x732K7ZgDaBhHYMJba37Jq9GIe3HcbL30OWSYVoofx83enVI4qSwgqcbSpmm8oRByOazH9ttr647Qsqiyu556d7jt+2f81+3hjwBvGXx/PAbw/omO78Ze7K5JdnfuHtOfdwQ0KwfJ7pzMlQg4Zc0NWQgiKj2bl2g94xRBOhACGtAkhelizFV9Es9LyxJ08/9hPLP7tV1xyaplFaVoV/kHQhEOJMpFr1Nw5eXlhtcsVGU3EDFczs3JMfnriL8a9+pnccIeyKp7GUI0eK6d+vld5RhDhJSmou7m5OUCoLU/+jAG6lKm6lNQTgQE9iICIGIup+/vdds1sOZbL3cDabvljPopcXUlVWDRoYHY14h5gJSgimVd9WxA+Oxxxs1vW92bvsvdn4BXvpHUMIoaNdSVnc99zV/H7bF/wyZzPvLZ+KrUeU3rFEI1rzxRoG3DeAxM8TKUgvwCfcR+9I55SxI4Ol7yxl+/ztPPLeeMZI4dUuOCvVsvO1gYV36EL22x/pHUM0IQmdwti5IU3vGEJctK3ztrJj/nY6X6Z/m9/cvFIC/L0wGGW9QYgzkeLr3xjMZhS5yrnJMGoqXw69gm4vvUD69o2Ed+yudyQh7IZHzWEMBoPshhN2Z2ViKlEhPsimgH/utLtm49tDfN0/Y6VH3azZTFMNqw6lsWnfIdZ9lsiC5xZQW1ULgJOHEz6h3vi3CiCkQwhRPaMI7Rja4jtH5KXmERLhq3cMIYSOZrx+PTfePgubTaVv7xjWfLeBnlJ8bTGqy6vZPGcz09ZOo+RICWu/XMuwJ+2nc0ze/jzevuJtaitr+V9NT9M0XDxd6H55PJ/99gBDoy1S7rMTzoZqjA4OlBXk4e5j0TtOs+QSEE1lZa3eMURToWl087GwdMcG0DSQNV/RRCV+kci86fMYN+Vypk/so/t6yo5dmbRv30rqKEKcRctebTuNIxs3YpQ/Gk1KUHkRj975IG88ehvTFm6XQpMQx+xZPp/oKD+9Ywhxiq3bM2gbHqh3jGZDAVxLVVxLVfxR6Ew0xEZDLNgMUG42UuKlsKeymI3p6exNz2HvvJ2s/GAFZYXlx0/aXDydMQeb8YuxENw2mLDOYUR0jcDZ3VnX99fQCtIL6DlSWiUJ0ZJd0ieWxfMn8dZ//mThH7sZ/9r1WPUOJRrNph82ERAXQGDrQHqM78HsybO56omrdFlMrCip4JcnfmHr3K04ujriF+lH+tZ0Jr12HVOu7oSiQfWx010Pm4ac+dofg6Lh4uFJfvoBKb42kArNQ+8IoglQj1qZ+XYiVGs8N2cJFbW1uJSqVHoa9Y4mxD+mqiqZOzKZO30uh7cd5tuFD9Av2Fv3wivA4iV7eOCBSXrHEMKuSfH1BGpxMY8+9hgPX3qp3lHEebrX3cC3ETEseHUaIx9/Te84QtiFrX+t5DJpOSzsUEpqLndf3kvvGC2CUQXPAhueBRCKG4Md4yE2HmLrztdqXBTKvYyUeSgkFRewNSODfRlHOLC4btZsSX4pmk1DQ8PR2RHPQE98wnywtLIQ0jaEsC5hBMQFNOkLn0pyS4iLk4sBhGjpWrcK4OnHr2Lxkj28Mv4TQsN9Gf3UVRj76d/WTTSsxJmJ9BjfA4CEKxOoLqtm77K9xA+Kb/Qsbw14i7BW/nz8yyQKCsrYtOkgP359O2GKAmrdSquzTEmye57eZvIPpxHZqafeUZqlMpsrAFartcV3cBFnUKVx2RXv4GAwkldWxg8TJjD6m2/wP1TDofYueqdr8r647QvWfbUOAIPJgE+YD52u6cSIZ0bg5OZ0/H4zhs5g77K9PLLiEaJ7ResVt8n69t5v2TRnE+6+bvS/tjO/zLoVi51cdqWqKvvT8mnbfqDeUYSwa3KUcoxms/H5Qw8R4OZGj7AwveOI8+Rgs/L1uHFc+tyT9Bp7BwFRskgiWjYDNnbv3M8L0+RASNifw5mFXBIZCTl6J2nZFMCpUsOp0opPDoTjwVDHeIiOh2PnxrUOChVeBsq9jByqLWdbViZ7s3I5mJxH4sr9FOQWU1Vadfw5ndyc8PT3wDfcF0srfwLjAwnrZN8F2oqCCuLjAvSOIYSwAyFBZg7ueYHlK5L5/Y/dvHHbLB7b96K0KGzGcpJzOLjxIHf/eDcARpORrqO7suaLNboUXwszC1nw50NE1aoQ7sP4TuGNnkFcPLOfN0VZ6XrHaLaqNSc8PZzZl5pH2zZBescRduirVxIprqxi++TJx29zcXAgb38utI/QMVnzkXBlAjd/ejO2Whupq1P56q6vqCmvYfz744G67kIH1h3gsnsvI3FmohRfz9OqT1axa/EuNic9SyAGuxstsG1HBp07RWEw+esdRQi7JsXXY7bPnMmPq1bx7dixekcRF6hVaT533nIPXz44gUfmb9Q7jhC68nMooLy8hlaxciAk7E9NjRWL5gqoekcR5+BQq+GVb8Mr30YwDvQmEvwj4difFg2odlWo9DBS5q6wv6qE7VlZpGTncSgpl9RlyRTmlZxcoHV3wsvfE58IXyyxFkISQgjvEo5vlK8uBVqb1UaApwvUylYiIUSdAf1b88U36+kzqI0UXpu5xJmJqFaVaRHTjt+maRpGByPlheW4ebs1WpYD6w/g4ulCsFWOj5o6/wBfsrMz9I7RjCn4+XuzY2emFF/Fae1MycbT2RlVVY+fX7QN8Cdp2V6irpHia30wOZnwCvQCoMe4HiT/lcy2+duOF1/XzFpD+2Ht6X9Xf17p8wpj3hpz0q7Ylq6qrIq5j89lx287sFZZ666M1up2Eod2DCU1MZWfVz1KkJ3sdP27P/9KYciVg2XeqxDnIMVXoGDjRh586SXeHzkSo53uyhD/zPQAD3728OTPj99g0J1T9Y4jhG6smVtxlwNbYYdKSqowmYxQIAuLzYECOFdoOFdY8T4CYbhwGTEQGAPHOvn+r0Bb4VlXoE2pLGZnZjYp2Uc4uCOHlKV7Kcwtobqiuu7OGjh5OOHu44artxvmUDN+kX5YYiwExQcR2CYQk2P9HsK6qHYwNEcIYVeKiiuJ6RmldwzRgGxWG+u/Xs/1r11P/OCTd7l+fMPHbPh2AwPuG9BoeQ5tPERo6wCc5COpyQsKtZCSskPvGM1aUFgQe/ZJGx1xeq99dB3XX/0xI2bN4reJEwHoGBjEzk2pRHGlzumaJ0cXR2zHLmbVNI01s9Yw7t1xBLYJxL+VP5t/3EyfW/vonNI+rPpkFXOnz6XzpfHMevpO2qkeOJWpWJ0M7POuYujEl2nTKYy+/l56Rz2jTVsOMv2JIXrHEMLutfjia+a6dVw2fDiR3t489OuvVFmtXN22LTd17oyzg8MFP29uWRlpBQX0DJc2QY3JyVrDrNv/xbDnnqT7tTfiaZEZbqJl2rxoPu3bh+gdQ4hTLFm+h4gQb6jVO4loLCcWaH2AcFwZRAwExcCxzQoaUO1moMLTQJmbQmpFMcm5uWQVFXM4t5AjG9LZuzCJkoIyKkoq0Y4VSxVFwcXLBU9/D3wifAmICyCgdQCh7UKxtLKccyetqqqggIsqFwMIIU5mtaqYHIx6xxANaOdvO6korKDvbX1x8Tp5BmDnUZ1ZM3NNoxZfq8qrcHK+8DUIYT/CQn0oLyrQO0azFhwdSeqOLXrHEPbK3cAPP91Bxz4vs+bQIfpERNAjLIw/V/yld7JmKW1DGhu+30CbgW0A2PPnHmoraml7RVsAeo7vSeLMRCm+AgueW8Dqz1Yz5+UH6H3EGSUTwFr3w1KVn1csJzbSj9XzJukZ86yKiitxdnbAxT1G7yhC2L0WX3w1uLnRJSSERcnJHE1NxVpZyVevvsqE779n5ujReDo7/+Pn+mzjRv5ISaG1nx+bMjPxc3Vl/eHDPNC3bwO+A/F3XcqOcv2YW/j83jFM/nGl3nGE0MX2tVu4cUwnvWMIcYrVa/bTITpY7xjCziiAc7mKc7l6vEA7kEhwp+7rhBFBtQ4KlR4GqtwNFDtr7Dmax54juaRm5XJ4Qzq7f9tFcX4JVWXVxx9jdDDi7uuOV6AnPuF17Y4D2wTi4uWCo6sjjrLLSAhxgs1b09mZlMl1UwfrHUU0oMSZibQZ1OaUwitAl2u7sOiVRaRvSSe8S+NcUL3xuw1c969LG+W1RMOKjrJQWVKkd4xmLax1PKt//1PvGMKOGbxNPHz9Zdw952fW3Xcfg2JieOjXX3GoVKl1ka6HF2vnbzt50PwgNqsNW62Njld35IZ3bgBgzcw1dB3dFaOp7iK27mO789O0n8hJziGwdcvdJJOyOoUVH/zFXy88TOyR0/8O/r5uD9/NmtjIyc7PV99tYOyYoSiGf14zEaKlavHF16D27fl+yxa08nIMnp6YgDs+/piof/+bR376iY+uvfYfP9cf+/bx7TPPsC0jg5dHjMApMJB7R4xgblIS1yYkNNybEKd4NTaExX9aWfP9p/QZe4fecYRoVM5KFQfTchg5rKPeUYQ4xa6kbO4fIhcliQvnUKvhUGDDs8CGP9AKb642eUN4azi2Pq4BNS4Kle5GKj0M5GjV7Mo7QnJ2Lody8ji0LIUtszdTmFNEVXEFcR2eBcDR0YivjxsWXw9Cgr0ID/chJspC6zh/YqMtONZzu2MhhH1ycDBiUBQObc+gXaAXavdINJlp1Wzc+vmt57xPeJdwPqz9sOHDHFOSW0JpfhmPj+0B0gq/yYuJ9Ka6olzvGM1aSNvO5B8t0zuGsHO3Pjrbyc8AACAASURBVHkJC1Yn8fJff/HCFVdgVVV8cmo5EiUjmi5W3GVxjH9vPEYHI+ZgM8Zj3ULKC8rZ9ss2bLU2Vn70/xtiVJvKmi/WMOrlUXpF1t2s22fxxKNjic09Q/HfS6G4pJI2cQGNG+w8WK02li7by0NTX9M7ihBNgqwgAYrRiOLp+f/fGwwMevRR5v7xBxsOH6ZHWNg5nyM1Px+T0YjXkCEM9PU9fvuMr79m+ODB9I+KwsfVtUHyi1O5Vlfy8d33M+7fT9Hpqutx9TTrHUmIRuNnysVmU/H0lKvQhP3JyCrk0sgoyNI7iWjOFMCpUsOp0oo5D4JQ6EwgeASCB9Cq7n6qAoqzguKqgKtCXm05u47kkJpfQFpuATu3ZLJ0yR7yiyooLatCPaHdsaenMxZfd4IDvQgL8yY8zIfoKD9at/InwN/jnC2PhRD2q0O7EN58ZRT3Tp6Nw5tL+GTH0xSH+577gUJcoDkP/0ivER1xlcJrs+DhWIumyUiDBuURRO2x+ZJCnJGTQlVtLZHe3gB4ODlRsjUboiJ1jdUcOLk54R/rf8rtG77dgHeoN3fPufuk2/cu28vi1xYz8oWRx3fEtiSFGYXUVtYyUYkATv/5sE7NpLLKvuczXT78PzwyZQQu7q30jiJEkyDF1zNQnJy47eab+XLWrH9UfH126VLeeu45jL4nn5Q7R0UxfvBgft+3jxs7SQvQxtS/qoDBw65j1v1juWfWIr3jCNFosjYtJSDA89x3FEIHVquKudaJM51wCNGYDBpQqdV9HQULzgwgkgG+kfD3OosD4KqAq4EaRxv7CvLZcySP/Xn5HDpYyI6tGeQXlVNYUknVCSfNRqMBs5czvj7u+Fs8CAkxEx7mTUykhdhYC2EhZinUCmGHli5LprraitFooCyrGKT4KhpQ5+u68PVdX7Py7v5cGuytdxxxkVwM1SjIbvmGVGZz1zuCaAo0jZziUnoeW9eN9PFm9/K9RI2K1DdXM5Y4M5Euo7oQ0i7kpNt9I3yZO30uO3/fSaerW9b6eFlBGbMnzyY6IRTnitOvgyTn5THk2Y+Z9vAVdn1uGBXhS3hkAorS8groQlwIKb6eRVS7duzKyaHaasXJdPZ/qqMVFVjOUKQdOXYsE++5R4qvjUwB3u+cQIcVS9i+6Cc6DrlO70hCNIotfy6lR9cIvWMIcYqSkiqMRgMUSeFVNEG1QLEGxTYcgXb40c7VDyKo+/ofBXAE3A3golCiVZNScJTUvHwOHS0kPauI5KQcvincSGFxBZWV/1+oNRgU3N2c6lof+7kTGOBJaIg34eHetIqpa33s6urYqG9biJZq+NB2fPfjJqbPuAF6RukdRzRzna/pTG1VLeOHzGDDtqcJtuOFV3FuLoZKNGQXc0Mqs7lhNBooKq7A7CVd5sTpqQU2yqpr2JOXR7vAQDoGBpG84yDyqd4wDm0+RMaODG788MZTfubs4UzbwW1ZM3NNsy6+Wq1Wkpcls23uNvav209JTglGByOluSV8+vH9cPj0j/t44wZuGtODwQPbNG7g8+Th4Yyvz6k7noUQpyfF17Pw7tGDO4YMYfrixbw5bNhZ73tPr15MmDiRX9euBZOJ355/nsHjxmEKCGDfhg0YZEaQLjwqS5kx6WHuevVx4i8bhqOztGEVzZ3Gri1JPP/E2f9mCaGHxHWphAR61RWxhGiuNKAaqK67yMATE10JoKt7ALhzcqEWwAlwObaj1sFGakEBqUfzScsrIKOwmC0b0lm8OImjxRWUllVjs/3/xQv/21XrbXbDz9eNwEAvQoO9CA/zpVWshdhoP5ydpVgrxIUYdFkcvj5uRN3Ym1I5lxONoMfYHuxenMSYW2cy9NrO3DeqM2ZNfveaImdDNSZHJ8oK8nD3segdp1myYcTPz4NtOzK5rJ+0vxSnZy22UmW18tf+/Yxu356+ERH8teIvvWM1eWeanR7RNeKs89LvnXtvAyXST+auTDbO3kjKin3kHchHVVXMQWY69Ipm2iujGNQ9CouqcfXV72FNzgFXn1Oe493ERErca8nPqaBLp3N339RLTY2VjMxC4uIv0zuKEE2GFF/PQjEaGT11Kh8MGMChwkK8nJ0xu7iccr9F+/bxyYYNBHl6Ys3MxFZeztVvvEH377/HoCiEm83nLN6KhjOitohP+13ONw/fwsT3Z+sdR4gG5WksJedIMQP6ywmosD9r1h+kTXiA3jGEsC/VQLUGRXU7atviQ1tHHwih7utERsBZqSvWOtftqk0uyOPg0SIyCovIPFrMxkOHWLgwifyiCsrKTy7WGgwKbm5OmD3r2iBbLO4EBXpx84SeRISduhAgREu2as1+3N2dqDFI8Us0nhs/uYn3hr3H1+8tY/H87SyfORFp7Nf0GBQNVw8vctNSpPjagPwDfdm9J0uKr+KMHKOdWfrOPVw/bSYAPcLCyC0pxVirYXOQz3dxfsryy9g8ZzNJi5PI2J5BTWUNLl4uxHWJYOxtlzBiSDtCHIy4q9r/N5631XVB6N0rmsXbkxnTu+1Jz1lRU8OqtDQ25GXyzONDUez4gr/vftzMqGsuxWDy0zuKEE2GFF/PwRgSwl1Dh/LM0qUUVlTwUL9+9I+OPv7zQ4WF/GvOHGY//DCr1q4lrl8/4vz8+HDUKMZ26ICqqnbdq70lUICZl/ah02uvkJz4J637DtI7khANxqP6ICajQf7uCLu0KymLkZ3bnvuOQojTswHlWt0XdbtquxNEd9cgcOX0xdpjhVqcFGpMNtKKCkkrKORQQSFZhcXMXbCd6upaXnzm6kZ+M0LYt/UbD2IwGpg1dAYRsf4MeHcsVUY5vhINy2QyMXnxZFRV5bGwx/h5Txaj44P1jiUugIe3FwUZB4nu2kfvKM2Wf2gwKfvz9I4h7FxUdz9Kq6tJO3qUKF9fam02PI5aKQp00DuasGM1VTVs/2U7uxbu4uDGg5QXlGN0MBIWH0iPy1rz75euJSHQC7NV5aSjQ/X0LedvvKE7I2/4CPoB1v+//XBxMWFmM/lu8OkXawgP82HQZa3trgiblV3Mz79sY+HC3+0umxD2TIqv56A4ODD+7bcZZ7VSmpTEsDFjaOvvj8Xd/fh9fFxd6dqtG8UVFRwsLOSVoUPxOtbeVgog9sG3opiX73+EByZP4Lm1GZjOMcNXiKYq6c/5REfJ1dXCPh04mE//66OhQO8kQrQQNqBMq/uibhRta7xpbfQGC2CBfVl5BAd56ZlSCLs07eHBODoa+WzWWv5atpdhj1xJVaSv3rFEC2EwGBj3n3E8evPnDN38FO5nWMwV9svHz4fCrHS9YzRrITExbF66RO8Yws6ZAh0J8zazLTubKF9fjAYDTocrIFCOf0Udq9XK3qV72TF/BwfWH6AouwhFUfCP9KNT3xju+vBG+rYPxcdqw+HEj2Oresbn/LuYaAuVVbXU+Gs4Zv1/8TLOzw9V08hNy2XGy5P4ZOZcLH4edGz/96tq9TXt6XnMeHs6Lu6xekcRokmRCtQ/oDg5oTg54dm9O29MmcITn3/Ox6NGARDh7c2wNm1Y/scfjLz3Xt6YMwdPJyedE4vTGUcFM/sN5qen7+OGlz7SO44QDWLbytX0v0QOhoR9qqioIcrZm7qKkBDCHhwtLic0xFvvGELYHZPJxKNTruD9j1by1fKHKQmX1tyicXUZ1YXvJn1HmdGAuyrHTk2Nf6AvmTmZesdo1sLatGPBV3P0jiHsXblGRlExI9vWdWAK8vQgZelePLv31DmY0IOqqhxYd4Bt87axPzGV/INH0TQN72AzCT2imPzMCAb3jcYPA24nXvhUe/Gfw61i/PkxeScTPDocv01RFN4ZMYI/U1P5+YuF2NxVwkLMF/1a9WnBwl3U1Nho13Go3lGEaHKk+HoeFEWhx+23E75gAV9s3sytXbuycN8+9uTmsnTOHK6dOpUbevZk+BdfEOPry4wRI2Qrvh0xaipfDL+Kni8+S9benQS3aa93JCHqlQEbe3al8eLj0lpb2B9VPXZVaNE/vzpUCNHwCksqiYyQ3XxCnIm/vwdZ2SV4yexXoQODycDhgjICPVz0jiLOU2CwD3v37tA7RrPmH9eeoqIKvWMIO7d18UHKqquPfx9v8WfPhlR6IsXXliB7bzZb5mwheXkyOftyUK0qHn7utO4awc33DGDY4DYEm0y4nTinVQWo/44To0Z2ZPaC7UwY0uGUn/WLjOSNxFUEB3tTUlqFj49bvb/+hZjx/nKyc8r56adfMDoE6B1HiCanRfbEXblyJeXl5Rf0WIO7O8+++SY/7thBdkkJS/bt45KoKPYdPcq6jAym/vADK9aupVZVOVxcXM/JxcUKKyvgwTsm8eWUG/+/ECBEM+FrKqS8oppWsf56RxHiFDuTsjB7uUCFtM0Twm4YoLSsmmhppSrEGXXpFMa+9Qf0jiFaKJ8wb9ZtPKh3DHEBoiIDKC/M1ztGs1ZtNKNpcm4hzqJKY9z0r5gxYsTxsXDdQkNJ2Se70puj4pxilry1hHeHvsvjUY8zNWgq71/9Pke2pTP8+i4sSJzG7qTn2L1sKvNeH82UKxOIMxhxP7HwWg/y8kux2U5dc77xhh7sTskBj1NfrcZmI7OoGKtVJe3g0XpMc+E++mw1+QXV/OeDn3H1kA57QlyIFrnzdfTo0Xz99dcMHjz4gh7v2qED7z39NNPfeotNGRnsXbqUPvn5dO/ZE8VoRHFx4Wh5OWFeMj/AHj3k5cjPYVHMf/lRrnniDb3jCFFv1OxtuLo46h1DiNNamZhKbJif3jGEECdyVrDZVNzdnfVOIoTdStqdzRUdw/SOIVqo2morHu4y1qgpim1loaK4UO8YzVqZzT52hgk7Vqxis9kY26nT8ZsGRkczIzERxaahGaWrRVNVmFHIlrlbSP5zL5m7sqiuqMbkaCKyfQgDh7Rl2IwbaG3xwGxVT955Zmu4CzYKCyv4bs4m5szdSqcOobz1ynUn/dzV1REnJxOHnEqIKPU46WfbsrOZ2Lsnm2yZxMT4YbXaMJmMDZb1XFYmprIjKZsvvvwNk4OMqBHiQrXI4uuhQ4dwdr7wRSZFUSgvLMTs7ExFbS2jJkygVUAA87/9FpOnJ7e3aUONzSYth+2Ug83KN2PH0u/5p+g9/k4CouL0jiREvdi65DfaJ4ToHUOI09qy9TAdIoP1jiGEOJGzHKsKcS5pB4/Se0Iv7GMPgmhpirOK6do+VO8Y4gJEhnhQW1Wld4xmrUJ1xdHRRF5+KRY/j3M/QLQ4Rdll/H3/YZSvLxU1NbgX2Sj1bZHL4k1OweECtvy8hX3Lk8nYlUlNeQ0OLg6Etwmix6WtGP7itbQLMWO2qicXOqyN0/HQarXx1Au/kZFZyLCr+vGft7ry6cxFp73vJb1i+GTNBl6MO3lcWLSPD+8mJvLgC2N47Ml5lJZV0atHFA9NGoira+NusrDZVN6YsZSf58zC5CAdkoS4GC3yU+ZiCq8AmtXKmzNnMqFTJ16/6iqMBgPvrV1LZm4u1Tk5TFuyhCn9+tVTWtEQYsuOctfEe/nygfE8smCT3nGEqBe7NmxhxJVyMYGwT/tSc7m9Zzew6p1ECHGcFF+FOKfrrunEZw98xzVz79U7imiBVFXFy82BU6oHwu65GmvQGmBmoPh/Kgb8/DzYui2DKy6P1zuOsEOTn/iZq+NP/d1QANecKkp93Rs/lDirIylH2Dp3KykrU8jenU1NVQ2Ozo6EtQ2ixyWxPK9zofV0tu/MxGg0MW/+GgxGd76d9ThdOp2+a8rtt/bh3smzebHNoJM+24M9PbmhQwf+/djXvD3tEVqN6sn3373HI0/M5b23xjTqBq/pzy5g3JgB+Fi6NdprCtFctcji68WyZWdTVl3N5a1aHb/N19WVsLAwdu7cyW3dutE/KkrHhOKfeNzizs+eZv54/yWuuG+63nGEuCgOSg2p+zIY9f4YvaMIcVq5eaX0CAqFw3onEUL8j+ooi8JCnMue5CMMvq4LiqahSWcj0cikm1bT5WKoRqnXKYLidPyDLCTtyZbiqzhVpcralEOsvffUi6d83dzIXJWGKaG9DsEE1F1cdGDdAXYt3MWBNQfITc3FWmvFyc2JyHYh9LusNcNfv574QC/MVpWTGvDqWGg9nT3JOXTtEo9qK0YxuFFSWnzGkQE9ukVSUFiOalEwHNG4Z+5cvtu+HQCTwYCXszNXTpnK1K03M+39D6iqvpPrJ3zK1u2HKSisOOX5nnn8KqbcP7De3suu3VlUVNZy571voxhkrJkQF0uKrxfgaEoKZheXk27bm5vLTf370+/yy7l9yhTKamsZlZCgU0LxTzhZa/hq4h0MeeFJel5/K14B0g5TNF1+xjxqam34yZWbwk5pmoZjuRHZuiGE/ThcViyzwoU4h0enXM6/7vuWh3zd8L/tEr3jiBZCVVVmPzgbJzcnAjUp4DVFzoYq2fnaCALDgklNO6J3DGGPasGmqphP0/2wtcVC0up9dLxbiq+NoaKkgl2/7yJ5WTLpW9MpyixCQ8PDz53odqFcPaYrQ69IINrLFU+bfRdaT6dr53AeeuwnPv7sd+b8MJMlS9aSnHqE/pe0wtvb9ZT7h4V68+vhZK52rOtcd3lsLO+PHIlN08gtK+OnnTt55pNPWJ2czPw/fuf2O5IIDO1Ln55RBAd5cd+d/QkO9gLAvZ7nwn/46WoefeRBDEaZqS1EfZDi6wXITEsj2Mvr+PflNTWsOniQwCVLmPbrryyIjeX6a66hrLqam7t00TGpOJeOFUcZfcOtzJx0A5N/XKV3HCEuWMGuFVJ4FXYrL78UR0cTFNv/iZMQLcmhwkI8PS9uHIcQzd3ggfFcPaw9u1anMlCKr6KR/Pea/1JTUskff01FmhQ0Tc6GakwOjpQVHsXdW2bmNZTg6GjW/p6sdwxhj1wVfN1cWZGWxoCYmJN+1DUkhBVJ6XTUKVpzlrU7i22/bGN/4n6y92ZTU1GD0WTEEuFLfOcwrnliGAP7xhBgMOCmaif3B7A1zfWC+NaB/PbzPbzwyiK+/+4T7v7XIO598Ety80tPW3y9ZnhHvkncwtUD6oqvjkYjAR51c6uDPT3pFByMwWhkxooVvHX3JB557z0sFn8iIoIZP6YP7/x3Me+9NYZNm9Pp2zu63t5Hba2NrOwiEjoOr7fnFKKlk+LrBdi+ZQutLZbj3z/y++90Cw1l2PjxKIqCa3g4NTYbfSMidEwp/qlXooNZvEwl8ZuP6DvhLr3jCHFBNi1ZRPcu8jdH2Ke/VqUSHmQGm95JhBAnOlRQhK+3XNUsxLmsTEzlmR/vplrvIKJFWDpjKelb09m67Wl8m+Y6tAAMioaLhyf5h1Kl+NqAguPakjNztt4xhB3664vdHC2voGfYqbM3+0dF8eXWLaBpIO3dL4jVamXf8n0kLUri4MY08tLyUa0qLp7ORCQEc+nA1lz5yigSQrzxsqmnXkikNq8riyY99COhIWbuvPsJViz/gQH942jdKuC09514cy/++8lKGHbm373nLr+c+UlJvPnDDyQnJYGq0L3XdQy7dhKZ2UXEd36BkcM78MeyPTzz+FU4Oztc9HuY/9tOrhjcFcXgcdHPJYSoI8XX86RZrSxfv55H+/U7ftvRigo++fxzXDt3BkBxc2Nwhw6sz8ggxlcOsu2da00ln951P6NffJKOV10vJ0aiCdLYtWkX06cO1juIEKe1YdNB4iMC9Y4hhPib9KNFWCzSNUGIc2kdF8DPL/3OyNl3YTXIIq1oOBUlFfz+0u/MTZwmhddmwMPsRUHGQSI79dQ7SrPlG9mG4uJT5yAKcTiriFCzF66Op47YaB8YSHFFJa4lKhVextM8WpyoJLeEHQt2kPxXMpk7MijJK0VBwSvIi7iOYYz/Vz+uHBBPmKsDHjYNw4kPbgJtgy+Gpmm89Z9lBAf78sobc6ksT2HCra9y49juaJp22tntZi9XjEYDR9zP/rerc3AwSUeOEOzuTnlREdOmTeOpp5469sIG5v2axA3Xd2fCbV8QEmzmxWdG4OlR19XIZlPZvjODdm2D67qQ/QO//Ladzz79UObNC1GPpPh6nkq3bye7uJgwsxmAwooKDhUWUpyXx/8aCSiKwpTXXmPokCF0CAigXaAsONu7SyqPctXVNzDr/rHc9/USveMIcV48jOVkZRVw+bGWJULYm917spnQt7PeMYQQf5NdVEJAsKfeMYSwe998dgtRbZ/hjooqst1d9I4jmrGXur/E5Tf3oZvXqW0KRdPj5eNNYXaG3jGaNc3ZjNrMdtCJ+nHTbT15Ztai0/7MYDCgAZ5HrVJ8PYGqqqRvTWfn7ztJW5NGdnI2tVW1mBxNBMX60757JH0dzKxYnoSHixOhbmYm9exO24Fh4KiAreX9v7h2QxqZWcXMeOdNvv3yGbZt34LF153PZ61l2sNX4OF++hEvPbpG8On6jWd9bo26GsODffrw9qpVDG3fnte///6k4mhISAhOjlYWLniLZ//9G889OYxnXvyNlP25mIxGKipqCAv1pqy8Gl8fN7p3jeDm8T0wGE4qkVNVVft/7N13dBRVG8fx72zfTbLpPZBG6L33DtKkKUWwIIoFCxaqgA1RUWzYRcEuFhRFBVFeOtK79BZqes/2nXn/CKKRkEbIhnA/5+xJ2Lk789uQsjvP3OficLgJCBbrIAtCRRLF1zJI27iR0WPGcHuLFhfvs7pcmPV6ghISCo01JCTw0dy5jJs0icW33iquGqniJGBeowSarFnBtp++ouXAWzwdSRBKzew8jSRJaDTiV7pQNSWeyqDb7fGQ4ukkgiD8W2pWHo1aRXo6hiBUeY3bvEDTZjXJMuo9HUWoxs4fPI/ilvlwSh/U19/562opONSf9ORzno5RrVlkcaGCcBlOUBdzLtZHrydz21mIq7g1M68lliwL+5bv4+DKg5zefZqss1koioK3vxcxDSPo3qc+fV8bTt1QM74uGY1LYd6k33nphzXM7dcPi9PJwdRUBkyaT5N5EXz75Vg0ERdeJ8kKyMBZN3hL4KMqKM5WM263zDsfrOOZpx/j+8Vf8fOv63jg3i7cdXs7FIXLFl4Bxt7Rnmkzl9DUdPkJW4dSU4n280On0RBoMnHw9Gnio6JQGS+9ELBP//uY++oXzHpxOY0a1uLNtz7G7baybcsa6tZrTGBgOCkpp3n3nTf5+PPNjL29XaHHb952knp1wpEk8VpXECqSOFNfBku/+IIB9eoxsF69i/cdSUtjy5kzJO/YQVRsbKHxsYMGEfHccyTn5RHmI/qlV3XetnzeuP8Rxs15isa9h6AzXP6PpCBUJQf+t4T4uOCSBwqCh9gdLsJV3hS8AxMEoapIy86nZg1/T8cQhCrPZnMyYfH9pKlVJQ8WhHIKrhWMPd+BTSWhuw5nD1VH4ZFBnNh4yNMxqrV8d0Hx1eVyiYuRhcKMEm7l8r9L4wID+Wv1AWoNr97FV1mWObnlJPuW7eP4puOkHEnBYXOg1qgJjg6kfstoBk/rR4+OtQhVqfCSFQqVSf9uG2xVeOXHtYxp2ZKRTZte3Pxinz6M/3EJDbu9wKYfHkPjlBh270La1qzJa+vXE2A00qNeLeYvvf2aX19XURQOHEoiMsKP+x5exIFDScycNhynPYeJ0xawfcPUi21/S9K5QzxJKblQJwysl25fc/w4+1NSGN/unyKpRqVi84cf0u6hhy4Zr9KE8OUXHzJr1pPcett4TD4FnfG69W5ycUxUTB3uuDOfuS+9fMnjo2sEsHP3KRTFjsSlrboFQSgf8cqklOS8PJZv2MCkf631CtAyKoob69Xj8Wef5cO4OHya/autoiThdLvRq0ULi2tFP2c2zdt35ctJdzLmza88HUcQSmXXmnV06hDv6RiCUCSXy1XwSZY4iSgIVU1WjpXY6CBPxxCEKk+rVePMsYK/mGElXD2ntp9C76XHKAqv1UaNGsHkZ2zwdIxqza7o8PUzsf9gMo0bim4ewj8sFgd2txtZli9psQoF62ke2nOKWh7IdrXkpOSw99e9HF5zmDO7z5CTlAOAd5AXsQ0i6TOwMb161KdOqBlft4z2v39u/tPCO3lrBplJ+dRuFMrPX+/BR6/j6R49Co1RqVS8N2QoL61eTZMBL+F0u7E4nSiKwo1167Jw2DDqvvIK2BQwXtvF16++3cb8hRvw8TGw969zLF8yhYR6PenZeyRLvr631IVXKPi6hYeaOW/PR+OG5Nxc3IpCSl4eK48e5bX167mhdm1uafJP8bRpeDhfLl5M7LBhF+8zmUyYzWYkSSK8Rmfefn9Vscc16I3Y7M5L7p//8UamTxuHSi0mjwlCRRLF11Jynz1LZn4+CUGFT1B56XR8NmIEr69fz71jxzLpwQdpOnYskiShZGeTabHgV0Q7AKFqUqHwSffONHvpRY5sWkVC226ejiQIxVLhZv/e4zw9eaynowhCkbbtPE1QgFfBmy1BEKoONeTl24mJDvB0EkGo8txuGXTiglrh6vp19q8MuqsDWk8HESpMXGwQ1pwsT8eo5iRCQvzZvfeMKL4KhbzzxhpaRkYWWXgF6BgdzbI/VlRyqorhcrk4tu4Y+5bv4+TWk6QeS8XldKHRaQiLD6ZBi2hGvzCEzi2jCaKY2axFURRcx+zsXHGKG2bPR6dW46XTkWu383TPnmguM8FocteuDGvUiGBvb7z1Ba1r7/3+e2LnzKF/g7qgvbYLrwBtW8Xy7fc7SUnLpXGDSFp1nIw1PxG3W6ZendAy769fnwZ8/c12Tp/Pos4rr6BRqfAzGGgYFsaLffsyqkmTQt+/X+zaBcBb4eEX77v33nt57733Lv67pGUPT5w4TGRE4c5HLpebg4eS6NbzzjI/B0EQiieKr6WkMpuxuVz8dvgwN9Sufcn2Rzp25GBKCg/NmsWyZs3wad6c7AMH0KhUYr3Xa0yQJZunxz/KUzMfZNpvey/7NSs1FgAAIABJREFUQk0QqoJATSZ5+TbqJJT9hZ4gVIb1G4+RUFO0xRaEKscgIcsKBoNoKyUIxTlxIg0FyD6aAuF+no4jVGNOqxPvMsyaEaq+2Gh/7JZ8T8eo9sJqhLP/QJKnYwhVyJGV5zh9LIP9KSmXHdM+OpqUnDz0+W7sXlX3AqvMM5ns+XkPR9cd4cyeM+Sm5yFJEr6hZuIbRTLkltbc0LMesX4mzC658Il+GUABx4WbdynOb6bKRHZ7CqcsoygKhydOxFzKZdliAwML/btFZCS/HDzIjtPnmD9jDeNmdynYoL72zpMnp+Rw+7hPCQ7yZtydPfHxVoOkI/H4NkKCfcp17viuO9rz+aKtZL3wNNiLH7v30Uf57fBhjjscTP322/I9CWD1qtW0b1t42cR1G47RpVMj1FrREUkQKpoovpaSKiSEGXfcwYuffUZ8QAC1gi79hVQ3JIT727Vj8sMP88r8+agAuZj1BYSq6w6Nk0/rNebbGfcz4vn3PR1HEC5LPr8Lk1GcOBeqrt17ztA8VlyFLghVzjXe9ksQKsORoyn0GDCPeybegKZDAi5PBxKqNb2Xjrxcm6djCBXIz6Qgy25Px6j2IuNiObR1k6djCFXIxGd/4GxGDrX+Uwz8N51Gg6IomNPcpHqw+CrJCt6Zbsi0sfHwCQ6uPEjitkRST6TidrnRGXREJATTqFUsd9/VkQ7NahAgg7G0s1ktMrf0+5AVR46w4Y2HqDu4Bmgu/z5g57pEzHo9aRYL7w0ZUurCa1HuadOGXw8dYvXx46zfdpz3m/5Jt/rxvPz18HLv01P2H0hi5PAOTJn6Mhp9NACKbGfajJd47qkby7XP8DBf3G6ZvEAX3udKLtF0iY3lo2++YXJmJip//xLH/5fszmfz1oPcd1fLQvdv2HyCIUNuLvP+BEEomZjSV0qSWk3vp5+mV/PmnM3Juey4AXXrYrfZ+G3hQrzj4kTx9Rqlkd0sGnQjRzav5eRO8SJeqLq2L/9JtFcSqrQjx1LpEBfj6RiCIPyXXhRfBaEki3/cRes2cdSb0geXSvzMCFdP6rFUjqw/yqAbm5Q8WLhmGFWimF4ZIhJqk5R0+fN0wvVnyrhepFssLL3jjmLH6TUa7PvTKieUouCV5SLsoAXnu3vYNeo7vmn2Gi+GT2dC3GRurz+JXyZ+D1kWht3RliVrJ7P3r2c5svkJ1n8+jncn9GREoyiiXAqm/xZei3PMxbLDh3ErCm0fnofraPG/l77/eTc5Dgf1Q0NpHx19xU97ye23c1fLlpzKyuJoejpNI8NLflAVtGrtYYwG9cXCK4DszsZqdVxRJ7rmTWrwwZYtpRpr0GoJMJk4sar4dV0vx+U4jyzLGAz/LHDgdLrZuesUkZE1y7VPQRCKJ2a+loEiy/x1/DhDuxW/Dug9bdrw3M8/Y1YUlAs30Xr42hOen8mM8Y8xe/Jdov2wUGXt/nMbo4c19XQMQbis9Ix8mgeHwRlPJxEE4d8cGjcqUUwShGLdMboNn365mRVjP6bbwjEg3tMJFUSWZXYu3knm2Uwyz2by58d/Mv7FoXQM9fV0NKECGVR2pNKXSIRyCqvVgIxM0d5Z+IfL4cLpdmNxOjFfZo1SgJr+/hxcfZCIvhEVd3BFwZAn45vqInPraXb/sZ9DuxM5djqZLIsFgCBvb+oGB9MzKoaunbpTPzSU3h99xLgB7Rg2qfW/nkgxa7OW0vq1RwFQSRIRZjM7N56mVd1Ll9P726znbuSzNds5mpZGDb+KWW7hlQEDAPB7+ml2HT/PaLdyzbUeHjqoKfc8+CWPTLSgUpsAyM1ORK+/spXaR49sxavz/sdjUe1LNb57fDzLFy9m/IABSLqydcHLzkrG/J/lDZ6bs5zbRvWiZmzxtQ5BEMpHFF/LQlHIsVrxNxqLHVYvJIS7WrTgnWXLaBAaKgqv17B79C6+qF2fH2Y9yk1PveHpOIJQiF6yceJ4EoP6iyvkhapNk6sCRCcIQahKErOz8DKJtvWCUJzwMF/2bJ5GbIOnGHYmi5xIPxziogXhCqQnprPgto9IOpRMUHQggeFmVGoVy/6cShNfk6fjCRXMINmRJAmXw4GmjCfJhdLTB0Zht4vG8MI/Js9byiv9+5fYMrdRaCgHd56kXKVXRcEr2413ipO0TafZt/Ygh/cmcuJMCul5BRcD+BgMJAQH0TIikkkt2tEsIuKyEzuahoezftsxhtG6yO3lIiu8tmgNtYOCeKZnT2b+/juDnlnImP+15LnpA9i95QwHEpMZOKARLklm3drjHN+XjMXpZN1991Vcjgv0ajWf7dhB7hA7731/a7Htjz3N6XSTlW0hOMgHgFffXMmC+TMuFl4BNm74g6aNo67oOAP6NuSRyd9BoArSSy62961Th7u++45DvXox8/nnCWrfvtx1h78OnOfc+SxenTcbSaUv1z4EQSieKL6WgaRWYzYaybHZCPb2LnZs91q16F6rViUlE64WtSzz2U1D6TDrKdqPvpfwWvU9HUkQLgpWp+Byy5jN5V+DQxCuptNnMzHoNZAjCq+CUNWcyMjA11z8BYWCIIBGo2HC+G7c33o2NWsGMmHjFCxq0RGnulK5FHQ2GZ1NQXvhozvNQsaJdNJPpnHuWApp5zNJS8kmIyuXkbd3x2tmu1Lte++ve1l4x0JumdSbKT90JEgW60BVdxrJhdZoIjv5LIE1Yj0dp9qyuMXrGaGwTg3j2JiYyIgmxV+o3q5mTd7aupnuxYyR5L+LrA7Orz/JvjUHOfzXKY6fTSXbagXA12Cg1oUi64SmbWgZGYmmmBm3l8vyzpaKXfYsY2sOa0+coHlkJH3r1qVv3bocSk1l4i+/ENd/FiatFrPBwNSFv6BRqajh54eiKLzYpw91goMrNAvA+enTkRWFRq+/zg+vb2PIxFYVfoyK8t6H63j/o/U0qB9OvsVBnYQw2nW+++J2RVFY8uMy7rurdDNWL0elUuHvZ2JL/llaU3JLZh+9nm9Gj2bN8eMMvfVWPnnjDeIGDizVsTQaNW63gtsts+DTP1nw6Z98s+g9VGrzFT0HQRAuTxRfy6h+TAz7kpPpVkLxVag+YvMyePDuB5n/yG1M/nl7pR7726ceZMfSr7nhoRl0vXPCxfv/WvUrnz9+B6NfXsCXU+5m8tLt+IVferXVq0PbUattVwZOfqEyYwuV5Mz2FYSL1mRCFbZ23RFiogLEpFdBqIISM7MIDPDydAxBuCZMnNCTiRN60qrzHNJ+2YNpoFjyoaqRZAWtXUFrl9FZL3y0Kbhy7OQl55KdlEV2UjYZ57PIycwnN9tCfq6VvDwb+flW8m0OrA4H+Q4nbrnwzBO1SoW3ToevwUCojzdh3j60DQzHHBnLM3MWcf/JdOLm90cpZla0LMt8Mf4LXlk0jlsa14Ar7yQpXAMkCYze3mScOyWKr1eRRRbFV+EfcraLzQcTGVy35MkTXeLieOK331A7ZGSNhHemG9N5G2fWHeevdYc5vP80J5NSybUWrJPqbzJROziIjpFRzGzXhYahoRW2RFn76GhmrlgBLqViZoTKCq+9+T96107gi5G3XLy7TnAwS8eMKdOuar7wAo916sQjHTteUSSVSoUKsDqdpJzOvaJ9XW2+vibuGduB0SN7ERDSCKNXHCrVP79rJEkiMzOPrxfvYNrE3lfU9bJvr/p8tHYLrVsPKvVjusTFEeXry92PPsov9ephTEgo8TFe3uE4XW5G3bmQnj2as3v3LrT68q9XKwhCyUTxtYxCQ0JITk72dAyhkk30N/C1fyC/v/MivcZPrdRja/QG1nz8Jm1uugOjufB6C/U698HkG8D2n7+mx7jHC207uWszqSePcsuL8yszrlCJdqz4nTatYjwdQxAua/PWkzSMLvnqTUEQKt+p9CxCw8RVzkLR7n9kEV99s42npvXj0Yf+mQ/y87J93HrXx2Sdm8u6jUe58eb3inz8oV1PEhpS/b6/BvRtxPzpS5jSvzE2Mfu19BQFlRtU7n8+qt0KGoeC2qmgcRYUTt1ZdrLPZpKdlE1Oai656fnkZeVjszqw5NtIz8wFt4LilrHZnVhsDuwOJ1aHE6vTidPtvuTQKknCoNFg0unw0esxG/T4GYz4G41EGXzxjwwj1NubYC8vQry8iPLzw1tf+tZ7nWNi6LNwIQum9SI5Rod8mRPm7wx+h+hGkdzcpIa4KO064+1rJuv8GU/HqNasshGtVk1GpoUAf9G++3r3+D2L8dLoeKxz5xLHBphMWJxOPmn6MompGVgdTiRJItjLi9pBQXSPiqZ754I1Wa+2UB8f7C4XZMsQWLZZs0U5tPwMH6zZxJp77rnifVmdTpYeOMB7mzYxs3t3RjdvfkX7axEZycn0TGRFIskZTKg2FbWk4JQ1WGUDZk3eFWe+UqNHtOTl1/9g8IiXiI8LZvoTE2jeakShtsMfLviaZ59+iB9+2s2QgU04fDQFq9VZ5lbE4+7sQL+b3oEOgLP0j4sPDKRX7dr88uGH3DxnTonjdcZolvy4HiQ1ksoklkkUhEogiq9lIOfns3zDBmb16uXpKEIl07mcfHzn3fR95gnaDBuDOTis0o5dq3Vn0k+fYPWCN+j7yFOFtqm1Wpr1H8aOpYvofvdjhf5wbv/xSyLrNSG8dsNKyypUJoV9Ow4wZ1bp2osIgiccOJTMQ306eDqGIAhFSMnKJSLe39MxhCrMYNDw+juruPO2tvj5Xf5k9rZ1U/DxKVysCg6qnl2CAvxMHDiYxIIWr6BGjUatQqvVoDPo0Os16I06tFoNWp0GjVaNVqdFZ9CiM2rR6jVotFq0ejUavRa1To3OqEPnpUNn1KHWqtGZtGhMerSGgrfpslpCVoGiklBUIKtB/vtzqeCjIgHShY8XSMqFm1wwI7TQvxUFlQyS+8JHGXC5kW0u7Pl2LFlWbDk2rFkWrLk2rLlWrLl2bPl2rBY7drsTp92J2y3jdLiw2xzY7E5sdgdWmxOHy4nLrSArMopSMOPTKcu43G7cSvFVR7UkYdLpMGq1eOt0eOv1eOt0GLUavHV6ArVm0EmEeXvjrdMRYDLhZzAQ4uVFmNmMn7HyZ7/V8PPD32hkbItp+BmNPLdpOtkxl/68nNt3jraDxYzp65HZz5eclPOejlGtyajwNZs4fDSZtq3EDOPrXaDZRHJeHjk2W4lrvgLM6N4dnVpN135xRPt79rWxSqXCct6GKfDKutM4ztm5/+lveahDB+pWQOHYR6/n8anPk5qXw5uvPcdLa9fy6fDhNIko12q5ZNlsfL5hB983P0F6VhahsbXwCwog5cw5ZLebHRum4qvx7MxYtVrF1Md7M/Xx3hw8nMQDDz7Dc7Ny6dX34YtjfP0TeGbWG/Tr15+z57LYd+A8GzYeY9+2GWU6VnR0IHa7C0ugG1NS2QrvPePjeeL77xn88MNoIiNLHK/SVL+LIwWhKhPF1zI48vPPqCSJcLP4RXU9apaXytCbb2PhA8OZ8M3aSjuuSq3mhgens2j6fbS/ZRy+oYVf3LQcPJr1n7/Lie0biWtZUORwWPPZ8/uP9J3wVFG7FKoBX3UOKWk5dGwf7+kognBZp89m0jE6BsT5JkGoclKz8mgTGefpGEIV1qVjAidOpvPqm//j2ZkDLjsuKMgbP9/ro+Xj54u2MHZgGxobQnh/+xbiwgNppgsh3+HAlu/EkmXB4nZjd7txym6cbjdOt4zd5cIly8iKgkt245JlXG4ZlyzjluWL29yyjFtRkEsoUl4NKklCo1KhUanQazToNBr0GjUGjRajVoNBo8Go1WLSaDFrNKglFXqNCW8/f3wutOT1MxoxGwwYNRrUKhW6C/vy1uvx0ukwaDQV1p6xqjBotWx76CEA6s6diz7RAkUUX2fsmsGsprP4oH08D3SpU9kxBQ8KCDKTlSa6p11tAUG+HDuWKoqvAjPeHEDOnTb6LFjAxvHjSxw/rnXrSkhVOmE+Pqxdd5Q+DYtfq7YQRcF1zM6rL6/ksUk90MTruf/ur0jJzWdyKWb/loaf0cj6bxdS47VvGNd9CPmfvsZNC9+lYXg4H998c5kvflo5bhyxL77IiN4D8B83jRM7NpF++jgth8Wz4u3ZDBqzmJlPj6RRtESINr1CnsOVqFs7jKem92PZsl/o2Wc8kvRPOcXbXIe+vVvx6rylPDmtH0HlLJw3qBfBF/t3My6gbLOKawcHk2u3s2PxYlqNH4+kEaUeQahKxE9kKSkuF2+9/Tb3VKE/ykLlm5tQg+ZrZdZ+8iad73io0o7boHt/wms35I/35nDTU28U2hYaV4caDVuw7acvLxZf96z4EUWWadJnaKVlFCqXl/U4GrWq2p3AEqoXl8tNgMuAWNhMEKqezFwrEeFi3XDh8tRqFTOn9WXcA19w710diYzwK/lB1VzTxlFo9GqaD44l+feVnEnO4pO5w9AkibZtAjSOCOexYa8we9VUchsU/v1qMpvodHcnfly0RRRfrzNBIf6c3SPaDl9tQaFBHD2R5ukYQlWggpw8G/kOh6eTlJlBo2HrrlP0ofTF17kPLOfVX9Zid7l4ddk6ejeozZpDx/l61Ch0FVSIqxccTEZWBrFuFw6tHu1dU5l1011smjWBJm+8wbDGjXmpT59Sn5+SZRmVSkWt+6aTb/SmXufeF7fVateN754cz9hhM3DYrIx5/F6euysEteTZcwrt28Tx4isrcNkT0RoKJkEoihNJ0hIUHIRWq2bZiv2MG9O+XPu/ZVgLFn7yJ+MGlr2l82cjRvDou+/S688/eei991D5ivd4glBViLP2pXTw2285kZpKy6iy9W0XqheTw8rCex9k1YI3yMtIrdRj9314Jjt+/prk44cu2dZy8Gj2/fEz9vyCdRG2//glDbr1x+gj/uBWV/v/9zO14kM8HUMQLsticaBWqyBLFF4FoSrKzrUSGxPo6RhCFXdj30Y0ahDJC3NXXHZMgxaziKz1xMVby44lrzl1rerYLp7Fy3fTfdRbeHkVtFpWSeIttVDgm1GjaRwWxqdjPkFZsB/TeVuh7Sc2H6dOI3E+4XoTGuqPJSvD0zGqveCoCBITxddZAHJkVuw/zM6HHy55bBXTJDyc9Oz80j/AofDHjsM83L496U89xcHHHyfeJwCjRkPtoKAKy2XS6Vm0Zw9x549dvC/LL5i6c7/glU+WciI3j1ovv8z8LVtKtb9fDh7ES6/Hor+0U4RGo2Hk8x8wddluRs5+nwVz3ibHXfxyFvc/sgi/iIn4RUwkqOZkEho/zeAR7/PZV1uQ5cLnI3bvPcsd93xKQuOnCY2dSouOL/LwxG85eqzkc7xnz2Vz9vROFMWNLFvp0bUhP373DN7eBgwGLXn5Nl55cyU2WxkWbr3g5iFNOXoyDfzKfkFfiLc3nw0fzvmkJCYMHIjt+PFC2xVZnJMRBE8R7xRLaf2aNQyqX9/TMYQqoK0lnf4DR/DJw6Mr9bixLdqT0K4bK96afcm2JjcMQZJgz4ofSDt1nJO7NtNycOXmEyrX7vUb6dhOtIsUqq71G48RFmKGsr/vEAThatNCbp6d2GhRfBVK9vT0fnz17TYOHk4qcvuvPzzAut8fu3hb/NW4Sk5YeW4b1YZj+57hz/9N5PSZTOa/OBLV+cpvESxUXW8NGoQzz86D973J4Ym/F9p2cnsi4+/t4qFkgqdERvhjycnydIxqLzQ6hnPJ2Z6OIVQF3irUkuSRFv5Xqn10NPtPlrJNuaKwb9FJ9p5P4rFOnYCC9sBP9ezJwYkTCTBdWtgsrwfbtSXE25uToTGFN0gSqQlN6f3Z/5g95z0+2bmT+q++yorDh4vd35YzZwgxmVBKmCl7fNt6ohs2wl+TU2LGnt3qcGjXk+zZPJ1vP7+bTh1qMe3JHxlx+wJcLjcAy3/fT68b52G3u5j/1ig2r5nE+/NuwexjYPZLy4vdvyRJvPnKMO4YO42dWz9HdqVz5mwm8z/6jsGDR/Dlx5OYPqkvALJc9u89jUaDt5eeg0r52iyrVCqmde1K05AQ+vfuzYEvvkBxuVAUhXmjRpFTysK4IAgVS7QdLiVZltFIop2UABLweuPaNP7fr+z+7Qea3DCk0o7d56GZzLulG0E1C6/zqffyplHPgWz/6SsyziQSEBVzsQWxUP2okDn41wmentTV01EE4bI2bD5GvehQT8cQBKEohoLXtDqdeCsglKxD23h6dK3Nsy8sY9TwVpdsj64ZcN2s+fo3t1tGo1HRLCIC2aqgyhfvE4UCZoOB72+9jTZvvcWRw6eplevG5qMu2BZiZvXGo9TrVNvDKYXKFBsTiC0v19Mxqr2w2NqkpeV5OobgaQ4FTrmQAY1a7ek0ZdY1Lo6py5cXPA9d8a8tEn9PpvO0dxjbsmWFtRe+nIeWLuXOrj1x6AxFbpdVarI69mPMjz3hx0+Z+PYcvP74g4U33UTd0EvPCaw8epSRI+8s9pi7ly9m65LPeevjGZRmGSOdTkNoiBmAiHBfmjaOomXzmgwa/j5ffr2Nm4c044FHv6ZX93p8sWDMxcfF1AykZfNosrKtJR6jQ9t4OrQ9xoG/dtGocReiIv25oWc9One9CT9fIxmZFl54ZhAmk67EfRWlW5favLd2E6836VeuxwPc3LAhbaKiePTZZ4mcN4+60dFM/vZbbNnZTFm2rNz7FQShfMTM11KyW60k54kXckIBH2secx94jJ9enIKrEteRCEuoT9O+N7Px6w8v2dZy8GgSd29l03cf03LgLUjiYoFqy1+TRW6ejbp1wjwdRRAua+++c7SIE631BKFKMojXCELZPPVEf5b/vp8t2056OkqVULdOGP16N6DuTS/wXfYBT8cRqqCxrVrxw96/+KHz24SuSsP3SD5+EX7s23nK09GEShYV7o3Lbit5oHBFAmMSyM0VX+fyOHM2iwcf+4a6zZ4lOHoKDVs9x5SZS8jI+Kf9bf+b3mHqkz9e8tgvvt5KzbozKjPu5VlkBvd8l/h+s2gSHu7pNOXiZzTidrtLXLon53AeAx/5kNY1avBS375XNdPB5GTOZGURN/HFEsc6NTqcN93N47/uYlDfwfT/5BOGfPYZGRZLoXHJeXkk3DC02H3tX72MfrcMYWjr8rfM7dIxgYb1I1i6bC8r1xwiPSOfCeO7Fjm2pAsJFUXh5df/4NTpTEaMfoItm3+jccNIbh/Vht+XPsSrc25i6uO9adWiZrnz3jO2A6u2HYUrvG6ghp8fX48axQNt2hCj1XJ00iT+OHoUd3r5ZtUKglB+ovhaSuNmzWLjqVOczRZtTIQCQ1y5NG7dkS8nj63U4/a6fyoU0T4lpllbgmNqYc/PpfmNIys1k1C5pNTdGPRitpJQtR0/mUb3hPiSBwqCUPlE8VUoowb1whk2tDkfLFx/yba0tDySU3IK3ZxOtwdSVq5PP7wDk1FHeq6l5MHCdefeNm3YPH48P+3bz5DeMxjdYCLW8zk8NLajp6MJlcykcaFw7bU/vda4dP7lavV5vTuZmE63vq9z7HgqH74zmh0bpvLanJtYu/4IvQa+SWbmNfI3zqVw/6gvybXaOTZ5Mt/fdpunE5WbRq0mI7GYyT9pbh5+5BvCzWZ+HTMGVQmte6/UpGXL6BgTQ6a3f6kfYzF44TthNs8t3UrN6Diaz5vHo0t/xuV2I8syblnGqi++2GnyD2Ln5r0s3e2FSyl/NbJ2rRBOnc7g+PG0i/8uj0++2My+/edY+Mk3aHTBrFm9iu5dapOVbaVhy+do3Pp5Vq87wtsfrCt31vp1w8nNs+EKqZjfZfGBgfSuXZsgLy8Cvbw4sWZNhexXEITSE8XXUjLGxNC5QQM2nznj6ShCFaFC4bPePTjz104Ob1x1VY4x7Jm3uO3VTwvd5x9Rg1mbzvDCjksXg3/s+z95flsyvqERVyWPUDVs/vFbWrWI8XQMQShWXp6deGOAp2MIglCEHNmOWi3eBghlM33yDUVd/0fLTnOo0/TZQrdde66P90wqtcSdDZt5OoZQRcUGBnJ00iR89Hp+eXEc25dPoK530S0bhepLr7J7OsJ1weK+vtrfV5SJT3yPTqvm+6/uoWO7eGpE+dOrez2WfH0v589nM2vONdCmVFFY/PJWVh04xm9jK3dyxNVQ08+PNWuPFL3RpdCh16scT8rg8xEjrnrhFWBat26sPHqUwNyyz5rM8g+h7twvmfvlCs7Z7STMncvDS5cS7OVFql/xRdC+E57GFBjGPSOfYOJbZ7DLWuyylmyXDwdyIjhrD8WtlPz8FUVBkiSUK1wDuH+fBhw5lsrBv1YD4Lywnuqr81bSsUMtXnh2GDOnP8b2nYlXdJyE+BC+ObzvivZRlOGNGvHFxx9f8ddBEISyEVOnyqBLt258sHAhQ+rXFy1dBQCC87OY/eBEps28n6m/7UNzlddZEASAvZt3cueolp6OIQiXJcsXWgOV0C5JEATPOJGVgdlHFACEy3v39Uu7qNSMCiD5xD8t5zq1r0XWubmVGavKadU8mvnbt/NQWGtPRxGqqJfXrqVv4zq0uzXB01EEDzGI4mulyJdNALhcLnFeppQyMy2sXH2YmVP7YDRqC20LDTEzbGhzvv9pF6+8UHx7WE87tOwMj8//id/uuuuaXOf1vxqGhrJhx3GGcOk5n33LTnEiI4OdDz9MkJdXpeRZcfgwLaJjSDcHlnsfqTH16PbJHwzZuopXZz5EbGQNZFXx/1c6g4FRcz4iJzWJ12/uyHfv61BQUNwyoKAoCr7BoQy7czA5di1w6ZqtDoeLA4eSiK4ZQHx8MACHj6bQumVMmZ+Dw+Hm7LksbNaCdtwxMdG89f4vZGVbufWWLjz02HsgO8nOtuFyudFoyve9eNOQpixauotRfRqV6/GX0zUujnmffcYTZ8+ijRLLQwlCZRGXvJdBSM2apOXnM3dd+VsICNXPaJWNuk1a8e30+zwdRbgO6CUbJ08kM6BvQ0+keIXhAAAgAElEQVRHEYTL2vvXOfz9TJAvrqoUhKroeFpGwc+oIAhX5IYe9fhq1Q7QezqJUFX9dvgwY4e1BXHx9nXLINlRSSpcDoeno1RrDkWL2Wzk8NFLO4QJRTt2IhVFUahdK7TI7bUTQsnKspKWXtAC96NPNhJZ64lCt8emLq7MyJeQ05wMenQBc/r2pU5wsEezVJSafn7sOX6+8J2Kwonfk5jy/E/c2qwZoT4+lZbnkx07iPc1o3U5r2g/iqQis3UP7lq2l24LV5T6cebgMJ5cc5Qpy/fwxIq/mLnqEDNXHebJ1UfoevfjfP7uIjb8ebzIx3bo8QoHDydjNGjp3qU2gQFevPHO6iLHZmVfWrz9t0++2MzAfo2IjS8oirZp3R6jUUdUpB8PPvIae3d+j0tW0aZVAhs3nyj18/uvW0e0Zv+RJPCp2NcNapWKJhERbF2ypEL3KwhC8UTxtQxiBwxg8dq1bDl1inzxwlm4QK3IfNa/L0e3refU7q2ejiNUc0HqVNxuGW/RskyowtZuOEp8VJCnYwiCcBmnM7MJDKicq+UFoToLDTNz6kwmhFz7M22EipeWn0+ew0HbIbU8HUXwII3kQmfyIv3sSU9HqeYkAgLN/HUgydNBqo2/25P+3flv2JBmrPv9sUK3Jybe4LmAssKdt31Gq6hIRjRp4rkcFaxXQgJpufn8e62HTZ8fptO4eWTbbIxt0aJS8ywfO5bPdu5E/cUbFbI/WaUu1wVJGo3mkjbLTW4YQqtBo8jPyeVMpprvt+t5/vMUVm7NZNSdCzl6PI3YRg3YfziFnv3f5JkZ/Vmx8gAj71jA6rWHSTydwc7dp3ly1s88NqX4Cwny8u0Mu7k/QWGdAbA78lj6617iYkKw5u6jacvbeHLaTdxxW2/enV/+SVsmkw6dTkOiNrvc+7icrrGxrFl1dZbNEwShaKIXRxlpgoLo2bw560+e5IbatT0dR6giIvIzmXLvBOZOHsvUZbsrZd0F4fqUtHMloaFmT8cQhGLt2HmapnFi7WlBqKrOZ+UQElJ5V8wLQnV1z4Nfolap6D7vfebdMZiGliBweTqVUFWkWywYNRowilmv1zNJAi+zmcwziYTGinNIV1NwWBDHjouZr6UVFxOEJEkcOlJ0Z60jR1Pw8zNevGDPbDYSF1v4AtugIO9KyVqUfUtPsf7ISQ49/rjHMlwNdYODybXZIFcBs8SeH08y6unPmdChA5O6dKn0PImZmQR7eaG98fYiGvt6Xpexj7Bx0Xz2bNnD2BsfAkBSqVBJ0G7YCM7EjMLPJNM49XOmP/MTd97ahvPJudz9wBfk5tmJjPCjc4dazJjSp9jjfPv9DrxMBgYMtiOp9ISHx9Crez3mzP2ERx4ezXNP3YhOq+axyR8wfGjzK3pOndrFM3/jVp6r2+OK9vNf7aOjeePLL5mclIQ6LKxC9y0IQtFEhagcunTtypoT5W8hIFRP471UhNeM4+eXnvB0FKEa2/rbctqUY30KQahMR46l0D4+2tMxBEG4jKSsXCLCxYU8gnClvvnsbtaueJTuXevQ/+kP+cl22NORhCrklXVr6VgvDlSi+Hq98/H3JeNsoqdjVHtB4WEknsrwdIxrRkCAF906J/DRJxuxWgu3lE1OyeHb73cwdGDTizNfqxRF4ZnXl3Fv69bVYp3Xf1OpVLgUBdsRC+TI3PbE57zSv79HCq8Ar65fz6CuvcgJrJrFOpVKxfQ/DvDCjtSLt/pd+6Iz+aBrfy/eJgMZVg2rvcfQ98nX+OnXfWg0Ko7ufYbkEy+yY8NUXn/p5ksuLPivVcseYfvOk8jugjbcIRFd+O2Pfai1YaSl5zLy5hbcM7YjX318J0MGXtlM7LvGtGf5loMVXrUxaLXE+PtzZPXqit2xIAiXJYqv5dBiyBAOpqRgd4nLmoV/aN0uPh95C7uWLyb15FFPxxGqJYW92/7ipsFNPR1EEIqVkppH24iano4hCMJlpGfnExnu5+kYgnDN69opgYRaIcyY0pf42CD+PJEIsWrwroInqoVKl2OzUy8+xNMxhCogIMifnJTzJQ8Urkh4bAxnzmV5OsY15eXZQ7DbXQwd9QEbNh3jzNks/lh1kCEjPyA83JeZU/p6OuKl8mV+enUHWxLP8HCHDp5Oc1VEms38uTORpx76CS+tjiENL52ZXBnav/MOaRYLjR6b7ZHjl9etcz+m5eDRbJo5CPfKlwkLKuj4c8YWhCTB8KHNyrxPu91JcLAZleafC1glSUVa0lbOJ1Xski6tW8aQkZmPfBWWMe5duza//Phjxe9YEIQiieJrOWjCwhjUti1f79nj6ShCFVM7P52777iPTyaM8nQUoRryU+eQmp5Lu9axno4iCMVSFAVdnniJIQhVVUaOheiaAZ6OIQjVyvy3R7NpbyIJj8+h04L3wSAKsNe7PIcDtSReDwkQFOxHTppYi/RqC4uvTUpqrqdjXFPi44JZtXwCsdGBjL3vc5q1f4FHJn1Hx/a1+P2nh/D3N3k6YmEuhcF93+P5T//gjRtvxKDVejrRVVEvJIQX5//BwrVbWXDTTR7J8P7mzQBM+XYtOb7Fzwqtivo9+gzTVx7i1K4tHH79dvRaiYDtr1Ovbjh9e5e9mD1z1s9MnXwfklT4e+7YsX20bhGDJEmcO5/NC3NX4HS6C425/5FF+EVM5NEp312y38enLcYvYiL3P7Ko0NiMTAvBDzxDwssvM/jTT/lsxw5kWS5z7v/qEhvLql27kPPzr3hfgiCUTKz5Wk73zJrFwBtuoHt8PFG+vp6OI1QhM0LN/ODlw8r5r9BjXPVae0LwLFP+UbQatVhTWKjSMjItaDQqyLnyNwaCIFQ8BUjNyOPn5fs4kZhOjagAYmMCqRHpJ/6+CMIVKDiB/QiyLBPf8CkIUME5d8kPFKqtDIuFhnUjPB1DqAJCIwL5a99OT8eo9kJrNSQry+LpGNecmlEBvPP6yGLH/LJ4fJH3jx7RitEjWl2NWEXa8s0xDialcHDixEo7pifc0bw5k5YtY8XYsdQNDa304+fZ7by4ejVPTX2ONN+rMP2ykmg0GiYv28UzHWMZEXqKb97eyf7tM8q8n0XfbScmOojGzUdcsi0urg6/LN/LT78UTNDy9TXSvk0sXTolFBoXFeHH4h938fzTgzAaCwq4NpuT75bsIiqycEeint3q0LhBJNu3JvJMkx6sPHqUacuX89P+/Xx1yy1X1GrbW69HURSy9+7Fv23bcu9HEITSEcXXcjLExvLixIk8/sorfDZ8ODqN+FIKBfQuB5/cPY7+z8yg1eDRmIOr5roIwrVnz+8/Ujuh8l94C0JZrN94lMhQXxCd+QWhSnIaJCwON2fS89n34y6yMvLJzbFhsTgKjdNq1Xh76/HzNREQYCIkyJvQUDPhob7UiPIjpmYg0TUD0OnEa2BB+LdVa44QHOQDyaLwer0LNJk4fiqNzp4OInhcRLg/luxMT8eo9hzaQGRZ8XQMobwUhZ2LT7D4l108MqE7QU3/KUhZTlh5asbP/Lr9AL1r1/ZgyMrRMTaWP8cXXfCuDHcvXkyfpi2wDbjVYxkqikZnQKM3sOjpJ3j7leEYDLoy7yM02AenU+bIwRXUaTC00Db/wCgOHErm7ddGEBxSi3btmnD7mBmcOZdFjSh/OneoBUDjRpGcPJXB0mV7GT60OQBLf91LZIQfMf/pSKTTaXj4ga607vwyTYdG0jQigpZRUQz69FO+3LWL21u0KOdXo0CXuDhWLlnCzaL4KghXnThbcgWajR3L7Xv3MnX5cub26ydmCwgXtchL56Zht7PwwRFM+HqNp+MI1cSudRvp9p+r5wShqtm05ST1Y8RFJ4JQVdmNKtCqGfDNvf/cqShoFdArCnq54ObMzCf1WCppJ9JIP5NJ+vksDpxMZ9OOU2RnWsjNsZKf70BRCp/kNBi0+HjrMfsaCfA3ERzoTUiID+GhvkSE+1Kzhj8xNQMxmcp+4kMQrgUtmtcgJTWXN5O28FBUa7B7OpHgKf5GI6kZeZ6OIVQBsdFBWHOzPR2j2suTK27NRaHyJW/JYNCkj+iVkEDLoXPZsWQyAY3NnFiVRO973qFlVBTTu3dncP36no5a7W04eZLuJm+UatA6X6PRYPDyxi/Qh/59yrd2btfOCRw4nMQTT8ziuyVDkKR/lpZQqYxEhPvy/Y+7WLFyISqVka+/juHdt59j719JbNtx6uLY0SNa8cWirReLr58v2sqtI1uxfuOxS47p52tCkiDVx0qw1UCXuDgahoay9MCBKyu+qqFLq3g+WruGmxSl0HMRBKHiieLrFZA0GkbOmUPmPfcw7IsvGFCvHutPnuTmRo2IMJvZfPo0tzdrVm3XIBCK93JCDZqsdLDpmwW0HT7W03GEa5waF4cOJPLq7P6ejiIIxdr711lGtm3i6RiCIFyG3VjESRRJwimBE4m8v7tYhflCmC9BHWpR5CpPioIa0MsKOllBryhoXG7yknLIOJVO2skMMs5lkXE+m4OJGWzZdfpC0dZGfr4dt7twa3K1WoXJpMPHR4/Zx4ifn5FAfy+Cg70JCzETEuJDVIQfsTGB+PlWsfXHBOFf/HxNrPzlYXoOmEev2QnUTfX3dCTBQ3rUqsXXO/YwydNBBI+LjfHHYRHr611t+W4TWq2atPQ8ggK9PR1HKAM5w8WN98zn0Y4debRTJx5YsoQZTy9lyv096H7f27zUrx/DGjXydMzrRg0/P+o0qD7v6aObtKZevchyP16SJO65swPrNhxDUWxIkvHiNpUmhE8WPIu/vz+SpEdR3Hh7BzL9yY/44J0HWfjZJmrFF7RuHnlTC5594VcST2cgSbB52wkWvHtrkcVXgFbNo/lo61amRncCoHZQEH8lJ5ctvI9Eno+Tnw4d4NedB9l16CxWqxOdTo3sykOt9SnfF0UQhFIRxdcrpDKZGP/pp9y0Zg0rf/qJB5o04av//Q+Hy0XrunW5b8kSFt58s7iS5Dpkslv4YPwERj03g8Z9hmIy+5X8IEG4jCBtBlabk+gaASUPFgQPOnkqnc6j4yDV00kEQSiK3VRBV7BLEm7Aopaw/F2w1WkgLhh1XDChwOUa5auUgoKtTgHdhc/lfDtZpzNIP51J1rksspJzyEzOuVi4zc2xkZttJT/fjtN5aTtXnU6NyaTDy6THbDbi72fE389EYIAXQUEFBdzQUB/CQ8yEh5vL1XJMEEorPi6Ye+/qxA3T3uel+29khLGBpyMJHjCicWNmrVwJuTL4XPuzh4Ty8zXIyIpc8kDhisioCAjwZt/+83QVHaOuGXKGi9ZdXqZhaCiPdiooMs2+4QbavP02v99/iDl9+4rCayVZtHs3c1avJttmI/reJ8jxdKAKEtuiPfv/XAHUKfc+NJqCNzwZKbsJCvunXa8kSfTs8zAAiuJmxS+zGTr8OYYNbY5er2XRx2OZMWspAIGBXvTuUY+vvtmGoij07lGPwMDLz9i/9ZbWPPfisovFV+XC8S5LD3KgxPqURJbuOsDmA4mcS8pGkiQS4kPo1iWB2S8MIrpGACPvWICi5AOi+CoIV5MovlYASaUirFs3RnfrBkCXvDxQq5G0Ws7eeCN/HD1KrwTxwu961NWaTve+Q/h0wmjuW/iLp+MI1zD7qe14e+k9HUMQSmSzuaihMQPiBJMgVEXpOFBr1CUPvIpkScKmlrD9+069BgK88GpSAy/gctemSxdaJOsUBa2soFMU1G4ZW1o+2WczyTqfRVZSDtkpuWSl5nL0fBY7D5wnN9tCfq4di8WO1eosck04tVqF0ajFZNLh7aXHx8eAt5ceP18jPj4GAvxMBAR4ERToRWCgF6FBPoSGmkULZaFIUx/vTWpqLj/vPMCI9qL4ej36uwOW7aQVQyPRDvV6ZlDZCs6aC1ddSFgg+w+cE8XXa8jbz68i2MuLj4cPv3ifn9HIoYkTPZjq+vTI0qX4GY3cOHA4Od7VZwJJo16DWPfZO7gVFWqp/OcpRg5rwbx5c3hm9jdI0qVdLt2OMzzy+Dv8vPh+UtPy6Na5Njpd4dLLrSNbMWn6DwDMfX7oJfv4t9496jL+kUUQrIJUmUOpqUT7Xfh/MUrIfrA96xzL9x1i08FEjiam4XLLhAb50LpVDDOn9aVb5wQ0mkvLP4qigOIs51dCEITSEsXXq0Dl/U97k3sfeIBJTzwhiq/XKQl4t2UjGq/9gz2/L6Fxr8GejiRco7Yt+4lmTWp4OoYgFMvlchV8kinOLglCVXU8Mx2j2eDpGOWmSBIOCRxI8O8acg0d1PDHh4Lrt4v7i6lSFLSKglam4KOioFFAzreTfTaT7PM5ZCZlkZeWR26mhbxMC2ezLBw+lU5+rg1Lnh2rxYHN5sRqdV7SQvlvarUKg0GDwaDFZNQVFHW99Xh7Fdx8fQ34+lwo7AaYLhZ3AwK8CA70ErNzq4G0jHzMpmv35024chq1msSTGdQRxdfrmlFlKzg5IFx1YTWjOHQ4xdMxhDLIszqI9DV7OsZ1zeZ0svTgQRKCghjz4zYc2upz4f/K+a+w9pM3aTtgENIVXgUzsF8jht36IZmpuwgIaXXJ9k1//ozd4aJO7VCaN61Z5D56dqt7sYtPj67Fz8RVqVQEB3mzgTNkZOWyPyUF3wgTXb6bz7mkbBRFIcDfi8YNIxh1Syv6921Y6uVZJEkC0aVTEK46UXy9yiKaNyfTavV0DMGDzJZcXn3gMR54fjJ1O/VBZxAnYISy27VxO/fe2c7TMQShWFu2nyI40BtsovgqCFXVqcwsjL7GkgdWY7IkYZck7P/tAnph9q2uEcW2Tf431YXCrVZRUF/4qLkwO9eVbyc3OZvclDxy03LJz7SQm5aHJcdGfo6VU+n52E5lXCzmWi0ObFYnDocLu9112aIugEolodWqMei16C8UeA16LSaTFi+THpNRi5eXHq8LBV9fsxEfbz1e3nr8fY2YzUYCA73w9TFgMulQqURL1Iq2et0RVqw8wK9P3g12T6cRPGVqly6MfWoRG/pMBK04yXm9MqhsqNQabJY8DCaxFunVFFqzJrvXFL1+olCFKAo4AYuCQaXB/vdFvEKlu/+HH/hq9268dTqefPzJalV43fP7EjZ9/SFL139Aq9AkVNKVnaeQJIla8SEknT9ZZPHV5fYiLMTMug3HaN0imoCASy+8UqtVbF4z+eLnRXE4XCSn5OB2K3TvUodBEz7E7Zbx9zPRuHkUPbrWoWvnhEtm1ZaFoihFzt4VBKFiieLrVaYOCcFsMJBlteJnvL5PdF3PBrtzWdChO19OHMOYtxZ5Oo5wjTGqrJw6lcqAvg09HUUQirV+41ESagZ7OoYgCMU4n5mNVxEnAoTykf89E/e/LhRzVfXAl4JbqSgKKkCjgOZCUVdzocirpuDfOJ1YMizkpuRiybCQn5WPNcdGfrYVW64Na56dvDw7ael52E6lY7tQ2LXbXditDuwOFw67C4fDXWyR928qlYRWo0arU6PVqtFp1ej1GrQ6TUEBWF9QCNbpNBgvFIP1em1BEdikw8tLj7e3HpNJh8mgw2jSYjQUtHg2+xjwubCtOhWBG9YPR6tV8/yv/8PpdrNo1C0Y0jzb8luofGNatmT2qlVs/fYYrUbV8nQcwUM0kozR24fU40eo0bCZp+NUa5G16/Lb10s8HUMohpzu4pYRC9iReBa3LGNzuegeH+/pWNcli8PBr4cO4aXVMm3IcKQhYz0dqUKt+/QdHpj5IG3CzlfYPuvVCWPXru3UbzLskm1de4zh+Vlp9Oo/hTGj2zL3haLbCpt9ip+U88eqQ9Rp+iwajQo/XyMd28Vz85BmjBreskJeK+fk2nA43Eiq0s2SFQSh/ETx9SqTNBrqRUdzOC2N1jVEy9DrlQqFj7t2pNlLL3J44ypqt+/m6UjCNSRASkJRFLGmnFDl7dp9lrZxRbfXEQShakjKyMEnTLR2q9IkCRkuX9SFgsKutxFqBqIDdIB/WY9zocir/ldRt+D2d/G34D4V4LY7cWTbsGTlY8u1Y8+zY82xYsuzY7M4cOTbseXbcdic2K0OcmwuHFkWHElOHBcKvjarE6fTjevvm8uN2yXjcLpxOksuAkuSVLA+VRFUKgmVSkKtUqHWqFCrJFRqFRqNCo1ahUajvnC/CpVaQqNWodWq0WhUqNUqJEm6WGBWq6WCx2nUaNQF49VSwb5U6oLxapWE+sL+1WoJlapg32q1dHGMSoIxt7blwMHzZGZbiZowm00vPUyt3OqzhppQOi/368e9z3/DjoFTwbv6XGAglI23ny8ZZ46L4utVFla7MRmZFk/HEIrx0pMryMq18tejj6JRqbC5XBiKWJNSuPravP02o7v2pOXE50nzDcalrj7/D4qiILtd7Nx6EEa0rLD9NmkUyS+/7WVUEdvs1uM4nDYG9mtMq5YxF+9/9/WRxe7zy4V3Fhpb0vgrtXjJLoYOboOkEp0YBOFqqz6/Vauw2rVqcTQxURRfr3NBlmxmPfA402fez9Tf9hW54LkgFOXMlt8JDxcn6oSq78ixFCb17AzifIcgVFlpWbn4NQjxdAyhKrhQ5JUlcJa0GKFeA2Yj1Cgo8f5d8C31bN7iXCj2SoDqQrFXdeE+lQISyj/3/2ubdOE+taLgdLhw25y47W4cVgcuuxOH1YnT6sRpc+K0u3A7XLgd7oKxLjfOCy2eZbeM7JZR3ApulxuX4//s3XV4lfUbx/H3iXWxHiM2NhidQ7pLQkJA6ZIOAQEJpbtEECSVkBYlBKSku2N0jhq57u3E7w/8qQhsk53tWdyv6/K68DlPfM5g23Oe+/u9v6+KwnqdHr1eT6LeSJzOgNFgRJ+QgMFg/OsYvc6A0Wh89ZregNEIRr0Rg9GAwWAEoxGDERycbLCztWT0ip2savZplprhK5LXrGhRlpw6RZ+Oa5m/sZ3ScYRCHJ2dCAl6qHSMLE9v5ZKijg5CIUYjuRzs0RkMmP/5TMzaXAaZK+HY/fto1Gp8xy7gmXnWWB7NYDCwekhnDHo9jp55yJm/EE+vnwNMV3wtWMCdMRO3kxD3GHPLXP+4diwd2rXE3c2e/n1qULJ4riTOoqynzyJo3KTOq3VfhRBpSqo/6SCvlxd7AgKUjiEygA7qOH4q+QG/jOpD6ymLlY4jMolz+/ZSzt9L6RhCJCssPJaSTh4QI2u+CpFRhYVFkSeXn9IxhPjbn0VgAP1fz4D+48MgS7NXxeF/UQMWf/6nNOur4SxsvoBqixdzpFcvpeOIdFbDx4e9d28rHUMoyNXDmdAnj5SOkeXF6KWNZkZ2cXMgI9ftpNsHb66XKdLXuosXqVjSn4QsUniFV11SEmJjqNFlALd2r0YVcpnRw0zbedDKyoymH5Xgm+mDGPb1MtQa6z+vbUn5ckWIiQ6nVIncJr2mqT1/EYmHh6fSMYTIFmTIbToIe/ECtYwmEYDGaGBVowbcOnWIBwFnlY4jMgUjVy9cp3HD4koHESJF1OFKJxBCJCUyPAanvE5KxxAi24kp4kD3M1/iYG2Jz7RpdP31F6UjiXT0/fHjrPyuo9IxhII8cjoT8fKp0jGyvCiDNWq1iri4BKWjiH/TGZmxcC/NihRhVO3aSqfJNvpu3kLZuXN5EhHx2vYjgYFUqNtYoVRpw6DXExsRRtd6hdEEB7B9QzeqVy1g8ut06VCB+w+eMPDzJsREvhpYpVKpGDB4DmERicyYvdfk1zSloCdh5M4jg3GFSA9SfE1jcbdv8+26dXzm7690FJFBeEaHMqznAJZ/3hqDQdrhiKTZayJ59jycapV9lY4iRJJu3HqGna0FRMmsVyEyKiMQHRmLaz5XpaMIkS3F22r47OJQVi0azNHA+5x//PiNh6Eia1KpVDjnkbXVsrO8Xq5Eh7xUOkaWpzOakSOHNQFXnigdRfxbpJFDN+8xslYtpZNkKztv3qCKtzcV5s9n1O7dGAwGnkVGEhEXh7ZaI6XjmVRcZDg2js7s//kbPmpQPM3a6qpUKqZNaErRwm40b96Em9e2YDQa0Zo5M2PWzxw/eYdNv11K9jwt2i6hYfP5BD4ITpOcSdGaOaf7NYXIjqT4msYWjx1LyxIlcLSW1ifib31s1Hj6FGTHrNFKRxEZnF3CQzRqtawNJjK8A4du4pvH5VV1RwiRIenNVMRHx+Po5ah0FCGyrURLNSGFbNCoVbRfv54Gy5b99dqTiAjyTZuGz7RpeE+dSs9NGxVMKkwpv7MzA/ttwBCiUzqKUIivjyuRwS+UjpEtODnn4Nad50rHEP+WQ0XDkoWZdGC/0kmyjTvBwRiMRsrO/pkZK7dz5ulTin37Lf22bKFSkeJE2DgoHdGkIl48JYerO3t2HKJ1y7SfBNW6pT+Txzahe48hnDv5I0ZDAmqNPcuXzuC37ReTPV6lgnnfdmH6rD1pnvX/EhJ0aLUa1Jqs9XcvREYlT/PTkD4khO2nTvFJsWJKRxEZjJlex9r2HTi7bT3P7t1UOo7IwG4e2k4+bxmRJjK+02fvU8onl9IxhBBJSLBUYTQYMbc0VzqKENlaVGlHJt6fypxjY4hNTKTi/PlM2b+fXps2UcTTnR8vTmX6Vx04ePee0lGFifzavj33gkIoUnEid/YGKR1HKMDP14mY8FClY2QLLh4u3Lkrs4wzHJWKTxqW4vRDWfs4vVSaP58WpUoTZW1LsG8Jmq87woDegzj58CE12nRXOp7JhTy+jyoxks7tK2BtnT6fd3x9XFkyry39v5jCudNrAMjlXQdHRxvqN53H3Xtv/1m078BNwsJjWbJ0Nzk90q8QGhwSjauLHSq1WbpdU4jsTIqvaejIjz/i7eSEpZn8QBNv8ot6SY9OvVk5sL3SUUQGdv7gYapUlJbDIuO7fvMZlX29lI4hhEhCvLXc+guRUcTbqHlZ0IZvb06hc6/6XI4OwbdYHnqu6cGzfBacOnUTNxsbaUucRdhbWrK1c2dG1/atlwwAACAASURBVK5D20E/gU5ahWQ39uY6tBYWSsfIFtxy5eT+Qyl0ZziJRj4o7cWL6Gilk2QLOr0eM42Gul9/g1H16jOATmuGoXU/vjr2gPiaTRVOaHrnt/2Ms1U8pUvmTnK/xES9Sa/r7mZPhzblOH/uLABqtTWTJgzlxOlA4uIT33rMhs3n8MvvxqbfLvLlwDpERMaly9J00dEJ2NpKd04h0os8gTGRZ0ePsmPsWIzx8QDE3rrF+EWLGFylisLJREb2lYc9llbWHFz+ndJRRAakxsC1gNs0/aiE0lGESNaz55FUypVX6RhCiCQkWKohbZY+EkK8pwhXMxxGVaLx8b6U29iWmDJOAFRf9gn5vTyoOH8+Y/5Iv3Z0Im1V9vIiJiFRnsRkQ1bqOKUjZBtuefMS9CRM6RjiHx4efkGhouMo1Xo6XcqmfTtYAUtOn6ZITk8C3fO98dr/i7FZiT4xEYNBj5ttPPFxb2/xHxeXSKceP1G9/mwuXX5s0uvv3X+D+vUb//X/bp41aNXSn0nTdzF/yWGev4jk4OFb/LT6JHfuvmDahGbcvP2caROa0nvAOspXn85HLReyc89Vjp28a9Js/xQVHY+NjWWanV8I8bqs99NWAXH37tG/Xz+GL1rEueXLib9/n55t29K5bFnc7eyUjicyMIvEeJZ068WBZd9JCyLxBmdtCOHhsZQoJq1cReZgHiG3FUJkZHEWRlmXWYhMIsFCTZ2OVahWzI/bL4OVjiNM5ElkJDYW5jIQJhuy0sQCpMvMpuzO3cePl8EyuzIjUaMiXq9nf48ejKhRU+k42cLeO3eoUKEqBo1G6SjpIjosGHtnV3p81obFS4++dZ8RY7bQvO2nrN60itETtpl0Bqyzsy1LfljAiyenAVBrHVi1ejsrf1qMTqfBr+Q49uy7zsPHoYyasI17gcHY21nyaZtB5MzpwJOnEQzoU4PWnZay8IfDbNkeYLJs//TwcSh58sgzRiHSizwlTaX7p05Rt1YtGhQowMpWreg0ZgyN69Shurc3TQoXVjqeyAQqxgTT+OO2LO7WROkoIoPRP7mYbutUCJEa9+8HY2VlBhFS1REiI3sUG4WZpSyHIURmELv0MoMGLOTK3UfklAG9WYarjQ1PIyJ5fFwK6tmNhSoBrbklUcHPlY6S5bl4FyI8PEbpGOIfclVwplHJwtT54QcuP32qdJxsQWcwEB38QukY6cY6hxOhTx+T378ldwNfX2c1NDSGslWmYWFtzdyfr9G62xTylq7Clm2XTHb98SMbcfrMLU6d2v3XNq25O46uFflq9GJsrM2Zt+ggt+48p1Z1P74au4V9B29yOeAMg76cx96dM2j2yUhmTW1OXFwikZFp0y3h8pUnFCtaLE3OLYR4kxRfU0kdGsqd4GAcLS3xcnTkm0aNmNe0KS2LyQ8ykTIq4LtCXmjUag6tmKt0HJGBXNizleJFZUSayPh277tO/jwuMqNOiAwuMDQMK3srpWMIIZJhEa0n/vILctrZEafTsfbiRRJ0b2+hJzIXX2dnxtWtS+X2s9k66xwY5OYpu1CrjNjY2/Py/m2lo2R5BktHDPK9le4MITom9tzKd1/shvh/ff3NVMzb0IZxberR7ddflQmYzdT28SHg9g2lY6QbrZk5znnysWbfZXJ5OnL5ahAAOp2ewaO20bpfLyjQGl18PI0GTeDs5ees//Ucer1puhFYWGhJSNBR98O2b7ym0ToT9OgsI4bUw8rKnF79pvL93O9oUK84UbGO+OYvTrmKjWnRvClh4bGMH/UR7Vt/YJJc/3bh0kPKla+TJucWQrxJiq+plLtePbZ/8QXrL70aLVMhb15pNSz+M6uEOH7o3pv9S+dI+2Hxl0vHz1KnZkGlYwiRrJOn71HaVwYKCJHRPQoNw8bJWukYQohkXBuyi8lrthMeF0d5X2+stFrMtVqlYwkT6eTvz84uXRjw/SZGdNgIcVIkyi7snRx5cT/t1vITr8To5V5HCXMn7mPzscss2XmSiT22snX2eYj5R2FLo+LW02B8nZyUC5lNDP19B1MOHKB+tdpKR0lXJes3Z/mC7+k/fCxffr2Jn1afpHu/tcQ5FGXDxhM8DQmnybApuHj5ok9M5JNP69Ks9SJ+WH4Mo/HV7+Lg4GgePnq/57L5fd04fmTrW1+zdyzG5Bm7WL3uBDZ2fgwaOotPWn/B0OHTiIyM5MbVw9jbWTDo89oU8vPg+Ml7Jl+X9sXLSOxsLbG08THpeYUQ7ybF11QyPH9Oz6VLKezmpnQUkclVjAmmXqMW/DSgndJRRAZgrkrgzu0gmjQqrnQUIZJ19fozahb0VTqGECIZj0PCsHO1VzqGECIZwS8jqJM/PxvatcPDwprDvXopHUmYWCF3dy5/8QW7Lt5gZI9NoJcCbHbg7OpE2JMHSsfI8qIM1qhUKhISpGNAetE9j2ft/vN0/eADfvr0U9afusiIhVsZ3GXD3zP8YwxERcZhaSZLYKS1bdeu8v34b7AaMFnpKOkqV5FSOOXKy5jFh9iwdRu3I3LxVFOYm1fv0mbqYsq37IyVfQ7ioiIwt7Kmc7dv2bN7FwFXnnLoyKuuBNXqzaJj9xVcDPjvhc+BfWswdvw8Ql9eeOc+KtWrNXitra3p0qULarUaCwsLbGydsbGxYN6iQzRrtYgly47Sa8C69/tC/Muz5xEMGbGRYh9MomJFf1RqC5OcVwiRPCm+plJwQABOVlb0q1hR6Sgik1MB80oXJfz5Ey7vfftIKZF9OGuek6jT4+Jsq3QUIZL14mUkFdxyKx1DCJGM5yHh2HlIhxYhMiqzOAORU09x4cIdrM3M8M+dm8n165PTXgZNZEXW5uYc6tmTn09cYmKvbegexIFRirBZmZuHE+FPg5SOkeUlGs2xd7Di2g1ZWzRd6IzUbjiXoq7u9K5QgdK5chHwxRec+fxzNp25zKXN99EFxVPqgykcunKXvbdvs/rcOaVTZ2kxiYkYP6gJKpXSUdKV1sycOr2H8/jOTWo3H8AfR25SrGErusxbj4W17Wv7xYSHMnLZr9yN8WDY0P5s2hpAi7ZLcHOzo4CvGwcO3QQgKjqeC5ce8cPyY/yy6Tybt14k4ErQXzNl/ymnhwPDBtWjTZu2RIVfTzKrq6sr169fp23btrRo0YKcnr6s/+Usp87cY9fuXVSr4keDukXe+2vxMjiKkeO3UuyDiVSt+y0xcRqKFStIzz5T3/ucQoj/TnoXpdLpY8eo4uODWi11bJF69rGRzOz7Bf0nDqFQ1Q/RmpsrHUko5OXF/bhK4VVkAjqdDqPRiDZcjSz6KkTGFhwWRe6SMktdiIzqWp9trNx0iIYFCzKlfn2l44h0YGthweGePem5aRO+NSayY24PijTKq3QskUZy53Uj4OJJpWNkCy4uObh2/Skli8sA0bQWczeWh6HhHOzxepcGSzMzptSvT/dx6xjSrhbO1tbU9PVl/cWLeEvr4TQTk5CAWqUi1sJK6SiKUKlUtJq0IMl9zCyt6PjtSvYtmcmGBd8ye8lylv50kITYe6z66Tsc7GL5euxWIqPi+H33VRrVL8UHH/gTGhpKYoKBdRvOc/vuDqZP+hivPK//W65YPh9xcVX5+OOPWb16BW45y701g5eXF+XLl8fS0hJ7e3u0Fr6cOLKS2DjQaGz4bfsFenxWhYOHb1G9aoEUvfeXwVHM/n4/v227RGxcIlWrFOW3TYsoWaYB9x+8ZOLEidjYOqfsCymEMAkpvqZSbi8vdu7apXQMkYU0N0SxuGwlfh7Zi7bTlyodRyjk7B+7KOfvpXQMIZJ15Pg93N3sIVoKr0JkdOHh0RTP46h0DCHEW+S4HcMPG/ZxuFcv8uTIoXQckY7c7ezY3LEjI3ftYu6Ph1jQqL3SkUQayevlSnR4iNIxsgWP3B5cuS4zX9PDH9uvkdvB4a2vLTx5ko8rliA0JBorMzNG1qrFyFq10jlh9jLv+HH83N2JsJauGUkxs7Tiw89HcffsUb6b9z1Nls7BwroAXXvNxWg00qDxVc6ePUjvPv3x8Wvy2rFGo45rl9YzZOgU1i7v8td2g8GAWq2mZnU/gkOi+X7eJMZO3IzqLTOQBw0aRM+ePalcuTLNmzdn6dKlfP755wDoE5/xOCiMVetOceHiI84fH4GZmeat7+NtBdeNvy6gtH8D1Jq//w2sWfMd7drJMndCpDeZrplKZhoN8Xq90jFEFqI2GlnxYR3unj3G3bPHlI4jFGEk4OwVGst6ryIT2HvgBiV8cyodQwiRAtERsTjllZkGQmREEUcfksPKSgqv2ViHMmXYefEG3w3ew6VfA2Ud2CzIx9uFuMgIpWNkCzm9vbh776XSMbK+OCOTV/xBrwoV3vpyeFwcRwPuMunnvYyrUyedw2VOBoOBiLi49z7+l4AAmrXsmO1aDr8vS1t7bp4+Su/pC1h56DzxegMqlQqtTWFylelGnHNdYhINnH8SzvmnEczfeYwlf5zFr9gnFPLLSfM2i1n60zHadF5Gw4/nEx//aq3pwAchFCta5K2FVwA7Ozs8PDzYvXs38fHxVK1a9a/XNGbuLJz7GbduP2dQ/1rvLLxWqzeLijVn8uRZHBt/nc/Tp4/5ddMJ/Mu1eq3wCnD8+HGqVatmoq+aECKlZOZrKp0+eZJCLi5KxxBZTM6YMMb2/ZKxQz9j+K7LaLXyrZqd2GmiePY0jJrVUtZaRAglnTv/gLaVSikdQwiRDCMQGxWHi7fctwqRoRiNWO9+gr3BjPBUPGwVmV9BV1fmNW3KqnPnmLHxANtU3SjZPJ/SsYSJROpt2HLOgvDnsuZresjtV5Bju/Zz/cZTmrZahKuLLb9v7Iu9veVb9+/QfQWnz9xn5Q+d+EA6UKXccz1PIyJpW+rtnwdP9e3LrMOHmVa/AUXc3dM5XOb086VLfP7bb+SwsqJEzpxU8/amZ/nyWJqZpej4F9HRODdqjQw9SBnPgsVpM3UxDwPO8s2UiSyws6dgsRJcu3ie0KeP0SUk4FepJhd3bsTeLScObp4EP7yH+8IfGD9pATt/X8/ZM4fYsfsKyxd1oM5H31G2jBcD+9Vk4tSdtGwzHpXq3X93vr6+5M+fn+HDh9OlSxdatGiBVqvl8RMDvbpVpUuHiq/tfy/wJTGxidy594JLl4OIizyDha1/ku9Rp9O9KijLs2Uh0p1816VS3rx5uXr5stIxRBb0mVkC60qV45eRvWk9dYnScUQ6sk94gFotN0Yic7gXGEy9zn4gXb2EyNASLFUkxiVi7yEtyITISFwC4/isxTSszc3pUras0nGEwhoVKkSjQoVYc+EC7b5eyYVKw9B6WCgdS6RSjN6S8nW/J+zJY+r2Hq50nGzBs1AJXryMpH23FXw++iMe331J9frfcvbIMNTqV00AY2IS6NJ7JY4O1ly4+IhRs1vR8/M1nDs2QuH0mYi7BmszMx6Hh5PrLa2HtRoNQ2vUSP9cmdjPAQF8WroM9YZO5vSG5ey7dJY5R49yuFevt36N/8lgMKAzGF6NuhQp5uiZF0fPvJT48GOe3blOyKP7VG7fB1fv/Oh1Og4t/47mo2eTu8irQQaB508wauhgzGfPpUGLETRr3oMKFb6jUZOetO0Qy5pV3zFv4UEePgoh+NlpXDwqvfPaOp2OTZs2sWHDBqpXr46Liwu1a9fm2vUbVKnwas1qvd7AqAnbCLwfzMuXUVQsn4858w9QtkxezG3KJPv+bt26RYECMrlDCCVI2+FUMBoMbP39d2rmk9GowvQ0RgMrGzXg1qlDPLp6Qek4Ih1dP7iNfDIzSWQSCYk6XPXWSscQQiQjwerVbf//HzgKITIG/b0IrMzMuD54MKNr11Y6jsgg2pYqhZ2FJXt+uaZ0FGECF5/YE/niOaP236RGlwFKx8kWrt4/S9CTcAoWdCd3t6r4T2lOuUq+5C8+lpoNZrN520XK15hBgs6I3lLLxENfkvOj4oSFxyodPXPRG9Ebjailxa3J6I1GPJycCCpQmlxfzaHhmoN81qgZjVesSPbYUXv24OXoSJitLGHwvtx9C1G4+oe4eucHQKPVUrPboL8KrwDepStQqV0vhg0aSI2W7QiMsqZpywlozXNjZlWADp9NJb9vbk6cDmTed5OTvJ5Wq8XS0hInJydy585NrVq1MBr1PHjwFGcnGwC+X3SI/L55WLf2J35a8QPhMd60bF6X72aP5V2VdqPRyM2bN3n8+DHbt2+nttxjCqEImVaVGioVcYmJOFi+vW2JEKnlGRXCwG6fM39IZ4b9LgXY7OLioSNUruCjdAwhkhUVFYdGo4Ywg9JRhBDJ+H/xVQiRscSUc8HRxpoBW3/j20YfyQAJ8Zde5cszeN4Wqn6YH9sCtkrHEalw91EkaulqlE6MhIXt5fvPZzDpxAhcy+Ql7s/CYK3lXWisN3Jw6C98M3cfvcY2Jlf7CsRp1MQCiUYjJUrkxqfoaDQaNTlyWDFpdBPq1Sms7FvKoKJuR/NRm0XkyeFATnvprGIqsQkJbDl3lm5GA0aVGoNaQ84vZ5Dj5FHG7PmDcXXfvnbuk4gIFpw4wZpFa7mnTVmLYvH+vEuVx7tUeS7u3MjA0ZPYOGcS5ppXP2vUGhu+/GoNA4csRG8wT/ZcdnZ2HDp0iJs3bxIWFoajoyPt27Vgy/b9NG9SgqMn7rBt+yFUGkcGd2hK9erVGThwMWZJtKIeOHAg8fHxhIaGotPp+OKLL0z23oUQKSd3f6lgDAvjzvPn+MmaryINfeFgzjo3T3bMHkuDgWOVjiPSmAoD1wNuM7Rve6WjCJGsw8du4+nuAIlKJxFCJCfeSmYkCJERxdtqGHlwKPMazqXe0qX80a2b0pFEBtHJ359HEeEUrz+NoS1q0HNoNdTOWpAZZpnO7ZuPsHOR9S7Tw8tnu5jfugftF7TH2d+Lfw4RNapURGlV+M/6lP+vkPjPlbZ1KhUddn+Ba6IeIxD4x1V6dVnOjMkf06Jp6fR7E5lBgpH6n86nYl4vZjRsqHSaLMNgMHA+KIg5o6YQrvp7MFaCmQU9Z69kWLsPsTHT0rBQIYq4ub02YKvdunU0L1aM50XLKRE92yrx4cesGfoZVVt1Jl/Bwnw/agjOllpUKjXmFimbgVyuXDmqV68OgMOfraVz5fJk+84ADh29ydIfvkVr7sK2bdvYsWMHiYmJXL9+nR9//PGt59u/fz8ajYaFCxea5k0KId6bDKtNDQsLrM3NeREdrXQSkYWZ6RNZ3bEjpzet4kXgbaXjiDTmqA0nPCKWksVzKx1FiGQdPXaXwt7yIEmIzCBCo0Ollgf2QmREUb62DNs5iDvBwRgM0k1C/O3rmrXY3rkzG/ZfJH/58fz49UEwymJ+mU2PT/IR+fIZu7+fqHSUbECHSqPCu5z3ex2dqFYRZKHliYUWi0YlmLlzAKPGbzNtxKwg0sDj8Aj6V3r3WpYZydLTp8k9eTI6vf6vbVHx8biMH0+DpUtf2/fY/fvkGDsW76lTmXHw4FvPN+vwYXymTSNBpzN5Vp3BgKNfsTe2h+Qrwuih4zn1MoROGzZQcOZMCsyYQcX582m6YgXng4JoM2oW0VZ2Js8k3k2lUtF2+lJqdh3E06AgGrTuyIZT1wiN1xOnS9k93cCBAwHYtWvXXwX1wsWbMWPq52ze9DP5CzUGoFGjRsTGxrJr1y4ePnyI8R33A7Nnz+brr782wbsTQqSWFF9TQW1tzajPP+fL339XOorI4gpHBdOjcx+Wf95a6SgijZlH3MTMTKN0DCFS5NKVIMr55FE6hhAiBe6Hh2Npa6F0DCHEO7zMbU6NogUoNGsW09/xsFdkT0Xc3dnXvQeHe/Vi3No99G+xFmJMV6TvPXAdbbsse+PPwnRyWkXw02/fcHrTGqWjZHku7g1pMrIbk8pNIvxpeKrPZ14iDwkJOh4+DjVBuizEUc3w5jWpunDhawXNjKpqvnxEJSRwPijor23HHzzA3daWc48fE5OQ8Nf2I4GB5LSzo3XJkqy5cOGtBa7V58/TqmRJzE3cTlytVlMuTx7O/bbura/HN+tC7Z/20n33VcbtvMi3a3bTrd8wSpWrwtrlm7ntU9ykeUTKqFQqcnjkon7/0VTu0JcJI4dTsU4DytRpRP0eg1my5ySPoxLeWSxVq9U8efKEOnX+bimt1thQp8FQnFzLvHYdc3NzTp06hY+PD6q3dMK4e/cuLi4uODs7m/6NCiH+Mym+plKpDh1I1OvRywhlkca+crfD1j4Hu+ZNUjqKSEMXd26mcKGcSscQIkUC7wdTM7+v0jGEECnwICwMK3srpWMIId5Bb6ai4cFeTF/Sh8WnTnI0MFDpSCKDyeXgwO0vv+Ti/SeU/GAyp9bcllmwmUSiUcPsb7bg6p1f6SjZgJqSNUZSb0ArZlSfkeqzRWnV9Pq6EbUazCEkNMYE+bIItYqe02tSOm8uZh46pHSaZBVwcSGnnR1H/vG79UhgIA0LFiSfkxOnHj58bXtVb286lCnDvdBQjt6//9q5jt2/z52QEDqUTptW1JHx8ZhZJX3PblSpCbfNwcM8fiR81BGPYbO4V6IyBrUM5Feau09B2k77kc7fraH9zOX4VK7LTyuWU6Puh3QYO4uHEXFvPc7Dw+O1NtJJ2bJly2uF2n/aunUrLVu2fO/8QgjTkuJrKqmsrKhTqhSj9uwh+h8jpYQwNQtdAku79+bEhmWEPXmsdByRRi4ePUmt6n5KxxAiRWLjEvFK4TomQghlPQ4Nw8bJRukYQogk6M3VxLX0YeiwVrRas4brz57xLDJS6VgiAzHXajnYsyfT6jfg05HL+XXqaUiQAmxGFqO3pMWA45w7eIjO835WOk42oaJCswkkxiby4t6LVJ8tT7+adOhTg5oNZktr+H9Sqej5SSW237ihdJIUqeLtzeF/FF8P37tHFW9vKnt5/bU9Qafj9MOHVMmXj6Lu7pTx9GT1+fOvnWfV+fP458pFEXfTL78TFhvL08hIvDsNNPm5RfpTazTkLVGWRoMn0GXeel4Eh9D76wlJHpM/f36WL1/+1tdWr15N8+bNefnyJS1atHjrPidPnqR8+fKpjS6EMBEpvqaSSqVi4PffU6FUKbr+8kua9PsX4v/KRjyldasuLO8v7YezIjUG7tx+ROP6b67vIURG89eDh3B5ACFEZvAsNBJbV1kDSojMwH5EeZpX8afOjz9Sas4c5hw9qnQkkcHUL1iQPV27Mmr5Dnq0WAlxUoDNqILiXTi1cweDNp3E3NJS6TjZhJFzu6eg1qpx9kp9602jSkXRrxuRM1cOJs3YZYJ86SMmJoHeA9ZRssJkzp5/kCbXiIiKw1yTOWZbVvH25uSDB+j0eiLj47n09CmVvLyo7O3914zY048eEavTUc3bG4D2pUvz29WrRMXHA6/Wid1y5UqazXpdcfYsfq6uBDu4psn5hXLUajWFqtYjMT42yf0KFy7MmDFj3th++vRpNm/ezKpVq1i0aNFbWw4DhIWF4eTkZJLMQojUk+KrCWhdXWk/dy6dPvyQIb///s4e7kKYwmTfnBj1Ok78vFTpKMLEXMyCiY5OwMsEHxCFSGsBV4JwsLeCaPmdJ0Rm8CIsEjt3Kb4KkVlU39yBZcO6Yq7V4m4js9bFmwq4unJhwACO3Q7ku+F7QCf3ZBmRRqUHVBh00iktvWisQtk2eRlDDw1NcRvP5CSqVdRpV55TZ+4nv7PCQkJjuHw1iOLlJhGHkU79ajJ4xMY0uVazFiW5HRz82pqpGVVVb2+iExM5FxTE8fv3ye/sjKutLZW9vDj3+DHRCQkcCQwkt4MD3n8Wr1oUL47BaGTjlSsAbLxyBSPQvJjpB8yfevCAJadPozMapaV8FqXWatEl870yZcoUJk16c7m5EiVK8Pz583cWXQFCQ0PJkUM6kwmRkUjx1URUGg2tpk3D29OTdZcuKR1HZGHW8bEs6PU5u7+fTFxUhNJxhAlFXj+Ag4Osxycyh0NHb+ObWwYKCJFZhIZHkSOnfBgXIrNItFKz49JVGvj50bpUKaXjiAzKXKtlT9duzPv9GJ0bL5MCbAaU1/IZXsVK8vOovkpHyTaMBi3mVuZMrjCZLz2/ZNGni0xyXo8C7jx/kbFbwffsv5Zy1abRuuNSBs9sSf3V3fAo40VcfGKaXM/c14IqBbyZfvBgmpzflHycncllb8/he/c4HBhIZS8vANzt7PBydOTkgwccDgykWr58fx3jYGlJkyJFWPNn6+E158/TpEgR7NNgFvvUgwcp6O5Ot3k/QxIFNpE5ndm8mtVDulCmQqUk9ytWrBjt27d/Y3tUVBTm5uZYJvFvb//+/dSsWTPVWYUQpiPFVxNSWVkxdPp01l64QFxi2tzYCAFQKy6U6vWasPKLDkpHESZ0aMN6atUoqHQMIVLkwoVHlPLJpXQMIUQKRUbEkCOXFF+FyEw8vd24Hx6udAyRweW0t+fmkCEcunkP3YN4peOIf9GoDCz/oSsPAs6wcpB8fk8Phnh7hu85zteH9jHy2G5uHLhB1MuoVJ/XpbIvz59HsH3nZV4GR711/dftOy/TrutyflhxLNXX+6+iouLYtecqC29NYnTgFJw6VMSoUmFpZ8HLl2/P+94MRniqhzAjZQvm4fqL1K+tmx6q/Nli+EhgIFX+bC0MUNnLi7137nDm0SOq/mM7QIcyZTjx8CE7b9zgxMOHadJyeOeNG1x68pSW034kNE9+k59fpE5CbAyrhnRmzbCu6BLe7/fsxV2baDthLl91/vS9jr9y5Qo1atRIcubrzZs3KVy48HudXwiRNqT4amI2hQvzadWqbLl2TekoIgtTAQvKlSL4USBXD+xQOo4wCSOXz1+nZTOZ2SAyhxu3n1HZ10vpGEKIFIoKj8HZW2arC5GZFOtcjqvPnnHo7l2lo4hMwMPOjoN7bisdQ7xFYaeXnD4zg4jnQeyYM07pONmCMd4FY0wejzA76gAAIABJREFUtk0fjZ2bHbYutqk+Z5iFGeNWd2PSjF1Uq/ctBUqMo1TFyfQb/DO9+q+lcJnxjJm0nXz+Xvyw7Ci+xceQv/gYBg79xQTvKGlLlh2lRPnJtO9elWBbCwz/KNAYS+WlcLFcTJi20zQXMxgZ+9lv5Ks8Ft8PxjL/96N8Wa2aac6dxqrmy8eJBw8IePqUyv8svnp789PZs8TpdFT9x8xXeFWw9XFyotemTfg4Ob12nKkcuX8fazMtiU7uJj+3SD19YgJRwc/x/aAqu+ZOJC4ygsS4pNdu/TeXvD5U8PHE0VL7n69vNBqZMGECH3/8cZL7qVQqWQpRiAxGiq9poE2vXmwMCFA6hsjiHGMjmdZnML+OG5jsmgEi43PUhBMcEkU5fylmiczh+YsoKnjmUTqGECIFDCqIjYrDzddN6ShCiP8grJgd4yZ2pM+WLTRZsULpOCKD83V24vSlB6k+T0RkHJcuP37tv4ePQk2QMHvztAymbuNqPL11Vekob9gwph8rB3X8688jyrhyYNmc1/a5sv93RpRxVSLee9NYhXJ63WFGnRtlsnOa1ytK/0tjGHN/Kt89nsGwZZ1RO1hh5WHPhF97M/zqeIqNacyXAWOZ+2g6C29NYueeq1y6/DjJ8xoMBmbO+YOSFSZTr8k87t8PTnGmJ0/DmTxjJ7P2Dqb45I8x/mtmXKJaxccDa7Nnr4kmiTzS8+PBU1wbNIg7Q4dya+hQ/HPnNs2501hVb29idTp8nJxws/27IF/Zy4vIhATyOTqS28HhjePaly5NWFwc7dNg1ivA+Dp1iExIIHyL/K7PiKzsc9Bk+DQu792Gg0cu1gzvxvL+bXgRmPIBT445c3PvwcP3un50dDSOjo4UKVIkyf2ePn2Kh4fHe11DCJE2/vtwC5Esx7JlcbO350FYGHlloWuRhj4limUfVGLtiO50+EZu0jIzi8gbmJtpUKtlTIzIHIxGI+ZRGsCE7auEEGki0VKFLkGHtZO10lGEEP+R5YAyTO5cktEFRnI0MDBNZtyIrKFZkaIsPH2S4TRM1XmOHLtDtXrfvratzadlWTC7darOKyCnpxuRwQeUjpEsrYUlB5fPpXyLTljZZ8JnWupEXj7ZiUGvx6+GH6t7r6bTj51MegmjSkWkVoWqqh+VqvoBoPvH64lqFYlqDdhp6DqsPo0/WUDuXI4sXdCeggX+nt1oMBjo1ncN23depkB+N8as78G1P65Tpd4snJ1s0Go02NiaU6dmIUYMrotW++Zj3F1/XKVg4ZzEFX/3kjB5qxYg6ImJ2tibqbDUarE0MzPN+dKRl6MjYWPHvrE9l4PDW7f/36CqVRlUtWqaZDIYDFRbtAgrMzPcPvyEkDS5ikgtz4LFqdf3K/YtnkndTzsQo7Vm76LpJMTG4FWqHJXb9kRrbvHO4wtUqs1vG39i6KcN0Kj/25q+QUFB2NjYJLvfgwcPyJNHBsgLkZFI8TUNqMzM8PLw4GlkpBRfRZpSG42sqFcb/ymTuHv2GD7+SS/cLjKuCzs3U7hQTqVjCJEiL15GYm6ugQgpvAqRGcRbvRrYIwN8hMikVBARF4eZWk1ITAxO1jKQQrypirc3w3bswBCiQ+2U8kc9/yyqLpjdWoqsaUinNxL84B5bZ3zFh5+PxtzSUulIb5W/XDWCH97jwNI5NBg4Ruk4KaLSxvLk7nZiIsI4sGQFz24FYZ3DmsgXkfg391c0W55+NfmhcyUOT9/F54M3sPu3fn+9NnfBAW7dfcHKoOmE2FmRoFLh6+/FykF1CL0ShC5RT3hQGNsXHKRwmYmcPzacjVsvMnXmbvwKuPPiZSSPHoUyYX3PJDOE2FtRuKgnTVstYu2yLlhbm2MwGN7v3lBvlNamJtR/61aiExKY+MNGnrm+u4AulJenWBnq9hnO4+uXOL9tCV2GjuZxWAzPHwayY/ZYGg+d8s5jHT3z8vzuTa6/jKKom91/uu7ChQvp169fsvup1WquXLmCv7+yP/OEEH+T4msaKV6oEPvPnaOcjDgRacwjJpzRfQczflhXhu8MeOtISJHxXTx6gno1/JSOIUSKHDh8mzw5HUGvdBIhREokWEnRVYjMLNZWTbeWtej266+Ex8dz58sv0Wo0PIuMxNXGRgZWCADc7ewo6u7O6C9+Y+KK5krHEW/xxadOlC72DRMnrGNh5wb0X7df6UhvpdZo+LDf16z7uheV2nTHwd1T6UhJ0qsf8WO3lkQ8C8PG2YaCNQryxR/9M87PRpWKYDtLKo+oz4oF+2ndeSmeOR0Y0Kcmt+6+pHTV/ITYW7+2/1NzLZTOC4At0LppKdZ+OIcvhm9k1x9Xmb+9P+cO3MCzkAfe9Yvy0iLpWagGlYpeuwayvfdqin0wEfWfM++MRhg9oiGd2pVP+fsxwH+btyfeZf+dO2y/fp2Z6/fyLHcBpeOIFPAsVALPQiWwc3Lj2NGjBOzdRvkWHUGl5tzWdZRp/I4BTEYjifFxhERGw38ovur1ei5fvpyiguqQIUMYOHAghw8fTvH5hRBpS6o0aaRp69Ys2rxZ6Rgim+hmlsjPJcryy8jetJ66ROk44j8yUyVw89pDFn0rD0lE5nDqTCBFvdyT31EIkSHEW6tBJigIkWkZ1Sp8ljbma8NH7Kq6iLLz5mFvacGD0DByOTiwp2tXEvR6clhZKR1VKGx07dr03LSJiUoHEW9lpY6nQbF4/Fb0pVrZ3krHSVLRWo3I6VeMPxZOo8WYOckfoAgjQffWs6znCEo3K027BV8qHShJoVbmzN7/JZe2X+LuxUfUbzoPvd7I5J0DXmtZ/DZGlYrPlndmQZslDJnekqgKPvhV8AHgZQqvH22upcYPHWmqN6AxQqxahebmUz6vNpN8Xk5Uq5Ky4l9CjA5UUn5NrRdRUXT95ReGdunDcym8ZjqFqtWjULV6VGzdnXUjevDZiAms+W4aHgWK4FmoxBv7B/yxhUptupPH1RGj0Ygqhd9DAQEBlC1bNkX7Xr58mT59+vyn9yGESFtSfE0jGnd39AYDUfHx2Fq8u+e7EKagMRpY1agB/pPH8yDgLHmLS4uJzMRF84L4RB3ubvZKRxEiRa5cfUKnqvJzRojMItiYgFqbQWZ/CCHem1Gtosmu7lSYe4bYyFhq1ixJg2ZjKPbtt8QkJnJ36FCszc2VjikUNOT332lRqbjSMUQytu65g42Dk9IxktWg/yh+6NWcKh3S82G+EbVZDAa9OSptBOd2LOD6/iPYuOSgft/xmJv5/bXf6Z0j2DVzHZ+t/Iyi9YqmY8b3pFIRXzwXBYvnoiDQ1GBEazQSo0nZPVqMZw46HUxlgVmlIlyr+fv/C3sy8ZdedGgxnwF9atGvZzXMzZN+VHz72nPs5Dlnqp159IgEvR6rDv2JVTqMeG/mVtbUHzCGpVNG8WG7rtw4eYgbR/7g3vkT+PpXokzTttg5u+FRoCh7F8+g/JJvmLJ0LZ/VKJOi89+6dYuCBQumaN+tW7eyatWq1LwdIYSJyVOYNKLx9GRwq1a0WbuWM48eKR1HZAM5o0MZ1nMAq4Z0xmCQdRgzk7DrR3B2tFE6hhAp9uBhCNV88ikdQwiRQndDg7G0zZjrygkh/ps4Ww32I8rjPrkGV+vk4Me737BsxRAsZOmRbC8mIYEbL14wYlwDpaOIJMToLflm5Gw+HvmN0lGSlc+/EgUq1mT3vEnpdEUjRzcOYkKtYkz5sBDjq5Xh9C+/kb+aFwZDFHNaNgazUMDAnYCF7Jy5lnHXxmWOwutbJKhVKS68piVNdT++PTSUvYdvUuyDSW8+TzIaCbkUwagum+jQYCkNBi+mZ7lyyoTNQnQGAx52dsRrpZCd2bnlK4CVQw4Szax4eusqZ7etZ/aaTRQtWZqt00ew8LNGXN3/O7r4eHJ45uFawIUUnztHjhw8fvw42f1iYmIAsLW1fe/3IYQwPfmElkZUGg2Np0yhQqNGNG3Xjt+7dElxSwEh3lcfGzVrvfOzddpwmo6YrnQckUJnd++kdClZH1pkHvEJOnLa2sPz5BpkCSEyggehYVjnsE5+RyFE5qJSEeZuxvUztyjs5iazXrM5a3NzPOzs2L7uIo0GpmxGjUh/EXo7EmKi8ChYTOkoKVL/81F816YmLnl90/xa8frL7Pt+IxNvT8Tc0hy1Vv3auq1LOy1lSt0PsHOxI/xZGIP2DMLWSQoNppBQxJOO+wYzr8wEdv1xlQb1ioHRyJOTIQwatZFjd+5TxcsLP1dXvh/YBHtLGdSXWiN376ZThYoY1fKsOCto+MV4NozuS9kPm1Goal1mjB7B49vXcfHyZeai5ezctYvxY8fg7+mAlSblf+f29vbExcUlu9/hw4epWrVqat6CECINSPE1jblUrkwBV1eeRkaS015aioq0ZabXsbJ1K6qNG0WF1t1wz+eX/EFCcZfPBDCgTzWlYwjx3xhkAUkhMougkHBsnaXDghBZlUql/MwpkTHMatSIfot+o1H3UmAj/y4yIntNJOXqf8SsZhX4avdlpeMky6NAEUo1aMmx9T+k+bUCzx/GLb8b1vZvHzD22YrPCLoaRMiDEIrUK/JaYVaknlGlol61knTvsYbp3Ruz+9h1Dly7Qyd/f1YM+QRz6bBgUi2KF2fewQOMi40mytpO6TgilWxyONHhm584vfEnNGbmlGrSlrr5/Di98Sf6tm2OlZ09O9cuR5cQT7dhoxnarGaKznv58mXKlEl+QJWdnR3BwcGpfRtCCBOTO5U0plKpsDAzI1HawIp0UiAymB6devPTgHZKRxEpYK2O4dGjYBpm0lZJIhvTKx1ACJFSz0IjsHOXQYBCZFVSexX/V8PXl0S9nogb0W++aDCyetxRan4wi/b1f+TnqSchXJ5TpDdrTRwLZ35EQmx0plkuqG7v4WBM+4GX+UrX5fmt5zy5/uSd+3gW8aRY/WJSeE0jxQrlx2A0snrbGXKa23J98GDG1a0rhdc0sOvmTXo0byOF1yxEY2ZGhVZd+aB5B9x9C6FWqynfsjMdvllBi9FzqNb5cwx6PQ4ODhhT+DM1MTERjUaT7H52dnYpmiErhEhfcreSxowGAyFRUThZWSkdRWQjX7nbYW1jx94lGX8dmezOyRgEgLm5fJgRmYwUX4XINILDorD3kOKrEFmVMXPUb0Q6cbO15eCh229sf3k+jK9X7GBApcqUccnJ3J8PU8B/LIuG7cNwNwEe6iBOOpukBzfzF/iVLc/6r3ooHQWAT8bNo8Osn9748/85euZhwolHTDn3Ik1zmGsKULxhOY4tP5am1xHv5lIyF+YaDdu7dGFKgwZYmpkpHSnLehoZSfH2vZWOIdKBuZU15tY27JwzjjZjZ/Ht6GF8uWJrigqwLi4uPHz4MNn9Zs2aRffu3U0RVwhhQlJ8TWtGI0ZAPsKI9GShS2B51x4cWbWA8GdBSscRSQg8uYtcnjmUjiHEf6eT32xCZBZh4VE45nJUOoYQIo0YDAbUKlkzTrzSsUwZvv/58Bv3apt+vUhBV1eaFS3KoGrVONyrFzu7dmX9vgv41ZuIb83xlPSfxNHl19NllmN2ZqbSs+bHttw8fkDpKBmOnYszEc8ilI6RbcV422AEnkVGKh0lS4uIi0NvMBBqK/fn2YVKpcLdpxDrJw7F3jUnWxZ9y/ZLd5I97tSpU1SrlvQyZVFRUYSGhlK4cGFTxRVCmIhMtUpjxrg4YhISlI4hsqGyMcF88mknlvVrxcANh5WOI94h4MgRypTKo3QMk2rUYj7Fi+Zi6vimr23ftuMy7bsup3JFH44ev/vO4/PkdiTg1NdpHVO8p4QE3as/SJs6ITKN8NBonL2dlY4hhEgjRoMBlRRfxZ+6+Psz99gxRnTcyJRVzUGt4ur2B0xYu4edn3322r6+zs7s6/737Mu9t27RbvwqGv5WmOnTm2Kb3za942cbrpbRaM3MiYuJwtJavs7/51elGuu/HK90jGwr3E1Ll4ZVqbF4MdcGD1Y6TpY1ft8+SuXOQ6S1dKbJTj4eNQuDXo9aoyHoRgATx42j9s8rsNK+e26cvb19smu57tu3jzp16pg6rhDCBGTmaxpTWVtTr0wZ1l+6pHQUkQ1N9/VEZTRyZNVCpaOItzJy+exVmjQqoXSQdLXqh87cuDCaGxdGs+/3/gBsWd/zr237dwxQOKFIyolT93B3tYN4pZMIIVLCCMRExuCaz1XpKEIIIdKBVqPhTL9+/HL6Eq3qLWHvgss0HvADCz7+mCLu7kkeW7tAAU727Ysx1kCxelOZ1X8nRMmAu7Rw/pE1er0Oc0trpaNkKHn9WmLtaMve7/YqHSVbMmhVVJ/QkGiZRJKmNl++TPNPO4EMnMp21H+u3+pZsDiRYSGcf5R0YbVy5cqcOXMmyX1CQ0NxdJRZ1EJkRFJ8TWMqlYq+M2Zw4O5drj9/rnQckc1YJcSxpGdf9i2ZSUx4qNJxxL/YayJ5/jycapV9lY6SrhwdrXF3s8fdzR5nZ9s3trk4y8jvjOzw8TsU8kr6wZ0QIuPQmamIj07AOZ/MfBUiq9JotegNUiATfzPXark2aBBedjkYvXgH4+vUoVGhQik61t3OjgUff8zBnj1Zvuc088fvT+O02dOm7VfJVbAYarU8lvsno8Gc6t3acn7jeaWjZFtxObRo1WpeREUpHSVL6rt5C34eHhgad1A6ilBYocp1WLvptyT3sbCwIC4uLsl9du/eTZUqVUwZTQhhInKXlw7Mc+emxyef8PvNm0pHEdlQldgQPmz8CSv6t1E6ivgXu/hANBq1fOAWmcrFi4/w98mtdAwhRArFW6sxYkRrLquNCJFVqTVqjLJGp/gXrUbD9AYNOdq7N+3KlPnPx3s5OuLr4oyZhSYN0mVfgVHO9Jt5j1XfLeODFh2VjpPhxCdeYc93y/Cr7qd0lGwrbNddNGo1QRGy9q6prb5wgV03b9BxwUZiLWTWe3YSHRpMXNTraykXrf0RR/bsQG949z3coUOHKFeu3FtfMxqNrFy5EktLS7y8vEyaVwhhGvLEP53U7dKFI/fucT9UZh+K9KUC5pYsRFTwCy7u/FXpOOIfru3fhq+PtIEUmcvtuy+oWcBH6RhCiBRKsFK96j0shMiyVGr5Nhemd+nJE84+ekyTRsWVjpJlvIi3p2ql4Zw4EkDnuespUbeZ0pEyFJXFS2Y2+gj/lmVoMq6J0nGyrTnDV1EyZ05KenoqHSVLiYiLY8SOHUz55kdCXXMpHUekI4PBwPcd6rG4W2Ou7P/9r86EES+eYmljm2T36cOHD1OrVq23vvbkyROGDRvGjBkz0iK2EMIEpPiaTiy9vZk9ciQT9u1TOorIhuxio5jddxBbpo0gIZl2FSL9nD94mKqVslfLYZH5RUbF42ct7UuFyCzireR2X4isTq1WYZTyqzChUw8e0HjFCn4c2gr38k5Kx8kyhk49iYdvIbou/JU8xUorHSfDuXF8LTk8c0jhVWFtmlXl5suXSsfIcqotWkSbCpV4Wa620lFEOjv96wqK1W7M/A1bUYU/Z+3w7lw9sIO7pw9Tp1ET1ElUX9VqNRrN2ztQeHp6Urp0aZyc5Pe0EBmVPI1JR0VbtSImIYHYxESlo4hsqHFiGB9UrcPqwZ2UjiIANXquXb5Hy2ZZ70O3na0lERGxb2wPj4jF3s5SgUTCVAx/rienlg5UQmQa4VodKnUSw6mFEFmAGuk6LEzFYDDQ77ff+PrTOtTtXYIkp+SI/+TBnYfk86+kdIwMRW0RwbOgLWyf1451g2fwyaxPlI6UrWkSjRQrm19a2ZtY/99+IyQmhvKjvpOfqdlQPv/KPL52kdNnzrFk9CB+376NgN2b2Trja+49fJzksZ6enhw/fvydr5uZmREUFGTqyEIIE5HiazpSW1mR28mJp5GRye8shImpgGXVKvHk1hVuHtuvdJxsz0kbRnR0HAXyuykdxeT88rtx4dKjN7afv/CQ/L7SZjkzC7gShIO9FUTLh3EhMot74eFYysAXIbI0jZkag9GgdAyRRQz6fTtuDrb0GFlN6ShZSozeksAbt1BrzZSOkmHojPeYUq8sa774Cl1iBOOujqNg9YJKx8rWnn99kNa9ZtK0aFGlo2QZm69cYdOVK3w7bT7PnDyUjiMU4ObjR6c5q/n9l7WMXvYrBZxt2b1xPT/tPUH/FvWTPNbHx4eXScxEr1ChAufPnzd1ZCGEiUjxNR0ZwsK4//IluR0clI4isinnmHAm9hnEz6P6oNPplI6TraleXsHCImt+8O7auRL3AoMZMmIjAVeCuH3nBUuWHWXlulP0711D6XgiFU6eCSRfLmlpI0RmEhgSjHUOa6VjCCHSkEFvQCUzaYSJBIaEUq+sH9jIvylT2nrWSEJsDJXb91Y6Sobx+7fDKVjTj/FXx9N5aWfs3eyVjpTtFWxYFHOtlvYlSyodJcuYsHcvX7TpzPNq0k47OzO3sqbFmDn8smgOveasICFRR4da5SlXpECSx/Xu3ZuZM2e+8/XHjx9L22EhMjApvqYjQ2gosTodGvlgLBTUXhOPXwl/fh3dV+ko2dr5nZspVsRT6RhpwiuPEzs29+Xe/WCat1lMrYZzWPPzaeZ/24pmjeVDXGZ2+XIQBXNlvdnaQmRlj0MjsHWyUTqGECIN6XV6NCr5aC9MY0aDBnyz5RAhAdKxy5QOH76Bh28htFqt0lEyBrWOG4cu0HB4Q6WTiH8Ir+DMJxXLUH3JEsb+sUfpOJne/dBQgiIj8StfXekoIgN4EXgLjdaMZSP6EJ7Crpj29vbkyZOHmzdvvvHas2fPuH37NhUqVDB1VCGEichdXzrS5M1LOR8fTj96RPm8eZWOI7IpjdHAysaNKDdxLA8vnydPsay35mhmcPHYaZo2KKx0jDRTqkRufl3TPdn9vPI4ERb07lF8ImO5decFXWp8oHQMIcR/8CQ4DDt3mUkiRFamTzSglgG+wkQKuLpS08eHufMOMGaxzNQylcT4BLSWsgzA/2nMI0mMTcS9oLvSUcQ/JFqqqbqtI5/ua8inn0zE3zMXjYsUUTpWpvXZL7/QulpNHpavq3QUoRCj0UjA7s0EXQ/g7tlj9Jg0hx51y+NmlfKSzNSpU+nYsSMrVqwgT548f523b9++TJs2TbqfCJGByfDYdKTSaKjs788vly/L4vVCUbmjQhjSYwCrhnTCYJD1odKbuSqe27eCaNFMCt8ic7n/IIRaPr5KxxBC/AcvQiOxzynFVyGyMqPegEYtH+2F6VT29ubSrSClY2QZj6IdOLbvBEb57P03lREj8lwsI0q0VPOwvitTxnemz5YtrLtwQelImda5x48p4eqqdAyhoEdXL3Dil+UUqVqHci06snjkQDYc+W9rtObOnZvFixfT73/s3WVgFFfbh/FrdjebjTsx4gkECBKCFQ1a3B0KlEJxKVDa0iLF3SpU0OLu7m5BEtwJCVAk7snK+4GWvjxAiyTMJjm/L33YnZn9z0PIzsx9zn369sVgMHDr1i0WL15MhQoVKFGiRA4lFwQhO4g7tA+s8YgRBHh40GP9ehLS0+WOI+Rj/ayUuHh4s3XKt3JHyXeclI/J0uqwtxNr8Am5S5ZWh6POTO4YgiC8hdj4JBw8HeSOIQhCDsrKFEvbCNnr/MMH+LmL7473laE3od23lyhf7mtcAkvQedYyuSMZjbhH4ajN1HLHEF7DoJAwGVyamWM/46sdO0jNzJQ7Uq4z68gRbM3MSCkuWsLmZ06efjj7Fubgkl9QKlWUqtecE0ePEJ+hQ6t/8wEo/v7+eHt7ExoaSuvWrZkzZw79+/fPweSCIGQH0Xb4A1NYWDBk6VIOTJ9Omzlz+LxCBZoXKyZ3LCEfMtFpWdKuPdVGD6dCm89w8vaXO1K+cf/MTlydbeSOIQhvJT09E4VCggQxYl8QcpOk+BQcfRzljiEIQg7S6wzPvqMFIRucu3+fLVeucmLZF3JHyfWeZDmye9lyei/eiau/aN36nKRl1bDvqPRpJbmTCP+lRxBBv7jQdvlyxtSuTUk3N7kT5RorIyLoH1oTZb22ckcRclhaYjzHV83jXsQZFAoFdQeMpIBPAAAaK2uafDP5+bYJjx6wZeq3hFReS6tBwxnZqjZmqjebG/f1119z9epVqlSpglarRa0WA1gEwdiJma8ykExNqf7NN+zbsIFFYWGiBbEgm0LJMXTr3JOF/dvJHSVfuXT4MCWCxE2LkLscP3kHZ0crEIOeBSHXMAApiWk4+Yp2Z4KQl+l0OlSi7bCQDbQ6Hc2XLGHh0La4lreXO06uZ6eKx9zalrjoSLmjyEphmsiNcz9z59I8JHUca8Y1J/5BDPWG1ZM7mvAfsswU9F7QjUydjmq//cbQ7dvkjpRraFQqTt2PljuGkEMMBgOX9m3l7vmTLBnyKWqNBa4BRRkwfgYbJwxFr9O9cj+VqYaU+Fiqf/YFKyeP5KNGrVh+NPyNPtPV1ZXq1aujUqnQiDXEBSFXEHdoMtIEB1MxIIBdN27IHUXIx75ztsbCypo9cybJHSXfuHzuMnVqFZE7hiC8laMnblPIs4DcMQRBeAtatURmaiZ2XnZyRxEEIQdlZWrFmq9CthiyfRuVA3yo/nkxEK2s31u63hStNouiofm3yKgwTWRy/XLsnPkbi/t+z7iaIaQlJfL9le9RiN9buULSR470PzkUjUpFXGqa3HFyhTPR0dyJi6PVuF/ljiLkkMzUFDZN+prDi3/Gr3QFAgN8ubB3M4d2bKFM3SYcmD/zlftZ2Nrz+e8b8S9fjR7zt/Bx328Z/kU/Ih7GfeAzEAThQxBXOjKSJIm+gwax9sIFuaMI+ZipNpNFXbtzdMXvJDx6IHecPM9MkUZU1FPqiuKrkMucOx9NOX8PuWMIgvAWMk0lDAYDKpVYaUQQ8jQDiDKZkB02X77CT5Nbg2hjnS0m/H4VK4f8PXgxM/MOuiwdw88OZ9K9SfRZ34dZS/nHAAAgAElEQVT+W/qJa5NcxnZlJOlaLd3LlpU7Sq5wKzYWG42GeCfR8SyvMrWwpPOspeiysrB1LMDhnduo0PJTEuLj0BsM2Ll5vtFx7Nw8KdO0A1PmzMvhxIIgyEEUX2Xm5OdHQnq63DGEfK50Sgxt2nzKgj6t5Y6S59kqYklMSmfBkpM8eZokdxxBeGN3Ip9S1c9H7hiCILyFDAtxqS8I+YUkZikK7ykxPR2VQoF1oIXcUXI9nUFB/1n3WTzjFzrNWCx3HFlFXw5DY/2sPabaXI13WW95AwnvJL6CHRJQZ/58Ju7fL3cco9e6RAk0KhXr21YhY/5krFIS5Y4k5AC3wBJ0nrWUDK0O50LFqND6U66ePILSwoYLuzcSGX76jY6jNDHBwsI8h9MKgiAH8URGZkpnZ9QqFXGpqXJHEfK5Cb6ugIEjS36RO0qedvTYLSytrdix/yqVa03HK/A7ylWdTK8BK9i0NYLMTK3cEQXhlRKT0ilk6SB3DEEQ3kKGuUJMhxOEfEBv0MsdQcgDdt64gZe9HajFF8f7WnVcwZrf/mDAykPYu3vJHUc2ScknWdx3NG1mtpE7ivCeEkPsWbdjDCVdXFgREUHXNWvkjmT0DvXoQQ0/PybMmU7qKvGcLa+SJImP2najYtvuqNSmlPi4Ga5WGibO/IHTaxawZlR/5vZojsFgeO0x4u/fw9fH9wOmFgThQxHFV5kprKzo2rQp88LC5I4i5HPmmWnM7dGPvb9PJTkuRu44edblQzvxrVaddru+YFzUZObdn8zAOe1RF7Bkxs8HKFZmLAElRhFadyZfDd/A0RO30OvFAzVBXn//DCoSZA4iCMJbSVbpxWw4QRAE4Y2ciY6mqLez3DHyhMWL9lK6QWvs3PLxkh2SlkV9etJoZCOK1BRL7uQFj2o60eveSBaP6sm6ixeJFZNI/pVapUJjYoK9uTlWTbvIHUf4QLLSUnCwtaFxcACbli+mWbuOBFapw6IB7bm0fxt6ne6F7S8f3MH1Ewews7WRKbEgCDlJLLJgBBr06cNPq1dzLz4eT1tbueMI+VjltBjqNmzFHwPa0/uPnXLHyZPunDtB/aHtANAqJJ5q1ChCA/koNJCPAI1Oj2VqJrd2XuL01ggGD1vP0ydJKJUKfHwcqVLRj2aNSlI00FXW8xDylwuXHmBrYw7Jrx+tKQiC8bmbmICphancMQRB+ADEMAvhfW2/do2ZXzSVO0auZDDAw6wCaHXw+cC1PH4Qg1eBALljyUph9piEh/FU71Nd7ihCdpIkYuu4YKVW8+vJk3xTXfz9vk7/zZvZfeMG3/20nHi7/L32c35i6VCA/YcOY2NjQ1JSErUqlueLFnUJu/cZs+b8zuJBnWg/eR5KEzWHFszi8d2b6HU6Cnp4kqU3YPKaNdf1BgMXn6SQmp5BaXd71Epx5ScIuYEovhoBE3d3xn3xBTMWLGBGw4ZyxxHyMQn4oVQgJQ/u4uzmlZRuJNoDZbeEP+9TtH4A8PSV76crFaRbabBpGUKtliHUMhiw1BnQxCYTvuE8Z3ddZk3XhSQlpaNWqyhcyJnQyv40bVgSLy/RElbIGYeO3sTfw1HuGIIgvKW7cbGY25jJHUMQBEEwckO2bsXe0pzqHYvKHSVXOhllQ+PqvTCzsSUrLRVrJ1fKt+wsd6zsIem4eupHrJ0K4ObTBgxv1kBPUmiRXlNEEHK3h/6mzJs7iNadJhLx8CGLWrdGrRKPl/+/LqtWcfzePcasOkiMi6fccYQPqHidphxd+gubtmzD1NKKeTMmMWDUBDrWrMiqycOp1e0Lzm1djQSYmShYueQPNpy5ypDe3TGzsqbjZ59Tv1pFLEyUAJgpFVipFfyy8zjThw1CoVLx2ZBvGdamnrwnKgjCGxHfjkaiTLt23J85k0N37lDJywulQnSEFuRhlZbMj30H8dnE7wiq1Qi1mVj0PbukpyYjKZRorBPffCdJIlklkVzAGvfPq+L+eVUaGwzY6PQQHU/Y2jMc2neVuYuOk5qWibmZmmJFXaleJYDGDUrg6iJalwjv7/z5aIp7i9nWgpDbRMfEY2FvIXcMQRBymgHRYlx4Z2svXGDL1auc3TUUzMRziHexYccNCvgWwq1wcWr3/hpLeye5I2Uf01ssGzgJE40JrSc9oXCZ/m+0myHLBoNedM3Jq1IberD2+z7MWLiVghMmMK1BAz4pXVruWEajgKUlj5KTmdmlHl22hqNTisfv+YVCoaDKJ72f/zmoZiNWLv6JX6dNZMyMH/lt6jjadO5K9MWzHA4LRwd82/Ajei/agamFFRtWL+DXaZOAZ9d2er0OUwsrMlNT6DBtIQqFksUj+tKraR3sTJUynaUgCG9K/PY3Ego7O36ePJmfZ89m2fnzDKlSBX9HMctIkEe9zHjKVa3N0iGf8ulPK+WOk2dc3LsFRy9vFKrM9zqOQZKIVynB2wH/wXXwH1wHhcGArVZPxs3HnF5zlq17rzDr5wNkZGqxtDCleJAbNaoWpnGD4jg6WGbTGQn5xY3bj2nfKhjE8xNByFUexSdi6WQldwxBEHKYQW9A1F6FdzXz6FGm9W6MuZfolPAuknQW7N5yBHMbO5p9N03uOO/NoHjEjdNrKPRRLVZ9N4jHN+9j7WxNq6mt2DJ6IYUXvlnxVZ9hjdpCTWxULPYe9jmcWvjQ0q2UpA8rTpchxcgKnEC/TZtE8fX/6RoSwtHISOLS0uSOIsjM1rUgjYZO4OaJA3zd6zM69R/CntXLuPIkiWsPn7Bt30FMzS1xCXjWeaLugBEv7G8wGEhLjMfM2vb5QDsHDx/+2HmIAY1F229BMHai+GpE/Jo2ZUqNGqweNYpJe/dSxdubTuLiRZCBBMyrWpHgSRO4deowfuWqyB0pT7h2eBcBlUvmyLH1kkSsiRKKuFJ0eAOK0gClwYCdVk/Sxfuc3nCOddsimDJzN5lZOmysNBQPcqdGtcI0ql8cezsxw1l4vUePk/jIzQPuy51EEIS38TQ+CRsv0QFBEARBeDWtTkd0QgL12gXJHSXXWn0whafRkQxad0LuKNliYf9WxD+MYdnDCVg5WdFpbie8y3lzdu1ZNFZvfs8oqdLJSs9CY6PJwbSC3LRqBQ3rlSV8/kO0Oh0qpZiJl56VxcSDB4mKj+eroaPFrFcBAP8KoTj7F2HtjJF80qAW5molg0aNxMzahjp9h712P0mSMLexe+G1yh16svDHsXSvXw1zlehYIQjGTHwDGBmFtTVtpk+n8YULNGvRQhRfBdk4piYwstcXjPq2J9/svIBCtMJ+b/evRNBoeFMg64N8nk6SeGqihGBPSgR7UgJQ6Z8VZOMjoji94RwrN5xlwtSdZGl1WFtpCCrmRvUqhWhUPwgnRzFbSnhGrzdgnq4C9HJHEQThLcTEJ1GokpfcMQRBEAQjFZeWhoWJCQpH8WjoXRX2tSEjJYnoS2fxDakod5z35ujryp/X7tNoVCNKNiyJk9+zFsoOXg4kxyTy7H7gv58NKNSpYABzazHIN69znV6L6kcuU2vuXA706CF3nA9Kq9MRl5aGk+Wz7mJ6vZ6P588nJTOT6Wv288Q9QOaEgjGxcnQmJS6GTv2G8PD6RUzNLajbfzhmVm83WNbWtSB6nY69l+7QqKRfDqUVBCE7iCtsI6V2c0P0jhLk9qk6iz+KlGD1d71oM/5XuePkehmpybiXtAJiZcugVUg8USuhjDelynhTipcLsmu3/jND1tLClKJFXKlayZ+G9YLwcLf7z88Q8panMcmYmCghXhReBSG3SYhLwc5D/N4WhPzAIJYGEN6BmYkJWoNBLC3xHip6JTDu5xGMHNiNgI9CaT36Z7kjvZfGX/yBJHXg3tl71BpQ6/nrAZUDSIlNZu/CHtToOg5JX+Bfj6PXJWEQv5jyBa2pgm+nf0rlul+xKiKClkFB+WLwfvd169hx7RoZWi3hAwbgYG5O6G+/YWNpRY+F23ni5C53RMEIlWvRiWMr5vLpDysw0bx7u/+P2nZjxowZ1Jv/AyqFqB8IgrESxVcjZUhJQa8XD7oFeSn1elY2aUTI+NHcCz+NZ8myckfKtWLvR6LWmKE0i5c7ykteWZD9aw3Z5CsPCFt/np0HrvHTrwdJT8/C1NSEwMLOVK3oR8N6xfHzdZL7FIQctH3XJfw8HUAndxJBEN5WSlIajj6OcscQBCGHSUoJvShyGJ1e69ezPDycT0NCmNGo0QvvDd6yhXlhYbQrWZI5zZoBEJ2QwMQDB9hz4wYxqak4W1nRIDCQr6pVw948Z2YPalQqtDodpBrASjy8fReSBJ/VBKe1s+nRuJfccd6ZTnrI6pHd+PPqPVJik/nmxDcvbTP83HAWdF7IhNoVqNm3DVZOBQjfugsHL3dqdPsWE4U7cTEHOfzHfC7tOk2ZlmVkOBNBDvdKWvCRpycDN2+m36ZN1PLz41R0NNMaNKBx0aJyx8t2jRctIhOJH9ccYOHgzswLC2PDpUuU8i9EpZkrSTAVa2gLrxZUsxFBNRv994b/wbtUeQ4umM3+a1HULuKZDckEQcgJovhqpCLPnMHxr7YVgiAn15Q4vun5BZOHduXr7eH5YgRjTgjfuR63IoFIitwxqEL7d8viEh4ElfAgCFAaDNho9WgjYziz/hyHD15n/uITpKRkoFIp8fVxpHxZb+rVLkqZ0p7iZyWPOHL0FqX9CsodQxCEt6RVQVpiGgUK/fvMFEEQcj+FQiGKr0aqoLU1ay9eZHzdupiZmADP1gNcc/EiBW3+aTN4NzaW2vPm4e/gwNyWLfGyteXqkyeM2LWLPTdusKdbN+xyoACrUipRKBQk3krBupRYcuRdZOjVdPj6NIfXf0/d/t/JHeedXdi7gMc3o/j0jy54Br/6Xs66gDUDtvfnxpEbbBm9lfTENIKbBxN1PorJdWtStk05Tq88RXCTYHqt7YV3We8PfyKCLBIdVXS+NQyrGC0eJxOp3uw7dHo93dety1PFV61OR8U5c7C1sKTTkt08sLChQafeTBz/LbVLBlNu+jLSReFV+EBCuw7g++9HU2XJb2jE2q+CYJRE8dUIGdLTmTFjBh1LlZI7iiAA0MvMwDKfQmwc/yXNvpsmd5xc6dapQwQ3yd1rAOkkiVgTJfgXIODLjwn48mMUBgPWOj2KPxOJ2BpBxL5r9B28itjYFCRJwtPDjpBgT2rXCKR61QBUKvG1k9tcuvqQdm3riuVeBSGXyTBTYDAYUGvUckcRBCGHmahVaHXii9oYlXB15W5cHJuvXKF1iRIAbL5yBXdra7zt/mkLP2TbNtRKJes++eR5kdbD1pYSLi4Ez57NmH37mN6wYY5kDHZz5Yc5B/n215w5fl43afkTwvbs5+udEWjMc+8AelMLS8xtLfAO8f7PbQMqB/DFroEvvDaj9gwO/X6QZuObUbNfzRxKKRi7JAcVl+vbM//QaEpuiqH0lJkETJnCjq5d8XNwkDveG8nUalEpFC8NQEhMT6fqr78S5F6QljOW8NDi2QCarPodGFWtESlmFqQrlHJEFvIpr5LlOLlmEYsPhNG9Vjm54wiC8ApiWISRMRgMHJ49m5jERCp5e8sdRxAAUOl1LG3digt7N/Pw5mW54+RKj29fp3TLYLljZDu9JBGvUhJb0I6CPapRf+XnDLr0PTOjp/DLpe9pMbA2cVk6Rk/cTpHSY/EvPpKKNabSs/9yVq49Q2JiutynIPyHR4+TqOwm2tgIQm6TYaEQa/gJQj6hUEoYxD94o9UhOJil5849//OSc+foGPzPfUFcaip7b97ks7Jlnxde/+ZsZUWr4sVZd/Fijq2fObV+A37bfYLIXX+CVvwcvS1bazMMBr1RFl4lVToXj07ijy+rk5hw9F+3dfL2Jflp0jt/Vr/t/ajYqSJl24iligRIK+/IiXGFWfX7l8SkptJ51SqmHzpEZFwcsampXH70iIn798sd85X8Jk/GZdw4Wi1d+nw5uIt//knw7Nl8XL4iNeZu46GD2wv7JFlYoxeFV0EGdfoMY/ro4TxKzZI7iiAIryCmIBmZRwcO8O2cOSxu3VruKILwAt/kGPp07cu8AR0ZuvWs3HFyFb1ej06nxcYtnyyaKUkkqySS7S2wb1+Omu3LUdNgwExvwDpTS9Thm5zbfoH5S04wcuxWtFodlpamFAl0pVIFXxrUKYaPWKPQqKiSFIgqjiDkLhnmovgqCPmFhALRddh4tS1RgtF79hAZF4ckSZyMimJ+y5YcuXsXgFuxsRiAQo6vvv4t5OREfHo6T1NScMqBpYk8bG2ZUr8+1Xv9RCFnJ7as74HK2TTbPycvytKreBiTTEbKuxctc4wii2XDmvLntSiCmwbza5fPGLopHIPu1X+3Tp5BJD1OIjUxFXPrt29xrVKpaP9T+/dNLeQxSS29qDbBl6N377IyIoLR+/a98P7EgwfZ3707we7uMiV8mUKhYOusuYyb+j2u48dTtmBBLj16xODPB6Dq9AUZkpjHJBgPWxd3AipUY/CkH1g08guUCrF+uyAYE/GNYWR+mjKFfhUr5sh6LoLwvobaa7B1LMCO2aPljpKr3Is4jYWtPQpTI7wp/1AkiTSlgkdmatR1ilJ+Rhs+PfIV4+5N4td7kxm1thcB5X3Zd+wWTdr+in/xkQQGj6Zus58YPmYLR47dRKvVyn0W+c7Va39iZWkKieKJriDkNkkqPZJS3HwLQn6gUEro9KLtsLFysLCgTqFCLA8PZ+m5c9QJCMDBwuKN9/97xqsk5dzv9NYlSnD7q69wt7SmReu5kCWu/d7ElRh75o+dSrffNsgd5SXndo/n/oW7jLo4imbjm6FQSlw/8/srttQjae6gMFHi+5E/a4as+eBZhbwrw0LJJ+cGM/fxbIZd+56RnzThx1YtMDe3YEW7dgAc+msgijFIzsggU6vlZhbUX3GEKUNH4WDvwKQ1B1B2HowhGwuviwZ0YG7PFq98LzL8NN+UduL+lfDnr83r3YphZZy5FxGWbRmEvKFCm26E7dvB2tNX5I4iCML/EMVXI1OxfHlO378vdwxBeCW1Los/Onfl5No/iHsQJXecXOPKwZ14lihKDj4vybWyFBJP1ErSS3pQdHgDWm/rz3e3xvNj9GRmnxpGnS4ViYpJZujwjS+1LV626jSxcalyn0KetufANfw9nMTsOUHIhSITEzC1EDOXBCE/kBSS+Ko2ch2Dg1l2/jzLw8NfaDkM4GtvjwRce/LklfveePoUW40Ghw8wQPv35s258SiG7T+dz/HPygtSMwyozS1wDyzx9vumnufs7u+RTLLvfsZg8phze8eyZlwTtoybz8CdA5+vW9ltWTdWDp2GQfmQ9IxLbPu5M9fP/MiDyDWMLFuFMZWq8eByNDX7v996rQu7LmROizkvvHZm7Rn6Wvalp0lPRpcajTbzxUG1F7ZfoLdZbyLDIt/rswXjlGmmINVaSZq1EsvxLflq70HqV6tNl9WraR4UxIBKleSO+JylqSnTGjak38AumGizSG3enQq/byfG1TfbP6tM0w7cPn34lc/WzmxahmvhINyLlAQg/mE09yJO81GbzwjbuDTbswi5m0KhoMHgMUz4fgRJWfmk454g5BKi+GpkanXtyql793iakiJ3FEF4peLJT+jYoSsL+orW2G/qXsQpClcvKXeMXOP5OrJutrh1q0Ldpd3oHz6CadGT+e3WOHpObYWZizWLVpymYo2p+BcfSVDZsTRr9xsTpu7kzLl7z9dmEd7PuXNRlPR1++8NBUEwOpHx8ZjbmMkdQxCED8CgNyDG+Bm3Wv7+ZOl0ZOl01PT3f+E9e3Nzqvv5Me/0adKyXlyz7VFSEqsvXKB5UFCOznz9m0KhYGHLlvScvZa1E09BhgHR0/r1SrololSpiLp47r83/h8rh/Vnw8hfuXjg5+evaQ232fFLF9ZOaMatiF+QVGlveDQ9V05OY2y1spxZvxVHfyuGnxuOk5/T8y28Q7wp07IMs1rVYXqTRqQmPmb5oEncv3KUgGqFmPJgCuNvjsc9KHvbvx6Zd4QFnRbQdlZbZsbOJD05nc3fb37+fmp8Kkt7LaXeN/XwKuOVrZ8tGBddpjnTao6ndMM2+Lu4YqJUEuDgQKYRdbjS6/VMO3SIrjVrk2mixqBQkFOj6AOr1MHC3pEzm1e88HpmWioRuzZQpkmH56+FbVpOYJU6lG/5KRG7NpCZJp4ZCy9y8vLD1MKKRbv+fX1vQRA+LLHmq5FRFSzIpAED+GzWLBa2aiXaDwtGaYynM1uUSg4t+oGqnfvJHcfoxdy7Q8lGxYEYuaPkXpJEqlIi1UKD+uNilP+4GOUBld6AjU5P5p2nhG+7wIXDN1i76TzxcalIkkRBd1tKl/Lk45pFCK0agFotvvbexrWbj/ikbTCIWrZsHiUlMfXwYXZdv87DpCScLCwIcnGhd4UKVPN9NgL75L17TD10iFPR0aRnZeHn4EC7UqXoXaECSoUYZ5df3Y+Nw9xOXEcKQn6g1xlQiDW+jJpSoeBknz7P//f/mlK/PnXmzaP54sV8V6MGXnZ2XH38mBG7d+NqZcXwGjU+WNZynp5s//RT2i1ezrD52/B1tOe36e3xqPDqNWnzM42UQcFChbi0bwseQcH/vcNftIbbRF+MpEb/GuyYNo9ClRqQkZzArObtKFKzCA4+9qz5dhr2HgtoOWYkDi7V0Ge9vlV19K2VrP32B7468hXOAc6v3a7dD23ZNm4bTv5O+Ffy5+bhGzj5FObEsgNvcdZvbufUnWwetZmui7tSunlpADrP68zserMp1bgUPuV9WDVoFTYuNtQfVj9HMgjGwaBT8UvzFZhZ2lJ/4CjM01MY+PQhy48dZkV4OOEDB8odkfsJCbRYsgQ/VzcCx8wlQ6HM0c9TqlSUbtCGs5tXUPPzIc8H2FzYswldVhbB9VsCz1rPn9m0nCZfT6SATwCOnn5E7NpImSZijWXhRVU+6c0vM0bTrXo5NOYaueMIgoAovhodSZIo378/EySJLjNnMrNRI5QKBZ62tnJHE4TnzDLTmd+jL83HfEfpxu2xtHOQO5LR0uv16PQ6LJ0z5I6SJ2kVEjEKJRRyxreQM74Da4HBgKXegHlyOtd3XOLsrsuMmbKDvoNXodfrsbAwJbCwMxXL+RBatRDFi7k9b8clvOjxk2QqunuC6DIui8i4OOrOn4+NRsPo2rUp5uxMll7P3ps3GbJ1K6f79WPzlSt8uno1HUqVYnPnzthoNBy8fZsRu3cTFh3NwlatPshMGcH4PE5IxNLJSu4YgiB8ADqdDpW4ljF61prXPwj1c3Bg/+efM/HAAbquWUNsairOlpbUDwzk69DQDz4ou6izM+EDBnLg1i123bhB5/5/sO/kFzk2Ayy3Oh5ly63z52g1YeHz16KuLyVi53Y+7jsGleTz4g6SFpV5HFHnj2Bua06zcc3AABNr1kWXqaP1zNZU6vKsBWuTMU1Y+9Va5nb7An2WnpYThuBXvDuvamAXdeE8PuV9/rXw+rf63z4rcp5eeRokWNJ3Mg2HN3zn/w9eZ/2w9RyYc4A+G/tQpGaR568XrlaYaj2rsfCzhTQe1Zgza84w7OQwlKqcLXQJ8jEYJNYPPUf0xUsM2XgKgFSNBebf/87X92/Qs0lljty5Q2Ufn/840n97mpLCiN27md2oESrlv/9M6fV6Vl+4wKSDB7kdG4uNRkPnuo3w+Woa6eoPU7gKadKeQ3/8yO2wo/iVrQzAmY3LKFajAWbWz54D3zx5kKz0NAI+ejYIp1T9loRtXCqKrwKx9yMJ37me2ycP8ejOdXQ6LYasTGJPncAtNFTueIIgIIqvRkmSJCr068dnERFUnjOHxkWLYmlqyuR69cQDVMFofJQaQ4MmbVjQpzX9lu2VO47RuhdxGks7BxTqZLmj5B+SRLJSItnGHNs2ZanRpiw1ALXegI1WT9KVB5zfdoEjR2+zeOVpEuLTMBgMWFlpKBRQgLKlvahdI1AUZXk2yladrERMfZXHkK1bkYC93btjoVY/f71IgQJ0DA4mJTOTAZs2Ua9wYWY1bvz8/U4hIThZWtJu+XLWX7pE86AgGdILcnsSm4S1m7XcMQRBEPKtOc2a/ev7y9q1e+HPnra2/Ny0aU5Gemuhfn6Udnen1KxZ9Gi6BG83O76aWBeFjXiUBHDk5AOsnVxQmz0rjmcZrrGw5zACaxVhVqsGDN54DLJsePJwC8dXLuXPq3d5cDmaZmM+xb6gE9+XGs3I8yNoNLoRcZFxL7QJVigUtJrSilZTWnHz2E1+aTGR4vX30XjoLCSdPQa9EgzPikuJj59i9ZYDrkJahXD7xG3Kti2Lb/nsXc/y0o5LhG8KZ+CugQRWD3zp/abjmnJ592XmdphLy8ktcS3imq2fLxgPgwEO//SIo4tXMGj9iZfur+OcvbA3N8fJ0vK9P0uv1xP66688Sk7m8J077P/8cxwtXp4xHhkXR5+NG7n06BEednb06NYPTy8/UnyL8aSAB+kf8LlrAZ8AvEqWJWzjMvzKViYm6g53z52g68+rn28TtmEpJeo0Qal69nu3ZN3mbJ/1PU/u3sTJ2/91hxbymNTEeC7t28r1o3u4fyWCjLQU1KZmePsXplZwCM06dqJQVgr7Txxh5e+/84UovgqCURBXzEZKkiQ6zJ5N086dsShZkm9atGD20aP0r1RJFGAFoyABs4ICKHVwN6fXL6Fss45yRzJKl/dvxbNkUTFI3AhkKiSeqJVQ0oPAkh4EAhgMaP5qXRx38T4Xdl3m9InbrFh7hoT4Z2ssOTpYUiTQhY/K+VCnVhG8POxlPY8PJTYuFaVSAUmi8CqHuNRU9ty8yfCaNV8ovP7N1syMzVeuEJuWRr+KFV96v17hwvg7OLDmr3XihPwnLikFD1fxMFMQBEF4P9YaDecHDGDE7t2sPhzB/o9vsW1DT1QupqA3QD5ueV2neiGmfv1Pi+EkpUgAACAASURBVJglg7pT5fMqNBvXjJkfz2R2m2oU8HfnxuFLlGtbjnIdyvDomgdX9p6h6w+7mVCvGMlPk7F0tHyh8Pq//Cv6M/bGWBZ+uogxVcujVCpx9HHi87m7QGvDk1uRFK1X6K2yKxQK2sxo887n/m/ci7uTHJPM5lGb8S7jjcbqxVmEajM1tQbWYvWQ1dTo/+Faagsf3uUtmawfMY2+y/Zibv1yRz+dUkUJFxd6rl/P3m7d3mvw87HISNK0WuZuPMr5BbMI+eEHBlSqxKAqVQDI1GrpsmYNxyMjaVenPl17f8djRzf0koK77/yp769Mkw5smvwN6cmTOLNpObauHviVqwpAakIclw9sR6fN4uSahc/30et0hG1cRr0BI2RKLeQkbWYm14/v48qBHURdCCMp7ilKpQoXD29KFwliWJ2hhJgqsYh5yPU/H+Jtqybz3lVUajX1CxemzbJl9I2KwsTDQ+5TEYR8TxRfjZjC3Byrvy4SRv3+O4M7dmTXjRt8XOjtLqoFIadYpqfwU++BdBk/guIfN0Vj/v6jFfOa6EvnKd9B3FAaLUkiXSmRrlRAaS8Kl/aiMIDBgIXegFWmlntHb3Fx7xW27LnM7DkHSE/PQpIkXFysKRboSpVKftSuEYiTY95q73nk2E08XG1BK3eS/Ol2bCwGIMDx9eur3Yp5to50oddsE+Do+HwbIf9JTEjF1lUsWyEIgiC8P2uNhpmNGqHX6+mxfj01Gv5Axzpl2HnsCiO/rE+JBl5yR5TFwIFzKV678QuvZSQ/W26m7+a+7Jy8E4D2P7XExsUGgKEFh/Ll7pWkZ14gKzULjfWbtTfVWGrouboH8GyG3+z6P7D9x37U7/sb9y9F0uHXnCmkvgtbd1t6rOrB9NrTmd1gNv239n+pAKtQKVAoFWJyQR725yVT5nb+ik6zlmLv/urfEQZJQdvZK/jt86YUGDuWr0NDGVK16lt/VviDBwzdvp1qxUvxwN2fAt/OZnLjdvw4rBeLzpzl1+bN6LFuHaX8/Jm0/hgxBQry6H1PMJsUr9OEzVO/JXzHWs5uWUnZZp88/3dxfvsarAu48sn0P17Y59apQxxYMIs6fYY9nxEr5E56vZ47YUe5fHA798JPE/cwGgA7ZzeCChelffvO1HR2wiXxKaZZfy1nlvYU0qDb+nV4OjoSHRsLwJ3YWKr4+FDFx4dNP/5Ii0mT5DotQRD+In5D5xJm3t7Uq12bSydPyh1FEF5QJyOOKrUbsnhAB7r/vlHuOEYn9n4kRWsVBZLkjiK8DUkiRSmRYqZGXasIpWsVoTQgGQxY6QyYJadx68B1ru27xqLlpxg7aQeZmVqUSgVeng6M+LouFSv45uq2xUeO36KYj4vcMfItw1//fZ/HUQaDQTzQyseSE1Kx984fM/UFIb+TJAm9wfDfGwrCe1IoFPzeogVfbtvGpgMXORUVRZ/hqzncYIjc0WRhMBgw+X9r+XacvpjpjWvjVdqLjzp/RIPvGry0j2eIFxOrtwQDNB7dGJX67R/LKRQKui37jOEBw7kbVgVbd1vsjaw7j72nPYP3DmZ67enMqjeL/tv6Y2ZtJncs4QNJjbFkWs1B1B0wEu9S5f912ycuXnRfvAu3RZNpsHAhZdzdCXB0RKvX42Vn96/7PkpKYvz+/ayIiKBr5SqUGDyBeABJIrZERbqsP0Xygql0+OM3WofWwm/UHGJUL3cVkpOpuSUl6jRl54/jSE9OJKRR2+fvhW1YSvFajXDxL/LCPnauHuyYPYZrR3ZTNLTeh44svIcHVy9w+eB2bp8+zNPI2+j1OqwdClDIP5Cu9RpT38eLgslxWKQn//UsIBNi7r/yWAqFgo7t2lGqWzfIzER7/z4N69Xj69BQJq5fT9Mvv0T5L4O5BUHIeaL4motER0Xhmg3rIAhCdpKAX8uXptSRfVw+sF1c+P2PrMwM7H2UcscQsolBkkhUSSTaWmDZNJiQpsGEAEqDASudHnViOmFLTzLw67XEx6UiSRJ2duYUKexC2RAvaoUWJrBw7ihoXrz0kE5VSssdI9/ys7dHAq4/ffr6bRwcALj25AnlPT1fev/G06cUdnp9Czsh79JLkJaUjpOv+PsXhPxAoVCI4qvwQU2pX5+qv/zCR56erFza9dmLiXpIN0CB/HPv02tQW4Z0+ZYmX08CJEwkTz4e1J5jf+zmo84fvXKfvhv7oNfr33uQpqW9Je1/bk9qXCpVPq/yXsfKKXYF7Ri0ZxAzas9gdr3ZzwqwNqIAm9dlpZkxqdJoStZtTrnmn7zRPk9tnHjabzIj/nxMiyVLMFEq0er12Gg0HOnZE1dr61fu9/vp0ywPD2famOkkf9yO+P8ZeJppYor6828Z3b4PiRY2ZBnpwNQyTToQtmEpARVCsXUtCMD9y+E8vH6JZsNnvLS9qYUlARVCCduwVDyDM2KPbl3lwp5N3D17nMd3b6LXZmFmZYO3TwCNK1SmSefP8M9Iwio18Z9B10+j/u2QLxhZsyafjx9P3W3b6NyqFWs2bWJY8+b8sHUrB2/f5ugff1B10KAcOTdBEN6MKL7mEoasLA6fPcuI6tXljiIIL7FLS2JSnyEMGj2QQhVronrF+oT50aM719FYWKLUJMgdRchhOkkiXqUEews8+9VgSN/qz9sWPzx1l4g9l9l37BbzFh0j+a9WZA4OFgQWcqFciCc1qhlfUfZedCxVfH3gsdxJ8ic7c3Nq+vsz99QpepQv/9K6r/FpadTw88POzIwfjx9/qfi67epVbsXG8m0N0fY8P8oylcjKyMKqQN5qhy4Iwmvkn1qXYETcbawp6GKLxkuD9s8MytaaSlxqGpO7NaL1oHKgMc4iR3ZyMNeRlhjL2Fo+FKsTQo3e7dj4/Tyajm36r/tlV3ecsm3KZstxcpKdu93zGbAz685kwPYBmNuayx1LyCF6rZof6s3HxsWDBoPHvN3OkoTV6Lks73OXRAsbJIOeVT2bU/mXX1jToQPB7u4vbD7pwAHmnT7N6K9Gk1y3/b8eOtHSuJfi8CpZlglnn7zwmnvRki+99v91mrkkp2MJb+Hh9UtcPbSTu+dO8ujONbLS0zCztMbbtxB1Q8rSuGMXArSp2CbFofi7z1Xcq2e0vil3GxtWtG/Pkbt3afftt2TpdNjY27Ns5UpKhoby86JFVOnVC8lMDHoRBLlIBsPbD5FNTEzExsaGhIQErF8z+kjIXrHHj9Ouc2dWdeggdxRBeCW9JFH/SBiJWh2fTFskdxyjsOeXSTy5d4nem5vIHUUwEtJfa8map2fy4ORdLu67wrUz97h78zFJSekAODhYElTUlQplfahRrRB+Ms1cCygxihvjv4IHOlk+X4C7cXF8PG8edmZmfFO9OkHOzmj1evbfusX8sDBO9e3LxkuX6LpmDR2Dg+lerhxWpqYcvHOHEbt2Uc3Xl4WtWonWw/lQkq2SohMmMyV6itxRBEH4ACIH7ub4jnNs+KST3FGEfCQ+LY0SM2fSILgIYbeiKO3qzheVKlF97lz2Dv2cot28QQ3k4esQvQGKVJ9C07FNObX8FBFbIqjUpRLtf/73QpAg5EUGA6wZeIawtVsZuvVctgwysL1ziTOzRrHs+FFq+PlTwNKCU9HR/JmYiCRJTJmzgodBFbIhvSC8HW1mJjdOHGD3z+N5eu8O1k7OeHn7ERwQSMNiQRRT6nFIeIrSoP9gmRLS0xm4eTNrjh2jc2goS86d49a6dfg2a/bBMghCXvWu9VBRfM0FDAYDU1q3xkmSaF6smNxxBOG1HlvaETx+DB2nLMA7WFwA/9y5LqE9GlOph7PcUQQj9/+LsrFHb3Fs12VuhkcRefspKSkZSJKEvb0FgYWcKVPak+pVC1E00CXH1pTV6/UULjWaG199CSmijaGc/kxKYtqhQ+y4fp1Hyck4mptT0s2N3hUqUMXHB4BjkZFMP3yYU1FRpGu1+Nrb0yE4mN4VKqDMxesOC+8u1lVFyRGTRPFVEPKJuwN3cmpnBOs6vll7R0HILg8TE/nh2DH8HRzoWvbZLMyRe3Yz5/gJbDQaZvdpSr0BpfJsAfapAkoUGcHk6Mmo1CoeXXuEU4BTjl2jC4IxMhgg+aE164dt4+SqVXyx5ggOHj7Z+gH+J3bww4wxOLu4EVyxOgUr1yHJrgCJFjbZ9zmC8BrazEyuHt7J1UO7iL4cTnLsY5Ak7Aq44e9fmK/LhVBOn/HPjFaZpGVl0XzxYvbs3o0iPR27kBC6hITw86FDSKJDoSC8F1F8zcNiTpygRfv2rPvkE/EQVTB6c7LUjPtlJt/svJDvbzrH1gxkzOVfMHeMkTuKkEtJBgMWOgPmGZn8efouF/Ze5dqZe0TefEziXzNl7WzNCQgoQHCJglSu6EeZYA9UqvdbVeDi5Qd07v4HZzr3zY7TEAThA3voo6bc0Ami+CoI+YQovgrG6MS9e7RdtoyOVUozemojFE4mckfKVrfTMmnWYg723g70WN1T7jiC8MEZDBB/14rlA5Zy48hR/MpVodHQCVg7GddyOoLwNtJTk7l2aCfXju4l8vwpMlKTQZKwd3ajeOFi1CxWnBquzhRIisEiI1XuuC/ZePkyR6Ki+PGXX6jXvDnmJibMHDcOv+bN5Y4mCLnau9ZDxZqvRs6QmcmYb75hQKVKovAq5ArdTXUsCwxizYg+tB47R+44sslMS0WSFGhsk+WOIuRiBkkiWSWRrNKgCA2kZGggJQH+milrlanlz7P3uLjnCqfP3WPNhvPExDz7mVOrVXh52lO8mBsVyvpQvVoAtjZvtr7SgcM38PdwzLHzEgQhZ6Wa6JHIm7OMBEF4mV5nQJFHZxYKuVcFT0/C+vWj5/r1hFSfzLlj34B13nimsfvuE7o0+pEKHSrQYkoLueMIwgenz9KwvMdJTq1bQlDNhny98yJqjUbuWILwVpLjYri8fxu3Th7kwfWLpCbGo1QocXTzICggkF49+xNqZYZ5egoW6Sl/3V1lwtMomZO/XpOiRTl05w7HFy/GRKHAXK1m7PjxzK9XT6z9KggyEMVXIxexdCn3njyhRmio3FEE4Y2o9DqWN2tK+XHfc+/CGTyLh8gdSRbntq6igJ8fClWG3FGEvEiSSFFKpJipoZI/QZX8CQIwGDA1GLDWGsiMjuXqvqtcOX6bH+ce4puRG9Hp9CgUEq4uNgQWciYk2JPQKgEE+Bd44fDnzkVRytddllMTBOH9RSYnorYQraUEIb/QaXVioK5glBwtLFjTsSO+kyaRGZWBupAGTHL3QIEMCb7osYSGIxpSvXd1ueMIwgeXGOXNjLqDSXj8kIGrDmPrKu4bBeMXez+SS/u3cSfsKH/evEJmWgpKEzUuBb0pEVCY/t37UMHWGseEJ2iy/nqOp0uC+CR5g7+DgZUq0W7xYuoWLkyWTseiM2fos2gRZXqKLg2C8KGJ4qsR0z59yreTJzPu44/ljiIIb6VgcixDewxg2pAufLU9PF+2H752dA9FqpeRO4aQ30gSGZLEEzXg64SrrxOu3apQA1AaDFhr9aiT0rl58BpXjt5i8+5L/PTbQZKTn60ra2trhp+vE2fORuLfPpDrTp44piVhk5KA0qCX++wEQXhDd2JjMX/Dme6CIOR+Wq1OzHwVjJoBqNp+NjYaDZvX90TtZip3pHe2/PQdUhPSqNazmtxRBOGDMhjg3gkVM+q3pnDlmvResue9l7sRhOym1+u5fzmcq4d3Enn+JE8ib6HLykStMaegly/lChehXoNGlDRT4ZgQg4ku69mO2kR4mihv+GziYWvL6g4dGL9/P/169ODM/fuMnDmTjS1aoHJykjueIOQr4lvSiOkePuRJcjKXHz/G285O7jiC8FZ6WyhY6unL1mnf0ejL8XLHea3k2CdsnDAUj6AQIiNOo9dpKVK1LqUbtkH1HgvSP7lzg4bDWwCiYCUYB50kEWeiBHsLrJqVplyz0pTjr3Vl9QYsM7U8OhfF5f3X2LXnKn9sPcOPS/aAwYDKVIOjsxs+BT0p4eNLVV9/AkwkbJPjMc9IFc1NBcHIRMfGY2Eviq+CkF8YRNthwcgd6dmTS48e8dPx4zRt9RtblvVAUcAEzHLfz+25sEg8gz3z5QBjIX+7sF7P3C4DaDXmJ4JqNJA7jiCg1+u5F3Gaywe2c+/8KWLvR6LX6zC3tsPHJ4B6IeWo174ThQyZ2CfHotT/9Xwu7SmkyZs9pzlbWhIZH08BS0salCrFNxs2MLdvX3osX44kvr8E4YMRxVcjZlq8OFP79mXhmjXUL1xY7jiC8FZMdFqWtGtHtdHDqdD6M5y8/OSOBDxbi/XXbo1IePQACQldViZepStwbOU8yrdtiInGhKPLfuHslpVUbNeNoJqNib5whoLFQ97qBjs1KQHPEHvgac6djCBkA4MkkayUSDZTQ0U/AkqWw2zWUfqvPvZ8m8Qnf3Lr1GHuRZxm/bHDzFuzHG1GOkhgYW2Hq1tBAjx9KOPtTaWCBXHJTMU2JeGfUaSCIHxQD+MSsCpgLXcM4Q0s7LqQtIQ0eq3t9fy1M2vPsKDzAhqNakRor1C2jt3K2bVniX8Qj8ZKg2tRV2oPqk2JBiVkTC4YE71eL4qvglFzt7HB3caGWv7+tFi6hICaY9GoVGz7rQdeVZ3ljvdW6tcvwca5R+SOIQgfjEGv4MDMh2wcM41Pf1qJd6nyckcS8iGtVsudsMNcPbybqIgw4v68j0Gvw8LGngD/QNqE1qJBgD+e6UnYpsT/M0A84YGcsWWjUCgYW6cOHb/7jr1btxITG0uvVato3L07brVqyR1PEPINUXw1cpV69mTCggXEpqZiby5mMAi5S6HkGD7r1INF/dsxZOMpueMAcOv0EVLjY5lwbQEodChUGSjN4kDfCkmpBcC7rB8Lu49l/ZhBrB01EAs7e9KTEum/4uAbrWdybPnvKJUqVGbxOX06gpDt4qKyUKlfbAVn7eRCcINWBDdo9cLrWq2Wh1cvcOfMUW5cCefo2VOMjXmMQa9HoVRi6+SMh7snRT29qeDrS7CdLfZpiVinJIo2xoKQgx7FJGDrayt3DOEdHJl3hBX9V9B2dlsqf1aZBZ0XcDfsLm1mtcG1iCspMSncPn6blJgUuaMKRkSr1aOSxCwGwfgpFArWf9IJgHbLl7FqzVm+rFpP5lRvp4aXPRpLUy7uuEhQ3SC54whCjspMsWJ++5VcO3KIzrOXicKr8EGkJsZz7cgebp8+wv0r50l88ggAG0dnCvkXpkvdhnzs40PBtARsUhL+KbTGRMmW2RiVcHXFz8GBMzt2MOLHH/k5JIQvBg1i+fHjKCws5I4nCPmCKL4aucwnT0jJzMRGo5E7iiC8k+Gutmwwt2Tvb1Op+fkQueMQUCGU9KREFKYpLxZH/yq8AhRvrGFqg4kkPlCTkaTAqXA6y3ocYf34wXz6w4p/Pf6pdYs5sGAW3RePeV7MFYTc5Oq+a9i5ebzRtiqVCo+gYDyCgl96Lz05kTtnT3Av4hSHr15kw97tpCUmPNvP1BRHZze83DwI8valRkAA/moFNikJWKYlizbGgvCeYuOSKeLpK3cM4S3tnLqTzaM203VxV0o3Lw1AxNYIWk9vTfF6xQFw9HbEK8RLzpiCEdLrdChFCzkhl9HpDViYvfsyL3IxMUCNliGs+XINhUILodbkvnMQhDehS7dieOBQXAsHMWTjKcxtxHJoQvaLexDFxT2buR12hD9vXSUrPRWFUoWTmweBvgG0aNGWWm6uuKbEY5H+/54VPL0nZ2yjcvD2bX4+fpyiLi44WVhgqVYTGR+PJEm0K1mSIbNns7VCBX7r2pWOv/5Kp4kTqT96NJLomiIIOU4UX42YwWDg9++/p1mxYuJm2gg8Skpi6uHD7Lp+nYdJSThZWBDk4kLvChWo5vvPA85phw4xbv9+hteowRdVqsiY2DiYZmXwR/fPqf/9d4Q0avdGM0dzUmpCLJIkISn/vR2qpNRi4/FP8bT17FoM8xtM+I61lKzb4pX7xD+8z/ZZoxh6YCZuJTKzNbcgfCh3Tl3FJaDoex9HY2lNkap1KFK1zkvv/d3GOOriWbacOsai9SuetTEGNBaWODq74uXmQTEPLyr4eFPEXINtSgKWaUkoDIb3ziYIeV1CXDIOXg5yxxDewvph6zkw5wB9NvahSM0iz1+3drHm4o6LBDcLRmMlBmMKryeenwm5TVUfH+ZvO0XPodVQOOSuR1MT+1an25MkRgWNYuz1sWL9VyFPMuhVpCcl0nnGErmjCHlE3IMowneu407YUR7dvoY2MwO1xhx3L1/KFy5G/SbNKKlWYJ8Yg/r5EkY6iImWNbcxi09LY+KBA2z46SciHzzg8aNHJCclUdrDg/j791mxZw/fhIbStUcPFv3wAxW2bWPSkiWE1KyJS2io3PEFIc/LXVe4+Uz0zp2sO3aMNR06yB0l34uMi6Pu/PnYaDSMrl2bYs7OZOn17L15kyFbt3K6X7/n2y49f54BlSqx5Nw5UXz9S+nkGNq368r8Pi0ZtO64rFnWjR2Ef8VKKFRpb7WfiXky7aZ/x7rvJr+y+Hp02a/s/HEc9Yf2FYVXIVd7cOUO5Zp/mqOf8bo2xnq9npioO9w9d4L7l8+z4cQRFm5YQWbas3+vajOzZzNm3Z8VZiv6+orCrCD8DwOQkphKgYACckcR3tClHZcI3xTOwF0DCawe+MJ7Hed0ZH6n+Qx2HkzBEgXxq+RH6eal8a/kL1NawViJr0Aht+lbsSKno6Np1HgOWw/2BVXuGUFgjcSy75vQMkvLVwW/YtzNcajNxQxYIW9RqFPBYODyge0UDc1d7cEFeWkzM7kXcYpbp48QFRHG48hbaDPSMDHV4OlbiKpFitGwZWuKKg3YJ8ag0uue7ZjyGMTKGm/FYDCQkpmJfdGiFGjY8IX3tA8e8OvmzaRkZhLg4MCebdsI9vSkiIMD3Xv3Zs2OHZh6esqUXBDyB1F8NVKGrCxGjhjBqFq1UCmVcsfJ94Zs3YoE7O3eHQv1PzdVRQoUoGPwP+02j9y9S3pWFsOqV2dFeDhH796lkrf3hw9shMZ7FWCHiZpDi36gaud+/71DDnlwOZwRZ35BUjx+633Prt+H/u+Lwv9xcd8WyrVsR91hhYBXbyMIxs6gVxB3Pxq/cvIMHFEoFDh5+eHk5UfZpi8PPIq9H8ntsKPcv3yezaeO88fG1WSmpQKg1pjh4OyKp2vB/2PvvsOjKrMHjn/vnZKpmcykNxIIXap0EKliQUFERUEQBUFBXHtHBbv8XOviqljBXdbeO2JXmoA06YQQQnoymUzLzJ3fHwEEBQEJTELO53nmWTJz73vPzZqZO/e87zm0aZJFz6xs2sXaiPNXEet1o9Okx6xoHMIGhYA3KCtfG5D09ul4Sj18cM8HZHfN3m+Fa4u+Lbhvw31sWbSFzT9uZv3C9Tz61KOcfffZDL1jaBSjFvWNrHwVDc0jX3/NV5s3k2K3QYgGd3dKD7z9wEi6ri/kl7d+oefYntEOSYg6FfTp0cXEEKj2RDsUUY9VFOSz7rtP2brsRwo2rMHrri13G+tKICM9i0EdOzPkglG0NSjEu0sxhHdXmKsqjG7gDdzKggJeWbaMfLebR666Ct0Bkqj6tDT+8+ab3DZ5Mou3bmVJXh4P3Xgjc+fN45w2bbh+zBie+vBDVIcjCmcgROPQwC5vGxG9HofVSnVQVtBFW7nXy5ebNjF90KD9Eq97xJnNe/8995dfGNm+PQadjpHt2jF3+XJJvu5mqgnwwhVXMeLeOzl52GhszujcFLY6E1i/cANdL4k74n1H/3skjw7YzFv3XsvI6Y/vfX7VF+9TmruFaz+bhqKrqstwhTiutKCNUDBAbEJytEM5IFd6Fq70LLoOH/2n18p35rH1lx/JX7eSz5YvY/7H7+L31P496g1GnInJpKem0yozi5ObNKFbUhKuYDWx1W5iQvJZK04cAbNCRIugN8plfkMRlx7H5Ncn88/T/smTQ5/kmo+u2S8BqzPoaHFKC1qc0oIzbj6Djx/4mI/u+4jTbzpd/n8WQO3kJU2WvooGZmt5OZf36saMp88BU8OZPRAGCnUK7371G0uXbiN3WS6x02OjHZYQdSocsDJ3/IfU+H00Pbl3tMMR9UDQ52XDjwvYvOQHdv62kvKdeWjhEIYYMykZWbRr3oqpl0+hlyuWRE8Z5oDv9/6sniNf/CAObvLbb+Oy25l25ZW0HzECnct10G1tbdrw5IIFlC1eTKnbTVpKCl/dcw/ntG7NlrIyHrviCq6fNw/lAPe7hRBHT76t11OKojDhsst4+plnJHkXZVvKyogALRIS/nI7t9/PB+vW8dmECQBc2KEDZ7z4Io+ceSaxJunRBdDTW8qZwy7k1WtGM2XuZ1GJIRLR2LFyJ13GxB3xCgGLy8PUd25mZtcpJDdrjSHGRNHWDaz56iMunHUjpjhJvIqGLVAVg6I0zJ5VzrRMnGmjOPnsUX96zVNWzLblP7NjzQp+3LiOD7/+Am9lOZFIBFVVsTnjSUlJJyc9gw5NsuiRkUmmEibW68bqr6bh3A4UAgIWFfmPtuFxNXFxw4Ib+Odp/+SJM5/gmo+vwRxrPuC2qW1S0UIaNf4aSb4KAFSdQjgsFR5Ew3J6y5Y8+PVCZliGRzuUvxQGfvX4eePdFaxdmcfaxVvxlHhwNXGRkJ3A5a9cTtvT2kY7TCHqRETT8fkDBSx58x1Kt29h8gsfEJeaHu2wxHGkaRqFW35jw/cLyF2xiMLNvxHwelBUHa7kNJpn5zB64GkMaZZDk5APp6f89ypTkSoolftidc0bDPLuunW4/X6q/H50Oh1PvfceuvjDW9SiGAzE9+lDPBDRNB6+8EI++uUXbjj1VG748EO+fvRR+t96K4qUURGizsm39Xps24YNxMbERDuMRm/PHPJDfQS9uWoV2U4n7VNSAOiQmkq208nbCHg1awAAIABJREFUq1czvmvXYxpjQ6EAT7VvRYeFn7H84zfpfNb5xz2G06dN59MnZzD8kb/3BdnZ1MNV8x/kw/v+SyQSweJ00KrvKXS5OAGQ1XOiYdv0w3Zsrr+eaNIQ2VyJtBt0Du0GnfOn14I+L3mrlrF99TI2blzLz6ve4/9KCgnX1ABgstqIT0whIzWd1hmZdGmSRSdXHA6/h1ivG2Oo5nifjhB/yW9Vf794EQ2KM8PJ9V9ez2OnPcaTZz7JNR9fw+zzZtNtVDeyumRhjbdSsK6Ad6e/S8v+LQ+anBWNj6qqhOUPXzQw5550Evd8+SWfzvmVM67uGO1wDqhSiTDyytdY9/1Gsk7OIvWkVCa+NpEmnaVHnjjxRCIKv74ex7v3XkmvUZdz2dP/w+JwRjsscQx53RVs/HEBm5d8T/66X3EXFRCJaJhssWQ0aUr35q0ZfMZZdLGbcblLMdUEft+5bEf0Am8kIpEIueXlzPzqK/q2a0ebDh2IaBp3Xn75YSde/0hRVfpNmsQHkybxj/ffJxAOc91TT/Fpr16k9O9ftycghJDka31VumgRj7z2Gq9ddFG0Q2n0clwuFGBDSclfbjdv+XLWFRURP2PG3ue0SIS5y5dL8nUfNr+HJ6Zex6SHb+OkAWdhNFuO6/HT23SgqrSYQKX9b61UVRRoNURHqyGX/OEVSbyKhm/Td+tIbNYy2mEcV0azhZzufQ/Y51bTNEq3byF35WLy1/3KFyuX8/qnH+DzVEIkQozVzoizz6NHejodXU5cAS+xviqMNQFZeCiixqPTZNZyA+ZMd+5dAfv4GY/T+dzO/Dz3Z96b/h5BbxBHmoP2Z7Vn6J3S71X8TqfXSdlh0SDdf/rp3Dz7fc4Y1x5io199xacqPPPZaj556xfuvu9cbrnuf0QUlVk7Z6Gq0Y9PiGPJV5bIM2PP49w7/o8eIy+NdjiiDoWCQbb+8gMbf1pI/tqVlO7YRigYQNUbSEhJp0V2c4YNG8ngrCakeiuIrXaj7pnUFSyH0vLonkAjo2kazy9Zwse//UazhARGDR7M+ffdh2q1HvlY1dUEt2whHA5jbt4c1WbD3r49z/70ExG/nw9mzGDsY48xcvx4vlm0CH1y/WxBJURDJcnXekirrOSGadO4uV8/KVdbDzgtFgY1b86cxYuZ3KPHn/q+Vvh85LvdLN+5kw/Hj8e5Tw/YSr+fs156ibWFhbSVD7C9zq6ppGe/Icy74VIun/3GcT22LT4Jq8PJqve3022czOIUYl87Vm0mu+Op0Q6j3lBVlcTs5iRmNz9gn9nlH73Odx+/yfuffoDPXUGECAoKZrsDV3wiGanpZCcm0SMnh44uF3E1Puw+D+aAV5Kz4pjJdVditErPnoZi/Ivj//ScI9XBjNW/T+Y745YzjmNEokFSaldHCNHQDG3dmucWLWLk8Od464NJYItegtOrKvQ992k8ZV7aDmnLeT0fJC7NwT1rZkjiVTQKBnM1hhgT9vikaIci/qZQMEjuikVsWfYD+WtWULx9M4HqKlAUHPHJNMtuxjk9ejN4zKW00Gm43GUYw3sqOUWgODeq8Ytay3fuZMXOnXz84YeYW7dG+YvPIM3nQysoYNe6dVji43F264ai0xHRNDa8+SbT778ft88HioKqKNw7bRonT5hAXlERzz77LFlNm/Leffcx4KabeGjsWO748EPp/ypEHZLkaz0T0TSeu+YakiwW+jZtGu1wxG7/N3Qop7/wAoOef57bBgygXXIyIU1j4ebNvLh0KQNzcuiSnn7A/rzdMzOZu3w5D54hN872UIA5fXvSadYjrP9hAa36DDpux37tpsvQm0y0H5EBVB+34wpR30UiULw1lwETekc7lAaj89AL6Tz0wv2eC4VCFG1ax461KyjYsIaPfvia97/+HJ+7ksju2cMmqx1XQhJpSSk0S02nfUYG3VJTSQz5sXursEhyVhyFDSXF2OJt0Q5DCHEcqaoqK19Fg/XO2LEMefEFbrriTWb998JD73CMzPliDd5KHzPW1E5+GTp9KJY4iyReRaOhN1eT2qodpTu2RTsUcQhBn5ctS39gy7IfKPhtFSV5W6nx+1AUBbsrgcyMbPq2bk2/s4fRyWHD5S7d/zumuyCa4Yu/EAiFuO+rr/j3ww9jaXvgdmmhggK+f+01Pv3iC1bl5hLSNGxGI+5AgK5NmzLzlVfI+/FHBl9xBe+OG0fzhNrWUoVVVVw+axa37tiB1qsX//nPfzjnnHO4+403uKRTJ15YupS+jz1Gv1tuOZ6nLMQJTZKv9YxnxQrmf/cd74wdG+1QxD6ynU6+mTyZR7/9ljs/+4xCj4cEi4WOaWk8dMYZTHzrLa495ZQD7ntOmzY89v33zBg8GKNe/uT2iPe6uX/K9dx611Ru+2w1+uPwuwn6vOSuXMyV/70Pk10Sr0LsKxIy462sIK11h2iH0qDp9XrSWrcnrXX7A76uaRrFWzeQt3YFhRvW8NOmjXzy/UKqy0vRNA0UiDFbcCUmk5qUSpPkFFqnptM5LZUmBh12nwebz4MhLL1mxYHtKC3HniDJVyEaE1WnENYk+SoaJlVVeXfsONo//jgPF45ATTZEJY5li7bSrGfO3p9tLvksFY1LsCKTvNXLmfDMW9EORewW9PvZuuwHNi/5joJ1v1Kct5VQwIeq6nAkJJOVmcXpnbvQ/4KLOMmkJ66qHEvQt88A5VAsJYPrI03TyHe7SYuNRbd7kk91MMi9CxYwpEMHWowY8ed93G6+evppHnrxRTqkpXFO69Zc3707Mbvvp0YiEW799FN+fv11ug0fTo8mTVhdWLg3+ZpstzNv1CjGzZ/Pm2edxYIFC5gwYQL33HMPz82aRZrdzm2zZ/NO794k9/1zWyYhxJGTTFB9E4mgKgpVwSAOKTlcr6TY7cwaOpRZQ//cY2vLX8wKurp3b67uLSvJDmSM6mdel17Mv3Uil/zfy8f8eMs/fhOT1U7zfjogfMyPJ0RDEg7U3mCS2f3HlqqqJOe0Jjmn9QFf1zSN8vxctv+6lF2b1rEibwtfL12Ep7SYUCi4ewwdVoeT+IQk0pNSaJGWTvu0dDokJuCq8cnq2UausNyNLdEe7TCEEMeRXq8nHNGiHYYQf5stJoZUu51vP9xI/wkHXulzrO3YVkp6t+yoHFuIaIpEoHxrHM+OmkFsUgpGsyXaITU6nvJStiz9ju0rllCwcQ2lO3IJBfwoqoojIYnszGxOP7krgy8aQ2sDuKrKiakJ/D5AdZEUdmtASqqrufT118lJSKC0uppLOndmXXEx32zezBVnncUFN91E+dKlvPfyy5w7cSLOLl0IlZZyw8iR+Hw+5owcidPy579TRVHomJbGL4sW0bFTJ3ZVVTEgJ2e/bZwWCzNPO40Jkyfz7jff8OKLL3LFFVcwa/ZsZlxzDb7qam6//nqe/+Yb1AMcQwhxZCT5Ws/YOnTg4r59ufq993CYTDx+9tnodbpohyXEMaGLaLw6ZBBdH3qALUu/p1nXA68eritWZzwxViuokngV4o92/eaWL9r1gKqqxGc2JT7z4K0Hgn4/O39byc7fVlG0ZT2fr1zOG59/hNddQWT3zXej2UqcK4GUpBSyU9Jom55B57Q0mhhUWT17gisp9xDb2hXtMIQQx5GqqkjVYdHQRQBjTHRuUVXqVNb/vIUxr4yPyvGFOJ4iYR0RzUA4YGfDVwV8/vjb5K5YSqs+g5g054Noh3dCCvq8FG5eT8GG1ZRs30x5fi6leVtxlxRCJILOYMSVlEpWRhZnd+vJgIvH0sqg4PSUYw76fx+oalf0TkLUmRkLFnDfpEn0u/lmvnzwQX5YvJh+p5/OuJwcsvv14/Err+TDZcvo17QpE8aPZ/YDD/DAo4+SaDRyzYABfzn2he3acfX77/POZZcxqUePAy7s6pyejsts5qvZsxl85530798fj9+PISWFgSYT93z2GRc99BCDZ8xAUWRKtxBHQ5Kv9YxiMDDxpZeY4PXy2o03MuW995g9fLgkYMUJK8Vbyd1TbmDGbZO57bNVx3TVXeHm33BlpCHXDkL82YavfyM+IzvaYYjDYDSZyO7Ug+xOPQ74uqZpVO7KJ2/NMgo2rGXVto18+8tiPGXFhIJ7Vs+qWBxxuOJrV882T03jpPQMOiYlkhgOYvNVYfVXo8rd/AanrKKKjlktox2GEOI4iiCrXkXDtXLnTp75+WfyKiro2rNJVGKY/816YpPtWGJlIqI48X3/jJs377wbLRRC0enoMuxiLpk1F73RGO3QGhxN06gq3kXRto3sWr+G4tyNVBTswF1ciLeyDE0LQwRUnQ6z3YHTGU9SQiIdUlLp0K07/TIzSfJX4aiuRK/ts0hAkqwntCq/n+zWrVH0ek6bPp3TgIimUbFkCRPOOINki4W3L7kEVVWZu3w5l990Exd37Miwg/SA3Zdep+PfByhZ/EczTzuN8a++SosuXQiFQjz11FOsWL2a+YsXs27ECIbcey/Fp59OQp8+dXDGQjReknythxRFQbFaueSJJ6icMIEXli1jcvfu0Q5LiGPmMmMNLzVvzbv338B50x87ZsdZs+ADBk654JiNL0RDtm3pBlJbnRTtMEQdUFUVZ1omzrRMOpx27gG3Cfr97Fq/ivz1v1K46Te+WrOKdxZ+jreirLb3LGCIMRGXkERifCIZScm0SE2nT3YWzQ0qjupKLH4vKpKcrW/c5dUkNEuIdhhCCCHEIW0tLeWcV15hXL+ufHP91RhzYqISh9GkJ+iTiiDixFe6ycIbt9/AGf+YTo/zL0MLhSTpehg0TaOiII/cFYvZ8MOXFG7dgLuoAFAwmMxY7bEkJCSRmphMtw6daJWSSoekJBIJYfN5sPqrMYRDfxwVinOjcToiykq8XlLbtycSClG5bBnvz5vHwkWL2FZayo2nnsop2dl7tx3buTNjO3eu8xjizGYuaN+e7778knsefxyo/e9cVVXmfvwx1YMHk3P66ewsLMRqtdb58YVoLCT5Wo8pRiNjrrqK8RMnSvJVnND0Wph5F1xAn3vvoteoiaS2PDYJoLL87fQc3w4oOSbjC9GQ7Vq/lf6XH3qGpDgxGE0mmnTsRpOO3Q66TUVBPnmrl1G0dQNbczex/NuvePb1fEKB2tJX+pgY7A4X8QmJpCcm0TQ5lbapqbRPTCJeC2L1Vx/kRoM4ViJAtdtLUvOkaIcihDiOFFQiMhlGNEB3fP45Ewb14O7nzyGa5YmG98xhZk2Yt255i5EPj4xaHEIca363HqPZQq8LJwCgSuIVgMrCnRRsWEPB+lWU5W/HU1JIeUEe1RVlez9fjSYLzsRkOrZqy6gRozgtPYWU6gqs/mr+/O7lgxJJrIoDc5nNzLj6ajYXFlJUVcW5J53Edb17k+V0Htc4ajQNwz6fvXsqERrS03lzyRKscXGMGzeOt95667jGJcSJRJKv9ZyjTRsCoRDVwSBWuSgSJ7BmnlKmTbya5669hFs+Xn5MjhGbmMxXTyzh9NsP3ktRiMYoEtZTUbiLZl2lpIz4XVxqOnGp6Qd93V1SyK4NaynctI7i3I1sXPELb36xC6+7orbEFqCqOqwOJ674BFISkkl0umiWkEjHtDRa2K3EBmoTtOaA7wA3LcSRqolRCPqCODOP7xd3IUR0RdBQpa+GaIA8wSBGnQoacJSdlvyKQo0CZi1yxDe6XCGNr3++nV7t7ia7ezZdRnY5umCEqIe0GhPPjZlJj/MvjXYodaIsPxdFqa3481c0TaN46wY2L/6O/HUrKcvfRlVJEf7qqtqZiwoYjCZscS6SE5NJTUgkpVUr2g86jZ7JSTiDXmz+aswB7z7fV8JQmn+Mz1CcqF48/3wW5eUxoWNHEqK4qrRjSgrPLFzIhW43amzsfq/F2GzMnTuXyy+/nB9//JHevXtHKUohGjZJvtZzSmwsKArF1dWY9Hp0x7AfphDRdmOciTeTU/n4sbs467qZdT5+VUkR3UZ1AKrqfGwhGrJw0IYWCmGyxR56YyF2i01IJjYhmZa9Bxx0G7/Xw671q9m1aR1FWzawumAnP69awb9Liwj6qvduZzRbccS5iI+vXUWblZhI04REWiYkkB5jxBLw7n3oNOlteDABc+114rHsny6EqJ+kRbdoiJ4/7zy6/+tfzD3pF+ZMv4jeY468Z3mZAqefN5tdW4oBMBgNdBvSlklX9qNvhhPjYf5tZCkK/357CleO+BcZHTJIbpF8xLEIUZ9pNWZKtm2m98WToh3KYaks3Ene6mXs2riW4m0bKd+Zh7ukkFAgAApUl5eScVJnWvcdQuWuHQQ8VQSqPXjKS3AXFaBFtL3JVZPVRkpaE3IymjCwTz/apafR3uHA4fdgCvqxBLyof/og9UlZYHFM6HU6+uxTWjhaOqenYzUY+GX+fLpO+vP7wvDhw2nXrh0PPPAAH3zwAYpM9BPiiEnytZ6LBIOMGziQh77+mnKvlwiQ5XSSEx8P1M5S6dmkibwBihOCMVzDa2PHMXDGnfQ4/zLiM+t2hareGEN5fjWunDodVogGr7pEh6o7yuUGQhyAyWIju3NPsjv3POg2e3oo7Vy/msLNv7Ejbytrly3FU1GKr6py7w0WAFWnx2KPxeFw4XI6SXElkJmQQNOERNokJpJq1GMJ+DA30kRtwKIilUeFaHyk7LBoqJLtdlZdey0j5s5l46YienNkyddNvhpOO/VhVL2O+zfcj9FipHBjIV/+80smDP8Xql6l++kn8X/Th5KhP/Ttr2GtUnjv8lN4+5a3uOrtKX/3tISoV8JBCz+/uJVVn3xMhNpr7/ru6UsG4y7ahSs1jeSMFFq3SKfN8C6c3CmDZmkxmCMVNM+5Gi0UonzNLyS7XDiSErGbmpAZn8CpWU2w61QsAe/enqv73TUNVEBRRbROT4h6Y2K3bjzx7LO8OnYsitm832sWi4UzzzyTl19+mR9//JE+faRSmhBHSpKv9ZxqNjP6mWe4OBIh4vEQ2rmTTcuWsWnDBoJeL18uW8aj332HQaejV1YW3TMy6JCSgkVKFIsGqo2nlPFjJ/HytIu44d1FdTp2zwsv58N75/OPLy6s03GFaOg2frOJ2KSUaIchGilVVXGlZ+FKz6LdwKF/ua3f46Zo60ZKcjdRmreV3J3bWb1sKZ7yktpEbU0QZfetFUWnw2yLJdYRR7wznmRXPBnxCTRNTKR1QiIZ5pjaJK2/NlGr310quSELWlRCAemxK0SjI/OnRAMWazIRjmjE2kxHtF9JROPM0x6l+5gejLh/xN7nk1skM+aZMQDkr87n04c+pVeX+3nqjckMa5mCAn/Z6uD6aYMY1OGeIz8RIeqZYLWdzx9azDdz5mN1xtO8Rz+uf+sHbM74aIcGQCgYZPuqpeStWkbBhlWU5G7GXVyIFg5jtFj5cdEjZJqL/7BXGQCPPfUVifFW1l4+Erx/nHwUkRWrQhwms16P2+8nEgj8KfkKcNddd/HOO+9w5513snDhwihEKETDJsnXBkJRFBS7HWOrVrRt1Yq2u58fGYmglZTg3b6dbz78kB+WLOHhr7/mwo4duahDB1kRKxqke9JdvG8ys/CFxxgw4bo6G7c8PxeDKabOxhPiRLHpx99Izmkd7TCEOCSTLZYm7bvQpP2he7H5vR6Kt+xO1O7YSv7OPNb9ugJPWQledzmhYGDvtqqqw2yzY3c4cca5SHK6SI9PoEl8Ai0TE2hms2ENBTAHvJgDPmJqAvWyR21pJIDRKhPwhGiMpOywaMiuP6Uv97z0OSOuOhkshy6dHwFGX/1fMjpm7pd4/aP0dulMmDeBFe+tYOrIZ7g1wYbeoOe8iadw5cXdSQ5H/jR3Qa9EMJgMR3dCQkRRdWEs/532BmsWLCQhK4fLnv4fqS1Pikos3spyNi/+jrzVyyjc/Btl+bn4qiohAoqqYnfGk5yZRovW2Zw/oiu9e2SRHhfGoXdjUv6YeP3d/95exoQLeh4g8SqEOBKvLl/O9ePGocbFHfB1vV7P448/zuDBg9m6dStNm9ZthUIhTnSSfG3gFEVBl5iIPTGRs7t04WwgkJvLfVdeyQWvvYbVaOS8k05iWNu2kogVDUZMTYAXJ17J8HvvoMvw0cQm1E2/nbVff8K9a58FpLyMEPvKX72Ztv2HRTsMIeqUyWIjs11nMtt1PuS2fq+H0u1bKNm2kZK8bRTv2sGW39ZRVVaMz11B0Ofdr6Sn0WTGao/DEeckyRVPiiuBJvGxnNPKSDuzBfyR3x/BY3mW+9tcUYbZ/ucZy0KIE5taL6eDCHH4hrVtywMLF/K/xxcz6vaDtyrYo0qnsObbDTy8/eHDGr/T8E50OKcDm3/cTMAT4MP7P2LOzA9IbZHM3LkTaLvPqtu57ywntY1UhBENjxY088Z13/PTf+bTuu8Qbnx/CZbYAydU6pKnrJiNP39D3uplVBTkUbYjl+ryUiIRDZ3BiCslhcxmTejXvwM9eoyg00mJ2PX+2gSr+scL5V2HdcxWzZPZXloB0ppZiKPSNzubtz/9lL7TpqFaLAfcpn///litVubNm8f06dOPc4RCNGySfD0BxWRlMfOjj9CKiihbt45HH3qIRZ9/zv1DhkgCVjQY3b2lDD9vDC9Pu4hr/nv0pS1CwSCqwYAlwVsH0Qlx4ohEFEq255HT/dRohyJE1JgsNtJbdyC9dYdDbqtpGpW78inetomS3E2U79zO6sJ8Fix4i6fcHqyW/Veemk0GLBYjGUkO0uIdDDypOf2bNiNOMYFvd4LWF4E6aL+1vbwCq/PAX5qFEEKI+uzJc87hohf+y9Dz2mFrbTvodhpw/9yfiU20ozce/i0tVVVpcUoLANqd0Q6A9+9+nyG9H+SZd6bSr2UyXlXl0zeW0nH4oSduCRFtkbCekNeFogtRmR9hzrjH8ZSWMu2/C3GlZ9XpsbyV5eSuXMKONb+wa+MaSvO27U2w6o0xuFLTaNqyKc275tD1yiF075xKktmHQ+9Gr+zb2iMA7DjqeG67cQjnXvQcdARqjno4IRqt9ikpPP7990Q8HjhI8lWn09GjRw9WrFhxnKMTouGT5OsJSlFVdCkpJKak8ED37jwwejST33mHa/v0oW2yTA0T9Z8C/LN1Uzp+9SmL3nqFHiMvParxXr7mIpxpmShqw+/pJ0Rd0oJWgl4PiVk50Q5FiAZBVVWcaZk40zJp2XvA3ue/u/tsOrR0cOsNQ/Y+p2kaBYVu8vMrWLFqB5s2F/OvT3/k9oKPqan5/fNIp1OJizXhclhJdNpIc8aS7nLQNN5FToKLZgkujD7d74lafwQOUGVtR2kF1njrMT1/IUT9ox3oDUGIBqZ7kyZM6dWL9kMf5vNnr6LF4LQ/bRMB/u+rdbwy8wPuXnn3UR9z2IxhpLZNZdqo5wiHwkS0CEnNExlwzYBD7yxElEQi4M5NZNbgm/GUlaDT61FVHS17D+Ty2W+j1x/5rV5N0yjO3cT2lUso2LCa4i0bKC/Iw++pAkBnMOBISCQtO4POnZvSbdJgepycRpLZuzvBuu8swgiws25O9iCqvUHcVX6IVaG0DmYwCtEI1YTDXPHWWzx+++3okpL+cttevXrx8ssvH5/AhDiBSPK1EVCtVm5/9VXWvvMO/7jvPu4ZPJgOqanRDkuIQ7IGvPx76nVccv902p82/G+XzPGUl1K0eT0P5f4TRfXUcZRCNGw1PitIuUIhjlpZcTnZg/fvgaOqKumpcaSnxtG9a/ZB93W7/WzeWszGTcVs31FG/s4Kfti8jfcWr6G0vBqPJ0Bkn4aOMTF6nLEWEuKsJDltpLkcZLocrPt1I06XiTSPj7DRQFBRCKoKQUWhRgGkAooQQoh67MZTTyVGp+P6GW/zwcCp5H1WhDGs8n3eNkZe0ZUNoRCPTfkP135+Lc4MZ50cs9uobnQb1a1OxhLiWPNXxPLFrCUsmH0TfcZcyeDJNx/2vp7yUravXEz+upW1/Vd35OIpK0YLh0EBk9VGfEoKGdnpnD60O927XUT7lnE4jdXYdVV/SLDCsU6w/pWX5v7MeWd2lMSrEEfIEwjwxqpV9MnK4rMNG7DFxNBxxMF7p++haRo63R+7pAshDkWSr42E6nDQbvx4XsvO5pKJE7HHxGDU6+nbtCkXd+iAXt5ART01yF/G4LNG8so1F3PVy5/8rTFMVjuRSARFlXo0QvxR7uICLI66uXklRGNWUeYmp1ni39o3NtZE546ZdO6YeVjbFxa5Wb+hkE1bSsjLL6egoJKVK3eSv70M77ogY7Nvw2jY/zLfbDZgs5mwO8w4XFbiEmzEJdlxJjuIz4zDmekiPjseg8OyO2lLbdJWVQiBJG6FqMek56s4kXiCQeJsFqiM0HXSP3GYzRR5PGTHu3ixaButBrQiu0t2tMMU4riKRBS+f6aId2fcSWJWDpNe/JDU5m33vu51V5C3ahk71q6gaPM6SvO24i4uRAuH2DPRVm801q5ezcqgU4dMOo7rS/fOmSQ7QsTqPFhU3x8u97y7H/VP7vZSerfMjnYYQjQowVCI0fPnM7hlS55dsoTBp5zCjf/6F7qEhEPum56eTkFBAYFAgJiYmOMQrRAnBkm+NjIp/fvzycKFVGzaRMDv553//IfR8+fz5LBhOM1mtpSV0dTpxGQwRDtUIYDarwnPnNyWjt99ycpP36LjGSOPeAy90bjfiiEhxO82fLuWhKxm0Q5DiAZNRcNd5fvbydcjlZwUS3JSLKfu7l13KJqmkV9Qyfa8MvLzKynYVUFhsYeizcVsWppLZaUXd5Wf6urgfuWQAVRVwWQyYLXFYI81E+uwYHdZcOxO3jqSY4lLicWZ4SQu04lijqFmd/K2ZvfKW0neCnFsSdlhcSJxmEws35bPt2/9xthuJ/PGilWc3bo1F9z2Mq3aZmDrJG2UROOz6J95vHbrfeR064stPoH37ruRyuJd1Ph9AKh6PY6ERJIz0mjdMpOOF3TKJuW5AAAgAElEQVSnd/dsEmIhgoJd5yFW50H3p9WrBcf/ZOrA4mW5zJ14EWyPdiRCNBzLd+6kd4sW3PlJ7cIW5Qi+n/Xq1Yuamhp27txJ06ZND72DEAKQ5GujZMjMJDGzdmXF1UOGcMoLL3Dlww9T4fORGhuLpmnUaBp9srOZ0LUrcWZzlCMWjZ3d5+Hxqdcz+eHbaNPvTIzmAzeB/ysRTaNsi56EVoFjEKEQDdf2FZtIb9Mp2mEI0aCZVR81NWFcziP/fDoeVFUlM91JZvqRr3IPhULk51eSl1/OzgI3RSVVFBZVUVro5rcNhVRU+Kjy+PF4/Ph8NWja/kkgRVEwmw2YzUYsthgccWYsdhOxLiux8TbikmJxpNiJTYrFkRqLI9WBYo4hpNQmb2t2l0yuURXCtQPWzS9FiBOIqqpoMtFQnCCm9OqFxWDg+ifeI6RpfH79FZz1+AvMu+giLpg3j8jGHZwyqgetuzXDb5MKXuLEoUQimLTfH76CSnas2M7OtQXMf/gLMk7qRGqqk5R0Fy3P7EDnTpm0bGIlVufBpvNgUMJ/GLFhJlYPR4eT0pjz8xJuTOsd7VCEaBC+3LSJp374gfunTTuipOseVqsVgNLSUkm+CnEEJPnayCk6HZ0nTeKLoUPRqqowNGtGxOejpqiID59/nov/+1/mjx6Nw2SKdqiikTunpoKX+53OvOvHcfkzbx7x/qeMmcycsU9y6+IJxyA6IRqmSASKNm2l5/lXRTsUIRo0s+qPdgjHjF6vJysrnqys+L+1fygUIr/ATWGhm8LiKgp2VVJW5qWsvJqSjYVsXLINt9uP1xvA6wseMIEL+yRxLUYs1histhhssSZscRZscRbsLiuxiTYcSXZikx3EZcRhSbQT0qm/J3F3r8aVJK440Rj0OsKa9L0TJ47xXbsyvmtXnvrhBwbM+jdnt2lN76wsXBYLnZqm89CQR0mPjeX+d2/A31dWwor6TReJYAlHMGsauH3sWp1P3qqd5G8qpGh7OeUlHirLvbjdvv0qkBiNehISrKSmOLj3jjO44rI+fxi5YvejcXC7/Vw2eS6jzu/CrTeczgVj5zDo/hw6B+Q9QIhDeXHJEt6ZMwfnwIF/a3+HwwHUJl+FEIdPkq8CAH16+t5/K0YjMQ4HIx95BEdsLJNefZUnhg0jxW6PYoSisVOA5/t0p/P/PcL6HxbQqs+gI9q/z5gr+en1F4loOhT1jzNChWicIqEYPOWlNOnYPdqhCNGgncjJ16Ol1+vJynSRlek6qnGCwRAFhbVJ3OISDyWl1ZSWeigrr6a8uIrNm4qorPRRXR2g2hvEWx0kEAz9aZx9k7j2WBN2h4VYZ23y1pFgIy4llrjkWBKaJRCbFofRbqZGgZCi7LcaN6yAVjvgUZ2XEHVCRQoPixPStD59mNbn94TTv0eMYNa33/LxZZfxv5Ur+fCeDxi8YGIUIxSNViSCIcLeVarGcJjyLcUUbiikcEsJu7YUs2NTMbt2VlBeVr13YplOp+KMs5CUZCcr00nXk9JokuEiO8tF85ykeltFJdreeX8l/7jpDU47tRWPPPYFlW4fGWlxFNdURzs0Ieq9Mq+X7RUVhI6iSorLVftdTpKvQhwZSb6KvzTotttwJSVx1cMPc3HnzlzYvn20QxKNWLzPzX1True2u6Zy62er0esP/y3MaLaghcNoNSZ0MXKBLgRAOGCHCEf0tySEOABvMXq9Gu0oTmhGY90kcf3+IIWFVRQUuSkocFNU7GZXURVlZdXk5pXxa6Uft9tHpduH319DKPT7asKamjAGQ22JS51OxWDQYTIZalfi2mOw2k1YY01YHWZsDgu23UldW6Ide4INk8OEPTkWo91MSIEwtSWVw7sTuyFJ6oq/SdWpRKTssGgE+mRn0yc7G4AXly4lzvX3qjIIcSC6SASjFiFmd/lfxRugeFMxRRuKKN5eSkVRFRXFVZQUVFKQX06V279ftQ6r1YgzzkJiop20FAdnDWpNh3bptGuTis0m1eT+rpJSD9fe8gYLZkymhdsJpwA6BQIRkHn1QhzS3OXLufW880jo3/9vj2E0GtHr9VRUNJ7V9kLUBbnbKv6SotNx8qRJfDxwIJdecAFpdjun7P6yI0Q0jFH9vNyxG29On8JFDz53ZDsrEAmZQJKvQgBQttWPPkZuBAhxtIq3bcARa452GOIwmEzGoyqjvIfXG6TS7aO4xMOuXW4Ki92UlVVTXuGjsspHSVEhW6r8VFcH8XprH8GaEH5/iHD44OVhdToVk0mPyWzEZDJgMhswW2MwW4yYrDFYYk1YY81Y4sxYHObaBG+CHXuyHVu8jZhYExGdrja5u7vEsrbPv8P7JHgjkuA9Yag66fkqGp9fCwq4dkr/aIch6gmDFsER1jCGwlRuK2HXb7soyS2nbFcF5YVuPBU+qip9eD0Bamp+r4wRDml4vUFCIY1QKLxfMlVVFew2E3FxFuLjLSTE28hwWunbqQldOmfSplUKRqPcVj2WcnNL6TvkMe6YcFpt4hUgAFLvQYjDV+n3k9a0KYru6Pqk22w2qqvlfqoQR0KuEsRhMTVvzr+eeorzxo6l59ix6I/yDVuIv0sX0Xj17LPoft895K1eTma7zoe9b+2KALlIF2KPdQvX4UrLjHYYQjR4xdu34nJZox2GOI4sFiMWi5HUFAcd2qUfeofD5PUGKS71UFjopqLCR3mll4oKL+4qP+6qAFVVfkqLqtjmqU3s+nxBvN4afP4gwWB4v15xB6MoCnp97cpdg1GH0ajHYNATY9JjjNFjMuoxmAwYTAZizAaMZgPGGANGixGbw4zRGoPJYsRki8FkNxFji8Fki8FojSHGFoPRZkQ1GNBgb6JXU5Ta/93z773Pg4ayOxm8OylcG2Sd/U4bA1WV35dofEq9XlJ7ZlEY7UDEcaVGIjhCGmpxFeu+XMu6H7ewadUOcreWomkaiqJgsRhxOS04nVYSE6ykxNuIz4wnKdFGfLwNk8lQO5ZC7UQnk4GYGD1ZmU5MJmOUz1Dsa+aDn3DJOV2ZHNcl2qEI0WD9VlTE3aecctTjmM1mvF5vHUQkROMhyVdx2OL79OG83r2Z/sUX3DFgALaYmGiHJBqpDE8ZN02+ln/eMI5bP1mJqh661GNZfi5GkxmdWUpkCLFH7rKNJDdvHe0whGjwirfnkZIUG+0wxAnAYjGSZTn68sp/JRQK4a4KUuXxU1Xlx1MdwF3pr+2V6w3gqQ7Urtj1BfH7a6j2BQlU+Kjw17DVGyQQCBEIhqgJhgjsTviGasLUhMK7Vw5pR1QCV1EUIpEIqqqg06moam1yWK/X7f1fRVUwGHTodz9qE8f6vT/rjTp0eh2qqqCqKqpe3fuaTl/7uiGmdntVp6I36NHH1I6hGHb/bKzdX1EUUFV0OhXdnn30tT8r+tr4VL2KolPR6WpfU1QFRVXRGXSoOgVFVWD3eUR2X6f+8XJVVVWUv7iG3fMb/KsVynte8VlUIobD/pUL0eBtLS3FpNdT1lz6YzZou/ummjUNYwRitAjh6gCVBRWUby+jcGsppXlllORXUF7kprTYQ1mpB7+/BoNBR2aGi5PapjBxbC+Gnn6SlPY9AX39/UaW3X8tMstCiCNXWFXFpa+/jsVoxJSSctTjmc1mfD5fHUQmROMhydd6pqysjPLycoqKikhLS2PKlCk8//zzpKWlRTs0FEVh0syZPH/HHdz1xRf88+yzox2SaMSutqm83rQF7z94M+fe8X+H3L7G70NvjEFRD17qT4jGpuC3bXQfMT7aYQjR4JUUFJCRHhftMIQ4LHq9HpdTj8tZv5IWwWAIr682uev31VBVHcDnqyEQqKGmJow/UIPfH8bnD+59PhCofT4QCBHWIkQ0bW8COBQIEQyFCYc0gruTwzU1YSKRCDU12n4lJsNhjXD496SxFomgabsf4Qhhrfa1iFZbSSUSiaBFIkQie37+/fl9n9vjQMnoPdsdzJ6k9F9RdidmPdUB0lMcf+O3LkTDM/2Lz3lh8RImDx9AjUn6rR9zkQgWLUKMFsEYiaAPa1TlV1CypQRflQ+dQU84GCLoqyEcDOGrCuCt8uF1+/FW+Qn6a9DCGtVuP55KL9WeAIFAiJpAaO9knn3tKb9vs5mId1lJSrSTlmSnR9tUmjVNoF3bNFLl/a5ReP2tX0hLdhBXIrOLhPg7IkC6w8H8999H37TpUY+3p7qAEOLwSfK1nlm0aBFnnXUWNpuNAQMG8OuvvzJ79mxmzpx5WKv7jjVLTg7T5szh/J492VxaSk780fXLEuLvMoRDzL3wQvrOnE6viyaSnPPXq/fCNTVykSDEPiKaSnn+DnJ6nBrtUIRo8EoKS+jXrU20wxCiQTMa9dI772/66NPVPPbEgmiHIcRx8eavq3hn7h1sH5bMoQuti7+iRiJYwxHMmkbE7SNvyTa2rshj+9oCdIpC//M68/rjC1i3ftd++5lMBmJjTcQY9WhaBJ1OQa/XodOpmM0GzGYDVosRmzWGeLsJvU7FmZNIYqKdxAQbjlgzDocZl9NCvMtaL+51ifrn0Se/5L5LzkT+0IU4cpFIhLdWr6ZZUhK6Jk2OaqzKykrWrl1LdXW13FcV4gjJt9t65swzz2Tp0qUsXryYt99+m5kzZ/LDDz8wZ84cJk2aFO3wAFBtNmbdey+X/OMfjO/WjYs6dIh2SKKRau4pZcrlU3nxH6O5+cNf/nLbvDXLcaQkHafIhKj/tKCNUDBIbEJytEMRosErK6mkWXZCtMMQQjRSqvp7mWIhTnRdMtK57rpnaPdME4a9NBpPpjnaIdVLSiSCWatdtaqv9pO/Io/cFTvI31hIUW45BflllJZ4CIVqK0OpqkJCgo3MDCctcpLI3V7KtAuf5ewz27Fm6Z0yOUYcV2XlXkrKqjktthlUyiecEEeiwudj8jvvMLB9ex6YPRtFp/vbY1VXV5OcnMy0adOYN28e3377bR1GKsSJT66e6qEuXbrQpUsXzjrrLObPn09JSQlbtmyJdlj7aXbuuSxMT2fo6NGSfBVRdUuChbdciXz21H2cPu3Og24XDgbQwnLRLsQegaoYmbUoRB1Q0HC7vbRqKRMZhBDRI5/oorF4+fwLeOz773l7zRqS7viUdq+OiHZIx08kgjECJi2CSdPQBWso3VjMrvW7KNxSQuG2Uop2lFNUUEFZaTU1NbVLBlVVwem0kJriICvTRd9uWbQf34vOnTKJc9SvEvRCADz06GcM7N5CEq+i0QqFw/y0fTu/7NzJoJwcvtu2jeLqau4aNIhAKIQCvLBsGd5gkESLhbfXrKGZy4WiKORXVnLOySczZe5cFP3fT/14vV4uueQSJkyYQF5eHnfffTdTp06tu5MUohGQ5Gs9lpWVxS233LL353Xr1nHdddcxfvx4zjzzTD766CPS09Pp168fXq8XRVEwm3+f9VlWVsbChQsZPnw4+qN4sz0QRVEwNG2K4ShmzwhRF4yhGuaOn8CQGbfTfeSlONMyD7id1ZVAOBg8ztEJUX9t+i4XW3xitMMQosGLUYL4/TUkJtiiHYoQopFSFFVWvopGQdM0OjzxBJqmUR0M0qZvi2iHtJcSDrPy3o8oK6ikJhDCEKPHZDESYzYSYzFiiNHTbEwPdGl/7hGvRGp7qpp3P7wFleSvzqdg/S4KNhVRmFdOSaGbivJqqqv3/05rt8XgdFlJTrKTkRZHhz45tGmVQvt26STEy7WJqL+CwdBBV1S/9+GvfD59EpQe56CEiLJAKMS1H3xAqddLj5Yt6d6nDy998gmJVitOq5UzX3wRX00NJr2eszt0oM/AgWzZsoX5kyZRUlGBXq9n66ZN9B427G8nXjVNY+TIkSxatIiioiJmzZrFvffei8vlquOzFeLEJ8nXBsThcFBSUsLGjRt5//336dq1K4sWLeKhhx6ioKCA1NRUPvnkk73bf//999x55538+9//ZuDAgdxyyy112ktDiYmps7GEOBrtPcWMGXMFL119Ide//dMBt1mz8COa9ZRV2kLssfGHdSQ2rT83rIRoqCw6H4D0KxNCRE04rKFKNQvRCHy7dSuxJhM3bb4Hc1WYqnh9vZl4kOgJ8MKszxg3piemWDOBQA3e0mo8/gr8gRqWLtvOyFIP7Ya2Z/uKHeSt30VRbhmFBZWUlXrw+2v2jmU06omP351QTY+jX4+mNG+WQOsWKWRlueSaQzR4GzcV0WfQo9hsMfgDIc45ox3PPj0avz/IhCmvoderZLnt0Q5TiOPuu61byXA6mfvVVygmE4pOx1n/+AeKzUakpoYpixZhSkrCaLejS0xEMZn27runDlOrozh+SUkJt9xyC8uWLaNPnz48+eSTpKamHtU5CdGYSfK1AUlLS2PChAmkpKQwffr0/V57/vnnMe3zhgswdOhQXn75ZWbOnMlPP/3E2LFjOf/88xkwYABxcX+ebXmkFJsNp8VCaXU18VbrUY8nxNG4t0kCH+kNfPvKU5x66TQA/B4379x/A0aTlY0/fsVFTzwLuKMbqBD1xI5fN9G0U/9ohyFEg2dW/dEOQQjRyOl0KmFNi3YYQhxz7VJSKHC7KZu1GPudPaAeTTqotJtITYtjUP9WnHFa2z+9/vBjnzPnpR/58oNfd5f/ddK3ezYtcpJo3y6N9NSjv0cjRH13z/0f8fmCdWzYWMTTt42kW1IGzqY2Ol78CPfP+pQPP15FlSfA41eeCzWHHk+IE80p2dn866efGDd4MKUeD4qiEAG6NW3K3fPm4erf/5gd+8EHH+Tee+8lFArx0ksvMXr0aGlVJcRRkuRrAzNw4EAefPBBRozYv69Jnz59uPHGG2nRogWdO3cmJiYGnU5Hnz59+OWXX7jiiito3rw5a9eu5dxzz2XUqFFMnjz5qGZMKqpKm6ws1hQVcWrTpkd7akIcFXPQz0uTp3LuzDs4+ZyLsLkSeeXaMfjclTTvfTLjZt+FK0cSr0IARCJQvHU7gyf1jXYoQjR4+mA5qipfSoUQ0aPTKUjuVTQGCVYrn1x2Gf3vf45XLu9MZXr9qcYVUFXOm3AK/3ru2wMmX2+5bgi3XDckCpEJEX3vvLeS+x6prdQ3cXhPzrq9NVm5NigDymHq6L4sW5bHZWd0Z1LzblAqH2qicTIZDLw9diwl1dW4LLU9uVVF4ZFvv+U/d9/NuH/9q86PWVpayu23385zzz3H1VdfzYwZM6TEsBB1RGqVNDCtWrUiPz+fUCi03/Nt27bl/vvvZ9q0aXz77bd7n//iiy+45JJLABgwYABTp07liy++oLy8nCeeeGLvdsFgkMLCQsLh8BHFM3DAAJ5fvBhfjUxJE9HXo7qE4eeN5sWpFwJw4czZVBUXcvK5PTj5Ynt9mhgtRFRpNVZ87kpSWp4U7VCEaNB04RAV61djt5sOvbEQQhwjqqISqTfFV4U4tpJsNmrCYYLbKqMdyp/0vGYAa9bujHYYQtQrsx77gn/c8gbTxw9h2bRpXBXXlawtNthz+zECt6adwhsDL2aSs4skXkWjpygKiTYbOlVFp6ooisLVvXrxxldfofl8dXqsRYsWMWDAAF5//XX+97//8dRTT0niVYg6JCtfG6ApU6YwceJEnnzySUKhECaTibfffpuff/6ZmpoaHA7H3m1btmzJ008/zdSpU9HpdAAYDAZuvfVWzjzzTIxGI+effz6DBw+mQ4cO7Nq1i+eee46cnJzDiqX3pZcyessWrn7vPeaMHCnlCERUKcA/Wzel41efsuitV0jMbkEkolFV4gHk4kGIPbSAFYhIvyghjtLHl57G4o3rCWkavTs/QmKslWSnnfSkOLLSnDTLSqBF8ySS0+2oFh2YldqHgXpVKlEI0bCpKkjuVZxoNE3jjVWraB4fT5eMjL3PD335Za676HT8vRKjGN2BVZpjsNliWL+xkFYtkg+9gxAnuN/W7+KZOd+x4sHrcBXHgFs+rIT4Oyr9fvQ6HUod3sN58803ueuuuzCZTHz99dd07NixzsYWQtSS5GsDNGLECKqqqhgxYgQpKSmUl5czYsQIbrjhBs4//3w6deq0d9snnniCZ599liFDhjBmzBiGDRtGfHw8qqry6quv8sorr3DjjTfy4IMPMnToUK677jquv/563nvvvcOKRY2LY9SsWWy64AJeXraMy7p2PVanLcRhsQa8/HvqdYy9fzqqTs+42TPpdIGZ36dVCiF2rXNjtNiiHYYQDVskwpb8PBZNnUqMTsfG0lK2lJWxrbycnXmVrFi3g5JqL+U+H4E/VCyxGo04rWYS7FaSnDbSkhxkpznJbhJP85xEElN3J2tNu5O1RiRZK4Q4KJ1OJRKRG9rixNL5ySeJt1nZVFzCgokTaZFYm2wt83rpPutsKuphyf+wotDtlBa88toiHrhnWLTDEeK4CIVC6PUHvr0844GPufycHrWJVyHE3/blxo2M6NcPJebo/5ZCoRDz58/n5ptvpm3btsybN4+UlJQ6iFII8UeSfG2gxo0bx7hx4/70fNM/9F5VFIUrr7yS8ePHM3/+fKZMmcKOHTuwWq0kJCTgcDjIy8tjzpw5PPHEE3Tu3Jk33ngDgKqqKgoKCmjZsuVfxqIYjdwyezajzjiDjaWlXNi+PZ3S0uruZIU4QoP8ZXQ9exTfz59Dp5FmFFUSr0Ls67eFa0jIlF7dQhyN/2fvvuObLNc/jn+erCZpujctbdkbZC8BBQRxgKDsIeoPFUVUwIVH5KiICwT3ABEVnIiDoZ7jcaIIsvemLS1076wmeX5/lIPgOIC0fZL2er9eebXNePKNluTpfd33dZvdThweD4mhoeh0OmJDQuiZmnrWx3m8XtKKijiUn8+RggIySko4ciiPX7alkW+3U+x0/qFYazUaCbOYibBZiA23US8mjKSEcJLiwqmfFEHDhtFYw4N+K9aalcqzfCnYClEn6HQKUnsVtYnP58NeUcHsnQ+S/vC3XPPm22ybeieZJSUYdTrsoXqtI/4lnUGH1yttU0Xd8I9/fs5rS36kRfN4vllz5xmdlXw+H+s3HmXJ3GshW8OQQgQ4n8/H6r17mT9y5AUfy26306VLFzweD7169eLNN9/EYrFUQUohxJ+R4msdYTabmThxIhMnTvzTWWlut5uKigqsVuup1sG7du2ie/fuhIWF4XQ6yc7OPqOl8emMiYm8v3Ytv7z/Pk8uXkynxESm9ughLS2FJhRgmtlLZmQ4Op0HFRl8FuJ0ab8ekP1ehbhAFpcd4LzPdQx6PY2iomgUFXVO9/f5fGQUF1cWaouLOVZczLGsYnbtP0Ghw0Gx00mZy4X3tMqLoijYTq6ujQ2zER8VSr2IUOrVC6V+YiQpKVHUTw5HZ9FVFmqD/luwlc9LIQKRTq/D65Pqqwg8bo+H65Yt41hxMU2io3lq0CBSIiJYu38/saE2XFaFxDmX0P2XAzSfNw+318vtYwfitlb/OINOVTGqKiYfmFQVk08FVwVFGQUUHSuiMKuIwhPFFOeUUpxXRlmhg/IyB9u3HmP5konVnk8ILfl8PoaPW0xWVhG73rmfEY8tZewNb/Lu0htP3Wfx0p9JrR+JOcd/J0sIEQi+OnCA7s2a0WLUqAs+VkVFBdnZ2fTq1Yvly5ef2qJQCFE9pPhaB/1ZOxCTyYTJZDrjum7dupGfn8+cOXPo06cPoaGh//O4xqQkLp4+nW7jxvH8XXcxfc0a5g4ciNlorNL8QpyLBd99w9DB3VH9sB2VEFo7ceAwl/7ftVrHECKgWV2OGnkenU5HSkQEKRER5/wYt8fDkcJCDufnc6SwkPSiInbtP84P2w5T6HBQ4nRir6g483kUhWCTiTCrmUiblahQK7GRIcTHhJIUH079xHBSkiOJjAmuLNoGKb9dZJWtEJoy6GXTVxGY7vviC6zBwbw3ezbL3nuP4cuWsWHKFN7espl+fduDouAJUhj0r0lc8clhQhpGUdgxnHNdV6qoKhZfZeHUpKoYvD7s2aUUZuRTdLyYoqwSCrOLKcoppTi/jNIiO2WlLuzlLsrLXXg8Zz6TTqdgtZoItpoIDbUQHm4hItxKclQwMc3iiY4Mps0jQ2jVQjqBidrL5/PR94rncLs9fDf5Fky7dZhNBrp1Tj11n2++28c/H1/Dv2ffDOXaZRWiNthy/DiXXX45ygUUSr+ZO5f1mzbhTEggLy+Pt956SwqvQtQAKb6K/ykyMpJ58+ad12MMcXHcuXgxy2fMYPS777L4uuuItFqrKaEQf+54aQmJzRK0jiGE31G9Boqzs2nY+WKtowgR0Iz20lPdQvyNyWCgWUwMzU7uj3cu7G436YWFpJ9cXZtVWsqJ7FIOHcml0O6g6OQKW5f3zFb+OkXBajQSajETZjUTajUTGWolJtJGXHQICTFh1EsIJSkxnJi4EHRmXWWNKEwHppP72cpEKSEuiKIo+KTvsAhQYVYrncaPp8OAAbzTqBEAe7JzuG7AYHyqSqjXh01R8V6RSHlOKeovh3EU2nEUOygvtlOSV0ZJfhmlBXbKih2UlTgoL3VSVuLE7nD/oYAaFGQgODiIEJuZ0FAzEeEWYqJsNG+TRHx8KDHRNhLiw0hOiiQ01KzFfxIh/NaWbRlcN24RvTo34o0BQ9EVV57Dma1Gdu09gc/nY/LU91jz1S4+fvgGmpefW6cXIcRf61CvHpu3bKHf33y8JyuLRxctItZmo7nXy9GjR7HZbFWaUQjx56T4KqqFzmpl7Isv0viFFxg3bx7dU1KY2qMHYWb540VUP5/PR25ZOSnD25KrdRgh/IzXFYLP68FslZNtIS5EUdoBbL/rGhLIrCYTzePiaB4Xd16Pc3s8ZBYXk1ZURFZpKbllZeSWl3PsaCHb92RS5HBS6nJR5nafsZety+NBf7Jlc5TVisGgIykijPAgC7bQIGKibCQnRBAXE0JMhI2keuFExQWj42Sr5BBdZeHWJCtvhTAYdKjSdlgEoEcvu3mbG0gAACAASURBVIxWzz7L0memUVRagkGvwxupklFczBuvriR9Zj5OZwWKoqDTKQQFGTAHGQkyV361Wk2EhAQRHmYlMdxKdMNooqNsxMaGUD8xgvj4UMLDZCK4EFXlxVe/o22rRN7sMwxKfrt+WLc23P/CKmJS7ueiVonse+ZerCdkVZ0QVeGL/fu5ady4Uz+rqnrOk4BVVeXNWbNIiYjgWHEx98+fjzklpbqiCiF+R4qvotooikLXKVP47sorWbN4MTd/+CHNY2N5qG9fDNLaQFSj97ZvJyUqkvx60vJaiN8rzVbQ6eXjX4gLlXP0kHT2oHKVbYOoKBqc4x62p/P5fOTb7RwrLmZ/Xh5lbjdHCwsps7vYm3uCjdvTKXE5ySsrx6eqf1h1C5Xnm2aDgWCTiRBzECHWIMKDzYSHWokIsRIVYWX8Xd2wxcn/K1F76fU6WfkqApItKIi54wZxw70L0OkU7h/Tj9kbvyU1NYqRQzvQv28zEhPCtY4pRJ3m8XjweHyYzSZCQs0cTSsA15n3GW9ry/gnL6IgyEl4hQndCW2yClHbbMnM5FhREd3GjgVg8+LFrFyxgjseeIDYXr3O+vic77/ntS+/xKTXs/jJJzE3aFDdkYUQp5HRV1GtFEXB0LAhg+fM4crp03n17ruZ98MP9ExNZW9uLia9nquaNyfMbEanKH7bvk8EFrfHg4qK0eXDZZBCvxCn2//tAcLiZB8qIS5UblYG0cHBWscIaDqdjhibjRibjfaJiX/rGB6vl+OlpRwvKSH75KrbvPJyCuwOMvILePmLnwi1BTH2wZ5VnF4I/6HTKUjtVZyNx+slu6yMvJPvk3l2OwUOB0UOR+V+4C4nxS4XZS435W4XdncFjooKXB4P3pO/YLnl5bw7ahSDmjevslxjUtqxqO1Gjh0v5tNNuziRXcKWnx6Qlr9C+IG0tHx69p+PTq8QHRlMRmYhPy2cCjm/u6MPyPcRSe3pCiOEP5j3ww8suOsu9NHRAKz8+GNUp5OxN97IFz/+yK5ffuGJWbO4tEsXBlx9NfX79UN3coKw6nQy6957ySwuZvG0aTQdMULLlyJEnSTFV1Fj9JGR3Dx/Pld2706B08nA/v0pKylh+urVlDideFWVlnFxNI+JoV1CAm3j46UYK/6WCR068NqGDfxn6Nv0/PJ6aUUoxGkOrd9LXKOqGzAToq7Kzz1BguyVozmDXk/98HDqh//5yqi+r79GTFRIDacSombpZN/kWsXn81HicpF/sjiaX15OkcNBwclLidNJict5ci9uN/YKN3Z3BU6PB6fHg9fn+9Pj6hQFk16P2WTEajJhMZuwWoKwWoMItpmx1YskIcKGLcKKLSKYkGgbofFh2GJC0IcF4QlSmNj2PiZ++CHZDz1UZa93izGbw2n5bP7pAb741y6uGNhKCq9C+Il5z31N544prBw2ln/u/IZ9R3Jo4ogAZMZPdZi8ciXvbtvGw/36cfdpqxpX7dnDuPffp2j2bKCylezSTZt4e8sW9ubkoNfpaBgZyYi2bZnYsSPWWrQ1Sl2lqir3rFlD47g4mp9c9ar6fOzPzOSJgQM5WlTEwW++ITYpiZ/S0rAFBfHGF1/w9J13cvH06QD8+PzzvL5hA7Mvv5yBM2fKGLsQGpDiq6hRhqgovtixA1QV5eT+r+NcLlSHA29JCVvWrOHA/v18uGkTT3/3Ha8MHYotKEjj1CLQ6HQ6/jNpEq2ffZaBRV7KIuStToj/ytp9iDb9r9M6hhABr6Agl27R599qV9SscrebuFgpvoraTacoqLL0tVr4fD7K3O5Te1eXuFyUuVwUOyv3sy51uShxOk/dp9RdWQwtP7lq1OmpwO3x4vJ4qPB6qfiLwujvGXU6ggwGgozGymKp2YTFYsJqNRMcaibYVlkoDYm0EhJpIzgyGFu0jZC4EIwRVjwmBY9ROfW1Iqjyq9eonNfE1LKTl/96+c7x3DhvCT6fD93Jfbsv1IHCfOLjQoiMsDJmROcqOaYQomp07pTC5m0ZUKrycOolkAyUyudNdTIbDCxYt44bOnUi3GL50/vc8vHHfL5nDzN69+bpK64gymplZ3Y2L69fT3J4OFe1aFHDqUVVyywpobyigldXrUJns6G63eSsW8fx4mL0Oh3j27dnxqOP8vrChfy8cCFXPfAAXZOTOXLgAD1KSnDn5jJl/nzaxMdz7wsvoEhBXghNSEVC1Djld8VUJSgIJSgIXXg4XW69lS7AGI+Htf/8JzPXrOG5wYO1CSoCmtloRFEUTA4VIrROI4R/UFWF/PRjNO7aW+soQgS8wuJiUps01jqGOItydwWxMaFaxxCiWim1ZOWr++TKTZfHQ9mpQmYFzorKVZ1ur/fU7fb/3nbyZ7fXe/LnCpwVHpxeD66TRU+Xx4PjZBHU4/Ph8flAVfGoKj5VPWvh2qDTYdDpMBn0GPV6jAYDQSYDQSYjliATZosJiyUIS6SVGGsEVpuF4DALweFWrGEWrKFWzGEWrJEWgsItqCY9Pr2CqoCqA6/ht8LoqYKpSUE9z/+v9pOX6hR9bQucT3rYdvz4324X/3sjIlvxvP5HHntyLf+4b1CVHFMIUTWuvqINM2auhDg9ZHm1jlMn9GnYkCMFBcz/4QceGTDgD7ev3LmTD3bsYNmoUVx5Wgv4lIgIrmjWjBKX6w+PEYEn3mYjo6iItDVrOJ6dzXOLF1PidHL3xRcTZjbTLTkZVVUZMWkSwSYTbeLjmdK9O7euXEnnSy7hq5Ur2X7iBN/MnYu5USOtX44QdZYUX4VfUgwGLn/gAZatXs2h/HwaRcnKEnH+dIqCcqQE6snvjxAAPncwbkc5kYkpWkcRIuAVlpXSMDJS6xjiLFweD3Hx0h5a1G6qTyXrRDGDly5FBRQqG0J6fT58JwuM/y0yqidbRaoqqKi/fT15nU/14fOpZzzu1MXnw3vaz2ej/MWK3P91vf7kxajXo9dXFjx1ig6DXo/BoEOv02E06DGZjJVfg4zoDXqMZj1B4WaCzSFEWowEmYMIshoxBwdhsZmxhFuxhFowBZsICg5Cb9ShNxsxmg1gMZ4qfHoNJy/G04qiBgVV//cL3F6g/OQl0GU2DeLa1q0ZsXw5FV4vy0aNomdq6oUd1KHy+d030PGBBVJ8FcLPzHnqSy7p1hhypfBaU/SKwkP9+jFpxQpu6dqVxLCwM27/YMcOmkRFnVF4/S9FUQgzS9v22sCg1zNn4ECmP/II8SEhPHDJJaRGnLmypHtKCp9PnHjqZ6/Ph6IolO3ezb0rVjCxY0d6T51aw8mFEKeT4qvwWzqrlZtGjeLd1av5R9++WscRAWhg06a8NPlNxm68G09Q1bTFEiKQVTiCqRySFUJcCIOnglKnkybR0VpHEedAZ9ZrHUGIapWSHIHBoKP3kI4oOh2qT0XRKeh1OnRGHTq9Dp1Oj95Q2XJWp1MqTwcUBUXRoehA0enQKaAz6jEY9eiDDOgNenQGHXqjHoPJgCHIgMGkx2A2orMYUAz6U6s3fToFVcfJnytXdfp0J78/7frK605+/2fXnfz+fFrjnisv4Dh5EX+PK1jPZVumcHWpl5xHfuS+d9fy4+TJf+tYZWEVvLF3M7EhweTtdBARZq3itEKIC+HxePh8zQ6mj70UKrROU7dc3aIFbeLjmfvtt7wwZMgZtx3Oz6ex/A1SJ7RLSGDJ8OHnfP+Vu3dzedOmTF26lHCLhSfmz0dnlc9WIbQkxVfh13pdey1zX39d6xgiQC246ipazJ9P+ZMbCHqoa7UM4ggRSI6uz8QaLiv1hLhQZrcDr6pilb1zAoNRPv9F7WaxBGEOMtLm8UspNFbNZAMV8FTJkURt5AzRs/OnA8TY/n5ngRHLl+NVK/eO9Xp9LFsyseoCCiEu2MuLfiQpPoxJse3BqXWaumd2//4MXrqUKd27n3H9fztcCHE6VVX5cNs2GkZF8XN6Ot/OnUtsr15axxKizpOlYMKvGerXx2o0Uu52ax1FBCCdTsfyUaN46Kl3Mb6xT+s4Qmhu/w97iEmVPSqFuFAWl6ybCihSIxd1RJBbliaJmrM9I5PmF7D6ql3jepzIKeWV50fz1ed30KxJXBWmE0Kcr4zMQj5YsZnlH2ykqNjOwhe/4ZYre0rhVSM9U1Pp17gxj3z99RnXN4qKYn9enkaphD/KKCpixLJlmI1GXl6/ngVDh9J7+nQUWYAihOak+Cr8mmIy0TQxkYP5+VpHEQGqY1ISj1x2GU/PWq51FCE0l77lAEkt2mkdQ4iAZ3FL8TWgmGTgQdR+ERFWsn5N1zqGqEOG9e7IZ3v2/O3Hz213GVOuvZjeA+ZzUffHycsvq8J0Qojz8c13+7io21yef+VbFi/5iXZdH+fSbk0YHtFC62h12sP9+/PF/v1syMg4dd3wNm04mJ/P6r17/3B/VVUpdkq1vC4pc7mYtGIFj40cyS/p6fRv3JgpixahGI1aRxNCIG2HRQBo3rgxB3JzaZeQoHUUEaAGNm3KU99/j9Hpo8Isc05E3aSqkHM4jZ6jp2odRYiA58nLxqiTzxN/5/P5Kr+RtsOiDkhNieLAz4do1qep1lFEHRCR7mTljgO0jY8/r8f5rCq/KtnYHS7ig0KYlNKRuIdCmfroClat3cHEcd3PfhAhRJX5+pt93Dj5bcxmI0/cfTWTbO0rbwhToFytvAjNtIqLY3ibNry2YcOp64a2asWqPXv4v48+4p4+fbi0YUOigoPZnZ3NS+vXc3OXLlzVQormdcWGjAwGt2vH91u2cKKsjHVPP40+UraaEsJfSPFV+L3GTZvy1f79WscQASwhNBRnRQXmMim+irpL9QRRXphPUuuOWkcRIuDlHz1AmMWidQxxFkVOJ0a9HmTit6gDmjaKIX3vcZppHUTUeia7j4e6PobFaOS90aPP67GLMjbz0GtradwwhpJSB3ZHBRazkaGD2zFscPtqSiyE+Cv3zfqEmZMv45bITuA4rdBaLEVXf/Fg3758smvXqZ8VRWHRtdfy5qZNvLNlC898/z0GnY6GkZGMateOfo1lm6G6pH54OI98/TVbjx/n0csuo8HVV2sdSQhxGim+Cr+X2qQJGUVFWscQAc6nqtiKvJRGy9ueqJu8rhBQwWCQfwNCXKjc9CNEWq1axxBncaK0FKvJCDpZ+SpqvzatE9m47BetY4jaTlUJeWIbB/PzKXj44fN++MCUJjxl+w+dO6Qw/8lh6KSLhBA1rqTESe+B8ykqcpCaEsUtCZ2gSIqt/uDloUP/cF1yeDjZDz10xnU6nY4bO3fmxs6dayqa8FNNoqP59PrrGf/++0x/8UUUvV7rSEKI08iZrvB7LocDvWwSLi6Q2Wjk+NcHtY4hhGbyDzsxms1axxCiVsg9fox4W4jWMcRZZJeVEWwyaR1DiBrRpUMKJ7KKUFQZQBfVI/xEBRuvWsbYpxZxZ8+ef+sYKWWh7Jw1jfSj+bTpMoeffjlcxSmFEGezfsMRDAY9R5+bybej/08Kr0IEuA+2b+f6AQOwNGmidRQhxO/I8hfht1RV5cCKFUyZOZNJXbpoHUcEuAqvl2DFQLnWQYTQyJ6vdxOZmKJ1DCFqhby8E6SEhWodQ5xFTlkZIZYgrWMIUSNSUiKx291YfCp2vUxcFVUrJMPBkxc/TUZREVumTiUxLOxvH8tcqOfjQWNZW3GQMROXsPzNG+jRtWEVphVC/BW73c19D33C5T2bwxGv1nGEEBfI4/Xy2e7dfPXss1pHEUL8CVn5KvyWZ98+xtx1F08MGsSApk21jiMCXPeUZFYs/Y/WMYTQzOENe0lo2krrGELUCvkF+aSEh2sdQ5yFFF9FXfLf9q02r0/jJKI2+vKWDymw29l8gYXXUzwwSGnM4zdfwezHVl/48YQQ/1NaWj7dLnmaiy+bT0SYhbntBmgdSQhRBT7Zs4chXbsSJKtehfBLUnwVfkux2YiwWGgYGal1FFELvDZ0GOt2HcRcKrM7Rd2Uvf8IKe26ah1DiFqhsLSExlFRWscQZ5FvtxNus2gdQ4gaYzIZcB0r1DqGqGX0bh+HD2Qxul07QqtwCwtPnMrb32wiIb4KirlCiL/kdLoZef0bdGybzKj+7Xl/4lhwSKthIWqD97Zu5aZp01Bkuz4h/JIUX4Xf0sfGclmbNlz+xhu8tmHDn97H5/Ohyr5G4hxYT+75FnagTOMkQtQ81aen6PhxGnXtrXUUIQKe4vNRWF5Os5gYraOIsyh0OAgPkeKrqDuSEsM58OMBrWOIWsS2tZAv+r7GtuPHGd+hQ9Uc1AR37lhD4/ufokHDaJa8Oq5qjiuE+IOyMie9BjyL1Wri+Z5Xcm9iT2JK5NxIiNpga1YWzeLjCevYUesoQoi/IHu+Cr+lmEzMWLaMu48fZ+qECby1eTMTfvcH39j338dRUcHD/frRPjFRo6QiEPh8PtxeLwQbtY4iRI3zumx4PR6sodImVYgLZXY7cHu9xIWEaB1FnEWR00n9cOmgIuqOxo1iOLgpjdgJPbSOImqB4CwH/xjwFA0iI9kzbRq2oKpp454ZXs7qb3exf9vDmEwyJCVEdVn4wn94fN5XjB/aiac6DERXrHUiIcTZlLvd/HDkCBszM9mXk0OF14tXVemQlES8zUaTqCg6JSVhMRp5a/Nm7poyBUWv1zq2EOIvyJmu8Gs6iwVdw4Y89+GH3D92LKOWL2dY69ZYjEYUwKeqLJs3j4n33svs/v1pFRendWThp348epSE0BByGsssT1H3uMtM0oZGiCpidTm0jiDOUYnLSUykTesYQtSYi9ok8fm/diGlV3HBVJV1kz5GAVaMHXtqT+GqkFZYRGxMqBRehahGG349ypML/s2GhXeRkm0Du9aJhBB/xe3x8K+DB/l4504cFRX0adeO60aNonXnzgSFhuIsK2PbunWcyMpi8549PP7NN8y89FKOFhbScoDs3yyEP5OzXREQjAkJPLN2LXnr1/Ph0qVUKAoej4dxV11FwpAhLLHZGDVpEq8OHUpimOwZI/7ohfU/0zAmiqCVR3ANbYCql0KUqDsOrkvHFhmtdQwhagWLS0avAkWpy0V0VLDWMYSoMT27N+TlRT+AqoJMuhIXIDzbw/s//MrzQ4ZUaeEVIL2okPAwmRArxIXy+Xxs2XaMrBPF3DNzJa1bJmALNpOekc/R9ALuntCHlBMyCU0If3UgL48lmzaxNyeHAR068OyTT5LYuzc625n/bo3Axad1gmw0ZQof/PQTLevVQxcfX8OphRDnQ4qvImAoQUHE9OnDbX36/OG2xP79WXj//fzzpZd4bdgwDdIJf/fgJZcybc1qbpvwLC8tvB3npOZaRxKixhxct5fo1MZaxxCiVtAVF6Kv4oFoUT3KXG7iY0O1jiFEjWneNI7SUidWn4pdJhqKC3B4wc8Em0xc1fzC/mbyeL1klpSQUVREZkkJByhg6Q+bmPPw4CpKKkTdkpFZyMyHP2X7ziyKiu1ERQRjMhl45PZBfPnzXhpHR3NFm2Y0iYyivScOXFonFkKcTlVV/nPoEIs2biQ2NJRJY8fSbfRo9LGx53yMK264gRtfeYWnr7tOOpwJ4eek+CpqjYsmTMDw6qvsz82laUyM1nGEn2lXrx5f/98kPtu9m6nTXuHl7o9S3Fr26xN1Q+aOQyS17KZ1DCFqheO7txBpkRU7gcBeUUF8nHREEXWHTqdDVVVCvD7sepkkIv6eoDIvS5d+xZTu3fH5fBQ4HGQWF3O8tJQTpaXklJWRa7eTU1ZGgcNBidNJmctFeUUFXp/vjGMpioLFaMBmDiLEauFgUR7hYWZGXNvhL55dCPFXDh3O5fJrXqRzxxSeuXUw/UJS0RUAKuCDEV1b/Hbncq1SCiH+yqZjx3ji22/p1KgRi198kfhevVBMpvM+TkTHjmTv2UOQbL0nhN+T4quoNXQWC/dNncrDzzzDEpn9I/7C4JYtWbDuR56/9kUm/ziN8pjzP9ERIpCoKuQcTqP3hBlaRxGiVsjNTCPSatU6hjgHTo+HuDhpOyzqFqvVRPnhPGgubejE3+M+VMS+vDzm/fAD8374AaNej9VkJMRixmY1ExJiJTTcSmKjRNrEhRMRH0Zk/UjCkiMwRlioMCu4zbqTFwWPSTnVBtuw/jAzrnqeTVvS6dg+WeNXKkRg2Hcgm89Wb+f5V77j0Vuv4PrQtuAG8rVOJoQ4FxlFRcz55husZjOLFi6k/sCBKHr9BR0zvEmTKkonhKhOUnwVtUqbMWNo/eGHLN28mYkdO2odR/ipr268iSvefJMvxyzj4q8myp5YolZTPWbsRYUktWqvdRQhaoXivByipPgaEFRVxWA1ah1DiBpVPymSvd/tI0mKr+JvUttFsezEC/h04Dbr8AQpqLr//feSC8g5h2P7ujbg3gUjGT5uERPHd2fW/YOqJLMQtVVaWj59By2kW4dU3vnHWHo764NH61RCiHOhqiqLNm7k3wcP8tjdd9Px+utRpIOSEHWK9CKqI4YMGcKYMWOYMGECJSUlWsepNorJxKxFi/gpPZ1/HzigdRzhpwx6PZ9NmMCnP28l/da1GB2+sz9IiADldYUAKjrZo1KIKpGTnUX9MGllGzCMMsFK1C0tmsdzcFO61jFEgCuNMlAeYaDCojtr4fVcKapK8NE8PB4f72x8kHfe3cBPvxyukmMLUVtNvPVtbh3TkxX9x9DbXh9k6EIbCmBRIEoH9fSQqpcRdfE/uT0ebvv0U9wmE6u+/ZZOt94qhVch6iBZ+VpHJCQkcMkll5CcnMyIESNYsmQJCQkJmuX54IMPmDRpEnPmzGH06NFERUVV2bGNCQksWr6cq6+6ivb16hEVLO3mxB+ZjUZWXX89Ez/8kD5peXT7YoLWkYSoFrkH7RjNskpPiKpSUJhPtwapWscQ50p2FxB1TId2Sbz1/katYwhxJlVl0/QP+fDt9TRqGMO86R9gsZg4mpZPj64NtU4nhN/ZtuMYE295G5fLw4MdL4FsVetItZdZgWAFrAq5nnK2n8hmz/FsjuTkk5FbTHZBKQXF5Tidvy05LigoJ/+dR2G/LEMWf1Th9XLzypWM7t+f4U8+iRIUpHUkIYRGpPhaR0yaNIlZs2bx+uuvM3/+fEaNGsXq1aux2Wya5Ln66qtp0aIFSUlJjBw5ko8//pjQ0NAqO35Iy5Y8etttTHzxRe7s2ZP+0gtf/Il29eqxbvJk2i1cyKUlXhyhF7bnghD+aN83u4lMStE6hhC1RkFJMY0iI7WOIc6VrHwVdUyvno2Z+8xXKKqKKltrCD9h8amsWP4LOzbMxGYzs23HMX759ShjRnTWOpoQfqeszMmgoS9xWd/mLO13rRRe/w6FyqKqpbKoWoKL3TnZ7M3O5WB2PkdzCjieX0JeQTl2h/vUw4JMBqIig0mIDyU5OZJLL2pG00axtGwRT0L8b51vOvR8ghkrV/FMq8spinTT4/EXWXjbNVzma6DBixX+RFVV7lmzhmt792b400+jGGULFCHqMim+1hEdO3Zk7ty5jB8/nnHjxjFgwACeeeYZZs+erUkei8VCv379+OijjxgxYgSDBg1izpw5XHLJJVX2HBdPn86q/v255cYbKXQ6Gd6mTZUdW9QeVpOJYJOJY0+tI+qx3lrHEaLKHdm4n3pNW2sdQ4jaQVUpsttpGhOjdRJxDhRFAZMUn0TdUj8xAqezAptXpdQgv//CP7h0ClcP60Dbro+TmBjOohfHcvMNF2sdSwi/NGL8G4wZ3IFn2g+CYim8/oERsCpg1WHXV7AzN5s92TkczsnnaG4hmTlF5BSU4XBUnHqIwaAjIsxKXFwoifXC6dg1hebNYmnZLIH69SPOe4seo0GHxRpEQYSLHnNe5PLLWjJp3gc8d+dQBuuaVvELFoFk/o8/0rR+fcbOmyeFVyGEFF/rkrZt27J27VrefvttCgoKGDZsmKZ55syZQ2ZmJldeeSXjxo1j7ty5lJSUcPXVV1cOll0gRVEIvegi3vzkE4YPGkTL2FhaxcVVQXJR23RPTmbvtjR6ah1EiGpwYv8RLh5zhdYxhKgVzG4njooKEquwW4eoHiVOJwZFqRygE6IOCq7wUGqQvtvCP/gUhb4LRzLhkcEsmPQ20+7/mNUrJmsdSwi/89Mvh9m28xifjB8HebW48GqisjtJ+cnXqAC2k5PmghR8Rh+7C3LZnZ1Del4RR3ILSM8p4HhuKSWlTlS18nF6vY7wMAtxsaHUSwijdft6XNesA21bJ1I/Mfy8i6rnKr+gnNuu7EHX255n6uRLuGPyJUye1IvLh7yAd8o1DDU0q5bnFf5t0caN5DqdvPDBB7K/qxACkOJrnWMymbjpppu0jnFKYmIimzdvZsiQIbz77rssWLCAVatW8cILL2AyVc1gQVByMgsef5yJd93F80OGkBoRUSXHFYHP5/Nx9+pVfLZ7N3f3HqJ1HCGqnOrTU5SVRaMuvbSOIkStYHXZAaptIEdUneOlpVhMRtDLyj9R94SEmMnblQWdUrWOIgQAxu3HuKPvM6g+iIm28cHb/jMmIYQ/uahNEqpPpSzYS2ReLT3fNCvc/svnrNt8mM8f+T/yvHZmvrSKg0fzzrhbWKiFmGgbMdE2UlKi6HFpQ9q0TqR50zhMJm2Hszu0q89F459m7j+HcOOE7gA0axLHv1dNpd+Vz2G++1oG0VjTjKLmeH0+HvrXv7DZbDz30UfoZYsaIcRJUnwVmtu1axfJyclERkbyyCOPsHLlSkaPHs2KFSuq7DkaDB7MKwUF3D13Lh+MHVtlxxWBa3d2NiOXLycuLJTHZ19PxI1tsWsdSogq5nXZ8Ho8WMNk0okQVcHikk+KQJFdWkpwFU3kEyLQ1E+K4NDPh0mR4qvwE+89sJKxI7vw+OzBWkcRwq8VFtsxmvS4yiuole07InS8X7iTb9YfwOFw0+nm+SgKTLmlD2s/m6J1unP2wTv/x5EjeTRomHjY2wAAIABJREFUEH3G9Y0axvDFJ7dz+TUvsmTGKC71pmiUUNSUEqeT2z/9lCE9enDDggXobDatIwkh/IgUX4XmnnjiCebMmXPq56uvvpoXXngBVVWrpP0wVLYgbjF+PI3feIONGRl0rl+/So4rAtMH27czffVqHrzzOqJn9cQTpJPCq6iVnMVBskJPiCpkKC1EV0XnJqJ6ZZeXY7MEaR1DCE20aBbPwS3pyJCv0IJeVcld+jMbv9rF4Em9WPzoanZsy+C5J7Td9kiIQDD36a9okBJNQr5V6yhVRwe+aHh1/688/sy/KCt3M3vmIEYN74TPp5IQH6Z1wr/l94XX/2reLJ5PP7iFwSNeYem9Y7ikIrmGk50DExCuwx3sw3RcAWctbnFdjdIKC5n62Wc8dNNN9L3vPhSDlFmEEGeSdwWhudatW7Nz505SU1MBMBgM9OjRg6+//pr+/ftX2fMoBgP33HMPt997L8tHj66y44rAsD49nfHvv4/H58Ok1/PI7PFYZnTCo3UwIarRwe+PYIuO1TqGELVG/uH9hAaZtY4hzkFeeTkhUnwVdVTnjsm8/MY6rWOIOsjgU/l42Ets3ZxOuzaJ3HndK8yY2o/Fz48mLlb2SxfibHp0a8C3P+wHswKOWlAQi9Qx+rP3+ObH/dSLD+PHf01jw+Z0rh3SrlZPEm7XJolP3ruFa0a9ytv3jKW3R6MFIGYgVEe2Us5X+w+wbv9Rdh85wYncUlRVpaLCS/16EXx+20TC86VjzPnYk5PDfWvX8trjj9N05MgqWzwkhKhdpPgqNHfbbbdx88038/rrr9O+fXtGjx7NXXfdxbhx46q0+AqQcvnlBM2cSbHTSZhZBk9rs+8PH+Z4aSkf7dzJ5sxMVFVlzmMTqT+gGfn1jDhC9VpHFKLaHfhpN7ENmmgdQ4haIyftEFHBtWglQi2Wb7cTbrNoHUMITVzcvRGzHl2FTlXxyWCgqEFhXh/rfzrEwR2za3VhRYjq0qtnY7Lv+RBPtA9DRgC/f8fomLP1O954fj0xUTZ2bvwH0VGV7VhTUqI0Dlcz2rerz/3TBzJv1Xf0vnxc9T2RRYEwhTzFwS8ZGfx69Bh7MrI5mpVPfmFljzeTSU/D1Gg6XFSf4WM60rN7A8zmymLr3Ke/5KJ/PMuzdwxhaFBz8FZf1NriUH4+961dy7JXXyXpssu0jiOE8GNSfBWaCwsL4/3338ftdrNp0yamTZvGvffei16vx+VyERRUdasWFJOJMZdeSrNnnmFm375M7dGjyo4t/Mecb/7Dm79uon5kOI1TEnj7rUmUJFkoijdyTOtwQtSgzB2HaNylaiexCFGX5WRlECf7+ASEQrudiHApvoq6KS42FLfbS7BXpdQQwIP3IuDYdQp6vQ6Px4fJJMVXIc7HkSN5XDtuEbeN7hWwhVdfPYWL571Mdl4ptuAgVn80mebN4rWOpZnkpAjKHa4LP5BVgTAdx72l/Hg0jW3pWezJyCbteCHFJQ4AjEY9CXGhNGoQQ88+jZjWqR8dLkrCcJZWuA/cM5Chg9sxbPTrvNt0K+8MG4GpSN6//8qx4mLu/Pxz3lq4UAqvQoizkuKr8Bsmk4nu3bvz3nvvcffdd9OlS5cqLbz+17ULFzLknnu4c+xYPtq5k+tat67y5xDa8fl8LNqwkdf+M4v8juGgKKRrHUoIDagq5B5NY8CUXlpHEaLWyMs5TmKotE0MBAUOBy1S6u5gnxAA1goPpQZpIyhqjkOncPmQdlwx7GW++ux2uvR+mq5dUnlx/kitownhNzweDx16PklYqIWP353EZ6t38Mnn29iy7RjTJl7CtOQeAdly2BeqsvjIFo6m5/P6i2O58nIZa4uKCsbuPMfNroIVCK0ssP5yLIMtRzPZnZHNkcyCUwXWIJOBpMRwGjeK5fIrWtG1cyqtWyZccKeB5s3i2fnrg0ye+h6tHp3P0umj6VGRCIH3a1itip1ObvvkE1599FEaDB6sdRwhRACQ4qvwOyEhISxatKjajq/odBiTk5m/ZAkDBwzgqmbNMBuN1fZ8omZll5URbDRS0KGy8CpEXeWrsOIsLSWuYXOtowhRaxQU5NElJVnrGOIclLicREUEax1DCM2EhpjJ35EJXRpoHUXUJYpC/+dHc+zKF2jS9p9c1rc5X/17j9aphPAbdrub7pc+w2UXN2P73iw69HiCpo1jadIwloeu6U8XR0JgFV4tCp+X7ifNVcx//rOfHbuzWPr6BC7r20LrZH4hJsqG0+X+7YogIFxHkd7Fz8fS+OVQBrvTszl0LI/iEgeKohBkMpAQH0bjRjH0H9Cc7l0bVkmB9Wx0Oh2vvjCG7388wPhb32Fwv9bM63I5unIZVwNQVZUZq1cz66abaDF2rNZxhBABQoqvos4yN27Mdb16sXrvXq5t00brOKIKHMjN5ZZPVtI0KR5VJyeIom7zOCqLDrLflhBVJ7+4iIZR7bWOIc5BqctFVKQUX0XdVb9+JAd+OkwDKb6KGuYw6LnlzYl8fv/HrF6zg9tu6a11JCH8RqdeT9K7WyPmtb0cOilgViDPV7nC0K51uvMQorD8xHYef+1rzBYjBw/lkhAfyrb1M7FapePCf8VEh5CRWcS4Hz7k8LF8cvPLADAYdCTEhdKkUSyX9GvCrIuvoGXzeL/42733xU3Y9euDDB+3mIuee4619/wfiQVyTv3O1q00T06m74wZKLLQQwhxjqT4Kuq0q4YNY9ydd9ImPp6mMTFaxxEX4HhJCVcvXUqz+DhuWDuZcq0DCaGxrJ2FmG0hWscQovZQVYrsdppGR2udRJyDMpeb+Bh5DxR1V8vm8Rzcmo6UXkVNK12xmftufZu+fZqxasVkWresp3UkIfyGTlF4dPBASANcKpQG0CpXwBcBC3f/zEsvrCM+LpQlr46nc8cUjhzJo0EDOUf+PZvNxIhrO9AoNZrbpvShU/tkTCb/H4o3m018/tFkFi/9iR4PPc/0cZcyNakrVMH2tYFoS2Yma/btY+WXX6JUw/Z4Qojay//f8YWoRqmDB7NcURh/5528NWIEEVar1pHEeSpxOhm+bBl7c3O5cXBvOj4/mLJIeWsTYv/3+4hMTNE6hhC1htntxFFRQf2wMK2jiHNQ7naTkBCudQwhNNOxfX1eWbJO6xiiDlFUlWCvyvJXvuP2m3tz790DtI4khN/R6RWc9goq+88GDme0l1k/fM2HX26lVYsE1nx8G00ax566XQqvf06n0wX0ntc3Xd+DwVe24errXmaFaTufTrqe8MK6tbK5zOVi1r/+xYdLlxKULNvPCCHOj/b9DITQkKIopAwezGOTJ/PAl19qHUf8DTetWEFUaDAvrZlJs3eGSuFViJMyNh8gvklLrWMIUWtYXJW94PyhHZg4O6fHQ0KcrHwVdVePrg3JOlaETg2sVVUiMFnSC3ip8xzuSJiBq9zN8y9/x6Qpy7WOJYTf8XlVzPrAGbMoia7g5g2f0vzBZzhRWsqG7+9h1YrJZxReRe0WEx3C+m/vpX/f5lw061k+9x0Avdapas68H35g+siRxPbqpXUUIUQAktEjIYBeU6cSHRrKT2lpWkcR52lMu3ZsO5ZFRfsokH0XhDgla+9BGnWRPbaEqCpWl0PrCOI8+FQVk82odQwhNJMQH4bLVUGwV4qvovp99o9PSE4M58D2WTicbi7u0YgvvtrFpi3pWkcTwq+oqH6/X2SRw8Fn+3dz3X/epe2D8zGGGNi96SHeWnQ9MdEysa2ueuj+QaxaMZkZr3zGDes+xhdS+88vDublcaiggKvuvdfv/90KIfxT4Ey3EqIaKWYz02fM4K4HHqBHirTpDCTpRUUoKlD7z/uEOGc+r5HS3BwadOiudRQhag1DaRE6+aM7sEjtVdRxiqIQXOGh1FC3WgSKmrdnawZP/HMwBoOBlxaM4tap7xIZGUybVrLfqxCnU/Cfc8mMoiK+PXyY9Rnp7M7OIaukBJ/Ph0GvJz42jB1Hs8g69HhA7FEqakbrlvXY9euDjL7+TS569jlWz7iJ+kU2rWNVC1VVefCrr3juscfQR0ZqHUcIEaDkE1RUu6ysLL7//nsGDx6M1Y/3VE0ZMIDg2bM5WlBAqnywBgSfz8f69HQqfD68Rv/5I0YIrflcIfh8PkwW/33PFSLQFKYdwBYUWPtz1XkmOTcQdVtIiJm8XVnQKVXrKKKWinJWYD+QTbuOKbz25jp6X9yE1i3r8eO/p2sdTQi/pNMrODw1t+drgd3Oj0ePsvHYMXblZJNWUEiJ0wmA2WikfkwkTZomMmroRTS5rAXuJCulkXp2zl2F5V8mKbyKPzAYDHy47P94462fufjhF5g/5RquNTcHr9bJqtaPR4/SKimJJsOGaR1FCBHA5FNUVLvHHnuMHTt2sGnTJp5++mmt4/wlxWzmplGjeHv1ah7q21frOOIcpBUWsi4tjQXvTsNtli7qQvxXyQkVvUE+4oWoSjlHDxLlx5PIxJ+Q4quo41KSIznw4yEaSPFVVINQdwW3N5yJz+ejZ/dG/LopnWXvbWDsqC5aRztv4fVm/M/bR4/oxMsLRhFebwZBQQY2/nAvyUm/Tdgec8MSwsIsvLxgVHVHFQHOoNfhrPBU+XHzysvZkpXF7uxsXly/HlVVQVUx6vXER4aRkhRLp/6tGdO9CdEd61EebaIsXI+q/+1cKefkV6NPZfdPh7EGS9cE8ddunNCdXj0acdV1L/Nl53280ncwutLac+69ZNMm5s2Zg6KvQxvcCiGqnIzMimr31FNPMWTIEDIyMrSOcla9Ro7k0VdfRVX9fx8OAT+lpREdHIxnULLWUYTwK/u+2U94QpLWMYSoVXIy04i11c62WrWWFF9FHde0cSxHdhyjgdZBRK2jqCpZH2wiIsLKtDv6svid9dhsQTRqFKN1tL9l39ZZp77/+LNtzH36Szb+cO+p68zm3/rYKwo8/vSXvLJwdI1mFLWDoih4Vd95Py6zuJhNmZnsys5mf14eRwsLyS4tpcLrBUXBpNcTFRJMfHQ4E4b25uJ7+2OPMlIebjijS5gHOPE/nsfgU/l85Gv88NMhPnjrxvN/gaJOadI4ll2/PsioCUtoN38hq2bcSEpxqNaxLtjxkhIURSG5f3+towghApwUX0W1Cw4Oxmw2U1pait1u9+vWw4bkZLo0asQvGRl0S5aCnr8rc7tJiYvCZ5DBVSFOd3j9XuIaN9c6hhC1SvaJLJLDwrSOIc6B3e2u3J9X9nwVdVz7tkm8+d4GrWOIWmjng5+w9JXvmHJrb2KjbezbcxyALh1TNE7298TF/lYsCA0xg3Lmdae7+YaLeeHV77jj1kto1SKhpiKKWkKnU3B7z+zP6vF62Zuby/YTJ9idk8PB/DyOFZeQV1aG1+cDRcFsMBATHkJibCRJrevRrVVnGnRviCE1jPJwPQ6b/oxxkf9VYP0rRp/Kngc/4ad1Bzm8859YrbLyVZydwWDgo+WTWPbuBnrPfomZEy/jlriO4NY62d/39tatTBw6FJ0fj18LIQKDFF9FtVMUBb1ez8CBA1m6dCmTJ0/WOtJfUhSF8ePG8eSCBVJ8DQDt6tVjyebNWscQwu9k7j5M+0HS9kyIqlRQkEfX1MAcVK5rjpeWYjUaQS+Ts0Td1rVTKnPnfYWiqqjS1UdUEZ2q8ul7G7BYjCx7/1dWf7GLrp1TGTW8Mzpd7d8KpkunVAYeyuWRuWt4/62btI4jAkB2Tgmbt6azY1cW2Tml3PLcR5SXuHBUVICqgqIQajYTGxFCvfgomnVrzMA29UnunApJwZSH6XGE6FB1Z76PF1RhxlCPj/eHv8Knq7azb+ssKbyK8zZ2dBf6XtqMq659mY8jtrNy4nisBYFXdvD6fKw7coSHFy/WOooQohYIvHdBEZD69OlDo0aNePbZZ/26+ArQ8pprKHj8cYocDsItFq3jiP8hs7gYvU4GkoQ4naoqFGRk0LhLH62jCFGrFJaW0iAy8ux3FJo7UVqKNUgGDYVo0CAau92N1adSLpMRRBWx+FTKylwUFTmY8o8r+PdHmzEa9Qwb3E7raDXm4ZmD6NlvPj/9cpgeXRtqHUdoyOl0s31nFlu2ZbDvYA5H0wo4caKY/IJyfD4VAJPJQExsCAnJkVw3sistU5OJb5mCrUkkznAj9lA9botS2dP6NLk19SJUFccXO/n2+/3s2zrrL1d9C3E2CfFhbFp3P/f/4xNaPzyfN2aM4hJPMqhaJzt3248fp1PDhhhTZNKtEOLCSfFV1IiIiAjKy8vp2rUrH374IcOHD9c60l/ShYYyvF8/Ptm9m4kdO2odR/wPa/fvp2F8YO4rJER18bmDqXA6CE9I1DqKELWHqlJsL6dJVJTWScQ5yCkrI8QcpHUMIfyCqqrY3B7KLTIhQVSNcp3CvO/uIW39Yer3asKSZ//N0lfHax2rRjVvGs+o6zoy+7HVfPX5HVrHEdXE4/Gw/2Au23dksmvvCdIzCsg4Vkh2TilutweobCMcEWElISmCeg2i6XRlG5LbJpF4UX18NjN2vYJdp/yh+0DZyYs/SHZ5GDl+MQ/ed7kUXkWVeOKxaxh2zUWMuWEJA3u14PmLr0RXFhiTwDZnZdGtc2cU6RgihKgCUnwVNaJ379488sgjLF68mMGDB9OzZ0/q1aunday/NHjMGCb83/9J8dWPZRQV4XC7yatwah1FCL/iKrP+Yda0EOLCBFW4KHe7SYmI0DqKOAe55eWEWqX4KgRU7l9ZuOc4dJAVHKKKKAquFgnEt0gg7c2fsFhMNGkcq3WqGvfAjIF06vUEq9bu1DqK+JsKCu1s257Bjl1Zp1atHj9eRGmZ69R9QkPMxMSHEp8cSWLbRHqM7UpKp1TM9cKw63TYdQqeP+nGlV2TL+QCmHwqj/SdR2mZi5tv6Kl1HFGLdOmUyu5NDzFywhu0e3Yhn91zAw2KwrSOdVa7srO58vrrtY4hhKglpPgqakTjxo3JyMjAaDTy6KOPMnPmTN58802tY/2l8Pbt0SkKpS4XIUEyeOeP+i9aRK/WTZg0azgercMI4UfSN2QSHC6tUYWoSsHOclDVOrGXXW2Qb7cTajVrHUMIv5CaGs2ub/bRRIqvogpZvT5+fOBjfvl6Dw0bRGsdRxNJieFMmtiTR59YQ2qKdMbwRwWFdjb8epSt24+xd382R9PyycktpaLCC4DRqCcyKpiExEjqNY6mb68mNOrWgPAmcTiNeuw6HW6FP0xsLdLgtVSXovc3sHVHJjlHn5DzXFHlTCYDK9+7meXvb+SSh19mxvi+3JHYBVxnf6xWjhQU0KBtW61jCCFqCSm+ihrTqlUr1q1bd2rV68cff8ywYcO0jvWndFYrLevX51B+Phf58Qrduqzc7WbMGxPIaSL78gpxuv3f7yEmtYnWMYSoVcxuh9YRxHkocDiICLVqHUMIv1A/MZzjB3KQMwNRlXJXb2fl2+sZO7Izt9/SW+s4mpl2Rz+WLv+FtIwChg6+SOs4dYLd7ubg4VwOHc5j1+4s8ovsHD9RTG5eGYUF5WesWjUa9cTEhpKYGkVKqwS6j+1Cwy4NMcSFUK6vXLXq+11h1QmcqOHXpKWtPx7i6ivaYDLJ8LCoPmNGdqbfpc24+rpXWGndzmf/NxFbgf/9zrk8HoJNJoypqVpHEULUEv73TidqrdmzZzNmzBhee+01Hn74Ya688kp69epFTIx/7tkZFRlJgd2udQzxJzYdO0aU1Up+qqxqEeL30rceJLFlZ61jCFGrGMtLpZ13AClyOGiYWDdXYgnxeyaTAafHp3UMUctEN4mjosKL3eHm6QX/5olHhtTJVXMREVbuuv1SHpm7VusoAS0vv4y9+05w8HAuR9LyOZZRxPHsEvILyiguceL1/vYeptfrCA0xExlqYcf+E3Ts3oj2vRrTp1EMcU3iiGoSQ0WQCYdOwfEnxdX8mn5xfkynqjhKnaf2rxWiOsXFhrLh+3t5+LFVtJk1j5fvGs7luobgR6cox4qLSY6ORpEOiEKIKiLFV1FjoqOjeeWVV7jhhhvo27cv+fn53HTTTXz22WdaR/tTwVYr5eXlWscQf2LWv/9N2wZJeI0yEC7E6VQVco6k0Wv8NK2jCFGrFKcdkG0IAkix00lURLDWMYTwC3qdAj5V6xiilnE2j+e+50bx6xe7OLI/m5vveJdFL47VOlaVGDuyM2NH/vlExqKsZ/5w3bQ7+jHtjn7VHSug+Hw+cvPK2Lc/m4OH80jLyCczs4gT2aXk5ZdRXOLAc9qkEJNJT0SYlZhwG/GRITSOiWJA0yY0jY2mSVQUNjUInCo41MqvlV2DmXD4W3JUJy0euAIAN3Bcg9cbqIJ2ZvLl6u3s/vUfWkcRdcg//3EVw4ZcxIjxi+nRoQGLBw5DV6x1qkrpRUUkJyRoHUMIUYtI8VXUqIYNG9KnTx/at2/Pddddx+rVq7WO9Jfi4+NJ275d6xjiT+zJzubl76dTqHUQIfyM6jFjLyygXot2WkcRolbJTTtMhFXa2AaKEpeLqAj5/yUEgMNZQVCYdIsRVUtVFCLGdOWakZ1RP9rE1NuXax1J1ICCQjuHDudy5Gh+ZUE1q5jMzCKyc0v+n737jo6q+to4/p2SSaakTAohISEk9N6DICBFkKIgCKIo1QKKInZUFBsiFlSaigUpFhQVFQsiTZoUkSI1hJree6bf9w/48QoCgia5k2R/1pq1IPfO5JlAZuaefc4+ZGUXn91LFcDXV481wERokJmI0ADqhoTQI64u9cJCaRQWRoDGF0qU0zebAheaI1Jy5ob7AgdhSHxLHpr5cXk81WrB19+IwUeHxSLvEaJitWwexb4dTzHqrsU0eXkmXz02miaFwWrH4lR+PjENGqgdQwhRhUjxVVS4Z5999uyfGzdurF6Qf9CoaVNWrl6tdgxxnt0pKRTa7Rgy7BDho3YcIbyK2+6Poijo9fL2LkRZykg+SQ2zrKSsLIrsdmqGBagdQwivUFziIDgiUO0YoorKWrGHB2//gAXvjFA7irhCNpuD5JR8UtPySUktICOrkPSMQtLS8klNKyAru5C8/HNb/vr46Aiw+BIcaKaG1UKENYBrm9SnQY0QWkZGEozxdDG1VAH7RQqqdiAJLlZQvRJddGGU5pfi8XiqZdvr/8oRbSUw0ESnnq8zd+bNtG4ZrXYkUY3o9Xo+XjCGb7/fQ79H3mP80KuZXL/L6dcPlRzPzSW+bl3Vvr8QouqR0VkhLsISFESp06l2DPEX3x88yPivv+aBUf0oiDWqHUcIr5N5pAQfP/ndEKKsZWekEuHvr3YMcZlKnE4iw6XYJASAze7E12RQO4aoomI6xmEy+uBwurDZHPj5yf+1iuLxeEjPKOTYiWxSzxRM0zMKycoqIi+vhIJCG4VFNoqK7BSXOPCc135cq9VgMhqwmHzxN/sS5G/EajFRx2qlZ9261A8Lo2FoCBaP7+liSOklVqgqQDKURUH1SgSlu7BGBHHglwM07d20Qr93VVCi0/L8psdYN/U7bhjyDo9M6snYEZ0ICJCVsKLiDOjfgs6d6jFg6Nt8u2EfK+4dTXCuOtu9HM7MpEnbtqp8byFE1STFVyEuoqSwEKOPrKz0Fl3ffYfs4hKmPjcCy8PtKFU7kBBe6NDaAwRHxagdQ4gqJys7g87hNdSOIS5TidNJeISsfBUCwGZz4WeWgpgoe/6ldjL2pzHtvVFMm/wlv6w9xHtzhqsdq1LKyy/h5KlcklNySU0rJD2jgKysItIzCsnMKiIvv4TCIvs5bX0B/Pz0+JuNp1ejBpgI9jcR7m+mad0ahFnMRAT6E+EfQHRgAH6Kz+nVqA7Ace7eqRdUCpyCii6oXgkN0PGqxmxZsFmKr/9SYag/befcSqfx1/D+xE957c3VfP/VPZiMBvyMPkTXsqodUVQDwVYTG395mFdm/kybZ97kjfsHMsi3UYW+/Lg9HuwuFyZZ+SqEKENSfBXiIkqLizFJ8VV1Ho+H7u+9R1iQP5MOPoPDJO2EhLiYo9sOEtmwudoxhKhycvLziW3cSO0Y4jK5PR5MAerMmBfC25SWOjEGSFcMUbb8S+080uBpNBoNGo2GomIbtw1rr3Ys1Xk8HjZuTiQlNZ/0jAIys4rIyiomN6+EvPxS8gtKKSqyY3e4zrmfj48Oi/nMClSLEau/CavFSNvoWtRpZaVOsJXYoGCC9H6nC6i2Mzf7PwRyA3lnbl5cRP0vxlzVnuFT31Y7RuWm0WBvXovRax5m3xNfMeLOhbjdHrKyi1n9/USaNYlUO6GoJh57qDcD+rdg0K3z+aLJHhZdPwR9QcWMAZ7IzSWuRg20VplwIIQoO1J8FeIiCgsLMRlklrhaErOzqRUQwOrERIocdiZteRq7FF6FuKS0Q8foOmqA2jGEqFoUhbziIuqFhKidRFwJ+QgnBAAulxuDn0woFWUr+Yc/CQ21sOHnh/j9j5MEB5mIjQ1VO1aFKCqycTIpl5OncjmVlEta+ul2vxlZhRw4mMappFw6x8cRZDES7G8iwt+fluERRAT6ExkQQKzVSojBiNapARv/X0i91DaHJWduVbSA+l+0KDThcrhw2BwYpO31f+LWaGj08k08OX0wZo/C7ue+5YYhb/Pc09cz8tYOascT1USjhjXZt2MKd9zzMU1ffoNPHr6dtqXh//rx8m02dqWk8HtKCgfT08m3//+sFX+DgVCLhfs7diTfZsPq749GoymLpyGEEIAUX4W4qIy0NEJNJrVjVDsncnNpM2sWVqMRh9uNVqPhhdfvwG6WwqsQl6K4deSlpRLX7mq1owhRpfi4nRTZ7VJ8rWx8ZOBECACX24OPFF9FGdv54z7atqoNQNvWtVVO8+/YbA5OnMrl5KkcTiXlkZqeT3paARlZxeTkFpNfUEphoe1vrX51Oi1msy8Wi5FAqz+BwUFYQ2vSKK45HQdG8vrTc7i68+08EXCB61c7kAbMKgdBAAAgAElEQVSnK62XqraKy2XJdxPVIILfFv1G17u7qh2natBoKNZpqP/cQF6+tgnP3Poea9cfZu7MYZhkD3FRAbRaLQveHcHPvxxgyMSFjBzQnuea9YCSf37d9Hg87EhO5odDh9ibmkqg0Uib+vXp3KMH98THExIVBTodisNBUXY22378kYeWLWNMu3Y4nM4KeHZCiOpEiq9CXIBis5Fw+DCNgoLUjlLtRAcGYjYY+Gzlc+RawGPSkRsnRXAh/onb4Y/H5cIUIK9bQpQlo60Ej6Jg0MvH5krFIMVXIeD0yledQV6/xH+jVRSCXR7sGg2Fei27tx7l1RdvVDsWLpeL5NQCMjIKycgs5GRSLimp+WRmFpKVc7rdb2GhneJiGw7HuUVUrVaD2eyLv78R/0DLmSJqDeq3CyO4ZgTWiGiCo2PxCQjD5vHF7vHFpvhi9xjwoLtopjs/6MPssTdw55RnCCvOK+8fgQD6dG7JD0u3S/G1jCkaDXRtwEs/PsDELq9w84gPWPDu7YSF+p89p6TEwZatx7imS1308llZlLHe1zZm77YnGTD0Hdpv2s+KiWMIz73w+GC+zcbMDRvYm5ZGu7g4htx8M6/0748+OhrNRbaUCwZ6t2xJvs3GTxs2MHLQoHJ8NkKI6kjeGYU4j6ewkOduvpkf//yTb0eNUjtOtaPVarEajSSnZFM6uI7acYSoNIqzdGh1Fx8IEkL8OyZ7idoRxL8hC/2EAMDl8kjbYfGfFX23m4dHLUCn01KnTggpqXlE1Az8T4/p8XhIzygkKTmPtIwCMjOLyMktJjv7dNG0qMRBSYmDggIbhUU2ioouXED18/PBz8+A2exHQJA/QSFWgkJr07xpDazhNQmoEYE1oja+QTUo9RixeXxxKnrsHl9clxgSKwWS4Z/3VT1PeGwDatZvzLgNv7HkqtaYHKVX/LMRV+b2xs15/8Of1I5RZTlbRDFn4+O8MfID2nd5hf59m7Fl6zHS0vJBo6F2tJVTSbls/uVhYmKkU4woWxaLH2t+nMS8+euJf2YWL97djxFBLeDMIlW3x8OinTtZvm8fj44Ywev33IM2PPyy2wdrAwIYNnMmN7vd4PGU4zMRQlRHUnwV4jylhw6x/tAhvhoxAuNFZkeJ8pOYnU2+zYaxbU3kMlWIy5ew/ggBNSLUjiFEleNXWqx2BHEFHC4XWo1GVr4KcYbT6cZgljaR4r9ZNnMVUx7vw003tmb9hsPk5JVSUGhj1ZoDZGcXn15lmltCfn4peQU2CgpPHy8uPl1AtdkcfyucAvj5+WA0GbCYjZgtRsz+ZswB/viH1sZqsWD0txAYEkZgjQiCIqPwDQzHofE7vQrV44tdMeBS9MDFX/NLz9yutIj6X4x4cwnvjOxDwy3rGDVsFC+GGivum1dDMSlg8DOQnpBOeP1/vzekuDh781rct/NplA0JrJi9hl5D2nLDpJ4UWc0U67RsnPAxt45ZwOY1j6gdVVRR9959Df2va8YNQ9/hy9p7+HzYcH7fdYoZ69czsEMHVq5ejW9s7L9+fI1OBzKZXQhRxqT4KsR5fGNi8NXr8SiyB0tFW5eYyIjPP2fyAzeRE+OndhwhKpUjWw4RXreh2jGEqHKKko/LZKxKJLWwED8fPZfoCClEteJyefDz98WmdhBRqWVlFjPl+RW89tZqtFoNBoMeo9GAn9GAyWTEaD5TOPX3J7BWLaKsQVisVizWUPxDwvAPi8DHYsWl8cPuMWBT/LB5DDgVHy5VOP2fswXUSrIdn5/JwqRlG9n65SK+//ZjXrxpgNqRqjQfh0KrqxqwZtYabp19q9pxqizPmTbE/bs2ACDpL8d6zR7Ot1GPcuJUDjHRweoEFFVeTEwIu357grH3LCHq0WkMbNaMpQsWENaly2WvdBVCiIokxVchzqMPC6N+eDiZRUUE+kkBsCJZjadnBHtcHrRuBY9OPjwJcbmS/0ykcdf+ascQosrJOJZw9v1JeL/0wkLMBgPIAIwQwOk9X338DFJ8Ff/J7e8+xfSBTxHRshNDp76F3mLlcoqmClBw5lZZCqdlyWA0odfLBK6KMKZbRx58bbHaMaqtAr2Wa/u34MUZP/HenOFqxxFVVF5eCS+99jNut8Ksl25n7IiX8alRU+1YQghxUVq1AwjhbTzFxRzNzKR2UJDaUaqdlpGR/DhmDDPmfEXAhky14whRaSiKhqwTJ6nXoZvaUYSocrJSThBmsagdQ1ymtKIiLH6+ascQwmu4XB4MFvmdEP9Njc4+TDs4F0UHix4bx+UUXgU4baXodLLmoSJ09QRjK7ThcrjUjlJt3Tj1elatPkBBgUz3EWVLURQWfryV0eMWM+Sm61n+7WbGPfyRFF6FEF5Piq9CnOfU2rUYdDoMerlIUsOWkyfRajR4QmSQSIjL5XGYcJQUERZTV+0oQlQ5makpRPr7qx1DXKbM4mICjPIZoiwlJedx30Of06j184TFPE6z9i/y+NPLycn5//2Q+980j8nPfHPO/d5+fwM16jzOF1/trOjI4i/cbg8Gk6y8E/+dKayYHvcPJC89Re0olYbTVoJexhUqREC2m4i6Ndj6yVa1o1RbxVHBDBoeT/MOL/Lx59vVjiOqiLy8EkaPW0xJqY6fVq6iV7/H0epkYqwQonKQ4qsQ5/l11Sp61a+vdoxqq2tsLBaDgeJGAWpHEaLScJaakRUIQpSP7OwMogMD1Y4hLlN2cTGBZtk2oqwcP5FN975vkng0k/fn3cbOTZN5Y8ZN/LoxgV4DZpObW3LB+7306kqef+kHlnwwmqGD21RwavFXHo+C3s+gdgxRSSgeHad2+FKceW4XKEXRcOAnN++NnEL84BEqpat8bMVF+BpkQlBF0ADXdm7J9k+l6KcWl1ZDh7duYe6Kibz48o9qxxFVQFp6AaPuXszDk8by+JRF+Bpj1I4khBBXRIqvQpwnOSUFo17PxuPHcbikZU1FW/zHH7RtFIvbRwpJQlyukzvSMAVKq/TzfTH1Pp5oE8a6BW+d8/V9a3/giTZhABzdsYkn2oTx3DX1cNrPbZF16s+dPNEm7Oy5onrKzsulTnCw2jHEZcopLSUowKR2jCrjkSe/wuCj46tP76Zzx7pER1np1aMxy5eOIzU1nxdmnDu4qigKjz71Ne98sIGvPr2b3j0bq5Rc/JVH9kAWl+mH5w4ws89DPNXwbvJOnu764HEZ+HVWDu8Me5ybn59L59vGq5yy8nCUFGP0leJrRRndrBVJe5PUjlG9aTQ44mMxGQ3MnL1G7TSiEktKzuOu+z7mrTefpnOPiWg00sVDCFH5SPFViPPUqFGDtzZtYnNqKvd+880/30GUqdVHjtCpV0u1YwhRqRxaf4AQaTl8QXpfP9Z/NJvSgrxLnudrtrBv7Q/nfG3HN58QVDOqPOMJb6co5BQV0jA0VO0k4jLllpYS5G9UO0aVkJtbwup1h7ljdCeMxnMHvMJrBDB0cBu++nYXiqIA4Ha5GXf/p3yzYg/ff3kvHTvEqhFbXIBH7QCi0ji15zDNevYnNKYe+344yaoZx3k08jG+mvoSfv4BNLy6p9oRKxWXw4avj6w8ryhxqeDj50NmYqbaUao1h1bD0z89wPwPN/LwE1+pHUdUQlnZRdz74Ge8M/clWrS5HY1MIhNCVFJSfBXiPGNmzmTn3r28+N13WC0WDmRkqB2p2th28iTphYXE3huvdhQhKpVTu45Qq1ELtWN4pXrxXfEPqcG6D9+65Hltrh/G7998cvbvTlspe1Z+TZsbhpV3ROHF9G4nhTYbjcJk9XNlkW+3ERIoK1/LQuKxTBRFoUG98Aseb1A/nLy8UrKyiwBY+MlWlq/YzYpl99C8aWRFRhX/wCNjluIyDZ9zC3/+soLQ6Dg+e+wFNn70DSNnLmLA49O5aeqbaserdNxOJ3qdTu0Y1YaPQ6FF+3qsnbtW7SjVni0ujNlbnuDb7/eoHUVUMi6XmwkPLuXVlx+jcYuhUngVQlRqUnwV4jwaX190oaFofHy47ppr2HD8uNqRqgWb08nNn3zCsy+MIi9c2okIcSUyEo8T17aT2jG8klan47r7nmLz0vfJT0+56Hmt+9/M8T9+Iy/1dKuyP1evwBoZTaQUtas1o70Uj6Jg0OvVjiIuU4HNTliov9oxqoX/rXj936DYVfGxmM2+vPjKj7hcbjWjifN4ZF948Q88Lh8S12vR6o34h4UT3awNk3/YxaTPf6V2y/a0uX4Y9a/qrnbMSsdWmE+A2ax2jGpldI9O7JGCn1dwRQTgcLooKXGoHUVUItNeWcnNQ7rTvtNYKbwKISo9Kb4KcQnN2rThcKa0rKkIM9avp1nNmvhNkJbDQlwJj8tAUXYWtVvIivGLadqjPxENmvHLOzMueo4lOJQGV/fk9+8+A063HG47cHhFRRReymQvVTuCuEJFDjvhUnwtE3F1QtFoNBxKSL/g8YQjGQQFGQkJPl1YaNIogm+WjmPj5kRGj1uM0ykFWG+hyNil+AfLJ//Om/0nMu/GNyjMTKfTrXdhCrSqHavSsxUWEGSS4mtF6kEYpfmluFwutaNUe/k6La3bxDDt1Z/UjiIqic1bj5KTa2P0nS+j0UjXACFE5SfFVyEuISMlhWCZqVohetWvz87kZIJTnWpHEaJS8dj9URQFvUH2k7qUvhOfZueKpaQfPXTRc9oNGM7v331GTtJxTu7dQau+QyowofBGfqVFakcQV6jY7qBGmEXtGFVCcLCZ7l3r88HCzZSWnvv5LD2jgC++2sngAa3OWZXQolktvv1iPL9tO8aouxdJAdZLyJ6v4p+kHjhKi+sGkXxgNzViG1xywpq4fPaSIqxmeU+qSAFZLiLrhbN10Va1owiNhttfvJHPv9yJxyPvROLSSkocTH9tJa++OhOtTiZSCiGqBim+CnEJ27dto22k7FlVETrFxBBkNFIydQumVJvacYSoNPJT3Oh8pFX3P4lt24n6Hbvz85xpFz2nYedrcdltfPn8JBp37Y05KLgCEwpvVJJyAj9pOVyplDqdREYEqR2jynh12iDsdheDh89n02+JJCXn8cvagwy6ZT4REYE8/Xjfv92nWZNIvlt2D9t/P8HIuxbhcMjqI7XJkLe4FGepkdyUVP74YRlXjxjBoOfvZce3n6odq0qwlxZTw1+KrxVJA/Tr1obfFm9RO4oAlPZ1iI0LY+DN77J561G14wgv9tKrK5l0/zBCa0pHLyFE1SHFVyEuITUjg3CLXCxVlMiAAEYt/pQVtywmZGcB/itTMJTIcJEQl3Jw3SGCakapHaNS6HP/0xz4dSUnd2+/4HGtTkfr/jdzdMcm2g6QlsMCMo8lEGwyqR1DXAGnx0NAsFHtGFVG3bgw1v70ALExIYwdv4TWnaYz6dFldO5Uj1Xf3o/VeuHfj8YNa/LdsvHs3HWSEXculAKsyjyyZ5q4hLQ/FTKOHmHIs7P47dPPeG/0I1w77jG1Y1UJLrudIKO8J1W0MY1bknIgVe0YAnBrNDzw8yQatqvDraM/ZPXai3chEtXXvgOpZOWUcOOQybLPqxCiSpGp/EJcQtOICKauWoWvXo+fXk9cSAh1rFbqBAURFxJCdGCgfDAoQz+NGUN6UREDFi7kp65P4+fjg49Wy6THhuD/uMx+E+JCjm87THi9hmrHqBRq1m9Cq75D2Lz0/Yue0+veyXQdOQGTrHoVQEbSMcJkElalotFoQLqwl6naUcHMe/OWS57z/Zf3/u1rjRrU5NCuqeUVS1wBmcooLiW0rgVHaQnLpt6PKdCK2+nA1yTvfWXB5bARbDRCUaHaUaqVqCQ3fv5+JO1JIqqFTFJVW6HZl3avD6VFr8aMvvU9Zr12M4MGtFQ7lvAiM2b+zKuvPC/thoUQVY4UX4W4hFELFzKyuBhPbi4lKSkk7N3L0SNHOHj0KN9t2UJSbi4oCnqdjtpWK3FWK3WDg88WZnVaWVx+JfQ6HbUCA/l94sSzX/sjOZlbX/6U6RPaYrfoVEwnhHdK2X+Mln1uVjtGpdHrnsnsXfXNRY/rfQzorSEVmEh4s4zUZGr5yyBAZaIoCvjIxDgh/kqRXwlxEYqiYc4NM4lr15nk/buY8tuHLLl3Hsd3/UbzXgPUjlfpuRwOQoxGkC3kK5TeBfGdGrNm9hpGvjdS7TjiDEOfZvQb2IrnX/6Bnt0aEhDgp3Yk4QU2bz1KdK1Q6jfqp3YUIYQoc1J8FeISNBoNGosFrcVCQHQ0bTt0oO2ZY4qioBQX48nLw56RwbH9+zl84ACHExL4cetWknJz8Xg86HU6YqxWYv93Cw6mdlAQPjopJF6O1rVq4VYUjMUeKb4KcR7FoyH71Enqd+imdhSvNPS5OX/7mjUymhd+Szr797h2VzN9Z+ZFH6Np936XPC6qtuysDNoGy/6hlY5BKk1C/JVb7QDCq+UkJWGNrE3Lfn3ZuGAdJ3b/wSPfzFc7VpXg8bixyN7xqrizeyfuev7i3W6EOm6YN5zSUQvo3vdN1v44qVIVYDOzCpn2ykp+WXOQjKxCggJNNGsSweSHexPfrg4Au/cmM3P2ajb/dpSCQhtRtYK4+qq6TLynG/Xqhqn7BLzUm3PW8OEH89BopXWNEKLqkU+BQvxLfy3M6qOiaNamDc3+ctxTWoonJwdbWhrH9u/nyKFDJCYmsnrnTk5mZ+Nyu9FoNEQFBhIXEkKc1UpccDAxViu+coF2jkK7nSOvbCD09R5qRxHCq3gcFpw2G0ERtdSOIkSVlJ2fR516cWrHEFdKxm6EOIfs+SouRqNRMAUF4WM0svenlWj1eiZ9sQGDX+UpiHgzDRr0btnzWg3xxf44Sh04bA4MfvLBwFsUmXwZtHQcBX3e4vGnl/P2W5fe1sCbjLxzEU6Xm3lv3UKdmGAyM4tYvzGB3LwSAH5atZ+Rdy2kxzUNeW/OcOrUCSErq4jl3+1h2is/seDdESo/A++TcCSDmNphRNbuqnYUIYQoF1LhEaKcaI1GtLVqYalVi+Zt29L8L8cUux1PTg7OzExOHDxIwsGDJCYksHHvXk5kZuJwn56fHuHvf7YwWzckhFirFT8fH3WekIr6NGjAzt8T6I0UX4X4K3uhr+w7LUQ5yisqpEGItKGuLP43sW3TZ4f5bt2fPDzpWsLayMplIRS1AwivZvT3J6Zle26c/CqWsHD0MhG4zCgoUnxViX+em1r1a7J18Va63NVF7TjiL+xaDXe+PZw7WjzHmBFXnV016s3y8kvZsu0YK768h84d6wJQOyqYtq1rA1BS4mDCg0vp1aMxH384+uz96tQOoV2bGPLyS9WI7fXmf7iJYcMGodFIlzshRNUkn6qFUIHG1xddRAS6iAgatmhBw78cUxwOPLm5uLKySE5I4PD+/RxJSOCz/fs5lp6O3e0GRSHEbCYuJIS6Z1oZxwUHE1BFZyivO3qU95dNJkvtIEJ4mSObTmEJDlU7hhBVkt7lpMBmo36o/I5VFgV2O5lFRdz6wmKuql2bTsPe4Id546jfK1LtaEKowuFwodVq8Mg8LXEJw+fdxSvdJtKoc2/pplLGNGjQeaT4qpbenVuy8rNtUnz1QkVxYQwe2o6p077nx68nqB3nH1nMBixmX77/6U/at4nB1/fc4fTV6w+RnVPMA/d2u+D9gwKNFZCyctmy9RhuD3TvNV7tKEIIUW6k+CqEl9EYDOjCw9GFhxPXtClxN9549pjidOLJy8Odk0N6YiKJBw5w+PBhvj92jGNbtlBot4OiYDWZzmllHBccTJCx8n7YaxgWxrZv/iDuur5qRxHCqyRs2E9YXAO1YwhRJZlsxXgUBZNBWtVVFsEmE8lPPolBp0Ov0/HJrl30Hv82+1Y9iSmu8n4OEuLfKil1oNNp8agdRHi1iOY2bpv1DB/dfwtPrNyrdpwqR+eRXZfVMqpZCxZ8tFLtGOJCNBquf38Uj9d7kvotniUyMpBV396PweCdw9R6vY65bw7jgUe/YMHiLbRsFsXVHeMYPLAVzZpEcvTo6aUCDerVUDlp5eB0upn++kq+WLoQrc6sdhwhhCg33vmuJoS4II2PD7qwMHRhYUQ3bEh0v350O3NMcbvx5Ofjyckh69gxDu/bR+Lhw6w6dozEbdvILzm9D0Wgnx91zhRmY88UZ0PNZq9uXXo8N5eHhrUjV+0gQniZpD1HiG3VTe0YQlRJRoe0B6uM/losH96qFb8eO8qYuxez9Ns7waRVMZkQFc9uP73yVdoOi3/iZ/HDaZP3vbKmoKD1yPQHtdROAR9fH7JPZBMSI9tIeJtCvZZXDjyHT1YJSx5dRs/rZ/HjV/disXhnR7eB/VtwXc/GbNl6jG2/H2f12kO8NW8ds14biqLIO+2V+OmX/fS9rj1hER3VjiKEEOVKiq9CVBEanQ5dcDC64GAi6tUjolcvrjlzTPF4UPLzcefkkHPiBEf27ycxIYFNR4+yaNcusoqKQFHw8/GhTnAwdYODiT2zz2xNiwWtVr3BylN5eWg0GkraBauWQQhvpCiQdfwUPe7spHYUIaokv9JitSOIMjBv4I30eP89enefxc9rJ0oBVlQrNrsLnU4LXjzJUqgvY7+JD8bex4jXF6odpcrRoJHiq4oMdoXm7euxZs4ahr46VO044gIKjL4Q7cvgxWP4ecInNI9/iacn92XwwJYEBZrUjvc3fn4+dL+mAd2vacDjD/Xm/oc/Z/prK5n+/EAADh/JqBR72Krt2xV7eO216V69CEQIIcqCFF+FqAY0Wi0aqxWt1Up43bqE9+jB1WeOKYqCUliIJzeX4pQUEvfv5/DBg+xOTOSr/ftJyc8HRcGg1xPzvzbGVit1goOJDgxEV06FWZfbzVM//8zS3bu5Z/h12M26cvk+QlRWisuPkvw8Ihu1UDuKEFWSLT0ZX718VK7stFot6+4eR6PXXmPPDydpMaSO2pGEqDA2m/N08VWIS/j13fXUv6obce06qx2lStIp0nZYTcOviWfqvGVSfPVypT56ur47gi6jr2b2PUt44eUfMBoNvD59ENdd20TVBQGX0rBBON//9Cc9rmlASLCZt+at4+MPR//tvLz8Utn39QyXy01uXgm1aserHUUIIcqdjCgJUc1pNBo0AQFoAwIIjImhTceOtDlzTFEUlOJiPLm5lKalcXT/fhIOHuRgYiLfb9tGUk4OHo8HrVZLdFDQ2cJsbHAwMUFBGP7DoPVV8+YRGRbEm0sfxtY3qmyerBBViNvuDyheeyEqRGWXdeIIQX7e2fZMXLnXr7+em55YwC8h9xLTPfyK7utItbP31yTa9o8Fi7zmisrD/r+Vr0JcgkanRZHVmeVG75biq5p6+0XwcHbR2XEL4b0UjQY61eXBXc/g61HI+G43zz39DRMfWcYH826ja+f6qmXLySlm1LhF3H5LPE0bR2Cx+LJrdxKz5q2j33XNMJt8mfXaUEaPW8wtoz5k/B2diY0NJSenmK+/3U1Sch4fvnO7avm9yY6dJ4lv3xCd3qp2FCGEKHdSfBVCXJRGo0FjsaC1WPCPjqZl+/a0/MtxpbQUd24ujowMThw8SMLBgyQmJPDr7t0cz8zEeeYiPjIggLjgYOqcWTlbx2rFqNdz7QfvE2Iys3Do0HP2aDuRm4vN6WT0toexGeUCSYgLyT5ago+fzJ4VorxkJh0n1GJRO4YoI/0bNWJfWhqdx87i2Pqn0dc+r7DuVsAF+J7X/sym0PP62SRkZvHY+m48NPc6aeEqKo3TxVf5/yourecDnXm+zURSDu4lslFzteNUKQoKOo8UX9VkTXNhjQjiwC8HaNq7qdpxxGVwaTS4dBrMN7bm4YGtcK05yO03v8v82cPp06uJKpnMZl/atY5h3vxfOXYiG5fTTa3IIEbe1oGH7+8JQP8+zfj52/uYOXsNd074mMIiO7Uig+h6dT2mPN5Hldze6Pddp+jY8Sq1YwghRIWQ4qsQ4l/TGI3ojUb0kZE0btWKxn85pjgceHJzcWVlkXT4MIkHD5KQkMCyQ4c4np7O/vR0wvwtGAP8aPbGGxh0Onz1ek7m5aEA7WOicUjhVYiLOrB6P9bI2mrHEKLKykxNoqbZrHYMUYYe69aNpIICGnSfxpLnb6fTbQ3PHnty5Fd8uX0v7eOiCbIYmTnrJgyRvpDrITkvn2W33cZtS5cSP6c2sa1rUKtjCEhRS3g5u13aDot/FhjlIiSmDskH90jxtQy5XC40Gi1aKb6qSgPEt2/A1iVbpfhaCbk1GjQ9G3P/1Bu4a8LH9O/TjDkzh6Kv4K1BfH31TH2yH1Of7HfJ81q3jGbx+6MqKFXlVFrqxN8SoHYMIYSoEFJ8FUKUC43BgC48HF14OHWbNqUu0PvMsVnr3iDp1YXcufBObEE+3JLp4sT87bidbsKCAgi7sSGZ0QYUNZ+AEF7u2PbDRDZspnYMIaqs7KwMGgYFqR1DlLFZAwbQPiqKMc99ypOHryU8xJ9rezfgi627+Wz4cNYfPcrGEydo1OVFptzSi7G3np6Z3zk2lhl9+jDizU/RAMM6tGL6Jzep+2SE+Ad2uxu9j07tGMJLKYqGnMQAPhg5C2epnbYDblU7UpXiKC5Ep9ejk7bDqhvZqT1jnn9P7RjiP4i+vwfv3xrPy/1ncce9n7Bw/ki1I4l/qbjYjtEoHbyEENWDFF+FEBVGURSWHV7G7KfnMeGbCdgCfAAoCNNjfarj6XOADBUzClFZpB48SpfbLz3zVgjx72Xn5hAbqU5rM1G+RrRpgxZ4//ttFNrtTJj1Jc1r1qRtVBRto6J4CEjMzuba99/nhc9W4XtmdcUtrVpxS6tWXPPuuyze/DtTT/XDL1oGj4T3stmd6PRSfBWnedw+2LKD8THC8e3pbFuyg63LPqF1vyHc9e5raserckoL8tDpfdDKlGLVtS3xx1nqxOVwoTfIMGilpNGQG+bP5DUPMz72SbXTiP/g2IksGjSUVehCiOpBPnUIIZ9ju/QAACAASURBVCrEqhOrePO9NznwywFGzB+BMUAGK4X4txS3jry0VOp26Kp2FCGqrNyiQmJDQtSOIcrJbW3acFubNhc9XjckhD8mTiSloAB/X99zji26+WZu+Ogjpj+1kuc+GghaaT8svJPD4ZY9X8VZXz60lY0LP0VvMGArKsTtdPDIN9sIiY5VO1qVVFqYj97g+88ninJnyXUTUbcG2z/dTsdRHdWOI/6DArMv4eH+THn+O1585ga144h/wW5342e0qB1DCCEqhGwAI4SoEPM/mo+j2MHE7ycS2SRS7ThCVGpuhz8elxNTgLREFaI8aD1u8ktKaBAaqnYUoaIgo5Em4eFEn9d+OsZqZdp11zF3zWY2LTqkUjoh/pnd7kQvK1/FGT5+BkyBQUz+cQ+WkBqYgoIpzEpXO1aV5XE60Wpk8oM30AC9u7TityW/qR1F/EdujYYpvz7Gl9/s4q15a9WOI/4FRVHQaX3UjiGEEBVCiq9CiHJnV+zk5ubSpHcTjIGy4lWI/6o4S4dWK4OpQpQXP4cNp8dDqNmsdhThpW5o0oQ2kZEkp+erHUWIi7LZnbLnqzhr4EutsNaKYstn7xMe1wC3w6F2pCqtKC8bg59c+3qLMc1bkrwvWe0YogwUBZt5+cvxfLBws9pRxL+g1WpwOG1qxxBCiAohbYeFEOXuuHKc1W+tptXAVmpHEZeQuDmR17q/RuNrGzPx+4lnv/56z9dJ+DXhovd7aPVDNOjaoCIiijMOrz1CQHiE2jGEqLJM9hK1I4hKoNDhQFMqe/kJ7+VwuqX4KvA4jOz6OpPs4xmkH0mg1z1P0WXkvWrHqvKcpcXo9TLk5i1qp4DeoCfnVA7B0cFqxxH/ka51DIoCg4e/x8MTe9ChXQxarRatVtYYebuO8bH8+P3nDLm1hdpRhBCi3MknQSFEudt5dCeRTSOJbhWtdhRxCZs/2kz3Cd3Z9OEmck7mEFz79EXp+C/G43K4zjnX7XAzZ8AcfPx8iI2XfaIqWuJvBwmv20jtGEJUWSabFF/FP3ugUyee+XQlQ5/pIPu+Cq9kK5WVrwLeHryU5H37CYmqwzVj7qdOqw5qR6oWbEWF+Pr6qR1DnGGwKzRtG8e6eesYPH2w2nHEf1Sk1zLjz2fZPP1Hho9egMPhJjTUwojh8Tw2qZfa8cQlXNOlPl9+s40ht6qdRAghyp9MCRJClCuP4mHRB4voendX/Pzl4tNb2Yvt/L7sd7qO60rz/s3ZsmjL2WPmYDOBNQPPuX0/7XuKsooYv2w8Pn6yX0dFS9p7hNrN26kdQ4iqKzcbncycF/+gpr8/IWbT6c3khPBCdocLH4PMt65ubIVmZvf5ilUzTqB4dBzfuZMJS1Yxdt4XdLldVrxWFHtxEX5SfPUqw7rGs3fFHrVjiDJSYPal2QsDmX9qBp+depl7pw9izYYEYps8w6EE2c/aW+3em0zLFk3UjiGEEBVCRpWEEOXKgQOP3UP64XRshbKvg7fa8fkOwhuEU7NhTeKHx7N54WYU5cKtFNe9vY6tS7Yy7vNxWKOsFZxUKArkJCUR166z2lGEqLIyjx8kwE8GTMWltYqM5FhOLhvnHeDBYUvhuAtOuMCu4Eqzs/DZjXgO2cEprYmFOqTtcPW09aPDpCccYcX0Oax5PRWXw44pIEjtWNWOo7QYg49MUvUm/QOiKcgsxOPxqB1FlBWNhlyTL6lBZqy3xDN2/aM8+tIgevR7i+UrdqudTpxnz5/JfP3tLgbddIfaUYQQokJI8VUIUa78NH589fpX9B7Qm7dveptd3+5SO5K4gE0LNhE/PB6Aptc1xV5k5+Cag387L2FDAl88/AW3zLqFup3qVnRMAXicJuzFxYTUjlM7ihBVVtqxI4SZzWrHEF4uwNeXPg0aMOmdb1iwYTtxPZ8juttUmrV6kXqdXuCR978lpPtTPDDsMynAClU4HC50ernkr26aX9+Aotxsrh3/GL99shxfk0XtSNWSw1YqxVcvY011EhQewMHVf7/OFVWDR6Mh+M7OzP5hIg88+gUul+uf7yQqhMfjYcrz37F40XyCQpqrHUcIISqEXIkJIcqdWWNmcu/JLP9uOSk7Unhv+HvkJuWqHUuckXYojePbj9N+WHsAdHodbYe2ZfNHm885L+dkDvOHzafznZ3pfIesulSLq+T0AJpWWqIKUW7STh0jKiBA7RjCy2m1Wj4YMoQd999PxpQpHH7kEfZOmsT4Dh34YcwYDj3yCPNvuomV+w4z88GVeDKcakcW1YzT6ZGVr9VQcGwxd3z4MhsWzSXj6GFcdhtTr65DysG9akerVlwOO75SfPUqWgU6dWrK5g83qR1FlCeNBkfHuvS+rhn1WzxPz+tnsXb9IbVTVWuJRzO5bexCRt7Wk4jormrHEUKICiMbwAghKkwjcyOWTVvG0r1Lefmel2nWuxnX3HsNWp0UkdS0acEmPC4Pk2Mmn/2aoijofHQU5xZjtppxlDp4Z8g7RDSJ4OaZN6uYViTtzsLoL0UhIcpTamoS7UND1Y4hKhGD/vRlVZDRyH2dOp39+tDmzbkqOpo7li1jRtu1xEdHE1MrmBefv56gxn95LbcrfPLKFjq2j8UaZiKodQBoZTNZ8d84nW50UnytdkoyzXz19AxKC/Np2fcmbps3nOfbjqM4L0vtaNWK01aKr49B7RjiPKOuasftU99RO4YobxoNvZfcwS12J/sW/cbo8Yv5Y/OTBFtNaierdn7ddIS35q5lzqwXadjsRjQa+XwrhKg+pOIhhKhQPhofbm9xO2tWrCHIGMScG+Zw8o+TaseqttwuN1uXbGXIK0N4asdTZ29Tfp9CSEwI2z7ZBsDiuxdTnFvM3Z/djU4vg3hqOrR2HyEx0vJZiPKUmZNN4xo11I4hqojooCB+vvNO2kZFEeHvj6fYQ5sbXuWjp35l9bw/2fTRQYb0eZfpn6ym3wPzaXbTDJ4esxxcf29VnLk7jxu6zGFYr/n8+uEB8Pz9HE+ei5/n7cGRYq+Ipye8mFP2fK12PC4DL3V8lrptOzNlzWHy05J5qskIardoR/2ruqsdr1pxlpZgkv3jvU6rIjMuhwuHzaF2FFHO3BoNmX4Gmo6+GpvNRX5eidqRqqVX3ljFsmWf0Kj5EDQaWQMmhKhe5FVPCKGKGroazBs3j18H/sqTjz2JKcTEDc/egJ9FLlAr0t7v91KSW8LVY6/GGGg851jrwa3ZvGAzTpuTnV/u5N7l9+J2uclPyz/nPGOgEYNRZnVXlOM7DxPVuKXaMYSouhSF7KIimoSFqZ1EVDE/jBlz9s/bk5IYumQJWo2GGhYLTcPD2f3AA2i1WmxOJ03feIP+nzbhqhEN//8BSjz0vf1t+jRoQJjZzOhpn9Dhs9o0jKlBjSAL9z7dHfw0DB44nwOpGdT9OIQf1t8HellhUF05HC58ZZVP9aJR0Gg1aLQaHKXFDHrqdayR0WqnqpYcthIsfhFqxxDnseS5qVW/JlsXb6XLXV3UjiMqQOmfybhcbkxmGbNQg9HPB/+AGLVjCCGEKqT4KoRQjVajpVtEN35e9DOzV87m7UFv02NiD1reIIWlirJpwSYa9Wz0t8IrQJtBbfjp5Z84tfsUALP7z77gY4x8fySdRnW64DFRthQFMo4cp8Ogu9WOIkSVZbSXUuJwEGO1qh1FVGHto6I4PnnyBY/5+fgwf9Aghj+7hP1XP4lf3Jn36CQ36UVFvHjddQCMadeOd377jcRTOfyy4zBvLP+VELMJp8vNgYceIvaVVyDPA6Gy8rG6cro8mA3y71+daHVOHlnzNHMGvMnOoV/gstmY9MVGgiJqqR2t2nHZbPgb/36NJdTX++oW/Pz5Dim+VhNWqwlFAZ1sd1XhSkud+Prq0erMakcRQghVSPFVCKE6i8bCE32eYFCXQTw+7XG2f7adm2bchDVKBr7L24TlEy56rHab2rzjlP1wvIniNlCUnUXtFvFqRxGiyjLbigDQamWARqinZ/36XN+4MUNGfsCKr+9h5tRVLFy3gwZ/2Ys4wM+Px7p1O/v3zKIi9qSm0r1uXUZ/8QVXxdaGYPl/XJ05nW58fOWSv7oJjCrlyR33UnDSytQ2d2Awy6C3Ghy2UiwGX7VjiAu4vUlLFnz0s9oxRAU5vP04Ho9CRmYhoSEWteNUSSt/OcCmLYlMmtCdoCAjO3edonGjmny5fBctmseh0UqHOyFE9SRXYkIIr9HI3Ihl05bx+d7PmX7PdJr1bsY1916DVmYoCgGAx+6PonjQG6RlkhDlxVRSqHYEIQCYNWAAfT/8kOj4Zwg1mXihd2/6NWx40fPDLBZ61q8PwJrERE5ufA600nK4OnO63Pj4+qgdQ1QgRQE8ehRFy6lduQSEhWMKCFI7VrXksv9v5atb7SjiPLFpoDfoyTmVQ3B0sNpxRDmLGNSali1qcXXP17ntlnhG3hpPuza1ZaJlGVAUhWmvrKS01MP11/eg3+C5hNcIILZOCJlZRbRpVY9x4+5TO6YQQqhGiq9CCK/io/Hhtha30WtFL6a+P5U5N8zhxmk3Urt1bbWjCaG6vCQ3eplBL0S5Kjl1DKOPFCuEd/hx7Fhcbjd63ZW1jq0VEMBr01bx2Nv9yimZqAxcLjdavQwuVxeKomHB8JXsXbUWvY8Bt9NJ24G3qh2r2nLabQQZ/UApVjuKOI/BrtC0bRzr5q1j8PTBascR5SzPR8f926dQ8N4GZjz/HUs+3cajD17LU4/2UTtapff7HyfJL7Dzzns/oNGaWFKjAfUbNME/qCkobjRauaYSQlRvciUmhPBKNXQ1mHv3XOYunMuat9aw7NFl2IpsascSQlUH1x4kqGaU2jGEqNJSD/9JmEVakgnvcaWFV4C6ISHsO5p27hcVpYwSicrC6fRgMMjAZ1XnKg7mz+UKEwMfJD+9kIj6Tbnv4194eu0h+k16Vu141ZbTYSfYZFI7hriIYV3j2btij9oxRAVxaTWYxnXlrRMv07Z1NJ9+vkPtSFXCO+9vZPz4O9DqLGg0Wtp2GEaAtTkajVYKr0IIgRRfhRBeTKvR0i2iG6sWr6Jb7268Peht9nwvF0ii+jq27RDhdRupHUOIKi35+BEi/f3VjiHEfzKlRw/WHE7kxfHfsXnJYd59Yg19O83Gsb9U7WiiArlcHvS+V168F5VHyh4Dj0bfxeL7XqBZz+spzski5aBcL3kDt9NBiJ9R7RjiIvoHRFOQWYjH41E7iqhAeXodtz7WB5vNqXaUSq+g0IbT5aZFq554XPlqxxFCCK8kxVchhNezaCw81fcplq9YzsktJ/lgxAfkpeSpHUuICpdy4CjRLdurHUOIKi0t+QT1QkLUjiHEf9IkPJzlI0ZwOCGDR15bzs+bDuGn01Ov/4uQf4mBZrvCs2O/4apWM5j90CoolEHpyszlcuNjkJ2GqrLiLAdul4ua9ZvQuv/NGExmIho2wxJSQ+1o1Z7H7cZfVp57LWuqk6DwQA6uPqh2FFHBwns2ombNQOo2m8q4iZ9w3YA5akeqlHz0OrJziomP78jiBc+oHUcIIbySFF+FEJVGI3Mjvpz+Jfc9fh+L717M+rfXy0xVUW0oHg25ycnUa9dF7ShCVGnpWZnUDw1VO4YQ/1nbqCgWDRvG5nvv5cvbRzCwSRMa1QiDAM1F77P5s8N8uvEPXr6uD19v2Eubji+Tt7+gAlOLsuR2ezAYDWrHEOWoXjctT21+h3qdG/PZ5LuIbdORu9/7Bq1WhnrUpige/NwutWOIi9Aq0Pnqpmx8f6PaUUQFK7aaeXjn0zwxcyjbd5xg+84T/Pjzn2rHqnSMRh9mTr+JkGAzDqdd7ThCCOGV5BO5EKJSMWgMjGw1ktXfr8akMTF3wFyS9yarHUuIcudx+OO0lRIUUUvtKEJUadkF+TQOC1M7hhBl7sEVK2gUVgM0fy++nlqfycO3fs7tzy/hzeuvp1vduqy5626urVeP2+5aWLZB3AqzH1zF6hm7efHu75gw+GMorUaT6XLckOWukD14nU43PkZZ+VqVabQewpsV0+XO9iiKQpNr+qodSZyhQYNWcasdQ1zC2I7xJG5JVDuGUIFdq8Fy21VMO/A8JqOBuFj57H+lDhxK4+Env2TUiH6MufNFteMIIYRXkisxIUSlFK4LZ/6E+ay+cTVTHp1CcO1g+j3VD4NJZveLqsle6HvBAXMhRNnxcToosNloXEPaNYqqZX96OqFmMyXav+9xZsuxceukj8i32Zh34430adjw7DGTjw/BAWZwKez/4RRf/7iHCRO6EtQs4OLfzKGcLi6G6sBwgfetbA9PL12JXqulfVQUyQUFrFr4J73GtyiLp1qxcj3gA5g1l/Ue7clx0brLyxTY7HSuH8t7b92CX7gfBJXPnGiny42Pn7Q9vVyJmxN5rftrNL62MRO/n3j261nHs5hSf8rZv/sF+BHRKIK+T/SlxfXq/7+1FZqY3vkJuo66j8hGzdWOI/5C55biqzdrluuLx+3BVmTDz+Kndhyhgny9jnGPXceAoe+w5IPRtG8bo3akSuFwQgaPTfmaT5a8S62YHmhknEIIIS5IVr4KISotrUZLr6he/PLJL3To1IG5A+ey7+d9ascSolwc2XACf9m/S4hyZbEV4VEU/HykWCGqlm/37yffZmPSwC7nrjJ1KSye/hsJ2dmsGD36nMIrQICvL1sSjtOt40wGPvQ+fx5IoeWAV/j9i4usFCpVGNzrHWpfPZVb+r0HRRdY0RqgJTIggFV33MGPY8fSNTaW9dsuvvLo92WJDO72NgWHiv7NUy97igIOhWOr0qgf/xz1Wj3Lwmc2XdZdpz/xE1EBgRx46CECdAaa9JtObNupuHaXlktUt1tB6yPzrS/X5o82031CdxI3JZJzMudvxyetnMSMUzOYvGkyddrX4d2b3yX5T/U78Hz31K/UqFOfbmMeUDuKOI9e2g57NXOhhzpNarHxA2k9XJ01fKIvk14dwm1jP6JVx5cYM34xBw+lkXAkQ+1oXikjs5CHn/ySxYvmEVWnpxRehRDiEqT4KoSo9Pw1/kwdMJUvvvmChNUJLBi1gPy0fLVjCVGmjmw6SFidemrHEKJKM9mKK6QVqBAV7bFrruG6BvW5acYirur4KpnbcyHbzWsTf2Lal7/w9YgRxFitf7vfQ1278sVtt3FP/FUceuQRPh0+nLvi45n10a9nz3Fl2Fn+7HYm3vQJrj2l7E5O5fjjj3MkPZvl8//4exgfCLOYOZGXB0CIyURaVgF4lNMrST1/+R1UFCZN/xq9oqVF35fp0vY1Pnluc5n/fIDT3zfLfe73P6PoSBHfvfUHriQ78x9fR8Nmz9Ft3Bxe7N2br0aM4M2v1kOKC1wKOJW/P65H4divafy0/SCNwsLw8/Fh7sAbOfr44zQLD6fZza/w7sQ1eHLKtlBzes9XmUxyOezFdn5f9jtdx3Wlef/mbFm05W/nmIPNBNYMpGajmgx8YSBup5vD6w6rkPZcNepFkJt6Su0Y4gJ0SjVqqV5JDejSht8/36F2DKEij0aDdXgHXj8+nckLRhMcG8rAYe/SuddMmrR9AZvNoXZEr/LqG78w6f6hxMT1VjuKEEJ4PSm+CiGqBI1GQ/OA5ix/bTl3P3Q3C8cuZMP8DXg8csErqoakvYlENWmtdgwhqjRNTjo6nU7tGEKUOa1Wy+Jht3DokUe4rWUr2g97nbj4Z/lu6z52TpxIp5iLt9lrXasWw1q2RKs9fem4JzWVRrX/f2+06U+tZPT8paw/cJTYYS9SPyQErVbLDY0bs2Ldn397vO/e+oOU/AL6nVllO75DB9bsO8JnT24hpu0zxLeawe7lx0+f7IC0/AI+u/VW3hk0iCNZ2SSl5ZXdDwbAqeA6VArJbiLbTuHmnvNxJNtPH/Mo4FLoPXQe0z78mdguz/P68vX8MGYMBx56iGEtW+Kr15NSWEhY/JMM6zmfTu1fhcNOyHBDsouvn9tOi2bTuOW+j/AoCk90737uz2P0aJqHhzPtu9XMe2n96dXCHqVMJoK4XR50PvKadjl2fL6D8Abh1GxYk/jh8WxeuBnlIv8Gbqebje+fXinnDT/fLvfE4edv4Z2x17N//U9qxxFnKCho5FrU690S24iMxEy1YwgvUGzQQ5cGtH9tKC+fmsEXR6YRFmahTpNnGHnXQlwuWcmelJzHb9uPcf0Nw9WOIoQQlYL0IBJCVCm+Gl/Gth1L3x/6MmXeFOYOmMvg6YOp1byW2tGE+NcUBTKPn6D7HZPVjiJElZZ26E+CjUa1YwhRru6/+momdOx4tph6pfalp3PnDVdBkgtHgZNF63aw+Z57aBIejs3pxKDTUeI4vX/yoeT/H9BOWJXCPVOWcjgji5/GjsWgP30pGhEQwICmTZiwZDlzBwwg12Zj0ktfsbbfgyT+koqH08Xj+7/5hmf79GTcGz3//ZMv8kCWhx+/2kt0XDAem4fPPv+deb/9Rr2QECIDAgjxM9H4mmlMH9GPT3/ZybGcXLQaDRM6duSO9u3/9pANw8L4cMgQSpxOfjp0iBKnk/r9Xzx73Ol2c1d8PPsz0nmlbz9Czea/PcYXt9/O2sRERixdyuxvNxAdGEi/9o15aF6ff/9cAZfbjcFsoHyaGlctmxZsIn54PABNr2uKvcjOwTUHadyz8dlzXun6ClqtFkepA8WjEFInhLb/x959h0dRr20c/85s3/TeQyihd6RJF7GAgKIiotixA7ajeAQRy7EfDwooUtUjtmMvCFgAJYpSpJfQW0JIJ23bzPtHEMsLCJJkdjfP57pyRbbNHRXYnXt+z+/yTkZFJj/bzpE8L6ltI7lx9uP8OP9bPnl6PHt+WcGF4yYZlkv8xqTJnq/+Lumghj3UTs6WHJKaJxkdR/gJl6pyMDGCMT9PwPXhGt54YTENW01i3O39uG/cuUbHq3Ner48Zc5az7PtsXpv7JBZHa6MjCSFEQJDyVQgRlJLMScwcM5Ovh33NhH9MIDo9moEPDcTqtBodTYjTpnvtVBQXk9y8rdFRhAhqOTuzSQwPNzqGELXu7xavALMvu4zb5n7IHTM+QNN1hrdtQ8uEBIBj+yXf/MEH7C4pYtqEywEo3FjKP5/8lP3FpSy/7TbSIiP/8Jr/uWgwz1xwIVazmQq3mye++YbmrSfj0TSeufBCAG7s3JmnvlrK8kv20jgtlrNapzFo7GlMhDiiMfj86azNyaHU5SI9IoKCigq8us5/LrqIVomJdEhKwmwysSE3l6Gvv06Fx8MLgwbx5JIl9M7IOOFLD2reHIDL27Q59Tx/0q9xYxbdeCOVHg/3ffEFL3yxjLvy+6PG/v2xwT6fji3ELuXrX8jdmsvun3dz63u3AmAym+h0eSey5mX9oXwdPX80Cc0SyMvO49173+WqaVcREv3/y/S6oHktPNd/Aq6yIwCYbXY0zYeuaYRGxRqSSfx/Jln56vfMXmjfJZOl05cy4sURRscRfsarKpgu7ch1wzoQta+QG9pO5oZrziY6yml0tDqjaRqjbnqdwYO689nnr2K2JhgdSQghAoaUr0KIoKUqKgNSB9Btfjee//R5pg2dxvkPnE/Lc1saHU2I0+JzhQH6GZ0sF0L8tZx9u0iPiDA6hhB+rVt6OmvGjTvpYyq9Hi7q0op2l2QAcPXNrxFltbP05ptJCAs77nN+XQnrtFpZd9ddmFWVcLv92P3j+/Xjvt69ueuzz9i3u5DXvv6ZQVe3hehTGPuq61x0wXRW7t/PqjFjOFBSQpf09BM+vHViIhvvvpsKj4dop5MR7dv/9TFqwK8l9rc330y/V1+lz3lTmPH4cFoOPHHWk/H5NCx2+cj/V5bPXY7m1Rjf4LcJI7quY7KYKC8qP3ZbVGoUCZkJJGQmYAu1MWP4DCatm0R4fN1ftKNrFqrKjvDAgl+wO0MByNm2EdVkIqFx8zrPI45PlZWvAeGqXl14YMpbRscQ/kxROJIWTWSEA4+n/owfnjUvi0++WMc1V53LDbe8hKLIewohhDgdchZXCBH0wpQwJg2exLsfv8uWL7fw2g2vUZpXanQsIU5Z3rYyLPb6c3WtEEbJy8uhSUyM0TGECHj/HnQRc77+CSqrV30lRYeRGRt7wuL1z6Kdzj8Ur78ym0xMHTqUWZddhtlkYvpjS7h7xDsMP3cG+1bk//HBRRoc8lXP7lcUumWm0yg6mpSIiJMWr7+yWyxEO437u/ftK6/Ep2n8982f//b+rz6fhlmmvpyUz+tjxX9XcNkzl/HQyoeOfU1YNYGYBjH8NP+n4z6vae+mJLdKZsGTC+o48VGaCbPVxuGd2ZQcOshnzz1EREKyFK9+RsYOB4Z+lngqiivQZKWyOIkEt4/cQ6VERdafz+WLv9nM7FfuleJVCCH+JilfhRD1gqIotA1vyycvfMINY25g3nXzWD57uXzAEgFhy7ebiUnLMDqGEEEvr6iQFnFxRscQIuA1iIrCpCjsWJYLQOsmyWQX5P/Fs07PjEsuYdHPW6ksdhFnDWH03fPBV11SVu2qpFnXR8noPolHbvyE7M8P8MW6LZyXmVmjGWpTQlgYkwcM4I2s1dx72bvg0aHAB4U+tH3uU3oNTdMxW+Vk6cms/3w9FUUV9LihBymtU/7w1WFYB7LmZp3wuQPuHsB3M7+j6EBRneUtyLbxXM83GN/oXkwWC6+Nu5KXRvan8OBO/n3p2fLZxk+4KytQVRNmrf6skAtkkYe8xKRGs/7z9UZHEX7skMVEs8wELrtqltFR6ozZbCIusYsUr0II8TdJ+SqEqFdsio2bOt/E4i8WY6o0Mf3i6RzceNDoWEKc1J5V2SRltjI6hhBBTdV8FJaV0TYpyegoQgSF+3r35oI7X+GxWz5h2qffc3X709if9RT0a9yYj665hleGDWPK4MHsKSjipXu/Ak3ntZk/0DwujnV33cVPm/dy6X1zOK9xJg/371+jGWrbgMxMK0GVxgAAIABJREFU1o4bx1srf+HmIa+T3HECDTs/QpO+j0Heqa2o0xWlllMGtuVzl9O8f3McEY7/d1/HSzqyb+0+KgorjvvcNoPaEJMRU2erX3Udpl36b5KatuX2eV8SEZ9ESsv2TFo5j3PHXIy7soK9636ukyzi5KrKSjFZrKhShgcEBejdvRVZ8058sYUQXlXh4TUT2bkrn7vu/5/RcepEYVE5IWHy2UgIIf4uuXRFCFEvJZuTmTVuFl9f+jUT759IdHo0Ax8aiFVGswk/lLt1Jz2vGmh0DCGCmrOqArfPR1xoqNFRhAgKN3buTLPYWOauWsWzAwdyYfPaG4dqNpn47tZb6TJ1Kj17Nmbb7nwaRUcTbrfzxfXX19px60K008mKO+7g5R9/5LXhw2kUHc0V8+fT+4IXWPbBXdDABCcpWKX6Obk7PrrjhPeld0znFc8rAMe+/56iKEzeMLnWsv3/40FC40as+eJ9ig7uY9S/X2fBlMk80vEaLA4nA255gIz2XessjzixyrJSTGYzculD4Li+81kMm/CS0TGEnys2m+jVswlvvbeSa6/qSod2aUZHqjUvvbKUnmc3RzWFGB1FCCEClqx8FULUWybFxHlp5/HV/K/o2qMr0y6exsaFG42OJcQf6JqJ4pwcGnfpZXQUIYJaSFW50RGECDo9GzZk9mWXcUnr1rV+rNiQEC5t04brHp7Puz+s5c6zz671Y9aVtMhI/nXBBQzIzKRxTAwrx4xhU14e6f0mseejXN6cvBwO+8Ctg/bH/WH/3m6xwl+Nfm8o9y16nqiUKP497Gw6XzKKid9uZfwXa+h1ze1GxxNHucvLMVssRscQp6FlkRVN06goPf5KdyF+NWj6VXTp1IDho2azZWuu0XFqnNvt5b4HP6C8XONfT7+Bago3OpIQQgQsKV+FEPVemBLGpMGT+N/H/2PHkh3MuWYOJTklRscSAgCfKxSf14szIsroKEIENVtZsdERhBBn6LEBA7ixc2dWjxlD45gYo+PUqr3jx9M0NpYLH5zJPbM+oWG3R2jf4V+MHvQ6VPy23lWTpXdBRTW7SWxbzshZPbhm+qO8O0EKV39UVV6K2SITlQKJo0yjUcs0ls9abnQU4efKIhzc9Nr1XHFtd4aNnGl0nBql6zpXXjeXfv268MQz72K2BPd7KSGEqG0ydlgIIageG9Y6rDUfPvMh83+Zz3Ojn6PdRe3oeXNPVFWuUxHGqSqyoppMRscQIuiV7t5GmM1mdAwhxBmwWyyM7dHD6Bh1wmm18tXo0QC8s3YtAFVeL3d/9hlxV3/Av14fhu7V2XTnV6TffTblLWTlSjDQdfCUR/C/+xayfflKolLSjY4kjsNTWYHZLKfbAs3gXh148/3lDLhngNFRhJ+rzIjlgocv4r+zvjc6So3wen0s/3EnP6zYRdvW6Vx5zXMoipyDEEKIMyWNghBC/I5VsXJdh+v46vOvcCpOpg2Zxv51+42OJeqxLd9sIzw+yegYQgS9nO1biQ2RPY2EEIHninbtuKJdO67t1Ikvrr+eV1as4KZhr1NcWslDcz+i6NmfjI4oasgn/9zMAxm3c2D9Drpcej03vvy+0ZHEcbgqyrHI2OGAc0VGMw7vzDc6hggQJp/GkSNVaFrg7q7ucnl5edZ3DBs5k9W/HKZb95786+k5UrwKIUQNkfJVCCGOI9GUyIzbZzBl9hQWP7eYD8Z/gKvcZXQsUQ9tz9pCYuPmRscQIujl7N1BakSE0TGEEOKMdEtP59NrryW7IJ/bunUDoFOzDBSfjsnzxx1grZUa8btd2Mp96B/tJPqgp3pppfBbu1as46whI7jplQ/oeuk1MqHHT3mqKjGZpHwNNEkHNWwhNg5uOmh0FBEADjttNGgQw6NPLjA6yt+yLTuPy0fNIjY2hcWLv2bS4/9j6KUTsTtTjY4mhBBBQ+agCCHECaiKSv+U/nR5swsvfP4C0y+ezrl3n0ubgW2Mjibqkf3rt9P6nIuNjiFE0Ms5sI8W0dFGxxBCiDPWIyODpbfcSk5pKd/s2EG/SS9w77K+bD50iBvfvIkqn4+nB/6bMreb7QUFKIDn6Mqdfw8axC6ni5K9xQx+5QoKWocZ+rOIP7pu7vU80fU+KstKuXTif4yOI07AU1WBVVa+BhyzFzp0bcrSl5dy5UtXGh1H+LkKk8rQq7ryw6JNRkc5bT6fxj8e+pB5c14go8kgFEU2iBdCiNogl0kKIcRfCFPCmDhoIh98+gG7l+9m9qjZFB8sNjqWqAd0XaFg7z4ade5ldBQhgt6h/DyaxsUZHUMIIWpMUng4y2+7jXdHjuTJRV+zYucehra5m/v6PMbKAwfYcvgwDosFj6bRNjGRUKuVez7/nNU/ZfP6ipXcf86//t9qWWGsyAYVPPj9TFZ9NJ+pV59L9o/fGh1JHIfHVSVjhwPUVb07s2lx4JVpwhiFBWWEh9mMjnHKPB4ft4x9i8uumkW3LplSvAohRC2T8lUIIU6Boii0DG3JB099wJjxY3jj5jdYMn0Jmi9w9/cQ/k9zh+CuLCeuQWOjowgR3HSdw6UldExONjqJEELUuL6NG/PUBRfg8floEBlJy/h43hoxgrXjxnFr1668d9VVvDliBHvHj2fyuefy+fXX8/SFF7K3uJjIPI/R8cXveCpCmHP9Mzgjo9F8Gm89eAvbsr6lYN8uvG630fHEUe6KCmzWwClkxG/6qvFUFFcE9D6eou60O6c53y7L5r0P1xgd5S+Vlbu46Y43GTywF4u/zuLJZz+U4lUIIWqZlK9CCHEarIqVUe1G8fXnXxNqCmXqkKnsX7ff6FgiSHkqQwD5QCREbbN5XJS73TSMijI6ihBC1Ipbu3Vj+/33s2bcON4aOZILmzenQVQUD51zDgMyM0mLjERVVcb17AnALV27Eu10okj/4FfeHbeY4oM5dBh4OVaHnfYXDeTjp+7nxSv78coNA42OJ47yuquwmmWXr0AUmeclLj2WNQFQpgnjOS/uwJCL2/PyzGVGRzmp0iNVjLrxNW67dQQjr30GkzkGRbUaHUsIIYKelK9CCPE3JJgSmHH7DF6c8yJfPf8V7937HpUllUbHEkFm3+pcnBGRRscQIuiFVpYBoKry1lgIIX5Pylf/ktg0g/LiQpa/NZPywgJWf/QxjvAIWp0zCI+ryuh44iiPqwqbRYqNQKQA/Xu15Ye5WUZHEQFA0XVy9xWxe0+B0VGO2bw1l7XrD6DrOu9+sJqFX23i1rFvMeGfozlv4HgUVUaiCyFEXZFL8YQQ4m9SFZX+Kf3p+t+uvPLNK8wYPoNuV3Wjy9Vd5AS+qBHblm4mRkYOC1HrQqrKjI4ghBB+SdFlz1d/0v8fyexY0ZfsrB/pOeoOEho3Y87tl3N413aun/aO0fHEUZ6qSmxWKV8D1Q0dO/HuO0uMjiECgA7oOoSF2fF6vZgNXvF+z/j3KSt3ceBgMWd1SMfl1snPL+XqkefR77y7ZMywEELUMWkHhBDiDIUqodzX/z6+/OJLfEU+pg2dxt41e42OJYLAnjXZpDRva3QMIYKeO2cvVpPJ6BhCCOF3VFn56neGPTkUe1gYi6Y+zn/vvQ4UhQvGTSSjfVejo4mjfG4XdilfA1aTQwqqqlJ8sNjoKMLfKQq3Lr2Pdp0aEJ/xIJ8uWA9ARYUxe3AfOFjMG2/M5/HJd9CoUUOmvDSfd/63lBGjnkZRZP2VEELUNSlfhRCihjSwNWDuPXN5afZLLJ22lLfGvEV5YbnRsUQAy9uxh0adzjY6hhBB7+CWDcSGhBgdQwgh/I6MHfY/sZkuJm8cz+Mb3yUsJp6Wfc6n+/AbjY4lfsftqsIuY4cDlq1Sp3nHhix5eYnRUUQAqDCpDH7nZqa/fgOTHv+cRq0epnXnxzl/6NQ6zxIZ6WT92q/p1e9axt47B6s9GdUUhqLIqGEhhDCClK9CCFGDTIqJfsn9WDR3EcOuHMbMkTP5buZ3aD45cyVOj+a1UlaQT3rbLkZHESLoHdy1jeTwcKNjCCGE/5Gxw35JNXuwhByhND+XEf961eg44k88lRWEORxGxxBnYETfrqz7ZK3RMUSA8CkKXNGZB7c+xowDz/L6vmfI3p7HoGHT+Xbp1jrLMenBgdw/fgrDLj6HspK6O64QQojjk/JVCCFqgVNxMrb3WL768ivsXjtTB09l10+7jI4lAojmCkPXNcwyskyIWnfo4D4aRkUZHUMIIfyOIt2r31JUN4oip3T8kc/rwWaWlWaBbHBEOiW5pWiaXEQtTp1PUSiwmNhvMzNt15NYrWbG3Pcebre3To6fnBTBB2/dTPeuDVnwxX/r5JhCCCFOTN6pCyFELUoxp/Dqna/y8hsvkzU7i/m3z6esoMzoWCIAFO/3YZZxZULUiUN5h2gSE2N0DCGE8DtSvvov1VpOaEwsy157iXcfvp1H+zRhxfuvGR1LAD63mzCHzegY4gxE53iITIxg81ebjY4iAlRJiI1rF99FnwEtadnpMd7/eE2dHVvXwW6X1fdCCGE0KV+FEKKWqYpK74TeLJy1kMtGXcaskbP4ftb3chWtOKkt324hMinN6BhC1Av5pcW0TEgwOoYQQvgdKV/9l2r2MHTC7Sx9fRpbv/uas4aNZPfqH42OJQCv24VTLqIMaKoOvXu25vuZ3xkdRQSwKlXlnBmjUBSFPXuL6uy4P63cRadO3evseEIIIY5PylchhKgjDsXBmF5jWPzlYiwuC1MHT2XPqj1GxxJ+aueKLSQ1bWl0DCGCnsnnpaiigtZSvgohxP+jaNK++rMOIxzEpGaAqrDi3dfpNep2oyMJwOtxE2a3Gx1DnKGhF5/NhoUb2blip9FRRAAzoaPrOmd1qJsLq4tLKjl4sIT4xMw6OZ4QQogTk/JVCCHqWKollVljZzFt3jSWvbyMt8e+TXlRudGxhJ85uGkn6W27GB1DiKDnrKrAp2mE2mQ8oBBC/JmsfPVvisnHA9+Nx1V2hJ5X30py8zZGRxKAz+Mh1CorXwNd3w0qfUadzcwRM42OIgJYlary8Os3MOqm11izdl+tHuvbpdsYddM8nnvmHkyW5Fo9lhBCiL8m5asQQhhAVVT6JvVl0dxFDL1iKDOvnEnWvCwZRSwA0DWVogP7yezWx+goQgQ9p6vC6AhCCOGXFEXB4/IaHUP8BZOjiLDYBDpedIXRUcRRPq8bp8VidAxxhuwVGmfFJxOeEG50FBHgrOe1Ytjws7j7gfdr7Riz5mXx/ifr+OSj9+l1zlgURU75CyGE0eRPYiGEMJBTcXJXn7tYtGARyhGFaUOmsXf1XqNjCYNp7lC8Hjeh0XFGRxEi6DmkfBVCiOMyKQq+So/RMcRfUFSN8Pg4crZtMDqKOErz+QizytjhYHBjfDMqiiqYNmSq0VFEgBv0wnByD5WS0HA8W7MP1djrvjpnORdfMYOCQhdz531CZGy7GnttIYQQZ0bKVyGE8ANpljTm3DWHl+a8xJJpS2QUcT3nOmKTK1WFqCNVh/ZjM5uNjiGEEH5HURR8Xp/RMcRx5GfbmHnZApZNzaOqOIGKomIcYZFGxxJHaT4foVZZ+RoM4grhm8l3kf39dplSJc5Ivt3Kc5sn07F9GtNmLD3j18vensc1o1+jtMzHF198yBNPf4jZKhdvCyGEP5Ezu0II4SdURaVfcj8Wz1t8bBTx8jnL5UNePbT9uz2ExcgHJyHqQt7ObUTaZXWKEEL8maoo+NxSvvobXYepFz8LmoPPn3qFh5qNJjIxlYZn9TA6mjhK1zTsJjndFizicrxEp0cz/9Y3jY4iAlxZmIM73ruFDz9di9t9ZmP9H378c57+1708+sS7OEJboahywYcQQvgbeTcohBB+5vejiE0VJqYOnsreNTKKuD7Z9t0m4hpmGh1DiHrh0N5dxIWGGh1DCCH8jklR8Mqer37JbLVReGAP93++hglfbebGV95HVeX0jj8xaXLhQrCwV+i89tDNrF8oo73FmXMXV4LOGZWvFRVuyitcNGl+Lopqq8F0QgghapK8OxdCCD+VZklj9rjZTJs3jSVTl/DWnW9RXiijiOuD/et3kNa6k9ExhKgX8nP2kRwWZnQMIYQQ4pQoCjyw/B6iUpN4rF8mS+ZOMTqS+BMdHZNPytdg0qDUhKfKQ1lhmdFRRIB78953uen6HoSG/v3JO8+/+DXj7hyOyZJcg8mEEELUNClfhRDCj6mKSt+kviyet5hhI4cxc+RMls+WUcTBTNchf/deGnfuZXQUIeqFgoJ8ksPDjY4hhBB+p3rssKx89UcWZzmj/3ceD6+czpI5Uyg9nGt0JPEnqi7lazCJy/Ux7NpzmNRiEu4qt9FxRKDSdSrL3Rwpc/3tlygprWTt+v0MueRuFEWpwXBCCCFqmpSvQggRAJyKk7G9x7JowSLMVWamDp7KnlV7jI4laoHmcVJZWkxCkxZGRxGiXigoLqRhdLTRMYQQwu+oioLPI+Wrv9K9dhY//y2KqhAaE290HPEnMnY4uCjAkw264vP6yN+Zb3QcEagUhds/uZMvF21k/MMfn/bTdV1n4qOfMe7OkZitsbUQUAghRE0yGx1ACCHEqUuzpDFr7CyWXbGMif+cSJYtiyGThxASHWJ0NFFDvJXV/y1l3y4h6kZR2RGaSPkqhBD/j6Io+Ly60TECl66jAqoOJsCi66i6fuzXpqP3W3TwlLsozy/D6/LgLndTVlBOZUklFUcqqSxz4a5wU1XuouJIFa4KN64KD9m7qtizM4cx87+R941+SMYOBx9HmY+GnRrw2aOfcfPbNxsdRwSosggHs1dO4LLMh3jq0aGn/LzSI1U8MPEjOrZvyqCL76/FhEIIIWqKlK9CCBFgVEWlb2JfFs5eyOzvZ/PyVS9z1uVn0f267nLiJQjkbizGFiL7TwpRF1Sfj5LKSprHy4ohIYT4M1VR0Hy1u9WFousoVK8qU/Xq76bj3KYevU09eruig8Jvj1OOPu7Y6x59jub14nNreCo9eF0efG4fXrcHr9uH1+XFXe7G4/aiebx4PT68Lh8+txeXy4u3yl39OI8Pj9uLp8qLq9KNp8qL2+XB4/LidnnxuH/7XlXpwVXlwe324vH48Ho1fKfw79BkUrFaTZhMKmazit1uwW6zVH+3m7HbLdisZsLCbESF2rHFRvDDT5tp0K4Lb9xzDSW5Bxh8/7/oMGh4zf4HEn+bSZdtYoKN2QvTbxjBoLHPommafPYWf9uhPQW4Pb5T+v+ouLiChV9vZv47K/nng9cz4IJ7UFRbHSUVQghxJqR8FUKIAOVUnIzpNYaLv7iYSdMnMW3INIY+OpT0julGRxNnYPM3m4hNb2R0DCHqBYe7Ap+mEW63Gx1FCCH8jsvr5b1XFxD5bRY+r4bm0/B6fNXfj/7613/2eX3Vj9F1fD4dXdPRNA2fr/q7runoun6sjNQ0HU3T8fl++3VNUhQFXddRFAVVVTCZFEyqiqIqmEzq0duqi06TScVsUlFVtfpxJhWr1YzFomI2mzCZFKwWM1aLCbvdQpjdgi3Uht1uwemwYHdYcNgtOJ1WIsOdREY6iIxwEBpqIyzUjt1urvGSZsLcYjyeDVzy0HM8O/gsHvvfezx5481SvvoJBQVVk/I1GLXdpdCuTwse7/AY9333D5zhTqMjiQBU1TGd5KQItmw7RMvmSSd8nMfj44bb/svAC89ixstP07TVxbLPqxBCBBApX4UQIsAdG0U8vHoUscluklHEAWzP6m0kN29jdAwh6gWnq9LoCEII4bdUVcWCQmKoHfPRotJsNmE2q1gt1d8tFjNWqxmb1YTJbKp+nEXFbFIwm01YLNUlpsmkYjGbsNnMOOwWzBYTVosJh8OC3Vb9GrKK7NT4dJV35/yPfjfdizMqFqvDyVlNLVQeKWHfhjWkte5gdMR6T0dHlZWvQcmkwYdnD+HO5OVMbDqRyZsmExodanQsEWA0RWHAkPacc+EUBl3Ymmn/Hs6wkbPYsfMwS768i6TECABmzFnOFZf3Y/TtL0vpKoQQAUjKVyGECAKqotI3qS8L5yxk1nezeHnky3S5ogvdru0mJ7ICTG72LtqfP8roGELUCw5XhdERhBDCb4VardxxcQ96Xtvc6Cjid7y6GVdZKWExcVQdKUHXNNLseZw34jJ+eHcWaa2nGR2x3pOVr8HNXqHzasLZjL4Cnuj0BE/uetLoSCIAdX32Mgb/cyAzbnmDNl3+Rdt2adz2wIX0Pu8FoqNDeHveDSz6ehMLF70oxasQQgQoOSMvhBBBxKk4Gdt7LIsWLEItV5k2ZBp7V+81OpY4RZrXypG8Q2R07G50FCHqBV9BHha5QEUIIY5LVapHHgr/YlPdPPfyP1gwZTL/ubwnw++4kRhLIXt27ic0KsboeILqla+KrHwNaqoOL6f1wBZiY/PXm42OIwKQR1U4EBPCRe/dwlMHnmX4grEkjj2HZ/c/Q79Bbehx7vMs+347A2+6gquev4oSvcToyEIIIU6TrHwVQogglGZJY/a42Sy7YhkTHpyAxWlh8OTBhETJKGJ/prnC0HUNq+w/KUSdyN+1VfZ7FUKIE1AVFa9Pyld/dHk3H5dk3YFbs3KgLITrHv6Ofdu2ccVz842OJqhe+WrS5PdOsLO6dDqc1YRV762iRf8WRscRgUpR8PxuYWuVSaXD05dy3sSLsCg6K/cU8ead89l16y7ah7Q3LqcQQojTJpf6CyFEkPp1FPGiuYu4ZMQlzLxyJllzs9BkBJbfKt7vw2y1GR1DiHrj0J6dxIbIRSlCCHE8JlXB65H3jf7KrGhszrHSu8tdbFy1kbFvL8FsluvrjeauqkJRVSxej9FRRB1okprA2k/XsnHRRqOjiCCiKwp5YXYOhDpIaJGIyWIizhFndCwhhBCnScpXIYQIcjKKOHBsXbKVyMRUo2MIUW/k5+wnMSzM6BhCCOGXzIpKlctrdAxxEvdP/IhW/QZyy5zPcIZHGh1HAO7KclSTSVa+1hMPxbTjyvsHM/fauUZHEUGmrKAMTdN4Z+w79BvZj2Ql2ehIQgghTpNcFimEEPXE70cRT/znREx2E0MmDyEkWlZ9+YudK7aQ2ERGVglRV/LzD9EwPNzoGEII4ZdUVcXjlQLJX+k67Fy/nptmfGh0FPE7nsoKVJMZ5a8fKoKAvUJj05qtZPbKNDqKCCIfT/yYlf9bSWhMKBeOvpDnb3geRZE/VYQQItDIylchhKhHfh1FvHDOQoZdOYyZI2eyfM5yGUXsJw5u3klq27OMjiFEvVFQVEh6pKwUEkKI4zEpirxH9GM+TIBCbvYmo6OI33FXlmOS8c/1SnxCJLquGx1DBJGtS7Zy72f3Mv/b+fznhv9gV+xGRxJCCPE3SPkqhBD10O9HEZsqTUwdPJU9q/YYHate0zWVwv37adqtr9FRhKg3io+U0iQmxugYQgjhl1RFweeT8tVfKehoPi9HCg6TvWIpXq+MiPYH7spKVJOUr/WFy6Hwy6odpLRJMTqKCCLdr+3O+Obj2bt1LxbFYnQcIYQQf5O8IxRCiHoszZLG7LGzWTa8ehRxli2LIY/KKGIjaO4QvC4X4XGJRkcRol5QdI3iigqaxcUZHUUIIfySqip4vFK++isVjctGX8Xij97AU+WipCAPm8PJ2LeXYA+VkfpGcVeUYTZLWVJf/BRXSe6OPO6bcL/RUUSA03UdzathsphwhDu44O4LuKjdRUbHEkIIcQakfBVCiHru96OIZ38/m+kjp9Pp0k70uKEHqkkGJNQV1xG77OMiRB2yu6tweb0khIUZHUUIIfySSVHxyMpXv6Uo8PztCXD71eg6fLMvnasG3ITmk316jeSqLMdilfK1vmhV4SQhM55/JP2DiMRwLnlyGG0GtjE6lghA4xuMJ71jOgCeKg+LFizCqTgNTiWEEOJMyFl1IYQQQPUo4jG9xvDVl19h89iYOngqu3/ebXSsemPb0l2ExcYbHUOIesPhqjQ6ghBC+DWTqkiRFwDcmpmrJ27i6gGjOfeW+3FGRBkdqV7zVJZjsUj5Wl9E52usHnQd6598kDHXDWTu9XN57973jI4lAlDjHo25Z8o9TJk1hTlvzSHNkmZ0JCGEEGdIylchhBB/kGJOYeaYmUx/fTrLZy1n/u3zKSsoMzpW0Nv5wzZiM5oYHUOIesPhqjA6ghBC+DVVUdB0o1OIk9F1eHx+Md99+gX3L/iFHiNvofRwLqX5h4yOVm+5Kiowm61GxxB1SAGic7zcVpHGvDn38c3Ub8j+PtvoWCKAaD6NPSv38OjIR/F4PHSP6250JCGEEDVAylchhBD/j6qo9Ensw8JZC7n8msuZffVsvpv5HZqMnqs1e3/ZRnqbs4yOIUS9YT5ShCqjvoUQ4oRURcHrlZWv/mxLSQKvPPIso154A7szFIAXR/TlhUvPpqK02OB09ZOnqgKbVcrX+sjlUHj1g29o2rspmT0zjY4jAohqUnl82+M4IhxEhkQaHUcIIUQNkfJVCCHECTkUB3f2vJPFCxZj81aPIt710y6jYwUdXYf83Xtp3LW30VGEqDcKdm0nzGYzOoYQQvgtVVHw+mTpqz8zm1XMVhupLdvjrqrioyfuwxYSRkR8MnvX/mx0vHrJXVWJ2Sxjh+ubI1EmOv33VX784heGvzDc6DgiAOVl5xHfMJ5OUZ2MjiKEEKKGSPkqhBDiL6WYU5h5Z/Uo4qzZWbx525uU5cso4pqieZxUlpWS0Ki50VGEqDcO79lBjNNpdAwhhPBbVpMZj0dWvvqzDOdhYlMb8O9Le/DU+a05cvgADTt0w11ZQdMe/Y2OVy95XVVYzCajY4g6lBcL43Ysp2BvIc/lPEdK6xSjI4kAU7CngPl3zuemO27CpMifH0IIESykfBVCCHFKfj+KeMT1I5hzzRyWvbJMRhHXAM0VBoCqyl/Ltcnk8xL/wavkvfAgji/nk753C3FFh6r3/tRlZU/UBVqxAAAgAElEQVR9czhnH3GhoUbHEEIIv2VSFdxSvvo1i+pl8ce3MPDyC5nz9VsU5R5k38bV3PnmV/K+0iAeVxVWWflab5SHq/R8YRqbNuxm4pqJRscRAcTr9lJVVoXm03hrzFs8+vKjjGwz0uhYQgghapDZ6ABCCCECi0NxcPvZt3PxFxfzyKuP8OKgFxkyaQiNujcyOlrAOrixCJtTSqDaVjDlIf45fx5d09L4fMFHFFdVoR8tXcNsdhIiI0lKTCY9ownpLdqS0KIt7og4jjjDKLeHgOwPGlTyD+WQEh5udAwhhPBbqqLg0+QiO3+X4CjjsTub07jppXiqKrnttS9xRkQZHave8lRVEmGzGx1D1AFNgQkHVmIPd3DXwruMjiMCzH/O/w+RyZGUFZTRe1RvLm16KYp83hRCiKAi5asQQoi/JdmczCu3vcKPl//IQxMeYvmc5Qx9fCjhCVJmnK6t324iJq2hYceffdtlmCxWzFYrsakNiUlvdOwrPC4xaD4EtkuIx6tpfHzNNZhNv41z0jSNLYcPs+bAATbm5bHh5+9Z+NXnFFZUoOk66DpOm42EiEjiY+NITE4jtWEm6W06YU1txBFnGEccYfhM8rYqkBQW5dMuJdnoGEII4bdURa3+e1D4ve0FdswWK163i7l3DsdidzLonkdpd/4lRkerdzyVFditVqNjiDqwKt3Hm3d8ySMbHjE6ighA7Qa3Y3vWdkpzSykrKZNxw0IIEYTkLKEQQoi/TVVUzo47mwWvLOD1n15nyg1TaHNhG3rf2huT7HV0yvasyia5WRtDju3zerHYHXz+ycccLi1nU/Z2tmzLZsfWX1j35fuUHD6ErutY7HZi0xoSk1ZdysamNyI0Jj6gitmYhOPvv6SqKi0TEmiZkHDc+zVNY19JCSv372dTXh47d2xhzeoV5M17mSqvFwCzqhIbFkZSbBzJKQ1Ib9ycBq074khvTJkjlCPOMNwWW639bOL0FZaU0LhNa6NjCCGE31IVBZ9sLxEQJj/xOS37XkjzPhfw4WP30OWSq3l/8jgpXw1QVX6EsEjZ87M+aHLEjMVhwR4mK53F6RtwzwC6X9udAxsOsO7DdWi6hqrIuHghhAgmUr4KIYQ4Y3bFzs1db2boF0N5ZNYjvDToJTJ7ZpLcJpmU1inENoxFNckHiRPJzd7FubdcYcixi3P2EZOcRsNwKw3DrXRJ7Qz9OgOg6zrlXp1Cl4+DhaVs3LqdLdnb2LFhJWs+fZvSgsMAWB0OYlIziElrSPTRgjYsNsGv9hpzVFXw2PTnAf6w6vVUqKpKg6goGkRFcekJHlNcWcmq/ftZl5vLlgN7+HLDGnLemFFdzuo6iqoS5XCSGB1Dg/QMUhs1I71lO8Iat6A8JELK2bqm6xRXlNMkJsboJEII4bdMiiJ7ogeIyKgw9v+STetzBmG2WFk6bwptz7vY6Fj1kreqilAZO1wvRBXqpDZP4tup3zJowiCj44gAFBoTStPeTVn03CIKKSSWWKMjCSGEqEFSvgohhKgxCaYEpt08jY1XbeTH9T+ydt1alk5dSt7uPHRNJyQ6hJRWKSS1SiKpZRLR6dF+VdAZQfNZKD2US6Ozehhy/Py9O2nQqPFx71MUhVCLQqhFJT00hm7pMTCgK1BdzJZ5NIrcGgcLS9mcvZ2t23ewY+ta1n/5ISWHc9E0DbPFSnRqA2LSGlaXs6kZRCSkYDLX7VuQ6Ow1ZO3Zw6oxY2rl9SMdDvpnZtI/M/O497u9Xtbm5rJ6/37W5eawZNsmct59jTK3G6j+dx3lcBIfFUVSYgqpGU1Ia9qShBbtqYqIpswRSoUtBL2e/36pKVavm3K3m4bR0UZHEUIIv2VWVdw+n9ExxCn490Nd6XX+T0y5og8XjnuEtudfwlcznuWz5x7iovueMDpeveL1uHBY5YK6+qK8tJL0julGxxAB7NdJUpV6JQTOUCkhhBCnQMpXIYQQNUpVVNqEtqFN9zbQvbqkq6SSIr2IXQW7WL1+NRs2buCbL7/h8N7D6JpORGIEqW1Sj62UDY0NNfrHqDNaVRiapmF1OA05fsG+nZzVqvlpP09RFMKsJsKspt+K2f6/FbMVXp0il49DpRVs2r6Dbdnb2b59K1uWfklhzn40nw9VVYlISCYmNYOo1AyiUxoQk5aB1RFS0z8mvuRG2M1mohyOGn/tU2E1m+mcmkrn1NTj3u/2elmfm8svOTlsysvjl6xv+HzBhxRVVqJrGigKdrOZ2LBwEmJiSUpOIzWjCSnN2xDeqDkVIeGU2UOptDkggEZBG8XhqkTX9dNeBS2EEPWJxWTC5ZGxw4EgxlrGT1/dwVPz9vK/FyaCovDUW69y/+XXS/lax3weDw6LxegYoo44QuwU7CkwOoYIYO4KN2armRhFJvIIIUSwkfJVCCFErVIUBSdOnIqTlLgUep7TE845WtBRQYFWwNacraxet5oNqzfww7wfKC8qRzEpJDRJILl1dSGb2CIRq8Nq9I9T40oOapgMPEFTsHcnzYcNqdHXVBSFEItCiEUlNTSCTskdoXfHY/dXeTWK3D4KKjxs27WXrdu3s2PHDjYtXs2hvbtxV1YA4IyIIiY1g+jUDKJTGxCdmkFodNzf2mc2PyKWXpnNuGjePLJuv73GftaaYjWb6ZSaSqcTlLMAB0pKqsvZQ4fIPrCbxRt/Ie+deRxxuarHQioKIVYrseHhJMTEk5iUQvKvBW1G06MFbQiVNme9L2idrgqjIwghhN8zqyoVPq/RMcQpCjVV8PiNsTx2w2hKfGGc1esBGnfuZXSsesfrdmG3SvlaXzTKTCJ7aTZ9b+trdBQRgHRdZ9dPu2jVvRVOxZiLsYUQQtQeKV+FEEIYQlEUQgghxBRCemo6A1IHwEDQdI0SSsjz5LF221p+Wf8LGz/eyIKnFuCp8mB1WklqnkRii0SSWyYT3zQeiy1wT3Bs/noLUUlphh2/KGc/LRpl1Okx7WaVJLNKktNC69jm0Pm3lbdeTafE7aPYpbH70GG2bNvO9p072fVLFqs+ns+RgsNUlZXijIwmKjGFqOR0olIaEJ3SgKiUdGzO46+a9potjJ38H4YMH8CSHTvo2/j4o5b9WUpEBCkREQxqfvyVypqmsaeoiF9ycthy+DA79u5gw7pV5M2ffWy8MbqO02ol5ugK2oSkFJJSG5Kc2YKYxi1whUdT5gihwh6CpgbvqlBbZbnREYQQwu+ZVBWvT1a+BhpFgUMVoVQUF3D1c/OMjlPv+LweQqw2wG10FFHLdGBN1laumnG10VFEgHGVu9i/dj9v3v4mRfuLmLt8rtGRhBBC1AIpX4UQQvgVVVGJIoooaxTNWjdjeOvhAHh0D4UUcqDsAGs3r2X9xvWsfms1+7ftx+f2YXFYSG6eTGLLRJJaJJHQLCEgStkdP2wjMbOlYcfXfD7iQvxnXyqzqhBjNxNjh8YRKfRvmgL0AaqvDC736hS7fOSXV7Ft1x6yd+xk565dbFq0ikP79uCqqC7VTGYz8RlNiElvRGRSOtEp6axLbcqUfzzMyBf+RUZUFN/femtQ7TmsqioNY2JoGHPikVWaprGvpIS1OTlsPXyY7Qf2sHTTOvI+eJNSl+vYiGOLyUR0SAhxkdEkxyeS2KARSQ0zSWzWGj06kXJHCOX2ENxma0Cuoi07sBunjAQUQoiTUhUFTdeNjiH+hsISF163m7cfHE1UakMy2nelWY/+RseqF7xuFxF2G/ikfA12ufEKR/LLjI4RtEpyS/jy6S/ZsGADRfuLcEQ4iG8ST9eRXek2qhtW529TsRY8tYBPJn3C0MeGcsH9FxiY+tRMuWAKGZ0zaDOwDVGpUVzQ0v8zCyGEOH1SvgohhAgIFsVCAgkkhCXQsUtH6FJ9u1t3U0QRB8oOsG7LOtZvXM+at9dwIPvAb6Vsi2SSWiWR0jqFuCZxmMz+s6Lv4KZtdB9+kyHH9nrcmC1WomyBUUAqikKoRSHUopIaaqF9Qmvo1vrY/T5Np9SjUezysS+/kG07drN9505279rMtmULKcw9gM/rIbNTd9b+uIyXsrIY17OngT9R3VNVlQZRUTSIijrp4/LLy9mQm8uGQ4fIzs9nTda3LPjyY4oqK/Fqv62CinA4iA4LJz46lvjEZBLTMkhq3IKYRs1wh0dRbnNSYQ/Ba/avojNvVzZRThntJYQQJ2NWVXw+n9ExxN/QNbWIuR8/x4cfruTA3mw+fOJdMrv24dJJU4yOFvQ8LhcxzhA4csToKKKWLbUW4XV5adwj8Cbq+LvDOw/zbJ9ncUY6GfrYUFJap6B5NQ5lHyJrXhYRyRG0G9zu2OOzXsvivPvOI2teVkCUr/GZ8RQfLCazZybfz/6eg7cdJMISYXQsIYQQNUzKVyGEEAHNqlh/K2U7d4TO1be7dTfFFHOg/ACrN65m/Yb1/DD7B3J25KD7dOzhdpKaJRHfLJ6k5knEZ8ZjsddtQaRrJooOHqBx1751etxfFe7bTUJ6BjZTYJSvf8WkKkTZTETZTDQMT6R3o0Sg27H7XT6NErdGscvLxukvMmPeLK7t1Invd+/mvMxMrGZ5W/Sr2JAQ+jZufNLxzG6vl235+Ww8dIjtBQXs3reTLRvWcLjsv5S6qo6tljIpCpFOJ9Fh4cTFxBIXn0R8SgMSMhoT26gFvshoKmzO6pW0FludrKTNP7iH2JCQWj+OEEIEMqvJhMcrY4cDkaroDGjpoqCoNe1bD+CyQZtJatr6r58ozpjP4ybaYQfpXoOapsKHP/1CQtMEzPIZosa9NeYtTGYTD/74ILbfTWlKaZNCx2Ed0X83lWHbsm14Kj0MeWQIP/73R7K/yyazV6YRsU/ZdXOuA6BwXyH7f9lPE3MTYwMJIYSoFfIOQQghRFCyKlbiiSc+NJ4OXTtA1+rbK/VKiihif8l+1m5ey+Ytm1n99moOZh/EU+XBbDOTmJlIYouj44ubJ2APtddKRp8rFJ/HQ2jUicfE1qb8vTvIaOLfH0xrks2kEu9QiXeYybz/Hir27+byN9+kT6NGvLJiBQ/370+XNOP23w00VrOZ1omJtE5MPOnjKtxuNuflsSkvj52FhezdvZ3NG9aQX15OSWUlvt+dPAmz2YgJCyc2KprYuATik9NISG9EQpMWmOOTqbA5qbQ5qbQ5zmhP2sM5B0kOC/vbzxdCiPrArKr4NBk7HKi+WGflrqvGoSgKrfpdyNlXjjYsy3uT7mT1p+/Q5dJrueSh5/5w30dP3s+K9+bScfAVXD55KmWFh1k8/Sm2Zn1NWcFhHOERJGW2ov8t99OgXWeDfoJTp2k+QoPkwkZxYkt6mFk0YClP73va6ChBp6ygjM2LNzP08aF/KF5/T/ndxZrL5yyn8xWdMVlMdL6iM8vnLPf78vVX6z9bT6/ze2FR/GtKkBBCiJoh5asQQoh6xaE4cOAgOTKZLt27QPfq2z26h2KKya3MZd22dWzYtIEtn29h4fMLcZe7Uc0qCU0SSGyeWP3VIpGQqDNbOVdVYkMxcM/Rgj076HN2t79+YBBSzGZGTpnCiAkTUBMSKMjK4oZbb+Umj4c+jRoZHS+oOK1WOqWm0ik19aSP8/p87CgsZNPRlbR78nNZsyubvKPjjt2/G31pMZmIcDiICY8gJjqGuLgk4lPTiU9vRFzjlqhh4bgsNkpCIqi0OtD/9PusoCCPjlEy2ksIIU6munyVla+BSNfBbFKxOZyMfXspkUkpRkciIjGFdQs/5KJ7H8NidwDgcVWx9ssPiEz87T3Cm/ddj8/r5fLJU4lOaUBZ4WF2/LSMytIio6KfNrOM6w56D0yYS3RaNOHx4UZHCTqHtx9G13USmib84fZ7E+/FW+UFoM9tfRj25DAqSytZ8+Ea7l92PwBdR3bl2T7PcsWUK3CEO+o8++nwur2s/nA1Tyx4wugoQgghaomUr0IIIQTVe8rGEUecM4427dtA++rbvbqXEkrIc+exYfsG1m9az5YlW1j68lIqSipQVIXotGiSmieR2KK6mI1IivjD1bgnsv37nYTFxNfyT3ZieXu20/KGUYYd32iKxYIpORmA2F69eG7SJO6eNIleGRmoBpbi9ZXZZKJZXBzN4uL+8rGFFRVsOXyY7Px8dhUWsm9PNps3rD7ualqryUSkM4TosHBiomOIiU1g297dDGvcrzZ/HCGECHhmk0nK1wCi63DIE8dDL25k2QcfcOOjj+D1erD7yaSHlOZtKdy/hw3ffE6HgZcBsPGbz4lMSCE6tQEAlUdK2P3LCkbP/IhGnXoAEJWcRlrrjoblPl0KCibNa3QMUYs0BSqPVDF48mCjowS1P3+eHp81Hl3TmXPNHLyu6t9jP7/1M7ENY0ltV30BR1r7NGIbxrLynZX0Gt2rzjOfjh/m/cB5V51HhjXD6ChCCCFqiZSvQgghxEmYFTMxxBBji6FFqxZc3upyAHy6j1JKKfQVsnnv5upSdu0WVr27iuLcYtAhNDaUpJZJJLWo/opuEP2HUm/78i3ENzRuJNKR/DyapZ98NWJ9kjl0KD3feYe3169nZLt2RscRJxHtdHJ2gwac3aDBXz72cFkZWw8fZntBAbuKiti/ZzspERH0bdiwDpIKIUTgMqsqmowd9ntuzcycxW5+/iWHz+c8RtWRUi6d9B+ev3k0kYkp2EP9Z2VepyFXsuqTt46Vrys/nk+noVeya1UWAFZHCFZnCJu+XUB6m7MwW48/ctTfycrX4Kbo4PX6UBW5WLM2xDWJQ1EUcrfm/vH2RtUXaFocv43oXT5vOTmbcrjdfvux23RNZ/nc5X5fvq75eA0fffLRKV20LYQQIjBJ+SqEEEL8DSbFRBRRRJmjaNyoMRc1ugguAl3XKaOMYr2YHXk7WLdpHRs3beSbhd9weM9hdE0nJCqE5FbJbP42myZd+uPzejGZjfkrOdr+9/fNDDaKzcbVN9zAff/8p5SvQSQuNJS40FB6StkqhBCnxaQosvLVz+k6XDzmezZmZWGyWLl1zmdEpWRgtdtJa92RkOi/niZRlzoMupyFUx+n6OBeQGHP2p+48slXj5WvJrOZyye/xAeP3cOK918jpXkbGnY8m7bnX0JS01bGhj9FOjomTcrXYKYAlw49m0Uzl9FlZBej4wSd0JhQWpzbgiXTl9Dvjn4n3Pf1wPoD7F21l3u+vgdnlPPY7ZXFlTx/zvMc2HCAlNbGj1w/nsJ9hUQlR9HIKtvdCCFEMJPyVQghhKhBiqIQRhhhShhpiWn0TewL51SXspVUUqQXsatgF2s3rcWVE0XJ4VLe/Mf1aD4fFruduAaNiW2QSVzDTOLSG2MPq53VClVlR7CHhBJplfL191J69KDc7aagvJyYkDPb01cIIYQIZBaTCU2Xla/+rNQXxtol3/LPxZuOTVf5z/DeeF1VjHjyVUKjYgxO+EchUTE063kuqz59B3Sd5j3PJeRPGVv3H0yzngPYveZH9q5bybasb1j2+lSGTXyBTkOuNCj56TH5ZOxwsItwOqg8UmV0jKB15UtX8myfZ3my25NcNPEiUtqkoKgKe1bu4dDWQzTo2IDlc5eT0TmDzF7/f5JUw24NWT53OcOfH25A+r+2a8UuOp7dEZMin8WFECKYSfkqhBBC1AFFUXDixKk4SYlLoWefntzRp/q+Kq9GgcvH/sIjrN+yjY2bN5P9w9csf/MVqsqOABAWG09sagbR6Y2ITW9MTFpDrA7nSY54cgV7d5Kc0RiTKmOOfk+NjGT0sGHM+fFH/tG7t9FxhBBCCMNYTSa8Pln56s/KfCGA8odtLWLSGlK4fzev3jiEh5dux2y1GhfwOM4aOpJPnn4QgCHjnzruYyw2O5nd+pLZrS/9b76P9x+9i69eeSYgyldFUTHLnq9BLyTcSV52ntExglZc4zge+vkhFjy1gI8mfETR/iLMNjNJLZI4955z6XVTLyY0ncD5/zj/uM/veElHvnzmS4Y9OQyz1f9OfdvD7OzctJMyvYxQJdToOEIIIWqJ//0NJIQQQtQzdrNKilklJSSarmndYEA3AHyaTrHbR0GVlx37c9myLZut2dls+fpjcnbvwF1ZiaIoRCamEJveiJgGjYlNb0xUcvpfjjHO37eTRpnG7Tfrzy4YNYrp771ndAwhhBDCUKqqythhPxdjKSI0OoanLmxHSFQMRTn7qSwpomGnHlgcuagGbWtxMk3P7o/P467+5+7nnNJz4hs1Y9OSBbUZq0bJnq/Bb3RVKi+mRLLu83W0HdTW6DhBKSIpghFTRsCU49//fO7zJ3zuuXefy7l3n1tLyc5cYvP/Y+++o6OqFjYO/860THpPSEgIvfeiIFIVEBUREFEUVOCKXkHsCoqAvSv3KigqFlQuKNhQsAtIEQtI7xBaem+TZDLz/YGX76IoJeUk4X3WygJmzjn7HRYhyXln712Hb2Z+w+2v3c6ccXO076uISC1V/b4TFxEREQCsFoNwp41wp42mIfUZ2Lo+0A8At8dLVnEZ6UWlbN97gK07drBz505++nE5aYcS8ZSVYbXbCY+rT0S9RkQkHP0IjIjGMAwyEvfQ7eITv1P4bOdISMBmsVDiduOohjctRUREqoLdYsHj0bLD1ZnTUszqb+/m571efll/kCsGNmT1bh/uG3kTIx6ZfdyM2OrCYrVy+6LVx37/vwqyM3nvnrF0HjySOk1a4uMfwOGtG1jx1r9p2esiM+KeFs/vb1awlZWanEQqm6PYS6MWcexcvlPlq5y28IRwoppE0bltZxWvIiK1mO4oioiI1EA2i0Gkr41IXxstwpoxpHOzY8+53B4yi8tIySti887dbNuxk107f2PjskXkpKXg9XpJ27+L+++81cRXUH0Zvr60T0jg7fXrGdeli9lxRERETKE9X2uG4pIyHpn2H7r06Mjn3x/miXue4pwh19K8Rz+zo/0lZ0DgCR/38fMnvk1Hfnj3ZTIP7afM7SakTixdhoyiz5jbqjjl6StxFWKxWLBq5utZocztIT893+wYUkMVZBbQoVkHs2OIiEglUvkqIiJSyzhtFmJtFmL97XSo0xF6dgTA6/WS7/aQ6Sojp9BFm6gT3/gSmP7GG4y7/HJW7d9P9/r1zY4jIiJS5ewWC2Wa+VrtPfP6FpISD/Kf334jLL4+zbr3ZeBt082OdZzhM1782+dHPff2sd9fNHEqF02cWtmRKkVxXi5Wux2rV8t1nw2eungglz70Il/P/JoLJ1XfJW6l+irVLHkRkVqt+q1BIyIiIpXCMAwC7VYSAh20jQ7SEkd/wx4by9WDB7P6wAGzo4iIiJjCYbXi1gy+am/8yFbY7XZKS1wc2vwrgRF1zI501nIV5mOxao7D2aJdug+fzpjAx1M/ZueKnWbHkRqmKKeIhNAEs2OIiEglUvkqIiIicgK9R4xg5b59ZscQERExhcUw0LzX6q9ZRB6bl49jx46Z9B4ziV1rvjU70tnr9z1f9Xlz9mif4sO1EwYye8hskrYnmR1HagCPx8ObY97EMAyshvXkJ4iISI2l8lVERETkBHwSEqgfFsbqxESzo4iIiFQ5q8WiPV9rgC1pQdz82DYuu/Zd1i58g6EPzjQ70lkrPL4hxQX5FNt9zI4iVejZgI7U6xDPz+//bHYUqQF+mPMDLTq34Lsl3xFjxJgdR0REKpHKVxEREZETMOx2Hn/2WeZv2sS/Vq0yO46IiEiVsloseFW+VmupxcFcdMFUNm0+SHyHXtz50Vrqtelkdqyzls3hwOv1ku8baHYUqUIWLzRJiCFpi2a+ysn9+uGvTLt5GuFGuNlRRESkkql8FREREfkLsb16MXfpUnZlZjJr7VqyCgvNjiQiIlIl7BYLHo8XCj1mR5G/sGJjMVa7g9HPv0PP6yYQEBZpdiQBCpz+ZkeQKjb+/K5s+3obhdn6WUFOrMxdxuZlm/EJ9CHKFmV2HBERqQIqX0VERET+hi0igtc//ZTwunW5dsECknJzzY4kIiJS6WKDgtiTkcGVl74Kbs2ArY6SPXFkJx8yO4b8D7uPk32uErNjSBXrmuaHM8hJxv4Ms6NINbVl2RZWvrqSZ/79DL6Gr9lxRESkCqh8FRERETkJe0wMN772Gi8+8ADjP/yQsR98wOy1a0nJyzM7moiISKWICQoi5YEH2HAoiV8W7zU7jvxBRkkgz02cRONzepodRf5HYHgk6w8fNjuGVLGiQAslBSWExoWaHUWqKf8wf5p0bMKF8ReaHUVERKqIylcRERGRU9RuzBi+XbWKl2bOpEnr1vxj8WKyi4rMjiUiIlIpLBYLT150ETc+vACKNPu1Oij12NiQGkafi1+ibvO2jJ39gdmR5H+ExMazM/mI2TGkin3mScY/zI+AiACzo0g1Va9TPXZv2E2JVzPjRUTOFipfRURERE6RYbFgjYkhum9fhj71FI9NmMCV777LrvR0s6OJiIhUiiGtW+O02Rky8GV2fa1SySyfrndwzuWLaNTxSS46fxJ1mrfnqideMzuW/EFEvcbsT04yO4ZUsV/2JhLVSPt4yl/zerxYrBasWM2OIiIiVUTlq4iIiMgZMAyD826/ncGdOnEwO9vsOCIiIpVm5fjxtI2sQ88x/2L8oLfBpVmwVanUY+PWcU/T+LyLsPs4iWvVkYObf8Vi0S2d6iayfmPSMlLNjiFV7PKu7Un89YDZMaQayzmSQ1hMGFZD5auIyNlC36mLiIiInCHDMOjUuTMv//ij9vcSEZFay2KxMKNfP96/5hq+3rabFfO2mR3prJJUHEZxUQE9Rv+TZt37cmT7Rqw2m9mx5ARim7chKyMNvT3h7LJozXrCEsLMjiHV1HcvfsdzFz5H74t7mx1FRESqkMpXERERkXLoN3Eij958M/cuXcqaxESz44iIiFSa8xs0YFL37kx7dZn2gK1Cq9Zn4h8SDsCge55g7OxFjH9zqcmp5EQiGzTFlZ9PkY+f2VGkCnnKvARHB5kdQ6qhHS8DfPQAACAASURBVMt3sO2bbXy27zOKSovY6dppdiQREakiKl9FREREysESHEynCRN47vbbeWbFCo7k5podSUREpNJM6NaNvemZFO4pNDvKWWP7ziTK3CW4S0qAo7MrbZr5Wi39dynoXL9Ak5NIVVq/fT9NejY1O4ZUQ6vnriY3JZdp903j0cGPMu/TeWZHEhGRKqLyVURERKScDLud7nfcwYyJE3lmxQqz44iIiFQai8XC6E4daT34CbYvPWR2nFrP64Wdhz1kHkokbf8us+PIKbBYLKTZnGbHkKpkM0jalmR2CqmGRr8+mknLJtHovEaMf388WzdtNTuSiIhUEZWvIiIiIhWk25gxuIG1Bw6YHUVERKTSPNyvP2O7dOEfD/xHyw9XsjWJwXz/9hymfreTmKatzI4jp8AvOJQNqWlmx5AqNLBHexJ/0fYj8mdWmxXfIF/aX9aeRuc1IvlAMl6vvm6KiJwNVL6KiIiIVBBLYCBPPf00T3z/Pe6yMrPjiIiIVJqr2rUjq7AIrGYnqd2eeX4ZrfsNwi841OwocoqCo2PZclizws8mob6+GBbD7BhSzbmL3dh97BiG/q2IiJwNVL6KiIiIVKConj0Z1bs3j3z3ndlRREREKo3TZiO/uBhPptvsKLWew+lndgQ5DWFx9dmddNjsGMf8eOAAYTNmMGze8XtNJmZlETJ9OhuTtFxueaTWszP9oXfofn13s6NINZeZmEls/VizY4iISBVR+SoiIiJSgQyLhctvuIHV+/fzze7dZscRERGpFHWDg4kJCmLWk8vNjlKrFHvsLE+MotRjA6B+o7pkHNxncio5HVGNmnE4NcXsGMe8s349N55zDmsPHOBgdrbZcWoda6kXq81Kl5FdzI4i1VxGYgb16tUzO4aIiFQRla8iIiIiFSykY0eeu+suvklM5OUffzQ7joiISKUY3KIFC1dsMDtGrXL91A1c3v0Gbnp8O0dc4QSHh1OUm2N2LDkNcS07kpGWQnXY1bGgpISPtmxhbJcuDGjalPc26PO1ooUluek+sD3v3fye2VGkmtv5/U46d+xsdgwREakiKl9FREREKpjFz4/ukybxwrx5/HjwIA9/8w05LpfZsURERCrUMytX8uKdw8yOUav8umI1Q6c+x7rl6+jU/nb+/cDjnDv8BrNjyWmIad6GwtxsSmwOs6OwePNmGkdE0CQigivbtuXdDRvweqtDLVx7GEC7xvVI35dudhSpxspKy8hNzWVg84FmRxERkSqi8lVERESkktgTElj43Xf0OP98Rrz7Lsl5eWZHEhERqTCR/v6ExgSYHaNWuXvaOD57biolRYUAWG02inK1VGxNYrPZ8Hq95Pua/7nxzvr1XNm2LQAXNm5MQUkJy/fuNTlV7bP3UOrRFlZqHXeJG7f76Ed5ZB7IJLphNP6GfwUlExGR6k7lq4iIiEglskVEMPixx5gybBg3vP8+O9PSzI4kIiJSbvsyMkgrKKCwUCs7VKSxFxgsXf48kx8ex8LvX8PHL4CgqBizY8npMiDPL9DUCLvS0/nl8GGGtW4NgM1qZWirVryzfr2puWqjKYP6k7Qtibmj55odRSqQ2+3mrpi7uCvqLiYFTeKV4S+Tk5xDfno+hzcfPr2LGeDxeDTzXETkLGIzO4CIiIjI2eDS556jTffu3Hz//fxn5Eiz44iIiJTLS2vX0rNBA5p1r2t2lFplS2og7y3eTEpyDlP++RhdLr+G1n0vMTuWnCaH05cd+YXUNzHDvF9/xe3x0OLZZ4895gXsFgvZRUXmBauFGvxWxFcvTebaZ17j04c+ZdCDg8yOJOW0e/Vu6jSvg81hY/nOR/B4PIy+4mUeav8QVpv1aInqhTrN6zBxyUQcfg4Kswtx+DmwOY6/3e7xeHDluTi89TAH3QeoZ08w6VWJiEhVUvkqIiIiUgUMw6DegAEEPPQQ+zIzaRAWZnYkERGRM3Zz1670f/118GgWT0UacfW/8Xi8BEfHMnbWB8Q2b2N2JDkDQRF1+O3QYQaEmrPvq7usjP/89huP9O9P30aNjntu9MKFLNy4kQFNm5qSrTayeKH9AQuvThjNsPv/hY+fD/3v6m92LDlD2Ueyebb3s9h97TToWI8GLjcWYOV7N1JqHF1fOt9TxvMLf2bbpsPcE38PZaVleNwebE4bgRGBOAOdhMQGk3U4m6zDWQAUZhYy/JKL+fr9xQQGNzPxFYqISFVQ+SoiIiJSRSyBgSRERWm2gYiI1HiNwsNJCA1h2h2fMuOVwUcf9NGmh+UVGReHf1Q9Lr3rUbOjSDmExsaz7cghCG1oyvjLdu4k2+ViVMeOBDudxz03uGVL5q1ff6x83Z2R8afzm0dG4rDpluHp6pbq5KMX7mTonc+rfK3BSotLsfvaefzbOxmSEI7l9/cY2QDb78sG+xoWHhtxDmUjIPmpK/ACRRYLc+YsJykll7j4MPIy8yloGs2j919CILAzt4jFM7/hl3Vf0rufylcRkdpO30mJiIiIVKHzunTh259+okNdLdMoIiI125LrrqfbrFnMb7MBq2Hw7axbiLkgwuxYNZq/rx2bw3nyA6Vai2rYjAObfoZW5pSv89avp3fDhn8qXgEGtWjBsytXkvX7mwHHfPDBn475bdIkEkJDKz1nbdQq3Y7Dz8Hyl5fT66ZeZseRM/DBne/TvFdTrkmIwHmSPVqtQN2Sst//VMbTo8/780FlR6/R2d/JusggCvVGXBGRs4LKVxEREZEqdOlNN/H6hx/y0Dff8ECfPlgsFrMjiYiInBE/h4PfbrsNV2kpt3z8MeOmzeezCyaaHavGKvY4iI6PZcf2PWZHkXKq27IDW79ZYtr4C0aO/Mvn2sfGkj19OsCxX6Xi+Od5ePuRm7n67n+pfK2hEjrXZ9e3209avJ4JrxcMLRIhInJW0N0+ERERkSrkSEjg42+/pVG9ekz7+muz44iIiJSbzWLh8+3bmTish9lRaqydGQG06fkiG3/Zzp6ffmDn6u/MjiTlENe6A7mZabgtVrOjSFXyAUItdHD4gRd2r95tdiI5AxENIyh1lVbKtb1eLxZDt+NFRM4GmvkqIiIiUsVssbGMnzmTIT16sOHIEdrHxpodSURE5IxZDIO6wcHMfH8FvYc0w1nf1+xINc6Eez4lIqExBzf9wnNvP8kdo8cx8b1vCaubYHY0OQN+QSGUud3k+QYSWpBtdhypCDYg0ILH38u+wmw2HD7CzpR09iZncDg9h9TMfHLzXHh/ny1ZkFXIwd8O0vi8xubmltO28/udNGkfXynXdvrYKCjMr5Rri4hI9aLyVURERMQE1vBwXp0zh2uuv567e/Wia716ZkcSERE5IxaLhZ8nTuSG99/nshGv8OXaSVpX8TRFxESzbu5cDIuF7PwS2vfpx3evPc+waS+YHU3OlAEFvv4qX2sKHyDAgsf3aLn684FDbD6Swu4jaRxIziY9Mx+P52ix6ufnICY6iLoxITRoFs6Fl7SgTatYmjaOxGY7equ1323z+fiBj2l9UWsiG0Sa+MLkdHUa3onXR71O2ozLiPRU7LWbNIpky46dFXtRERGpllS+ioiIiJgk+vzzWTh/PteOHs2ujAxGdehgdiQREZEz1jU+nunf7GTdgj2cc5Vme52Ol+5vR48fOxASE8eTdz2B1+tl3MuLzY4l5WCx2jjihTizgwjYgVALOA0OFuWw8UgyW5OS2ZOSycHULJLT88jNcx073M/PQd2YEOonhHFez0bc0jaO9m3jCAhwnvKQn79wNd2GzmLrF1u192sN0+KCFsS3jecfkz9k0aNDqMjFw1u3jOWtd3/E4ynCYtEqESIitZnKVxEREREThXXpwkdffsmoQYM4Jy6OZpF6Z7yIiNRM47t2pUFYGGOmv8fmYVPBrtmvpyrUt5RRNw7hhQef5+Y3lxKZ0MjsSFJOAaERbDiSwjk+ZiepxQzAaYDf0Y+00gI2p6aw5UgKu5LTSEzJIiktl6ycIjyeo1MY/XwdREYEEFc3lAb1w+lzUbM/zVqtCHbgivE9mTlpAa0HtiY8IbzCri2Vb9Sro5jeZjrvDuvI6I4Vt/x7eLg/2TmF5GdvISisc4VdV0REqh+VryIiIiImc8TH0yAqit0ZGSpfRUSkRuvftCmZRUWQWgZ1dcvhdNx9hT+FRbcye/QAHly+2+w4Uk4hdeqy9chhaBBtdpSax4ejpaqvgcvuZkt6GrvT0jmQmcWRrDxSsvNISs8lI6uAIlfpsdMcDisRYQHExgTToEEEl59Xj1YtYmnTKgan01HlL+OeAa0pfNTFk92fZPrm6fiF+FV5BjkzYfFhDHlsCC89uZRRC26iIt9KdOhwNv+aOYN7p7yO3SeqAq8sIiLViX4SEhEREakGRowYwXOzZvHx1q08NXAgIb5ahkpERGqerSkphPn5QnhFLtR4drAYXm69Op5Xn9DfXW0QXq8he5NUvh5jB/wN8LOAD2QXu9iensrWlFT2pmZyIC2LI2k5pGUVUFhYcuw0i8UgNMSXsNAAoiIDiakTRLc2DWnWOJoWLeoQXzfUvNd0EhbgwWGd+eStNax+azUXTrrQ7EhnJXeJm4zEDDIPZJJ9KJvs5Gxyk3PJT8/H7rQz+tXRJzzP4XTg/X2f34r0/bLbeOLZL/ni89e4dMiUCr++iIhUDypfRURERKqBDmPH8vY11/DlE08w6JVX6N2wIff26kWAj9aqExGRmmPGN19zRee2R2etyd8q8vgw6t617Nq4lciYaPwDfNmweh2xTVubHU0qQHSTlmzc8qvZMSqHDfAxjn6eOw0KLaXszspgb0YmBzNzSMrO5XBmDoWuEnLzXWTkFJKb58Lr/f8iy2azEBLsS0ydYGJjQmjfOZ7hTTrRunkMCQlhWCwW815fBbIB/a7oxJfzf1L5Wg5ut5ucwzlkHswk61AWucm5ZCf9XqKm5VOYVUBRrovi/GLKysqOO9cwDHz8HPgG+eIf7EtQqB8hYf7sWrGLwKjAvxwzdW8qYdFBFTrrFY7uKXzxgFasWvsTlw6p4IuLiEi1ofJVREREpJownE76T51K3fh41i5fzk0ffkibmBiGtmpFk4gIs+OJiIicVIuoKN5Y9TO3ru9DWIsglbB/Y82+AFZ+9AlXPvwSR3Zsojg/j2ufeZO4lu3NjiYVoG6Ltix/PQ0vVHh5U+EMji71az9aprqdZWzJSmPLkRQSM7M5lJFDanYeKRl55OS5cBWX4vmfGYFWq4XAAB/CQv0JD/MnMiKA1h1iCQ72JTI8kCaNI2naOAqH4+y8DRkS6MRqrx1l8pnyeDwUZhYeK0/zM/LJScohLzWP/LR8CjIKKMwppCi36GiB6v5DgYqB3deOb4ATv2AngSF+hEYG0DAulOgu9alTJ5j4uFDqxYURFuiDw+vF4eH3X71Y+fPn4RVeyCtx/2Xmrtd25cVBL1bK53Db1nX51+zv8ZQVYrFqOWoRkdro7PyuR0RERKSaMqxWWo8dS6uRI2nwwgvs2bCBHi+/zL8GD+bKNm3MjiciIvK3pl/Yj3BfP1pf/gSd4ury6Xe3gKPaV0+m6FLfRd1mLfnkqcmMnb2IyIRGZkeSChTdsDlF+bkUOXzxKymq+gA2wO//Z6cmufLYkZ7G/owsDv63UM3KJy07n+zcIoqLjy+hQoJ9iY4KIjoykNi4ENp1jaNp42ga1AsjOjrQlD1Ua6phA9vw0v0f4fF4auyMXo/HQ15qHhmJGWQdyjo2+zQvNY/C7EJcOS4Kcwpx5bkoKSzB4/FwrLX8vae3+djw8ffBL9CJ099BUKg/IREBxDYIJ7JbA+rUCaFu3RDiY0OICPY9VqDafy9QbZxiCVpSdvJjgPsnD2Rgp0f45f1f6DS805+eD44NpqSwhFIDHBW8+rCfn4OwUH82/rqI9l1GVezFRUSkWlD5KiIiIlINGb6+XDB5Mn1ycxk+fDiX3HknQQ4HFzVrZnY0ERGRvzWxe3du6daNJs88A9keiNIepicSaC3gx0+u5skFObx03UXc8/l6nH4BZseSCmKxWMAL+b4BVV++hhh0nTWLjMyCYw/5+NgIC/UjPCyAqIgAYhuF0i2+IQ3rR9CkcRTRUYE1this7ho77cS3ieXjBz5myGPmrDPr8XjIPpxN9uFssg5nkX0km9yUXPJT88nPyKcw62hxWlxQTHFBMZ4yz7HSFI4u3WvzseEM8MEvyJfAUD9CwgOICfcnrEkU4eEBxMaFUDcmlNg6QQT52rF7weHxHi1PvV5s3qP74J6SUyxQy6N9gJO3vruL6y949oTl68FfDhIUEYCt4rd9BaBf32asXrNa5auISC2l8lVERESkGrMEBRF6xRW8XljIpIcfZv5vv/Hi4MEEai9YERGpxiwWC3aLhe8/2U7vca3MjlNt2S1uplwVwLxZ0Rzc9AtNzu1ldiSpSAZkOXyJqupxc4+2RU89MoQhl7Wr6tHlD2zAdbddyAMj5uD1ehn6+NAzuo7H4yE3OZfU3amk7U4j81Amecl55GceLU8LswspyimiuKD4uP11/zsD1eF04PQ/uvdpYKgfQaF+REUE0LJRJBGRAURHBxFTJ4S4mCCC/X2OlacO79EC1e49jeV3q6A8LS8D6JAQhmGc+FX9uvhX4lvUOfXC+DQ1b1aHefNr6b7QIiKi8lVERESkJmg+ahTLBg/moZEjWblvHxc3b252JBERkb9VPyyM5NRcsjfmkpNaREKfKLBqCeI/+uAnO3npqTTq0sPsKFLBfAOC2ZyVQ5WvW+KBpvUi2bErpapHlr/wj/Mac+6+xxnS+VHy0/Op27Yueal5FKQXUJBVQGHm0f1OXXkuiguLKSstAw//33b+/qvdYccvxJegcH9CIwIJiwygfosYIqMCqRMTQr34MOrVDfl95unRZXtt3v8WqLWrPK0ITo8Xw2qccEnostIyAoMrbz/WhvUj2LX7CJ6yPCzWwEobR0REzKHyVURERKQGMAwDIziYWx96iJEjR2K1WBjQtKnZsURERP5Sh5gYnpn/Pfe+9hlFpaWkrnkU4nQb4n8Vljm5e/xjXPnIbC35WgsFRdVh4+FDDIuu4mIlxGDV+n08/cyZzbCUimf3Qierlc9W3sM/xr1FYXIOwWH+hIX507h1LOGRgURHBxNTJ4i4uiGEBvjgMCzHZp3avEdL1FNeuvcsKU/Ly+nx4gzw4dBvh6jXod5xz4XGhbJ/9e5KG9tut2K3W8nJ3EZo5DmVNo6IiJhDP/WIiIiI1CBhnTqxcPZsmg0ezAWNG9O9QQNGttNyciIiUv3M6NePtIICLmvZkrs//xyCVC7+kQcLHo+HvHTNUKyNQmPrsSc5Caq4fP2pLAk/XzvRUUFVOq6cXJsAJ2v/M/7kB7q9gArUyubwwui7L2LOiDk8uOFBclJy+P7F70nolEDKrhSK8osrdfy+vZqxZMlCRt2g8lVEpLZR+SoiIiJSwwT27MmPb71FXlISNz/zDOfGxdEoPNzsWCIiIsdx2Gy8dsUVrE5MJMjpAwFacviPAqyFvLFgKuNGPsaedSsY8ejLZkcyhSs/l6zkQ+SlppCfmUpBZgapiTsJCI1gwIQHzI53xqIaNOXgzyuBql2t5IXPV3J+t8ZVOqZITXXvsI78um4fd8XchTPISdPzGvH1ip3EN4nmrTduqNSxL7+0Lbfdu4hrRhdgsfpX6lgiIlK1VL6KiIiI1DCGzUa9oUeXkbtp1y5W7dun8lVERKqt/VlZ2K1Ws2NUWxc2L+LHVQ/S+6Ln+Wr2E/S7+T6zI50yj8dDfmYaeekp5KWlkJ+ZRn5mGgVZGRTlZFGUl40rP4/igjyKCwsodRVRVloKgBfvsetYrDZ8/Pzx8fXFL8Af34BAkhIPkLZ/V40uX+s0acXGpR9U7aA22LE/lUkX967acUVqKKcXFj0xjJ2PDiHBbsXf4z35SRUkLMwfp4+NPbu+oUnzy6psXBERqXwqX0VERERqMP/gYPYVV+5yWCIiIuWxLTUVu81KSXIJjlgfs+NUS+HOAuKbNKYgK6NSx3G73bhysyjIyqAgO5PC7AwKsrNw5eXgys+hMDuL4oJcXPl5uPLzKCkqoKSoEHdJMe7Skj9dz8DA6nDg4/TFx88P3wB/AoMCCQz2Jy4qkJBmDQkLDyIqKpioqADqxoQQHmLH1+rGYSnFbpTiY5TgYynBaniOXdfrhYsmbSHz4L5K/fuobHGt2pOXnUmZxYLV4zn5CRXBDQ9c249bHvyATh3q0bJ5TNWMK1KD2YCWVgtUYfH6X9defQ5vvP4qjz41CMPQChEiIrWF4fV6T/urSm5uLsHBweTk5BAUpP0jRERERMySv2ULo0eMINflYnzXrvRv0sTsSCIiIsfxeDy0nTmT0X06cc+si82OU614vfDOL5E8O/1lsg4ncsfiNcDRZXgLsjIoys2iMDeHotxsXLk5FOXl4CrIxZWfS3FBPm5XEaXFRZS6XJQWu46WpCXFx2aX/olhYLXbsTt8sDt88PHzxenni6+fL37+vgQGBxAU7E9YeCBhYYGEhwUQFRlIdHQgoUF2fKxl2A03DqMUh6UEh1GCwyilovuC9NJQWjSfyO3v/0BobHzFXryKPXJBC7ZMuZ+QgpyqG9QH3srdyNQXP+f+uwcwflyPqhtbRE6L1+vl8hFz+OKLZfj4NTQ7joiI/MGZ9qGa+SoiIiJSgwW0asUHa9eSu2IFl91yC30aNtTSjiIiUq1YLBba1Ilm/6FMs6NUKzff9h+ys4tY+uUWAPzDInh6UGcMqxWrzYbd4YMrP5e8jDQi4usR17gJfv5++Af4UifGl4CgCPz9fQgK8ic42JeQED+Cg3wJD/UjPNR5tCi1uLEbpdiNo786jFJshvs0y9KC3z+qTnKeHU9pKTtWfU3X4ZW752JVyPMLrNrytRiu82nLhY83ovf02RxJymHG1EurbnwROWWGYdC3V1M+W/IWQ6+cYXYcERGpICpfRURERGo4S0AAwQMH0r9dO37Yv58+jRqZHUlEROSYT7Zu5VBOLhabxewo1Y5hwMGDs/F6DWyGG5vhxmp4sODBMKBj9ycYd3VfPvl8I9+/O/AkVysD8n//qNnuf+ZnytyldB58jdlRys1qt3PYbWDG/N266f788szttLjlSe6+/UICApwmpBCRkxlxRScemPEpQ66YjGHR56mISG2gn3xEREREagHDMGjRsiV7MzWrSEREqo/MwkL+sXgxg7u34t2Pxpgdp1oKtBYQZMvHz+rCYTlavhoG/LBmDy5XKVPuHkBhYQmr1u4xO2qV2b1uBc3OvxCbw2F2lHLzDw1nfdIR08YP2m9lYO+WnNf3WRIP6vtEkeqoTnQQruJSUo78ZHYUERGpICpfRURERGqJzt268ePBg2bHEBEROSbIxwd/u52iwlLwqeCNQWu5efPXMWxwe+x2K8MGd2De/HVmR6oShWVO0vbvwuv1mh2lQoRE12V70mFTM7zWcwi3Xd2b8y94lpHXz2Xr9iRT84jInw0b3J7/zH/d7BgiIlJBVL6KiIiI1BJ127cnx+UyO4aIiMgxNquVzbffzjsrf+XLOZvMjlNj5Oa5+PSzjVw5rBMAVw7ryCdLNpKbV/u/zv+YFE1JYQGD73vS7CgVIjy+AfuTTS47i7yM8W/Hrifvweq1cNHlL3HJ0Fnk5tb+f08iNcXA/q34bOlaytwZZkcREZEKoPJVREREpJYwHA5K3G6zY4iIiBzn18OHKSotZV9iutlRaowPPvyV+gnhtGkVC0Db1nWpnxDO4o83mJyscpV6bEy5ey7OwGBsPrVj38OoRs1JSks1OwYAzjQr87pfwf4nJ+Mt83LXlMVmRxKR3zmddurFh7F5w1Kzo4iISAVQ+SoiIiJSS3hLSsyOICIi8ieTv/iCiRd0Z/yMPmZHqTHe+c9PbNuRQnj8Pcc+tu1IYd78H82OVql2ZIWzbflS+v7jToIios2OUyHqNG5JduaZvfFg7YED9J0zh6lfflmhq5tYUrwsvO1avluxs8KuKSLld/Xwzrz19jy8Xo/ZUUREpJxsZgcQERERkYphCQvD3+Egu6iIEF9fs+OIiIgAkJiVxT9u7A5O7fl6KrZsS2L9b4dYsugmQkP8jj2ek+Pi4qGz2Lo9iZbNY0xMWHm+WJ5IdKPm9Lj2ZrOjVJjoxi0oysuhxGbH4S495fP2ZGTwyLffsvChh9h16BA3zZ9PoI8PrwwZgmGU/3PJgZWSUq2YIlKddO5Yj0eeXEZJ0X58/BqaHUdERMpBM19FREREaguLBavFgsfrNTuJiIjIMU0jI/jyu+1mx6iWcvNcbNx8+LiPWXNW0KlDPN27NqJl85hjH93ObcA5nRKYN3+d2bErzf78MFL2bMdVmG92lArjcDrxeD3k+wae1nm3fPQRz954Iw1Hj+aiadNY8tNPNI2L44udFTNb9Y2ffqFpo6gKuZaIVAzDMOjVownLPn/H7CgiIlJOKl9FREREaguXCz8fH9YcOGB2EhERkWPqh4Ty6+aDZseoln5YvYee/Z8/7mPpl1u47OI2Jzx+0CVtWLjoV0pKat+MRa8X1i1ZjH9YBE6/ALPjVCwv5Pme3muKCw4muF49DLsdAEtgIBdfcgk/Hz5c/jwOeOPzdXTv1qj81xKRCjXq6i7MeW0hHneO2VFERKQctOywiIiISC1hCQ3l5bff5sbRo3FYrfRr0sTsSCIicpbbl5HByv37eaj3RWZHqXZmv3AVs1+46rTOmTC+FxPG96qkRObyYlBSWEhcqw5mR6lwNoeDgyVuEk7xeK/XS1ZREVENj192NCw8nIM55S9k1loPcyQ5h7smXVDua4lIxYqMCCSubijffPUyF150T4UsMy4iIlVPM19FREREapGg1q0ZPmAAaxITzY4iIiLCmEWLuLJrO0bcdo7ZUaSaK/Xa2L/hR7KO1L5Z0gGhEfyWlHzKx3+xl+CwkQAAIABJREFUcyfnNG5MSKdOxz3eZOBA8oqLyXG5ypXnpa/WMPa68wgIcJbrOiJSOabcPYCHH32VpIMrzI4iIiJnSOWriIiISC1z8bhxpLpcLN2xw+woIiJyFvvl0CG2p6Zy710Xgp9uP8jfsxoezh1+PVmHEklL3GN2nAoVXCeWnclHTvl4l9tNXGwshsNx3OOG3Y7dYsFSzplwLetHM3/hz+W6hohUnpBgXyaM78Xrr72E1+s1O46IiJwB/fQjIiIiUsv4NmrE7HnzmLVmDdlFRWbHERGRs9Q/P/qIqYMvJKBlLdu/UyqFzShj2fMtqNOkBbtWf2t2nAoVHt+Q/clJp3z8jvR0gnx9//T4kZUr8Xi9BPr4lCvP5HN6k5fnIjunsFzXEZHKc0HvZqxasxlvWZ7ZUURE5Axoz1cRERGRWiigeXM6N2zI/qws2p/g5p2IiEhliw0KIqUwH2zar05Oz4alH3De1f8wO0aFiWzQlM1b1p/y8WsSE5nx1lt/enz+3Llc1qJF+QMdKeOeMX1p0+VRwsL8efC+gQy7vOL32i0pcbNtRwr79qezb38m+xLTSUnNxWL5/7kgXq+XAH8f8vJdx/a2/O9MP8MwiIwIIK5uKG1axdKuTV1iY4K1B6acFWw2KwClJcn42IJMTiMiIqdL5auIiIhILTX04ou58cknefeqq2gYHm52HBEROctsSEpiwZwbzI4hNcy9T09mwsDhbFvxJS169jc7ToWIa9meFW/+Gy9wKrWhj82GKy0Ne3z8cY9f0LcvU59/nuFt25Y706Sorox6uwtDps1l6ZdbKqR8zcwsYOWaPaz7OZFdu1OwWq20bBFPkyYN6dGzI9c3bk5s3YYYFgd4PYAXr8dNdnYaIaHRWKx+gBXwgrcUt7uAlOQD7N+/m982rOfpF77h8JEsAgOcnNulPt27NaRl8zrHlbkitUm7NnGsWvk5fQc0NTuKiIicJpWvIiIiIrXU+XfeyZt2Oy+/9x5PDRxodhyRShUyffrfPn91u3b8s1s3Lnj1Vd4cPpyLmzc/9tzHW7dy46JFfHfjjbSMjq7kpCK13/aUFK587z2aR0fiaOI0O47UMINaZTLRamXB/eN5cPmeWlGsRTZshis/l2K7D87S4pMeX+bxYJzgdbcfPRrrCy+QV1xc7qWH/526jqdGf8P53Rox58WRZ3QNr9fLb5sOs/TLrfyyPpGQYD969uzEuHHjaNHyXOw+dX8vVP9elF+zEz5u84GERi1IaDSAXhccHc/jziQjbRs//PA1H3y0mq3bPsfX18EFvZpxUf+WREUGntFrOZu43WUs/Woru3an0bB+OIMvbavZxNXUkMva8dqbi+jT7xYMi93sOCIichpUvoqIiIjUYq369mXnzJlmxxCpdDvuvPPY7xdv2cLj333HTxMmHHvMabcT7HRyd8+e3Pbpp3StV48wPz/S8vO5Y8kSJvfpo+JVpAJ4PB4Gvf02z44bxGX/7Ah23dCX0xNsy2Px968yZsR0vpr1GAMmPGB2pHKz2Wx4vV7yfANPqXy1Wiz4BPx5r2TD6aRLs2asSUykf9NyzITzN3jhX8tZ8cXtNGgQcVqnFhe7Wbl6N0u/3Mrefem0a5vAoEsvZvpDl+DjVx/DqLyCyDAMrPZwomLPZ+iV5zNkuBdvWQ6Z6Vv57LMPeOChJWRnF9CnVzOGD+lARPjZu9/0ho2HSEvPo1/fFrjdZdhsVrZsS+KV139g1+5UBl16Lj179uOrr77m8y/mM+WeAdSvp5VyqpsWzeqQkprNgX3fktBogNlxRETkNKh8FREREanF/Fq2pEl0NLvS02kScXo310RqkujA/5/pEvT7bKD/fey/7ujRg6U7dnDXZ58xd/hwbluyhEZhYUw877wqyypSmx3OzcVps3HZXZ3AquJVzkyfRpnc9/w0Jo8cT1FONpfe/Rg2h8PsWOVjQK7Tn8jc9FM5FE9R0Qmfu+6WWxg/cSIbU1IY17kzIb6+px0lJaCQsjIPCQlhp3R8ekY+X36zna+/3U5BYTG9erTjtkm30qJ1byy2KNNmTRqGgWELIaLOeVw39jxG31BCYd5Olnz6LndP+RCP18s1I7rQr2/zs25m55TpnxAe5s+cuatITcuje7dG7Nmbxm0Th3JB/+ux+TTEMCz06X8j69ct4P7pz9Ht3IZMGN/T7OjyB7fe3JtHHnmUV17vicVy+p/vIiJiDpWvIiIiIrWYYbEQHxVFSn6+ylcRjs4mmj1kCL1eeYVxH3zAt7t3s/Kmm7DWgmUtRaqDnWlp5Lhc4PKC/9lVdkjFuvH8LOK+nsuUic8xc0Qvbl+0qkYvQezjF8C23DxsWVkE+fgQ6udHZmEhwU7nn74GWS0WykpKTnid+Asv5JPly1nwyCNc9d57zLzsMppFRp5yjrQIF//Z8hvBQb7H/X16vV527Eph+44U4uqGsHV7Chs3HWL/gQxCQ/wZ0L87L744nujYjlisQWf2l1DJDIsD/+DWjLj2cYaPnErSwTW8/PK/eemVOYy6+hyGDm5Xo/8NncyOXSnMmbuKsFA/CgqK+eqLd3A4G1BUkM62bT/RrkN/fHzrHneOxeJHp643sHhxLybfdzPDRr7KZZe0ZejgdgQGaNn46uCczvWZO28tG35aQMdzrzc7joiInCLD6/V6T/ek3NxcgoODycnJISioen7DJSIiIiLgyctjUJcuvDJ0aLn3BhOpKd5dv57Jy5ZxYPLkvzxmxtdf8/wPPzDjwguZdP75VZhOpPa6Z+nnfLxlK1d1bc+MuYPBpvJVyi/LHcyl1y0i42AikxauMCXD3p9Xsf7z9+k77k5CY+PP6BqvjL2U0uRDDKwXx5akJBJCQ0nOy8NiGDQIC+Pqdu3oHBcHwBXvvMNnn3+Oo0mTv73m9gULuHnKFF4fNoxwf/+Th4i2EH/3o0RGBtKrR2Oee3wYm7Yc4f3F69my7QiNGtWhTesmJCen0aplCzp06Ezjpl2w+cRW6nLClcnr9ZCXtZlZLz3Osi9/Yez15zFoYOtaORO278UzeWXWFI4cSSYyKoau54/FME593o3XW0Z+9hYW/OdVFn7wNeed25CL+rekbmwIQYEqYs20Z28aTz7/NfMXrDilfZRFRKTinGkfqpmvIiIiIrWYJy2NMo9HxavI/8gvLmbx5s342e2sPnCASWYHEqklvtq5i0WP30DrYQlmR5FaJNSWw/y5ozm37c2VPlZa4h72/rSSg5t+IT8rA8MwKHUVseenldzw0kLeuu0aRjwyi5imrY+dU1JUSFFuNr5BwXjcZTgDj78p5ykrY+MXH2K1Oeg/ZgIvP3wvez/8kF3bttH3uuuw2mxsfPtt+kybxs677mJbair1IyKw169/0rzNrrySJzMyGPvss1zeqhXXd+r09yc4DWw2K3v3pbN3Xzr79mXQqkUc11xzFZ3PvRSbIwbDqF0zQw3DQlBYW+594D3G37yBF55/mBGjX2fGA5fSolkds+NVGK/XS2REAJ3OvZ7OljMrSg3DSmBoW8bd/G+uH5vGm69PZ8GijWzekkjH9vUYe103oqM0CccMjRpG4rBb+WnNO5x7/o1mxxERkVOg8lVERESkFjP8/HB7PGbHEKlWHvzqKxxWK1+MHUv/115j/oYNXN2+vdmxRGq0/OJi9mVlUecEey2LlJfDKMFVkIerMB+nX8Apn+f1eil1FeHw/euZYnkZqfz6yXz2/PQDkfUa0qPPBYwfOZxGdesQ5LCyPSmdt9+dz2PXDOSiji157qknsNgddLv6RtL27WTVe68QVb8xOanJZCcfIrZ5WzyeMhp06Erny69l2/Jl7PlpJT7+AfS++BIMw6DR0KE0+p8Mba65hrjnnuPKd98lx+Xijccew7CffKapYRic889/8sUll3Dn6NF8tHUrl7ds+afjDufk8Mm2bXy8YBtZ2YVc0LsZjz04hg7drsLmE1frCtcTMQyD0IgOTH/kffbv/oJbJtzD0MvaM3xoB7OjVQjDMPB4vJS69uDwa1Xu69kckYy7+SUA3CVpLF3yMvdNXYTFYjDu+u50O7dBuceQ0zP5rv7cNeVffLJkGDZ7uNlxRETkJLTssIiIiEgt9uPTTzN1zhzev/Zas6OIVJm/W3b4uz17GP7uuyy94Qa6xMcza80anlq+nLW33KLSSKScHv7mGz7csoVf108Ge+1b0lPMU+Y16H3ddzh8A7hixr9P6ZztK75k5Tuz8fHzJ7xeQy6+fcZxS83mpiWz4q0XyTpygOE3/IOrLxlA4zBfrCdZjrag1MPz73/OV0uXEB4ZzbS7JtEuNoy8kjLSi0rZvO8Qvk4njz/9DPs2rMM3OJRXX32VNvHRBDqsJ7ym1+Nh78KFxLRti09UFNmGQXj4icsVT2EhFr//L5O9LheenBzemzaNvXv3clv37gCUuN18sWsXC377DT+Hg+EDB9J74EBCO7TEGnTqe8TWVsVFh7j7zuvJzMxlyt0DqBsbYnakcnv4iaXk5Zcw+9VlWCwVvzStp6yQxL3fM336I9SLD2HSP3tjt5/437RUjkeeXEa3bl0ZOuJhs6OIiJw1zrQPVfkqIiIiUkt5S0sZ1LYtjw4YQP3QULPjiFSZvypfc10uzps1i+Ft2zLtwgsB8Hg8XPLmmwQ5nSwYOdKMuCK1xroDBxj/4Yes3zQFLCpfpWJtzwqj1zm3cv2/5lO/Q9eTHr/44TsoLsjj0WdncseN1zPonseJTGhE8q6trFv0FrnpKYyZcDtjLu5NiE/FF0g5JWWkFrkJ87ES7jz1heeKiorw8/Pj3nvvZfr06Tid/7+E7M+vvMJDM2dyw6WXcskNN7BxxQpemDOH9Lw8Anx86N+kCeuTktibkYHVYqFXmzaMuvFGYnr0wHBqz84/8niKWLPyTWbOfA1XcSl9ezXjsovbEB5+CvvnVlMjRr/OokUL8A9qU2ljuEszee3l+/hkyWree+P6Wrl/bnWVl+/i2jFvsWzZFzj9NftYRKQqnGkfWvvXFRERERE5W3k8eLxeyrTssAgAk5ctI8jpZHLv3sces1gsvDR4MCv37WP+hg3mhROpBTrHxZHjckGWvu5IxWsWksmkJx5k7j+HU5iTddLjh059jnOGjuapp54kLy2FpO0befPWq/nlw3mMHjOWVUs/5o4hF1RK8QoQ7LDSJNjnpMWrx+Ph22+/pVevXhiGgZ+fH40bN+bTTz9lypQpeLKy+GHGDKb06UOXm26icXg4Q59+Gp+WLely003sTU/HC5SWlVHo68vNN93Ep59+ypJff+Xe998ntl8/Fa9/wWLxpXuvm1nwwSrmvPISkVENmHTP+9w0ab7Z0U6Z5w/f55/frRHLln5QqWPa7GGMnzCbTh0bs2TZ5kodS44XGOBk6OD2vDxrOl6vvtaKiFRnmvkqIiIiUkt5vV4WTprEzh07uPW888yOIyIiZ4GuL73E/Tf0Z9BttWMfRalect3+tGg3laFTn6Nl74F/e6wrP4+vZj9OTJOWHNyygbgGDbntphvp1iAaWwXMzHa5XCQmJtK0adMzmvn38MMP8+CDDx7789ChQ5k4cSJt2rQhNzeXnJwcWrZsyf6FC2k2ahQhTidju3ShW/fuhIaG4rRa8Q8PJyQigpjGjbHVq3fccsRyZsrcmdx/3zVEhPnyjxu6mx3nhNzuMn5Zf5APP/2N71fs5Pknr6Btm1j8/Xx46921BIXEc/245yo9R3bGb1x33Wi6nduAm8f1qPTx5KiyMg/Dr32NN+a+SL2G/cyOIyJS62nZYRERERH5kw1z5/La66/zaP/+ZkcREZFabsoXy3h/40ZW/+cOIjvV/P0TpfrZUVCPbi1GMm3FPhx/M5uzuDCf9+4Zy+XXj+eB64bha7P8beHqcrkoKioi9ATbNOzZs4cDBw7Qp08fAPLz8wn8wx7hAQEBtGjRgvbt2+Pr68uoUaPo3Lkz6enpRERE4PV62bNnD8HBwURGHt1vddasWZSWljJmzJg/Xe9/eXJy8GRnY42Lw7Bqf82q4C5J5/ZbRxAc7ODOW/tisVSfhQN/23SYBx76hPO7taBHz260adOJxx57gqTkTPLyiqkbG8rzL8wiLLJq3gBT5s5k6OV9eOKhwcTGBFfJmAIbNh7ilbmreOe9b7BY//r/DxERKb8z7UNPfdMJEREREalxUpKTCfP1NTuGiIjUclO/+pJFmzaz6avJOOvr645UjhifTOo0asb6zxZy7rDRJzxm2/IvWDV/DjfccR+Tr7wIy1/MSk1OTmbdunWUlpby1FNPUbduXRYvXnzs+dLSUl588UXuuOMOZs2adax8DQgIIC0tjdLSUqKjo9m0aRPLli1j165drF+/nrS0NMaNG4fL5TpWtP7XBx98wLBhwwD45z//eUqv2RIcjCVYpVZVsjkieOHfH/Cv5ydxzZi3uH1CH6IiA4mpE4yPjzm3Ur1eL2/MW8vX3+1gwfy51InrcWzG9aw5A/B63XjcWVhsYRhG1ZX0VlsYXc9pzq8bDqp8rULt28YREuzL5x8/z6VDHzz5CSIiUuVUvoqIiIjUYjk5OUT6+5sdQ0REarlPtmzlk0fHqniVShVky6f3oP589NKjf1m+/vTRO8xd+CE9E8L+9lrLly/nqquuOvbn9evXA0dLrv+d6bhmzRq6du163LkRERHHft+uXTvatWt3wjG8Xi/Z2dkkJyfTsGFDHA7H379AqTas9lBuu3suAwd+zNw35pKZmcORpGwC/B08NPVSYupUXdHo8XiY+vBnhIaG8tHHX2L3ifnTMYZhw2qPPMHZlW/osJGM/ccd1E8Io3XLWFMynI2m3N2fa8a8SZ9+V+Ef2NTsOCIi8gfVZ90MEREREalwDRo25MeDB82OISIitZzH68UWpCVRpfI9PLEVeL388O7Lf3ruyI5NOP0DaH8KM/BGjBhxbDng1157jfbt2wNgGAa5ubmUlZXh9Xr/VLyerpCQEJo3b67itQYyDBvN2wzjqec+47U3f2DJ5+uYfN+t3DjxPbbtSK6yHPfc/xFNmzRgxiPzTli8mq1Zq8G8987LTJ72Mct/2EVBYbHZkc4KgQFORl11Ls89PQWvt8zsOCIi8gcqX0VERERqsU4jR5JVWMi+zEyzo4iISC2WVlCAO183f6XyhduzmbvoKb6d8wxrFr7OIxc059tXn+WdO69n5bzZDBp+FUGOU38jQMOGDRk7duxxjwUGBlarfT6lerBY/ehwzvW8O+9V7r7/Q9Iz8it1vE+XbubyEa8QFOTHhNtmYrEGVOp45RHf4EJefeUZftuUyTU3vMlnyzabHemscMWQ9qxas5V9u5aaHUVERP5A30mKiIiI1GKWwECeeuAB7vrsM7OjiIhILTb78su5+N5X+Wb2Zijzmh1HarmLWuYw6ZE7+OSJ+/C6i/FmJdLz6jHYHA6uGHCB2fGkFks+9D0vvPAvnnjsNqY+vKTSxnnxlRV8t3w3S5Ys4unnP8ZiDaq0sSqCYRg0a3U5Ux9ayIeL3+OjTzcyaPhsRox+nQ0bD5kdr9YyDIOp9w1kyv0z8JTlmR1HRET+h+H1ek/7p6Lc3FyCg4PJyckhKKh6f/EXEREROdt5ioq4rGNHHh0wgPqhoWbHERGRWur9TZuY9MknHPh6GrYmTrPjSC2VlVXITZPmk5vrovt5zZnx0JP4BrTAMGyUerzYLYbZEaUWmzblYh56fCnu0kxuvWUobrebpx65vMKun5NbxNSHlhAS8n/s3Wd4FVX7/v3v7L2TkJCE0Am9dwSkidKkF+kdKVJEkCYoKKIUEUVFFEE6Ir1LC6EERKRXEZBOILRAKCGQSpI9zwvvP8/tD7ilJZNyfo6DF8nMrDkHMWWuda3lxbjvFmPilSyXrHY6o4iNvsDli3/y4UdfMWtKR6sjpWgfDV9NkyYNaNB4qNVRRERSnGeth6rzVURERCSFs7m707V+fVYfP251FBERScFalypFWhcXbKj4JQnDNE36D17G8GE92Rywgq/GLcPDqxSG4QBQ4VUS3LnAm5Qrmwub3YcfJi3nxo17HDl25ZnGWr7yD+o2nsisObsBOHT4Ih27/0zHjs0ZP2EZI0Z+S506dV5k/ERjs7nj5lGMfIUaExUdS1RUrNWRUrSP3q/LV1/PJio80OooIiLyHyq+ioiIiKQC9Xr2xP/kSQ5e1rJfIiKSgAyDWzcirU4hKVSfgUuoXrUUlav3wcO7LDZ72gfHnPERmM7oBLlveHg4z7BwnKRAFcvn4eAfl8C8j90lI2O//IhJU7c99Tj378cxZ+Ee+rxTjVNnrtOz70LmLNjPsiVzqF1/CDt3HeHLL79k8uTJCfAUiceweZAlszehd/R9ISH5pHOnTcuX+X78x5im9l8XEUkKVHwVERERSQU8ixVj3mefMXnPHqujiIhICvXHlSu4OexkftnH6iiSAjmdTm7djuC9D37AMFz+eSw+khHD2vHhBy24fH4zzvi7xMVcIjY66IXcu3PnzthsNpxO5wsZT5KvRm+0BODenSMA5MpdgvCImKcaI+xuFE1aT2VAnxasDziO/4ZjvPfe28yeu5WsOV5j69atVK9enZkzZ1KiRIkX/gyJyTAMHA4792PjrI6S4rVvXY5t249w+vgaq6OIiAgqvoqIiIikGvkbNyY0KkqdGyIikiCyeXkRExcP9/V9Rl6spb8colm76bRuWRWb/eG9tuJjg9m24wSlS2bl3b6DqF+3EtWqVWfQwK4v5OeeFStWANCzZ8/nHkuSt3yFGgIwf+63ANjsDpzOx/8bi4iMYc++82zacoK/TgSzdv1RBgxeTu93GtKi3VhGDv+Yn2cNoXLVXhg2N7744gtq1arFsGHD6N69e6I8U0IrV64UBw9dtDpGimez2RgzogmDh4wgLvaW1XFERFI9FV9FREREUglb+vQU8/Xl6LVrVkcREZEUyNfbm+zeXsz6ervVUSSZi46OZczXG+nx7gKGj/Zjxao/+GpMb7q9M/XhrldnJGtXz8QzbRreaFCSeTO70LhBKRwuNmq+XhnD+HsfWNM0iYsJIj7uzlPnMQyDwMBAZs2aRVRU1At5RkmebHZvvhjVhD4Dl+CMu4vNcDz4N/bfTp6+xrvvLaF77wXs2nuVy1fjWbbyKLfvOPj8s6F06vothmGjSMkW1Ko/lG3btuHp6cmwYcOYPHkyo0ePtuDpEkblylXYd/DFdKHL/1awQGZKl8rJvNkjNeFWRMRiKr6KiIiIpBKGzUa2TJkI1UtDERFJII2LFWfskl8hXMuzyrMxTZNBH/1CqZLFmDx5Is2bN+Hy1Tts377nH0Uu03RyMTCAAe82wX/97/w0pSMAv/52iqPHrxGwKYBmrT97cP7BPbMpWrw803/shemMfepc+fLlA2DdunXP+YSS3PXt/zkAAetGcj8mhPj4v/fYvHkrnKEj1lCvySSGjfQjV+6i2FxycfDIfcpU6Mx3EzfSf9BMSpRpi2FLA0BISAiVKlWiRo0adOrUiZs3b9K7d+9HFnSTq/z5S3Hpcii9BiziwCEVYRNa/97VmTNvI9cuayKUiIiVVHwVERERSUWaNGzI8mPHrI6RYiw9epSGs2fTddky9l68qBnmIpLqHQkO5qVs2cAj5RQOJHHt2htIhgzedOz6NZl9X6NGnYEc/uMQ73/08z/Oi4u5QL0GnahZPT/fftkCd/e/O2Lvx8ZjGHD16nFiIs8DYDrvM3HSTPq+U50xX21g+pQhz5StSJEibNmy5bmeT5I/z3Ql+fKzptRv9h2e6auwactJ2naexcAPV5DNNz97D1zg1p00vFzhDZYvX8nw4cNZu3btQ+McPnyYrFmzcvnyZS5fvsyUKVPImDGjBU+UsLzSl2L12t94r38Xxk/8lZYdZnD4yGWrY6VYrq4OPv2oPkM+HIIzPtzqOCIiqZaKryIiIiKpiIePDzcjIqyOkSKsPnGCvZcvs/iHH+jbrh3dli9nzsGDhMfEcP72bavjiYgkui1nzrDt/HnGDG0MNhVf5dlkyeTF/dg4+L/LC8ff/cfHDrd8VCyfl+LFfP/x+dqvF6Fs6Zz07/8R33z1EQAXzm3mTlg4XTtVZlD/WmTK5PVM2Tp06MD8+fOf6VpJOQzD4IOPZlGvdjG8PN24d+dP1q3fxao1exg+ajb379/n/fffZ9q0aWzatIkvv/yShg0bPrjeNE2WLFlC2bJl6dGjBxcvXiRHjhwWPlHCc7hkolKVfqxes5Vvxvbim+83E3TpNgf/uEhMTJzV8VKc8i/nwTOtK/6rx2tyqIiIRVR8FREREUlF8jdqhK+PD7uDtOTX81p34gQf9O9PriZNqPnJJxzdvJl4T0/6rl5N39Wr2RYYaHVEEZFENf/wYTKnTUvaDGmsjiLJWMECmTlzJpjQG3uJjw3h2B8LqV2rGuXLl8d0Rj84zxl3m6vBd8iUMe0/rnc47LRvXY7PRzTmytXrRIcf57PPPqdIoay07TyLn+btplChks+UrXjx4oSHq5NMwOGSkdVrNvHn4T14pnsJu8MHm90DABcXFzp27MiSJUu4ePEixYoVo06dOnTq1Ilx48Zhs9lo164dS5cuZcaMGdjtdoufJvE4XDNTpkIfWrWoxtfjAwj49RzN208n8PxNq6OlOMOG1OPr8XMJubrb6igiIqmSYT7D9Je7d++SLl06wsLC8Pb2TohcIiIiIpJAru/cSaeuXen9yivULFDA6jhJXnhMDL+eO0eJrFnJnyEDhmFwMyKCIevXs2zvXmweHv8434yLI2T7dlp168aSDh1I6+pqUXIRkcS19dw5ms+bx8AG1Rgxq4nVcSQZ2733PGO/3YSLi43svj4sWXGQJfPep0mrLx/shXk7ZB9vduzK4jndHjlGTEwcnd+eA0B4RAw5fH2Y9MNQoqJiyZmv6YNC2dOYPXs23bp1UyeZPLXAwEAKFy4dVhWXAAAgAElEQVRMfHw88+fPp3379thsqbsnxjSdGIaN08d/4f0PRjB/1ltWR0pxDv5xkQmTf2PJUj/SeOSyOo6ISLL0rPVQRwJmEhEREZEkKOtrr7Fi+XLeaNYMT1dXKubSL+Lw9xJwhmEQ73Ry9No1Tt28iYerK3uDgoiJj+f3oCCCbt0id/r0pHNzo07Fig8VXgEMh4MsVasyrEsX2s+dS/mcOcnm5UX6NGn46cABfNzduRIWxqe1alHG15dYpxObYeDl5qZCrYgkaz1XrGDbl70p3Tqf1VEkmatcKR+rl77z4OPrIXfJl7/YP86JjAjDx8f9sWO4uTlYMrc7AK07zuR+bBxtOwxj/8Egzp3eSJbs1Z8619atW8mePftTXyeSP39+4uK0vO5/M4y/i88FizbAw30Mu/eep3Ilff94kcqVzU2zN16iR/fWzP55FS5u2ayOJCKSaqjzVURERCSVurF9Oz1796Ze4cK0L13a6jiWio2Pp/m8edgNA8MwKObrS+GcOTl/5QrFChak68iRuObOjfPWLfYtXsyOHTvo/emneJYo8dgxTdMk4vhxju/YwfaAAI4GBfFpr174FCzIzTNnmLJgAX9dvkw2b2+i7t/n6t27FMmcmYq5cvFq7tzkzZDhkePGO53ci4nBx/3xL5xFRBJTeEwMtWfOxNfHm5Xr3wGP1N3NJS/etet36dlvIT27N6FcucqYpsmXX42n6qv5adPi5f95bXhEDAf/uMiS5QcJvnaXhvXLM2jIFGz2p3+f1apVK8LCwggICHjWRxGRR7hz8zCNm7Zi4eyueHtp6foXbe7CfVwNjuCLr1di2Fz+/QIREXngWeuhKr6KiIiIpGL3L12id5s21M6bl4ZFi1odxzKbTp/maGgoQz7/nIg7d8j8yiuP7Gp9Hv+vs/bBx9HRmPfvY6RNC7GxhP35J/v9/Tl28iQb//iD4tmyUSFHDsKio3ktb15Co6K4FxPDwsOHORIczOrOnfF0cyP43j3ypk//QrOKiDyN8hMn0rhCCUZMbgxpjH+/QOQZhEfEMG/RPk6fCcEwoG3LclSqkPex58fHO2ndcSZeXmkoVTIPTZu24KUy1XFxy41hPP0emzdu3CBLlizMmDGDHj16PMeTiMij9HnndTq1L0+xIurOTAhd35nHhx++S6XXelodRUQkWVHxVURERESeyemlS+k6ZAg/Nm1Kvsd0W6Z0nZcs4bsRI8jftq3VUQCICw5m54IFrN+wgWIFCjBy2TJKZctGuYIFyZYhA1GRkew4cYIbERE4TZNRtWtTMls23BzaVUREEteuoCB6rfyFIwc/AXcVXiXpME2Tj0euYf/BIBbOG09sbAxHj52jTYePn6n4Om3aNAYNGsTZs2fx9fVNgMQiqdvq5Z+xcPFqalQtTNM3SpHWw83qSCnKjZv36NZ7PiuWLyRztopWxxERSTa056uIiIiIPJNCLVsy6dYtBnzzDa/nz0/+jBlpULgwrqmkkLctMJCw6Ggy5c9vdZQHHL6+VP/gA6oNGgRAg5YtyVCqFI7/vOyNCQqi4po1vFSzJid//53hEyZwOzKSdW+9hcP+9C+URUSe1eTdu+lYs5wKr5LkREbdp16tYhQplJXOb33AnbAoPD3daN3+Awzj6Zfuv379OoZhqPAqkkAaNn6bO3dCCQ+/S8duc0jv48FXnzclcyYvq6OlCJkzeTH8o4Z069aD5SvW4+aew+pIIiIpmjpfRURERASAoA0b2OHnx5Xr11mzfz/vValCnUKFrI6VoFYdP47/yZNMnzuXdMl439v4W7cY1KIFr2TPnqqXjxaRxFdy/HhWftedQg30EleSlqkzd7Bx83EypPfg+Mlgenarwqgv/Qk8vZX0mSs99XiGYTBt2jR69tSSnSIJyTRNnHEhzJ45nIjw27zV8RWrI6Uoi5Yd5MSpG3z3w0psdk+r44iIJHnPWg+1JWAmEREREUlG8tSvz5uTJjFk2TLWrVzJTwcOcOjKFatjJZj7cXGcCgnh7fbtk3XhFcCeMSN1qlZl45kzVkcRkVTk98BADMOgUHV1AkriCrp0m117Azl77gY3b4Vz91409+/HPTh+IegWGwL+ws9vFUtX/M6WgF+IirYzZGBDXFyevtiwbt06ALp37/7CnkFEHs0wDOwuWQkKuk6hgpmtjpPitG9dDsw4Zkx5H9OM+/cLRETkmajzVUREREQe6ciMGfT6/HPWd+tmdZQE8b6fH5vPnmXvypVkrVHD6jjPzRkZSYsKFZjUtClebtojS0QS1p2oKMpNnMicYe2p0rWY1XGSJKfTyc49gXz9XQAVXs7L8KENrI6UYtRpPJFG9V/ixo1wTp8NxjAgKjqWVyrk562OlVi/6TjZc+ajfadxz32vsLAwfHx8WLJkCW3atHkB6UXkSezcNpnPx/zI7KmdcHd3Yd6ifRTMnxm73eB80C2yZPLixq1woqJiKV0qB2Veyml15GQjPt5J117zGdi/M9XrDMIwtHWAiMjjqPNVRERERF6oEi1a4O3mxuGrV62O8sJF3L/PupMn2fHDD2SpXt3qOC+EzcODKqVK8dmWLUzbu5fo2FirI4lICjXn4EHKTJhA3wavUaWLljp/lJk/76J5uxlMnbmDZYsnEu+08/vOs1bHSjEypPegdu2avPlmG9asno//hp0EbNpC3br1GPTRLyxcup9zZy++kHtVqFCBwoULq/Aqksherfo2dWuXZ/W6Ixw4FMTGzcf5bfsFtu+6jN2RmVPnInC4ZsE3exG+Gh/A3v0XrI6cbNjtNiaNb8OI0VMJPO1ndRwRkRTJYXUAEREREUma7Bkz8vMPP9C+Tx9Wde5sdZwXxul0Mm3vXqoXLkyON99MUTO9+48bx7b58/l161ZWHT9Ou2S+nLKIJD3fbNvGrAMH2DazH3lqZAFbyvka+rxu3LzHz/P3sntvINWqlCBg8zYcLpnAcJA27VTsdv1dvShfjmrK7Hmr+HH675z8cwr5CmfDxdWH2g3ep0atjuzcvozsOco+931M0yQyMpKDBw++gNQi8jQMmwu5cmVm8ZIt+K2PY9SIQbxcqetD55mmSVqPWH5Zs4tKFfImftBkytsrDd9/1Yqe73zAqtWF8UpXxOpIIiIpipYdFhEREZHHckZG0qlKFXpWqECZ7NmtjvNCzNq/n5uxsXw2Zw6ObNmsjpMgxrZpQ2E3N8rlyEG6NGlSVIFZRKxV8OuvObR4MN7lvRLsHqZp4nSa2GxGsvj6ZZomC5YcYOWaw7zXvxO167bBzSMfhvH3fPd7ocd4o0lzVi7qid3+9wJk5wJvcPpsCFVfK8i1a3e5fCWU7L4+FC6UxcpHSTa+HLeRY8eDqVurKOs3Hcc0TTJn8mLqtPmk9S5kdTwReUGccWF88VlncufJR8e3PsNmf/g9dNz9y1StUpUhA+tQs4YKiE9r89aTrPI7xuw5/jhc0lsdR0QkyXnWeqg6X0VERETksWweHoz77js6dOvG6wUK0L18eTyT+X6iZ27domuXLim28GqaJmcuXOBEfDzf79hBmezZGV23rtWxROQFOXrtGj/s3MnrBQvSwYLu9uJZs/LGO9PwX9Ybz/xpn/i6iMgYTp8JIejibS5dvkNUdCxurg4yZvQgcyZP3N1d2bj5BKdOX8Nut+Fw2ImLiwfAx8eDKpULUPW1AuTNnTGhHu2ZhEfE0G/QUsqUKcg6/wDc3HM9dE5g4BGKF/XFbrdx4FAQX40PIE/uTBQunJd3+i0iZ46M5M2bgxk/76Jb58rUUvHgX+XJnYHzF25x6vQt3NwcREfHsmjZATZvLc+xPwPImLWi1RFF5AWwOdIxbORyDJvLY8+xu2SnedMKjPlmA99O3MLP0zqROVPCTRBKaWq/XpQjx67y/bh+vP/hTxg2V6sjiYikCOp8FREREZF/FXHiBGunTeNnf3+WvPmm1XGe2a2ICN5dtQq/nTtxZM5sdZwEc97Pj7/27+eVl1+m+9ChzG3b1upIIvKcToaEMDwggDyZMtGvSxcGf/stE5s2JYunZ6Jnafzzz5QrlIuRs5s8tOxwyI177D1wgeMnrnEu8AZhd6MAcHd3oUjhXOTLl5fcuXPj6elNTHQUISEhhIRc5/KVYNq0bk7Zcg1wuGYGw4HpjMEZf4fgK8fZunUD27btJfB8CJUq5KNJo1IUL5rN0s7YiMgYOveYy5DBXajT4AMM49HFgQtn/ajfsDs1axQhKiqe0aNHkyNPdQzDjtMZhWH8vULBkvkfc/nSKXq89WoiP0nyMuoLf/YdvEC/d1vTtuNYTDMe04zhzIkNvNX1fT795F0aNhlsdUwRSUTO+HvExVxh1S/TWblmO1MntLM6UrJimiZv91lI926tqPfG0GSx6oSISGJ51nqoiq8iIiIi8kRMp5PPmzblzNWrfFGvHl7JsAN27LZtvFa1Km+MGmV1lARnOp181aYNGYE2pUpZHUdEnkPw3bv0/OUX5o4fT54mTTDsdjZ/8QVr/P0ZXadOoudZd/IkvVauZHzPJrQeWomwu1HMmL2LXXvOkTVrOiq/UprSpctSpEhJMmTMjmHzxO7I+D87l56EaTqJjb7Etq3LWb16HcdPXqFk8ex0aFueYkUSfzWDrdtOc/hYCCNGr8AwbI897370RZYs/B5PT3eathyKzf7ogvknHzWjRpXcVCiXJ6EipwgNmv/IwjnDyF2gFTZHun8cM814DMNuUTIRsVrc/as0bFCLZfN7WB0l2QmPiOHNrj/zw4ThlCr7pgqwIiL/8az10Mf/diAiIiIi8l8Mm41hCxZQ++WXGbB2LbcjI62O9NQu3blDqfLlrY6RKJy3b7Pu4EEiYmLYc/Ei4TExVkcSkWf0gb8/kz79lLzNm2PY/y4svf722xwLDuYZ5lM/t0ZFi7LurbcYMtOPFT8fpHOPuZQp8zIbNgSwYPFu+g2cQbWa75I1RzVc0hTE4ZrtuQuvAIZhw9U9D3Uavs/EqZvZuGkz7dq1ZebPe+jQdTY795x7AU/35EqXysHuPSdxxof+z/Nc0+SmU7fxNG8z5rGFV9OM5969CFxcVDj8Nx3aVGDewg0PFV4BFV5FUrn42FD2HQzi8683WB0l2fFM68bUH9rRt/9ITv+10uo4IiLJnoqvIiIiIvLEbN7edJo0iT4dOvD2ihX8sHMnf1y5QrzTaXW0J+JisxEaEmJ1jERhy5iRse+8Q8b8+dl94wbN583j+r17VscSkX9x8c4dKk6axHtr1wJw+sYNfH18KNWp0z/Os3l7k8bFJcG//t6KiGDDqVMsPHyY5UePsvbECf4MDiablxelsmVj3rx9+Puvo2W7z3FJkzvRil+GYcPFLRevVu/FjNm/MnXK9wT8eo62nWexIeA4zkT4vpQhQ1qy+/pw5JDfY8+5F3qEP/bN5s7NndwI3okzPuKR5508shz/DX9yPeQuvd9bTO/3FhMbG59Q0ZO1334/TTstpy8ij+DqUZizx+dz+M9LhIYmv4miVvPNlo4fv2vL272GEHja3+o4IiLJmoqvIiIiIvJUDDc3ag4dyvrffiNfkSKsPXeOOjNn8tnmzfxy7BjXkmiB7+zNm4TFxFCyaVOroyQKwzB47aOP6DRhAiPXrGFo+/bM2L+fe+qAFUmyLoSG0mfVKhZ9+CE3IyLYFRTEuO3bqV+1KobLPztH40NCiHc6cdhffLHzdmQkU/fupeW8eQzdtImrhoFXvnzYfH25mzYt6wIDGb11K7VKlGDjlu14eBV64RmehmG4kCtfbcb/sI45P0/n5Ok7NG83g9nz9hAZeT9B792/dw2GffoNWzdNYOqkd+nXuxZbN44nJuIkMZHHad2mHRMnTad9h57UqNmKXzd9h+mMfmgc3xxF6dKpOucvxjBq1KcUyOfLnv3nEzR7cuR0OgmPiME0tRymiDzMMFzIlL0FIz7tQ68Bi7h9+9ETXuTxcufMwISvW9O1+wCCL+2wOo6ISLKlPV9FRERE5Lnd3LGDfb/9xsULF9h64ACxcXGMrF2bPOnTWx0NgDYLFhAWHc1n3bpRd+RIq+NYIu7GDQa2aMGOc+fw9famXuHCdCpbFrtN8zFFkooOixYx/pNPKPzmmxycPp15ixbRvFEjqvXujc3zn8vVXtuyhX7vvcfMVq1e2P2PBAczZe9ewmNiaF+/Pk27dcO9aFEMh+OF3SMxmKZJ5L1TLFowiYWLA3i5TC7aty5PwQKZE+R+/hv/4sSpa+TJlYHChbKwfOUfnDpzHYBG9UrS+c1KAFy+cofho/2IjYtn0HudqV5rwGOXY96zYyZLFi9i5LCGCZI5uTp/4SZde83nty2LSetdALtLlv+5366IpE6mGc+vG8cxafJCJn/XDnd3F+1h+pT+PHqFMV9v4JdfVpHWu7DVcURELPOs9VAVX0VERETkhTJjYji+dCnvjhjBhMaNyZchg6V5wqKj6bVyJasWLsSlVKmHusdSEzM2lvirV7l/8yYD+vShboEC1C2slykiSUXbBQsY/s47VB406F9fEi8bPJjTR4/St3Ll57qnaZpsPnuWWfv3kytDBgb06UOxpk2xeXk917hJRdz96/y2ZT6LFq8k6OJNalQtxBsNSpI3T8bnehEfHR3LitWHOXDoIsHXwoC//y6LF/Vl+NAG/3Ps0NBIGrb4kSKFs1Kj2sv06Pkxab3/2T0ccfcodeo2xW95b+x2FRf/m//Gv5gy83dME77/digvV+qGM+424MTukjAFdhFJfkznfWZO7Yuf/x5cHHZmTn5TBdinFPDrSeYt2sfcuQtJl6GE1XFERCyh4quIiIiIJCnLBg9m7ZYtfNWgAR6urpblWH38OHfc3Og/d65lGZKiU0uW0P/TT1n65ptWRxGR/wiNjKTJ3Lkc3LwZlxKPf8kZe/ky9WvU4KdWrfBxd3+me0XHxrL06FFWHD1KteLF6T1wINmqVUuxE1RMM46o8DNsXL8E//VbCLp4E7vdRs7sPvj6+pAlsydZs3iR3TcdeXJnwMszzSPHcTqdTJ6xg82/nqBt65rUrfcGOXIUxGZ3ATOOHyd9zsaAQwzsW5NKFfL+z0xBl27TqPlkNvlPo1jpNv/M67xP187VKV0qO38evcrlK6E0rFeS7l2er9ieHERG3mfi1G3s3hvIuz2rU7dW0Ueed+PmPbq/u4C+vd/gyNFz7Nl7mvnzZpA1R9VETiwiSZnpvE+blq/wzZjmpE/vYXWcZGfbjjNMnv47S5f9grfPo78ei4ikZCq+ioiIiEiSEnfjBlMHDuRcUBAja9e2JINpmrScP5/PBwygcr9+lmRIqpyRkTQrX54v6tUjl4+P1XFEBFhw+DAnb9/m+3XrHlpm+P8xY2L4pmNHzIgIelWq9I9jd6KimHf4MMWzZKFWgQKPvP5WRASzDh5k14ULtKlWjU4DB5K2VKlU1Q1kmk6ccbeIjblJ0MVTBF+5RHDwVa5fv86ly1cJCrrOvfBo7HY7L5XMQYnivmTN7MWVq3dYsuIgDetXonffL3Bx833E2LFcOv8bo0Z9xpWrt6hXuzjtWpXDw+Ofk5D++PMSn47244vR/any+rsYhuP/jGMyf/a7HP4zkLe6dKFI0fK0at2K/HkzcS88Gnd3Fz775I1k3xUbGxvPm91m45k2DZO/b0tsXDwdu82hT++WpPex47duF6M+afTY6+/fj6N6ve8oVSIH6dN70L9ff4qXbp2ITyAiSZ1pxtOvd02aNHzpXyfFyKOtXneEs4F3GTVmhZZ6F5FUR8VXEREREUlynHfu0KV2barmyUOrkiUTfX/R0MhIOi5ZwoqffiLL66+nquLCkzg0bRoTpk/nhyZNrI4iIkCj2bP59ddfcc2f/5HHLx08yA/vv8/VsDB+bNoUgAuhofwWGMhvgYHEOZ10btCApZs307BwYZqXKIHtP193z968yZS9ewm+e5eeLVvSsHdvXHLmTLRnS05MMx5n/F0iwy9y6OAOjh07wo2Qm2TzzUq9eo3JW7AuhmH/n2M44yOJijjL/LlTWLhkM5XK56P260UevPh/6525TJr4DTny1H3iXFHh5/jr6O+kS5+R6VN/xNXVoE7NohiGQZmXkud/yzX+Rwm+Fk3hQgWYPO0XnE6TIYO7UKfBR4z/6i2c8Xfp2a3K/xwj7G4ULg47v6z5k9g4N6Jj4smbJxfNW3YiJjqK0NAQcuYuh83ujWF7dEeziKRc8XG3qfl6JX5Z+DYOx//+2i2PZpomzdpOZ9OmAFzd81gdR0QkUan4KiIiIiJJUlRgIF/06cP2U6eoV6QI9QsVIlPatHinSfgXoNGxsWw5d46pe/awddcu7L4PdymlZs7QUHo1aEBETAyjatcm82M67UQkcbScN4+Z33xDnmbNHjlZ5M+5c3mle3e+btCAHRcuEBoVRe6MGan56qvUatyYkNOn+WraNKrny8fsAwdoV7o0BTJmZMa+fXi5u9Ove3fKt2+PTd3uiSo25hq/bVnAF2OnUb9OcTYEHCf0TiS7dm7Aw6vkM40ZeS+QlSum8cfhI5w5e4W2LcvRqP6zjWWl0WM30Kp1Wyq91oWTR1dimibFSjXFsKXh6sVt9Ordn77vVHuibrW4uHiatZtOXGw8L5XKyaXLobi62nF1sRN08TZN3ijLR8OmYhhu2Bz6f0AktTBNk/69a9O4YXF1vj6Hr7/bTNmyZWnZbowmtIpIqqLiq4iIiIgkWabTSdylS4zp3ZvLN25w+uZNahYsSKmsWaldqFCC3DM2Pp4OixZx8c4dKuXNy0/+/tgzZ06QeyVnznv32D5xIh9NnUrvV16h6f/YZ1JEEtbJkBCGrF9Pubx5qVS+PK/UrUue/1q23YyOZv/s2Zw6fZoqNWqQ+5VXsGXOjGGzEXfpEnVq1OCrBg1YcewYC//4A5vNRpty5ejTvz956tbFSIRJL/J4IVf3sPKXn2nSuDE+GQuTJm3BF/IC+9yp1bRu25dG9Usx4N0auLgkn86ucRO28OprVWnQeOgjj8+ePoDwe8F07lDpkcf/r+joWFxc7A8txzzz551cDQ7j3PmbREfH8umwPlSu2pUPP+hAxQoFaNX+q4eWfhaRlGPntsmsWrWKT4bUszpKshURGUO7Lj+xds0vpMvwktVxREQSjYqvIiIiIpLkmaYJpsnp5csJOnOGpWvXUjRjRt6uWPGF3WOQnx+Xw8K4ERGBt5sbC0aMwLdJE2zp07+we6REN3btovvbb1Mtb146lS1LGhcXqyOJpEpOp5Mj166x9dw51pw4wcELFzAe8/9jfGgomydPxs3NjQO7d7P9xAmq5M3L2hMnaFKxIt3ffx+fcuUw7MmnGCdPzzTjiLx7ig8/7EvN6oWoVaOI1ZGe2PeTtlKuwqu80ezjh46FBO+lZas3WTi7K95ezzdx4MLFW/hvPE6NqgXJ7utDpx4/83bXKgRsOcHZwBtsDliHh1ex57qHiCRdfqvGcOjAHgb0qWF1lGRt05YT/L7jPBMmr8Vm87A6johIonjWeqim9YmIiIhIojEMAwyDIm3aUAQoWa0aNVu0IJu3N42LFn3u8S+EhhJ87x4zx4whLDKSEp06YSTyPrPJVeZXX2X5xo2M7d2bb3fsYNjrr1sdSSRVstlslMmeHb+TJ/msZcvHFl5Np5MJvXtz8vx5PFxc2HnhAmlcXMiYOzebvv8et0KFtCxgKmEYDjy8i1PltbKs9d+drIqvHh6uxMTEPPLYV2NHMHhA7ecuvALkzZ2Rd9+u+uDjPj1rMH/xXqZMaMda/2P06tWd0aNHkyd/ree+l4gkLaYZy+5duylSOKPVUZK9l8vk4qPhqxl77yRp071sdRwRkSRNxVcRERERsYxvlSrs9/OjUbt2VM2TBx9392ceK97p5LMtW/ikWzdytW5NrheYM7VwzZmTAcOHU7dFC7J5etK9QgWrI4mkWpk9PfnGz48sRYpQsU+ffxwznU7+nDkT/wMHeLdyZb7fsYN333iDNz/+GNfcuS1KLFaJirjIpB8+xkYMp85ctzrOU0mXLg2ht0MwzVgM458TDXx9MzPj550sWXGQO2FReHmlIWtmb0qW8KXqqwXwzZbume9bv04x6tf5u9O1Q5vypPNOw+APBrNw8QYcrlme65lEJGkxDBeaNWvK199MoWkjLZf7rK4Gh/F23wXM/WkkHl7apkRE5N9o2WERERERsZRpmszu1Yut+/czvlEjXB1PPz8wKDSUr7dto0SePHw4bx42L68ESJo6mKbJ/TNnGDtoEJv/+osx9epR2tfX6lgiqdLFO3f46vffmXfgwIMuVjM+noDPP+frefPIlDYt6dKm5csJE0hfvrw6XVOpLz9rj2lG4pXWDU9PN1o0LWN1pCd2PeQub3b7melTRlG24lv/OBYdcZarV07h5paGDBmyEBZ2m+Dgixw4sI/NW3aDaTLsw/rkyZXhuXOYpsmEH39j555zLFm8kPSZyz73mCKSdMTFXKR+/bqsWPi21VGSrcEfr6Rrt45UrtrL6igiIolKyw6LiIiISLJkGAZt33+f8BEjeM/Pj8nNmj3V9VvOnmXS7t10a9iQdiNGqPD6nAzDwK1wYYavXk2HOXNoNnQo23v1wq7lm0USna+XF2GRkRAfDw4HZlwcC/v3Z/HWrbyWNy8unp58rAknqZozLoydu4/x4/g2+Pgk3v57V67eIeTGPcqWfnidiejoWNKk+fd9w0+cuka/95eS3seDrNnycfTQXEJv36RqrYEYhkGatAXJX7jgg/PdvSBbTihboRM93onh8IHFDBv5LTmy+1Dl1fyULpWDXDnSP9MkBMMweK/v6wRsPcH14INcuHCUtWvX0LffMDKoECuS7Jk4cXHR/ufPI+jSLSpUamJ1DBGRZENvUERERETEcmkLF6bvjBkU9PWly9KlnAwJodfKlaw/ffp/XvdncDBT9uxh/vTpdPzhBzDMx48AACAASURBVBwZtZfTi2LY7eRr2JCy2bOz+exZq+OIpEp2wyDO6QTTxIyL446/PyOWLKFirlxsPXeOj6ZMUeE1lTKd9xn3ZRuaNa1KyeLZE6Xwei88mpYdZtC83XS6957PwiX76dZrPoePXAYgNjaeKrXH06nHHEaPXf8/x+rx7gKGDl/N9+P64ee3lnVrZ/FSuS6s9fN/oiyGzY2yFbuwas3vdO3amdAwF76b+BvN2k7n6+82E3wt7JmeMUd2HwZ/NIHPRn+Lj7fBiE8/wDRjn2ksEUk6DOw8w+KP8l8Mw8Bm188cIiJPSsVXEREREUkSbJ6ejFy1ii+GDmXKvn2kS5OGGXv3cu3evcdes//yZXq3aUP2mjUTMWnq4ciWjWEDB7L6+HGro4ikShdCQ8mVMSM4HKwaOpRuQ4fyeoECeLm58X3jxtizZbM6oljEJJ5r18IoVSI7Qz+omyj3PHT4EoUKZmHVih/Ytm0z02ZtIU/uDBz96yoAQ4evplePqviv38rhI5cJuxv12LEqV8pPrpzpKVP2NZo0aULPvvMY90Vzvvxm2VN1rtodPlR6rQf9Bs5g1pwdbNoUwGuvVaP3gMUcOBT01M84cVwbxoxsws/TOlPmpVzs2H2auJinH0dEkhjDhfh4p9UpREQkFVHxVURERESSDMPVleIdOzJ7506mbNvG5wMG0GXpUlb/9RdXwsK4dOfOg3Nj4+PxP3mSYsWLW5g45Tu0dy9udjvxTr2wEklsgbdvUyxfPgzDIGD3blqULEmc08lAPz9enz7d6nhiIZvNnbHjFnL7dgzjJ/6aKEWFAvkyY7MZVK76FrdvXeWPA8v4bftpWjQtDUB0TBx16rXD7pKJwR90oV3nnzh/4eYjx+repTI2m0GJ0m+wcfMJ9u+ayqCPluFwSf/M+QzDwNU9Dw2bDmXZsgWM+tKf8IiYpxrDzc1BnlwZCPj1BF16zqVpo5ewObSqhkhyZ9jSkM7bg8Dzj/6aJE/GdD5+Uo2IiPyTiq8iIiIikuQYrq4Ybm5U7teP95s25bfAQHqsWMEXW7fSYt48pu3dyyA/P/JlyEDR9u2tjpuitR0+nKw+Pny6aZPVUURSnXRp0nDg5Emm9+zJjnPnqJ4/P24OB580aMCNM2eeaW9LSTkcLhmZOOUXMmXKQssOMxg5Zh2HDl/kxs17REbef2FLbJqmyYjP/VjjfwQXhw0PD1fS+WRny5ZNnDt/k527A9m1N5Br18MoULgqhuEgb96iXL9xj+WrDj923GFD6pMvT0YO7plG+crvYBgvbj/GTFkr0LtnCyZN3fZMfw+VK+UnLi6eJs1aYXc8e0FYRJIGu8OHMqULEXz92ZYkF7DbbURFXrM6hohIsuGwOoCIiIiIyP/SeuJEWsXG4rx7F5u3N7c3bWLarFl0b9+esrVrY9g0nzAhObJmZdTs2bRr2JAJO3fStVw5vNOksTqWSKpQPmdOLoaFEX/rFrNbtaLv6tU0KF+ed6ZOxeaR8Ht8StLncElP34E/0avPNXbvXME6vw1cDb5JZGQMN27do3Wzl+n8ZqXnusfxk9e4cjWMV1+rQq3a+Xn/gxy4exbg/cGTsBHBvgMXiI2zMXPmD9j/0yV6MegcpUpkp1+v6o8cM/haGO/0X8RXX3xA2YpvP1e+x2nV9gN27mzHT3P30L1L5ae69uixq7z6SgFeKtM4QbKJSOKLjo4gPNzT6hjJVqkSOTh4YDvVa71kdRQRkWTBMJ9hCuDdu3dJly4dYWFheHt7J0QuERERERFJQmKvXGHpV1+xcNMmFqrbWCRRrTp+nJ8PHGDsoEFU7NkTw8XF6kiSxJmmk/jYEN7r14GzgddI5+1OtqzeNKhbgt+2n8FutzFkYO0nGuvIsStMmbmdBYt2Ydj++W/v/3+lZGIY//9kqLjY2/Tp3Zycvl60bFaWHNl9Hhz760QwH366ismTPqNkmfYJ2sF95uQavhjzJd9/3eqhY1FRsbi62rHbH57ENfbbTTRo2JhqNfsmWDYRSVw9u1ahS8dKlCye3eooydJvv5/m6PFQPhm11OooIiKJ6lnroWoTEBERERGRf+WSIwcdxo8nQ9q0XA7Tkm0iieF2ZCQ9f/mFv27fZt26dVTq00eFV3kihmHD4ZqNHyavZvXqlUyc+B0NG9Vl976rVKpUARODIZ+sIiYm7l/HypA+Le5p3MB4ePE0wzD+8+efr5ccLhkY8enHxMY76NFnAcHX/v6+sW7DX4z6wp9FC2ZQqmyHBF86O0+eUlwIukW7Lj+xIeDEg89fvHybV2uNo0PX2cTFxQNw61YErd6cQePWU9i7/wKly1RJ0Gwikrg80roTEXHf6hjJ1quv5Gf7zqPEx4VaHUVEJFnQssMiIiIiIvJEDIeDIrlzExQaSs506ayOI5KirT99mim7d/N5nz5U6dsXw83N6kiSDNnsXrh5FCGLRxHqZa9GvUZ/f75pywiWL/6Mzm/PYfbUTnh4uD645srVOyxadpDY2HiuXQ/jQtBtBg5o89SFUt/cdejW9RaTp23mytU7jP02AFdXF1auXIuHV4EX+ZiP5ZImDwEBm4kIv0H3Hm+TIb07Fy+FsmzlIbp1rkZoaDiHj1ym/Mt5eP/jFYwe2Yuy5evicMmEzZEpUTKKSOJ4tXJ5/jpxhkoV8lodJVlydXWQIYMnQYE7yV/4DavjiIgkeSq+ioiIiIjIE3vqPUtE5KnciYrik02bSO/tjd+aNXiVLGl1JEmBbPa0tO7wJW5urgwetpIJ37TC4bBzIegWfQYt4cP3O+Li5k7BQiXIkjk3Xumf/N9hbEwwa1d9x9z5G1ntd4S0Hq78OO13Bg/uTaVXO2Kzp03AJ/snw7DhcMtNOrfc9OvzJt16jqX8y7lZtHA26TKU4uQxPxo370PNaoXJni0jlar2wTDUXS6S0phmHL9t202rZqWtjpKsNW5QkuXLFzPkYxVfRUT+jZYdFhERERGRJ/ZSiRIcvHLF6hgiKdKWs2fpvHQpb7VqxYT161V4lQRlGDYaNx9KmZcKMHrsBu7ei+btvguZMXUs9d/oRb68hcmaxRe/NRMZ1L8B8bHX/3XM+Lg7NGzwOi3bfUPg+ZtsCxhN2J1LLF+1m8pV30nUwut/c8bfZeiwH7l8JZSPP3qP9JkrYbN7UOyl1vy2+XuuhdylS5d2KryKpFCmM4q4eJOY+/++1Lo8Xu3Xi7J+wz5iY4KtjiIikuSp81VERERERJ7Yq7VrM3/1aqtjiKQoMXFxDA8IwHA4WLNiBenKlrU6kqQSNrsHgz6cRqMGlbl1Kxy7zWDH9jX0G/App8+GcOny33v7DR5YD8Nwf4LxvPlx4igyZ8mPT6YySaKYGRcbyrKFo9i97zy/bx5LqbItHxwzDINc+d9kjV+rR+5pKyIpw6H9ywkLi6ByxXxWR0nW3NwcVKqQj4ANs2nY9GOr44iIJGnqfBURERERkScWFxuLw263OoZIinHxzh3aL1pEjUqV+HHjRhVeJdEZNk8qVihI/8HLuHDxNj37zud2aARdO1fnyMGfiLt/g6++XY/N4f3vYxk2CpdoS/rMFZJE4dU0TcaN7c2Mn9ZTr3YxXqvRB5vd46HzDJsbhqHvbSIp1aVLlyhfNvdT710tD+vW+RVmzFqKMz7C6igiIkmapvWJiIiIiMgTO7p3L7l9fKyOIZIiHL9+nQ/Xr2f6mDEUadcOw6b50ZL4DMPG8FE/80ncTQybO4bNA8Pmjs32752uSZ0z7hYbAw7h7u7KF2M+xGb3tDqSiFggR46cbP99m9UxUoSsWbzxTOvGoX1LKF+5m9VxRESSLP1mJyIiIiIiT6xi1aocuHzZ6hgiyV54TAxD1q9n4dSpFO3QQYVXsZTdkR6XNIVwuObE7siQIgqvAM74UM4H3aJ92xqULtfO6jgiYpED+/dSrGg2q2OkGEMG1Wb0mAk448KsjiIikmTptzsREREREXliXsWKkdHDg9ozZhAaGWl1HJFk6WRICB0WL2ZE9+7krFfP6jgiKZbDrSBnTu2j41vfJollkEUk8cXH3WbVmt9p3KCU1VFSjNw5M1AgXyZ+WTYW0zStjiMikiSp+CoiIiIiIk/MniULizZvpnzOnFwPD7c6jkiys/zYMUZs3szcSZOoNWyY1XFEUjTDMHBJUwDD5mZ1FBGxihmLaZq4u2sCxos0ZGAdfvhxGbdCDlgdRUQkSVLxVUREREREnoo9Sxa6du7MiM2biXc6rY4jkizEO52MCAjgcEgIqzZuJE/DhhiGYXUsERGRFE/NmS+eu7sLg9+rw8cff4DTqdVwRET+LxVfRURERETkqZXv3Jno2FgWHj6s5cZE/kV0bCw9f/mFogUKMMHPjzR581odSUREJFVYt2YSefNksDpGilTttYLEx8Wyfs04/T4gIvJ/qPgqIiIiIiJPzUiblu+GDGH/1avsCgqyOo5IkhUXH0+PFSt4s3593pkxA5uXl9WRREREUg2/ddvo16uG1TFSrNHD3+Drb+dx9eI2q6OIiCQpKr6KiIiIiMhTMwyDsr160ax2bQ5dvWp1HJEkKeL+fd7z86NFlSo0GzsWw9XV6kgiIiKphjPuLucvhBAVHWt1lBQrrYcboz9tTJ++7xF3/4bVcUREkgwVX0VERERE5JnduXtXy4yJPMK5W7fosGgRzWvWpMt332HY7VZHEhERSVV+njWUl8vkpliRbFZHSdFKl8pBpQp5+f7bgZhmnNVxRESSBBVfRURERETkmbXp1499ly9z+oZmuov8P8euXeP9deuYNW4czb/5Bpunp9WRREREUhWnM5IVK7fxwYBaVkdJFXr3qMLWbYc5emiR1VFERJIEFV9FREREROSZpS1alDrlynHu9m2ro4hY6l5MDBtOnWLW/v0M9vdnwbRpFGjRAsMwrI4mIiKS+jjvkzNHenr0WWB1klTBMAy+GNWEwR9+SUzUFavjiIhYTsVXERERERF5LgdPnKB4lixWxxCxRFx8PDP27aPj4sVcNk1ylSzJipkz8a2lThsRERGr2Bw+TJnuj7u7KyE37lkdJ1XImzsjjeqX5NuvB2Ka2mdXRFI3h9UBREREREQkecuWIQO3IiPJkz691VFEEtXRa9cYERBA88qV2fjrr7jlzWt1JBEREfkPm92LbFkzcPNWOFkye1kdJ1Xo3KEind+ey6G98yn3Sler44iIWEadryIiIiIi8lwaN2jAxxs2cPz6dUzTtDqOSIKLvH+fUVu28MOuXfw0YQJ95sxR4VVERCQJ2bdvH927d6dQoXycDbxpdZxUwzAMvv68GYM/HEtUeKDVcURELKPiq4iIiIiIPJfX+vVjztix9F+zhuVHj1odRyTBmKbJ8mPHaLdoEZXLl2fxtm3kadQIw6ZfrUVERJKSNGnS8NNPP+HplZ7LV+5YHeeJ9X5vMT7ZP3joT+D5m/R+bzEdus62OuK/8s2Wjg5tKvDN10MwTafVcURELKFlh0VERERE5LkYDgeFO3Sgo78/MeHhVscRSRCHrlzhy61bqVq8OOvWrsWzRAmrI4mIiMhjvPTSSwCsWfMbbVokr+/ZtV8vwo/ftf3H5zJl9LQozbNp1bwMzdtNp//tI/hkLGN1HBGRRKfiq4iIiIiIvBBdBg3ina5d+TM4mDF16+Lq0K8b8vRO3bjBoj//5M+rVymSOTNjGzSwNE/w3buM2boVh8PBzAkTyFWvHobdbmkmEREReTI2m4Po6NjHHr8XHs2NG+F4erolmX1hXV0dZM3ibXWM52IYBh3bVWT6tHEMHjoPwzCsjiQikqi0NpKIiIiIiLwQPi+/zLzlyzkREkJk7ONfcok8zt3oaHqsWEGrN97Af/Firt27x7pTp57oWqfTyZ2oKJYfO8Z7a9ey/vTp58oSFRvLuO3bGbB2Lb27dmXWb7+Ru2FDFV5FRESSiXz58nEl+CZeXmkefC4iMoaAX0/w8cg1tOwwgwEfLGfWnL106TmX4yeDLUyb8jRr/BLr1u8l8t6T/SwnIpKSqPgqIiIiIiIvTNAff5Dd2xsfd3ero0gy5J0mDVXz5ePPI0dwK1eOYtmyEef8973CLty+TbN58+iydCmhQFZPT44EP9sLVNM0WfnXX7RZsICixYqxbvt2Xu3XD5uHxzONJyIiItaoVqUYZ89eebBk7+Ejl2nedjpnz0fRvVt31q/fxPJV+5g07VcWLfiRL8dt4u69aNp2nsW0WTuIj3fifIKfQ160jZtPkKPgxw/+dOk5N9EzvAgOh51mb5Rm2ZKpVkcREUl0WgdMRERERERemHzVqhE6bBjHrl2jZLZsVseRZGhkrVrUnjmT1+bOJd5uZ/eFC6RPk4byOXLg4er60Plx8fHMOXSIXo0b0/bzz7n4668UaN6cm59++tC5x69fZ++lSxy+epXX8uWjTalSD46ZpsmWs2eZuncvrxUtyro1a/AsWVLL5ImIiCRDphnLxk3buXEznCKFsgCQMUNabDaDe3fDuBd+F781s6jTYACeXhnImbsi4eExRETE4OPjQdjdWDp0nQ3AwtldsdsTr4ep6qsFGD+25YOPPTwe/vknuWja6CW6vzuf5i3fJl2G5LX3rojI81Dnq4iIiIiIvDCObNmYPG4cPx88SL1Zswi8dcvqSJLMuDocNC1enB2bNzP444+pW7s2u4OCqDNr1j/Oi7x/n8H+/rRduBCnw0HlqlUx3N3xW7SIoTVqYLP9/euuaZocCQ5moJ8fE3bvJluRIryaJw8rjx0D/i7erjl+nFbz53Pw5k0WzJzJiFWr8CpVSoVXERGRZMoZf49r1+8BkCaNCwC5cqZnzbJelCiWhYBN/rzb/3t+//VHTh37hVXLRnHh4i08Pd24cyeSz8bMxn/DAcqWzs/+g0GJmt3Dw5X8+TI9+JMta/Ld/zVjxrT0612D4Z++h2kmfhexiIhVVHwVEREREZEXqkC9eni4uuLh4oKXm5vVcSQZcgKFChYkQ7lyNBs9muaNG3MrIoLfz58n3ulk8ZEjtFu0iHqVK7Nx1y6+37qVvK1aAZA3SxYOBwdzKyKCkZs302LePJaeOEHvbt1YuG0brQYPxidDBlztdr7bsYMW8+dzJT6eRbNnM2bdOrJU///Yu8/oqMr9b+PfPTPpHRISIHSQGlDpSLEgCCJdaVJEEBCR4hELiqIcEVERpUiTXhQpEqRIEQHpIL13CCWBkAbps58Xnj/P4SgimGSnXJ+1fJG990yuWbiyMvnNfe8G3NcVAIAcznSmKCDAUysW973tuKurQ08/VVGvD3hCa398VRMnL1D7Tv3V8YXx8vZyU1JSqgICPLVowSgZNle1bNVSS5fvt+hV5A6PN3hA+w+c0424w1anAECWYfgKAAAAIGO5uenJevUU4uOjIG9vq2uQAzUuU0ZvTJqkJx58UPvHjVO1gQM1oVcvfbh2rVrPmqV4u10/hoer9ejRshcocNtjJ61Zo3weHnpp0SI1fvJJ/bRxo778+Wc9UKOGRnTooKJlyqjd1Kk6c/26KlerptVr1+qNBQsUVK8eQ1cAAHIJw+aq6g8XVa0axe94TeFC/po5uauSklI15PWn5O/voYlTf1WrZ6roi68Wyky/IT8fd12PuZl14XcRF5+kfQcibvvv/IXrVmf9JcMw1KJZZc2bM97qFADIMtzzFQAAAECGMgxDT7//vqYsXarYpCT5ubtbnYQcpnLBglrfq5eOX72q/qNH69EVK1S9YUPVKVZM733+ufyrV//TLYENh0Ofvf++Iq9cUc22bWXPn19Xt27VNy+9pLd+/FGmpE4PPqh/9e2rys89J5tvzt3GDwAA3JnNHqAHyhTSth1nVKtGib+8tnPHmipRopzeeneiNv3yvbZt365X+7aWDEND3/9cfXrWy6Lqu9u0+aTqNxp927EOz1XThC/aW1T09zzX+mG17/aNOnT8Vd7+j1idAwCZzjBN07zXB8XFxcnPz0+xsbHy5c0qAAAAgP9xfetWterYUUu6dOG+mfhHnE6nei5apPcHDlTFF174W/8/mU6nrqxfrw+HDNHcPXsUk5Sk/o88otfefluhDRvKcHXNgnIAAGClyxc26bn23TTnmxfk6/PnHwZMTU3Xs89P0cSvP9EDFVredu561Ha1bvO8lnzbKytyc70l4fs0a942rVq9VXaHv9U5APC33O88lG2HAQAAAGS4m7Gx8nR1ZfCKf8xms2noE0+o7/DhWvHeezKTkv7y+rTISH38zDMq//TTmr93r55/6CGdX7lSo9evV5GmTRm8AgCQRwQXfkTDh/VTp+7TtHb90T+9ZtHSvWrZ/BGVKd/ituNx1w9o6NC39MRj5bIiNU9o+UxllSsbovVrplqdAgCZjuErAAAAgAxXqEEDhRUtqkUHD1qdglygWECA5rZvr7nLlun9tm2VdvXqH64xk5N1ZskSNXnkEb29fLnahoVp57x5+vKXXxTauLEMB3fdAQAgLzEMQ/Uef1XhPyzSd4v2aEn4vj9cs//ARdWv//htHxhMT72m1q3bqmL5AurXu0FWJud6r/ZpoNFjpsuZFmt1CgBkKoavAAAAADKc4e6ud/79b03fuVNOp9PqHOQC3m5uGteihVzT0tS3eXOlRUXdOnfzyBENePxxlWjVStvOndPJadM0adMmlWjRQoaLi4XVAADASoZhyC9/ZU2f/q2mz96imJibt50vVzZYu3fvuPW1aZravGG2rkXf0KP1ymR1bq4XXMBXRUIDtHH9DKtTACBTMXwFAAAAkCm8H35YLWvU0JSdO61OQS7Sp2ZNRcXFadHHH8tMT9evX3yhYlWr6svNmzW9WzdFnzunkt26sb0wAAC4xd2rhP49fKC6vDRTqanpkqSz56N17VqC3N09bl2XEHtQbw/9Sj9810sFQ/ysys3V+r5UX+PGz5DTefPuFwNADsXwFQAAAECmMOx2PdOmjfZcvGh1CrKpiNhYrTtxQnsvXVJiaupfXut0OvX1tm1qPWuWqpQoocdbtdLCnj1Vd+BAFfbz04VVq9Tlm2/kCA7OonoAAJCT1K7XWw3qVtKwj5briafH6LGnvtD12BS1frb3rWtmz/xK7dpUlZ+vx188E/6JIqEBcnW1a8uGaVanAECm4aY3AAAAADLNji1bVNjX1+oMZEOJqanqtXixmj70kK5duKBzmzdrcps2f7guJjFRCw8c0I9HjqhZtWr6ae1auRQvrqUvvqhnp03TyCZN1G/0aHmULWvBqwAAADmFYRh6oOwD6vzCJ4o4852CCzeWze5z636v6WnXtGjJL5o1pZu1oXnAB+80U/c+Y7R8eSN5+rC9M4Dch5WvAAAAADJNm9de09GrV3UkMtLqFGQzK44eVbv69fXmwoX6eOZMxSYl3Xbe6XRq4rZt6rVokQqUKqUFs2drwJw5ci1RQr/99psO37yp9xs21Ovh4QxeAQDA31KsWHF5ebpq7rylcqbH3xq8StKJYxtVqKC/PDy4X3xmy5/fS8+1eVjjxw2TaTqtzgGADMfwFQAAAECmcS1cWGNGjdIbK1aow7x5d91aFnlHRHy8ypQtK8Mw5IyP15azZ7Xj/HlN3r5dA5ctU8tZs2R6emrZhg16fswY5atVS4bdrhMnTqhq1apyr1VLQ1eulGG3W/1SAABADlGqVFk98VhZTfnmJ12+uP/WcdNM19bNP6tKWKiFdXlL+7ZVtXLVTp0/vdbqFADIcGw7DAAAACBTFW/aVGs2bNB73bvr0JUrqhrKH7Ug5XN3V1RUlCTJERqqaW+8oRnLlqlxvXpq1aOHilSsKJfSpXU9JkY/zZ+vQ4cOaf/+/YqPj9dTTz2l0NBQBq8AAOCeBBcMU3Jymv41sLUKF60rSTKdyZo4rp8WLt6gGZO7WFyYd9jtNg19q6nefGuIZs+tJZvdx+okAMgwrHwFAAAAkOkcoaGqWL68hq5erf2XL1udg2xgw5kzKl60qCTJ5uurNh98oBn/WeVaqlUrHUlK0vgJE9SiRQslJyerSpUq8vX1lZ+fn1555RW1bdvW4lcAAAByGrtLkJb9uFYv9h4nm91bkpSSdEbTZvyk72a9KC9PN4sL85YqYYXl7+ehZUs+lWmaVucAQIYxzPv4qRYXFyc/Pz/FxsbK19c3M7oAAAAA5DLOmBhd+OUXdRk4UEX9/fXGo48q1M/P6ixYIDktTS1nztSGzZvlKFz4D+fDw8M1atQovfXWW5KkBQsWKDk5WYMHD1aVKlWyOhcAAORSpmlq3Bcv6kbCdfXuUdfqnDzpxs1kdeg2TXNmTVRo8cetzgGA29zvPJThKwAAAIAslXLqlA6uXq33xoyRp4uLxjzzjNxdXKzOQhYbvm6dHqlTRy1HjLh1zDRNffXVV/rxxx/1xRdfaPz48YqJidGQIUNUrlw5C2sBAEBuMXrUiwrK765Wbfro7Jmd6t5jmH5c1EcOB7czsMq+AxEa/dXPWrBoneyOAKtzAOCW+52Hsu0wAAAAgCzlWrKkHurVS0u2bdODpUppzYkTVifBAoZhyNXd/bZjCxcu1OnTp/X888/f2lp41qxZDF4BAECGME1TdluqOr84Xt26ddErr47Qv99/hsGrxSpXKqzAQC9t+nma1SkAkCEcVgcAAAAAyJtsPj7qPmiQWnbqpMYPPCAXO3/0ygtM09TkHTt0PjZWjXr3liSlpaWpevXqCgj4faVDUFCQVq5cKRdWRAMAgAxkGIb6DZoqw0zSq68v0JL5L6naw8WszoKkunVKafnKn1S/YX8ZBu8LAORsDF8BAAAAWCaodm1VKlhQ3+3bp44PPijDMKxOQia6FBend1evVrkiRVSjbVu99NZbSklJUUxMjEzTlGEYGjlypKpVq2Z1KgAAyKUMw0V9B07RmvVHVKZ0Aatz8B/Nm4Zp9rztunR+kwoVbWB1DgD8I2w7DAAAAMAyht2uz6dP17G4OM3daD+r4gAAIABJREFUu9fqHGSi41evqtfixRrcu7euFSkiFz8/jRo1SuPGjVONGjVUtWpVLV26lMErAADIdDa7rwYN6KFPx6yxOgX/YRiGBvZ7XG+//bac6XFW5wDAP8LwFQAAAIClvMuVU7cuXXQ4MtLqFGSQhORkjd2yRdvOnZMkrTx2TG+uXKnhQ4aoWp8+CqtSRaGhobLb7erRo4dCQkI0ZcoUeXl5WVwOAADyikfqP6d8+fz1+pDFSk93Wp0DSXVqllS+AHfNm/W+TNO0OgcA7pth3sdPsbi4OPn5+Sk2Nla+vr6Z0QUAAAAgD0k8eFBNnnlGS7p0YevhXOClhQv1aIUKOnL5so5cvKggHx+9M2qUGnbpoh49eighIUEBAQFat26dRowYoRo1alidDAAA8iCn86Ymjx+o9Rt2a/zo52SzsVbJaikpaWr7/BT9sHiB/AMftDoHQB53v/NQhq8AAAAALGc6nXqnaVMZqanqWKWKCvn6MoTNwdrOnq2pY8aoSOPGckZHy3Bz09J16xQZGan09HQdOXJEBw4c0LRp01S0aFGrcwEAQB5mOlM09oteOnXqrN57uym/g2YDK1cf0u49l/XxZz/IMBxW5wDIw+53HspHeQAAAABYzrDZ9N6UKSpXqZKGrFqlEevXW52E++R0OmW32VTkscdk2O2yBwXp8PnzGjZsmEJDQxUYGKhz585p8eLFDF4BAIDlDJur+vYfo6CgQA16cxFbEGcDjRuW1559p3T18narUwDgvjB8BQAAAJAtuIaG6vkxY1SvShVVCg62Ogf3yWazKTU9Xen/dQ/fXr16adWqVbp+/bpWrFihBQsWsIsSAADINmx2X7357gzVrBGmwe8s4X6jFjMMQ1071dLEr7/g3wJAjsTwFQAAAEC2ElahgtadPCmnk1UHOdHCAwfk5+4uw9VVp0+f1uDBg1W/fn2tW7dOq1ev1uTJk+VwsH0cAADIXmw2D/V8+Qu5OFy1d3+E1Tl5XpNGFbR63W+6GX/U6hQAuGcMXwEAAABkK08MGqQqJUuq7w8/WJ2CexSTmKgZu3Zp3pIlshcsqKefflqurq566KGHtGzZMk2ZMkV2u93qTAAAgD9ls3moY8dWevfDcAawFrPZbGr1zIOaO/srq1MA4J4xfAUAAACQrdg8PfVks2ZKTU+3OgX3ICUtTS8sWKCPXnlFbqVL69SpU7Lb7WrQoIEWLlyo6dOns+IVAABke3Ufe0Xfzp2odz5YquvXb1qdk6e1b1tVc+evVlrKZatTAOCeMHwFAAAAkO1cvXJFHq6ubD2cg3y+aZO6NGyoOgMHSpLS09MVHx+v0aNHa9q0aQxeAQBAjmAYNhUs+oSGD+unN97l/q9W8vBwUc3qJbTyxylWpwDAPWH4CgAAACDbqderl4L8/bXq+HGrU/A37I6I0PFr1/T8Rx/JMAylpqaqY8eOSktL08yZM+Xh4WF1IgAAwD2p91gflSxRUEvC91mdkqf1fKGOJk35Ts70eKtTAOBvY/gKAAAAINux+foqOChIrtwfNNtLdzr19sqV+mLUKDny55ckTZw4UTt37tSKFSsUGBhocSEAAMC9M2yueve90ZoxZ6uuXbthdU6eFZjfW15ebjpxdK3VKQDwtzF8BQAAAJAtBXp7a+T69TodHW11Sp7ndDq16cwZjVi/XhO3bVNKWtqtc4NXrFDvxo1VuFEjSZJpmurXr5+GDh2qsLAwq5IBAAD+MU+fMvpwWD8NG7Hc6pQ8rVO7apr2zVS2gAaQYzB8BQAAAJAtdRs9Wu+0batBy5bprZUrrc7JszacPq22c+bo10uX1LRFC6W6uWn67t2SpF0XLsi02dR5zBgZhiFJ+vLLLyVJ77//vlXJAAAAGaZO/e6Ki0/SmbPXrE7Js+rWLqVdv52QM/261SkA8Lc4rA4AAAAAgD9j8/FRw1de0dmLFzXj119lmuatAR+yxsfr1+taUpKmjh6tYk8/LcNmU9XGjdWwcWN1r1pVI3/5RZO/+EJR8fHa+fPP2rVrl9577z1t3LiRfysAAJAr2Oxe+nDY6xr63ihNm9jZ6pw8yTAMRV1NUHpqlOyOfFbnAMBdsfIVAAAAQLblUaqU+s6fr4516qjhlCnafv681Ul5Rnxysn67eFETfvxRxZ95Robt97ePnmXLql3Nmmo3d64aVqigwk8+qZCQEDVr1kwJCQlq1KiR6tSpY3E9AABAxqlYpa0CAry1d3+E1Sl5Vkiwr1JSkq3OAIC/heErAAAAgGzNMAz1nzZNSz75RMPXrVNaerrVSXnClfh4lS5QQPZ8t68uMGw29Z8/X6u2bdO/vv1WdhcXOZ1OlS5dWlu2bNF3330nm423mgAAIPcwbG565513NPTDZUq4wQDQCg8/WFTbt66zOgMA/hbeEQMAAADI9mxeXircrp26PP64Rm3caHVOnlDA21snrlxRenT0H84Zdrvs+fPLcHOTJI0fP14nTpzQjBkz5Ofnl9WpAAAAma546cZ6640X9PqQxVan5EkVy4fo4KGDVmcAwN/C8BUAAABAjmDY7er28cf6LSJCs3bv1rSdO5WUmmp1Vq7l6+6usIIFNfvtt2WmpNzxuuPHj+uVV17RN998o5IlS2ZhIQAAQNYxDEONmg5ScIF8Wr7q7w0BTdPU8E9W6tnnp6jvwG9lmmYmV+ZeQYHeioq8ZnUGAPwtDF8BAAAA5Bj2wEBNHTdOtnz5tPH0aa08dkzrT57U8qNHrU7LlV6vX18rtm7VoKee0tmlS+W8fv2281988YWaNm2q6tWrq1u3btZEAgAAZBHD5qZhH3yhiVM3KeJizF2v/2XjcaWkSP8a0EQ7dp3VjZt3/kAb/lqZUgV09Pg5mSa3IAGQ/TF8BQAAAJCjhD75pPpMnaqeLVtqzm+/ae3Jkxq/ZYt+i4hgJWwGc3M4NLFVKz1etKgGv/uumtSsqXHdu8s0TZ05c0YrVqxQxYoVNWfOHBmGYXUuAABApvMNKK+vvnxf/V9foJSUtDte1/WlmVqw+DcNGvSaJk39WfNndJe3l1sWluYuAQGeio29KWfa3YfeAGA1hq8AAAAAchzDZtNTw4dr5a5dGrNhgx4rWVKPTZ6sTvPnW52WK9UvUUKTWrdWn1q19OPmzVJqqho3bqzHHntMVatWVZkyZaxOBAAAyDKVHmyvF7o+raHDf7zjNcnJafrqq69UrNRTqla1rAa9uVBbt5/OwsrcKT0t2uoEALgrhq8AAAAAciybr68Mu11DZ81S6qlTKh0crJ+OHbM6K9f6eutWTf34YxmuripSpIhWr16t119/3eosAACALGUYNrV//gN5eXlp6owtf3pN+7bV9PWEz2Wapl5/c6xmz/xY4ydvyOLS3MXXx12xMZFWZwDAXTF8BQAAAJDjOQoVkqNECb0zcKA+Xr/e6pxc6beICJUsUEDejz6qrl27at26dercubPc3d2tTgMAAMhyNruXPv5kpnb+dl4/rjz4h/PNn66kFT/tUkrSadldAhVcsIaSk++8TTHuzsfHXXFx163OAIC7YvgKAAAAINfYuXevWoeFWZ2RK03btUv9evfW/AULVKJECdWtW1edO3e2OgsAAMAyDtcgTZkyV7Pnb9emLSdvO2ez2VT94eLauX3171878slutykxMdWK1FzBNCXDMKzOAIC7YvgKAAAAINfYt2+fSufLJ6fTaXVKrhKTmKjdEREKCgzU1q1bdfDgQfXt21d2u93qNAAAAEt5+pTSnDlz9OkXaxRxMea2c48/+oBWrVwpSTJsbvLxcdeNm8lWZOYKpmnKZuP3TwDZH8NXAAAAALlGkJeXpu7Yod5LllidkqsMCA/XhEGDdDogQHFxcYqOjlbbtm2tzgIAAMgWAgKraOSI1/XhyJU6ez5ax09E6uz5aM37bqfS0lNlmqYkmxx8cO0fsdttSk9n62YA2Z/D6gAAAAAAyCi9p09X5/371fy556xOyTViEhNlSqrzyisa+tFHiomJUffu3Vn1CgAA8F+q1X5eKZ+MV5/+8+Xm6lCJ4kHq0L6pmjQbIMMw/jOAlZxO0+LSnMvFxa7kpESrMwDgrhi+AgAAAMg1DFdXzRw7Vq0rVbI6JdeYsXu3OjRurAMnTujYsWNKT09Xu3btrM4CAADIVmw2Dz3WoKz6vfatUpMvyO5S6Lb7kzrTonTpcoyCAr0trMzZ3N1clJScZHUGANwVw1cAAAAAuYqHh4dSWJWZYTafPavBn3+uniNHKjQ0VE2bNpXDwVtJAACA/1WlSgVJks3uJ8MwdPnCZq1atVDpaWlq2uRR+fq63zaQxb3x9/PQ9ehrVmcAwF1xz1cAAAAAuUpggQK6lsh2ZBkhOS1Npmlq7eHDypcvn/bu3atOnTpZnQUAAJAt1azbTwEB/pozd7FMZ5Je7PGSEuIuKOLCSb359ki5uvABtn8iXz4vRV2NsjoDAO6K4SsAAACAXMNMTtaqtWv1cMGCVqfkCtN379az9evryylTVK1aNbVo0UIuLi5WZwEAAGRLqWmucnf30KZNmyTDRc2b1dJPa4/o+fY15O3trscfLWt1Yo4WmN9LkZGRVmcAwF0xfAUAAACQa0Rt3qzTUVGqXayY1Sm5woZTp1S7eXMVK1ZMCxYsUNeuXa1OAgAAyLa8vLw0ZMgQTZo0Sfv2HdBLfSdo8L96qOcrc/Xhu0+rfduqVifmaIH5vXQ16qrVGQBwVwxfAQAAAOQKcQcO6JNhw1S+QAGrU3IF0zSVkJysXcePy2azqVChQvLz87M6CwAAIFvr27evHn30UbVp00aG4aI6DfqqTu3y+nnDcavTcjx3dxclJNywOgMA7orhKwAAAIBcYevixfpuzx75uLkp3em0OidHMU1TF+Pibju29dw5VQwN1Ywff5Svr6+6dOliUR0AAEDOMm7cOJ08eVIHDhyQYdjUvftLmvvtDquzcjyHwyYZjDQAZH/8pAIAAACQKzQcOFDLRo/Wbxcv6jD3gvrbTNPUv5YvV+/Fi7X44MFbx7/ZuVPB5curR8+e2r17t2rXrm1hJQAAQM5RoUIFNWjQQE888YQkqWiJBkpJTVdMbKLFZTlbUKC3oqJiZJqm1SkA8JcYvgIAAADIFWze3qrYvLlik5I0fN06zdmzx+qkbC/65k31WbJEpQIDVTYoSP/3Z6zL8fFKTE3VueRkubm5qWrVqjIMw9JWAACAnGT58uWKjIzU9u3bZbN7qv1zjTX3u51WZ+VoAf6eir6eICnN6hQA+EsMXwEAAADkGvb8+TV/2jR9/c47+nbvXqtzsrU1x4+r+/ff66VmzVTU11ebTp9W9I0bajNrll5dulQfDh6skg88oFGjRqlZs2ZW5wIAAOQonp6e6t27t5o3by5Jatmqq37ZeEzXr99Uuy5T1abjZI2fvNHiypzlWvQN5c/nLclhdQoA/CV+SgEAAADIVYLr11fa6dNKSUtTWnq6HHa71UnZytGoKL2+fLnye3lp6Q8/qHWrVtp+/rwqFCggF19fhf/wg1yDg2UPDNSbTz0lp9PJlsMAAAD34b333tPXX3+to0ePqkzpkpKkWfO2qU6tB/Svfw1QxSpttWfveXXpVFN1a5eyuDb7S0835XDY2ZEFQLbH8BUAAABArmMvWlSPlS+vbefP65Hixa3OyVa2nDunXo89prYvvyyXBx7Q9NGjtXD2bBX38JBb8eLq36OHygQGasC33yo+Pl5lypSRw8FbRwAAgHsVEhKi6tWr69lnn1XdunVVICi/zl1IULqCtXhZhCZPHKkypbzUtt0b6te7gZo0qihXV37vuhMPdxclJqVYnQEAd8W2wwAAAAByHcNuV4lixXQ5Pt7qlGynbrFimrZhg5p36KD21atr+5Ytyl+ggD5et05rfv5ZHcPCtP74cZ06dUrnz59XvXr1rE4GAADIsaZPn678+fMrOTlZLdv217XYfOrVe5CmTJmi1wZ/qaKl2mnR99/oarShNp0m6/iJSKuTsy13dxclJqbINJ1WpwDAXzJM0zTv9UFxcXHy8/NTbGysfH19M6MLAAAAAO5bemSkmjzyiEY2aaKS+fNbnZNtnYuJ0fKjR+Vqt6t1xYry9/DQzydP6vDNm/KqX1+TJ0/W3LlzFRYWZnUqAABAjmWapubPn69JkyapatWqioqKUnBwsEaMGCH7f26RYZqmTh37QV1feE1jPnlWpUsFWVyd/ZimqQ7dpmn5yt9k2FytzgGQB9zvPJQ9DAAAAADkOoaXl9xdXOTr7m51SrZW1N9fvWvWvO3YjogIPdm0qTbFxenAgQOqUKGCRXUAAAC5g2EY6tChg9q1a6cjR47Izc1NpUqV+sM1JR9ooZnTXdT9xYEaPbKNSpYItKg4ezIMQ6ZpynQmMnwFkK2x7TAAAACAXOfmoUM6FR2t/J6eVqfkOIcuX1aV2rWVkpKiwMDAW6sxAAAA8M/YbDZVqFDhD4PX//P7APZpTRg3XO98EK772LQyT3A6b1idAAB/ieErAAAAgFzHsNvlsNmUnJZmdUqOk5iaKt/ixbVhwwY9/vjjVucAAADkOeXCWumhKqW0bOUBq1Oynd8H0tzzFUD2xvAVAAAAQK7z0dtv64WqVeXu4mJ1So7idDqVlJYmw8tL58+fV4kSJaxOAgAAyHMMw0WD/vWuvpmxhdWv/8MwDMlMtzoDAP4S93wFAAAAkOsUKlhQ3jfYjuxeTNi6VXsuXlTVwoUlw9C5c+dUpEgRq7MAAADypIDAh1WlcnHt2XdBD1Xhd7L/Y7fblJISJ4eb1SUAcGesfAUAAACQ6+Tz89P4LVv03f79VqfkGLN271aDkiU1dOxY2Xx9lZaWpuDgYKuzAAAA8iTDsKl9+2e1YPFvVqdkK0GBPrpy+YLVGQDwlxi+AgAAAMh12g0bprF9+mjO7t26FBdndU6OEOLjo5IVK8qvSpVbx/z9/S0sAgAAyNserva0Dh+5zNbD/yUoyEeXL0dYnQEAf4nhKwAAAIBcx+bnp+pvv62+deuqxcyZVufkCA6bTQFut+/f5u3tbVENAAAAHK4hKle2kI6diLQ6JdsoWthfp0+dtDoDAP4Sw1cAAAAAudbZlBS9Xr++1RnZ2vWbN3UhNlbPlC+vtbt333bO4XBYVAUAAADDMFSrVlXt2HXO6pRso+wDwTpy5IjVGQDwlxi+AgAAAMi1OvXqpfl792rQsmU6FhVldU62s+rYMXWYN0+jN2/WmhMn1KhJk9vO22y8ZQQAALBS/foNtX7DMaszso2yDwTryNGzMs10q1MA4I74GDMAAACAXKvgY49p1caN2r9okV799FOFd+tmdVK2YjcMta5TR6/Pny9nQoIMT8/bzicmJlpUBgAAAEkqWqKuEm4kKzk5TW5u/Dnf389DcfFJMtMTZDj8rM4BgD/Fx5gBAAAA5Gr2ggUVWrGivFxdrU7Jdg5FRuqB0qUlSTZvbxn/WelqmqYkKS4uzrI2AAAASDa7t2pUK6tde9h6+L85nTesTgCAO2L4CgAAACDX8ytdWv4eHnpuzhztvXTJ6pxso1T+/Dpy9OgfjsfHx0uSYmNjszoJAAAA/+PRRxvo51+OW52RbXh5uun6tdNWZwDAHTF8BQAAAJDruYSGava6dZr22Wf6cO1aq3OyjZL58mnzwYNy/s/2wnFxcSpUqJCio6MtKgMAAMD/eaT+s9q955yuRLIrifT7fV8PH95rdQYA3BHDVwAAAAB5gj1fPhV88km5OxxKSE62OidbWHLwoPq0by+bh8dtxwsXLizDMHThwgWLygAAAPB/XN0L6YNhA/Tev5dbnZIt+Pt5KCbmutUZAHBHDF8BAAAA5BmGu7u6NWumLzZvtjolW9h2/ryq1637h+OGYah06dI6deqUBVUAAAD4X7XrdlOAn7d+2cT2w4ZhyOl0Wp0BAHfE8BUAAABAnvLMiy9q/8WLVmdkC24Oh8LnzJEzJua24+np6fL3979171cAAABYy7C564Phn+rjz37SvgMRVudYysvLVXFxbMEMIPti+AoAAAAgTzEcDiWnp8s0TatTLDehZUsdPHFCg9u0kTMh4dZxp9OpmJgYRUdHKy0tzcJCAAAA/J/A4Krq3bOlDh6+ZHVKljNNU79sOq59ByK0c/dZVata3eokALgjhq8AAAAA8hR7SIha1qihfkuXWp1iuXyennrn8ccVFROjbdOm3Tru4uKi9u3bKzo6WkeOHLGwEAAAAP+tevU6Wrhkj1JS8s4H5OITktT1pZnauPmsPvx4hX7ecFxlyla1OgsA7ojhKwAAAIA8xebtrVe+/FJRN25YnZJtvNGggV779FNd2rnz1rGgoCCFhoZq165dFpYBAADgv5ULa6lWLepp3oL//ztaTGyiTp6KUkzMTW349YQ6vjBNjzT8TO8MC9cHI5bL6XQqPT3n3iN12syt6tDuKX3y+VKVLxsiSTIMh8VVAHBn/IQCAAAAkPcYhsS2w7cU9vNT/RIltG7uXHWqVk2SlJKSolq1amnHjh3q2rWrxYUAAACQfh86dujUS81btFP5ssFydXXo3Q/DVaFcqGLjbqhIaJAmTfxK0dfO6tjRY4q4eE5tO01RckqaCgT6aNRHrRSY39vql3FPYmITVapUBRmGi5xOU1euxCku9pLyFShmdRoA/CmGrwAAAADyHFu+fArw8tLVGzcU6OVldU62UDYoSEmJibe+PnPmjBo0aKDRo0dbWAUAAID/FRBYVQsXzFTb57qo2kPF9OGw/mrwRL/brilcTAp7WDLNdL3cL0qGzVU7t36nF/t8rrp1SmlQv8dlt+eMjTGPHLusMg9UkiR9+O8vle7sJxdXD4urAODOcsZPVwAAAADIQIbNpjYNG2o6W+reEuLjo7Pnz9/6ulu3bvroo4+UnJysa9euWVgGAACA/xVUsLZeG9BBY8b/rHLlHrzjdYZhl8M1RHZHPtWs21urflotyVWLl+7Nuth/ICUlTWlp6fL1f0CS5J+/ssZNXCcf/yoWlwHAnTF8BQAAAJAntRgwQBtOn5bJ9sOSpIcLFdLukyflvHlTklSwYEF17dpVDodD69evtzYOAAAAtzEMQ81bv6PoyF8VFHLn4ev/cnENUkiwv46diMzEuozzwYgV6tT+SdkcvreOGYbdwiIAuDuGrwAAAADyJEfBggrx8VFccrLVKdmCu4uLUtPTlXr27K1jwcHBqly5stauXWthGQAAAP6MYXOTX/7astl97uFBhvbsO6XQQv6ZF5ZBTNPUkWOX9fwLw61OAYB7wvAVAAAAQJ5k2GwqHBioiNhYq1OyjWIBATq9b9+tr0NDQ2Wapk6ePGlhFQAAADKKzeahceMnKnzFfjmdTqtz/pJpmnI47JLhYnUKANwThq8AAAAA8qybSUmyGYbVGdmGw2bTzfj4W1+HhYVp7969Kl68uI4fP25hGQAAADKKi2shPfxQcT3VYpzCVxzItrfhsNlsSriRrPSUCKtTAOCeMHwFAAAAkGc9VrWqBq9Yoa+3bbM6JVtoXr685s2fL/M/qyAMw1Djxo3l4eGh8PBwi+sAAACQEWwOf40YFa41a5Zp+84LGvv1L1Yn/amIizFycdhlc+S77fjy5ct16NAhi6oA4O4YvgIAAADIs54bM0arli9XxI0bWnzwoNU5lqtVtKh2nT6t2F27bh0LCwtT4cKFtWbNGgvLAAAAkJEMwyEf/0r6fMx8nTh1TTPnZL8PI349ZZPefrObbPaA24537txZc+fOtagKAO6O4SsAAACAPMswDLmXK6ePJ0zQNzt2ZPv7XmU2wzBUwNtbN6Kjbx0rW7asdu7cqcDAQF2+fNnCOgAAAGQ0h0t+TZ66WFt2nNUvm7LXbSYuXopRlQfry/if24R4eXkpISHBoioAuDuGrwAAAADyPLeAADlsvD1KSUtTRFycgsuVu3WsRIkSqlevnpYuXcrqVwAAgFzIxS1YY78ao68mrLc65TYFQ/x15syxPxw/f/68GjVqZEERAPw9/HUBAAAAQJ5mmqYWDBumcgUKyJbHB7BXEhJUMn9+2YsUue34K6+8ohIlSmjVqlUWlQEAACAzBQQ+qOLFCmjPvgtWp9zSttWD+mrsJKWlRN06lp6eLun33VkAILvK239ZAAAAAJDnGYYhF29vXU9MlGmaWnTggE5cvWp1liU2nT2rwj4+kmn+4VyPHj00e/ZsmX9yDgAAADmbYXNXn97d9e6H4Tp5KuruD8gCD1YOVWRkrE4cWXfr2NKlSyVJxYsXt6gKAO6O4SsAAACAPK/1v/+t0gULqvmMGToRG6uBy5ap3w8/6NWlSxWTmGh1Xpa5Eh+vpYcP6+jcuX841717d0nS0aNHszoLAAAAWeChGp00YezbGj5ypdUpt1QoV1ARF4/LdKZq+fLlat26tUaMGCG73W51GgDckcPqAAAAAACwmuHmpmHz58sZEyN7oUK6eeyYrp05ox0//aTmM2aoUkiIxrVooeS0NDlNUxFxcSoTGGh1doYbULeutp47p33btql47dpyL1361jkPDw9J0tq1a1Xuv+4JCwAAgNzBMFyUP7CkEpNSZZqmDMOwOkkdn6umji98qY2/1NOePXtUpUoVdejQweosAPhLhnkfe0bFxcXJz89PsbGx8vX1zYwuAAAAALCcmZyshF27NGvsWM3dvFmudrtik5IU5O2tzg89pGbly1udmOHGbtmixQcOKCwkRN9s3CjjP0NXSXrkkUdUsGBBff/99xYWAgAAILM4029q+LDOOnPmkv793jPy9HS1tCctLV2tO07WqpWr1bJNb+3Zs0eXLl3KFoNhALnf/c5D2XYYAAAAAO7AcHOTT5066jNzptavX681u3Zp26+/avR772nRgQOKiI21OjHDvVK7tia2aqXYpCSZycm3nevfv78WLlxoURkAAAAym83uqXfem6nmzzyugW9a+3ufaZoaN3FL0yCJAAARZUlEQVSDmj9dSz+t3afr16/r5ZdfZvAKINtj+AoAAAAAd2E4HHIULy6bv78cxYurbJMmalSjhgYtW6b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"text/plain": [ "<Figure size 2400x2000 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "# Python program for solution of M Coloring \n", "# problem using backtracking \n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"khaki\", \"4\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t## heuristic functions\n", "\tdef MRV(self, domainDictionary, colours):\n", "\t\tLeastRemainingValuesStates = {0:[],1:[],2:[],3:[],4:[]}\n", "\n", "\t\tfor key, value in domainDictionary.items():\n", "\t\t\tif len(value)==0 and colours[key-1] == 0:\n", "\t\t\t\tLeastRemainingValuesStates[0].append(key-1)\n", "\n", "\t\t\telif(len(value)==1 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[1].append(key-1)\n", "\n", "\t\t\telif(len(value)==2 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[2].append(key-1)\n", "\n", "\t\t\telif(len(value)==3 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[3].append(key-1)\n", "\n", "\t\t\telif(len(value)==4 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[4].append(key-1)\n", "\n", "\t\tif len(LeastRemainingValuesStates[0])>0:\n", "\t\t\treturn LeastRemainingValuesStates[0]\n", "\n", "\t\telif len(LeastRemainingValuesStates[1])>0:\n", "\t\t\treturn LeastRemainingValuesStates[1]\n", "\n", "\t\telif len(LeastRemainingValuesStates[2])>0:\n", "\t\t\treturn LeastRemainingValuesStates[2]\n", "\n", "\t\telif len(LeastRemainingValuesStates[3])>0:\n", "\t\t\treturn LeastRemainingValuesStates[3]\n", "\t\telse:\n", "\t\t\treturn LeastRemainingValuesStates[4]\n", "\n", "\n", "\n", "\n", "\tdef DegreeConstraint(self, domainDictionary, colours):\n", "\t\tMaximumDegreeConstraint = 0\n", "\t\tMaximumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 1:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MaximumDegreeConstraint:\n", "\t\t\t\tMaximumDegreeConstraint = temp\n", "\t\t\t\tMaximumDC_State = v\n", "\t\treturn MaximumDC_State\n", "\n", "\n", "\tdef LCV(self, domainDictionary, colours):\n", "\t\tMinimumDegreeConstraint = 0\n", "\t\tMinimumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 0:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MinimumDegreeConstraint:\n", "\t\t\t\tMinimumDegreeConstraint = temp\n", "\t\t\t\tMinimumDC_State = v\n", "\n", "\t\treturn MinimumDC_State\n", "\n", "\tdef getTheNextState(self, domainDictionary, colours):\n", "\t\tNextState = 0\n", "\n", "\t\tnextMRVStates = self.MRV(domainDictionary, colours)\n", "\t\tnextDCStates = self.DegreeConstraint(domainDictionary, colours)\n", "\t\tnextLCVStates = self.LCV(domainDictionary, colours)\n", "\t\t\n", "\t\tif (len(nextMRVStates)==1):\n", "\t\t\tNextState = nextMRVStates[0]\n", "\t\telif(nextDCStates!=-1):\n", "\t\t\tNextState = nextDCStates\n", "\t\telse:\n", "\t\t\tNextState = nextLCVStates\n", "\n", "\t\treturn NextState\n", "\n", "\n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\n", "\t#singleton methods\n", "\tdef checkIfAllStatesColored(self, colors):\n", "\t\tnumberofvertices = 0\n", "\n", "\t\tfor color in colors:\n", "\t\t\tif color != 0:\n", "\t\t\t\tnumberofvertices = numberofvertices + 1\n", "\n", "\t\t# check if all states has been assigned.\n", "\t\tif numberofvertices == 50:\n", "\t\t\treturn True\n", "\t\telse:\n", "\t\t\treturn False\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif self.checkIfAllStatesColored(colour):\n", "\t\t\t\treturn True\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\t\t\t\t\tNextstate = self.getTheNextState(DomainDictionary, colour)\n", "\t\t\t\t\tif Nextstate != -1:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, Nextstate) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\t\t\t\t\telse:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t# revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " #plt.figure(figsize=(18,12))\n", " fig=plt.figure(figsize=(24, 20), dpi= 100, facecolor='w', edgecolor='k')\n", " \n", " # create the map\n", " map = Basemap(llcrnrlon=-119,llcrnrlat=22,urcrnrlon=-64,urcrnrlat=49,\n", " projection='lcc',lat_1=33,lat_2=45,lon_0=-95)\n", "\n", " # load the shapefile, use the name 'states'\n", " map.readshapefile('/Users/amitshetty/Downloads/America_States/st99_d00', name='states', drawbounds=True)\n", " # Amit\n", " \n", " short_state_names = {\n", " #'Alaska':'AK',\n", " 'Alabama':'AL',\n", " 'Arkansas':'AR',\n", " 'American Samoa':'AS',\n", " 'Arizona':'AZ',\n", " 'California':'CA',\n", " 'Colorado':'CO',\n", " 'Connecticut':'CT',\n", " 'District of Columbia':'DC',\n", " 'Delaware':'DE',\n", " 'Florida':'FL',\n", " 'Georgia':'GA',\n", " 'Guam':'GU',\n", " #'Hawaii':'HI',\n", " 'Iowa':'IA',\n", " 'Idaho':'ID',\n", " 'Illinois':'IL',\n", " 'Indiana':'IN',\n", " 'Kansas':'KS',\n", " 'Kentucky':'KY',\n", " 'Louisiana':'LA',\n", " 'Massachusetts':'MA',\n", " 'Maryland':'MD',\n", " 'Maine':'ME',\n", " 'Michigan':'MI',\n", " 'Minnesota':'MN',\n", " 'Missouri':'MO',\n", " 'Northern Mariana Islands':'MP',\n", " 'Mississippi':'MS',\n", " 'Montana':'MT',\n", " 'North Carolina':'NC',\n", " 'North Dakota':'ND',\n", " 'Nebraska':'NE',\n", " 'New Hampshire':'NH',\n", " 'New Jersey':'NJ',\n", " 'New Mexico':'NM',\n", " 'Nevada':'NV',\n", " 'New York':'NY',\n", " 'Ohio':'OH',\n", " 'Oklahoma':'OK',\n", " 'Oregon':'OR',\n", " 'Pennsylvania':'PA',\n", " #'Puerto Rico':'PR',\n", " 'Rhode Island':'RI',\n", " 'South Carolina':'SC',\n", " 'South Dakota':'SD',\n", " 'Tennessee':'TN',\n", " 'Texas':'TX',\n", " 'Utah':'UT',\n", " 'Virginia':'VA',\n", " 'Virgin Islands':'VI',\n", " 'Vermont':'VT',\n", " 'Washington':'WA',\n", " 'Wisconsin':'WI',\n", " 'West Virginia':'WV',\n", " 'Wyoming':'WY'\n", " }\n", "\n", " printed_names = []\n", " mi_index = 0\n", " wi_index = 0\n", " for shapedict,state in zip(map.states_info, map.states):\n", " draw_state_name = True\n", " short_name = short_state_names.get(shapedict['NAME'])\n", " if short_name in printed_names and short_name not in ['MI', 'WI']: \n", " continue\n", " if short_name == 'MI':\n", " if mi_index != 3:\n", " draw_state_name = False\n", " mi_index += 1\n", " if short_name == 'WI':\n", " if wi_index != 2:\n", " draw_state_name = False\n", " wi_index += 1\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x+.1, y, short_name, ha=\"center\")\n", " printed_names += [short_name,] \n", " plt.title('The United States of North America')\n", " #plt.show()\n", " \n", " # Amit\n", " \n", " # collect the state names from the shapefile attributes so we can\n", " # look up the shape obect for a state by it's name\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['NAME'])\n", "\n", " ax = plt.gca() # get current axes instance\n", " \n", " patches = []\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['NAME'] == 'Michigan':\n", " color_for_unique_borders = ResultDictionary.get('Michigan')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " elif info['NAME'] == 'Wisconsin':\n", " patches.clear()\n", " color_for_unique_borders = ResultDictionary.get('Wisconsin')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", "# elif info['NAME'] == 'Alaska':\n", "# # Alaska is too big. Scale it down to 35% first, then transate it. \n", "# seg = list(map(lambda x,y : (0.35*x + 1100000, 0.35*y-1300000), shape))\n", "# poly = Polygon(seg,facecolor='orange',edgecolor='orange')\n", "# ax.add_patch(poly)\n", "# elif info['NAME'] == 'Hawaii':\n", "# seg = list(map(lambda x,y : (x + 5100000, y-900000), shape))\n", "# poly = Polygon(seg,facecolor='violet',edgecolor='violet')\n", "# ax.add_patch(poly)\n", " \n", " for state_name in sorted(set(state_names)):\n", " # color_for_state = random.choice(colors)\n", " if state_name not in ['Wisconsin','Michigan']:\n", " color_for_state = ResultDictionary.get(state_name)\n", " seg = map.states[state_names.index(state_name)]\n", " poly = Polygon(seg, facecolor=color_for_state,edgecolor=color_for_state)\n", " ax.add_patch(poly)\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " #time.sleep(1)\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,5))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"Alabama\"\n", " stateDictionary[\"2\"] = \"Alaska\"\n", " stateDictionary[\"3\"] = \"Arizona\"\n", " stateDictionary[\"4\"] = \"Arkansas\"\n", " stateDictionary[\"6\"] = \"Colorado\"\n", " stateDictionary[\"5\"] = \"California\"\n", " stateDictionary[\"7\"] = \"Connecticut\"\n", " stateDictionary[\"8\"] = \"Delaware\"\n", " stateDictionary[\"9\"] = \"Florida\"\n", " stateDictionary[\"10\"] = \"Georgia\"\n", " stateDictionary[\"11\"] = \"Hawaii\"\n", " stateDictionary[\"12\"] = \"Idaho\"\n", " stateDictionary[\"13\"] = \"Illinois\"\n", " stateDictionary[\"14\"] = \"Indiana\"\n", " stateDictionary[\"15\"] = \"Iowa\"\n", " stateDictionary[\"16\"] = \"Kansas\"\n", " stateDictionary[\"17\"] = \"Kentucky\"\n", " stateDictionary[\"18\"] = \"Louisiana\"\n", " stateDictionary[\"19\"] = \"Maine\"\n", " stateDictionary[\"20\"] = \"Maryland\"\n", " stateDictionary[\"21\"] = \"Massachusetts\"\n", " stateDictionary[\"22\"] = \"Michigan\"\n", " stateDictionary[\"23\"] = \"Minnesota\"\n", " stateDictionary[\"24\"] = \"Mississippi\"\n", " stateDictionary[\"25\"] = \"Missouri\"\n", " stateDictionary[\"26\"] = \"Montana\"\n", " stateDictionary[\"27\"] = \"Nebraska\"\n", " stateDictionary[\"28\"] = \"Nevada\"\n", " stateDictionary[\"29\"] = \"New Hampshire\"\n", " stateDictionary[\"30\"] = \"New Jersey\"\n", " stateDictionary[\"31\"] = \"New Mexico\"\n", " stateDictionary[\"32\"] = \"New York\"\n", " stateDictionary[\"33\"] = \"North Carolina\"\n", " stateDictionary[\"34\"] = \"North Dakota\"\n", " stateDictionary[\"35\"] = \"Ohio\"\n", " stateDictionary[\"36\"] = \"Oklahoma\"\n", " stateDictionary[\"37\"] = \"Oregon\"\n", " stateDictionary[\"38\"] = \"Pennsylvania\"\n", " stateDictionary[\"39\"] = \"Rhode Island\"\n", " stateDictionary[\"40\"] = \"South Carolina\"\n", " stateDictionary[\"41\"] = \"South Dakota\"\n", " stateDictionary[\"42\"] = \"Tennessee\"\n", " stateDictionary[\"43\"] = \"Texas\"\n", " stateDictionary[\"44\"] = \"Utah\"\n", " stateDictionary[\"45\"] = \"Vermont\"\n", " stateDictionary[\"46\"] = \"Virginia\"\n", " stateDictionary[\"47\"] = \"Washington\"\n", " stateDictionary[\"48\"] = \"West Virginia\"\n", " stateDictionary[\"49\"] = \"Wisconsin\"\n", " stateDictionary[\"50\"] = \"Wyoming\"\n", " # create the state and integer mapping dictionary\n", " #createStateDictionary()\n", " \n", " createdomainDictionary()\n", " \n", " # Driver Code \n", " g = Graph(50) #number of states 48\n", "\n", " g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t 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[0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0],\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0]] \n", "\n", " m=4 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", " #end = time.time() \n", " #print(\"Time taken for Backtracking: {}\".format(str(end-start)))\n", " # Map Coloring and Animation Section\n", " #start = time.time()\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for Map Coloring: {}\".format(str(end-start)))\n", " \n", "# for key, value in ResultDictionary.items():\n", "# print(key + \" ==> \" + value, end='\\n')\n", " \n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/America/With Heuristic/Map_Coloring_Singleton_Heuristic.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time taken for Map Coloring: 43.7649929523468\n" ] }, { "data": { "image/png": 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ef37M3+56nz//3zFcddn2v0BF9pXXXv+WcUO7eb1XK3y7fCN/vnl8944r0g3sditFhckUFSbDMf/dHggE2LipnpXfb2bBd/N49dU32FzTSDAYJDEhiuJ+ufTt15f+xSXkF5Ridyb/UJS1mvdgRERERERERERkn1nZupLmbc3EZex4yuEfDT1lKE8++yR9/9SXVEsq1p+8XzSjfAbX/uZaJtw0gX5j+u3ryNspHlPMmx++SdmJKr52BxVfpcvM/c88Tj1xMBUVNQSDHgzDYGBpOhZL6HQJjR5ZQHNLO98t3MiwIR1F4XlfriElKYpvF26gtdVDeLgDgDlzy0lLje4svAK8+MpXXHHJ4bzwynwVX6VbfbdwI/dMnNCt670GEqClxUN+XtKvHyzSS1gsFrL6xJPVJ56xY4p/tm9LbRMrV9WwavVyPvlkFmvX1RIMBomJdtG3KJt+/Yro37+Ewr4DcYWndkxhbNhNeiQiIiIiIiIiItIVXn3/VUqOLvnV48pOLOOtW97iqGOOIjkvmfzR+UwYPYGEiARu+MMNnPf0eSTmJnZD4u2VHlvK+7e/z59P+PPPisKyb6j4Kl0i4G/lm+9WkdknjmPGT8TmyObY8cP46usKDjukyOx4nQoLkklLjWbO3PLO4uucueWMP3oAs+eWM//rdZ1558wrZ/TIgs7bzplXjtvt5YY/Hc3Lr33Nf74o5+AR+aY8Dtm/+Hw+2r0+0toj6M71Xr+oryQpMaLbxhMJdUmJUSQlRjHqoJ//7q9vaGPV6hpWrqrg2We/onztFrxeHy6Xg7zcNIqK8unXtx99+5WSmJyD1RaPYYnSurIiIiIiIiIiIiHOE/TwwbQPOPHOE3/1WHuYnRPv6Diuckklsx6ZxUf3f0RbYxvnPnGuaYVXgITsBLZu3Mp633py7bmm5dhfqPgqXaK58Xva2318v6qGgw4+CcMwiIyMpL6hzexo2xl1UD6z567u7FydPbecKy45jEAwyOy55Rx2SBEej4+vvq7gzr8e33m756fM56RJB2C3WzlpUhnPT5mv4qt0i871Xhu7d73Xad8s4qDhed06pkhPFBvjYtiQ7M6Ten7U1uZlzbpaVpfX8PHH7/Ho48/S8MPfxaTEaIoKsyjqW0i/fgPILxiA05WC1RaHYQkz42GIiIiIiIiIiMj/WNm6ktaGVmLSYnbrdhklGZz1yFkEAgE8LR6cUc59lHDX5Y3I45157/DHQ/5odpReT8VX6RKzP3uPdeu3Mvmy8RgWB8Ggn759c/jkk9kcf9wgs+P9zKiR+dxwywx8Pj9tbi+LllQyckQefn+Qx5+eA8BX31bQ5vZyyMEdna+NTW7eemcRM2dcBsCpJw1m3KSHuOuvJxAdAr80pXeb/uZ3jB3czR3kBvxn8TruvePXz+gSkR1zuewMKE5jQHHaz7YHg0FqtjSxqnwLq8u/Z/bs/7CuYiterw+73UZudjKFhbkUFBbSt29/+mQWYbMnYrHFYBh66iYiIiIiIiIi0l1effdVBhw9YI9vb7FYQqLwCnDAxAN456V3uHT0pZqRbR/TO3iy14JBP2/OeAeLYbBgUTm3/fls8vPyeOa5mdx/x0lmx9vO6JEFtLR6+HbBBuob2ijISyIpMYqDD8rjosun0NLazpy55fTJiCUnOwGA117/lpzsBEoHpAMwsCSDnOwEpr+5gPPPHmHmw5H9wDcLNnDHTcd063qvxFvYUtvMQQdqCgqRrmYYBinJ0aQkR283hbHH42NdxTbK127hu2/n8tprb7Kpqh7oKObm5aZTUJBDUWFfCov6k5qWh9Uej8Uag6H1OkREREREREREuown6OGD6R9w0t2hV+fYExkDM5h+/XSqg9WkGWm/fgPZYyq+yl5rb1vH6vItJCZG8uLL80lPi+XAobW8PuX3WK0Ws+NtJy83kYy0GGbPLae+vpWDD+qYVjUlOZrszHi+nL+O2XPLO7teAV54+SuWr9xMQua1ndsCgSDPT/lSxVfZpwKBAO0eHxmeSLpzvde1wXrCwx1YLKH3MyzSmzkcNooKkykqTN5uX0trO2vWbmXN2i18/vmHPPvvKWypbQIgIjyMvLw0CgpyKSrsS0Fhf1JSc7Ha41SYFRERERERERHZA8tbluNudhOTuntTDocqwzBI7ZvKZ8s+4/SS082O06up+Cp77bNPp3PQ8Dwuu/hQ6upbSUuNDvmW9VEHFzBnbjn1Da1c/ofDOrcffFAeH3+2kq+/reCs04YBsHR5Fd8t3Mjb0y4mLja889iGBjfjT3yEZSuq6N9PZ4nIvvHBxyvISI2Bhu5d73VbexubaxppbHQTHR0a02KI7O8iwsMoHZDeOQvDTzU1u1mzditr19XyySfv89TTL7B1WzMA4S4HeXlp5OfnUFhQREFhMekZ+Vht8ZrKWERERERERERkJ15951VKjyk1O0aXGnjcQGa8NUPF131M77bJXgkGfUydOoOLLxyJy2XH5eoZZ4CMHpnPn254Ha/Pz8E/mfLx4IPyufq6abjdPkaP7Oh8fX7KfIaUZXLwiPzt7ufAIdk8P2U+f79tUrdll/3L1GnfckR3r/cKDGlLYcJRJdx1/4f89Zbjun18Edk9UZFOBpVmMKg0Y7t9zS3trF3X0TH7nzkf89zzL1OzpYlgMIjL5SAvN438/Gzy8wvIzS0gM6sAR9iPa8y6Qv6EKhERERERERGRrtYebOfD1z/k1PtPNTtKlyocXchH//iIhusaiDF6Rj2nJ1LxVfZKY90SKtZvobBg++kRQ9nogwtoc3spKkgmOSmqc/vBI/Joam4nNyeBPhmxeDw+Xp32DVdeevgO7+e4CaXc/+An3HbjBBwO/ThJ1/vy63XcfMOFUNvNAwfg5ANKuevNT7t5YBHpapERO++YbWlt/2GN2Vq++vJzpk97k42b6gkEAhiGQXpaHHm5GeTl5ZGfX0h+QTExsekdUxlbozEMTU0uIiIiIiIiIr3PsuZltLe2E/WT+kFvYLVbCY8N59vqbzk8bcd1D9l7RjAY3O25LBsbG4mJiaGhoYHo6Oh9kUt6iEf/eREBfwNnnz7M7CgivU4gEKBw4G2U3/J/UBfo9vHdSX4Kr7uL6S/9nmFDsrt9fBExVyAQYFNVI2sralm7bhsV67exrqKW5pZ2oKPbNicnlby8bPLzCsjLLyIzsxCb44d1Zi2aslxEREREREREeqbrplzHxvqNjP7daLOjdLlvXvsGa52VR//wqNlRQt6e1kPVqid7zNtexdRps3jpXxeYHUWkV5ozt5yUpChTCq8Azi1WTj26jEee+Jx/PX6OKRlExDwWi4U+GbH0yYhl9Mjt9zc0tlGxfhtrK7by5RezeOXVaVRuqgfo7JrNzckgJzeHvLx88vL6kpCYicUao7VmRURERERERCRktQfb+fiNjzn9gd65LuqAowfw7G+epe3iNlyGy+w4vZLe9ZI9EgwGePShGxhSlskV107l/LNHMHJ4ntmxRHqVl1/7hkMHbb/WcHf629ixDLjhPlMziEhoiol2MbAkg4El268z6/cH2FTVQMWGbVSsr+D1179j/fqtNDS20eb2Eu5yUJCXSmZWOjk5OeTnFZCb15fomDQMazQWa5SKsyIiIiIiIiJiiiVNS/C6vUQmRpodZZ9wRjkxDIOlDUsZGjvU7Di9kt7Vkj1Sv/U7rrjmWYYNyebmG07nb3dN5cVnLiA2RmdJiHSVeV+u5fnLz4Am8zI4a63ERDk55oSHeWvqRdhs+rMhIr/OarWQ2SeOzD5xjDpo+5NI2tq8VG6qZ/2GbVRsWMG8uXNZv2EbLa0dUxqHhdnIykwmJ6cPOTk55Obkk5WdT0xsGpYfi7MWR3c/LBERERERERHZD7zy1isMnDDQ7Bj7VMnRJbz27msMPVPF131B76LLHglzZTD9lduIibFx+NjJzPp8IatW12hdSJEu1NjkpiQsGZrMmXYYAC+8ftV5TLjrGf5yx/vcdtOx5mURkV7D5bJTkJ9EQX7SDve3tnrYWFlPxYatrF+3hDmzZ7Oxso6mZjfQUdxNT4sjKzONzKxMcrJzyM7JJz09F6s9Fos1GsMSjmEY3fmwRERERERERKSHcwfdfPLmJ5zx4BlmR9mnSo8tZdqfpuE9w4vdsJsdp9dR8VX2SHhEKsef8mfumHkHgco5XHD++fz19ns6i6+Vm+r5buFGJowbwJq1tWysrOfQ0YUmpxbpOb76poK42HDYamLh9QfZddHc94eJ3PrCByq+iki3CA93UFSYTFFh8g73+3x+qqob2VBZx8bKaj7+eDkbNtaxuaaRYDAIQGxsOJl9ksnKyiAzM4vs7ByysgqIjk3DYolS96yIiIiIiIiIbGdp41J8Hh+RCb1zyuEfRadE01LfQnl7Of2c/cyO0+uo+Cp7rCnYxA3H3MCRVx3J+3e9QZjjAe554CPK19bS7vaRmBTN3f/4EIfDRkpyFBarweiRBWbHFukRXp76NaMG5ULQ7CQdPlq4eofrOoqImMFms3ZOa7wjwWCQ+vo2NlTWsWFjHatWfsesTz9lY2UdzS3tnfeRlhpLRnoymX36kJmVRVZWLn0y83C64jGsUVp7VkT2qWAwwEUXjuOsM0Yx+vArsNhiCATaaNy2CL8/SHzygRiGxeyYIiIiIiL7lSkzpjDo2EFmx+gWfQ/ry5ufvkm/Y1R87Wp6N0n2WJQRRckxJSx6exGPnvQvnnx6Gq9OuYczzhhOv5IJEPTSULeC6NhcJl95Fg0NbrMji/QYn/9nNQ//7kQIkR+bzMRYpv1nEfUNrcTGhJsdR0TkFxmGQVxcOHFx4Ts9ccTr9VO9uZHKTfVUbtrKl1+sYdr0N6iqbsDj8QEda8+mpyWQ2SeFjD4ZZGVmk94ni4z0HJyuOAxrJBaLOmhFZE/5Wbjoexoat/L3u17miDFDWLlyHWvX1eDzBzj5hNH84bJ7sdl3fKKJiIiIiIh0rbZgG7NmzOLMR840O0q3OGDSAbx373tcM+4arIbV7Di9ioqvsscMw6BoaBFjJ4/loZse4sgPjmTQGReQ5sjAh502fMQljQDgmmtu5KabbuT1GQs46shiSvqnU5ifhMOhb0GRHdlW18qB0RngNn/aYYBDc3N5+t0vGDfpIb6Yda3ZcURE9prd/svdswBut5eq6gY2bqpnU1UVs2atoKqqgeqaxs4CrdVqITkpmrS0RNLT00hPT6dPRibpGdkkJ/fBYovCYonEsEZg6IWMiPyPxMRIHnvgdJpbPMz7cg0jDzyQkv7p+P0BHnhkFhecN56bbriGvMJR2MNSzI4rIiIiItKrLWlYgt/nJyIuwuwo3SIpP4kt67aw3reeXHuu2XF6FVW+ZK/EJcTha/dRdGgRd798N8+c+wx9D+9LWEQYPo+PS2+9lKS4JBYsXkB7aToN31Xw2fy1/HHyq8TGuAgLs7Fg3nXYbPpWFPnRipXVREWFQW1oFF4BBrYm8fr/nc+YGx7D7fbgdKrLS0R6P6fTTm5OIrk5iTs9xufzU7OlmerNDVRVN7K2fBHz5s6hqrqBrdtaOtegdTrtpKbEkZ6WRFp6Kmlp6WRk9CE9PYe4+BT81nD8tljCjXAsmmZUZL8RDHac1Bod5eToI/t3brdaLUy+bAxzv1zDlZNvpqQkn7vvm2FiUhERERGR3m/Km1M44LgDzI7RrQpGFfDm7De5csyVZkfpVVTxkr0SHh6O1+1lzOVjeOnSl4hMjOSK964AA1q2tjD9jun4PD7is+Jp3tpM5vhSPK0e7rv3VCJiXEyZ+BB/ufN9brvxWLMfikjIeOHlrxhRmgOhU3sFILs9msK8JI6e+DCffXCV2XFEREKCzWYlPS2G9LSYXzyurc1L9eYGqjc3Ub25nsWLNvDRhx9StbmBhoY2vvl+M4kFyUQmRZKQlkBSWhKpqamkp6XTJ70PmemZpESnEGGJIJxwXLg0JZBIL/DjCRo7M3J4Ho2Nbqprfvk4ERERERHZOz9OOXzO4+eYHaVbDT5xMG898haXHX6Z3mfoQiq+yl7xeX1YbBZc0S4ufP5CfB4fFmtHt0ZUUhSn3HvKTm/rAY6/4gju/+MUFV9FfuKzOau4+ZSxZsfYjqUBPrjot+Rce7vZUUREehyXa+ddtAEgf/jfuODfFxAWEUZDVQMN1Q3Ubapj3YJ1NL7fSH1VPW2NbRiGAYDNaSM+NZ7E1ERSUlNIT0snPTWdjPQM0hPSibBG4DSchBOOE6e6aUVC0Q/11B9/rnemdEA6733wMcFgAEM/yyIiIiIi+8TCuoUAhMeGm5yke6X2S6VqVRWV/kqybFlmx+k1VHyVvbKlZgsFZQWdn9t2cw3XL95YwMDSjK6OJdKjbapu4Ii0PKgKvQ6Hx5fOJzsr3uwYIiK9itti4Gv3EZPa0T3rjHKSUvTLazt6Wj00VDd0Fmq/W/Uds2bPorG6kabapp9104VFhhGfEk9CSgJJyUmkpqSSmpJKemo66cnpxDhiCDc6ummdOHWmq0iIyUiPZVNVHQHfFqx2rfsqIiIiIrIvvPzmy/vdlMM/yhuex4y5M/jjIX80O0qvoeKr7LFAMEBVRRXDMoft0e3tgSCz3l3Ms/tZG7/IL6mo2IrLaceyJfQKrwCfLS6nb6He9BMR6Uptll/uetsRR7iDpLwkkvKSfvVYd7ObxupGGjc30lTTxJKKJcz9am7H51ua8Hl8QEf3nS3MRkxSDAkpCSQmJ5KcnExKckpnoTYxKpFwS0c3rQsXDhy/2rUnInsvNsZFTfVy0jL1PExEREREpKu1Bdv4/O3P97sph39UdmIZbz33FpeMvkQzZ3URFV9lj21jG/VV9Z1dGrvLazE4/pwRXHvT63z8zhVdnE6kZ3puynyG9s8En9lJduypE0+i+Ma7aWx0Ex3tNDuOiEiv0MK+PeHGGenEWeAkuSD5V4/1tHlo3tLcWZhdu3kti1cupmlLE401jbib3J1dtYZhEB4bTmxSLPHJ8SQmJpKclExSUhKpyamkJqaSEJWAy3ARZoTh/OGfOmtFfrTrP/vZWQlUVJSTlnnYvosjIiIiIrKfWtKwBIL735TDP8oozWD9kvVUBavIMDRTaVdQ8VX22JcVXxKbHrtX9zHsluN484UvGH/iI1w3eSyHjCpk7dpaXpn+Ld8u3IDPF+CvNx9L/35pXZRaJLR9+Mlyrj9xjNkxdsoZacMwDCIjHWZHERHpNSqqG7G77GbHAMDhchCfFU/8LkwxHwwGaa1vpWlzE021TTRvaWZ55XK+WvgVTVs6trmb3D+7jc1hIzI+ktjEWGITYklISCAxIZHEhEQSEhJITUwlKTaJcGs4TsNJ2A//1GEr+7vcnAS+/345I0aZnUREREREpPd55a1XKB1fanYM0xiGQVZZFu9/9T4XDr/Q7Di9goqvstu8QS9L2pbwwP0PMOLcEXt1X61WC3cuvpVvH/2Mq66bTl1dCy6Xg4FDsig+pBBfm5ejJz7EM4+dzdgxxV30CERCV+WmBo7OKAy99V4tcF/VPP5x32ccProIi0XTT4iIdJUly6qITooyO8ZuMwyDiLgIIuIiSCV1l27jbffSuq2V5q3NHZfaZmoqa2hd3ErL1haatjbRWt9KMPDf7loAR4SDyNiOom1cQhzx8fHExcWREJdAQnwCifGJJMcnE2mPxGl0dNg6fvinTlvpDYaUZfLCy99yzgVBnYggIiIiItKF3EE3s2bM4syHzzQ7iqnKji/jzdff5DcH/kavObqAiq+yW+oD9fzhzj+w4OMFZA/JpnBU4V7fZ0NEGPnXHMV1V48lxheg0WrB95O1z+4aW8zvTniU2R9NJjMjbq/HEwlVGyrrcDptWGpDrPAKkGLl7ts/Yf7sa/VzKCLSxcpXbSZmL2cT6SnsYXZi0mKISdv1ZSuCwSDtLe201rXSvKWZ5m3NNNQ1ULW+itZFrbTWtdKyrYWW+hYCvkDntMgAdqediJgIImIjiI6NJjommtjYWOLjOoq38bHx2BMFTQAAIABJREFUJMYnkhCbQLQzGgcOwoyOTtswwrBj13o3sg/t+nO+wvxkVq2uIuhvxLDt2bIvIiIiIiKyvUX1iwj4A0TER5gdxVTZw7J585Y3qaWWJJLMjtPjqfgqu6W8tZz5b83nT5/9qcvPfvAbBtvs23cmGKMK+cMN4xl/wiN8N/f/sNn0bSu90wtT5jOkfyZ4zU6yA1v8XHjaQZx0xpPM//xas9OIiPQqG9dt3aVpfvdXhmF0rFsb6SQ+c/e+Tl63l7aGNlrrO4q0bQ1t1NXXsaliE22LOra31LXQWt+Kr/2/C67/WMB1hDuwWCx4mjz0O6gf0dE/FHBjYomJiSEuJo642DjiYuKIj47HZXVhN+ydXbcOHNixq/tW9prVaiE1JYZPP3yCI475k9lxRERERER6jZdef4lBxw0yO4bpLBYLqX1T+Xjpx5xecrrZcXo8VbFkt+RG5BIRH9G9beeGQeGVRzLs6wqOOeFRPnzrsu4bW6QbffDRcq469hCzY+yYDy468EBee3+B2UlERHqdzZvqKRir5RX2BbvTjt1pJzolerdvGwwG8bq9tNa10lTT1FnIra+vp3pTNW0r2mhr+OHS2Ia7yU3AH9hhhrCIMMKjwomIiiAiKoLIqEiio6KJjI4kOjKa6KiOS0x0DNGR0cRExuCyubBjx27YsWHruE7HdRs2TQPVK+zebCcX/3YUU6Z+oOKriIiIiEgXaQu28fk7n3PuE+eaHSUklJ1QxvTXp3PagNP0mnMvqfgqu6XeX9+5Bld38lgMTnj+N1yT9X98t3ADZYMyuz2DyL62vrKO8dmFUGV2kh3LbIsiGAxy/4OfcNVlY8yOIyLSa9RtbiSlMMXsGPI/DMPA4XLgcDmI3cNpoYPBIL52H+3N7bib3B2XRjfuZjcNTQ3UbKnBvdb9s/3tze24W9wE/cHODtwfX/QGg0EMi4Ej3IEz3IkzwokrwoUrwkV4eDjhEeGEh4cTERlBuCucyIhIIsIjiIyMJDL8v5fwsPDOoq7N6CjsWrF2FnZ/vK4X26HFarEQDMHVKUREREREeqqFdQshCK4Yl9lRQkLBqAJm3j2TeuqJQ0vP7Q0VX2W3zF44m/QB6aaM3WK1MPm+UznxjCeZ9d4VZGcnmJJDZF+oqm4gzG7DVhuab3LOtVVy6YPTiY1x8eS//qPiq4hIFwkAjbXN9BnYx+wosg8YhtHZfRuZGNkl9xnwB/C0emhvacfT6sHT8pPrbR7qW+qp2VaDp6Xj85/ub2/t+Ohr9/1sbdyf5gUwLAZ2lx2H00GYK+y/F2fHxel04nQ6cblcOF1OXGGujutOJy6nC2dYx75wZzgupwtXWMe2MGsYFixYsWI1rFix/vfzH65bggHCgjashh0MK2Dp1UXgHf0/7Ixh7N7xIiIiIiLyy15+82UOmHiA2TFChtVmJTYtlrkVc5mQM8HsOD2aiq+yy4LBIG+//TYlx5SYliHm1KFc3dzO+JMeYenXfzYth0hXe+Hl+ZT1zwjN9V6B22d8zLHjSynum8LhhxSZHUdEpNdoNwy8bu8ed1bK/sditeCMcuKMcu6zMQL+AF63F2+bF0+bB2+b97+fuz343D48bR5a3a14tnnwt/vxur342ju2/3jd6/bibf/heruXoD8IBhD8oYvXMDo//mjT0k3ERYaRnxqDw2ElzGHD4bATFmbH4bDj+OFzh8OO3dbxuc1ux2G3Y7Pbsf9w3WqzdWyzdey32WzYbR0frVYr1h+u26w2bPaOj1arDavdhtVi7bhutWK1WrHZHB3H2mxYftxns2EYFgwsHVVRfnIxLBj87zZ+uP5fweAePPEL+vB7N2O1q1teRERERGRv1VTXkH6QOc1moWrQpEFMf2M6E65U8XVvqPgqu6zCW8HizxYz5joTO94Mg+zzR+K+8XXzMojsAzM/XM5FYw8yO8ZO3XzCWE678zn+8NvRpKXGmB1HRKTXcFt6b0ef9FwWq4WwiDDCIsK6fezbR9zOpIsP5cbxA/F4/LR7fHg8Pjwef+fHdo8Pr9eH1xvA6/Pj9fjx+f14vV68Pjc+rx+3J0CT14/PF/jvxR/A5/XjDwTx+zu2BQIdH/3+H/b7/AR+2N95CQQJ/HC8PxDA7+/Y/7+F4/+1o/0/nUIawOPx7/LXJjbWxdffVvDP+6/hqmuf34OvroiIiIiI/FR2djabKzbDKLOThI7iI4t56synaL6imUija2Zw2h+p+Cq7xB/089DUhzhg4gFYrBZTs9iDQfQ2pfQ2a9dvZVJBP9hkdpIdO7A9jYW3Tab05nv57QWjiI8LNzuSiEiv0GbVsxqRn4qMj6R86SaMCYMIC7MRFqaXrD9KSoxi2pTfccmVr3DlNR4Mi8PsSCIiIiIiPVpebh7LPlhmdoyQ4nA5cIQ7WFC7gFFJqkrvKXOraNJjfFz9Ma/c9QojLxhpdhTaLAZOp52FizeaHUWkS2ypbcJus+II0fVefxRdZ+eUYw6gZNhfueu+D8yOIyLSK2yub8Vqt5odQyRkDDl1CF98sIxd7wfdv0SEh9Ha6sHvrTE7ioiIiIhIj1eQW8DWdVvNjhFySseX8tpbr5kdo0dT8VV2SXFSMREJEdiddrOj0G6x0HdAOv+ZV252FJEu8cKUrzigXwZ4zE7y6+4pGceye67hwcc/0wkQIiJdYOnKaiLiI8yOIRIyhp0+jNq1tSxv95kdJWQlJUZRuXGJ2TFERERERHq8nKQcGrc0mh0j5JSML2HOe3NwB91mR+mxVHyVXdLH2oe0ojS2bdhmdhQA0rITWLik0uwYIl1i5kfLOP7AAWbH2DU+iK1xcMaxQ7jjHnW/iojsreVLq4jLiDU7hkjIcDgdJOUn8eLr35odJWQNPiCTr76aa3YMEREREZEeL8YSA0GzU4SeiLgIvO1eVrasNDtKj6Xiq+ySZpqpXV9LXEac2VEAmHjtOD6bvdrsGCJdonxtLccXFpsdY7eM79+PtRW1ZscQEenxNqyrJTZEnl+JhIrDLzmcaY/OQr2vO5afm8jSJVqXSkRERERkb0URhS3Mhrfda3aUkNP/yP5Mnznd7Bg9loqvsku+3vw1rhhXyKxJVrW0kthYl9kxRPbatrpWrFYLzq2h8bO1qw5LyqFqcyP/+ULTf4uI7I2qjXUk5iWaHUMkpBx03kE0VjfSZNXL1R1ZtrKa3NwUs2OIiIiIiPR4dsNOUlYS2ypCY8bPUDLwuIF8NOMjfEGdFrsn9GpWflUwGOTZF59l8ImDzY7S6eW7ZnLB2SPMjiGy1158ZT6lRWnQbnaS3VQdYOp153HOhf/m5LOeZMXKarMTiYj0SFurG0gpUhFF5KfcjW4C/gBuv17k78iSZZuIj4sxO4aIiIiISK+QmZtJ7TrN8Pe/4jPjqa+uZ513ndlReiQVX+VXrfWs5ct3vmTQxEFmR+nk8/lJTIw0O4bIXntv5jImDu0h673+jwPb01hy62SSYiI5auJD3HDLDNxuj9mxRER6jCDQWNtM+oB0s6OIhJTIxEjC48J5Y/46s6OEJE+7jwPKDjM7hoiIiIhIr5Cbm8vWNVvNjhGSCg4u4O3Zb5sdo0dS8VV+1cOvPszgEwZjCaFpv+LiIylfs8XsGCJ7bVV5DSf165nFV4DwOhuPDj+OV286h2XLqsgruRWfT10qIiK7wmNAe3M7SflJZkcRCTn9xvTjrRfnmx0jJOVkJ7Jhg5Z+EBERERHpCvm5+ep83YmBxw5k5jszCQaDZkfpcUKnmiYhab1/PTMen8FB5x1kdpROkQ1tfPVFOaedPNTsKCJ7pb6hFYvFILzOZnaUvdMOI9oyeOPos0hKiOTdmcvMTiQi0iO4LR1PxS0WPSUX+V+lx5Sy+rv1eA2zk4SeSceWct2N97Hm+3fMjiIiIiIi0uPl5uZSW6Hi645klGZQsbiCWvT12V16p0d+0fKa5YTHh+MId5gdpdPHt85g5Ig8sjPjzY4islemTP2GAYWp4O4lZw4F4P/OH8Ptd880O4mISI/QZlFVSWRnhpwyhPpN9axo1ZIG/2tgSQZ/vfk4Rhx8OvNmP0YwqFlHRERERET2xHrvei773WUk5yebHSUkGYZBat9ULrn9EtZ71psdp0dR8VV2yh/08+A/HuSIK44wO8rPxCRF4fH6zY4hstfefX8Jx/bQ9V535rVPF5KWGkMgEDA7iohIyKv3eDFUgBXZqaLDivjbvR/QS05T61IDSzL46J3L+fPN/+DyS47mi9kP4/dtJRj0svDrF3nm8StZsfg1vvvqOWZ/+gh+r5ZsERERERH5X7PXzAbg+L8eb3KS0HXC7SewfM5yXvzkRbOj9CgqvsoO+YN+bvvgNjYs30DRIUVmx/mZAyaUsmp1jdkxRPbaiu83c+qAErNjdKn7TzyOZSuqePrf88yOIiIS8pYuryYiLtzsGCIh64S/ncCnz8+j3qaXrTuSnRnPlGcv4NQTB3HzrQ9xzNGjOP3kEVx+1a34vDXccee9PPrIE7zwwhR++5tJBPxNZkcWEREREQkZWwNbeeK+Jxj9u9FmRwlpDdUNNFY3Mu7QcWZH6VF6+EKDsq/UUccrf3+F37/yewwjtDoyKhdXkhAfYXYMkb3S2OgGILLODr2onyO7MZqJh5bw0GOfcdLxZcSrqCAislOry2uITIgyO4ZIyIrLisNqt2IN9p7nSl3N4bAxsCSDqS/8FoDarc2EuxyEhzs47aQhnceddOaTeNrKcYQXYRiuff4aLxgMEvQ3EiSAxRqNYVj36XgiIiIiIrujPlDPseceiyvOReHoQrPjhLQ1X6xh5JkjKXYWmx2lR1HxVXaoNdhKWGQYkQmRZkf5GXsgyAt3zeTi34wyO4rIXnll2jf0L0iFtt73ZuKdI44iPiaco457kK/n/J/ZcUREQtb6iq3EpseYHUMkZD173rOk90slyt/7ni/tK4k7ef1W0j+d4yaejs1mJTMzkdiYSNrbPURFOoiMiqWwsICDDjoYggaJSVlYrOFYHX12u0jb0riCz2a9wfvvf8TK7yvx+4P8/rfHcuhhE6murqShsR5XmAuXK5y1a78nJtrJIUde0xUPXURERERkl7235D1csS5Ou/80s6OEvKGnDuWVy1/hyN8eyfMPPk9ueK7ZkXoEFV9lh8prynFFu8yOsZ2t077F3ebhvLOGmx1FZK+8/d4Sjj2wv9kx9glLk8H1BYfw77e+YkNlHZkZcWZHEhEJSZUV24jPSTA7hkhIaq1vZfG7i3l87nWE1jw8PdNtN03o6EYNBqlYv42GRjc+n582txevx8+qVYt46aUZeH1+PB4fjY1upk/7N6l9fn0KtmAwyLYt37Kl+lvOPv8vTBhXyqknDqKk/zg8Hj833jqD16Z9QkpyDNHRTtrbfT+M62XRkk28nNufrNzDsFg0Y4qIiIiIdA+bw0ZbQ5vZMXoEq83Kaf88jWszrmXmuTO5+NCLzY7UI6j4KtsJBoM89vRjDA/BAudbj3/GxReq61V6vuUrq3nxvNOg0uwk+4g7yEUnj2TiyY/x3bzrzU4jIhKStmyqp0zTG4ns0Nxn55I3PJdTsnSCQlcxDAPDMMjNSdxu35jD+nLRT15nvf3eEp55+mFuuOWXi69+by0P3HclL0+dQ0pyFGecMpTfnn9w5/6wMBv3/P3End7+s9mruPTSa4mMdHL1VRczdMRpWKyajl1ERERE9q02Txt+n9/sGD3GwhkLOeH6E7jgkAvMjtJjWMwOIKFneetyFn2yiOKxoTeHd3SMi8XLqsyOIbJXWls9BIPBH9Z77b2uKhlJQ2MbgUDA7CgiIiGpfnMjqcWpZscQCUmzn5rNwccNUterSY48vC+ffrYAv7f2F48LBlp59vlPmfrCb3nh6fN/VnjdFYeOLuSlf13A9VeP5fEnnuGESaP4ZOb9+H11BPzN+Nor8HtrCWrdXxERERHpIv6gn6ceeIqJt000O0qPkVKYQuW6Smzq59xlKr5Kp2AwyI2v38ikcZMY/fvRWCyh9+1x5tPn8/GnK7j9nplmRxHZY1Nf/46i3CRo7eVvIm0O0Dc/mT9OftXsJCIiIccPNNe3kl6SbnYUkZC0dd1W+g7JMjvGfsvp/PEkwZ93AwSD3s7pi73tVXw+ayoR4Q5iY/ZuyZrcnETuu+Mk7vzLJN54YwZHjz2I8eMOZMKEcZx79jEE/Q17df8iIiIiIj9qp5366noSc7efEUZ2LKVvChsWbODWd2/ViZG7SGVq6WQYBhFGBKvnrOaaT68xO84ONcW6uHfhzVza92YGlWQwYVyJ2ZFEdttb7yzimKGh11m+Lzx7zqkMvekBbr9tIrExWsdLRORHbotBwBcgPFq/G0V2JLVfKv4tzWbH2G9tqW3C4/XjdW9gy+YVBAJ+nM4wrr/+emw2g7r6VqqqGigblMndt+98WuHdlZYaw19uPpa2Ni9hYVYsFgtHT3yIluZNRMXGdtk4IiIiIrL/CiMMW5gNv9ePzaES2a6wOWwMPG4gs9+ejTHBwB10E0YYhqG5inZG31nyMxdNuogXj3rR7Bi/qDE+kjvfv4KrJz3M3++ZyX13nMSBQ3PMjiWyyxYv28QTZ5wE+8EM2il14WT3iWfR4koOGaV1DUVEftRm0QsUkV+SUpjC3M9XcfmY/eOEtVCTmBDJ2DHFHH/iuURHOQHw+QIMPiCTgSUZ9C9OJSE+Yp/NluRy2bnr/g/59PPvsTusOMN693IdIiIiItJ9mmmmvaVdhdfdFJ8Vj7vJzerAasaNHschFx3Co+c8SpgRtsPjPUEPduz7bYFW313yM/PWzSMuPc7sGL8qMCSbe9fdQflzcznjgn9xzFEDeOjeU82OJfKr3G4Pfn+A+KYwYP+YosEwDNxun9kxRERCSut+8jdAZE85o5zU1DSaHWO/ZRgGl118KJddfKgp4/v9AebMK+fTj6ZidxVhsUZ1THccaAbDisWiWQNEREREZM8sb1pOY3UjjZsbiU6JNjtOj5GUm8SLf3iRCXMmUD63nPK55aRHpXPV8Vdhx0600fG19Af93DHzDqY+NpXTLjmNyWMn77RA25up+Cqd/EE/Dz/0MCMvGGl2lF3SZLOQ/JtRPHjaMB44+h8MOfgO3p72B9JSY8yOJrJT02cspCAnCZr3nzfdRwzI5vTzn+HUEwfz2D/PMDuOiEhIWFdVj8PlMDuGSMjKLMvks8c+MzuGmMhqsfD004+TX1DIpk1VLFu2gsVL1lHcL4N77nsJqz3J7IgiIiIi0gOVRZVx9T+v5unfPc3wM4Yz7IxhZkfqEbKHZnNvzb0YhkHAHyDgD/DSJS/x9I1P4/f6OfTsQ2lqbaK5tpmVs1Zy9cdX8+rkV0mOS+bCYReaHb/b7Zs5gqRH+rb+WzYs20D+yHyzo+yWxogwLvr8Wk753WgOOep+NlTWsXLVZgKBwB7f56rVNVx57Wv85g8v8NyUL7swrezv3nxrEccM6Wd2jG5198hx1H76V977YClut8fsOCIiIWHFyhoiEyPMjiESslrrWnWCwn7MarXw7BPnYDGa+HLe5/g8mxl/VCFTnr0Auw0u/+OpeNoqzI4pIiIiIj1QmBHGlYdeyb/f+DdfvfqV2XF6FIvFgmEYWG1W7GF2znv6PC565SKu/vhq8o7Io/iIYibcOIFrP7+WuD5xjJ08lhf/FdrLXO4r6nyVTq++/SpDTxlqdow94rEY5F1zFGe1tDNu0sNYLAZ+f4AlX924y+sQ+Xw+6hvcPPzE5zz7/DyOPmEwSUUpPPzE59z/4Cfc9/cTKShIxuW0k5gQuY8fkfRWC5dU8tBJk6DG7CTdqCGI5VMvhw0v5I+TX+WpR842O5GIiOnKV9cQo9k6RHaqpa4Fh1PrfO7PYqJdnLGD16fXX3MUJ5/1FLVbyknPyjYhmYiIiIj0dIFggJkLZ9Le3G52lB4vrTgNgNj02O13BqGlvoVqfzWp1tRuTmYuFV8FgLZgG5+/+znH33682VH2WMAw6HfrRG6+5TgswOMH3cEtf3uXv/z5WKCjuHr3Pz7G3e7lpEllJCVG8vjTc1iwuJLYGBez566GICQlRfLAF9fTmp8MwPC/Hk/V8/O4/ra3aG1pp73dh98f6Fwo2mIxuP22iZw0qcyshy49hNvtwefzk9TqYn9Z7/WnHp0wiUF//QfPT/mSc84YbnYcERFTbVi3ldiMOLNjiISszSuqGTy6wOwYEoKaWzw4HDZS039emA0GA/g9mzAsThq2LeOZZ55h3LjD8fn8tLQ0MfKQP2BY1E0tIiIiIrApsIlnJj/DcbccZ3aUXm3e8/OYP2U+T/7+Sf582J/NjtOtVHwVAD5d///Zu+/wKKr37+Pv2d1sem8kISRA6BA6hA7Si9J7EQQFkaaIIooiIqCI9N5Bkap0BKkqoYUmvddQQgrpdXeeP/CHXx6RmmSS7P26Li9hd2b3swmQmXOfc5/dqKi4+btpHeWVqYqCCRjwQ2+mdJlPoVKfo9frUFWVUsH5cfNypFXHOVhbG6gYUoiqr5cl5l4s345oilX5AiTrFJL+LqzCw1W17m9WZ0iPagDYqCouGWZUwIxC/KlbDGk0maBCnpQtk1+bDy1yhXUb/yIowMOi9nv9X3Y6IyaTmUb1S2gdRQghNHfv9gMCaxXROoYQOVZM+APcm5bROobIgYxWelT18etpVVVZ89NwpkxfS3JyOpcu36d7lyp8NeYkRqOBQ2HX2PGrK/kLdUNRZPclIYQQQghLd/7eeR6EP0Bv0GsdJc/aMWkH9u72HEo/RFF9Ua3jZDspvgpS1VS+G/8d9QfV1zpKpkoJ8uLdg5/gkW5Cr0K8QUeiTkFVFN4wm1FRSNM9LLIWBNL//u8//V2QTVEU7hr/54a9QgCfzu1Oyw5zqFenKEajnqBCngzsVwcbG5lZLf6xbuMJGleyrP1e/9eCG0cA8PZy0jiJEEJoL+ZeHFWKeGkdQ4gcq3Sz0mxdfpCxuXRbFJF1bGysCCjgzp4dc3mtyYcAJDw4xthvfuK3jQNJTknH2mjA2vqf4Y5tO87QvtMXjPoimiYthmgVXTyBqqqkXrzI4U2bSImNpcHIkSgGGaoSQgghRNYq7FaYwtUKc/3IdYJqSsedrJCvWD52z9yNn84PZ8Xytl2SKZ8WzqSaWHFyBUlxSQRWDtQ6TqYzKwoRRgN3rA0k6HWofxdQU3W6R4XXzODYpgIzL3yFo68L9n6uhB65TukqY4mLS8m09xC53/GT4XQrb7ntqV287DGZzVrHEEIIzalAXGQCviV9tY4iRI7lU8yHuLtxyJWDeJJPhjZi2CdTuX5lBwAZGalYWemxstLj5GjzWOEVoHGDklSrWhAnJ1st4j5GVeVPtaqqJJ45w6SuXVnZrx8NGjXi3W+/5ZsffyT14EGt4wkhhBDCAnhae5IQnUC1N6tpHSXPKt2sNAUqFGDG+hkkq8lax8l2Uny1cKM3j2Z0v9G0HNNS6yi5XpybA9WndabKd+3ptHUwXfrUokLN8Rw4fFXraCIHSEvL+J/9Xi1TTXt/zCaVO3djtY4ihBCaSlMgNTEV94LuWkcRIscqXL0wD24/IF4vt6zi31xd7ZjwdWu+HjMaVU3H0ckXnfL0ybVurvbcvnUWsykhm1L+Q1XTuXZ5C3161eO9vvW4fH5ztmfIKVKvXeP7jh1p1qIFurg4Lly5QoOgICrnz8+0li3ROThoHVEIIYQQFsCIkQrNKzC26lhM6Sat4+RZTYc3Zdcvu2jcpzFhUWFax8lWcidrwe6p91j46UIGbBiQJ/Z6zUlURaHU6DcYOb8Hnd9cyK+/ndE6ktDY+s0nKejvDvGWud8rgPd9W/p2rEHpyl+zcu0RreMIIYRmUnQPL8F1OrkUF+K/xITHYGVrhYLlXjuJp6tYvgDht6O5df0AOr0z1aoWZNb8P/7z+JavBzPg/YXUrlWWCyfnc+fmb1meUVVVjh1eSvfONend+32qV/HDyqBj757tWf7eOVHsiRO0bNQIY2oqv3TvTs9KlagZGMiBGzeY2LIlRT74AGPZslrHFEIIIYQFsFKsaNmsJYqisHX8Vu6ev6t1pDzJaGek58KeVO1RlY4tOhKpRmodKdvIRhoWLM2UBoCVjZXGSfImVVGwbh5Miw6V2bLtFE0altQ6ktDQL+uP06ii5W0s/v/7LKg2VccV4J2RqygU6EHligFaRxJCiGyXkolbHwiRV+1buI+A8gVwMknxVfy3hq8V58OhQ0hITCUjw0SF8gX+89gAfzd+XfcebbrM47MvZnLlWiTzZw8jILAsTq7FUM1p6K08UXQ2r5xLVVXMGRH8vmMyn41excxJHQkMeNjtwMfHmf0HL2I2xaHTO73ye+UGqqpyfcsWhn78MR2Cg2lbpgwAv128yLxDh5jbpg2O7dph8PPTOKkQQgghLEl+l/yEtA+hYu2KzGg5g9FnR6M8o5uKeDkFKhTAbDKToqaAhXyJpfhqwRZuXkilDpWk+JrFIm7FUL6EDwDzl4QyZcZuPD0caNUimH59amE0/vdfw7i4FA4fuc6ocZsJD3+AlZWe/u/UZnD/etkVX2SSC5ci6F2rClh6F4tUaGgI5P2udWjbdR5L571J3VpFtE4lhBDZKtFsspibDSFeVvSNaIpVLah1DJHDdetUhcNHrvPlp80pEuT1zOMLBnpwLPQTAC5cjKD/wEkkp6Sj1yscOXaTVq8Hs3LVRow2/13EfRazKYGNP4/hm+9W4ZPPmSVzu+Pp4fjoeRdnW74avxVF6cTHI6Zj51Dopd8rN1BNJvZOmMDnc+YwvG5dagQGAnDizh0WHznC0k6dcOvcGasSJbQNKoQQQgiLU9WtKhvGbWB3xG4WOCzQOk6eZ+Nkg5ViObUoKb5aqEhzJKtmruLt5W9rHSXPc/d0YMGSUOYt2oetjRVjfnmXq0eu89uKw3w/bRcAm9a+y/ZtzG6PAAAgAElEQVSd55i78E9MJvOjc/V6HS6udnQa9BrBb1Yn9VYMH9SZgJurHd07V822z3DxUgQDhq7iXkQcUye0p3ZNKZa9iK3bT5GYlEp9u0CLbjv8SAYM8qwKb8Kkabuk+CqEsDiXr0dj4/DqK6uEyMsyUtPx8pC9H8XTWVnpmTm500udW7SIF1vXvQfAzVsxuLrakb/Ip9y/G4Zf4MsVXzPSwvlgyJvcuxfD4rnd8fb698rWksV9uHRyFEFlRlH/tXXUbvDBY8+bTfEoihFFZ/3M91NVM6b0CFQ1BYOVDyjGHLVaw/zgAfe2b+ejGTNY3bUrLra2j54Lj42lkp8fLm+8IYVXIYQQQmiqimcV3ALdSE1MlXv1LJISl4LRzogblrP9pRRfLdSktZMoVqcYts62zz5YvJLGc7rT7GIED07dxrtFGaJsrPCpEEC3PrVwzTBzc+0RmrWeSVARL6bsHop9AXdMQKJeIVGvw/T3zXMEQCFPRq/ux2dtZ9G1Y+WX2ivu1JnbrFhzhP2HrpKebqJMKV9cnW2xMhqws7WiekghaoQUfnT8r7+doe+g5fQd3pQCJX3p0WMhbVqVo2CAO2aTmTeaBVOwoMcLZbgfGY+7m73F7HXXd9AK1n/RSwqv/yPSLYXvJu5m6sT2fPL5evb+eYlZUzpStkx+raMJIUSWu3AxAns3e61jCJGj3bsUweuvy96PInv453dFVVXatSrPgf0HaBvY5oVfIz3lChO+GUpGRhpzpnV+ahHU3c0ea2sDNsZo4P/aFEex67e5jB2/mCqVCvL1uLncDj9NQnwsoCe/f0FSUxLYtes3rKx0nD59ngsXb3DzVgzJyWn4+DgTGOBNn949KRn8Ojq943++f1ZT09I4MGcOY2bMIDk9nfFNmjxWeD0aHs6cgweZ26YNeq9nr1gWQgghhMhKu6/tBpDCaxY6t+scTl5O6LCMegBI8dUiPVAfsH7Bet5eIates0OyXgfF82Eono+o/3lcVRSirfQ4dqzMnHYVSdDriFEUYp71glULUrpMfqrWnUCLpmVo1qgUZcv4PbF98aq1R/ls9EZU9WHRT1VVHBxtKFs5kNYDX8PGwZq/dp7jbkIKGTFJpKVmsGLNUeLikgGwNhpISk5jwtbBmCs/bPs2JexT1o9cz96DVwFYuOwAiYmpjwYXVFWldCk/fpjfA4f/7wfW9ZvRfDFmMzt3n8NoNODoaE2dmkXo/WZ1gkvn3f193F3tmbl7P/MqtdI6So5xKTkKRQfDRvwCwPB+DWjZYQ5XTn9pMUV5IYTlun49Cidvy9jnT4iXZWVjxb3IBHCViQoieyiKQqMGJVi7bjevtzyNlW0JVDUV1ZyM3vD0GfqmjBj6vtMNa2sD475845mrTxVFYf+uDxk0bAV9+yRx4OBxzp2/TcEAd7p2rMxX32xl34HXiIxMoETxfNjbWXPg8FVcXexo2TwYk0kluLQv7VuXwNvLEUVRiE9I5dLlCD4aPpamjdYx4IPlKEr2DvmoqkrS6dMsGj2a306dYvLrr+Pl8PgK9p2XLjH30CGWdOiAT/v2GAq8fItnIYQQQohXoaoqS44tYfzQ8XSd1VXrOHnag9sP8CzsSTLJOGAZHY4U9f+qMi8gLi4OZ2dnYmNjcXKSgaPcZszmMYT+GUrLr1pqHUW8JBuTmVvLD3Fw01+c++sWcXHJmM3//FU2qyp2tkbMZjNjNw1EV9IXRQUdKgl6HeanDAboVRUHkxk7k0rC9SgUD3vi3P77H0SdquJoMpPx92vapWfwy5CVbFxzhEKBHvj4OBMRkcDlK/dxdLSmco0g2s7uhs5oIOHYDX6b+weH9p4nNjYZX18XmjYqyVvdq+GTzznzvmAa23fgMkOGreFwz/dkz9f/YwVTwg9Q0s+bhk6FIc5MyNJZfDCgPh3aVtA6nRBCZKnOo9aTpNPReVpnraMIkWPNbDMTLw9H1nzdWusowoIs/fEgg4atBuCzj5vwx77L+Pt7sGx56L+O/b+hlLSUqwwc0Asfbwc+GPjaC73fyrVHSU/PoFxwfkqV8HlUtE1ITMXB/vG2wyaTGb3+2ZMU4+JTaN91PkuXTqZoiX/f8z/MrQIKiqI8/L2ajqIz/v28GUV58cmQqTdvMnf4cFbs20fl/Pn5pG5dbKz+2dMrPDaWb/fuRa/TMbZpU9y6dMGqePEXfh8hhBBCiMxyNvEsrVu05q2lb+Hsk3fGonMiVVVZ/cFqUuNTmTdtHiUc/9l24o+7f3Dg+AEa1mhIgimBqPtRVAiogL/RX8PE/3jZeqgUXy3MhaQLvNH8Dd795V1ZRp9XqCp6wMr88P8q4JCewYNTtzEG5yfhCStisyOTe3Iqlzad5M6FCDwKuFK8TQVi7K1Rn1D41akqbqnpXNl8kt0/HuT44WukpZsoGuRNmzfK0rVjZezsjNn/OTJJWloGpSqNYezbzWlvLfsZPcmC2GN8vfg3/jo44l8rpoUQIq+p8+ZCircoQ73+9bSOIkSOdX7veaa3mM7pa+PwMmudRlia8xfvERWdyK4956lYsRxt2g/h1IldmM3plK/Uij92L+CXdVuJiIwn/PYDOrevTJcOlbSO/ci0WXuwtjbQt99gHFwqotM7Ev/gPCuXjyX0wEXCjl6nY7uKFA3y4uatGIzW1jRu3JJ1v6xg6fJDHD16FCtr7+d6L3NSEocWLuTzKVNoXLQoPStWxKDXP3r+0M2bzD90iHSzmcE1alC+bFnsWrXC4OubVR9fCCGEEOK59Py+J0YfIxXbV9Q6isU4u/MsR1cdZfP8zTgqD7fJqP1ObQzWBi7vu4zOoMO/nD8xt2KYMGsCjQs0fmZXmaz2svVQaTtsQW6n32bgJwOp06+OFF7zEkXBBJj0//wjlKQ3QqVA0jTMFGVng2uHyrj+/VD0Uw43KwqRNkac2lakZduKtDOruMQnc+SHQ6xfe4RvJ/2GXq+jYoUCdOtYicYNSuaq1rRGowEXF1vS1Qyto+RYRlsDJpNZCq9CCIsQdScWvzzcbl+IzFCsTjHsPexZ/vtFhtQsonUcYWGKFXlYePxj32V27drP7LkbKFXSh71/XqRY0HQyTCbe6l6NIkFe+ORzynH3Jm92C2Hk6I0ULNKcJQs+pFbN2rzRph++Ps4M7l+PKpUC2LbjDH+dDOd+ZAKKAuMnbCH8TiyD+9dFp3/2UJGqqtzeuZMRw4djNpuZ8sYb+P49GJWUlsbiI0fYeekSAa6ujGrYEL/ChbGpUwerEiVQctjXSwghhBCW53radbYv2M6Huz/UOopFKVG/BKd/PU37D9uz/LvluCluKDqFEvVL0Pabtuj0OnR6HXfP32VIryGMmjaKTqU6aR37pcjKVwthVs10GdeFZFMyTYc31Xy2gBAvws5kxupmDHvm7iV06ynCwx/g5GRD7RpB9OpejfJlc0YLgqcZP3E7YQevsaZBF62j5Ez5dPgP+xr//G48eJBE146VGTroNQYOXc3lq/dJSEijSqVApn7XLscNbgkhxIswAYUqfcUXJ7/AzslO6zhC5GgzWs3AnJLO7h/6YHzhu1YhXl3Y0evsP3SNd3rVwNrawN17caSkpBMY4K51tOcSn5DChyN+4caNaN5oEUy/3jX/NRbQquMc0jNMKIrC9xM+oFK1fs9sO2yOjWXVyJHM2rSJUQ0aUMHvnwlFMUlJvLVmDT0qVOCN4GCMfxddDX4y6UgIIYQQOceJ+BM0DWnKyKMj0T3H1g4ic635aA0xt2Lo/XFvZo6cSauvWpG/bP7Hjom9E8uinotYt2EdxeyLaZRU2g6LZziVeIoOrTowaMsgKbyK3E1VcTGZSTh6g10L/uTA7vM8eJCEt5cTjRuUoFe3EAJy4GDIn6GX+OjTdYR27qd1lBwr2jWVQ1HhFPPyYNCydRz56yYVyvrTvmZZSnp7MXTRRmrXDGLMqDe0jprrvTtkBT+tCqNX9xAmfdPuseeGfrKWBUv207lDJX5aFfbU1+ncoRKzJufO2WdCaCVep1AyeBQTwidoHUWIHC8jLYNhvsPYc+ZLir3EHpRCiP92+04s0+fs5dLlCBYt+JbUND2BQY1QlKeves2IjOSDtm3RmUyMqFcPa8M/x8empNBp+XLGNGpElTp1sG/fHsXa+imvJoQQQgihDbNqZvCSwezbsI8+y/ugN+iffZLIVDHhMWwZs4XC1QoT0iPkicfMbj+b1998ndGtRmdzun9I22HxVOt2rqNUo1JSeBW5n6LwwKCHKgWpXaUgdVUVtwwzt7afZueS/TRvN4vk5HQCA91p3qgU3btUwdPDUevUfDxyPW82rax1jBzNLcaaJrpCEAkbX++B+V0durtmSAESIdDXDVv73Lv3b06T39eFteuPM3ZUS2xtrQBISUlnzbrj5PdzAeD88c8fHf/zhhOMm7CNw3989OgxGxur7A0tRB6QrFcebtAuhHgmg9GAolM4dun+ozawQohXd/T4DUaP28roUYOoVrMdBmO+5zpPNZuZ2r8/7kYjQ2rW/NfzUYmJJKWnU3/+fMaEhzO8QQP0+Z7vtYUQQgghspNO0TH+zfHU31GfqGtReAV5aR3J4rj6udJ1VtenHhNQMYCNSzbSoGoDavvUzqZkmUOKrxZCr9djMMq3W+Q9ZkUh0kqPTfNgmjcPpqWq4pKcyplVR9m7Ooy5i/aRkWEiqLAXLVsE07VDZZycsn9fUX8/Fy7cug8u2f7WuVMG6K6ZH/3W7Ayhx67yxajmGobKW4LL+HHtRjQbt56kQ5sKAGzcchI/XxcCC7gB4O31z2wuJ0cbUB5/TAjx4mIzzCh6mQwnxPPyLenLb5tP0GlII62jCJEn/Ln/Mt9N3sGqlUvx9HnyCoP/cmDGDDaEhfFjp393PjGbzYSFh5NuMvFlgwa8XbEiWMlEPSGEEELkTNdSr/H1/K+xsraSwmsO1nR4U8JPhfNe7/fY+PNGAm0CtY703KQaZwFMqol9v++jVItSWkcRIstlKAqRdjZ49axO+57V6WpWcY5P5uiPh9jy81G+n7oTnU6hTGk/2rcuT+vXy2LMhokJc6d3Jbjq10ys3Qyizc8+QTxm7f1z+Po4U7iQp9ZR8pSuHSvz44rDj4qvP6w4TLdOlfkz9LLGyYTIu06fv4udi+z1KsTzcs3vSmxUotYxhMj1btyKZvL03aSlm/n551W4epR74deIvH6dO/HxJKWn4/B3O+EMk4mlR4+y7swZGhUpwq6+fXEMCcGmRg10zs6Z/TGEEEIIIV5ZeHo4Ldu1pET9EnSe0VnrOOIZ/Er7Ufvt2nTs1ZFtP27DRZc7VjdJ8dUCHIw6yNXjV2kxpoXWUYTIdmk6hfvOdvj3r0vX/nWxMZmxvRdH6KJQ5i4JZcSoDVgbDVStHEi3jlWoV6cIOl3m7yk24IOVBJfwhXgpvL4wG4UxC7cz4sPGWifJczq1rcjocVu4fjMaRYGDYVdZOKubFF+FyELnz93F0VP7dvhC5BZ2rnZcPHyNJJ2CnVl6dgvxIlRVZc6CfWzdfhpfXxcGvPcWITW6otO/3M+hZh9/zJHjx+ny00983qAB6SYTU/fto23p0vz85pvYlCmDbcOG6Bzl55wQQgghcqYYNYah3w+lQusK/7nPqMh5gl8P5tZft/h86eeMfXMs9tjn+C02pfhqAVZvXE2VTlVy/B9GIbJDil5Hiq8LJT5tRokRTXEwqyiX77N77u+MHLOJuwNicXWxo17dYrzVPYSSxX1e+T03bP6LsGM3ODVsCMRlwoewJNZw1TGW9DQTHdtV1DpNnuPubk+j+iX4aVUYqqrSqH4J3N3ttY4lRJ525VIEbn+39hZCPFvLr1sy3H84ozefZHzT0lrHESJX+Wl1GPsPXWHr1g3Y2AehKK82BKT39GTkihW0mjWLJdu24Wxjw6L27fGqXRvbevXQ2UlnByGEEELkXDFqDA07NsRoa6TH/B5axxEvqPFHjVn94Wqqr6lO87eaM7b12Bxd85Liax5nUk1cvXSVQq8V0jqKEDmPopCgV6CoN5W+a09lVcUlw0x06GV2LtpH556LiI9PIX9+V+rULEKPzlUo8oJ7AIz8ahMLFu9jyfAu6OJy7g+DnCjDS6XUqO8BKFXi1Yvg4sm6darMsE9/AeC7sW00TiNE3nfzaiQepeTfNCGel52THZ6FPVn15QYpvgrxHO5HxvPrb2fZtPUkZcsUZPnyn7F1KJxpr6/38KDsZ58xoXt3TBERGAID0XvJPmlCCCGEyPnOPDhDenI6by9/W+so4iXorfR0mtKJxJhEZrebzYetP8Qdd61j/ScpvuZhiWoi3+36jjN/nqHJqCZaxxEix1MVhRgrPUqdojSoU5RGqop7ajoX158gdN1x2nadR2JiGoGB7lSvWoieXas+cw/S15uWZuGSUEq7e0NkNn2QPOJy2gMMBh2rf+hD8aLeWsfJsxrUK056ugmA+nWLaZxGiLzv/u0HlGhdXusYQuQq1vbWOHo6YgL0WocRIgcymcxcux7F2vXH2bbjDAP6t+OHZUNw966Eolhl+vspioIhMBBDYGCmv7YQQgghRFaIV+MZ8fEI6vSro3UU8YrsXe1x8XXh57Cfebtyzi2kS/E1D1NQmP/BfOq9Vy9HL78WIqcyKwr3bYy4dKxMs46VeV1VcYpO5NLWUxzafJJWneaSlJSGr68zjeqXoGe3EPz9XB97jSqVAqlSKZCtF87zlpsMtr+IInpXHsQmE1TIM0v24RUP6fU6Du796NGvhRBZRwViIxPIXza/1lGEyFXafNOGifUmctHWiuLJ6VrHESLHuH0nlrBjN5iz4A/KlCpAvbrVGPHpROydS2kdTQghhBAix1BVlYFTB+Lg5UCpxnKdlBfkL5ufsFNhNK7YGH/FP0fWv6T4moc9MD/A3t2ekO6ycbQQmcGkKMS4O+DeLYSm3UJooaq4paZzaeNJ9q44RJOW00lJzaBQoAetXw+mU/vKuLna4eFuz50H8SBb/L0Qs07FyqDHaJQfVVnNydFG6whCWIR0BVLiUvAMenrXBCHE44KqB+Hs68z8paF8176y1nGE0JTJZObP/ZeZt2gfjo62lCkdxOqVi/Dxr611NCGEEEKIHCmGGA5uPMigzYO0jiIySdkWZfmu3nesH7+ev879hRc5bxsMGdHOw5ZsW0LxesXRW0lzLiGygunvlbHO7SvyRvuKtDGruCancnJFGL+tDmPqrL2YTGYSE1Pp01UGQ17EVadYWn+zhJrVMm9/KvGPWZM7PfX55Yt6/euxrh0r07WjDHgL8SqSdTpUVAwGuQQX4kVV71GdPzecwNy+MtKnQVgaVVU5c+4uv+08x6+/naZWzeJMnfINgYUbougyv62wEEIIIUResubwGnyK+6CTjm95Rr7i+ShQvgCNPmiEBx5ax3kiGfnJo2LVWFbOXknX2V21jiKExcjQKdy3tyFf75p07F0To1nFMSaRGW8tZvvpa4zyr4VO1Tpl7tB7yWq6dqrMsCENtY4ihBCZJkmX89rgCJFbVOpYiS1jt7DDZKKRXiaXCsugqiphR28w5ptfKVXSj6ZNGvDewBG4eZZDp7fTOp4QQgghRK4QdT8K9wB3rWOITBR7JxYbRxvGNB6DTsmZRXUpvuZRS35fgndRb5y8nLSOIoTFStMpRLk70OGX/nyU/yNSHHTYxZu1jpUrKCgEFcp57SKEEOJV3ItLRi9FIyFeim9JX8q3Ls+wVjOpu2kgRpnQJvK4nXvOM332XoLLBDBn1niKlnodRZFVrkIIIYQQL8Kkmjhy+Aj+1f21jiIyycEfD7Jx9EYmrZ2EvWKvdZz/JMXXPEhVVTau3Uj1PtW1jiKEAHQ6HagQ527ALj5N6zg5XqRbChev3qd5k1JaRxFCiEx18uxt7N1z7o2BEDld7+W9GeIyhEgrPb5pJq3jCJElEpNS+X7qLi5ejmDdL8txdC2PkkNn8wshhBBC5HTJJHPuwDlqDa6ldRSRCdJT0jmx8QT9Z/SnW7luWsd5KrmCz4PuqHe4deYWPiV8tI4ihPiboiio0m3y2RRoN+8H3n/vNYxGmR8khMhbzp+7i4uvi9YxhMi1DAYDBmsD2y9FaB1FiCyxc895Or25kBo1qrH25104uVWUwqsQQgghxCtwUBzoNrQbs9vP5ubxm1rHEa8oISqB5NhkBjQcoHWUZ5Kr+Dxoy/ktnNt5DkWRSo8QOYWLnwszLx5HOuT9twxHM19c3c3lq/fp1L6i1nGEECLTXbsUgXsB2WdGiFcRUDGAOZ+tk2sqkadcuxFF9z5L+CP0Out+WUWr9qMxGD20jiWEEEIIkSd81OAj5v40ly1jt7C412ISohK0jiReUtTVKApXLIyHLudfK0vxNY9JUpOYM2oOQ3cP1TqKEOJ/9Fneh/nTNvKXX4bWUXKsHbHXWLD6AF9+1gKffM5axxFCiEx352YMnkGeWscQIldr+01bLuy9wH25kxV5xKqfj/LxZ+sZO2YE30/dhJtnBZlInUlUVaZpCCGEEJbMrJr5M+JPFh9eTAn3Euxeu5su/bvwy4hfsjXH4rcW08+qHz/2//Ffzy0fsJx+Vv1Y/Nbix479//+b2nxqtmbOCcxm878e2zJuC/3f658rrpelp2Mes+HMBoy2RorULKJ1FCHE//Au4k3ppqWZ+MefLC1UV+s4OVIVn/zo9Apv9aimdRQhhMgSUXfjCCmeT+sYQuRqBcoXwN7NnrCb0TTzc9M6jhAvzWw2M+abbaSlw/oN27C2za91pFxFzcjAFB7OkQ0bOHTkCJeuXSM2MRFVVXGysyM1I4O4pCTKFy1K19698WvQAEWv1zq2EEIIIbLRscRjdG3alXzF8rGp8CYav9GY01dOE3MzJtuzuPq7ErYqjPYT22O0NQIP9y8NWxmGW4HH72tKNS5Fj/k9HnvMYG05pTyzyczOKTtZ//l6vjz9Je4BDzuIXQ69jNlkplz+chonfD6W8x2zAMlqMlPGTqHpp021jiKEeALPwp7cPhZOVE0rnCIzsEqTmdj/yy3DBmvZ51UIkUeZgbiIePzL+WsdRYhcT2+l58CVSCm+ilwrPiGFgUNX07B+JfoNmIRO76h1pFzBHBfHpe3b2bN9OzsPHiQmKQmDXk/XcuXoUqoULra2mMxmktPTsdLrsTcaOXzrFj3fe49ejRvTZfr0XLFKQgghhBCZY/ai2dR7rx4h3UP4c96frFyyEmsHa3xL+WZ7lgLlCxB5JZJjvxyjapeqABz75Riu+V3xKPR4C12DtQFnC+4KeHjFYUzxJl4b+BqJUYm4B7ijqiqLei5i5vaZ5CN3TGqXUe48ZPqu6RgdjHgX9dY6ihDiCUo3Lc2UKTsps/9r/Ev6sqd1D2wT/t0+wdKEuyVy5F44Rd29pfgqhMizUnUK6SnpuPi6aB1FiFyvdt/azOi+gP7h35Ev3aR1HCFeSMT9eN4ZsJxPhveiYdMPURQrrSPlCqaoKHo3aUJaejp1CxdmXOPGuNvbP/O8psWK0ahIEbr89BOd4+JQnC13IFMIIYSwNMEVgpnx2QzKtylPrXdqaR2Ham9WY/+S/Y+Kr6GLQ6neszoXfr+gcbKcJfJqJH6BflQoX4HxA8ZT862ahC4OpengpjQv1DzXTKaTUe484p7pHgvHLaTvyr5aRxFC/IdCVQsx4c4EjDZGPvL/iHMeGZRPsPANy+wVGn8zD7NZJS4uhZEfN9E6kRBCZIlknQK54/5AiByv6fCmbP9uO/F6hXzpWqcR4vklJ6fTu/8PTJ74KeWr9Mw1A0daMicm8vMXX7Bs61ZKeHnxSd26Tz1eVVXuxseTnJ6Ot6Mja06eZO2pUySmpWFOSEAnxVchhBDCYvSr3o+FLgtJT07HxsFG6ziEdAth3WfriLwWiaIoXA69TJ8f+/yr+Hpy80kGuwx+7LFGwxrR/NPm2RlXM00+bsL0N6bTpU0X8pfJz8bRG1l5biX1beujU3LPWLoUX/OIH3b/QGClQGydbbWOIoR4CqPNw57+AeUL0Hf2j9QMKcnIQpVwjbbQFsTOOuITUjh/7HNs/v7aCCFEXpSikwF2ITJTeko6Bgu9fBK50/Wb0QwcuoqB/VtJ4fU5qGYzUfv389Wnn5KSksKUFi1wtbP77+NVlcEbN3InLg4fZ2eMBgN/hYfzVsOGbFi1CnsPD/S+2d9iUAghhBDZI16Nx8g/Y4vWijU6dDh5OHH9yHVKNymtYbqHHDwcKNOsDAeWHUBVVUo3K42Dh8O/jitatyhdpnd57DF7t2d3/MjNbp++jXdRb/RWeu5fvs/53ee5mHyRfYv2USikEEUMRXJV4RWk+JpnnDx5koBKAVrHEEI8p97L+7Dxi43sPXSa7TuPcqTbO1gnW+AIYpSJzs0qUqLCV4Tu+hAfC97PQAiRt12/F4eVtbSWFCIzZKRloNPrMKoWeO0kcqVLl+/z/vA1zJvzLUVLtpbC6zNkREQwecAAthw5Qv9q1WhYpMgzz7kTH8+9+HjWr16NTdmyYDJhjopC5+UlX28hhBDCAkz9bSrzPp2Hd5A3IU1CGNxhMIVsC/HxVx8z6v1ROaL4ClC9Z3VWDF4BQKepnZ54jLW9NV5BXtkZS1PbJ25n/9L9+JTwIaBiADsm7aDZp83o4dMD17OuFHQvSKAxUOuYLyx3lYrFE9023ebgpoMENw/WOooQ4jnZONjQfmJ7hu39iIw0E4PC92sdSRupML5EQ8qWys/a9ce1TiOEEFnm5OnbOHr9e0arEOLF3Tp5CxSwNUvxVeR8x/+6xfvD17Bk8XSKlWojhcBnMMfHM7hNG9Lj41nbrdtzFV4B8jk4oCgKP8yahaIoKAYDem9v+XoLIYQQFuCu6S4JJJAcm0yTT5pw8/ZNeg3sRaqayt5deylUtZDWER8p1bgUGWkZZKRlUKpRKa3j5AjH1x1nzq459P2wLwazgbdfwi4AACAASURBVPnH5vPtwG8xKAZaF25NOZdyWkd8KbLyNQ9YvnM5RWsXRW+l1zqKEOIlfLjnQ74s9yVp71fDmGJ5g4h/2d/n2MmbzJvV5dkHCyFELnXpUgTOPi5axxAiTwisGIhqUknUKbhpHUaIpwg7ep2vv93Gj8vm4V+wntZxcjxVVfnx44+xAvqHhDz3eRkmE+9t2ED5ggVp0aNH1gUUQgghRI5zdOty+gwYjmuzIAZvHYx7gDs+JXz4qvxXHLh/gFMnTlGqec4pcur0OkadHPXo10+SkZpB7N3Yxx7TG/RPbFGcFzh4OlDdqzru3u68XfXtPDN5ToqvuVyKmsLapWtpMaqF1lGEEC/p7M6zeOR3x8oCC6946Wj64Tymf98RTw9HrdMIIUSWuXUtEjd/KRMJkRnSktLQG/W4mMxaRxHiP92PjOfLcVtYvXIp3n7VtY6TK2Rcv86CX39lTbduz33OlvPnmXvwIH0aN6bL5MkoRuOzTxJCCCFErmSOi0Pn5PTYY3NGTeHE1VusGDCE6ICH+6IqikLPRT0Z2GsgLn4u3Dh6g8LVC2sR+YlsnWyf+vzpbaf52P/jxx7zLubNl6e+zMpYmkmNT+V2ym3cbd3zTOEVpPia6/166VfMJjMegR5aRxFCvKRrYdcIDPQi7/xoeQFxZuzsjHh65O1N44UQ4l74AwJrF9U6hhB5QmJ0IkY7I7YmC5y4JnKFG7ei6T9kJZO+G4GXbzWt4+QKakYGi0aPpl7hwljpn6+r19XoaH44dowNa9bgEByM8pznCSGEECL3Ob10KX0++4wxnTrx2jffoCgKqtnM5agoSnh5cejb3QTN+WeBWoHyBajYriJXDl6hRMMSGiaHngt7PvX5d9e++9ixzzo+rynTvAyT5k5i4eCFWkfJVFJ8zcXMqplpk6fRaFgjraMIIV5Bte7VmNxkMtF1W+AWZWErOFSwMugJPXCFmtWDtE4jhBBZJvpeHFWKeGkdQ4g84eqhqxhtZXWbyJli45J57/2VTJ30GeWr9NQ6Tq6gqio7xo1jw/79LGnf/rnOuR0XR/9165g9ejSO5ctncUIhhBBCaEVVVeL37OHdL77g3ZAQPli2jG7nz+Ngbc39mBhikpP5qmFDPt74K8NmNses/2d5S0j3EEK6P/9WBiJrmM0Px7tT4lKIj4jHq4gX2yds5+rhqyRGJZJwP4Gxi8ZqnDLzPbmptMgV7pjvcPv8bfIH59c6ihDiFeQPzk++It5MuHZM6yjZLxX2jujH3EX7+OtUuNZphBAiS5iBuPsJ+Jfz1zqKEHlCwSoFib0by5mMDK2jCPEv30/dxccf9qBc5e5aR8kVzMnJHJ4xg/FLljCndWsMz7F6VVVVPtu+nUkffECZ7vJ1FkIIIfIyc3Q0TXv1omPZsrQsVYrf+vThwOXLXI+IIDIpie9btOC1oCAiExJxuZCkdVzxBEv7LGV8tfHMbjebxb0Wc+rXU5zdeZZun3Tj9Tde5865O1zfdh1VzVudjWTlay42b8M8StTXdsm8ECJzlG5ehoN7LkKNslpHyXaecbb4+7ly/mIEwaX9tI4jhBCZLlVRSEtOw8XPResoQuQJrvldQYXrUYkEeztrHUeIR86ev8u5C3f5btK7KIq0wH0ac1ISV7Zs4ctx44hLTmZumzY4WFs/87zdly+z9tQpKgYFUaVfPxSdrCkQQggh8iJVVUk/dYpts2bxIDmZJkUfbuNjbTCw8AmdMkp6exM27XcKzWya3VHFM9g42tBuQjuW9llKz5k9WfzeYjwKetCvcj/sq9jjlOjE0qVLKV68OB07dtQ6bqaR4msuFaPGsGbuGvr80EfrKEKITJCvWD72Lw7FXBN0eWuSzzOZfRXOX4qgZfMyWkcRQogskfx32yOdDBALkWlUVSUwwA1STFpHEQKA+5HxfPTZLyz/YS4Go6fWcXK0jIgIRnTtysU7dxhSowblfH2f67z1Z8+y88oVBvTpQ+Vu3VCeo1grhBBCiNzJfPcuxevU4WpMDPPbtsXD3v6px/cPCWHspt0Mmt4EVac89ViRvTwCPbB7YMe5y+cwY8ZzridVylfBXnn4PR02bBjbtm0jMDBQ26CZTEaAcqmf9v2EXyk/bJ1ttY4ihHhFu6fvZknvJXzar43FFV4BdJHg6GDNpSv3tY4ihBBZIkWngAX++y5EVvIs7MnaFYe1jiEE8HAywBdjNjP2q0HkD3xN6zg5mik6msFt2+JpNLK4ffvnLrwC7Lh4kS8/+4yq/fujc3LKwpRCCCGE0JrOy4vQ2bPpU7kyEYmJzzy+efHi3H4Qh9slaT2c05RrVY6tK7biggueiicf1f+Ium51Hz1vZ2dHaGgoVatW1S5kFpDiay6UoqawdOZS6rxbR+soQohXtLz/cnZO2cGy8QPoHp9P6zjZy4qHP4XSVXq0rMJHn67TOpEQQmSJG/fisLKx0jqGEHlKWlIa96OfPQgjRHb4Ysxmggr7UL22dKZ6GtVsZvFHH+Gg1/NOlSovdO6NBw/Yc/kyh3fuzKJ0QgghhMhJFL2efB06UDIoCD9Hx+c6p7iXF0en/5nFycSLirsbh7u/O2bMWkfJVlJ8zYV+v/U7JpMJ9wB3raMIIV7BgR8PcHzDcfYNG0iDe/ZYUkOMPbrrlJj2PWXnTaX8vGnMWbGPPr2qax1LCCGyxMkzd3DwdNA6hhB5SnpyOm+8XlbrGEIwa/4fODg48sVXP6HT22kdJ8eKO32a0S1bsnLvXj6qXfuFzx+0YQMtS5ak7EucK4QQQojcKzo6Ghfb5+v++W7VqmxafwDFLK2nslNachoJkQlPfM5sMuPg6cD277czbc+0bE6mLdnzNZcxqSamzZhG7b5ywyFEbpaWksaqIatY8c0AvO9onSZ7mR1V3p2wls8+akKVSoFcuxHF2bN3adVCBlCFEHnTxYv3cPFx1jqGEHlKamIqabayolxo669T4YQducGK1dvR6Z++D5klSw8Pp0fHjrQqUYJ3O3XCoNe/2PkmE3pFYfLPP6PPZ2HdgoQQQggLpqoq0fHxpLg/3yK0FsWLM3jjRtyvpxBZULZrzErx9+NZ2GMhSQ+SMKc/XNE6aOsgHD3/WaWsqior31/J3ll78SrihYuVi1ZxNSErX3OZE7EnuHLsCkVqFdE6ihDiFWwes5l8Qd7UumNZs+OjnVOpPns2lcoXoGunKhQJ8qLhayUY9F49raMJIUSWuXE1EjfpWCJEpnLwcODE3gtaxxAW7MGDJD75Yj3ffz8Og5WH1nFyrFs7dtChcWPqFSpE69KlsTa82BqAq9HRdP7pJ95p0QKdt3cWpRRCCCFEThXg4UFk0vPt46rT6QjycOevGaFZnMqyxUXEMcx3GNcOX6Nmz5pMXDGR+j3qczn08qNj7py9w6lfT3Fu5zmK1ilK1TZVeavmWxqmzn6y8jUXUVWViXMmUuvtWiiKJTUoFSJvWd5/Oad+PcWXwzqhRGudJnsN3/Erfn7OLFvQU+soQgiRbe7ejKZIo5JaxxAiT1EUBZ2NUesYwkLduBXNgA9WMe6rgfgXbKh1nBzLFB1N34ED+aRuXcq85IrVOYcOMbJXL2oNHy7jIEIIIYSFST1+nJ+PHWNdjx7Pfc7blaswc20o/Sa8BnLtkCWuHrxK6aal6TWxF+8WfxdbxZaC3gXp2bkn5VqWA2BOhzkkPUii3+R+jO0wFp0FrgO1vE+ci51NOsvR7Ucp+4a05hQit7oUeomw1WHs+nwQ3aO9tI6T7bqElOfmrQdaxxBCiGwVdScW35K+WscQIm9RICYyXusUwgIlJaUx8IPVzJn5NTVfG4yiyLDKf4k9cwajTvfShVeAqMREioWEoOjk6yyEEEJYmmmffkpVf39srZ5/u5F2pUtzLTIKt8vPt1pWPJspw/TY709sOIGiKExoM4EjaUdIVBMp71KegOAAfp/zOykJKXgX9WbmyZl81uEz9IreIifRydVrLqGqKhPnT6T6m9XRyU2HELnSsXXHmNlyJqM+6UxAuNZptFHXLoCUlHTmLdqndRQhhMgWZiA+KgH/sv5aRxEiTylcvTAn/rykdQxhYZKT0xn++XoGD2xPsdLtLXIQ6UX8unYt1QICXvr8dJOJ+4mJuAcFZWIqIYQQQuQGqqqy7/p1Sr/gJC6dTkcxT09OTJexx8xweMVhRhYfycU/LvJNjW+IvhFNj3k9eG/9ezQZ1oSu1bvSpHcTbqffZvro6ZzYdIKVg1cSdS2Kem71cFQcn/0meZRU8XKJy6mX2bduHxU7VNQ6ihDiJYSfCmfZ28tYNKYf7yT7Y7HDNPEqy97vzKx5v2udRAghskWyTsGUZsLBw0HrKELkKYlRCVjZPP8MeCFe1cVLEbTpMpd6dSvTst2n2V54TUxM5NvJU5kwfymJ6eZsfe+XkXzxIvM2bKBT2Zfv3DU1NJTu9euj9//3BCY1ORnTvXuvElG8hNSrV/l94kT+mDQJNT1d6zhCCCHyuA71qrLu9ll+j732Quf1qVKFTesPgKpmTbA8wGw2oz7j63P10FUWdF+A3qDn129+pWBIQRb1XPTo+ZAeIYw4OIJi9YvR//P++Fn7sX3LdjLSMjBYG7BRbLL6Y+RosudrLqCqKt8s+IaqXaqiN+i1jiOEeEFJcUlMavg9nwzvSONIJ63jaG7P+SsUCvTQOoYQQmSLFJ3FTrcRIktZ2RixtpbbWZH1VFVl5OhN3L0Xz6KFUyhW8nVNcgwaNpwEn+KE/TiP0o1a07RAzllFYI6JIenqVaw9PFj05ZckJSby24kT9K5SBWeblxt0G7VjB1eiovh82bJ/FbrjT59mxNtvs+vyZU4cPYrBzy8zPob4m6qqmCMjubl/PxdOnyY5JYWU5GTu3r7Nz6GhAGSYzfzRpw/KC7SBFEIIIZ5FNaeQFH+J0H3b2LVrF9/O2orZrHI3JYFdrXo/9+u0LVWKj7Zswf16KlGBll0AfJK75+7yba1v6TqrKxXbPXmxX0x4DBu+2EDx14pzbtc5itcrjmpSKdO8zL+OrdyxMjNXziQsOozq7tXZ8uMW7qbdxZGcc72qBblbzQX+iv+LP3/+k4GbB2odRQjxEjZ/tZky1YryXurLt9zKCw5Z32HC1j0cPHadn5b00jqOEEJki0Rkpq0QWaFwjcKErTisdQxhAZavCsPaxoaVazai02s3gHT20hUatHuPy4f/xFqfc5qYmaKj6d+iBWHXr+Nqa0sVf38Ku7szrnFjAlxdX+o1zWYzf925w7bduzH4+Dx6XE1PZ8/EiYyaOxdXW1uaFS8OQNzBg9gXLozO3R01MRFzZCTm5GSsChVCsbbOlM9pCVRVJWLvXqZ9+y0HL17E08GBkl5e2BgMWBsMeNrZMbt1a/r+/DMbVq5E52jZA6pCCCFenaqaMaXf4eK5/fy241d27wkjOTmNyhUDqV83iMkzDGxY/DaVbntC3PO/rk6no6iHB8cn/47/5EZZ9wFymeS4ZBRFYfmA5dQfUh+91X8v9Jv42kQqta/E1d+v4lHIgwmzJtCzSU/e+PKN/zzHxviw0O2h88DDRhbeSPE1hzOpJr6a9BX1BtSTVa9C5FLnd5+nV+u66Cx5/F0Pb075ieaNSzN0aANCKhd8qZc5FHaNm+ExtG1ZPpMDCiFE1rh+Nw6jrVHrGELkPSpYWcuKK5G1Vv98jMNHbjF9xmJNC68AqtnM7z/Mwq9UeZyMOaP4qqoqCz/8EA8bG3a9806mvW5kUhK+zs7o8+f/570yMtgxbhwTf/yRyS1a0HLpUuoXLUqTOnWwNhhIzcjAycaGpL9b4calpNC0XDmaNG5MbEICdTp0wCowMNMy5jXm+HjWfP45M9evZ3CNGgytXBmd7t9/zqaFhjKgbVvcq1bVIKUQQoi8QDWnEB97jl071rN5yw6uXrtPYIA7tWsGMfnbdrg42z46tm3LcvT9eCXH+r34orT3qlXj259/Z+D3DVGlIxVXD15lWd9lxN+P591Z77Jt6TZqvV3rP48P6RZCxLkIEm4m8OXXX+Kt8ybubhw6w+PXB+kp6eyZuYfA0oGUcCiR1R8jV5Hiaw63L2If5w+ep8GIBlpHEUK8hNntZqOYVN5yKwLRFlx9NUPxovmIiUl66cLrkWM3aNN5Hu5u9mzYdJIl83pkckghhMh8Z8/dlf1ehcgCMbdisPufgRkhMlv47QcsXBbKzh2/YusQpHUc7t+PoGyNxtRq041iLjljUk/0/v38uGcPa7t1y9TXPXjzJhWKF3/Ublg1mfhl+HDmb9rE3DZtcLax4f3atbHT61ncoQOO1taYzWZSMjIw6vUY9HpUVWXlyZPMXLgQR2trPpk6lfcaNqTHpEnoXFwyNW9upprN3P/zT0Z8/DE2isKqrl2xNvz3UOGBGzcYPGZMNiYUQgiR26lqBhmpdzj11x527d7Bn/tOkJKSTq0aQbzbpwaFC3n+57kzJnWkcOkvuJ8vFc/rL9bNokXx4gzeuBH3S0lEFrV/1Y+Rq134/QIbPt/A12u+5l74PbrV68aeNXt4WqOuxsMaM6XZFKrXqs7s72ZTu3lt7FztSI5Nxtre+tHrbhq9iTI1ytCuUjtsFbk/+19SfM3BktQkvhj5Bc1GNPvXHidCiJzv9pnbXAq9xF+ff4RrlFnrOJq675XC0eM3OLBn2Eu/xsJl+6lWIZCVrTpR5OvvuHzl/lMv0IQQIie4dCkC53yy37cQWSEtOU3rCCIPUlWVL8du4cKlCGbP+BIbe+0Kr8ePH2fB8pU0atWBDbv3EZFsooq3LXYG7Ve+Jp07x9t9+/Jx3boY9JnbpWvvlSt88P77wMPvx/GFC5mzYQPLOnZ8VBh8q+Lj+5PpdDrsjP8UpRVFoVNwMJ2CgwHYfuECo7Zsoby/P2uOHGHUsmXo3dwyNXduk3zhAjNGjmRzWBhDa9WiVsFnT5K1MRhIS07OhnRCCCFyK1VVUU2xPIg+z84dG/ll/Tbu3o2jWFFv6tYq8q/Vrc8ydNBrlOk3gbtTPoe7zz++qtPpKOntzaHJv1NoZtOX+Sh5xtZxWxm5fCRd/LtwLuMci8YuoknbJhxYdoBGHz65LXNKfApu/m5Ub1YdNyc3XAwuOHo5knA/ARffhxPZrh26hk8BH9aOXUvMazF0b9M9Oz9WjifF1xxs7V9rSU1JpVBIIa2jCCFewsZRG2nYojJuFl54BbiXmkBKSjpV60ygY7uKDBlQDz+f55txfvFSBK+3n42DgzVj3myKLl6hdYMyDP3kZ9at7JvFyYUQ4tXcvBaJq79lD+4KkRWO/nyUVsMtexBFZI2xE7bj6+vDxMnr0BmyZvLM+fPneXvQ+6hGO8ZN+I6axQMfe/6X9Rv5dspUbP0KY+3mzemFy5j27Vjq+mm/akNNSSF09mw+mzaNfiEhVA8IyPT3SMnIwMHZGdVs5vsOHVhx4MBjhdeX0ahoUcxA38WLOXjzJobu3ek1ZAgFGjbMvOAaUtPTMd25AyYTipMTOju7h4PfsbHEXblCxJ07KIqCAty+cYPDBw+y8dAh2gcHs7ZbN/RPaDH8JDZWVqRI8VUIIcT/RzWnkpx4mX1/bGXb9h2cPHUNa2sralYrzPChjQh4hXviQgU9cXGxg7gX7yjYPySEsZt2M2h6E4tuPdxwaEPG9x6Pz0Ifvh/2PaVLlybAHMD5Pedp9GEjwlaFoZpVyrcpj8H48HrLwcMBB3cHpk6dyurtq8nvnJ9xk8YxuOdgmn7SlIAKAZRuVprlm5YTXDaYBQsWaPwpcx4pvuZQ8Wo8U8ZMoeVXLbWOIoR4CTG3Yji/+zxzx30I97ROo73SsR7cmzaKhZeOMm3170RHJbJg9rPbkyUlpdGq0xzG92tBK0NRMD18vE2lYN6evJK4uBScnGyyOL0QQry8uzdjKFy/uNYxhMhzCpQvwP1zd1EByx1GEZntlw0nSEhIZ/x3szN9j1dVValerz52nn6EX7lIm3HzSUmIp2ePHnzw+Vf0a14bnaJw+fJlvp42mzqDxnD1SCiHf1lG9++X4maTuatLXyZ/bFgYI4cOJTIujnlt2uDpkDVt9dNMJqyMRlIvXWLVwYNs6937uYuDT9OkaFGaFC1KQmoqv128SM9+/Zg3ZQqFW7TIhNTZT01LI+PmTf5Ys4b5K1cSGR//cJ9WVUVRFFQeft/srKzwdHQEVcWsqng7OlLay4tVXbpgY/Vie2cbdDoy/t5XN6uoKSmo6ekoNjag16P8P/buO7yp8v3j+Dujbbr3oC0d0EIplJYNZe+9ZQ8VZCmCIqCAIFMRECjIUEBAhLL3UPbeG9mrjNIC3TNNk5zfHyj++Aqy2p6UPq/r4hLTMz6npE1y7ue5nxz4txcEQRByzpOZralkpEdx7uwRjh09woFDZ8nIyKJCOX+aNSrO8MF1UKly5vf3N+M306dNOGS8fvG1aVAQ/TdswOlmBvGB8g9ik0twvWCcfZz5vPfneKm9SEhIoLpndZQqJVd2X+HC5guUqlKKOW3moFQrMbcyp1iNYjQc0pCH1x8y8LOB7PplFw0KN+DbOd/yW+Rv7PhhB49vP2bCbxP4qMJHcl+iSRLFVxM1Z+ccnHyccAtwkzuKIAhvYO3QNdRuUZ7Ah+KDIvBkDYEYAz2sQ6k/pCjVh8/CaDQ+uTnwF51Oz6EjN6lZPRCAUeO28Muvh6lS3p9WNsUh/Z83Wa6WVhgMEiUrjKNLuwpMHN8qr69IEAThlSTEplC1uIfcMQThnVOkchE2jt7I/W+aU1hnkDuOkM+lZ2SxZv05tvx+gfXrN+V44TU+Pp6PPv4Uj8oNKFa9IRXVauxcPbBz9aDrD4uZNuRDbJxm0T28JFqjgoexMexZMJVi4XVpPvQ7agf7Ucjq9Ypkb0syGpG0WhTm5mTfvcuyyZP55fff+bxaNeoE5G4rZgdLS+5duULE5Mn0qlQpRwqv/5+NhQWtS5WisIMD344bx/ymTU1+qSfdgwfsXrSIio0aYevmxqZZs1ixdSuJGRkEu7szolYtvO3tcz2HrYUFSfHx5Px85yceHztG/969USqVKBQK6pYtS485c1C8ZpFYEARByDmSZMSoTyD63il27dzG0eNniIp6hEqlomSwJ2VDvYmY/B72drmz3mfU3QQGVguH62/WWTDIzY1TMw/iN6NhDifLX9yLuWOmMUNjreHQoUP8MPMHfMJ8OLH8BLNnzaasY1kS+yfi4+BD5QaVSfoziaV/LMXew56r+65y4OQBDm45yDfffEOb0W3Yc3oPdcrV4cLSC1BB7qszTaL4aoLuZd9j4cSF9Fkp2mkKQn50eu1pLu68xJzvB8MDudOYnsKPbShZ3INO7y8kcvGHTwuwk6btYMacvVhYqEECa2sL9k34mMAUx2cKrwCB8Q5cGTgIrY2BkLHT6NyxAqVLeclxOYIgCC9kBFLj0/ASv58EIcc1HNKQPbP30O2jxSye3hFfc/HRVngzFy/H8NWo9bRtVZ1167egsX75upevSpIk4uLi6DtwEG71O1KkXDj/O2dDY2NLaMPWLFr4C1VLfkdwgD9b+vXm9IG9VCsfhHXVKrhqcu/5bUxKIvv+fdISEnAsXRpDair7li1j8++/cyU6Go2ZGSlaLXUDA1nVpctrz5R8Ex+WK8fAyZNxtrLiq44dc+085by8+HbPHoyPHqFyd8+187wtbVQUvdq1w8HMjNFz52JpZka4ry/jGzTALZdmH79IgLMzf549S+j77+fI8YwpKRhiY1F5eKCwtWX2hAm0DA7G294eKzMzBm/ZQqvjx3GuWjVHzicIgiD8N0nKRp8Vw83rJzl67CAnT5zlQUwCqWlanJ1tqFU9kD4fVsHfz/mZCRW5RafTP/mL9vVnvf6tR/nyzNp0lL4RDcDEB1vlNsko4ennCalwdP9R1oxfgznmTwehOSocqVKpCosiFjF//nwsS1oihUjY2tsSczuGMWPGkJ2dTalSpZgxYwZBQUF079Zd5qsyXeITqokxSkbG/jyWcm3LYfkaC08LgmAaptSaQsLdBJaM/5iAB2LW64ts6NSNVpG/8fHAFcyd2Qmj0cjyVaeIHNsdY7aR2g6+qNOUkPIfB9FBlDaJrCw9ri55e9NBEAThVWQpFWRrs7H3zP2ZKIJQENX4qAYbR2/k6OAG+BYRHYOE17dn3zV++uUQCxdEUKRYk7ee/ShJEucvXCC4ZCmmz/wRrdqS2dOmUKZ5p+cWXv/e59wf63h/2hI0agVZp07xzeyZuNnYsPerz5k0LQJ1jWpvletf59TrubV5M8sXL+bAxYsoFAos1Gq02dlkGQxU9PGhRUAAI6pVQ280YmVunqPnf5kSbm5816gRvg4OuXoehUJBSXd3lowaRfepU1Fam147wkcHD9Kjd2/eK1WK1iVLojcYUP01K1QOtfz9+W7PHjrr9SjeYg1eY3Iyq8eNY/WOHSRnZqIAihUqxJ/37zOga9enN/Stzc3RWIp7Y4IgCLlFMmah097j4oXDHDiwl0OHz5GYlI6vjzPlyhTm/S4V8PZywNLSTJbXnviEdJRKBUqdAp77Turl2pYsydCtW3G8l0WiT8Fdumz9yPV4FPfg7rm7+Bb2xdfXFwuFBY8fPyY5OZmiRYty9uxZXFxc8PT0pG/fvgwdOpRFny5iaK2hGAwG9ny4h+zsbC5dukTRokXp3LkzpUuXlvvSTJYovpqYLbe3cGTzET5Z/4ncUQRBeE03Dt/g0Y1HXBw+BNvHov3df1EnK/mmbX0+iFjO6AlbWL3uDKVLeFJX7/tkXdf4VziICvosXsvoEU0p5CEKG4IgmJ5M5ZMPp3kxIlgQCqIafWqwadwmyhf3gOw3a0MmFEySJPHj3H2cPnufFStWYedYIkeOO+bb71iwdAVFy1Tk6PpIvEuWpcPE+XgElHjh7cK4u7dw9S1KOQ9bWDyPXvPncy0ujjSdmzlZgwAAIABJREFUDlsLC649SCInhxbo4+L4tkcPjl67xkcVKtCrQwcs/iqiPU5Lw06jefr/AHlbdv1HmKdnnpxnVN26fL19O5datWLimjUo7ezy5LwvI0kSF5cs4ZPRoxldrx5lvZ500VCr5F37d+GpU5QrWvSVtjWmpGBMSgKlEpWX19Ob9pIkMfuTT7hy6xYDw8Mp5eFBZnY2dxIT8a9R45n3TXqjEY2HWL5BEAQhp0iSAUP2I25f38O2P3azd+9J0tKzKB7oQeWKfnw/riVOTqYzGOn02XtoLMwg681nviqVSnwdHbg27ziu42rkYLr8JSs1i45dOrLt+jbs7OyQJIm0tDQqVqxIvXr1SE5OpmXLlpQo8eR98aNHj8jMzHy6v1ar5cyZM4wbN44GDRpQt25dLCwsmD9/Pn379jX5JRzkIIqvJiRGH8OIT0fQcXpHlDm0ILUgCLlPp9Wx9su1HF92nCmj3sc2URReX0UFpSdlSxXm9rU4Fg7sQAVjIch69f0TbLM4dzGa4yejCK/kT5BYU1EQBBOjVYoPH4KQm/78408kg4Sr8c1vxggFj9FoZMiI9QQG+LByzQ7UZi5vfbxfFv/KivWbyFRZ8PFvO7l+eDfVPxqCtYPTf+4rSRKHls4lrE4zCv8ylY6/LeFgVBQ/NG1K1abvkVKuKt4lcm51TWNmJmPefx+z7GyWdez4r5tkrnncwtYUmKlUfN+4MZ0iI7mzaxf+rVvLHQlJp2PbuHFMWbaMOa1a4ZUHa7m+qtjUVPp9/DEKtRr948ckXr+Oa3j4v7ZLOn2avj17EpeaSrpOx6IffqB4u3YASCkpLN2/n+WdO+Pw16xWSzMzgtyeHWagzc7GQq1G6fJ2P6OCIAgFmSTp0WdFc+XyAfbvO8DhI2d59DgZV1dbGtUrwbTv2+LgYCV3zBca8+1WvunTEJLe7v3+B2XLEbniIB+OrV5gWw8/vPaQisUrskm/idmzZzN06FBsbGz44IMPOHHiBE5OTnTu3JmmTZsCYGtri+X/6z5hbm5OtWrVOHLkCMOHD6d9+/aMHDmSO3fuEB4eTmhoqFyXZrJE8dVEaCUt/Ub3o1zbcrgWdZU7jiAIr2Hxh4tJuBXHjolfUDJW3pHI+Uq6xJLw9578PfO/N30eh2Qzpn7Wir1Xb9Kj728c3jM4Z/MJgiC8pej4NNRiHUpByDWPrj2ieO3i2BlE8VV4NfHx6XwyaAUtmlWmb/9ZKJRv33quW89epLsWodqQH9BY2yABxarWfel+RqORw5E/45aRjPuaOfS7eZNKhQtz7fFjjt27R+2Wramfg23rJUli/ciRRD96xNSmTcXshP8xvHZt+g0bxqSUFEK6dUMhU9cK3b17/DBwIKeuX+e3jh2xzuOWzy8zpEYNPhoxglpLl3IhKopT0dFE9OvH5StX6DFoEG4lS7J95kwmLl7MkBo1qO7vz/W4OD4ZPpylnp7YODvz46hRr/T8i01NxcPeHoWJfQ8EQRBMmSRJGPUJPLh/mp07trBz1xEePkrG18eJ6uFFGTWsER7uptHl4WXi4tO4duMRHauGwum3O1bXMmUYu2sX9o/1JLvl/vr1pkaXocPC1oJSjqWYPn06y5cvx8npySDBIkWKcOvWLRYvXgyAm5sb3bt359SpUyxduvTpMQwGAz/++COrV6+mfv36hIeH0717d+Li4kTh9QXE3SATIEkSk7ZOIuFhAo1HN5Y7jiAIr0GbpuXy7sssnNBPFF7zmFJS0sMhDClIIjE5Q+44giAI/3LxcgzWzqbTskkQ3jWHFx+mRrfKcscQ8ol79xPp/ekypk4eQqVqvVEo3vy9u16vZ8y3E9m2ay/eFWpQpVMfJF5vJbLoy+e4cXQv85o0YuCsaTQNCuJhWhqTmjWnSNV62Fjn7JpkVyIjmbF2LSs6dxaF1+cI8fBgWM2a9BgxgoMlS2IeFIQyh2cCGzMyyL55E5WHB2rXfwbdSzod19at4+aVK0xdsoRmJUowv21bk/x3CnBxYUn79txMSKBVkSIYJYl958/jaGZGmy5dsDI3J9jdnSUdOmCvefIcDnRxYUTt2rTt0gW1UknbUqUYWrPm01mvL+Jtb8/d+HiMKSkm0w5aEATBFBlSU0iNO83hC0fZtWsv585H4exsTa3qxRj5VcN8u1SXi7MNtaoHEj5gJsdH9kd9781fF9UqFU5WVsStuYxZv4K3RqmZpRnZmdlkkknRokUZMWIEAHv27GHPnj2oVCo+++wzBgwYwMKFCzl16hQHDhwgLCzs6TEsLCzo378/JUuWJCgoCAAfHx98fHxkuab8QBRfTUDkxUhWRKyg39p+ckcRBOE1nVp5isLFPan/yFbuKAXSHftUxk77g0Vzu8kdRRAE4V+uX3uEQ6H8+UFXEPKDjMQMvvyqMWRkyx1FyAc+/nw5syIGE1axDwrF681q1Ov1aLVaUlNTGTn+O06dO09Q4/a0m778tYuuf/tj5niaD5mAtzoVAIVCQfPhkwmqVYnCNmZocmgpIslo5OisWXw5dSqzW7VCY1bwZnu8qjBPT/pUrkyTv9bBHfbRR9QYMiRHjm3MyGBYs2YsOXmS+oGBLNy9G+Vf7YT/jIyk7zffEO7nx89t2uBsbdoDtxytrChv9U+LymJ/FZKbFC+OjYUFZs9Zl7aslxeL2rVDq9dT2MHhlc6jVqmwUKuJOXIEr4YNcya8IAjCO0DS69HfucPp7dvZsX07h69eZueNG3w9tBEtmpTg66F1n1k/Oz9bv6IP5at9T/9tm5lbtjno3vxYLYKD2bpoHy0LYPFVoVAgSRJZZGHLk3vYt27dYvz48axfv56bN29SpkwZ3n//fRQKBeXLl6d8+fKkp6dTo0YNOnXqxOeff87MmTNlvpL85d34KczHtt/bzthPx/LBwg8w04gPQYKQ37gGuJIcn4okfpvKQqcwYGVpTu2axeWOIgiC8C+3bzzCycdZ7hiC8M6ysLbgyuUYuWMI+cDDRynY21ly+vQp4NVnTRgMBn6cM5fyNetSo103WvX7AlWZenSYsYrQJu3fqOj6N+/gUDJTkvBp2Yjla7dQ7ccl1GhclUB7i5wrvEoSF375hRHTp7OwXbtXLnoVZO1DQljXvTvtQkLYtmPHK+0jGQzoo6ORtNoXbmOMi+NYVBSXv/gCpULB6ZUrAdBGRTH8+++Z1LgxX9eubfKF1//iaGX13MLr31xtbF77OdivcmUmjBuHlPkG69QIgiC8Q4xJScTu2sWvAwfSvVIlGjVsyNKlSwmxteWX7u2wt9NQo1oAYaW935nC698iF33IijWnGR29D96ifPJx5cqcunYHTaoh58LlE3dP30WbokWP/ulj06dPJyIiAltbW/z8/ChXrhzXrl17Zr+OHTsyefJk1qxZw8WLF/M6dr73bv0k5iPxUjwbb29kQPcBdJnTBbt80mtdEIRnaVO16DKzybYwvZZQBYGXrR2ZmWK2iyAIpinmXgJuxdzkjiEI7ywnHyd2br8kdwzBxJ05d48K1Sfx58UHfPTxL5w7veCl+8TGxjJy3AQq1KzLnug02k9fQftv59H6mxn4lwuHHGgHW7VLX/YtmsnFhCyKVQqjgruGxEexb31ceFJ01UVFsX7YMD799ltmtWqFSz4u6smhpLs7f1y8iDEl5YXbSJJE+vnzzOvVixrh4XSsXJmE089flE5VqBCeDg6cffAAvdFIzKFDaK9d48M2bWhbqhSlPDxy61LytSq+vpy6c4cHu3bJHUUQBCHPSJKEMSmJlBMn2PX993zdpAmNK1bk44EDSY6K4quaNVnbrRvj6tenVtGiWGapmT3oPbr3Wix39FwRGODGjz+0Y/qsPRx0ffDGx3GxtkatUKDa8+bHyK9UZiq8QrxwwunpY+fOnaNbt248fPgQBwcHjh49yt69e5+Z3Vq/fn0ePHiAlZUVISEhckTP10Tb4TxmlIzMPzGfiK8jUGvUdJvXDRc/F7ljCYLwBoxGI7/1/Y1Jw7qhSXybce/Cm9IkK7CxsWDRkiN80K2K3HEEQRCeER+TTPVgT7ljCMI7y76QHUmPX1wYEYRWHX/m8JGb1GsQSsMJ61jaswZlyvdi6XpLOrbojPJ/iqhRUVEMHTmau/EpBDftSLuIXihyafZIysMYVGoz/kzIorSzhm+nTOOnn39i0q9r6NOo6hut96m7e5eDK1awfedOjl6/TlV/f37r0AE7Tc6uH1sQJGZmUvo5BVFJkjA8eABZWZzdupWBU6bQPDiYDd27s+XKFeaMHcvwtWufPm+MGRlc3bCBuEePGNOtG4PnzeNBSgotFi/m46tXqeHnR+uSJfP68vIVe40GZ0/xfkoQhHebMT2d9KtXObRtG7v27uXCnTuoVSrCPD2p5uvLZ+XL/2d3gQb2RUlP12E0Gt+5ma8AXTpW5PKVWOZtPEq1mm0h/c3uw9YvFsimiO3UadEzhxOaNo8SHjy89pBzxnOUUJbARmHD77//zoIFC1i5ciWffvoparWaFi1asG/fvqf7tW7dmqZNm3L9+nUyMjKwFoP5XosovuaxK/orjP5wNIP3DsbaUTxZBSG/SotLI6JxBP6lCvNeqqvccQosZYqCKqX9uHHzsdxRBEEQnmEAUh6n4lPGR+4ogvDOSo5JIbxOCbljCCYqI0PHvgPXGfBxTYJ7zSbBaEWXBfupubQ/k6fPZ9UfZwn2dmH/vv1k6AwYJCNWDi5U6NSHcsVKvlVL4Zc5uWEZ1w/vps2oaZR3fVIY3bFnL59G7mHGuEFcvdaeif0/wOIV2g9LRiPaq1eJnD6dX3fsoKKPDw0DAxlauTKqd/Dma16p7OPD1qtXaV+tGjXCwnB0diYzI4NrN29y6vZtNGo1ZioVi9q1w83GBoCWwcHUmTePSiNHUrpJE9yqViVy6FCW79qFq40N7jY26AwGVnftyr7bt7n06BGdQ0NlvlLTV8TFhdO7dlGlTJk3GpQgCIJgiv4ezHN93z42b9zIvnPnMEoSFQoXpqm/P8PCw1/rdVyv0JOtN6DT6dFozHMxuXz69alByXLj2V6tDA3wf6NjDKpWnUa//EKjDCM6q4LzPunuqbukxaXRIbwDpZqUYvmo5VhZWvHJJ5/QsmVLWrdujdFoZNKkSaxaterpfq6urly+fJkNGzZgaWkp4xXkT6L4msccVA64+LmIwqsg5GNJD5IYV2YcTTtUZVpgNdQpRrkjFVw2CvaeuMHh77+QO4kgCMIztEoFhmwDNi42ckcRhHdWekI6Xp72cscQTMzPCw9SuYI/pYIL4exkhYWLHwnGJ4MlM4xWOHX6hfYdJe6cOUpMlpaGY7qgtnh2Zmhu97S5cXw/rb7+gQ/CCuOlgcnTIrD28MHW2Y0uUxbxe8QYWvQ6y5IZk3GzsXjuMfSxsZzfvJlDe/aw+sgRmpUowfLOnbE0e4vF0ISnFAoF4xo04GFqKqeio0m5cwdzlYoWAQEMCw9H/ZzZR0qlku8aNWLHoUOMi4xk2aRJLN25kzmtWmGv0fDBqlUUdnDAwdKSlsHBtAwOluHK8p/eFSowfP58tn7yCQorK7njCIIgvDEpM5O0K1fYt3Ejv+/cyaUHD/B3cqJ+YCA/t2mDtfmbF02jjWk4OVi/s4VXgAFfPCkKVgv0hwtvdgxfR0ckScLy0EN09QvlYDrT5lvBl6ZfN2Xbd9tIeZiChifvfRUKBePGjaNdu3a4ubkxffp0XFz+6dKq0WjIzhbLvb0pUXzNY9tOb8PB00HuGIIgvKHk2GTGlx/Ph32bMM68JApReJWXvRK93oiri63cSQRBEJ6hVYqZGYKQ21Ifp1K1SoDcMQQT8+2kP0hKzkSjMcPVxYbCrb8h7X/esisUCvzKyrNkRUZyIukJcbg72LFnXSQzf/6FwHqtaTZiKgAqtZqmX4zj/B/rqNm4GTNmzqRyUS+ys7NxcnqyTlfM7t306t8fVysrShUqxLpu3cQs11zibmtLk6CgV96+iq8vVXx9WXnhAl+MG0fNokVx+GumyKJ27ZAksVzNqzh+7x5zjx4lMTOTZK2WEZ06oRSFV0EQ8hljairamzc5c/AgRw4d4uD582j1eqr6+dElJIQSdevm2Ix+rWTAYHy371Ge/zOaBnWDsLr0dsepWaQIWyN2ULV+95wJlg8olUoCqweyacwmJs6YiFLxz/vG0NBQDh8+LLpL5AJRfM1DiVIiEd9E0HVuV7mjCILwBnbN3MXB+QcpWyOYMZYlURjkTiQQa8C7kANLIo/RrVMludMIgiA8lZHr86YEQVAoFdhYm4Hu3b7RJLyegKJu9O7bCKdqPYjTO5KoN60OBGe3rcHG2Y2FX/aiUHAZ3psWicrs37NUSjdsjWeJUAZ/OQxdahJGoGa9hjSwNWfSjxH80LgxpQsVnBkb+U37kBDah4Q885hCoRA3Nl9Bll7PuF27WD5zJkpzc9LS0ynaooXcsQRBEF5IkiSktDQMjx4Re/Uqp48e5dDRo5y/cwcFUMrDgwre3sxo0QL7XFqH/WrsY1QqJXq9HrX63Sz59PuoOrPm7Ye6PFnn5w19Gh5O5+XLqakzojcvOIPXIj+N5Kt5X1FRVfFfXxPvT3LHu/mTaKJWHluJW4Ab9oVEayxByC/2zNrDlvFbMBqNuPu7Ubt6CCNCqqCKkzuZAIABfvyoFZ1/WCqKr4IgmJS7D1Mx04jWj4KQmxy9HRk3ZTtLBtSTO4pgQjQWaqJSbInXFpE7ynNVeu8DXAr7Ye3oindw6H8O1XHxKUKnifMAMBoMXNy9mU/mTEJt7cjwfQc4dusGEYNH0dlcnzfhBSEPZBsMOFlZ4VKiBGP79+dhYiK1du6k84wZKJ7T7lkQBCGvGVNSyIqK4tKxY5w4dozTly5xNy4OCXC2tibEw4Mmfn4MrVwZszz6vdXMMZA1JS5QLHQsa5b1okxo4Tw5b14qXsyd+Ph0cFfBvTevvpby8CBDp8PuQgoJ5QpGh9LkmGQe33hM28ptn5n1KuQuUXzNIzH6GGaOnkn3eQVnOrsg5Hc6rY71I9ezbtYQimdqsH+sR60HROHVpFio1IjuXYIgmJpLV2LFeq8mZlGPRRxdcpRWE1rRaGijp4+f3XCWue/NZW72XK7uu8q0etOAJ6N/LWwtcPV3JaheEPUG1hODKE1M4y8bs+arNcQPaoCzXsx+FZ4wt1CjTc/AVBelUKnVFKv6ZMDA67yFVapUhNRvSYnaTZnctAxR7p54lgij/6TRRNZqxKxKZfExEzfThPzP0syM63FxNG/cmDKengyoUoUhW7aQ0bs3vgEB1OnZE7Wb27/2kyTp6cwdY0YGxsREtI8ekZmaikulSigsnr9+siAIwv+SjEYM0dEonZxQqFToHj7k/O+/c/H8ec5eusSV6GhQKAhycyPUw4N+5cvj5+iIUsYlAJTpChaHt2VG4DFGjt3M5jX9ZMuSG1asOcXHA5fz7ZfN36rw+rdyhb3ZN20XIb+1zYF0pi3pQRI/d/yZsQvH4qnwlDtOgSKKr3lAL+kZPHUwZVuXFTdsBCGfMBqNfFPiG+p1DKfKLTUKxGhyUxWgcMBgMDJzzl4+7VdL7jiCIAgA3LzxCHsPO7ljCP/DTGPG9snbqd6rOtaO1i/cbszFMWjsNGhTtNw9c5ftU7ZzeOFhBu0chFeIVx4mFv5Lxc4VWTFoBUv2XOaz6sXljiOYCI2FGbrMTLlj5Bq1Ws2wPy4AEHX2GGe3rOLgut8ovXMzjXp+xhI/V8wM2TKnFIQ3p1IqOdi3LwmZmbhYP3mtjmjRgl03btB77Vq67dvHuN9/f2YfY3Iyw9u2xdvdnaq1ajF17lzi0tKQ4Ok6uxETJhDUrl1eX44gCPmMMSmJ1aNHM2P9eqzMzPBzceFOfDxFnZ0JdnOjXVAQJWrUMM211iW4cCOGsHfw80rE7L00axLCx9blIAfGXA6oEs7AzZsINbTBqHq3W+4ejzxOty+78UGZD+SOUuCI4msemLxzMpePXab38t5yRxEE4RXN6/AzvsFeLParhSJbTKs0ZepEJcuHdKXn7FWi+CoIgsm4ezsOJx9nuWMI/yOobhCPbz7m9+9/p+3EF49ytnWzxcrBCnsPe9yLuRPaIpQJFSawrP8yhuwbkoeJhZfxDvHm/Ol7IIqvwl8sLFTotO9u8fX/8wurhF9YJVqNmELC/SgiOtZi2/hptEh5IHc0QXgrSqXyaeEVwMPWlio+PoQUKkT/kSP/vYNCwYmoKCwVChYsWkT9gABaBgc//fLZBw/4dPhwVhUvjkPp0nlxCYIg5DOS0Yj+2jV6du2KuVLJ+u7dMUoSFx8+RAGU8cofBc0rdx/RpmOY3DFylNFoJCYmmel9WkJSzhyzqp8fCekZON7MIL7Yiwfl5jfpiensnbUXF38XXIu4UqRKERw8HYiLfXkbx7S0NGJiYggMDMyDpAWDCQ7ReLekSCksnbqUDxd+KBYuFoR84uH1h1zZc5WFXTqgFoXXfKGM2oPMTB3LV56UO4ogCAIAsdGJuBZ1lTuG8D+UKiUtx7Vk76y9JN5PfOX9zC3NqdGrBjcP3yTlUUouJhRel72nPQkxyXLHEEzIk5mvWXLHyHNO3n4E12rC0DnTibd1kjuOIOQ4ncFAqlaLPuvfP99KOzsGd+3Kifv36RoW9kzhFSDM05P3QkL4efz4vIorCEI+ErV1K32qVqVZixYUd3bmh6ZNMVOpsFCrKevllW8KrwDO9lbci86hCqWJmDv/AHZ2GirqC+XocQNdXDg793COHlMup1af4utiX/Nj8x8pGlyUhR8sZEnfJawespoD8w7QvFHzlx5j9uzZFCtWDKNRLOeSU0TxNZetOrUKZx9nzK3M5Y4iCMIrMBqNTKo+iX6DWuF3++3XEBDySLLE76N7MXL8ZrmTCIIgAJAQk4x7MXe5YwjPUaZVGbxDvdk0ZtNr7ecR5AFAfFR8bsQS3pBveV8e3Il/rbUzhXebubkKvb5gtt1tPWIK8fej+NFCDP4R3j1Bbm5MaNiQbr17c37xYoyZmRjT0gCQtFrqderEyI8+YuT27c/dv0WJEqw/dox1w4cTd+xYXkYXBMGEGTMy+GzIELqULs3KLl3oHx4ud6S30rxySVauPv1K23bovoCW7X967teOn4zCwXPwS//cuZeQk/GfsWrdGfyDR/LTgkNs/bwHpOXsO/4Py5Vj24ZjIOX/TxKrBq+iUsNK7Dy0k8ntJrP01FI2ntyImWTGtCXTaODT4KXHqFmzJgDbtm3L7bgFhii+5qI4YxzTR02nyYgmckcRBOEV7Zy2E9fCznxNccRc9fxFjQqVSrysCYIgPyOQEpeGd2lvuaMIL9DmuzYcXXKUB5devTXn32vGiW42psWgM5AUnUSmUvy7CE9YWKjRPWdmXEFgbmlFaKM27Ny4glRLG7njCEKOK+XhwQ9NmjBi4kSalSlD60qVuL1hAwdnzyYoPBxNVhbZhucPorYyN2du69ZcOXOG9p07Y3j8OI/TC4JgaqSsLDaNHo1KqSTM01PuODnCo7Ad9x+82szXbp0qsf/QDe7e/3cB9bflJwgp6cnVs6Oe/vEqZM/wIQ2feczb0yGnLwGApcuPM2DwSr7p3YhTn/XHKznn39e0L12aqMfxODzU5/ix85qDlwNb5m7BR/JBrVDTuWxnyluWZ+v0rTT1bfpKn2ErVarEkCFDKFOmTB4kLhjEXepcIkkS3y37jmI1iuGQS7+EBEHIWbeO3mLLuC18/0EblPl/0FOBU0hpjV4vZisLgiC/LIWCbG029p72ckcRXiCweiDBDYLZMHLDK+8TezkWAGc/sZavKakzsA7JscmcSykYa3wKL2dpaUZ2lk7uGLJpPuQ7rhzYzja3ALmjCMJTtxMSSNFqc+RYRZyd+a1jRxa3a0fP8uXpMmAAg6ZOZWKjRgxeuJCOYS9e69DX0ZHaRYrg5eCA0tY2R/IIgpA/JZ05w4iWLfl12zZmtWwpd5wcY56lQqV6tUGJjeqXwNXFhmUrnl3CKyNDx7qNZ+nWqSLubnZP/yhVSmxsLJ55LLcmQWzYcp4aVQP4wCoUdWrunOPv9cUfrbqYK8fPS04+TtR/rz5K5dt9ryZNmoTnOzIQwRSo5Q7wrvrj7h9sXbiV/pv6yx1FEIRXcHTpUXZN30XNluVpmCQGTORHyngJO1tLmraZTd9e1WneOETuSIIgFFCZKgVIvPUHHyF3tZ7QmvHlx+MW6PbSbXWZOg4sOEBg9UBsXcXNWlOiVqsx05ix8chNqtQvKXccwQRoLMzQZaXKHUM25hoNFVt3ZeyUMdTq1Qu3pEdyRxJM2OO0NLZcvYqZUsnK8+dxsbbGx8GBO4mJfFC+PDX8/d/6HH/GxvL19u0YjEaalyjBifv36RIWRq2iRd/quOZqNTWLFMHdxobDd+5QLyCABsWKPbON3mDgcXo6hezsnj62+9Yt3mvaFIVG81bnFwQh/4o/fpyOXbrQOSyMwW3aoHqHPrcZ1BJqteqVtlWrVXR8rxzLVp7gy0H1n86OXL/5HLpsA+3blM3NqC+k1+u5FRVPxRDfXD9Xq5Il2bx4H20+ffHAHVMnSRIZiRms3bZW3IMwMaL4mguisqIY3GcwnWd1Rm0uvsWCYMqMRiMXtlxgxcAVNG4XzvTgGpAipr3mS1mwbWAP+q5bz9djNoniqyAIskkTq0/mC14hXlTsVJG9s/b+62upj1LJ1majTdVy9/Rdtk/ZTlpcGn1W9sn7oMJLdZrRiXkfLuTDq+MoZm4mdxxBZlaWZmTrCuaar38r26wjR1b8Qr25c6jt7UX34oGUcxWz9oVnxaWn02P1avq2bMn5S5cY17MnkkpFfGIig2vVYtKkScw4dAiVQkH9wECMQLbBQNcyZbB/jcLlzps3GfrBB1Rp0oS1CxbwdcuWfDZpEgEuLjhbWWFp9vzf21l6Pdfj4rizevcKAAAgAElEQVQRH8+my5e5HheHm40N7ra22Jibcz4mBlsLCwBKe3tTf8ECijo5UT8wkCtxcaTpdFyKjcXWwgJbjYbmQUGYqVRsuXyZvqNH58B3UBCE/Eh7+zaff/IJ3cuWpUVwsNxxclwZCw8SEtK5cy8B38JOL92+a8eKzJizlwOHb1Kj6pOuGb8tP0HzxiE4OFjldtynUlK0jPt+G5ErT6JQQMsGpfmxUjPIzN3P1h9XrkyFH3+ka4qBDLtXK1qbku+qfEdIkxDMNGa4q93ljiP8D1EZzGGJxkTe/+R9qn9UHbeAl4+iFwRBXmuGrOHQwkNEfNODDmluovCaz7knW9EorDhL4grubAdBEOR3KzoJc2tzuWMIr6DFmBacWn3qX49/U/IbFAoFFjYWuPi7UKJ+Cep9Vg97D9FK2hSVa1eOA/MP8N3MPfzyRQPE6q8Fm6WVeYFd8/VvnkEhjDkUxdUDOzi3ewvtN25Gm5KElbk5JQr70qBoEboG+OPwV+FKKHgkSWLQli18//nnVBkwgM7P2WZagwYYHjxAGxvL7EmTKBIQgEGn46PVq1GrVJR0d6dVcDClPDz+81wl3dy48OefNB45kh7lygFQbtkySk2bRmkPD3wcHIho3hxna2vSdToO3L5NdEoKa//8k4r+/nh7ejJh5Eh8S5UiKymJlKQk4h8+JLhOHdQODkh6PUonJ6K3bePyqVOcPHeOxg0b4u7jg1+pUlj5+3Nr1y42r11LZlYWy2bPxrFixVz4rgqCYMokSeLOpk30/+or3itV6p0svAK4J1hSvVJRxn23lfmzu750+2KBblQq78dvy49To2oAt6PiOHLsNusie+VB2ie277xMt16LqRjmw6Hv+uNrYQ8PjbleeAVwsLTEXKVC2n0fWuX+TNuckng/kXtn76Gx0XB552UAzBH3IEyNQpKk134Wp6SkYG9vT3JyMnb/r3VHQZdkTKL7iO5onDXU/ayu3HGEN5RwL4HNYzdz8Y+LpMWlYV/IntAWoTT9uik2zk8W9/6h7g9c338dAJWZCsfCjpR7rxzNRjXDzEKMts9PIj+NxCrFQGSxenJHEXKKrYLweXOIT0jn6tlv5E4jCEIBNHP3ZX6ZuZsvD34pdxRBKDAubL3Agm4L2HB1PJXEWLoCbdnKE/y28izNfzwodxSTk3D3Fue2r+fG8QM8jroG2dm4OTpR0b8IbQP8qVPIQ7SrKyDmHT+OXqPhy+XLUbxg5umLGOLi0EVHc3zXLuYtW0Yha2uG16r13OdOll7Pd3v28CAtjeWnT6P4a5ud337LpfPnqVGnDmd37GDRqVP0Dw9n/okT1CpZkmIlShBaqRJFmjd/2gZTEAThTUmSxOXFi+k5ahQTGzcm7B1f0zLNIZtaET9jrlFzcMfnL31tXxJ5nKEj1nH13DfMmL2HlWtPc+7o8H/9/g2pOIF+varzca8aOZZ15ty9jP/+d7aO7UW5THlmbg7YuBGdvZpa23vIcv7XlRidSETjCGIvx1I4rDDdxnfDUXJkcLPB/9p2+/btuLm5EfYf66ELL/em9VAx8zWHJBmT6D68O2p7tSi85mOPbz1mUvVJuAe60/O3nrj4ufDg0gPWfrWWi39c5MuDX2LtZA1AtZ7VaD66OQadgaiTUfz60a/Ak/XDhPzj+v5r9OvUAAxyJxFyTKrE4S8/IWDwRLmTCIJQQN249hBHb0e5YwhCgRLSJAT/iv40LzqcfdfHU0IhCkgFlZWVObqsgt12+EWcfIpQ+6NB1P5oEAB6fTY3j+zlz71b+WT3ftLiH2GuVFLU04safv50CfCnqIOY8f+u0RsMbLlyhT/27n3twiuAysUFSxcXaoaGUr1nT2Z9/DEDNm1ierNmqFXPtmxce/Eizs7OjPv556eFV4B6w4fz9/Dn0I8+ovH+/UydMIEh3btT56uvUKjyX+tHQRBMkyRJHPvxR4ZNn87cNm3wc3z3P6fZJJlxsn9/OmyKpGX7n9i0ut9/bt+6RSjDRm1g9brTRK48SfculfJs4MvFSzHUrx4kW+EVYGDVqrT4dTH1tUayNab9GeLRjUdc2HqBzORMAJp93YwJTSe8cPvevXszbdo0UXyViSi+5oB0KZ33R76PmYMZDQY3kDuO8BaWD1iO2lzNgG0DMLd8MlXfyceJwmGFGVl8JBtGbqDzrCcNecytzJ+2nnPyceLE8hNc3nFZFF/zkQXdFpCt1fOhTQAki+rrO8UAr9/XQRAEIWfcufkYF38XuWMIQoEzcNtApjecztDBq9n0Q3u54wgysbfVkJWlkztGvqBWm1G8en2KV6//9LH0xDgubN/A1qN7+GX5KvSZ6dhZWVPa148mRYrQzr/wC9foFPKHOceO0a5aNcwLF37rYynt7em/YAFz+vRh0v79DK9d+5mvu1hZsfHkSQb/xxqxCqUS91q1mFizppjlKghCzsvKYvJPPzGtWbMCUXh9KlUism1HykyawYxZexjwSe0XbmpjbUHrFqGMnbiNlBQtndtXyLOYq9ef4cxvQ+BKnp3yX4o6O6PL1mN7JpGEKs7yBXmJrPQsZjSdgUqtomzrsoweP5pK9pX+c59r165hbi7aEcvFtEv5+USilMiNEzdE4TWfS09I59L2S9TsW/Np4fVv9h72VOxUkZOrTvK8Tt33z93n5uGbqMzE6Mz85OLvF1kz9XNsROH1nbMp6gq2tmINK0EQ5PEoOhH3QPlG7gpCQVakchHSUjLljiHIyEJjhl4v3t+/KWtHFyp36Mn7037jy61nGLHnGu9NWURG8TJMvnCRwDk/4TMtggqLl/Lx/kPsvh+D0WiUO7bwHNkGA6svXGDfrVtos7MxGo1EJSay79Ytek+enGPnUWg09Jk2Db1SSafISP6MjX36tco+PtxOSCBbqyV1504ezZ+PQff8wRGi8CoIQk6TjEbWDB2K3mgsWIXXvyjjYeWgbsyat/+l23brVJGkpExqVQ+kcB52cSoV7MnQ+ZtA5lvqFXwKs3vGblnOrdfpGV9uPCciT7x028JhhXn/+/cJqxlGuH04For/vvcpCq/yEjNfc4C1wloU3d4Bj64/QpIkPII8nvt1jyAPMhIzSH2cCsC+ufs49MshDNkG9Do9CqWCjjM65mVk4S0F1ghk2OI1bAprjlLMknw3WCk4LEWz/+wtqlYpKncaQRAKqJS4dFwDXOWOIQgFkq2rLTeSRfG1ILO2MhfF1xxWqEQohUqEPv1/vS6L64d3c3HvNvru2Uf6X+2K/T0KUbNIUToU9SPI0UHGxAXbhdhYpuzfT2xqKnWCg4nOzmbe8eNkG43YazRMGz0atZtbjp5T5eTElG3biNq2jS++/ppaRYrwfrly2Jib42Fri8po5Kfp05m8fz9rL12i8tSpOXp+QRCE54lat44fN29mZZcuBXaAR/EsR8zUKk6cukOFcr4v3K5ieT+SHkz5z2NdOD4ip+Oxe+sAAkJGQ2MFpMp3c/aTylUYuHkzZQ3vYVTl7XPlz9//5P75+zgW/u+i970z9/Au5s13Lb9DKZZYyRdE8TUHSIiqTYHw1z/z3y/WFTtVpPGwxmhTtPwx5Q80thrKtikrY0DhdfVa0YshHkNIatQapxi93HGEHHDQcI/WoxZSyN2OZYs+lDuOIAgFkFGCpNgMdk6+yMVN6bgV88Qz2Av34i6YWepRqrUozTJRKEVhQBByg16nJy0xAwkomLfYBCtLc/R6MRMzN6nNLShRqzElajV++lh6YhwXdmxk25HdLIhcgcbMjO/atKONs634WcxBK86fJ0WrxSBJ/HH1KuZqNZIkYa5SUcXXl5bBwXy1bRvLIyJw8ffHPCAApZUVkk6HpNejUKlQWOROhyCFhQX+rVox38uL1h06cDc5mX6VKtEyOJiBvXpRy98fNxsb+q9cycEOHdBU+u9WiYIgCG/j1saNdPviC6Y0aYKFugCXQLRQNcyfrdsv/mfxVS5KpfJJl0kLeYuvVf38SEhPx+lmBnHFrPPsvFd2X2Fu27m0+6Edi3osYtDOQdi62XJx+0UubrtImdZlCG4QzPWD14nsH8lPm34Shdd8pAD/5sk5CYYEuSMIOcA1wBWFQkHM5RjCWv57EerYq7FYOVph42IDgKW9JW4BT0aL9ljcgzGhYzj0yyGq9qiap7mFN6NN0zIubBwB5fyxjRc3wN8Vpe3dsbWx4HwujMYTBEF4FVqjhuyMbBzcAnlw6R5X9pwhLeExWelpTwfsKZUqNLa22Dg7Y+/ugp27A4WCfHAv5oFXaS+sHJQo1Fko1VoU6iwK6CBtQXgjugwdjoXsRbGnALOz05CdrQdRgs9T1o4uVG7fg8rtewBwac9WBv8wkuFKBRPbtKO1k43MCfO3fbduMefoUdzs7GhWpw6JCQlsi4jAzMsLKS2NtFu32LFuHV9u3MihO3ewdHZGU7r00/0V5uYo8qj1oFOFCuzct4/dixfTd/FiohITGd2mDR1Gj8b322+pPmsWAz79lE6VKpGh01EuLAxtaiqXrl2j4ezZqESLREEQ3pIxI4MpkyYxsk4dgt3FcjD3HydRu2FxuWO8kEqlZFvqdRojbwe7QBcXzsw9QuGp9fLkfHdO3WFXxC5OJ50m0C6Q2sdro1QrmdVqFt4h3tT/sD5ze8/lq+pfsX3KdvrM7ENDv4Z5kk3IGaL4mgPOXj/L9QPXuXv6Lj5lfeSOI7whG2cbStQrwb65+6g7sO4z674mxyZzPPI4lbtWfm6bCpWZikZfNmL91+up0LEC5lbiw4Kpi70ci8FgYFPbzpg91otbM+8IuwQzzMxUaLU6NBrxcygIQt7LNGpQazQ0/uybF26jy8zg0e1rPL59nYc3r5D04B73LxwgPSGOjJQkJIPhaaHWzEKDtaMTNs6O2BdyxamwK67+HrgX88A9yA2NjYTSTItClSUKtYIAlH2vLPt+2kemUoGlUXQoKoisrcwxGIwokTCKd/iyCa7dhODaTbi4azOfTx3JVyoVE9u0o5WTjfhXeU1noqP56fhxZo0ZQ+GaNTErVOjZDayssHdz473KlWkzYgTXN27Erri8N9nNChem4ddfU7dnT9KiorAvWxaFhQVVIiLYkJpKy19/5WpcHLWLFGHO/v3EpKRw+sEDpj98SIvatfEfNEjW/IIg5F+SJLFj8mQytFqq+JreTM88Z6ngzoNEihcz3SJ05KIetGg3l5i5oyBKvgky3cuUYeGmY3z0Q11y+4N1Zkom64avY8HKBZSxL8Pp1NPoMnQcmH+AsBZhzP10LlZYcajeIb6t+C2dR3VmWK1hmCnMcjWXkLNE8TUH1Cleh4kHJ/LruF/pHdlb7jjCW+gQ0YHJNSYzo8kMWo5tibOfMzGXYljz5RocvBxoOa7lC/et2KkiG0ZuYO/cvTQY1CAPUwtvwq+CH+aW5gy/cYTMzCxOHrnKvl69cIoTLcryNT3Y2Wq4eDmWcmXEYBhBEPJeplHz0m3MLa3wDg7DO/jfnTb+V/LDB8Rcu0hC9B0So+9w/9x9Lu88RXpSAlnpqRiN/3w4VZtrsLK3x9bFGTs3J5x93HDydcM9wB33IA9snM2eFGjVWSjVWaL1sfBOcvZxRq/VI57dBZeV1ZO2wyqFAaMk2rLJrWTdZpSs2+yvIuwovlIqmdqpMzXNwChJ2Gme/7oZnZwMgJe9fV7GNUkT9uxhyU8/4VGnzku3VdrZUbxr1zxI9XLpp07x05gxpGRmUj0khLpTp6JSqWg6bRq3S5ak7/z51CpShM+rVyddpyPbYGDUjh2kb9/OcFF8FQThDUVt3syERYtY2rGj3FFMg42C9PQsigeabvG1QjlfLC3NmHbsEJ+7V5YtR4fQUEbu2IHDQz1JHrlb5Pzc+XP8KviRfT2bwmGFWXF6BRc2X+D8pvOMPTwWe8WT9z+DBg+ix+4edGjWQRRe8yFRfM0BTkonWpVqxYLMBXJHEd6Se6A7w44OY/PYzczrPI/0+HTsPOwIaxFG05FNsXZ6cc93tbmaWh/XYseUHdToXQONzctvvgryGrp/KNPqT0OhUpCZlMkO6TFtzVxQZ4tZEvlZt4bl+eTz5ezfPghzc/EyJwhC3krWqlDk4Bos9u6e2Lt7vtK2KXEPeXjzCvF3b5EQfYeYK9FcO3CB9OQEtCnJGAz/rG+uVCgxt7bGyt4BW1dnHAo54+DlgrOPG26Bbrj6e2PtbEBhpkX596xapRigJJg+tUaN0WAkSa3ERidKsAWRUvnkd7BaoSdbEjepTMXfRdgLOzbQc/wXaFOfFFfVFhosLDQ0rlKNmTWrETbpe1L1BrJ1WUgKBZ3bdKKtmxM1HW25HR+Pv7OzzFeS8+adOMHxu3cZUbs2fk5O//q6SqnE9f+1EDZVRr0elMqnP4NXNm7kx4MHGVW3LkNXrKD3vXt0/+QTLKpVw2/oUObZ2dFp4kRmtGiBl50dSrWa2wkJDGvdWuYrEQQhvzImJvL5sGFMadr0hYN7Cpw4I01qluSzIav5eVZnudO8UHa2gXUHzvN518qglSeDWqXCycqKhA1XUfYplavn8inrw8rdKxnRZgSFChUi3DWcGEMMw38YTsuS/0z+quNVh4vnLj4txgr5i7grnUNiU2LRpsr0m0HIUc6+zry/4P3/3OaLXV889/HGXzWm8VeNcyOWkAtsXGwYeWYkAAfmHWDAkJ/5ysmKmnXDGF+hBt6PRUOs/GiAb2XOB8QQGDqaeTO70KBeCbkjCYJQgFy7lYDGxlaWc9u5uGPn4k5gpZov3Van1ZIYHcXjOzdJuHebxNj73DkZxcXtJ8lISkCblvLMrFqlUoXGxhYre3tsXByxdXXEwdMZR28XXPxccS/mjo2bBrV5NgqVDoVa96QVsngpFfKYUqlEY6fh/PWHePu6yB1HkJFKzH82SSH1W1KybnMe37rK9WP7KN2wNVcP7mTD5OGcehBDfEYG742ZSWjDVmycNJxVm1cRma3DzMyczLQUfIuXYm3nTnjrMvjjdhRNiwWilPLv4Nnt16+z8/p1pvbvz9DZs188U8tEX1ANCQmMaNuWM9HR2JibE+DiglGSsLGwIC0riyq+vrQuVYp6gYHMPHyYxj16UDsggD4ffohX165Mi4ri+23byMzOJiEjgy5lyhA4dKjclyUIQj4kSRJrxo8n0NmZ4q6ucscxHRIMrV+TRuPnyZ3kPzVrHELkqpPgqYZb+pfvkEuaBgWxZdE+mudi8VWbqsW+kD1B1kE4Ojpy+/ZtnJycSEhIYMHgZyf3qRVq7BGF1/xKFF9zSIBdAK5+rlzde5XitUx3AWtBEJ6veq/qHFt6jJr9arJ53GaGZutZFlhX7ljCm8iUmF+xFWcaPKLLl0u5dGok96IT2bHrCh90rfR0JLYgCEJuuH79Idb2/561YmrMNRrciwbhXjTolbbXZWYQd+cm8fduk/jgLkkPo4m+8ICre8+RkZKENjUZfbYOAAUKJCTU5hZ/FWztsHZywM7dCTs3Bxy9XXDydcHN3wV7bxtUZnqUat2Toq0qC4Uy/95EF0yDezF3fp5/kCbjWskdRZCRUiFm65sqpVKJe0AJ3AOeDJKs0KoL3sFhXNixkabDJuEV9GSWZ4uh39Fi6HfotFou7dpM6cZtiPyyJ2VHDcdcY4UuKxMLS2uUCujWtDUTQopjZpDvhu3LXHr4kG927KB1SAidQ0MBiDh4kC0rVqCxsyMzIuJf+1yIjcXb0RGlnV2uZJL+Klwr3rC4q7CyItDNjSN37qAAqvj44GhpSbJWi425OaF/rU9ra2HB8Nq1kSSJzVeu8OHo0fhFRDDh66/5bfRolFlZ6K9eRV28OCpz85y6PEEQCpDU8+eZuXYtKzqb7uxOufim2mJtacHylSfp2L683HGeKyk5A28vB3gg7+C5/lWqUG3uXNqlGdDaqHLlHFd2X0GbpmXFrytYuXIloaGhTJgwIVfOJchLFF9ziLPSmebtm3Pu0jlRfBWEfGrw3sEAbPt2K3WrlEKKA9McXyy8CjtrDQ9ikqlcazLxCemo1UpmztnLxtV9KezlKHc8QRDeUXfuPMLW1XTX03lT5pZWeAaF4BkU8sr7pCU8Ju7uLRKjnxRrUx494P75aK7uO09mShLatFT0WVok/im2KlVqzDWWaGxtsbSzxdrJHhsXBxwKOeHo7YKjlxPOvo44eNuhMjOgUGX/9SfryX/FC7fwf+zdd3gUVdvH8e/Olmw2m56QHlJIICF0QiK9SxHpSBFF7GJDBUXxEdFXERD1wY4IqCgiUhRRkV6lN0F6S0jv2WySLbPvH8HCQw9JJuV8rotLszOz80sI2c25z7kP0G5MO9bNXqt0DEEhT034jtJSG2pE8bUmCYhuTEB04yse0+n1NO87BIBRM+Yhy3YsJWZkq420E4ex26z8+O6rzFnyNYOGjOLDpo1wslmqMv4NWXv6NA926MCao0dZcfgwOBxE+Pjg1qwZU4cOpX9s7GXXHE5Pp2NCAipt5bTQXjlpEj9t2MDeCxf4YsoUGt1//01dL+n13P/tt9xnMvFMr164OTnRPPDq2yWoVCr6xcTQLyaG1cePM+CJJ7g7Pp6Ro0bx/ief4KzT4e/lxc8HDtDI359hffsS1LIl2oYNkTzF73CCIFyZw2bjreef56HERAxiAsflSuHRgW35dunealt83bL9FDOevBNKlJ2I62s0olKp0G3PoKRHQKXcY8fCHSQOTOTBMQ8ydOhQFi9eXCn3EZQniq8VKCU1BaOPUekYgiDcIq9QL15+eQEXnujHy1KMKMDWUOF5rjx7fxdaBwVxu1skkl3i0/Q9DBj2CXu2vqB0PEEQaqmUpAw8/IOVjlEtGL18MXr5EtY84YavKTGbyE9PIT/1AnlpyRRkpmLKzuTMztMc/m03JQX5lJpNWEv+2e7DgQMVKtQ6HTqDAWejEb2bGy6ebrj6eGLwcsHd3xPPYC+8Q33wCPHAyUVVttJWsiJdLOAi2UTxtpZQO6nF+7c6avWaP1m78Tjv/foDGXZlWsALlU+S1OgNZX+/Ea3bAxC1qAuLJj3EBTSke/oRmplU5bkyTSYeXb6czpGRPH7bbZcd71C/Pl8dOMCnGzci5+Ziz81F8vKi5MIFVu7bx+z+/+zxdiIri3e2bCGrqIixYWGVljktJwezxcKu5GQOrF1708XXv5xftIgDqalM7tr1hq/pGR1Np4gIPt+9m26PP058SAjNAgI4kZzM+Pbt+TMzkxc+/pj8khJC3N2ZNWsWbh06lCufIAi12/558zh47hwTEhOVjlI9+Un8d+5mBg1ornSSK0q6kEthYSldmjeAw0qngcSQENZ/upFWPa6yFcAtat6/Odu+2AZA+/btK+UeQvUgiq8VxOqwsvWXrYz+ZLTSUQRBuEWP//gEucm5TG02lfvebUzIeTFrviaSilS8HHJx30MTgIOHAlqxxPMAUU2ncHj3ZHQ68TIoCELFykjLIqJtvNIxaiy9wYg+PBq/8Oibuk6WZUw5meSnpZCfkUJBRlnR1pSbQU5SMic2/4E5PxeLuQhLsRmHXPba/teqW5VKQuvkhM7ZgN5oxNnDDaOXO0Yfd1x93XHz88Q90APPQE88QtwvFm+tqCQrKrXtn/8XFb9qYf3s9bTve+OrtIWazWKxcf9jC6nn64rZbKH1bXGk6VsoHUtQQPzA0cx9dDBT/IP4xNepylsQz9u7l6cHDGDh2rX8kZZGnL//JceLLBbcXFxAp0Pt74/a359fpkxh3fr1BLu7E1Ov3t/nLjpwgG6NG9O0UydaDBlSKXkdDgdFRUV0j4riqXbt+GT3boY5HDfdgtjy55+MmzmT/7v9drTqm2vR6KTR8GhiIo9eoWAS5uVF74ZlneV+/PNPHnr8cebOmYNLmzY3dQ9BEGq3wsOHGf/mm3w8cGC5W6jXdnmGUvILinllUh+lo1zR8h8P4OlhwC9JDyi/Bc0jiYmMW7GCNta7sGsr/nsqYVQCDtlBztkcBt87uMKfX6g+xKhzBTFjxpxnxtndWekogiBUANkugwrUSCBaltUeRQ5WP/Mg/g9MQWz9KghCZcjLysE3PErpGHWOJEm4+fjh5uNHCDdfdLHZbBRlZ5CfkUpBRgr56SkUZKZjysgh48RxzAV5lJoKKTUXYS0p/rt4+5e/9rh1Mrjg5OKC3uiCs7srejcXDO4uGDyNuHi54u7njnugB14hXrh461FrHKC2opJs//xRW0Eli0LuLUg9msrEZY+CTfnBG6HyvfjKD6RnmbGrnNi/9wQvzXmPAqVDCYow+vqhM7gQ0a0fJUc3oS02Ven9i61W/Bs25CE/P1auWnVJ8TWloIA31q9n8dy5lxQH5i1dSuvgYEa1aIEsy7y5YQOrT5wg2seHqZ99hiH65iYj3Yy0dev4fts2Fo8cyZGMDAx6/U1dL8syZz79lGmff07r4GAa+1Xetgv9YmKw2u3cde+9zJs+Hd9+/SrtXoIg1ByO0lKmPvUUDyQkEFBJe2PXeBI8vnAFHds1UDrJVXXr3JCXp65kYdYhRunilI5DYmgo+cXFuO3JITfRu3LuMTqR3d/tJkmfRBBBlXIPQXmi+FoBHA4H7616j5CmIUpHEQShApSYSpjWdhqPjh9AwPmqnS0tVIHTNhJahPHiKz8y/f8GKp1GEWfzipj/y2E6d2lETLAn7jY7ejE+LQi3THaoMOXl4hfZSOkowk3SaDS4+wXi7hcItLrp62VZxpyXTW5KMoXZ6RRmpmHKzaakII/C9HwyT52l1FRIidlEaZEJi9mE3Wr9u2Xyv6kkCY1Oh8bJCa3eGZ2zM04uzjgZDehdLy3muvq4YvQ14lrPDTc/V5zddP8q4tpAspetyJVsdaqgq5JUqCQJsCsdRagkJSUWht49l5BgT5b+cIDPfppDkmdfOmGngJtbeSfUDjabjU/H9mPgSzPpac7CtYoLr1A2Ngqu6nwAACAASURBVGQzm4lq0oQPFiy45Njq48e5q107Av7Vlrfk3DmKrFb6x8bi5+rKqexsjmdl8cmLLxJ///1IzpU7uX/npk30i4nBoNPh4+LCucxMHPn5qDw8buj6wt9+Y/Sbb/Jaz560Dq78LRcGxcXhrtczfeZMZojiqyAIwJHFizmZlsZk0ZL86lxUbNx+gj/3vKx0kquKbRSAVqtGra4+v6wk1g9lzczfaLWkcloPAySMTOCRux5hy7ItGFViK8vaSBRfK8DaC2v5ZtY3PLr0UaWjCIJwC2w2G9PbTSf7XDbdBibwktQQlVj0WvvIMDAxjqU7/1A6iWKmfLyR1V/+zpfvrcVitoAEHv7uhMcG0jIhjG5dY4j1d8fLJos98wThJhTLemyWUtx8Km/lh1A9SZL09x63t8pmsWDKzqQoPxtzXjbm/DzM+TmY8/PKirlpeWSeyqK0yERpUSGWkmKsJWasJSWXrMj9d2FXJUlonPTo9Hp0BgNOLgb0RgM6gx4n48XCrlGP3tUFZ3dnnN2c0bsbcHbTY/AwYPAw4OzhhKRxoJLsqFT2i3vkymUFXpUdlWQHlVwtirwqSYXVIWYV1Wb3P7YQnbMzNrUL/QfeRqZXN3CALAqvdZZss2G3WTl/YBexjjw+2rGTZadO8crIe2mHpUoy1PfwYN2mTUwYPJjC0tJLji09fJgVX3xxyarX6U8+SUJICH6urkxevZoj6en0iY8n4fHHqySvt5cXGUVFAIR5eqJTq0neupXQvn1v6Pq1339P9wYNqqTw+pf2YWF8unMntuRkNP+6r2yzgc2GdJOrdwVBqLlsmZlMmjaNKd26KR2lerOBVqNGr6/eZSA3Nz19GjSCM0onKTO+XXseWLqUeNtdyJqK/eXGbrNzdO1Rjm88Tm5SLoUUYkQUX2uj6v2vrgbId+Qz4YkJDH9vOE4uTkrHEQThFpzedpqSwhK+mDaOjpkuqC1i0K62alDPhz+OpFBSYkGv1ykdp8od2X2OYe8MI3FU2d5KNouN4xuPc2zDMX754SBfzFpDqamU8JahPD7xdrq0qI+HzY6T+CchCNdklsX2E8Kt0+h0eAQE4RFQce2nLCUlmLLTMWVlYMrNwpSTRUlhPiWmQizFJkzpRWSfySkr5BabsZaWYCstxWYpxWa1YLdayga2+dc+uf+anvPXY5KkRq3VotZokLRaNFodGq0Wjd4JjU6H1kmHxunif/U6dM5aNE46NE5atHpd2R8nLSpJhdZZh96oR+fihFqnwcmgK/tjdELnokNrcEKSHKi1aiQ1FwvBZcVfg7srm34/Q3ir+hX2NRSUV1JiYeLk5fy8+gh6vZYJH7xLUUjZ3mUl4j1KnafT63nh14O8O7gdkT8swtXbF4dKxZj585gzYACa/Cya+PnhXonFubTCQlpFReEoKfl7x7pFBw+yaP9+wr29MUZE/H3usWXLOJGUxJ0xMQAcz8zk0xdfJKRXr0rL979OHj2Kl8Hw98f1PT05c+IEoTdwrXnrVt5bs4YFQ4dWXsArcNJoCHV354PHH+e2Zs1YtG4dkkrF6Zwc1CoVA1u2ZNgbb6AJEi0cBaG2mz9pEi0DA4n0rpy2sLWGqwqrzY5Ujffe+umXP1BLKoy51WcSXavgYPKLi/H4o5Cc5hXX0tpaamXx04txOBzEdYtj7sdz8cf/+hcKNZIovt6ilYdXYvQy4t9I/CMRhJquKKeI4vxiGpca0IrCa63W3hqM0ejE4T/TaNXiRoYXag+LCtLPZNG0b9O/H9PoNMT2iCW2R+zfj9lsNn6b+Rv/Gfc15jwzkiThFeRBZFwQrRIj6NGtEeGeLrjaZVGUFYSLiuyG658kCArQ6fV4BdXHK6hyi5GWYjMlRYUX98cta69cUmSi1FSIpbgIa2kJ1mIzltISrMVFlBaUYLaWYLXkYbdasdus2C0WHA4HdpsVW2kJNosFh0NGttuwW63Idhuy3Y5st4PDgcPhuGSVrwMHxfm5bNti4t6b7yAtVFPpGQUkdp6Jq9GJqXNmUBLWjyKHmPwsXEpvMPLCzwfg4s+EjHOn+OaFB7lv8bdlLd+Li/jiv5/TJ+1Ehd9727lzfHvwID1790YyGCi12ej0ySd0b9iQn5cuRRcZiWQsW9Ui5+fzxMSJDIqLo3uDBkzbsIHk/Hzq9+yJJjCwwrNdzaY9e3imXTsA1p06xd7kZF65weJvyv79hHp44Gmo+vc+b/TqxcJ9+/j8118Z2LgxWkmiUb16WO123t2yhZ133cX0efPQRUVVeTZBEKqGLSWFhevXs3jkSKWjVH/5Mi4GJ9IzCgnwd1c6zRU988L3zHysP1Ke0kku1TI4iE2z1hL3RcVsWVaUW8THQz6m7wN9ef3u13FRuVTI8wrVlyi+3oI0RxqvP/06d398t9JRBEGoAC0GtGDDBxuY9udO3vVto3QcoTKpQJYdODtrlU5S5fLVEnabHYPHtQdKNBoNvV/oTe8XegNgKbFwdO1Rjq07xrKvd/Lp//2E3WJHJalw9XbBAbj5GEno3JCRI9oQ5W3EzSaLNxpCnZKUXoJGJ4oBQt2lczagczaAwq233x6YSONGjRXNIFScnbvPMnT0Z9x9bw+ix75PnmwAMfFLuCYVDsC3fiRPfrPu70d/ff91Hp78DKPbd+LVVs3Q2q0Vcrcv9u7lhyNH2P7dd/h17YpKpWLiXXexYsMGZvz6KyrdpZ12VAYD9X18sNjtqFQqNp05w8/vvIM6IKBC8tyo7gkJPL5iBb4uLpzJzeXXBQtwaXRj+9YHxcWRVlhYyQmvTKtWM6Z16ysem9KjB5/s2MHdgwfz8qhRBDdogM7dHVmjwbVz56oNKghCpdm2aBHNAgPRacSIw3Vd3JWkuo5/ybJMZqaJtnFhcFjpNJca3649T638kaa2ARXSevjA8gMMeHAA0++eXgHphJpA/IS6BTmWHJxcnPAJ81E6iiAIFST9RDqdB98O2UonESrTEadsLBY76zYeJ7ZR1Q5yKO1gUk652uTr9Dqa9m16yYpZKGtZfHb3WSS1xIWDF9i36hAr5m7BZrGh0WkwehvRG3QYjE5ExATQtkMUndtG4K/VYLQ7qL6NbwTh5h0+morB3VPpGIJQ5xUX5pPYPAi4oHQUoQKMefhLXnn3eazNHsMsi3cOQvnd/vhkGrbtxqfjhpEX1ojZnhrUDvn6F17D7G3byJdlVq1fj/Zfe5D2fv11elsslxVeAVRaLTPnzGHsiBEUlJZyOjsbh0aDSl217RZHzJrFsPHjyT57Fjd/f/QXWyDfCKf4eILc3DiRlUWUT/UaE3s4IYH2YWFM//ZbsoqKsMkyptJSnunZkzseewznli2VjigIwi364/BhWov24jdGp8Jul/Fwr75dmoyuThjzqt97vHZhYeSai/H6s5CsJrfeejjlSAp3PHBHBSQTagpRfL0Fm3dvJqRZiNIxBEGoABazhbfav4VviDd9TN6I6fS1mASPfrGUnt1jeOzBDkqnqXK//PwHQY0rrp2ZRqehQdsGAEQkRNDhX1/T/LR80o+nY8oyUZhRyLk953h/2s+8diEXh+xAb9QTGOlLo+YhdO7aiI6t6+Mlg7Ps4NbnFApC1Tt9Kh1X73pKxxCEOs8hywR62JWOIVSA1LR8rFY7Uov7kUXhVagAwU3jiUrswtLP3uXuz5fQ9si2cj9XdlERm8+c4afNm9H4XbriX6VWg/PV94J3j4tj0S+/sHjmTJqcPk2xfGtF4PJQabVoIiLw+9detDdKMhh4tG9fPvr5Z2bdUf0Gkhv7+fF+//5/f5xXXMzcXbv4aOhQHurUiTtHjeLgmjVkZGZyOCWF8dOno4+LUzCxIAg3yuFwkJebi58Cbc9rJKsDSVLx3w/W8+S4LkqnuYwkSXh7urAnK5V2BF//gioW5+/Pvrc3ETL/1l/rwhPCWbpiKT1ie+Ch8qiAdEJ1J4qv5SQ7ZFYsW0Hzoc2VjiIIQgXIT80nPzWfrS8/hC5XFF5rNRnu7R7P3F93IEl1bxBv347TRLSNrJJ7ufu7436NPUXSj6VzZO0RTm87zZbnvqMw0wQqcK/nRlBUPRo1CSIhMYK2LUPwUkm42B1U7XoAQbg5F5IycfOrW6vpBaG6kWUZVCpc1GalowgVoGuf93jwyWEUy1cvYgnCzUg/eYRjW9fw8objeB3bcUvP9fWBAzwwYMBlhdcbpQ0KYtQ77zBy5kyogb+XtHrwQUzLl7PpzBk6hocrHeeaPJydebZjR+6Pj2f+nj0MeOQRHICXwYCHXs/L48bx5tdfoxEr6QSh2svcsoVf9+/ngVGjlI5SM1hg5aSx9HtzHqH1vRhwRzOlE10mwN+NA8mptPOtfsXXp9u1Y9SiRXzYMJiSSbdWB2oxqAXz7p1H576d2b9qfwUlFKozUXwtpyPFRzh74Cx3vnmn0lEEQagAB348QEBkPTxE4bVOGNuwJa9+/ovSMaqcDJw/mkavKdXjtcuvoR9+Df3o8tg/sy9tNhunt53m5NaTHNyXxG/f76Ew04TD4UCr1+Ib4kX9hn7ENQ+h7W2RxNb3xt0BLmK1rFANpKdm4xEpJuYJgpJWvDGBeqFhuKuV2YtQqFh2uwP/xvEUKR1EqDWCGjUlOLYZiyc9xIO9upX7eUqsVlYfP86E99+/5UxV3W64omhCQvhw2jTueeYZTmRlcVtoKCkFBXg6O9PE379a7sXo4ezM0+3b83T79pc8/sb69TwzbBjTP/wQfbPqV5gQBKGMXFDA8889x/OdOuFUDX/GVFdR+Z70bhfDtt9PV8vi6x9HUlnw4HBIVjrJ5bpERhLh5cWXSzYw9BaLr5IkYfAw8NDzD1VQOqG6Ez+lyunkhZN41/dGpRJDvYJQ08myzMrXVrLwrcchXek0QpUocODu7szqNX/Ss/uN721UXS3+fi+rVv/B/E/uueZ5RZKK4rxiAuMqru1wRdNoNER3jCa6Y/Rlx3KTczmx6QRndp3h5xUH+PK9tZQWlgKgd9PjH+5Dg9gAWrYJp+NtkQS56nGzy+jEnAqhimSlpdOwx+Xfu4IgVI0tCz/mz02/sv33N5BUuUrHEW7Rth2n0TlpUEX0EDuCCBXq/o+XMbNfK6b0GcIMUss1gW/xoUOM7NIFp6ioCs9Xk3j36cMiDw8WvvsuXT79lCgfHzqEh7P6xAkmdal+7S2v5sUuXfh81y6GDB/Oi0OG0Pa115SOJAjC/3BYLHw5YQKuGg3twsKUjlPj3N60IZO//FnpGJc5cjQVrU6Nd/7le6RXF9P79OHexYu5u8hOqUv5J0xlnsrkxOYTtJjeogLTCdWZKL6WU5BfEMUFxUrHEAThFp3ecZofXl5B/cbBdMkwKh1HqCrFDhqG1ePYyfQaW3xNTctn0Xd7uJCSx7pNx0m+kMsnczfz8P1X38c2GxlU1Nh2y57BnrQZ2YY2I9tc8rgsy6QfT+f4huOc3XWWue+tZebEJchWGZWkIrZ9JHePbc9tLULxVqtxtcuifbFQKUz5BXjXr5q23oIgXEqWZdZ9Notla94l2JCpdByhArw16zc6dG2NyXH1LQwEoTxyU8+DJOEUEoHlbDZONstNP8cPR46wbMmSSkhX87i2bcsjbdvyQGoqhevW8dL77+NVA/diHBsfj7NWy9KNG2mrdBhBEP7msFqxnjrF+nnzWLxxI/OHDlU6Uo3Uyz2ScfnVa1uOM2ey6DvoI2Y+1g+psPoucAswGtFKErL61jJu/Hgj97x9D82NoltWXSGKr+W0ZusaQpuHKh1DEIRbYCmx8EH/D4jv0YSX23VGylY6kVCVjp3JYObMwUrHKLde/T8gKsKX/IJi3I163pg6iqffWc6Jk5nMfHPQFa/ZuPPsNfdgrakkSSKgUQABjQLo9EinS45ZSix8/+wS3nj+ewozC8EBaq0anxAvwmP8adoilA4domkU7ImrXcYg2hcL5WSVNZSaCvENbaB0FEGok5b/3zMENogmPlC8oavpcnLNDL/3cwoKS7nrv++TL1a9ChXInJ/Lu4Pb4eLpTWz9cJxObr3p58guKsLTYMAlNrYSElZ/sixj2b+fnUuWUFxSgizLWEtL+W7HDtIKCxndsiX9a+jX5sPff+eH555TOoYgCBfJ+fnMe/ZZ5qxeTbC7O58MGlQtW5rXCIUOosJ9mfb2al54tqfSaQCYOHk5I/q1ZLBTTLXuciIDqYWFuO3JJbudd7mfx1JkIT4sHrVKLAeoK8RPq3IodhTz7cffMvKDkUpHEQThFmybt43QmCCWxvQShdc6yMWgIz29gPohXpcdu5Cax7oNx1j47W6aNg5k2mv9b3i16Mz31vDp51txNToxe9Yw2iZEVHR0AIKDPAjx92TJ7SNArYJiB3snP0XM5Bm8/sod6PWXt2z5fespAmICKiVPdaXT6xjxP6/XpiwTx9Yf49T2U6xcuo/5s37DUlS24sHZXY9/mA9RTYJo2TqM9okRon2xcEOKZGdkh4xGV33bJQlCbXRq52aWTHkSFw8PVi1/ErWqQOlIwi1q0/EtunRuTJfJX5Hv8FQ6jlDLGNw96fvMa+z58RvC086U6zk2nTlDh+bNUWm1FZyu+rOcOsWMceNYffw4LQMD8XR2RpIkSqxWnm7XjgY+PkpHvCXPdujAa4sW8fGgQWjDw5WOIwh1msNiYfp995GSns5PY8agqaH7Y1cbDlhw9zASXplN49gA+vVuonQidu87x5cjhkKK0kmuLdLbmygfH/74di8B7Xrc9PVH1hxh59c7Meea6RZd/v3mhZpHFF/LQY+eFp1acPr307QYIHp0C0JNtX/5fronxCGJgkqd1DgigAULd9Cmddglj+/Zd57BI+cQ1yiAwbc14ccdh2ma8Aa3tQmnY/sGjB6RcMXnW77yAE8+9x2SSsWud57mqwP7eHrCEnZumljh2ZevPMDhP1OZMagvmOGvKYKGbDXxTUOZ/dFGJoy//A3h4T3niOnXtMLz1DRGHyOthrai1dBWlzwuyzJpR9M4tuEYZ3edZc87vzE9Ja+sfbFahXeIF6FR9YhtFkxCQgQtYwNwd4DR7hBtjAXMsrPSEQShzlk75222f/sZ/3nnBcZ00+IkicJrbWC3y9z+ygIybaLwKlSONkPGsObjt7DY7OW6ftnhw7w/c2YFp6r+bOnpvP7wwzgcDpaNHo26hm5lci0DGjdmf0oKS6dO5a5585SOIwh1li0piV8+/JA9J08yZ9AgVCrRn6oi+OUZmDthOJPe/KlaFF+NRidOFuYSR/WfuFNiteLuefPb1R1ceZCDKw4yeepkwvzCcFfVvm50wtWJ4ms5qFQqohtGs+/oPqWjCIJwC1IOpzDinuFwVukkghLe792Pxq/OYvnKAwy4oxkA36/Yx3OTljL/uRF0tpe1ln9wQEuWFRzlyIUMps/6jVffWEXrFqF89fm9lJTYMBr1AHzz7W4m3teNx2MS4LzMw2GtWaY7SFDUizjpNLw7fQgBF1v+ZmUX0rtnHD/8dBCrzY7ZbKFntxj86rldN/fBPy7w9IQl/Pafh4gq/J9BSTU4OWtZtfrwZcVXGbhwIoOhveNu8StXe0mSRGBsIIGxgZcdMxeYOb7+OGd2nmHzhuMs/Xwr5lxzWRtjnZp6Yd6ERtajQUwArVrXp3WTQDxVaox2WbzZqiMKLVpUomm1IFQJS0kJC54cTk7yWVatfZNmfvmAVelYQgXIyjbh7KwjWxRehUqk05e9fz/lG0LnY7/f1LVbz54lyNuboC5dbuh8a2oqKq0WlUrF2V9+YeqsWbz8yec0aN3spnMrRZZlDkyfzg/r1nEmJ4fZd95Zqwsh4267jaELF+L/zDO0e/ZZNEFBSkcShDrFfPw4IwcNwqjTMatv31r980YJTQP9OXOuerT/czhAo6kZE3mKrFZ8Qr242V1zt3y+hfkL59PCVSzgq4vEeGA5nU8+j4u3i9IxBEEoJ4vZgsPhICJLoqwsJdQ1+lw1q158gF4T57D/QDL/mdSb6bN+47/jB/1deAWgBAbqGjEwvBEvPdMJ2QO6vPMpgQ1eQqfVsGrZYzSNC+LAHxd49Y4ekFb2/WTI17Dp7oewBMLO7AsMGvc5vj5GUlILcDHo0OnUODtrCfb3oNhi5cNPN7F9/YS/byvLMmaz5e/i7l9emvIDz9/T7fLCK4AdPujXn4TXZvPz6j/o3fOfQmuBWqLUXIpvuG/FfiHrCIObgeb9m9O8f/PLjhVkFHDktyMk7U9iy6bjrFiwDVNuEcggaSU8AzwIivClUVwgbRIjaNMsSBRma6GjJ3PRG12VjiEItZ45P5e3B91G627dWLvkbjx1+UpHEirQ0h/2E9kgEFn0lBAq0bZFn6F3c8fPVnLT1246e5Y+nTohOV+/44XD4eCxAQM4lJqKm5MTRzMzScrPp+2PvxLcogl6dc0YcD48fTrPzJnD/fHxjEtMrPWFEF+jke9GjWLgl18yw26n13vvKR1JEOqUnz77jOb+/ozv0EHpKLWSudiKTqempMRyxe2qqlJWlglvgwvkKhrjhnQMD2fBrJUMHx2FXXfjr98Ou4Nwo2hjX1eJMb9ysDvspJ1No16LekpHEQShnHYs3EFwdADOJlF4rcsamjzZ9cqTdH37E/z83OjUIYpf9hyjX8uoK19Q6EAqhLUP3E+ewcq+tBTuHPoxQUEehId60cj8P/vHWkB3FtoTRNqH/0HKAaSyPyUedvTpEpQCnhIRU6Zhs9nIyy/h2ReWsmvvOYqKSnF3c+b+e2/j951nGfdwR0KCPTlwNgW8rxzRI1tH6yahbNx08pLia5rFhlRDBnhqGrd6biSOSiRxVOJlx8wFZk5uPlnWxnjveX5evIvCTFPZilmtGq9gD+pH+9O4eTCtW4fRMjYAN4dKFGZroMN/pmD0EpMbBKGybZz/X2LbtGHZe4moVUVKxxEqWEFBCXpn/fVPFIRy2rvyW377aBpPLdpIs1O7b+pah8PB+dxcuMF2u47CQs7n5jJ3yBB8DAY+2L6dkOD6OPrfjVaqGQXMpK++Ytwnn/DBgAGEengoHafK+BqNzLrjDlbt2UPPkhIkvfi5JAhVpUGjRmzZtk3pGLVWfZMr3ds1JLHLTH5f/5yiBVitTo2ppBRfnK56zqPLlvHNgQO80q3bJQX5lX/+yd3ffkvelClsPnOGfgsWcPb55/H4n8lRTd55h0cTE3nstttuKevcwYOJmTWLz2OmMahfW4JfbEd+vWvv/W6z2FDr1Bi5+XbFQu0gxvXKwYqVo7uO0mG8mIEjCDXVvqV76dwmRukYQjXgk69n8t09ePXjX3HW67ijfex1r9HkSfjkOdGDcPa/Pp73D/7OizEd4BpbzUnJl24urC/416BNnsxtLcMJavASHh4G7ujUmNfu68XgwMbsKrrAa8vWEB7kzcNPfoNOpyEry8TXjcMZqb/CHh0qOHQshWee6XbJw+u3nsQzqO4MmFQXBjcDTfs2pWnfy/faNeWYOLHpBKd/P82GNX/y3ZzNmPPKWhlLGgmPem4EhPsQGeNP8xb1SWwdhr+LDle7AyeHQzS4rWbOnk7D3S9A6RiCUOud3LmJLnd0R60SE+hqo/Awb1at/lPpGEItdmzrWuK696Nv1mlCMpNv6tpdycm4ubjQ5/nnb+h8lZMTLjodGklCI0msOXmSRye+xfDmAahryOrRBQsX8kTbtnWq8PqX+OBgZm3ezOHZs2kyYcL1LxAE4ZbJZjOrfviBBt5XmW0u3LpiBwu6DWFI8UJen/YLr0+5U5EYixbvRqtR44fhuufqNRre3bqV+1q3vqy4WlUkSWLNAw/w6po1vDpnKX03H6HbjkeRNVd/PbdZbDgcDixY0IgyXJ0k/tbLIcuRha3Uhs5F2aX5giCUX/IfF7hr1FA4p3QSoToY5h7L3s4X8DMaGR/VFooc17/oIo9sHZODOl6z8HpdDvjyzqFcGFpESKHxn/tnycQTwA+9Rpd93LoPb57azOfLd5CSVwj+V36uZ+7qxKARn/L1/PtolxgJwN5dZ/BvJApD1YnRy0iLAS1oMeDyvT/MBWbO7jjL2d1nOXboApt/OczrqfnYbXZUKhUuXi4EhPvQIDaAlq3DaNsmnEBXPa52Gf2Nf/sKFSglKQOPgDClYwhCrdf/henMf3IET90zg2jvPKXjCBXMz9eVpKRsita/hW9oODtW/Uj7R14jXxumdDShlqjfNJ7ti+ciDxry92PjVv7E+uQUVox/jqjiK7cyt9hsTF27lq8+/BDJ5ca3oDJbLKQWFHAhPx83vZ56DcJrzKpXuaSEfUlJ3NP88m03aiu7LDNv925KbDbGtGrFo4mJLFy1ijfGjUMyXL9AIAhC+ViTkzmxYQMffvIJVquVt3r1UjpS7VbsIK+gmBYtQhSL8NLUH9n41jgMKdcvT3WKiOBMTg6zNm9mas+eVZDuykI8PPhsyBCS8vJo9t57qDrN4Z6Zwzmf6ApXmFSlN+rxqe/DpC8n8d49ooV9XSSKr+WgU+lwcnFC63TtpeWCIFRPFrMFh91BdI4Gsd+rAEApTIvuUfb/N1F4rUhSLoTgAlzj/qUwKbgDk5662HnBfuXTxrg2J2dEMeMnfs/vG55DkiROHk6lQU+x2rumMLgZiO0RS2yPy1di22w2kvclc3LrSc7vT2LX26uZlpKHbJVBAp9Qb1q0i6RVfDhtE8IJcnfGaHfgLIvVspUpMz2Lxs27Kh1DEGq90CatSBh8D3cOmMHO9U/jphGth2uT9m0bMHJYa379+juys02Eh/vwSt8uTJ7/KebAHkrHE2qBNZ9Mp8/4V3EuNQMwY/NmfklOIbbnALrPmsHm/7xOaOb5y67bm5LCbQ0aUL937xu+l8rJiWeemsDUWdPYl5LChxP/g7tL9W1fa967F0mrRd/kYncdnQ5nrZZSm03ZYFVo4qpVxAYE4G80MmrRaw+FeQAAIABJREFUInpERfHtgQMMmDaNxKlTlY4nCLXSyaVLeeC554j29eWORo3oFBGhdKS6QaWitFS5n+/eXi6cy8y5OA52bWqVipe7dePB77/n4YQEgtzdqyDh1YV4eHB64kSGf/MN/To9z+C4OIZ/O5aMqMtX5UZ3jqbkws3vMS/UDqL4Wg7eeBMQHcCFQxcIahKkdBxBEG7SrkW7CIish6FQFF6FGuoqRdd/ezoykcXr97NoyR5GDIsn9XQmfTr0r/xsQqXTaDSExYcRFh922TFLiYVDPx7i0M+H2PvuGmak5GG3lH3D6N301Av1on6UH7FNg0hoE06jMG/cHGC0O1BX8edR2+RnZeMXHq10DEGoE25/fDKndm7m8df3sOCVRleaaC7UYK9OvuOSj5+d9D2/zZlNu1dE8VW4NTabjeKCPJa+9gw/arVotFockponv1mPR0Awv383j+0N4y8rvjocDt7ZsoWPpk+/ofvk5eWxe89e5i3+niF3j+GNl6fS+9EHsLXrTRu/6rd6UjabsaenM2r0aDSSxDe//oomMBBJkoj08eFwejr1jHVjv7qjmZl88O67aOPj6bt0Kds3bqRnXt61pscKgnCLVq1YwQNt2tAvRkwWryqyN5w6m8mgO5spliE3z4yXtwuk3dj5/WJiaOLvz5sbNvB+/yuPbTWeNeuyx8xW663EvCoPZ2d+GTuWg6mpjPzmG9yeX07rpSMuO+/I6iM88dQTlZJBqP5E8bUc1Co1/Qf356dFP4niqyDUQHuX7qFzYmOlYwhCpZLMKqJCfLmQkkeJpKIoz0xQU/GaVdvp9DpaDW1Fq6GtLnlclmXSjqZxevtpkvYn8eOSvSx4Zw0lhSXgALVWjWegO4HhvkTHBdK8RQhtWtTH10mDi92BXuwxe002h4S5IJ96UWLAQBCqypjZi5hxZzzHnnqXRp7ZSscRKlHXTg15euIS+tqTyFMr1x5PqPk0Gg1TNp9m7Zy36frAM+iNrnDxHc6RDT/j4u6Jk3z5LMdzeXkEeXgQ1rfvde/hcDiIjokloFkiHe8ZxwuTJrFw6Q/8sqkllqAQpGo2W0S2WHhj4ED2JCfj6uTE8awsbCdPogkMBODOjh2Zu2oVXSIjFU5aNWLq1ePjGTN4avly/IcPZ+Dw4QxUOpQg1GIOu53tBw8ytXt3paPUKalaMxqNGr1euS0VWzQNZuL8lazse88NLTAAmNK9O3cuWMDjt912xeOrxo7FVXfp53TH/Pm3mPTamgYEEB8SQkmx5YrHs85m0bZh20rNIFRfovhaTne1v4vl3y1n9dur6fmscr3GBUG4eUkHkhkxfIjY71Wo9R7pmsjI6V9RpC5b0yhJksKJBKVIkkRgbCCBsYFXPG7KMXFq6ynO7TnHvr3n+W3pXgrSC3DYy+b5O3s44xvsSWhUPWLigmjVqj5Nourh6lDhIsvo6vhyALPdgGy3ozfUjVUhglAdGNw9CWuRwNsfbmPOSw2VjiNUor694liybB+/vvk4bScvxS56NQi3wMnFlT5PT7ns8eVvTGDk9Lk0O33gsmOf7txJ7w4dUGmuPYRmt9sZOeZ+2ox6jPajHuHcgV0YvXzIt8h0i6+eE7TSvvuOtSdP0j82loX79jHp9tvRtWnz9/GGrVtz+ssvFUxYtVQqFS0aNFA6hiDUGfbUVLJMpjqzur46cXL65zXt1OlM/Oq5YjRWXWv8rz4fQ6MWU+EuFeTf2IBCu7AwujVowNS1axl5hf3I63t44OF8aetfdRWMg3kZDJy/kHPFY5JaQk/13XJAqFyi+FpOvmpfFv13EZ37dKbtmLYYvcWLhCDUBJaSi/u95or9XoXar501mN2vP0WvDxdgU3AvD6H6M3oZadavGc36Xd52SJZlUo+kcmbHGZL2J7Fq+X6+mr2O4vxioGyQysXLQL1gL0Ib+BIVE0CLFqE0beiHKyqKcKBVSbjYZQxy7WxvbJYv39tFEITKlzB4DL/+91VsL8agUYn3dbXZ7LeH0rrDdMwv9KTHW79gc2iVjiTUIqacTOxWK7eFBBO+dfclx/YkJ2O22xk0Zcp1n+fQoUNkaly5fdQjFOZkotXrSTtxBLOt6mapnf/1V3Zv3oy/vz8Jd9+N2sPjmud/tmABDyck8OH27XzywAM0HTcOSf/PILG+dWtcdDrSCwvxc3Wt7PiKa+rvz6nUVDoqHUQQ6giHyVQlxTHhUisOHcbTw8Cixbt57qVllFpsNI4JYMMvT1d9mJtsCPFK9+50+PhjGnh7V06ecmhfvz6zd/wODgf/3g/F4XBgt9qRxfhznSWKr7fAR/Jh8NgBfDbiMx5Y9ABGL1GAFYTqbu93ewmIrIdLgXjhE+oG32xn+tzRjjV7DysdRaihJEkiKC6IoLgrt622WWyc33eec3vOkfpHKquWXSzOFhSDA2ylNtQ6NSpUqHVqPPzc8Av1IjTSl0aNA2neLIToEE+MF1fRah03/fuX4gptTkpHEIQ6KbpdN5ZOfZqPfirliTtEMa42Mxr1HN33HyIa/4eRmmxSrf5KRxJqkR3ff0FgoyYEZqVc8rjD4WDahg189t57SDewKut00gVcfANwAMv/bwLmglzajngIo7ZqCguyycRjTz9N54gIlqelsW/nTsZ98cVVz7eePs2WM2d4qE0bPvr9dxoPGIDG1/eSczS+vrSuX58/MzLqRPG1V3Q0Dy1dSsePPiL84YdF5yBBqGQqZ2fMFgs2ux2NujZO062exjRvxRvz1/DzmiN07hjFF/cOw/+eV9mw+QSdO0RVSQadToNaLYGzBHk32HcYaOznx9AmTfh0585KTHdzukRG8tSPP7Jn8CJ6zhpIdn0nUKlIO5pGYHQgnngqHVFQiCi+3qKmJlfmnM1mStwUDB4G2o5pS9cnu6JTsGe6IAhXt3fJHtpX05ZPglBZ9hw9Q3hihNIxhFpKo9MQkRBBRML1v8cKMgo4t/scyYeSOf9nGvu2n+GjtDxKTaVA2Spag6cB7wB3AsO8CY/yo3FcIC2ahOBndMIgyzjbHdXuDezp84VonQ1KxxCEOkeSJIZPm8O0ifeD6llCgtxpH6vGR1eodDShksiyA7VY5SxUsP2rltDqzuEEZV245PFFBw/SPjaWkNtvv+5zpKamMnf+AvKcygZYZbuNh+asoKmXE23qVVGHDJUKuyxzX6tWZBQV8damTdc83XLmDADOWi3dGzRg4bRpjPnqK6T/aa8c4OlJckFBpcWuTnyNRl7q2pXR06bx5qlTJI4ciTY6+oaK74Ig3DxN/foMat2akYsWITscvN+/P/51YKKH0gwWDQ4cpKUVEB8dgnRGZtzYjjzy5Dc0bxLEoi/ur5IcarVEgVSK203+hv9S164sP1x9Fhh4ODuz+ZFHeOannxgb9zw9msWgUquQw11p2KkJkkpM5KmrVA6H46b7nxQUFODu7k5+fj5ubm6VkavGeG3AAJq4udG6dTQrbCnMWbmRkwfP4e7nRocHO9LhoQ5odNVtiFAQ6q7nQ5/n+/97ktbnxYw6oW5wALGLPmb0Z/fcUHFMEJRks9lI/SOV83vPk3IkhcxTmeQk5WDKNGG3lc2GlTQSrt5GfII8CA7zJrKhP41jA2kaF4iXToPB7sC5itsbv7PMzOcfLeexL36twrsKgvCXTQtmc+DXZZSYCik1m3jhree4v5cRg7pE6WhCBZo4eTkbNp9g/JIt5Nmv3UpVEG6UzWZjaqdInluxkwnbv0e6OER2Ojub51at4qfVq9FHXP099Jq16/hx0+9sXfcbbR58gYCoWLR6Z+Y/OYKJH37F2CZ+VfWpAPB8z55EGI3EBwfz+b59vL958xXPs50/z8xHH0VyOHg4IYFSm42hCxfyf8OH0/6NNy4594m2bbmrWTOa+NedFefJ+fl89PvvHM3IoHejRjy7cqXSkQSh1pILC3GYTMybPBlHXh7DmjZVOlLtp4bP8/bz3uJNfPTIYNpay7pcyUEqAp94nQ0/P0WjhpX/Mz+q6RS2z3gSn3O1ZxFbjtnM+JUrOZKRgYuLnp9O7CBQG6h0LOEWlbceKqqCt8CekcGGP/7gkREj0OXauRs/7u40jLwhGhabzjDv+82sfG0l7v5utL2vHZ0f6ywKsYKgIJvFht1mp1GBDrjxlhaCUJOZ3SRM2UWExYcpHUUQrkuj0RDSPISQ5iFXPcdcYCZpXxJJ+5PIOJbBbz/9wXdzNmPKKcJhd4AEao0a93pu1AvxJDTSl+iG/jRtFkxspC8uqDDIZQXaimpvfOpkKm71Airo2QRBuFkd732Cjvc+AcDZfb8z6+VxzHjJyksznuWh7pdsvSTUUJu2nOCbxbv4YP2vXBCFV6GCqdUaIi3mvwuvhaWlPPXjj8x/991rFl4B3pr9IYZG8SQ8NImQuJZ/P+4dEs5PS76hb+Tj+BmqbhzoP++/z9NjxpBhMvFnair2nBzUXl6XnCPn5fHsiBHoNBpe7NwZgFKbDVNpKfuOHqX9/zyn3eHARVu3WrsHu7vzf7ffjtVuZ+Q33/BUcjKa4GClYwlCrSS5uoKrK+179ODeCRNwcXKiT3Q0KvEGrvLYYaxrc8Y+2Bys/zwsXXDQMKoefx5Lr5Liq4+3kbYTZ3P81QmQUTs6m3gZDCwYNowPt2+nfkyMKLzWcaISeAu2LVxIY39/dP/TksUj08ZDhPBg95HkjdKwOO8MC37Yws/TfsatniudHu1M2/vaitbEglDF9i7di199X1xuYi8BQajpMn3KfmER+xUJtYXBzUDDTg1p2KnhVc8xZZk4t/ccyQeSST2ezqGvdzL37dVl+9ACOMDJ6ISHryv1gj0JDvchqqE/sbEBxEb64CqpcZYd6G9wBW3SuTQ8A0Mr5hMUBOGWhLVIZOLKPZw/sItXHh9O0HfTuKOpWelYwi1a+csf9OjdmgvqxkpHEWoZjUZDVNuuPHPfnTD6Pga7ObFg714e7d+f8DvvvOa1DoeDzMwsBk64CyfDpW1p0078SZ+nX0UrVU3xIH/fPvatW0dC//58tGwZU8aMYVBiIirny1se52/cyLHMTL4dNervxw6mpdE5IoJH3noLAPlim2HJzY0IX19OZGcT4e1dJZ9LdaJVq4n18+OriRMZ8/XXSscRhFqt4ZAhrPP3J37YMN7ZtAkvgwG9RoNGkvhk0CC0Yk/YineFemfnJpH8vPowA+9sVum3/2T2CEaM+RxMN92Ytdpbc/IkX48fr3QMQWGi+FpOcmEhs+fP/3uW4JWoAM90Gw8TwkPdRpA/XMOigjMsWLyZlVNXonfV0/qu1vSZ1AedQRRiBaGy7fluD+3iG1XYSidBqAk2pCXhHuCudAxBqFJGHyONezamcc8rD9LLskzmqUwuHLpA6pFUzp3MYN/vZ8hPzy8r0DoAB6h1alx9jHgHuBMQ6kVYpC+NYgJo2jgIfzdnDLIDvV0mPSWDRt3+d52IIAhKCm0WT+Kwsbz1xnf0/aavWP1ag8myzJr1xxg4ur/SUYRaauS0Ofyx5kfGvfoUkR/MZ9PChTwzY8Z1V10VFhai9fC5rPAKoDe6Ys3Pxktf+Z0x5NxcRowYgSzL7J8yhZSkJF7/+eernr/022/p1fDSSWxLDh2ie4MGaKOiyP3tN56YOJGE+vUZt3QpRmdnzBZLZX8a1dazHTrw5A8/cE9BAVId33pNECqTSqPB0LYtv86fj1u9ehhDQkjato25H3/M5jNn6NqggdIR64TBLZsw5oNvq+RejaL9KCqy8LsjmUSCquSeVcFUWkqRxYJ3YzFpsK4Txddy2vD++7g7ORH+P+1brkZF2YrYRwjhke4jKRimZq2Uyfs/rGdSxCS0ei2BMQF0eaIrTfo0qdzwglBHndt9jrcG3AHnlU4iCFVn89GTBDWpPW9iBaEiSJKEX5QfflF+MOjq55myTCQdSCLlSAoZxzPYvOE4P369E1OWCbu1rIuCw+HAlGWiy8MvVVF6QRBuVJex43mjZxwnTWOJck1XOo5QDhaLje53zCayQSDBA6dQUvsWRgjVRFz3fuz+8Rtuf/QeLMVFPDLuSeat/hlJr7/qNWazGaTLV2KdO7ATSa3G6FM1+70WHj1KsdVKnJ8fvWNiUF2nQJiel0ecr+8ljz3XsSMvr17NCJuNmdOmkRASwsfbt/Pw8ePkFBZedn5d4qbXU2y1Yj15EqeWLa9/gSAI5abS6Qjp0+fvj8MGDuRhvZ6nJ04Uxdcq0tToR/5fHaMqmU6nIdDfvdbtDHciK4vE0FDUAWJrorpOFF/LIX//fl6dM4f5Q4eW+znccuwMxIuBbQeT11/DSWMpi/buZ8WLy5g/dj4+4T50eKADifcmotGIvyZBuFU2mw2bxUbjQj217lVdEK7hyPFkWo9OUDqGINRIRh8jMd1iiOkWc9VzNn+2mW3zdxDaLL4KkwmCcCN0zgbcfP3ZfSibqLZKpxHKIz2zkLPnsxn/zWrSrFcvgglCRbjnna/ISznPircm8XPyeXbmWInXmylNScEQF3fJubIs88iTT9N68L2XPL70tfFknTvFkCn/pV941aySdImMJD4iAqvNxogXXkD1r+1G8jdvZs6MGSTGxdF28mSsZ8+y8eRJhv/P5xPs7o7ZakVOTyfPbKaguJj74+PRBAeTYzLhVb9+lXwu1Zmck6N0BEGoc+S8PFZ+/TVqsY1S1cmS0TtpSE3LJ8C/cruomc0WklPzaORVD9Iq9VZVamdyMrHR0ahEq+w6T1T1blLhoUM8cO+9PNuhA14GQ4U8p0emjdaZalp7tmL6sFZkBKqZf+FPli7YzrKXluER4EGvF3rRamgrsWefIJTTgRUH8A31xpgrCq9C3WHTQOqZDOL6xF3/ZEEQyiX7XDbe9cWMVkGorhwOGZ2TBrApHUUoh6AAd1QqsDnE4JVQ+SRJwis4DJUKnvp2I/5GJ7bMn89/f/iR1xcsIibon85n78z+ACmyBWHN2vDvBdn56Sk89NkPtPVzJtq9araX0tSrx/TffrvisRWffsrZrCzWLFlCj0OH2J2UROeICLxdXC4571hmJpkmE9bDhzmelUXXyEjCQ0ORs7I4mJrKhI4dq+JTqbbqe3qyd+1abuvaVYzLCUIlc9jt7PjoI9avW4fZbKbYbOb96+zBLVQgG8RG+vP9iv08/nCnSr3VvoNJuBn1eBTogNrT3uRgaipT7r9f6RhCNSCKrzdp3ltv4enkRKeIiEp5fskB/hfsvEA0z98eTf5oDfOyjjNv+moWPbkI9wB34nrH0eGhDviG1922L4Jws3Yv2sVt8Q3Ffq9CnVLgo8FmseFeybMVBaEuy03KxTMgVOkYgiBcjcOBRi0GymsqSZJQSxIy4u9QqFox3gbC3HT4P/IIb/YdhN3wT7HSZrOx8LulDH3v20uGirctmoNXcBgxHjo6Brpc/qRVRLbZcOTnYz19ms+2bOHLu+5CLUmsOXGC5zp0oIGPz2XXzN62jY9Gj2b5l1+SYTLhZzRyOjmZfQsWEOrhgV6rVeAzqT6eateOB77+mvWDBuEUL7qdCEJlOrV8OZPeeYe7W7QgW5J4tmvX6+7BLVSsLnENWLfxeKUXX9slRlJkLgWjCsy1p/iaYTLhU4fb9Qv/EMXXm3T3gw8y8L77MJWWYnRyqtR7qQCPDBvjieCpwRFkBKr5Kec8S7fuYVa3WViLrfiEeRPVMZquT3TFM9izUvMIQk12dvc5XpvSC5KVTiIIVeecsxWNVrzUC0Jlyk/JJ6xFsNIxBEG4CofDgVYjVk3WVKlp+ciyA43YNkSoQiqVhFYqG+jX67RERwZdcvyTz+YS0aXfJe19TblZnNq1hYfe/YL4es5Vmvff7Dk5vD16NLuTkrg9JoZG9erh4VyWZ2Dc1bvhXMjPp9nQoZR+9x1FFgv7UlKIDQlh3c6ddI6MrKr41VaQuztuej1ybq7SUQSh1stOT8dUWkqElxdDmjRROk6dNLRZE95ftqVK7mWzy5iMVowZNfv9uizLyA4HGrUarVqN2VKMh9KhBMWJ6aM3yatTJ8b27k3PuXP5I63qmpH/tSL2/uIgfmp5J8cfeZptMyYy9s5OlJzK5Y02bzC12avsXLSzyjIJQk0hyzLWEitNi5WbfSwISlh94jg+4ZfPbBcEoeIUZhXiU79yOqIIgnDrHA4ZtVb82ltTnT6bhV6vpdRRt1fdCVVLpVJRapevevyr75bS8s6Rlzx2cscm/p+9+w6rsv7/OP48k71BNigIOEBlCIRb3DNz5Mr2cGWmaZmW2XBkW/Nbmpo7d7lzVE7ceyuKiqDI3mfdvz/sV9++mhO4D5zP47q6LoNz3/fLgjM+7/vzftdp3p4Wvnb42Mn386o7fJhNZ8/ycmwsN3NzGdey5X2PkSQJK7UaTVgYka1b4+XgQHp+PjVdXNh45gztQkMrIHklIEkoncVSuiCUt9jnn+fnWbOYumMHfyQnyx3HInmU2lKqM2Ay/ftrYVlRoCBTV1zu1ylPCw4dosaUKYROnUrEF1+w/uxZNl/YJXcswQyI7TCPoM877+BhNDL34EGmduwoSwaNXiIgReJ1gng9Moj8Fl2ZV3SRGZM38dMbP+FT25umrzUTc2IFATi25hju/q44ZIo75gXLsu/MJQKjA+WOIQhVWkFmAT6hEYhNWYJgnkxGI7bWonBXWTWKD6a4RIejqoBcoxijIJQ9o17PuT2/cWHvH2Revb3I7x8ejVp59xaXmZmZGLW2KNX/XE6rVr0m22Z9jmLwS+We+V6UdnZolEpi/f2J9fd/oGMUCgUmScKUl8e25cvZlZLCl127YmdrS5CrKxpV5d6NVBZyiovRqtWoAsVnK0EobwobG3zatWORmxtdn36apjVqiLbDFS3bhJurHQcOXSE2pnq5XsrdzY6jt9IJpGa5Xqc85JWUMGzNGrZfusT380ZQ2tKHvB9PcEsqYdHpvfSXjKgU4jXUkomq3CPQ+vkR1aMHeSUlckf5i0OOkcG66hzt9TK7p4ymXUJ9tkzdzEjvkUxKmMSWr7agK9HJHVMQZHFgyX7iYsS8V8HyXDifSu3WteWOIQhVmslgQmsjdpgLgrkyGY1YWYl7jiszZ0dbcs7vlzuGUAWd3LaOOUOeJvNKMnE9nmPQ9MW8P3s5w99+l3hP27se89k306nbsfcdXz+3exu2Tq4cy5R3nUgdGopapaJEr3+o4+y1Wi6vXMmagwfxd3KiU+PGjFq5kuGNG5dT0srl9+RkWteujdrTU+4ogmAxHKOjaVqnDr+ePy93FIvUsE4Aq9ccK/frDHmtOS+NW0yWV+WqW6Tm5hL+xRdoXGyYtn8C2d38KXJSoX69Pl7D4kg9l8qJghNyxxRkJoqvj+jArl3U9fKSO8YdVCYIvGriQ9sIDnd7gUOT36F/+0ac+eU4Y2qM4d2Qd1k2Yhm56blyRxWECpO89xL94qLkjiEIFarURkF2ei6hzUWbMEEobya9tdwRBEH4F5LJJIqvlVxISDX+WLpQ7hhCFVOcn8ve5XN5ZcYyRo0YztgOsQyNcKNPiBMdAh3wsr3788avW3/Dt3a9O75+8rf19H3/M1r6yjvqRuXqSpCrKyk5OQ91XIdatdi8bRuXsrKo4+nJyfPnaR4UhL9oswvc3t3k5ugodwxBsCgKpZLXhg1j4eHDckexSB3q1WLP3vJv+/zCgCeoVs2BU7k3y/1aZWnuwYM0Dg+h5bYXyQ21v+P7cX3imP7jdCRJkiGdYC5E8fURHTlyhEgfH7lj3NP/z4kdqQxhZ8s+nB43mi9G9keXksvHDT9mdMBofug7i+QKeCIVBLmYTCZ0xTrql9z5QigIVVmuuxqTyYTWWit3FEGosv5/Bo5kEMVXQTBXksmElVa0+6qspn61hWPHU2nx2ji5owhVTEHWLVx8A2nq50BTHztcrVX3bGuZn59Pw0ZNMDp6sPHrD//xPV1xEWqNlryMG/9atK1IBaWlOFhZPdQxIe7u/LBvH0fS0nCysuLMtWs4WYv3N/8v0MWF5PR0uWMIgsXxbtwYlUpFZmGh3FEsTmL1IK5df7gbeR5VfMPqrNp3vEKu9bi+2bWL11at5KejR3F0sYN/ee8Q3TOa7Su3cyy//HcPC+ZLFF8fUWhoKBcyM+WO8VAcso10ueXCmshOnBsxkqUfDcHf3oG5z81lhNcIPor5iDUfriHvZp7cUQWhzJzceBJXHxccb4lhfIJlOWbIwcru4RZdBEF4OJkpmVjZWSEZxU0OgmCuJCTU4lNvpZRyNYvp323nw1VryHW4c6ehIDwOj8Bgbl48w/lb917Qv379Ou269aRpu05EPjeSWykXUGn+ft3PvXGdecOfIfHVUdQM9DOLuYR2Wi2Fuodr31jf25tfX3yRk8OHE+Hlxa2CAl6IiSmnhJVPAx8fDly5grGSrQMKQmWnsLGhQ0ICmy5ckDuKxbHOVd2eB/7nDcfladsf5xjSvFG5X+dxvbVhPXMPH8K+hitN4usSP6Llvz5WpVHR/u32DH1jKLmmvzuQFkqFrDi3gjRjWkVEFmQm/y15lVRRURFWqsp7B7V1oYm4Qg1xgc0w1mhGho+KVRmXWLX9IB/P/BiAsGahtHqzNQGRATKnFYRHt2/xPmJjQsW8V8HibDp1Bp/a3nLHEIQqLfVYKvZuDiBeZQTBbClQoFSIdl+VkZOjNSaTiRtHfkWTUAfxXCuUpSvHD+LiG4hedfdlsd179jD8nXHoVVrinx1GjG8A9q4evDp7LWq15q/H7V0+l1avjeLJxKa09pO/25IxM5O0/HzcbO8+s/ZeVEolKqWSoY3MfwG8ojlZW1Oi12PKykLl5iZ3HEGwKJ169WLg66/Tt359uaNYlnwJTw9Htu+6SPMmIeV6Ka1WzS1jETUw7/buy44eY84fH3AjyumBHl+rZS1ObznNhNUTmNBtArbYMmbeGOaPnU/fz/oyqNNpg5woAAAgAElEQVQg6tjWKefUgpzEPcCPyMPVlYyiIrljlAmVCbyuGRlYGsCvcd04O3wESz8agreVHTN7f88IrxF81e5Lzv52Vu6ogvDQLu65SG8x71WwQIdOXya4cU25YwhClXbj3A0cPcUCnCCYMwkJBaL4Whk5O9ny65qhfP7uF7ioK6btnWAZivNz2TxjEo37v0Yz7ztntKampjJk9Lu0n/A9vabOIyAiGntXDwDUGu1fLQZvXUnm0qE91AhvQFt/e1RK+W4QKNq1ixm9ejG8SxccraxwfYTiq3B/CjH3VRAqXLWoKAp1OjE7UwYNa/mxftOJcr/O8MEt6DhqJnib90Y3JxtrMo/feKhjGnRtwJov15DYL5Eph6ew9ru1DPllCKs/Ws2b494UP9dVnNj5+ohWbdzIi9HRcscoF9ZFJuKKNMTVaI6xZnNSfGD60YMsHrKI/MwC/Ov50eTVpkR2i0SpFPV7wXyZTCZ0hTpiDE6AQe44glBhJCD92i1aNG4rdxRBqNJuJd/CxddL7hiCINzD7Z2v5d8uTSgftrZa7OysyDWIgodQdn6eNJrEV0YSExlJkKPmju+Pem88TQa/h7XDvX/u/pjzFd3f/5Km/i6ytRsuPnSIeZMmseTgQdqFhtI9PJx6XuK9SblQKDClp4Onp9xJBMGiKJyd8XVxITUvDz+nB9txKJSNdvXCmLTqt3K/jqubPR7u9pBtniPjSvR6Xl65kvT8Apb9ZxPdng194GNrxNVgxLYRXNh1ga0LttL05ab4RvhSs3FN/Ov4l2NqwRyI4usjcrGzI6ekRO4Y5U5lhKCr8JlrNFOeieayr4JZJ4+wftImFg1ahHsNdxLfSCSmV4woxApm58zWMzh7OeGUIQqvgmUptVWSd6uA6jHV5Y4iCFVa1rVswpqIOYSCYM4kJJRi52ul5eRgQ3GxDltlMQUm+Vu6CpWfUa+nOC+H6PgE+oc63VE0PX36NBfTblE/NJz73bZRmJ2Jl68/8Z425Rf4HkwFBQwbOJBgV1cW9+mDjebOQrJQdpQKBVTi8WOCUFkpFApCAwO5mJkpiq8VLDEgmNfTVpfrNbb+dpY3Ry/nue7xYKallv5Lf0Jpo2H82H7Yt63xSOeo2agmNRv93Z0u83ImS6YvMYtZ8UL5EcXXRyDp9aTl5hLg7Cx3lAqlMkLwFYmJDvX55Mn6ZHirmHP9NIs/28KSYUvwDvOi+eAWRPeMFoVYwSzsXbiXGDHvVbBAuR5qJElCrRUv84JQnnLTcvCqWb7zbwRBeDwKFCjvW0IRzJWjozVOjjbk75uPImag3HGEKuDi/h0ERzeirovV7WLaf5EkiYHDR9L89Y/v+6xh0JUC4OVoK9vCqSk7mys5OXzaoYMs17c0JkkCo3nuyhKEqs7J0ZG8wkK5Y1gcbfbt9X2DwYBaXT7rS/1emMPCqQNIzA0wy6aFJpOJg9dSmXX4EzKCH/9mqxvnbjD/lfl4hnnihhhhVNWJCtkjMOXmcis/36LvtlEA1dKMjFaEcqjbCxycMoYnW8SwZepm3vJ+i09iP+G3b3/DoDPDZ03BYlzYdYHe8WLeq2B5DpdmYu1gLXcMQajyCm4V4FmzjtwxBEG4D9F2uHILC/Uk9eJFuWPIYu/yubzfuDpGw9+fq0uLCng31pvvXuj0j8deOrSHd6I8yEi5yOSOUexc+J+Kjmv2SgsL+H32l9Rr9xRhzto7vr923XpsqtfB2dvvvue6eekcnsFhBDveeZ6KovTwoJqdHcmZmbJlsCR2Gg1pBw7IHUMQLI4kSaRcvYqPg4PcUSxPoUQ1dwd2J10qt0vERAVw9Ng1syq8pmRn8+kff9Bu9mxCpk4lpnoAt6o/3hqbyWhix8wdLBqyiNg+sUz6aBIahehYUdWJLTGPQCotFVvC/4tSAu9rBsZp6/ButzpkeKtYnH6en5YlsXbCWuzd7InrG0fLYS2xthfFAKFimEwmSvJLiJNcMKtXcEGoAFtPncM7TMx6EoTyZtQbsXXwxlAgdxJBEP6VQoFCtB2utIqKdOzem0znoW+RJ3cYGQTFNEZXVEjqqSME1IsB4PLhJBzcqnHt1BF0xUVobWwBSD64G0cPLzwCg+WMbNb++PEbmj0/jITaNXCzvnM5bOIXX9P2g+8e6FzHN/9CWOPWeNnKt6ymtLZmSOfOfPbLL0x/8knZclgKD3t7crOy5I4hCFWeJElIhYUo7e0xZGYy/513SLpwgVHx8XJHs0gNQn3ZuPk0TRuXT8eniLq+nLp6E3zL5fT3ZTKZ2HPlCitOnGB3SgoZhYVYa9SE1/Cldfd4RvSKpKC2I6WqR68FJScls+aDNUS0iWDa/Gm08GmBSiHa2FsCUXx9BNkXLmBdTlvtKzulBJ7XjbxBEMNaBZHbR83aklRmb9zB2GnbsHGyoWGvhrR6sxW2zrZyxxWqsPM7zuNUzRGnm6LwKlieI+dSCG5S8/4PFAThsUkGcWOZIJg1SRLF10qsqFiHWqVEUz3BIu+n9KheE0cPL5IP7vqr+Jp8YDe1m7Uj+cAurhzbT824ZgBcOrCLoJjGcsY1e6mnjtB16Dt0DLj77imNjS0K6f7PFyajkWunjtBt2LsEOMi7ayVqyBD0q1aRkp1NoIuLrFmqurS8PPyDguSOIQhV2rmVK/nmyy+5ePMmsSEhJJ07R4yfH8v79UMtZi7Lom14KF+t31Fu51+78TgTXmhfbuf/X0U6HatOnGDtubMcu55GicGAh70dDcKDGPRuD3zah5LtZ4VRe7th7OP0lijKKeL36b9zMekis5bMIt41HqVCNKK1JKKC+AhWL1xIy5piUft+FIBzhoH+eNK/UQ/yOqvYJN3k+w1/8H6d99HaaonuGU2bEW2wd7eXO65Qxeydv5eo6JooxVqbYGFMCki5kE7bj7vIHUUQqjST6XYbU5MovgqC2RNthysvd7fbnxOtFDqZk8inRkwjkvfvpPnzwwBIPrCTps8OQZIkLu7fSc24Zhj0Oq4cP0DnUZ/InNa8KVVqfOw0qJR37l45cPAgBqUGK3uH+96ukXJkL9UbxNHA3QaVzF3R1B4edI6K4reLF3kuJkbWLFWZ0WTCVqsl5fx5RIlbEMrHtc2beXnkSCa0bk31hARO3LjBC+HhOFmLz1tyalMjmBHXfim380smCKvmAbfK5/xnMzJYdvw4f1xK5nJWNgBB1dyIia9F/8m9UMZUI9dDDX++npdljH0L95F6MpXJ8yaT4JZQhmcWKgtRfH1IhuvXWbR1K4v79JE7SqXjmGWkJ270jH+KgrYqtmlu8e3G7XxQ/wPUVmoi2kfQdlRb3ALFsGnh8Z3feZ7P3+wPGXInEYSKVeisoji3GL96959VJQjCo8u+mo3WVotksJI7iiAI9yF2vlZuJpOESmGUO4ZsgqIbse6zsRgNBgylJVw/e5waUU8gGY3sXjITgKvHDqAvKSZY7Hz9V7k30zDoSrlL3ZXCwkKmfDmN6L4D7/tsYTQY2LnoO9oPe59QZ/N4D1AjIICjyclyx6iyJEni5RUrsNVq8Q0PlzuOIFRJ+itXeG7gQCa1a0cdT08AGlevLm8oAQDrXDWSJGEwGFCXQyfQl59L4LUZy9ne6xUe9y27zmBgzenTrD1zhkPXUyks1WFnpSU82J/OfZoQ3jOSvJp2lNjf3kWdXwb57yV+QDy5N3J5+9m3iV8Xj5tC1DwsjSi+PqT1335LfGAgNhoxEPlx2Oca6YILXWK6UtRCyW77fL7dsoNPm32KyWAitEkILYclEhQvWroIj6Y4t5gEtRsW2Z9MsGg33QDRxUQQyt3VI1dxcHfkdq8PQRDMmSi+Vl6Hj17FwcGaDL3lLlYFxTRCV1zEtZOHKc7PwT0gGHtXD2pEJ7B03GB0xYUkH9yNs5cfrn7V5Y5rttLOnaBuy4742f29liNJEpOnfs6SNRsJadkJ37CI+z5bbJ/7NbWbtCGydiieNubRAvNGRgYe9qKbWHlZffIkQW5uTN6wAaWtGJ8lCGXtVlISbw4eTNOgoL8Kr4IZKZDw8XJi2+/nadOqdpmfftiQlnw143dWm87xpDYU9A9+7NHr11l58iQ7Uy5zJTsHJAl/d1eiY0IYP6Yjdo38yPHSYPpzXuvNMk9/b9YO1hRlF2HjZINSLNRZJFF8fQj61FS+WrKE2T16yB2lSrHNN9Eq345WddtRGtOeo+46vtu1h7nPz6UwuxCvEE+iekXT5OUmaK21cscVKoHkvcnYu9rhki4Kr4Ll+S31Cs7eznLHEIQq78a5Gzh6Wm4xQBAqCwkJpUIUXyurOfP30CCmFiWS5bYcdA8IwsnTh+QDOynOy6VG9O22dQ7unrj4BnD5yD6SD+wkuKHY9XovLj4BnP59I67WtwumBoOBHv2eQfINo/eXi0Bx/9s0JEki+dAehny3nO7Bjihkbjn8/66kpeHv5CR3jCpFbzSy7eJFlAoFcw8e5Jf//EcUXgWhHNxKSmLA88/zTIMGdKhVS+44wr+Ir1OddRtPlEvxFWDFopfp9cwPvK1S8vPo5wnLu7PBe15JCatOnmTj+XMcT0unWK/H2caaujX96TagBXW61SM/yI5ix9uv86V//iOXkvwS1n28jqKcItYtWoeLQjStt0Si+PoQlkycSLOgIJxtbOSOUmVZFUvEXtUQG9AU47NNueynYPnFM/y86hDrP16PnYstkU9F0Xp4azEnVvhXST8m0UDMe31oA1etIrekhEV9+jBw1SoWHz0KgFqpxMXGhrqennQPD6dfgwYoleKOLXO18/QF0XJYECrAreRbuPh5yx1DEIT7UKBAgZj5WlmtWX+CqZs2VvhOBXMTFNOY5IO7Kc7LoemAwX99vUZUAuf3/MaV4weJ7iJGI91LxqXzqLRaLufrCXGyYtCw4dg1aE5Eu+4PfI60s8fxCalLbRct1irz+DxkMhg4du0awxo1kjtKlSFJEq+uXEmknx8pWVm0DA7GvmlTuWMJQpVTfOECzzz3HG82bkysv7/ccYR7eDKyLm/O/bnczh9Z3583hyby3ewdtJswk4PjhnHw0BXWnj7N/mvXuFFQgFqpJNjLg5i4MPr16Ik6xpPcamokpTy7Wu/FZDLxhusbtH2rLeMmj8ND4SF3JEEmovj6gErOn2fW+vX81Lev3FEshsoIwSkSo9VhjE4MI6+Xik2mm/yweScTIiegVCmJ7BZJu9HtcPISd3kKfzv7x1k+GtwLsuVOUrm1qlmT6V27YpQkbhYUsPXCBd7ZuJFfTp1icZ8+qFXm0WZL+KfT564S/4JYfBGE8pZ1LZtaTSLkjiEIwgNQirbDlZbBYOTytsW4t3+bIpPl7joLimnEL5PfxmjQ/7XzFaBGdAI/T3wLQ2kJQWLe67/SFRexbdZnvPzdKsJdrZAkiR17D/DsS+8/1HnO7d5GraZtqOViRjuxdTrSCwrwdxadb8rK3qtXCXRxYczKlWAygVaLUiu6sAlCWSq9epUB3bvTLzJSFF4rgXg3PzIyC8vt/CdOXefmrXyqeThy9Wo2dcdMpaarG/XCa/BK324EdKhFjq8VOtvbNz4VlFuSsnFx90UANn26CXdvd9q90Q6NQoywtESi+PoAJJOJ6WPH0iMiQsx6lZFjppGeuNEzpivFzW/Pif1iwzY+bvgxSpWSsGZhtBjSguoNq8sdVZBZQWYBLWy9IPshBgUId9CqVHg6OADg4+hIAx8fYvz86DpvHouOHGFAdLTMCYX/ZdAouJFyi7rt68odRRCqvLz0XDyCasodQxCEB6AQbYcrrU2/DOG5V+aj+89SRs2eTa5Lwv0PqoKCGzZGX1KMR/UQHNyq/fX1oOgESgsLcPWrjrOXr4wJzZvayhqv4NocXr8MVb3B/Lz5dwKiHv5nKe3cSZ7o9SK+tma0lGZtjb+TE5ezswl2E+MQysLOy5fpEBcn2gwLQjlaM20adatVo7NoNVwpKDMllAoFOblFODs93nNjWnouq345wm87znPqdBolpQYcHawJjwyg46tNGN1lKMUaKwrsVaAwv12tDyJpfhJjD47l6oGrdG7eWRReLZgZvWM0X9d+/ZUNBw+yrF8/uaMIf7IpMJFYYEdiZGeKmyg56FzEzB1JzH7mBwpziqgWXI3YPrE0eqERWltxh6IluXzwMnYudrimicJreWgWFES4pydrTp8WxVczlOeuwqgz4ljNUe4oglDlFWQW4FWzjtwxBEG4DwmJ+09yFMxVnVre7Ns+inmL9jLmqd5M+HE6hQGd5Y5V4Vx8Aph4KOOOrzt5+tz166PXHaqIWJWGUqmkx4RpHFi1gFZPP4OjixutX3/voc+jKy7C09UJldI8Zr3C7b9bcLVqpIjia5kp0euxs7OTO4YgVFmSXs/KzZsZ27y53FGEByVBfkEp11JzHqr4WlKiY8Ovp1m36QSHjlwlN68YK62asDreNGgexgvf9kMR4EquSon0Z6H1znc1lU94u3AWvLaA40nHsVeKsYmWTBRf78NUVMSkjz/mjcaNxYxDM2VTYKJxgTWNazTHWLM5ad5KFl4+zc8rD7Huk3VorDXUaVWHxDcS8anjI3dcoZztmbuH+lHBKMVor3IT6u7OyRs35I4h3MVVax1KjXitEoSKYCg1YOfsgyFf7iSCINyPSmGUO4LwmAb0jcOrmiOvPjeYKSudueXcGDCfAphg/pRKJbHdBxDbfcAjn8NkMmKjNr/32sWlpaJLWxnKKy3F/s8OUIIglC1TURGXf/6ZnKIifJ3ECLlKQw9hNatx6nQ64fdYWz92IpUVPx9m555krlzJAsA/wI0GTWoyZmQbXBoEkKVRYvyz0JpbIeErXmS3SPb/tJ+e7/Zk9SersVJYyR1JkIkovt6DJElsmDiRouJimtSoIXcc4QGojOB3zfTXnNiCp1Tstclj5h+7md55GqVFOgIa+NPk1abU71JfFNSroDPbzjB+YI+q+wpuBiRAoRCLXeZoy8WLuAeIO94FoaJIejOa+SYIwl0pUKBE3JVXFbRpVZtPxnflrW79eOXNfrh0nih3JMGC6IqLsLK1w8NaJXeUO6Tm5OBXV4wdKSs3CwrwETMoBaHMmYqLef+pp9iXnMyE1q3ljiM8pO6N6zFn/h56dY8CICu7iFW/HOHXbac5eSqN4mI9Tk42RMQE0n1YK8I61yPfVkuJ6vbau4Gqsav1QRxcfhCVRkXqsVRMmDhfep5CqZAG1g3kjiZUMFF8/RdSSQnJixczZeFCFvXuLXcc4RHZ5xpJzLUjMaw1+vA2XPKB748cYONH61nw2gLs3eyp16keLYa0wNXfVe64QhkozCqktb0P5Iq2w+XlbEYGgc7OcscQ7iLpTDL+UQFyxxAEi2EyiOKrIJgzk+l20VUp2g5XGX16xVAz2INnXvqRz7s+x1VTTUyYXzFMqHqKcrOxc3LFxcq8ft4MGRlcyc3FS+zULDP2VlbkZmfzuLe0mnQ6jn7+OX/s2UORTsfwTz7Bqr7YBCBYJmNWFgveeYfrmZksFWP9KqUhteOYPH8rDeI/Ib+wFI1aRXCoJ9HNwxjwZW9UQe5Vrn3wo5j7wlyS5icR1SaKIxuPcCDtAHG+cfjU9aFpQlOWzFxC/2f7M3/u/L+O2b17N02aNKF169Zs3LhRxvRCWRPF13/xw6BBTPr5Zxb36YO9ldgaXhVo9BKhKTDVJRqpWzTZXmo2Faex8PckpjSZglFvJDAqgCavNCWiY4R4Q1wJXTl8BRsnG1zEvNdy80dyMqdu3mTQE0/IHUW4i/Pnr9O+dwe5YwhClZdzPQeNtQZJFF8FwawZdDoUSiVKhdj5WpWEhXji7mZH/8gmDB7RC5++3yBaEAvlLf38SaoF18LezEZ8nJ4zBycrKzQq8yoKV2butrZk3LhB0GOco2DfPrbMmsXkjRvpXb8+Vkol7bp3p4aLCzE1atCtZ098n366zDILgrky5eSweOxY5v36K2EeHkxq107uSMIjUmbDc20asudUCp+dHE+OVoP+zxnoYhLPPzn7OHNk6xHOFJ3BVM1E5/Gdyb6azdLZS9FYa1i3bR19JvVh+qjpuCpdmT17NkOHDmXWrFlcuXKFgACxqaKqEMXXu5AMBn4/coSVzzxDoIuL3HGEcqAAXNMN9MGDPpGd0cUruOAlMfPgfta+v4Z5L83DycuRyO5RtBjUAnt3MRy7Mtg9Zzf1o2qiEutrZUJnNHIjPx+jJHGzoICtFy7wxc6dtA0NpU/9+nLHE/5HqY2CrLRsaifWljuKIFR5qSdSsXdzQCz2C4J5M+hKUKpUou1wFePoaM3OLSNIuZpFXLMpNNi+j4j4aEJjYjGU6qge3xpJX0KGsjpFJlu54wpVRGlRIdb2jrjbmE+R06TTMW3FCoYkJMgdpUo5fP0678XFPfLxJpOJ8SNHYjCZmP/003jY315PeiEmhvSCAnZdvsxTI0fSd/FiXhk/HpsGog2lUPVIpaWs/eADpi1fTpiHB/N69cJazKau9DwLbHGzdiDDWit3FLMWGBPIxT0X6dC8A5JJwsnLiXqd63Fp7yXcg9yxsrdCspbo0K8Dg0YOYunSpezfv5/09HTmzp3Le++999DXNEpGTJhQoxaj4syIKL7ehenmTW7k54vCqwXRlkrUSYEv3BsidW9Ilo+GVdmX+em3vUyInIAkSfiF+xLTuyFxfeNQa8Wvjjk6+9sZxr3SDfLkTlI1bLlwgbDPPkOtVOJsbU24lxeT2renr2iVZJZyPDSYjCa0tuJNsCCUt7TTaTh6inEFgmDuDKUlKJQqxPpD1RTo78oLzyTg7GzNwcOn2LlpJ0ajieycSQDY21szetkmslVi94Dw+G5cOE1oQkvMqYt58c6dXMjMpJ63t9xRqgSTycSZjAwuZWdj4+Hx8McbDOj37iXj6FH2X7vGzwMG/GMBXKlU4uPoSM969WhVsyZLjx9n9ODBfLluHUox1keopIw3b5J3/jw6nQ4nDw+UajV71q1jb1ISB8+dY07PnthpxRpFVVGk06EVa+IPpN2odhz5+QgjfxsJwJdtvyThuQTObT+HUqWkxZAWpDZLZXTf0QSHBRMWFkb//v0ZOnQo48aNe+AC6qWSS3z8/ccc2XmE3LRc3ALdCG0QSt9efUn0T0SjEDc9yEn8ttxF2tGjqEVhwWIpALfrel7Cl5fin6KkpZJkDxPzjx9m6w+7Wfn2SqzsrKjVohbNBzcnIFJ8mDcXeRn5tHb0gzzRdvhRzOjW7R9//u9/F8zfcX02VnaiTb4gVIRbybdw9qomdwxBEO5DX1KMUiU+11Vln3zQ5V+/9/SA2eyaMZY6Q+ZVYCKhqko9c4wur4+hmq35LKP9Mm8e8aI1YZm4WVDAqytXEu7lxaiWLVG5PvhNdqaSEnRnzrD2m2/4YutWPOzseD8x8Z4L5y62trwaF8fg1av5ddw42n3zTVn8NQSh3ElGI0UnT7J1xQrOnD7Nr4cOYaPRYKvVkltSgiRJRHh5UcPNjRlPPolKrK9XKcUGA1qtKOY9iPj+8aweu5pbl2+hUCi4uPsiLy18iXPbz/31GN8IX0oLSlGHqSmWimnXrh0FBQVs3bqVVq1a3fcaRslI31f64lfPD69aXuiL9aSdSuPWpVsc23mM0OhQpo+Zjofq4W8oEsqG+bxrNCO6oiLS8/M5c/MmtaqJhTVLZ11kok4KTHSMRGoXSX5fFXu1eczZsYeZfWaSn5GPQzVHontE0fSVprj6i50wcrh65Cq2Tja4XheFV8EybTl9Du8wL7ljCIJFyEnNwT8iSu4YgiDch664CJVKfOS1VMOHtmDIiGWEDzFiwnxaxQqVk0KhoLqDFpWZbKU3ZmayICmJWd27yx2lSvhsxw7Gdu5M888/f+AuT6Vnz7Jq8mRWHTxIRkEBDXx8WNav30Pt8vukXTv6L1lCQrduOLZs+ajxBQtnKirClJUFej2SwcCt5GR++/VXgkNCMBgMuFerhl6no7SkhIwbN9Dl55PQoQNuTzyB4j6tgE1FRWTs3cv6Zcs4df48qZmZpOfm0rJmTULd3VnYu7doJ2xBivV6rBzE/+8HYe9uT0SHCJLmJyFJEuEdwu8Ya5h+Np3c9Fys3a15fcbrfD3wa55++mlmz579QMVXEyba9m3LkslLuHzgMoezDuOh8mD4Z8PRqXWo1Cp6vtaTZf9ZJgqwMhGfRO8iqHt3Xvj5Z85kZIjiq/APCsAxy0hr7Ggd0gpjrVY03bQRKw87bp7NZUqTKRhKDVQL9SS2d0MSnk0QLUAryO4fdxMeGSTmvQoW6/DZFGrEB8kdQxAsQu6NPBp0DJQ7hiAI92E06FFYyI6LgW8sYfHSAzz/TDxfTO7xj++NeGcFP/y4hz69YpjxZe+/Hvv+Ox0YPvTvxf61G07Q/8W55FyfWtHxy0VsdCB5ucXkb/oA53Zj0Uvic5nw6FRqDdnZ2VDDUe4oABTu24fBZMJWtPN8bPmlpaTm5lJsMj3UeJ2NX37Jiv37mdiu3V9zXR+Wk7U1verVY87XXzO0eXMx3ke4L8lkQsrLQ3/zJgc2bWL9+vUcvnQJkySh4HZndDuNhkbVq3P4wAEUCgU5JSVoVSo0SiUOVlYogM+WLuWVDh3o8+GHKO8ydk8yGklZv55PJk4kPSeHdmFhdAoKwrdBg0f+eRcqvxKDAa21rdwxKo2E5xJYMmwJAL2/7n3H93fN2YXJYGL33N3smr2LH4b8gEKhQKO5/Z7D5T4jMTUKDePbjadtdFte6v8Sp1JP0b16d6a8OYWWbVoy+JfBJM1L4vl3nmfJ5CXYK8TvbkUTxde7MN66xdqkJL5/6im5owhmrlhjR8qpi4xYnYS1vSMo9Sg0qRzbvJQDK9ay9sO1aG20hLcLJ/H1RDzDPOWOXGWd3XaG0c93hkK5kwhCxZOAlItptBjXTu4ogmARCjLy8awZJncMQRDuwxnH37wAACAASURBVKArtaidr34+zqz4+QifjO+Kjc3tXQklJXqWrz6Cn+8/5wlaW6v58tvfeP6ZeJydq+YimlKpZPPaoXTqPoP6ew7Q9aP53DK4cvuWWkF4OHE9n2f+jK/p/M1k3K3lf175ceZMOtaqJXeMSqmgtJTv9+0jr6SEy9nZFBsMRPn6ElS79gOfw5CRwYq9e3mrWbPHLkT1rl+fJ+fNo/Xnn1PrzTdFAVb4i6moiOJz59i9cSOXL18m5epVLqSmklNUhEmSCPf2pk3Nmgxv2BCN6uE6PAyKj2fSH3+wtHFj+rRvT8f+/bGvX/92sfbwYaZ98AE7T53izSZNiBPtzYU/Fen1uNqIm34eVN22dTHoDLf/3KbuP75nNBjZu2AvPab0oHbr268/SQuSKM0tJX17OgsXLmTIkCEPdJ0nPJ7g+MbjKBW3Xz+8Vd7Ed4zn1K+naPJyE1aPXc2YH8fw5bNf/vUYoWLI/47RzEiSxMpPPqG+jw/ONjZyxxHM3CG1PQqV6nbhFcCkQSqtTkTTUUQ0HYVSU0jWzd38MWcWX3X4Cl2RDq9a3sT3jyP+mXjUYkh5mcm9kUdbF38oNModRRAqXKGTioLsQgKixYciQagIJQUluPmFYCyQO4kgCPdiMuhRKC2n0FYvwpfLV7JYs+E4vZ663Rp9zfrj+Po4Uz3gn6NRmjUO4dLlTD7/ZhsTxnWSI26FCPR35WjSO3Tq8R9GN4vCy8uZGiEBdH19BLlujTBIonWe8GBC4puzc/63bE/J5qkweVv36ZOTWXviBPOfflrWHJWRJEmMXL+e9nXqULt2bap5e+PbuTNqzwe/UT5lwQK+nTULW62WMI/H/1nQqFRM69qVV6ZNY7GnJ/7PPPPY5xQqJ6m4mBt79rD2p5/YdegQGQUFGEwmYvz8CHZ1pYWPDy+Fh+Ni+/g3TVlrNIxv1YprublsOH2azk89Rev69Ylu0IDJ8+bxbFQUS/r2vefsYsHylBj0WFmJ4uuDUqqUjD8+/q8//7fj645TlF1EoxcaYeN0uwbV7LVmLH9rOU92f5IffvjhgYuvwB1F1T69+jDytZGc/f0srYa1YuGghWxsvpEO1Ts83l9KeCii8vM/8o8e5ZtVq/ipb1+5owiVwJx9SVRvEPuv3zfp7XB2aU3XN1vDSAOS6ipHNi4kaf5GVo9djdZWS63EWrQY1AL/Bv4VmLxqSTuThrWDNR5povAqWKZMV1CgEHdJC0JFkQBT1dwpJghViUGnR6m2rI+8/Z5uyMIl+/8qvi5Ysp/+vRuyc/fFfzxOpVIy7p32vDx4Ia++2BhfH+e7na5KUCqVrF85CJPJxPZdF9m4+RTvPP0c1lZqBgzqg0uH8RjFTFjhPhQKBUExjdiyK4kuIZ1Qy3hjx4klS/BycMDKwp7fysL2S5ew02jo+8UXD1Vw/W8LFizg6PXrLCnDdcMarq60Cwvjhx9/5L0+fSzutcvSlaaksHHmTBauWUOJXk/7WrUY3qgRHnZ25d5a3M/JiZdjY3khJoYtFy6QtHMnk9u3L5MbC4Sqp9RgRGsrblx7GDaOd9/ct2vOLmol1vqr8AqQvDsZrxAv2ndvz5SJUzh06BBRUVGPdN043ziOrztOwnMJrByzkjZvtWH82+NpsrgJDgqHRzqn8PDEq/l/MRUX8/6bb/JafLyYmyHcl0mhYPeBPXQeNekBD1CjMNUgMnEskYnvotQWkHVzH7sXzeO7p7+nOLcIz1Av4vvHkfBcgtgV+xB2zd5F3cggVKL2KlioHbeu41BNvHkShIok6UWHFEEwdwZdCaqHbMNX2fXuHs2EietJuZqFQgF7D1xi9oz+dxRfATq3jyCiri8Tp/7KtM97yZC2YimVSpo3CaF5kxAmTejKiVPX6dl/Fg4/ruLVcSNQRvShRLKWO6ZgxiSTCZNCSaHBhJNWnucWY1YW01et4sWGDWW5fmW3KyWFTrGxj1x4BRjQtSs7v/yyzHcEDnniCbrNn49u/36sn3iiTM8tmCdjZiZbv/2WiXPn0qRGDSa0aoW3ozxzpVVKJW1DQ2kbGirL9YXKodRgwNrWSu4YZu252c/d8/sDVwy869dL8kvYM38Pjbs3pnl0cyRJeqwcTgon6nepz41zN6jdqjant5zGyduJbzd/y+g2ox/r3MKDE1tk/iRJEus//JCcvDwxN0N4IOmOHuRnZhAc2+QRjlZg0jng7JxIh0E/MmLFccbu2ElcryfZt+ggbwe+zZjgMcx7ZR6XD14u6+hVzunNp+n6RAO5YwiCbLafPo9vhK/cMQTBIhTlFKFSqzAZxAK9IJg7fWkJKgvbPeTmZkebxNosXnqAhUv20yaxNm5udv/6+PHvdmDxsgOcOZdegSnNQ3gdH04feo8Rr7fks9Ef8/uEHmgVOrljCWbKZDRy8cAu/GvXw14tz1KaqaCARUOHYjCZqO/tLUuGykxvNLLj0iWa9+z5yOfI2rKFId98wxuNG5dhstsUCgVRPj7sWb26zM8tmA9Jkii9eJHvX3qJ9vHx/LJhA3N79mREkyayFV4F4UGVGgxobcWGtfJwZPURirKLaJz49+tLqVT6WOf8/ofv6Ty8M+NHjCf1eCodx3Zk7pS5pBnTHjeu8IBE8fVPpxYuZOqSJXzStq3cUYRK4peMbBzcH/1uyX+QVFDiR71mb/PiNzsY9/sxXp77LSqVMz/0+4ERXiOY3GQKW77cQlFeUdlcswrJTc+lg1ug3DEEQTanzl0lpEmI3DEEwSJcO3YNOzf726/dgiCYNb2uFLXa8n5X+/duyKKl+1m87AD9e//7iBSARvHBJDYPZcLEDRWUzvw83T2aE/vf5fiRi+yb0ofbveUF4W9GvZ51n48jpksfonycUcnQcthUVMScF19k7fHjTO3YscKvXxXojUY87e1xTEh4pON1Z87w/Ouv0z08nPiAgDJOd1vrkBC2HTxYLucW5CVJEhk7d/Jpz560ad2a/PR05j39NB+3bYuzjeioI1QOepMRW3txE3J5iO0XS2zvWCYPnkzTZ5syds1YGvduzKRNkyiSHq0WEOsey+fdP6eeQz3sXe0pKSghvG04Xy//uozTC/9GFF+B5J9/ZuC4cXz75JOi3bDwwJbv2k7tZu3K4cz/3BX75vLjjN25g0b9enFq0znG1xnPKP9RTOs6nf0/7cdgMJRDhsrjxvkbWNlq8Uiz7P8OguUyquD6pQwiOkTIHUUQLELaqTQcPVzkjiEIwgMw6nQWt/MVoFWLWuj1RvR6I4nNw+77+PfHdGTj5lPsO3C5/MOZKaVSyc7Nb7Jx3T6cVblyxxHMSNq5k8wZ2hv/ulG06NaLFj7/vpO8PN1YuZIlhw4xo1s3NBbWTr2s2Gq1FBsMmG7ceKTj85KS0BmNdK1bt4yT/S3cy4t9V66gP3++3K4hVDzd1avMevllegwYgIdCwYr+/XmpYUNsNGJ2plC56IxGrOxE2+HyoFQqSXwjkZcWvUT8i/Hs3rSbDmM6sOrHVXy1+atHbkOsUCjQKDRENork4u6LNHqxEesXrqdAKijjv4FwN5b3SfS/SJLExZUreWHkSL7q3BlfJye5IwmVRInGinOnjjJ4zNTyv5ikgmJ/6jYaQd1GI1Coi9EbLrB35Ty2fLGNJcOWYONkQ51WdWgxtAXetSyr/dCeeXsIrReIWtReBQuV56ZGX6LHxU8UgwShIty8cBNn3zLqfCEIQrky6kpRWeDOV5VKyd4/Rv315/upW9ubnk9F8f2cneUdzaxdSM5ApzdSenE7VO8idxzBDGSlprD+i/fpM/F7mob40sTbFmuZWg4rFAqs1GpUSrGH4nGZ8vMf/hiTiW8WLKBR9eplH+i/OFhZYafVkrl3L14horNRZWfKz2fHjBl88N13tAkNZXm/fmgt8KYwoerQGY1oRfG1XNk62xKcEExwQjAAvb7oxczeM3ki4gmaezd/pHPuvbWXrUu28uKCF7FxtMHWyZY/Uv6gY3XRSaO8Wey7NkmSODZnDi+MHMk3XboQ5OYmdyShEjlv747RYMDRw6vCry0ZbFATQaOnPuW1mXt5b/sxnp3+KfoSDdM6TWOk90imNPuUrd9stYgWxad/PUWHuHpyxxAE2aTaG1DKtAgkCJYo83ImboH+cscQBOEBGPV6iyy+Ajg6WOPo8OBt4d4d1ZZHvKG+yqgX7subQ1sy94MPUGKSO45gBk79toEmAwbzZEQArf3tZSu8AlTr1IkAZ2c2nj0rW4aqQAFIuoef7Wy8dIkVJ07wUsOGZR/qf0T7+pK0e3e5X0coP4abN1n73ns8FR/Pj8uW8UOPHgyMjxeFV6HSMxhNWNtbdtdQSQJjqR2SVDEjCOzd7Onwbge++vbhd78WSUVM2TyFAT0G0H1Kdxw9b8+Vju0Xy4JFC8ojrvA/LPZZ//zy5Qz98ENmde+Op4OD3HGESuaHI0fwCQuXOwagwFTqiLtnJ7q80QmGG0BzneNblnDolw1snLQRpUpJcEIw0T2jqd+5Pmpt1fq1z7ySxZO+wXBFLJAIlmlz8kXcAlzljiEIFiPneg5RXYLljiGYmYKsDDZ/O4mzu7dSkJmBjaMT3iF1SXx1FIH1GzK5YxQ5aVcBUFtZY+/qgX94JHHdnyM4tonM6asug64EtdoyWvrN+LL3Pb+/aM7z93xsgJ8rNy5NKvNclc3Lzzdi5pzdaBR6SiWxs0MApVJFLWf5fxaUTk5M/Ogjurz8MnH+/rjY2sodqVKSAEpLH/o43bVruNrYoK6AnccRXl4cu3SJJ8v9SkJ50GdlUT88nE61azO1Qwc87O3ljiQIZUZvNGLlYEOJ3EEqmGRSUpzlzJ45h9i/fBvp584Q2bk9z85rUSHX9wrz4sDiAygUD1bwLZAKWHxgMTMmzsDB3YFBqwZh/V83ZYY1C2Pb19vIk/JwVDiWV2wBCyy+SpLEiR9/ZNAHHzCta1dReBUemgRsTdpJowGD5Y5yJ0kNugAimo4ioukoFOoiiopOkLR0HpunbmHx0MUoVUr86/vToGsDGvZpiHUlHpSedTULtZUar3QLv01fsGhJZy4SEBUodwxBsBj5Gfl4h9aWO4ZgZhaOfB6jwUDPD6bh6htIQVYGF/dtpzgv+6/HtBr4NrHd+mPU68m+foXD65fzw8DutB74Ni1eelPG9FWXQa9Do7G4j7zCY7C2UqPTGXDM2U+GU2O54wgyu3riILWbtcVoJtvCnRITGdWhA9P27GFcYqLccSqdy9nZSJKE0sPjgY8xFRSQuXo1f2zZQsvg4AqZt1vX05PFR49i0ulQai17h1llpLKyIsbPj861a4vCq1DlGEwmrJwq7zrywzAZNORds+P3Gds59PNWCm7dpFpwGJEdelNj7BP8MKgHkrEVCpWx3LMU5xWjL9WTY8rBWel8z8de1V2l/6D+GI1G+kzrg2O1O4urKo0KK3srTuecJs4lrrxiC1hY8VWSJPZ89RVjvv6amU89hbejqOwLDy/T0Z3M61eIaN1V7ij3JRlssdHG0qJ/LC36Syg1Rej0Fzm49if2L9nBLx/8gkKhwC/Cj+he0TTs3RCtdeV5c79r7i5CIwLR6Mzjw7AgyOH8+eu0GtVG7hiCYDF0RTqcqgVhLJQ7iWAuivNzuXxkLy/PXE1QdCMAXHz88Q+P+sfjrGztcHC/PS/Y2duPGtEJOLh7svk/kwlv1QWP6jUrPHtVZ9Dp0FpZxs5XoWxYW2vp1zuWsb2fZfT0KZQEdZc7kiCT7OtX0FjbUL9WCA4a8xnxkdi3L59t2CB3jEppxfHjtAsNRRMU9MDHLB40iI82bqSWhwdTO1bMbDx3OzsyCwsxXLiAtk6dCrmmUHaUdnY837cv69evp563t9xxBKFMGSUJrV3lWTd+GJIEplIHLu7M4/cZG7iwZx9GowH/iGg6Dv+Q0IR/7nLVl5ZQkuuCjeutcs/mFeaFX30/Wvduzdsfvk2z0GbYYYcaNUUUkVqayr7j+7B1smXWjFmEtQojukf0Xc+Vm5aLg6cD7oHuXLp6SRRfy5nFFF8lSeLAt9/y7jffMLdnT9GiRXhkG/OKsXVyQVkB7WbKlgKT3g419YjrVI+4TqBQF6MzXuTQz4vYPecPVo9ZjVKtJDA6kJinY4jqEYXajGdSnFx/gmc7NZU7hiDIRmet4FZqFnXaiA/lglChTHZyJxDMiNbGDq2tHad+20BARAxq7YO3p2zU9xV+m/UZp37fQLPnhpZjSstkMujRWujMV+HRffx+Z+JiAhn6whtM+K4IU62elEiWsctD+FvK0f0ExTQmxsPmgdv8VQRtTAxBrq5cysqihqsYPfIw+kdGMmLdOoZeuYI6IOC+jy/ct49PNm1i80sv4WBVsa2n7bRaMvbvx1cUXyulhi1bMnXWLLljCEKZkyQJSVM13ltfOXyF3XN3c3z9SYJjY7l5IYObFy9g7eBI7aZtGDh3I87evv96vJtfdQ4sPk6TwRVzk0Wr4a1IP5PO5xM/54OMD0ABSrUSo86IUq3Et64v6WfTUSgVdP/0nzcPSpLE+R3n2fH9DowGI0XZRRgNRvxG+VVIdktmvlWVMiRJEvtnzGDk1KnMEYVX4TEt2PE7tZq0lTtGmZAMNmgIJ67LJ8R1AaWmkOKSsxxYtYhtX//O0uFLUVupqd6wBnH9Yqnfpb5ZFZ1vXc6ke/VQuFz+LR4EwRzleKiRjFKlbh8uCJWRSS9+54S/qdRqen7wDSs/fJO9K37Et1YENaISqNe2G96hde95rK2TC3au7mT/OQ9WKFsGvQ47rUV85BXKWJeO9bCx0TB85AQcHKbSZUAPfNu/TqHkJHc0oYLkZaTjV7cBXrbm9Ryi1GppEBjIsfR0UXx9SJ4ODtR0c2PZuHE8PWfOPdc2TCYTP06ZQv/IyAovvAJ0qVOHpStXMvzZZyv82sLjs/HxodRgoFCnw060jhaqGJPafG5IelAGg4Gjq45ycMVBUg6kUFpYio2TDfWbhNCy/1OsmjKXTm99QnTn3qgf8He2bouOHFi+C3vPljTo5lEh7Ye9ankxYNYA4Ha9y2Q0obrPjaY3L9xk2chlBDcI5v2J75NYPZG+k/uy6p1VhLuHl3tmS2de7yLLScq6dYz89FPm9uyJm53YqSA8Op1Kw+kTR3j59ffljlIuTHo7rFRRNOoRRaMeEkptIQV5x9m/cjEbJm5i4cCFaGw0BMUHE9cvlvD24bIVY3Ou59ye95pmkuX6gmAOjpty0dqKD3OCUFFyruegsdIgGSp+EU4wb+GJnQlr3JrLh5O4cuwA53ZvY/u8aTw17guiu/S598ESVL4ljMrBoC9FYyvaDguPpnXL2pzYP5YZM3cwa9Zi4k4eJXLEEgyWsYxi8a6dPESD9t2xVpnfM3Sz2Fim/vQTXcWuyIf2dvPmPL1oEV5vvUXjV15B4eaG0tkZ5f90/MrZsIElBw+yon9/WXK2Dgnh1ZUrGZqWhlq0rq10VF5etI2MZMv583Ste+8b8QShsjFVgo2vGZcySFqQxPnfz3Pj/A2MeiMeNdx5IrEWY97uQFSgK84GE0ogQ+/Kum+W0bBb/7uucS97fwiH1vwEgFKlwsHDi1qNW9NkwGA2fj2Bszu34ODhSrvRiSQOq7h57AqF4p6F11uXb7HynZVorbRM+GICnWt2RqW4/fjS/FJc/F1wVtx7fqzw+Kr8p4b8U6d48Y03+LxTJ1F4FR7beSd39LoS3PxryB2lAigw6eyxtX6CZn2foFlfCaVVPnlZx9i/cjFr3l/LvJfmobXVEpwQTFy/OOq0qVNhxdjdc3cTXNcfbamY9ypYri2nzuJdy0vuGIJgMVJPpGLn5gCYTxcIwXxorKwJiW9OSHxzEl8ZyYoJb7DlP1PuWXwtzMmiMPsWLr6BFZjUcpgMBjRa0fVIeDwDX25Cy+ahtOr0NZm32tN20lpKJXETTlVmNBgw6HTUre6Htdr8XvNrde1K6vffI0mSWbVErgysNRpmdu/O5zt28MGqVVhrNPg6OuJgZcWLXbpQ99VXAfh48mQGxsejlWkMk4OVFe52duyfPp0nPvpIlgzCo5NKSth9+jSftK0aXfME4b8ZzXDna+qJVHbN3sWZ386Ql56H1kZLSHQAnXpE0bl9BDUdrbE3Sn/f8Gr4eyOPuzoLF28fzmzfRJ3m7e96/tCElvQY/zUmo5EbyWdZ8cEwivNzmXgogx0LZvDrtLJ9nt44ZSN5aXnYutpSlF1E6xGtcfF1ue9xRr2Ra8euUZhVyObPN/Ph9A/pHNIZreKfmzbcAt3IvpqNQTKgVlT58qCsqvR/Xf3167zcvz8D4+MJcXeXO45QBfxw5DjeNS317lIFplJH7O0a0+KZxrR45nYxNifjIPtWLGHVmNXMeW4ONo42hDYLJeH5BGom1Cy3NMfXHaNfu0bldn5BqAwOnUmhRnyQ3DEEwWKkn03H0fP+H3oEAaBaUBinft9wz8fsXvw9CqXyXz/oC4/HqNeh0TjIHUOoAsJCPEk5/SH14yfi/5+XiBw0nTyjo9yxhHJSlJOJvYsbAQ7muXNeFRJCNXt7souLcRVjtR5aNXt7JrVvjyTdvpH78PXrHExN5Z05c2ix4//Yu+/wKKq3jePf2ZbNpvdGCukQOqH3jvQuAqIIKKDYCxawouCLXQHFggooRYp0pEnoRRJCSSC0UEIK6X3b+0cQ5QdIAiGzm5zPdeUCZmdn703C7s485zwnhtqenlzKyWFal6qbwXQrL7Rrx/TVq2nx8ssoHMXrjVVRq7FRKlFZ0LJdglAZJEnCKHNHCJPJRMKWBA4uPUjSziQKswqxddQS1SqEV94fSPcWwXgYzTcWvYy3n7gjSdC+RxsOrFxw23MylcYGB3cvAJy8fGnQfQCHVv8KQO0mrTAaDJgqsTtWyvEU6vWsR3CtYGY/PZv6vev/Z/E1+3I2v0z+hcLsQuxc7YhbFcdf+X/RSNfolvtLirKfYQEFOCGW1Lifqm3x1VRQwLPDhtE+MJBuYWFyxxGqATOwee9OWo+aIHcUC1FWjHV07ETXMZ3oOsaMUptD+qV97P/tVxY8sZD8jDx0LjrqdKlDm8faENA4oNIePf1sBsOCI8V6r0KNZQbOn06h09SeckcRhBojPSkdFx8vuWMIFqYgO5NFL48luv8IvMPqYmNnz6Xjsez48QvqdvjnNbqksIC8jFSMBgNZl85zeN0yDq5cQI/Jb+AeIAbS3A9GvR6NxjKLJ4L1USgUbFj1JCPHzGfrpha8vWojqUYf9GYVonl49ZJ6OhGP2uE4qC2zt6JCoUClUKA3inPhe/H3rOEmfn408fPjseho5u3fz8ajR5n5gPyDogJdXMgvKeHS8uX4P/qo3HGECjBlZnImM5PXN26ktqsrL7ZrJ9ssakGoTGazGZMMv8oXj1xkw4z1nNl7ltKiUpx9nGjYJoQP5oyifYNauBpMXH/H/o9C6+2Me7Q1/X7+rVz7Zl48x8ndW1Fe+z/t7OOP2WzGUFo55xypJ1NJ3J6I2WTmmVnP8Hr863iGet52f7PZzLYvt/HAIw8wecBk8gvz2Xx8M/Vt699yf6PZyJUTV2g1uhW22FZKZuH2qu0r/5U//+RUairvd+smdxShmrjq6E7GpfPU7z5Q7igWSsJY7IyrWw96Pt6Dno+bUNpmc/Hkdg4uX8q8Ed9SmFWAzllHWPswWoxsQVi7sLtqU5yblotSpcT7iljvVai5CpyU5GcVENC08gY1CILw3zIvZBHUOFruGIKFsdHZ4V+/CTsXziXz4jmMBgPO3r40G/gwnR579vp+m+fMYPOcGSjVGhzcPPGv35Sxc5cT0qytjOmrN6NBj1pjmcUTwTr5+TizfcOzPPX8Ep7p0A61WomLiz39Rg0gokNvMuyj+dflP8FK2bu6k5N6GTu1ZRbVDamppBcU4CZmvVYqpULBhJYt5Y5xg7HNmvH5Dz8wc/hwFFqt3HGEclK4urJz0yayUlJ47623OHjpEq0DxRITQvVgus8zX3PTcolfE0/y4WSSDyeTl56HodhAl+HNmPZGLxp6u+BoNN2yhfDdivLIQalSk51yCWcfv5tuT4jZxJttAjGZTBhKigHo/fy7ANi7uKHWaNny2Rp8wupRp4c/GvtM7nZVgOyUbNqMacPnL31OsGMwTy94mr0/76X3G71v2jdpZxIrp66ked/mvND/BdwV7mAP4c3Db3t8paRkyawlKFDc1I5YqHzVsvhafO4cE156idc7d5Y7ilCNbMgtQufkUmVrmlo/BcYiV3z8B9H3mUHwTFkx9sqZXRxatZxfn15MXlouNvY2RHSMoOXDLQltG1qu7++eH/cQHFULTbFY71WouTLcQEISr0mCUIVyUnLwHHL/WuoL1kmlsaHn5Kn0nDz1tvu8svavKkwk/M1kMKBWV8tTXkFmX348DBhGYWEpm7clMHveBr6ZNZ8nnn8Y577T5Y4n3COv0DpkXjjLpXwDYU6Wt77vlfXrUSuVqJSi0F/ddQ4J4cvdu9EfOoRNG7HskrWQlEo0dergGRmJ+c03xUAJoVqp7DVfc9NySUtKw9XflamRU7F3s8c33IugCC/aDG6Ch1bNs0Ob4mS+9rjGyp+Io1WUEtU8ml2/fE3v59+56fbg6Lb0f/VD9MVFHFi5gIzzp2k1fNz12+1c3XELqM2KN+Yx//EUuk0eT683w5EUFcu69+e9xP4eS8aZDDzfKZvtGhgSyJ9L/rzl/rGrYnn1q1cZU39MhdaAd5JEq+GqUi3PRGdMnswDERE08vWVO4pQjSyI2U5kux5yx7BiZcVYD5++9JzQl54TytoUX005wN7Fi/hl8q/kpeWiddAS0iaEFiNaENkl8paFpfg1RxjSubkMz0EQLEdM2iUcvcTaP4JQlfIz8vAKjpQ7hiAI5VRWfBXFCeH+0ek09OvdgH69G5B4KpXu/b7go5Yd+lIY8wAAIABJREFUSPfoLnc04R5IkoRBX0pOiV7uKDcxFRfzxfz5jG7SRO4oQhWQJAkPOzvSTp7EXxRfrZLeaKTEYJA7hiBUGtM9frQ+d+gc+xbsI3F7IrlXclFpVBTnFzNu4TjUWjXHD0/DzvQ/k22qYO7N6Ee78sZzn96y+Kqx1V1fJqbfyx8w7/EBbPnm/+g+6dXr+wTUj6b5wIdRaW35YnhH8lL78OCc6HLPgNUX60lJSEFfpOfleS+jo2zQRtvItnxb+C1ms/mGAqu+WM+FuAv0qNejQoVXoWpVy+Jrdn4+PevWlTuGUI2UqDSciD/ME8+9K3eUaqSsTbGzSzd6Tuh2vRibfmkfh1Yu47dXlpOTko3aVk1wi2CaDW9Gg74NUCgUpJ5KY8gTkXBWzHwVaq4dJ07hV//mdiiCINw/pYWlOHkFYsyXO4kgCOVhNOixsRHttISqERHmxYy3B/DC0LG8/cMXFNUeIHck4R6Ete7MsqVL6PniOGyUltNpJu7jjzmWmsqrHTvKHUWoIvV9fPjr4EH8x4yRO4pQQZIk8eILL/DitGk42NjQOyKC5v7+uNvZyR1NEO5aRWa+5qblcmjZIU78cYKLRy5SWliKzkVH/VYhvPL+QLq3CMbZDHWi3+W7Ud8x6JWeNxdeq0j3Zna8kJuDwWBAdYc1mrs8/hI/TB5Oy6FjcPTwxlBaQvwfq7h6PongZu3o/9os/pg9nQ0z0mk0sBEO7g7Yu9vf8liF2YV81f8rTu8+TVi7MJ774DkmNJtwvaDa2KkxXuFenN51mtC2oaSeTOWv5X+RsDWBR6Y8gq8kJh9asmpZfO3eoQMr//yTOp63X4xYECripIM7Bn0JLr7+ckepxv5ZM7bb2B50G2tGYZNHbuYRDqz4lXXT17NgwgI0thqKcorYf1mHnasjntmpKE1i7Veh5jmWeIHGI5rJHUMQah6juFgiCNbCZDSi0VTLU17BQj00rGyGw4cvvsazK7pRYBLvGdaq5dAx/Pzcw+wfPZJ2PpbxczQkJ/PWggVM795dzHKpQep4eJCYnCx3DOEuhQ0ezIoePdjz7bfs37+fR5cuZdHw4TiKNXwFK1Os16OQpNuu+Zqfkc/hFYdJ2JpA8uFkinKKUNmoqBXpTbP24bzzbn8a+LngbDBxfUiTsazQum3T89i76vCQ8fKuqyob7+AQDq9ZTLMBI/9z3+DoNngFR7Dtu0/oP2UmZqOR0KiGvPrxbMb1bMvgNz+ndqOWbP1iGVu/2EphdiHPbX6O0NY3L2H00/ifOL37NP6N/Ek+nEzCkgSkNv98j1WoMJQYyE3LZc6QOTi6OTLgoQF88vInBKmDxOcBC1ctz0QbtW7NzytXyh1DqEZ+iDuCb3g9uWPUMBKmEkfs7drSaVRbOo0qK8Zmph5gy1eLmDZnLoW5WdjaOxJVrxGDmrWkh4eLKMYKNYJBBZfPpvFI3wZyRxGEmkUCk0FcKBEEa2EyGkTxVahyw4dG8/EXW9k58xFavLyQUrPlrRkq3JlKY4MZuJhvOe1CE5YswUmrJcjVVe4oQhVq4ufHT3/9hSEtDZWYZGKVFPb2tHn2WdoAtuPGsenUKYbUry93LEGosBKDAbuMUjKcJP5a8RfHNhzj/KHzFGYVotQo8Q3zolHLYJ57pgvNI71x0ZtQ//sAhltfr63trAOZL+VKEjwwqBNrl/9yx+IrQNtRE1kydRJpZ09SkH2VtCsppJyIJf1cEnPH9CK6zzAaRTZi25/baD2oNSe2nLhl8TUvLY+WD7fktU9fI/1sOt29bly6YvPFzVw+dpnzh87z/drvae/THo107519UlJS8PDwuOMsX+HeVMvvbuy+fdT18pI7hlBNmIEt+3bR4qHH5Y5Sw5UVY52duzD49S7Xt6acPMbBVQt5f8H3vJaVIYqxQo2Q667CUGrAydtJ7iiCUGPkZ+ajVCkxi+KrIFgNk9Eo1nwVZLF5zdM07/AhLR5YAPXGyh1HuEsKScJRYzkth0+ePk19b2+5YwhVzFWno8RgwJicLIqv1YBfQABTVq+mV0QEOo1YGkGwHlq1migvLx4LeQG1sy3eoR40ah3CpAkdaB3lh6vBiPrfHYP11nct9pGhDfjho29v2Db07S9vuW+jBwZz5dQxdi78msa9h5F75jgTBvak31NT2P7r96QlxJKbkUZhfiEhdUPYt2kffaf2vek4uWm5TPxoIn1d+8L/jK06nH2YJ0c9SUlBCQ+/+TBdfLqQm5uLxuneXzt69uzJkSNHyM7OxslJXFu8XyznU2QlysvNxclGjC4VKkemgyvpF89Tv7tYs8cS+YRH0fel93nut11M3ZrIyFnzMbh48P6C72k67VXCv/mefntj+cms47KbLwaFuAAnWL+z2hJU6mo5fkoQLNal+EvYudqDuVp+fBaEasloNKC1Ee+XQtVzdNTywbv9ee/pt3HJPSR3HOEuSJKERmdHcmae3FGu83Rz40qe5eQRqo5GpSL39Gm5YwiVoMvEiTzesSOvbtiAwWiUO44gVMiq0aPRKlWc3DqVA79NYt4LPRgY7o2X/n8Kr1aqtn0GNjp7UpKOl2v/7k+9wds7z1GQlcGGLVvx8vLi9y9nMGLIIJo1rE+PHj2YP38+s9+bzdVzV0k9lXrD/c1mM80fas7quatvOnaeOY+xY8eSfSmbh998mHcHvcuUKVNo3Lgx9erVIz4+/p6e68GDB3FwcODhhx+mpKTkno4l3F61u3pkKixk5759BLm4yB1FqCY2F+rROjiKafhW4lbF2FJHN979cR7RU6cQNncefXb/xY8mW1JcvTFK1e5lUKgB/khKwiPYXe4YglCjpBxPwdFTtPkTBGtiNppQqMWgXEEeA/s0ZEDfhmz44j25owh3qaQgn2ILGnTVuGtX/rp8GbO5GlzhFiqkia8vB3bvljuGUAl0Hh5M/vZbnHU61iUmyh1HECpEpVRib2NDxpGrcke5L9QKA43btWD3wm/Ktb9CoUCpVuPo6UPsxQyWLFmCl5cXRqORzp07k5+fT0xMDM6SM11HdmXV1FU33H/X97vQ5+pZ9O2iG7YbzAbe/e1dDi8/zMh3R/L2oLf58rMvsbe358yZM6xYsYI5c+YAkJGRQWRkJCkpKRV7rmo1rVu35vHHH2f8+PGYRNfI+8JyPkVWkm2ffUZ+YSEdgoPljiJUEwt27iCiTVe5Ywh3ySc8iv5TZvD88t1M3ZrII1/8gtHFk/d++pam014jfN739Nl1iI/yjCS61aJYXKATrMD+E2cIiA6UO4Yg1Cjpp9Nx8RPLWgiCNTGZDNjZVrtTXsGKPPFYW/bvjsdWUSR3FKGCLifG41k7jGBXndxRrrNt25bOoaGsPHZM7ihCFWvm78/+4+WbiSVYPoWDA61atiQ5O1vuKIJQYREe7qzfUn3fh8aN7cqpfX+We/+i3GxKCvLYvmc/SUlJjBw5kpSUFAYOHIhWq+XChQuYzWbenPYmidsTKcopImlXEtvnbOf4puN89t5n+Kp8rx+vxFzC1we+ZtHbiwiMDuS5B59jz449xMbG8sYbbwAQGhpKRkYGjz32GF9++SVarZalS5dW6Hlu27aNiIgI+vTpQ4cOHZgyZUqF7i+UT7U7E/1z1y4G1K0rdwyhmihVqomPO0ir4ePkjiJUEq/a4fR75YPrxdiRs+aDhx8/rF9N52lTCPv4E1qu+YOXLlxlv7MvubYOiHHFgqU5nXSZOl3qyB1DEGqUq+czcQ2oJXcMQRAqoGzN12p3yitYkcgIb2y1alJWvSt3FKGC9iz+juZDxtDE3VbuKNcpVCqefvFFvj94kHzRIrBGaernx86zZykRhfdqo/dDD7HsHtuGCoIcov1qsSf2nNwx7ptWkRL64sJyzwSN/+N3bB2c6Vjbg3HjxvH4449jNpvx8fGhb9++nD59mp9++om6DnWxdbRleovpXNh5AalIYtXiVUTaR14/Vom5hFEfjeKpFk+hUCn4YP4HBCgCmD17Np988gmSJAFlSyMsXryY9957jzNnzjBr1iz27t17x6zFxcVs3bqVSZMmMWfOHKZPnw7A2LFjOXPmDNliQEilq3Z9VEePGcOEV16hY0iI3FGEauC0owelJcV4BIrfp+rKJzyK3i/+czGkMDeb2HXL2L5jI7+uWoLJaMDdN4Bm9RvzYNNoInUavLJS0Rj0MqYWarJinYLMK9lEdo68886CIFSanJRsGvUKkjuGIAgVYDaZ0KhUgChSCPLp37chcfsO06Gv3EmE8spJS6GkII+oOpHUsrOsy2ZO3brxbNeufPjnn7zTvbvccYQqYqtW09zfn3VffMHAuXPljiNUgmN79hDs5iZ3DEGosA7Bwfy+9gSYzXCtGFidOCtzcXL34vSBGMJadLjj/k37j+DMoV38smU30dHRrFu3Dp2urGtGy5Yt6dmzJ7Nnz6Zbt26469yZt2YebYPa3nAMs9nMsqRlLFm1hGUvLaPfO/34+Y2fcZQcKSgo4MqVK7j8zxKbkiShUCgYMmQIa9asIe82a8JHRETg4eFBw4YNOX/+PO3bt+fJJ58kKioKAL1ez759+7h69SparfZuvmXCf7CsT5GVIKR/f0I++ojYy5dp5Ot75zsIwn/48dhxvIMj5I4hVCGdozOth4+j9bXZzobSUo5tW8uxLasZ++E7lBTmY+fiTmRkffpEN6ePrxe+2amoTEaZkws1RbanCrPJjEpT7d7CBcGi5aXn4RMuZpwLgjUxGQ3Y2WmAArmjCDVYXPwl6rdtJ3cMoQL2/DqPNiOeoLW37vosE0vSb+pUvu/Rg4yCAtzt7OSOYzUmrljBL3FxjGnalE/63jga4oU1a/ju4EEeatiQOQMHMnHFCnKKi1n00EMypb3Z4Hr1mLN3L/2Li1GIC+RWy2w2k7Z1Ky/NmsUPQ4fKHUcQKqx5rVqk5+dDgRnsLe898l5JEtRr1oAjm1aUq/iqVKkY+vaXfD9pCMVXUti0aRPx8fF8/fXX/Pzzz+zatYvp06dTp04d1q5de1PhFSA2N5Zh4cMAeOSbR5g5ZiaOkiMAv//+Ow8//PD1fU+cOMGPP/5IbGwsPj4+tGjRgvHjx1P3Np1g586dy9SpU1m+fDkdOnRAr9cTExPD8uXL2blzJzqdjvDwcJYtWyaKr/dBtbtyK6lUTHnlFSa89BKLR4ywyA/KgnUwAxv3xNB44MN33FeovlQaDQ17DKRhj4HXt6WcPMbhtYv5/LdfeC/9Crb2jkRG1qdHk6b0DfDHNycNG72YYSHcH7HFV9E6iA9EglDVSgpKcPENxZgvdxJBEMrLZDKhEYOVBJkdP3GZIS93QDRysx6XE48y5Pm3iHDWyB3lllQBAYxs1YolR44wqVUrueNYlVqOjvx29Cjv9+yJrVoNQLFez7KjR6nl5CRzuv8W6u7OuawssjduxLV/f7njCHfBbDaz9f33efvbb3mnWzcxeEKwSiqlEgBTugGFveW8T6am5TLrsy1s2nKClCs5eLjZUy/Kl0nj29P/wa//875fffIgIx9sdv3ffQe05L0pc8r92Eq1GrWtHSUqFUlJSZhMJp599lmys7M5dOgQzs7OBAcH07btzYVXAAUKxs8dz3vj38NT4QmUncekp6ezbNky5syZw7x581i+fDm1a9fm0Ucf5YMPPihX3atTp07s3LkTgJycHI4dO0Z2djaRkZG89tprKK/9PIX7o1qeiQb16UPHH3/k2wMHGN+8udxxBCuVbedMavJZGvcSI9GEG/mER+ET/s71f19KOELc+mXMXfUbM9Muo1CpqRUUSpsGjRlSvx51SwtwKMxFDAURKsOmY4n41vGRO4Yg1DxmwKSTO4UgCBVgNhrR2arljiHUcAaDCdtajcgWq5ZYBbPZjEqlJthJjcKCB/M/MGgQw557ThRfK6iBjw/nsrJYfeIEwxo0AGD1iRP4OToS9D8tHS1Rm6Agdm/eTB9RfLU6hvR01s6axWfLlrHooYdwsLGRO5Ig3DUXnS1xBy/SuHaw3FEAOH8hk579v8TJ0ZZ33uhNVB1f9AYjW7Yn8vRLS0mMnXZ93ylTV5GXX8xXnzx4fZujw43ru3eKdmVK9tUKZci8eJb08+fo27cvO3bsIDAwELVaTevWrQFuOzMVoKFTQ75+/Osbiqlt27YlNDSUli1bMmHCBHr16sWKFSvuaXaqk5PT9TxC1aiWxVdJqeTFr75iWPfutAoIoJ63t9yRBCu0Qw8anR0qjeWM4hEsk19kA/wiG1z/d2FOFofXLmHHri0sXrUEo9GAh28ATes1ZEjjaJprwDX3KgrMMqYWrNWhY2cIf+D2H9oEQbh/zHox61wQrInJZEKrFaO5BfmVmMU5pbUwX1vDTqtUyB3lPzl27oy3gwPnMjMJcnWVO45VGdm4MQsPH75efF1w+DCjGjdm57lz8gYrh0H16vH8mjW037YNx06d5I4jlFPxuXM8MnAgAY6OfDdkiCi8ClYvwt2DbbtO0nioZRRfX3x1OZIksWXd09jp/vn/VSfCm1HDm+Ps9E9xVWurpqTUgJen422P522ThVpjQ07qZZy8yrespUdQGH0HD+P1SWMBCA6u2Pfmf2exPvXUU/z888+kpaVRv359xo0bV6HjCZbBsj9N3gO1jw/Tnn2WBbGxckcRrNSPu3YS1vLOvd0F4X/pnFxoM+IJxny1hNc2HeXV9UdoPXoSSZlZTPpsJg3emUbk/J8ZsO8I3+ptSHb1Qa+slmNhhEpmVMKFpCs07N9Q7iiCUKMU5haiUCkwGUTxVRCsidlsQqMSxVdBXiqVguLEzXLHEMpJoVBg1JeSrzfKHeU/KXQ6RrRvz0JxzavChjdowN7kZM5nZZGcnc2+Cxd4sEGDO9/RAgS5uDCiUSM+nzEDU2mp3HGEctr566/Udnbmjc6dcdWJTjqC9Wvu78+B4xfkjgFAVlYhm7clMu7R1jcUXv/278JreakVBgLrRHJ43dJy7Z93NQ1DaQkz3nmL4ODgChdeb2XEiBH88MMP+Pr68uCDD975DoJFqrbFV4B6XbtyPDWVc1lZckcRrIxBoSQ2dj+tHhSjSoR7p9JoaNBtAA/N/JZX1v7F1K2JDH7zc4odXPi/X3+k5bRXCf1qDm03bGPK5WziXGuRZ2sv5sUKN8nxUFFaVIpHbQ+5owhCjXL56GV0zvZgFkUcQbA2kmSSO4JQwykUEo6ult/OVCijLylGZaOlxGj5Z2MdR4/mwMWLlBgMckexKm52dnQPD+eXuDgWHj5M97Aw3Kxo7c1BUVHsPHuWE59/LncUoZxSz53DTRRdhWqka2goiZfTwST/e+WZcxmYzWbCQj0r9bjtOjXl1J5t5drXztkNs8mEupK7Znh7e/Pcc8/9Z8tiwbJV6+KrKiCAb2bO5LnVqzlwwTJGYwjWIdnJk+L8fHzCo+SOIlRTAQ2b0X/KDJ5dGsPUrYlM+G4tAS07s+mvA/R5+zUiZ8yg4ZKVPHr0DCttnEl19sIoVeuXbKEcTtuUoNKIWdKCUNVSE1Jx9HSSO4YgCBUkIYllHgTZDR3YhDcffRInw0W5owjlcHTzaiJadyHA3vLXi9Y2acKghg1ZGh8vdxSrM6pxYxbFxvJLXByjGjeWO06FKBQKPujZkxfmzSNv92654wh3kHf0KLM3bKBzJcyEE4Q7mbhiBc5vvcUnMTE3bF9z4gTOb73Fr3Fx+E6fzpmrN65nmpKbS+CMGczZu7dcjxPp4UFucTHkyf8522wuyyBRueu0D+7fgPSzp8r1+En7dxDSMBonjbhuK9yoWv9GSJJExNChLFmwgLc2b8ZgtOy2MYLlWHjqDO6B4oORUHWcffxoN3oS479ZyWt/HGPK+jjajXmac/n5PP/lJzR++w1Cv/6Wthu3M/HUJZYoHUh29aXARicuKdYga08cxzvcS+4YglDjpJ1Jw9HLXe4YgiDcBYWY+SrI7K3Xe+Pr68TJ1bPljiLcgUFfyqHff6FJ76FEuVrHUgOjxo1jyZEjGE3ita4iuoaGojca0RuNdAkNlTtOhQW7uWEwGolft07uKMIdzJs+nUebNiXUXZxLCFVDq1Lx6a5dZBcV3XTb8IYN6RwSwsSVKzH9633j2dWraeDtzYQWLcr1GAqFAkmSKE2Rv/15SG0PJEniZFJqpR3TbIY9R/PIz8q44fv0b0V5Ofwx+wO+mziEv1b/ysChD960bqsg1IjpM24tW9I+MpJDly7RIiBA7jiCFVizdycNewySO4ZQg6k0Gup16Uu9Ln2vb0s/f5qEmE0cid3HHzu3UpSbDUg4e3jRMKohj7RuQytzCY6FufIFF+6rfcfPENw6RO4YglDjZF3IwsWvttwxBEG4C5IYpiZYgAsXMhndrCU5cgcR/tO+ZfNp2nc4rQJcsVdbx1wFp5496V23Lr/GxTHSymZwykmpULDvySev/90aPRodzfq9e2ktdxDhtoxpaaw/eJDvhgyRO4pQg3QIDuZsZiYfx8TwTvfuN93+ad++tJo9m6/27GFymzYsPHyYPcnJ7Jw4sULFQx8HB2J2JNElsl5lxq8wFxcdXTqG8+383Twxtu1N675m5xRVeN3X5BI/3ho/li5PvIzif94jTCYT+5Z8z/EdGxkx8RkWfjoDT50KhSi8CrdgnZ8wKkiSJFQqFQYxElAoh1xbBy6eTiB6wEi5owjCDTwCQ2g3aiKjZs3nhRV7eWNLAlM2xtNt8lRSSvQ8/tH71PlgOtGr1vPKpSyOuvlRpLGOEdvCnZmBs6dSaNC7gdxRBKHGybqYjXtgkNwxBEGoIDNmFIhzQEF+Hu4OxG36HUn8Plq0xJg/aNZ7MG18rGdtRoVCwaQpU1hy5MgtZzkJt+eo1eKotd7z5a1JSXRq1EjuGMJ/KD1/HoUk4WTFv2fCnRlUkOav5kioRIGj/KUWpSQxtUsXvtm/n0s5Nw/7crez45M+fZi+bRvbTp/mtY0b+aBnTwKcnSv0OFFeXmzfd+e2vFVh1geDMBpNdOn1OavWHuH0mXQST6Uy99sYuvf9osLHc1Nn4ezpjZ2z6w3b8zJSWfjio9jbqNi+aQNvjx6At51aFF6F26oRM19NWVlsOnKEsSNGyB1FsAL7FVqUag0aW+s54RJqLpVKRUSbLkS06QJAaXExh9cuYfOmFSz4bSEKhRL/kHBaRjXggaYtaFSah2vuVZRmceHH2uQ7K8nPzCegqejgIAhVLS8tD8+QcLljCIJQQRISCknMfBUqj8lkorCwlKtZheTkFJGdXUh2ThE5uUXk5BaTn19CdnYhefnF5OWXkF9QSmFhKQa9ke/mruazJ3LI1bvI/TSEW9AXF2FjZ0+kqw6tUv6L5xVh37Ytr/TqxfvbtvFhr15yx7FYcwYO/M/bFz30ULn3lduF7GwK9Hrav/yy3FGEWzBmZvLrW2/x7dq1jG7aVO44QiUyU3Zt5qyTnuUnjrHjcCJnEy6hL9JjMpqI6hzJ+sb9UBqo5BVIK6ZvnTrU9/bmg+3b+bJ//5tu71OnDgOiohi8YAE9wsPvqnNC28BAFh2Nq4y49ywowI0/Nz7HR59t5o23V5Oalou7mz0N69fioxkV72xpryzkhbee4JP3vqPl0DHoi4s48ecG9v32I6/O+JRHOzVFpRAFV+HOakTxVbK3Z3ybNoxdtoylI0feNF1cEP7thz27CW7SSu4YgnBXNFotLQaPpsXg0QDkZ6YTt2E5O3dtZdma5Rj1pdjo7AkLj6Jr46b0Cw7CPzcDXakYJW3p0tzKOjmI9zBBqHqF2QV4BUdCsdxJBEGoKNF2uPoxGAzk5pWWFTjziskvKCEvr5iCwrJCZ15eMQUFpRSV6CkqLKWwWE9RoZ6iYj1FxaUUFJRSUmKgpNSAvtRIaakBvcGIXm/EYDBdb7lnNt/6d0epVGBjo0KtUaLVqrHRqrHVabC1tUFjq8LeSYetuwMBYV7YOenQOduitbfh7cd/plBjAH1VfreE8irKy0Hn5IqbVil3lLvS7fXX+fmBBziSkkIDHx+54wj32cmMDJoGBKDy9JQ7ivA/zvz+O89OmUIdT09+eeghbNVquSMJ98CggkwfNX/mXeH3g7HEHTlHZkoWCqUCn0gf6navy5CvR+Dq78rl45eZ2WYmEYfO8/gz/XgpNxCFjB9D3+ralX4//shTrW59jfvl9u35NS6Ol9u3v6vj94iI4L1t20BvBrX8hUhvL0f+7/1B/N/7/73fnE+H/+ftZrOZ/QfPk3ZZQ2FONjvmf8Gp/Tto3aMvvy5bQXSAu1jbVSi3mlF8Vat5bMECTvXqxb4LF2gVGCh3JMFCGSUF+w/tZdC0T+WOIgiVwt7VgzYjnqDNiCeub0s9nUDsumX8tHEtn6YkI0kKvP2DiI5qwIAGjWiikXATs2MtzrbLyTj5OMkdQxBqJLPJjErpjEHuIIIg3NaRP1ay8Yv3sHf1RKlSoVCpKMzNYtK4j7HTGFAplahUClRKBSq1EpVSgVqtvPalQK1SolKV7aNWKVCqlKhVimvblNholCgUCpQqCaWybH+lUoFSKaFSKpAUClRKCYVSgdlsprCwFFutGpVaeb0V2d8XakpK9EgKCUmSUKuUNxX51GolCoWEyWTGZCq7zWQyX9/PZL55m/naviYzGA0mSvX6a/uU7W80mjAaTZhMYDQYMRpNGIzma38aMf/9OGYwm0wYDNe+jEb01/6u1xsxXvtTbzBiMJowGIzo9Sb0fx/z79v1ZbcbDWWPqzcYr+UyYjAYMRr/naliVybLlhW69vPTKNGoywqhao0KjUaJja0GG60atUaFjU6NRqvG1leHq70NGp0GOydbdA622Dhq0dpr0DnpsHHQonW2Ra3TYFYqMUpglCSMgEGSMElglMBA2d9NZUHKnfnA4gM4+DhhKKpYSz+h6pQWFaK20aK20pksKh8f3n38cSZ88glLRowQAzaruSuOBHl9AAAgAElEQVR5eXhVsEWocH+ZjUZOLlnC+Nde45M+fQh1d5c7klBBJgny3FScsS9ldcIJdsaeJOnYBUqLSrFztSOkdQj9pvenbve6t3yN9a3ry/TT0/n+4e/56I2FDPjqdSLOyVd9bRMURJfQUN7ZsoURt2hR/vd613e77rW7nR2lRiNcNYG3dQ5c+reLl7KZ+fEmki9k0aRxbRauPY+htJTagf58//4mvO3EQAqh4mpE8RVAUioZPmwYX339tSi+CreV4uxJQXYmQY1byh1FEO4br5BIekx+4/q/iwvzid+0ividf7Bh60ZKiwvR6uwIDq1D20ZNGBIaQi19Ls65uTKmFnYeP0VAI9FyWBDkYjKItZoEwZLZu7iTefE8vac8jcmYi6FUT9NO4dRyysSoN6Iv0WMoLSsAGvQGDAYTxXojxqJSjHmmsoKkoexPg8GE2VRWHDRdKxAaDdeKhGYzxr8LnUYTZrMZs7lslHzZv8tqcgZj2QxKibJi4fUiKaBSKsoKqOayNrb/W8QzGf8ZACdJUtnNfxdw/7Ud6caWdn8XdCWprED892H/3q5QlOVRKBUort2uVCpQKCS4dj8AhaKsiKy8VkxWqpTX/iwrRivVClR2ajRKJbYqJSqNEpVaiVKjRKlSorFRo9aqUGlUqDUq1LYqVBo1Gjs1Gp0NNnYaVDZqbOxtUOk0qDQqzNcKnSap7HtkkspWRzVKYLpW8DT86+8mwFxJsw5Krn3dz0+6oW1CyUvL42ran7i5d72PjyTcrQtH/8Insj62KussvgLUHjeOTqtXsyQ+nuENG8odR7iPgl1d2Z2cLHcM4RrD1auseu89Pl+1is/79aO2q+ud7yTIygwUOCm56Gpm7ZmTbI9N4OTxZAqyClFqlHiHeRHeMYK+nw/Bo7ZHuY9r72rP02ufZv5j83lq5Uo2NepPqa1Eqp+KWqf1VT4T9s2uXWk3dy6hbm735fg6tZrzx68S6G2ds/BLSw0cT7jCX7EXWLh4P6NHtOC7H1ajULnQatQpkBQMiY74z5mu+/fvR6fTUa9evSpMLliLGlN8Bag/cCAXZs4ku6gIZ1tbueMIFmjpxRScvP3kjiEIVUqrs6fZgJE0GzDy+rbU0wkc2bSSFds2M/e7LzDri2kY5Uff5lE80qgJjlmqsqtUQpU5nniB1hPayR1DEGocg6FswR6zXhRfBcGSHd++noCG0bQe74iksLu2VQxasjRGoFDuEDJwqeVC72m9Wfn2W4z9QhRfLVFKYjzRA0YR6KCRO8pdU2g0PPXSS/QZO5Z+deqg01jvcxH+m0apRG8Snaosgdlo5IeXX2bLwYN8O3gwnvb2ckcSbqFUK5HupeTPrEus/+soR+LPcfVyFpJCwiPIndB2YYx5tStBTYMq5fHaPNaGT7t/yqj6vsR8EkPulVyGvNSLuq4eTDYFo9ZXTRU2ysuLofXr883+/ffl+MGurmzZkcBjna2j+Go2m1nxexzt2oTg7mbPiDE/0KhhbZo0bsSa1S+wPeYsGq0XGzZsYGiPHuU65uzZs4mJieH06dP3Ob1gjWpU8VXp6krLyEhOpKWJ2a/CLa3cHUNU5z5yxxAE2XmFRNJt4hS6TZyCcf8cFn8xl7FjWrP0t7/4fNkOlEoFDSJ8aR8VTN96dQhUOJW1GhE9Oe8LvVoiNTmDeg+IkXSCUNXSTqahdbDFbBJthgTBkhXn55GTmkLWWR2uIXlyxxGEmwQ2DWTH3Bi5Ywi3UZiThYOzE3ZWPPMVwLFzZ8a3bcucvXt54S7X8RMs3+W8PHxdXOSOIQA7Pv6YFbt28fOwYaiU1t96tTowKiDbS0WclMuq2KPsP5LEpaQrmAwmHD0dCGpem95v96Vuj7qoVPenNBLWNoyo7nXZPX83HSd0IOtSNod3JbDy0CauvDmYzq4+9Mysmtbhr3fuzMpjx+7LsRv4+HDgSDKP3ZejV764+EssXHyA1eviyc0rpm/v5jz9wg9kZ+fSv39/YmJieO211+jevXu5jmc2m7l06RKenp4UFhai0+nu8zMQrE2NKr4CRIaGsjMuThRfhZsU2thyJvEYfd6ZLXcUQbAocTv+pHl0EA8ObsqDg5sCkJqWy9IVh4nZmcTXq3dTWKTHRq0iJNCNFhGBPBAVSWNnbxRZZiiW+QlUAzkeKox6I/auYhStIFS1lGMpOLg7cmNzT0EQLM2gaZ/yxUOdWPTUr4xdOBJb12y5IwnCDTbM2EBYu0gkVRFmg+jEZWkCGjTj1P5dlLSPRGvlBdhhL73EAwMHMqFlS+zE7NdqqYmvL69u2MDEixdR1aold5way5CaynvffMO3gweLwqtMTBLkeqg4rSth9fHj7D6SxOmEi5Tkl6Cx0+Df0J8mI5oxfmhTdM5VWxibtPLJm7btXbiXeY/9SEzrMHp2HVHpjzln4MCbtgU4O5M6depN2wNdXMh+6617erz2tWvz3rat93SMqvLBrI0s/u0vXnx2IJOe/hKjIQul2g1JUrJ9+3ZiYmL4/PPPmTx5crmPmZ6ejo+PD927d6d///788ccf9/EZCNaoxhVfh7z4InPbtuUlMQJQ+B/HbF3AbMbe5f70wRcE62TmxJFEpr18Y7sNL09HnnqiA0890eH6toyr+azdcIwdMaeY8M0ysrILkSSJWj7ONA2vRYfIELoEhqDLV0JuFS90YeVOqQpRa8WsO0GQQ+qpVJy83eWOIQjCHSgUCib+uJHZo7vzfos3ePfUi3JHEoQb9JzSk3nD53F8UyM6Pzmc6F6vYhbriVuMqM69WTJ1EgljR9HIw7qL4zYNGvBIq1bMP3SIJ1u1kjuOcB/4OTkhSRJpW7fiO3q03HFqJFNuLp8/8wxta9cWS9tVEYMKsj3VHFfksu5YAgePn+X8qcsU5RWjUqvwjvAirH04vT8ehFeYl9xxb6nlyJYsmrQIWy97DruX0DjDRu5I96RdUBApuXlQZAZbyxu4lJ1dyC/LDrHvwFk0GjVHYrdi71QfSZJQabyv7/fAAw+Qk5ODo6NjhY7v7OxMeno6q1evZsaMGZUdX6gGalzxVeHoiPY+tRQQrNv3Bw/hV7eR3DEEwaLYKQpJvZJN545hd9zX3c2eR0a24JGRLa5vKy4uZcv2k2zdnsina3fwwqXfMZlMuDjraBrpT5vwIHqGh+Nh0EG2qWwhMOEmGxMSLPbkQRCqu4yzGbj4ed95R0EQZKfRauk64RU2z50pdxRBuElo61BmJs8kaXcSvzz1C4d//4PxczdjNogWdZbAztkVN//aLN5xkAaD2qKQLO8ickUMefRRBk6cKIqv1VhBaSnOfn5yx6iRTAUFvD1iBBmZmbzXrZvccaolvUYi01vN/sJ0Nh49QeyJc1xMuoKh1IDGVoNvHR9C2oXSe9ZAfCJ95I5bIU0GN6Ewq4CRX80nfsQTKK34OphWrcZkMkGWEWwto97yx9YTrF53lOISPZmZBTRu6M9nn86iVlBbFIpbD5TQarVotRUfEKfRaFi/fv29RhaqMcv4X1GFJBsbPBwcOJmeTriHh9xxBAthBmIO7KbD+BfkjiIIFsVJfwHgrtfB0Go19O5Zj949/1mr1GQycejwBVatOcLivXG8/8tmSvVGbDQqwgI9aBkZSK96EdS39yprW1xSKU/Fqh1MPEdQ8yC5YwhCjZR1IYt6PZrLHUMQhHI6c3Anrn6iBaNguUJbhzL1r6nMbDuTP+Y9Tdcx8xCt7S1D/tU0VK5e6E1mbJTW/TOxbdYML3Htq1pTSBIqX1+5Y9Q45uJivpk0iSsZGczs2RPJygdqWAKDWiLTW8X+kgzWxR3j8LFzXD6TirHUiM7ZFr/6tag/pDEPD2iEk7eT3HHv2aPfPwrAs27PkuIpUSvFujvD2dvYkHg4hQhff1keX683olIpiIu/xFdf/4mbmxNTp75G8rk4VGon2nYci0JpJ0s2Qah5xVe1mjemTGHClCn8OGwYTncxqkGofjId3ci8com6HR+QO4ogWJTDaxbh4lK5H1IUCgXNmgbSrOmNa2+npuWyZv1RduxM4rfZR8jOKUShUBDo50J0uD/do8Jo5xuIKlsBBdb94bQizMDZU5d58OkOd9xXEITKl3oqlfOHvmfbl79j5+yGi18gbv5BuPkH41E7DM/a4WhsxawlQbAUBVkZeASLi9GC5Zu8ZjKvBLxCy2G7sbdrI3ccASjIyiTUxwMbpULuKPdM4eTE6E6dWHrwIK937ix3HKGSZRYW4qTVovKXp9hRU5ny8pg9cSL7T5zgsz59ROH1LpiBHA8VibZFrDx2nD2xJzmXcAlDiQFbJ1sCGgXQdFRzxg5shL2rvdxx75v00+kU5xZzzMNArRTrXi840sODjdsSiOhdda9HWVmFbN6WwG+rYikpMZBfUEJhUSmzZkyge68XUCjtCInoK/6PCrKrccVXgPAhQ+i9dCkxZ8/Sp04dueMIFiCmxISNnT0KhfWfZAlCZUo4cIBB/RpWyWN5eToy9pHWjH2k9fVt+fnF/LE1kS3bE3nj142kpecB4OnuQMMwXzrWC6Fn7XAcizRlbYurYU220FFBTnoeoW1D5Y4iCDWSyWDi2x0fUHpR4uTJK5w4foGUiyc4fyiG3KwsinJzMJnKekVJSGh0dtg5u+Li64+Tdy3cagXhERSKd1gUOicXmZ+NIFRvU1v5o1Sp6PTEo3JHEYQ70jnrsHe3J+nAnzTqKIqvlqBB9/4s+WoW/We9g7ONdV8MB2jTty8f/v673DGEu2Q2m9l57hx7k5PpGRFBmJsbWrUagPgrV2jo54fCvvoWpyyNMTOTqSNGUJCfz2d9+ojrh+VgBvJclVx2NrP+zCl2xCeScCyZvIx8VDYqfOv4UKd7XYZ//zDOvs5yx61SHiEeRHQI54c1O+gR0EnuOPekoY8PcYmX7utjmM1mdu45TUJiKi7OOn5fd4QO7erx4/yvcfOsS1rKEWxtHXB2b3r9PrcqvBrT00k/eBDPtm1RODiU+7HR65E0mkp7PkLNUSOLr5IkUazX4+xcs17Yhdv7aWcMoS3ayx1DECyKAhMJx84y7UX5Zlza22sZ2K8hA/9VADYYDOzcc5bNWxP4fvN+piVvwGg0odNpqBvsRfu6IfSJisQfR8i0/nVks9yVSEji5E4QZGI0GGnsU4qPuxEaOQJR177KGMxKCo22FJh05JSoOXM+l4STV0hMuMjlixdJ3BbHvoxMCnOzMehLrw8SUarV2Do6Y+/ihqOHD04+tXD1C8QjKBTP4Ah0juJzqiBUxOWEeAwlxTy5YBMRfS8AerkjCcJ/+v2t31FrNTTu8hRmK/+8Wl20GPIo308aytYLOQwKdZU7zj3TRkdjr9GQX1KCvY2N3HGECjCZTExatQo7tZpeDRuyOC6Oy7m5fD90KAB5JSU42N567UKh8hnS0nhp+HCclUpeEWu83pJJglx3FeftS1l7MpHd8UkkJV4i/2o+CqUC9yA3arcIZuTTowhuGSyubwDtH+/A8teWY3i8Myq99c4kaBMYyOqNJ8Bshkqaabp5WwJT31nNlrXP8MfWBBYtOUBYiC/R0VFs2boXLw8HnnnhK5SqssHNPv4d//N4ZrOZnbNm8drs2ew8d46iuDi0DRoAkJ6ejk6nw87uxq5/ufHxzJ85k/PJyWQXF/PNypUoRat3oYJqZPHVXFpK/NmzDBdvmAJgUCiJjT3AyP/7Qe4ogmBRXFTZ5OUXUzfSR+4oN1CpVHRsF0bHdmE3bD+VlMaa9UfZsucUX63cSVGJHhuNivAgD1pHBtGrXiT1nLwg3WhV68juyryMvbtYn0IQ5GRruv3JsEoy4qjKx5F8fDQQWQ961bMDIq59lTGaJYpMthSZtBQabUnJNJB4Ko0zZ9NIPpdG6uUkjsbvJTczi8LcHIwGPRISZsyo1JprhVp3HDy9cfaqhWtAbTwDQvAMiUBr73j/vwmCYOG8w6NwrRXIktefZ1r/p+SOIwj/af+i/ez8bhcvr/sDs1G8hluK4vw8jAYDV4qt9yL4vyns7Wno60tsSgptg4LkjiOU04m0NP7vzz9p7OfHa0uXkrp5M7l5eZw9cuT6Pu52diRmZMiYsubIjY/n8dGjaebnx7hmzeSOYxGMCsjxVJGoKWLtsRPsO5bEuZOXKcorRqlW4hnsQXCbEB6d0o2ApgGi0HobTYc15acnfiLOo4Sml613VmXrwEDS8wugyAy6ey++pqXnMWdeDB4eDgwZ9S3ubna89eYUmrcagkKp4+ExhUgKDZJUvrKWKTubBRMm8MjixXzUuzd+jo5oQss6y5lMJvz9/XFxcWHChAm8+eabAOhPnaJnnz6MiY6mrqcni2JjkUSnAeEu1Mjia3FCAlkFBXiI/zQCcMnFi+L8PHwj68sdRRAsijr3FBq19bTbCgv15LnJnXlu8j9rGqVcyWHN+qPE7Epi8fZYsnOLUF5bR7ZZZAA9o8Jp6xOIIhMotMyLLNuPn6JWvVpyxxCEGslkMgFge+3Pe6GUzNgrC7FXFoIaAn2hpS/QwQPwuGFfo1lRVqQ12VJotOVyhp6Ek6mcPZtK8vlUUi8nEn9kNzmZZW2PjUbD9fsqlCpsHRyxc3bF3s0TJ09fnLz9cPULxM2/Nm7+wahEyyShGlIoFCiUKjIunOGj9otQaVRMXjsWpTZP7miCcJP1M9Yz8O3JKKktdxThXw6s+JlWD46lvptW7iiVpnF4OIeTkkTx1Yq8s2ULU/v2JXrSJDCZGDNlCpGenrzXvfv1ff48c4Z64md6X5mNRhKXLOHJqVOZ3Lo1nUJC5I4kC6MCcj1UnNQWsfroCfbEn+LcycuUFJSgtlHjU8eH0HahPDBzAL51xazAiti7cC8l+SWkO1jmtajyUimVZbNes02gu7dCu9ls5rlXfuPdt5/Cr1Yoly4l06zFAFQaz+v7KJS6Ch3z9w8/5NV16+gWGsprGzZwbutWFLqyY0iSxOuvv87x48eZMWMGb775JmaDgb9WrUKrUqE3GlkaH8+8//s/FI5isJxQcTWy+Jp67hze5ezrLVR/v5w+j6tfoNwxBMHixG1cRWSEt9wx7omPtxPjx7Rh/Jh/1tHKzy9m45YTbNmWyJSF60nPKLso6+XhQKuoIN7s2QX7Ag3kmODe6y33LD4xmfpDGssdQxBqpKtnr2Jjb4Omis+HlZLphkJtUC1oXQvA69rXP/4u1P5drE3PNpF0NoMzZ9K5cD6V1CvpJB9I4OimHApycigpyL9eVEYqK9Zq7RzQOTpj5+qGg7s3Tp4+OPsG4OYXiHtQqFirVrAakxdtJS8jlV2/fEPsumWkn3wc7wZypxKEG109f5W89Dyi2o7BaEXdWGoCZ59a5KRdJsql+hRf69evz7I9e+SOIVSAyWxmX2IizTQa4r7+msSMDD7v1w+va9cxD128SNLVq7z19dcyJ62+ckw5jH7mQRLXx7O4zxCCXK2/DXl5GFSQ46kmQZnP2uMJ7Isvm9Fakl+CWqvGJ9KbsI7h9Pt0CF5hXnc+oPCfwtuH4+zrzJxV22jd7AEc86y3CGurVnP+WAaBvvd2DfHAofOEhnjTst0EJElFQPC95TJcucKcZctY9cgjPL9mDdMeeIAjmzfj1aYNklJJ3vHjNJMkHnr+eSRJwpSXx+H583nxq69w0mpJ0etZv2ED2rCwOz+YINxCjSy+ekVGciYzU6x7IQCwek8M9bv1kzuGIFicI7v20blDuNwxKp29vZbB/RszuP8/BU2DwcCfMaf5ZekBmrz6GWazGVutmvAgD5qHBdCtbhgNHb1RZAFV2IbMqITLZ9IY0VvMzBcEOVw6eglHd3sqZ+Wa++OGQi0Q6AXRXkBLZ+DmdWP1JhVFJhuKzWUF28xcE6fOXuXcuQwuXczgSspVMk79xem9W8jPySlrwaj/Z+1MM2ZUGht0js44uHvh7F0LN//auAeF4hYQjJtfkJhZK8hGY6vDzb82/V7+gMSdf3Bm3xm8G9SMC6aC9ZgePZ1B703CWCJmUFiauh178cuUcbz9zc/MfHI0WqX1t8r0CQ8nPT9f7hhCBfw4dCgPLlrEg+vW4ejmRoCzMxtOnmRo/fpIksTbW7bw87RpaMKr37m6JUguTeaRpx4hOT4ZtZ99tSy8moECJyVZbgr2Zl5h6/FEjpw4z6UzqRhKDGhsNfjU8Sa8Y4QotN5Hrv6uvJP4Dh80/4CeVxYR0+UhlFa6Bnx9H2/m/riLD7oMAkXFz56zc4qY+MyvnD2XweJfPix3S+H/Ev/TT0z98EO6h4cT5u7OooceYvOpU0z94QdQqUjPymLn/v2k5uRQZ8cOFixdyhcjRvDB9u3UcnJiQq9ePDRrFgqxvrZwD2pk8dU2PJzo2rW5kJNDHU/PO99BqLYKbHScT0pg0Mzv5I4iCBZFhYHEhPN88X81Y2CCSqWiS6cIunT6Z33G8+evsmHzcXbtOcOSHXFkZxciSRK1fJxpFOpHhzrBdK0dgn3h/Zslm+umorS4FFf/6nfCJwjW4EriFdx9nOSOUanUCgNqhQFHCgAI9IDGHkBzR8ARuHF4scksUWLWUGzSUmSyodCg4UpGCYknUzl1KoVz566QcmQnx7asoiAnh9LCAkzmG18QFQolNjo7bOwdsLV3Qufsgs7FHXtXDxz/n737Do+iets4/p3Zks2m95BAQoAkECD0Lh2RIkVRQCmCKIKKIig2EASxi10R4VUsdAEFAem9qPQaekgCIb1tkq3z/gE/FAFBSDKb7PlcVy5gsztzL8nuzsxzznOCQi+1Rq4Ujl9oZfTu/62NlCDciE9wGEVZYlqh4Hw0Og3xHUZgL1Y7ifBPGq2Wh9+ZxXfPDaReizY82uQOp9w4AZ2YrVOupBcU8MyyZew9f571W7cyYPZs5uj11Bs5km/+/BM/d3d61a5N5YED1Y5a4VgUC9O3TGf6lOm0faIt97xyD++2eRe7hnJbEANwSJfaBp8ymll25Ag7Dp4i8dQFCrJNSEh4+HtQJb4y9fo3YnDPeviEVqxzH2enN+h5bM5jvNHoDV7re5ZJOVHoLOVvBuy7XbvR5quviHrJn+Fvt/vPBdhJU3/l+TGDad32PrRud74kg2Kx8NZHHzH2rruIr1QJAC83N+6rUwdvg4FVa9YQ4etLJQ8PpnTsyOAFC3ivf39eWrUKd62WD197jbvGjEHSlJ+l2ATn5JLFV4AiiwV3rcs+feGy/QZvJEnC6H3tzBBBcGWBukyKzTbCK7nuayMyMoAnhrXmiWGtr9xWXGxhw+bjrNtwnM9WbuPFlOXY7Q6MRj2xVYNpERtJl7iaxHkGQaYd7vCab4qnDbkCjLgXhPIq43QGlVx88IMsKbhLZtxlM34AeqgRAXdFyNApHAi/cl9FAZuipVhxw+LQY1b0mB16svPtJCZnk5ycTWpqDhnpuWRm5JJzKoWkPXmY8vIpKijAUlSIw/HX1S0JCY1Oh87gjsHDC4OnN+7ePhi8ffD0C8YzIAjv4Er4hobjGxqO0TcAWRbvmcIlDe7ty7J3JtHmqVnoPDPUjiMIf5EBqRxfya/gZI2GqIYt2HXgMAMbRqHXOHP/i5uTg4LQa7WYbTbcxDUwp/ft7t0MbdmSpQsXIgcEAGD09CSzsJAlQ4bQfOxYNGFhyOJnWaKyHFm8+vWr7N6wm8d+fAwPfw8ArMVW8gO0+KbZVE54a8wGiZxgHXstmaw9ksC+hHMknrxAUV4RWp2W0NgQotvE0H5iFyIaRIjjZicRXiecJ5c8yee9P8f9s0cpOJ1J+xo16HzRy6k7MP1duI8P20eO5K4vv0RRFJ54p/1NC7CKcqnInJaeT25uMe06PYWs8bjjLIrZzG9Tp1JoNl8pvP5dxxo16FijxlW3ffvgg/T+7jtqBQXx2/ffU7lzZySpvPzvC87MJT+tHTk5nE1Pp4qv6xYVhEu++f13qtRtpHYMQXA6plM78fYSrTX+yWDQ07VzHbp2rnPV7WfOZLByzWG27zzDD+v2kJ9ffHmWrA8NosNpG1udDtWq4WnWQ7YDbvHcbfWpkwRGBpTCMxEE4VZkJ2fTsEtttWOUG5IEOsmGDhtoTFdujzJAwyCggQEIvfx1LZuiwezQY3a4XZ5t68bFLAspF3I5fz6XtLQcMtJyyM01kZ16nLSEPzHl5VOYX4C5qBC7xXLV9hQundBrdXr07h4YPL1w9/bF6O2Lu68/Hn+bfesVGIx3UChGv0C04oJmhdCo58Mse+9V8i7IBIiJX4ITUewKklQKLVOEEqPR6nHYbJgdDvTlfNaLbDAQ6uXFhfx8qvqJNdydmaIobDl7lvHvvou+7l/Lzhiio/l+8GBaTpmCpgK2wFVbqi2Vvk/0xb+qP0NnD71q8LOskTnvacM3TcWA1+GQIN9fwwUfhTVnT7H92CkSEpLJSMnCYXdg8DIQVqsS1dpUp+vbvQivE37zjQqqqtutLt1f7c6nL/1IQGQAs75YQc+XutHMI4Q/k5KoHBaABxoSki4yPbg5shMeRoR4ebH9ySep/eGH1G4Yzl0Pxd7wvsXFVh5/eg5JydmEBHtRKzYMSb7zpSEVh4MfRo9m2bZtfN6r1609RlF4f8sWGlWtynuzZ2OoWvWOcwjC/7jklYXU7dsxaLVoxAgfl6YA2/7cyd1Pj1c7iiA4nT9WLqNxwwi1Y5QbUVGBPDm8LU8Ob3vltsJCC+s2JbBx03E+XrGFcRcuzZLVaTVEVfGnYXQVOsRWo1V4JPo8GfKubS2z69hpIhpGluVTEQThb3Iv5BIdLZaoKCtayY5WU4SHpujKbVFhQBjQyA0Iufx1LYciYVF0WBUdVocOi3Lpy2yXyciykJicdamAezGH9PQccrJyyDmVTPLeS8XbYpMJi7kYm9l8pWgLl2bfIkno3Azo3Y2X2id7eGHw9MLg7YOHbwBGb3/c/fzx9A3AMyAIT78gPAOCxNwDeI8AACAASURBVNq3Kvvt0yl4BQThXz1T7SiCcBVZK1NcfAEtgWpHEW5A1mqxWopRyl/nx+uq7OtLcm6uKL46uczCQir7+KBv2PCq293r1mXg7Nkqpap4FEUhhxx88OGc+RwPP/YwNe+uSbMBza65r38Vf9aePU0c6rUgd8iQG6TlpMHMssNH2HX4FKcTkinKL0aWZfyr+BHRMJJO4zpTp0sd9EZx/Fle9ZjYgx4TewCw8/udfDvsWzZVDaS4oBiLyYLR30hhViGPz2hCk5POOTDo7U2X1ktt3ObG1xMVRWHIE9/z2NDu9Oj9OGmpZwkNb1Ai67zunTmTH9atY07//mhvYfCU2WZj9PLlNImN5dmvvkL2EW23hZLlksXXnxcvpmvsjUdfCK4h3TeYnLQLxLTqqHYUQXA6+3fuY8zTbW9+R+GGjEY9PbrWpUfXulfdnpFZwOp1R9my7RQT5v/GxbR8FEXB18dIzarBNIuOpHOtaGKNgRxflsI9L3dV6RkIgmDKMlEr9vqzNAXnIksKBsmCAQv84zw72ggtKgN4XP66/uh/RQHr/4q2Dj0WRY9F0VFokUlOzediah5p6flkZuSRlZlHbq6J3PTTpJw5RGF+AUWFRViKirAUF2O3mFEU5dpCLpdaWmrdDOgM7ugN7rgZPdC5G3EzemLw9sXg4Ym7ly8GLx+MPr4YfQPw8PXHwz8Io4+faBF3C/IyLnJkwwrC42ohyaK9q+Bcqjauyo65s2jd7yO1owg3UL1pa3bMn0XmI33w1jvnBe7/IrZKFY6npnKXmM3j1Nx1OgotFiguBqNR7TgVUpFSxJj/G8NPb//EY188xvKPl9N6WGvie8Rf9/7hdcL580QiVC/94qsCFHvI5AVq2WvOZPXhBPYePcO5k6mYTWa0ei2hsaFEt46m85s9xGzWCq75oOY0H9T8mtu/vO8Lej75Pm+8NpBHC8Kdqi3x2F+Xs+HUaXb+NhZ9+PVnsa7dkMDW7ScJD/Phvr6TkDVGKkfdeYsaR3Y2O77/nlc++ojPevW6pcJrVmEhI5YsYXjPntw/dSqS253PvBWEf3LJ4qtGq8VNp1M7hqCyX9Jz8fQPEhewBOEfPGQTKSmZdLk7Tu0oFVJggCcP923Cw32bXLnN4XBw6MgF1q4/xtY/zjBr1U7yC8xk5xYRJ34OgqAam9VGmJ8HWETxxhVIEuglK3qseGoK//qGG9TyAqLhrwLutesH/Y+igA0NVsflmbiK9qo/s/MspF7MJzMzn6zsIrKy8ikoKCIv10R+bgGm9DRyzhRSVFiEuagIc5EZS3ERNosZu9V6VUH3SvbLl14kWUar16PVu+Hu7csT//eryx3rXjh+mE/6t6PVwEd58KP2gOmmjxGEstTpuU7MeWourfsp4FSXTYX/CakWS25qChsTkolqot6Mt5JSvWpVth09qnYM4SY89HrMdjsnZs0idtQoteNUSPP3zGf/pv10erYTXwz5gqeWPEXEv3T8im0Xy5YvNkL1ks1RbJTIDdKx35zN+oTj7EtIJOnsRfIyClAUBYOXgfC4MKLvqcX9n/UnqHpQyQYQyq2RS55k3jPzGPv81xxu0ZQXW7YmxMtL7Vg8u+wXtpw9e8PCq9ls44d5f7B1+0kGDezBXa3vRdbc2SATxWIh4aefmD93LjuOHSPCz49PevYk4haWmTydmcno5ct5e/Romj/9NJKLnS8JZcfliq+K2cyxEyfoUKWK2lEElS3Yvpm4dmJGmSD8k589GQC93uU+IlQjyzLxdcKJ/9vo1TSdTKO4iaJtkCCoSQF3ewXpOSiUGUkCHXZ0GjtQfO0dDEAwXCq6GC9/3ZxDkbArGqyKFpuixaposaO58neboqHAZCMzu4is7ELGPfU+h9b9QvzdvUvsuZUHQVWj0boZaNq/CQYfUXgVnE+Nu2qQeyEHh/Ycsk0sL+Gs7n7yJd4ZM4LGCxdSN7R8tyGMiIrifF6e2jGEW1AjIID83Fy1Y1RYGzZsoMnDTYjrFEfbETfv9BXXJY7FLy/GppPQWv/7OYFdhvxALUmeNlYcT2DnkVOcOnmB7NScK0XW0JgQIptWpdULHYlqHoVWK67DCDc2rso4jD7uzJg9kvVf7KDNV1+hkSS61azJC23aqFKIHblkCX+eT75UeA27tvBaVGSlz4CvGdC/I3PmLcNgvPOaTP6RI0x46ikS09N5tHFjhj3wAF63OHN1R2Ii72zaxDfTphHVqxeSJAbCCaXHpd7RFUVh07RpJKenc1fr1mrHEVRUrHPj2KG9PPXSu2pHEQSnc3zTciIjAtSO4fIOJ2WLwqsgqMjhcADg7hDFV8E5yJKCLNnQYbvxnQzA5Y/w7DdH8cYLE6nTsadLzX612SxoNFqyz2cD/mrHEYRryLKM3kOP3ZqFLIniq7MKi61Lq4eH80Cf+/hx/iIaVy6/7ycevr6YLBa1Ywi34FxODlExMWrHqJCO5B/h95W/M3zI8Ft+jKe/J3arnbxADf4Xbnz8pQCF3jLZgRq2ZZ5n07ETHEw4x/kzaZgLLcgameBqQUQ2rUrPoU2p2aEmWjHYXfiP3m/7Hn7hfvyxfBR6BfreXR0KHSTuSOftz9fQ+quvcNNo6F27Ns/ddRf+ZdC+fOSSJew5n8KO1WPQhly/+Pnq67/w/HP96P3g1NsudCqKguXkSZbPmsVvmzdzMDmZR5s04fV27f7TdhYdOsTPR46weN48/Jo0ufkDBOEOudQ7/cHZs3l95ky+ffBBMarBxR3zCMBut+EdJNZxE4R/OrB1Ky2aRakdw+WtXnOE0JriPUoQ1JKTkoPOXYdeEcVXoXwa3EHPt9GxTO1Uiya9B9D56fEuUYQ9umEldruNxv2rATlqxxGE6/IO9ibp8E6q1WmgdhThX0Q3b8ee5QtYcjiZRuF+5fY6UnZaGt4Gg9oxhJtIzc8nq7AQzyhxLl6SFEXh51M/8+qTr9Lt1W4Yff9bQUqj05BosOKP9FeRNUDmz7w0tp44zcETyZw7k0pBpgkFBa8AT8LrhBN3Xz36d48nIFIMbBfu3IVjFzi3L4ntiW+jtzr++oZRJrJjCF92HAgFDo6sS+bdGeto9vnneOr1PNq4MSObN7+lNVD/q/8VXretfu66hVdFUVjyy34KCiz06vPKLX2GKv8797ZYKDhyhD/WrmX/vn0cO3OGhNRUOtSowZNNmlClU6f/9JzsDgfvbNpErtXKwhUrcIsUg9+EsuEyxVfT0aOMnjKFz3v1wtfdXe04gspm7d1L5Zr11I4hCE5HwsHRgycY+cgDakdxeXt3nqZa8/K/xpQglFfJB5LxDvSi4peqhIrKTbaw9Lu+fL20HYvnrOTNu2vT86W3Knwb4oDKVZFkGcXuMqe6QjkU3TqaOc+9wyNfelGlxkC14wj/oigvm8gqVcpt4RVg544dNAgLUzuGcBMT16zhnQceQNeokdpRKgyLYuGDNR/w/XvfM+DLAQRWDfzP2wiI8OeZBYsx2CXOnUqlIMuE3WrHJ9SHkOhgqjaPou2rnanapKpLDHIT1PF5r88Z++lD1Ph74fWfPGXiekXwba+hkO9g588neXPGGqZt3Uo1f38eb9KEvvHxJfJ76nA4WHjwIHOfGYA2+NqObcdPpDFy9Fzqx0fw6WdfIGs8/3V7itlMwuLFzJw1i7TsbHKLijDbbDSqUoV6oaG0bdyYav7+t/VZnGEy8cyyZXRv0oQRn3yCfAtrwgpCSXGJM1LF4eCdF17gkcaNCfcp32t1CHdOATbs2kbbYaPVjiIITsdXm0tmVgFNG4lRYGpSgLNHL9DuhXvUjiIILuvCkQsEhonjRqF8CzKYeKW/B+P69eWn33WMfuQFkg7uoePw5zF4eqsdr8TZbDa+eqwnjXr3ReuRoXYcQbihvtP60rhvY77qN4mXVvQDh07tSMINSbiV83pKQVER3re4Fp5Q9hwOB3P27+dgaiqx7duLAl4JyXZkM+aTMRz5/Qgjfxp520v6dBzdie3fbqNSy+rcPfleKterLH5GQpkrzC5kWI96YPuX4uvfeck0HxjDLwOicVywsXD2bmYs3cFLq1YRGxTE4IYN6Rcff9szYmVZZv3jj9Nj+mxm+2lp91gcXC6M7vz9DF16f86MzwbS8/6XCa4Ud9PtJa9ezcPPP8+7XbsSUb8+QImsX7vu5Ek+3raNd557jmYjRyKJNZWFMuYSv3HZf/zB1qNHGTNokNpRBCeQ6R1I1oUk4tp3VzuKIDgdt7zj6HUacTKhMpMsYco0EdEoQu0oguCy0k+lEy7ahAkVhFZy0K+ZmUrL32Ly1F/4oHdztG4GRs5eiXdgyC1tIzPpDMlH9lHvnvtKOe3ts1mKcdht9HnrISQpRe04gvCvqjWvhrXQis7zIta8ymrHEa5DURQsRSbM5Xz995rVq7Ng3Tq1Ywj/kFZQwMfbtnE0LY32NWrw+9KleLRooXascs+m2FiSsIR3X3uXiEYRDJ099I5mrjfs05CGfRqWYEJB+G8O/HoAd293PO23WHj9O0lCDtPR7+Xm9HuxGbYkM/O/283sFX8yYfVqvNzcuCcmhlEtW1LlP84Ija9UiaWDBtH7re+ZrTxEta6VWLbyED8v289jQ9oy9PH30epv7TzDoNEQ7u1NkypV/vtzvI5Ci4WJa9ciaTT8sngxPpcLuoJQ1lyi+Lp41izuq1OnXLeJEUrOytxCjD7+orgkCNex/7efqVWzktoxXF4mlw6qxfuUIKgn61wWDbvVUTuGIJSoNjVMrP2mIwX2Hrz0yQk+6tOKhj36ERQVS7M+g2/4uD3L5/PLOy/jExzKr++PJ659N/zCIohr1xW/ylXZOX8mB35bQqOeDxER34Q/f/6RyPpNqdGsHZ8N6IS1qJAm9w0k+dAeNHo9nUeNxy+0conPvs06dwZJknDYi0t0u4JQWjQ6DetmvkGbvtPVjiJcx/ljB6gS14Bgd5e4dCaUoVOZmYxetozxvXoxbdgwtLVri3O/EnCy+CSTPp3Eoa2H6P1GbyrVEtc2hPJP1sjYrDbuuKohS2gjDQyY0IoB41tCtoNDm5P5bPYW7p41C0VRuKtqVZ5u0YIG4eG3tMkG4eEsHTSIjq/PpO2qGjRqVp3+DzZn9Li5V9Vh0rdtY94XXzD8zTfRyDKKyYTk7o7s48OJVasY9dprDGjQ4E6fIQA7z51j6vr1jO3Xjx4TJiB7eJTIdgXhdlT4I0h7ejrzN2zgmwcfVDuK4CTmbN1Ezdad1Y4hCE5p/9addGwbo3YMl7dl9zm8gv99TQxBEEpXbmouMTG3NlJXEMobT00hn44Op1+v95j65s+s/XIJBZlpdBz+/HXvv2/FIvoMH8xHY6P57aAb33yzngsHt7Jr0TdYiosIjapOr36dWbFkIVt/+JLQqGps3L2NpW+Oo/V999O1R0u+njab2vVjOXs6hR/GDMaUncWQT+ZQtUHzEnteO+bPwjskDL/qmSW2TUEoTX3e6cOWmdtp01ftJML1JO7/g6gmrWgQaFA7yh05fe4cUX5+ascQ/ubDrVv55LHHqP/qq2pHqRCKlCI+Xfcp/zf1/2j5SEtGLBohJuAIFYal0IJ/mC/6kmzCIEngr6FO70im946EYoX0/Tl88tVGHl20iDyzmXqVKjG8aVM6R0f/6+CQBuHhuOt0vP/kSBoOeg5FUS4NhszPZ8mrr6L18yP32DHeXLGCedu2IQGebm6gKDguf73fvTtR/v539JQKLRbe2LCBfKuVRd99R9Bdd4n3AUF1Fb746sjORgK8xPoWAmDW6jlycC9PPDdF7SiC4HS0kpWEY+f44oPeakdxeZs3JBBeV7SfEwQ1mTJN1BGdAIQKTJKgdbU8Vs1sz++J3Xmg52SKC/LoPmbyVffLTDpD0uG9zP1mMHo5ix71bPT4qBkAdkXGquhwk8xIErwx7K8KkqJAvt0DD00hGimboQt7Xv5OLIrSgTYP/Uri/j9KrPi6dvo7/Pnzj7Qb9hziOotQXtS/rz4/vfQTss6EwypmZjibrOSzxLTsQKixfF86yy8sFNfEnIiiKKTm5xPXs+fN7yz8K0VR+DP5V0a/+hY6Dx0jF4/E4FW+B0sIwj/tXbyX2AYRdz7z9d8YJIKa+TGl2X1MsfWm+GQRM2ftYMq69YxcupRIP1+ebdmK++pc2xmq2Golys+PkKBaAFcKntZjx3hpzhwea9KEVcePM7hRI15o0wYJrqw1qyjKVY+5XTsSE3lzwwaee/BBek2YgFwC68UKQkko30eQt8BaXIxdKd/rcwgl57hXEDarBb+wkukhLwgVSZA2E7PFRqVQH7WjuLwjexKJ79NI7RiC4NLsNjsh3u5gtasdRRBKXdPIQn5bO4kePd7BbrPSc9xb5GVcJP30cX58YSgjxo+ihk/WNY/TSA40kvm625Qk8Naabvi9/oPu5s1x09j243QenPIZ0c3b39Fz2PjNJwz68HuaDwe4/n4FwdkYPA0U5xVzPulLQkPHAKLtqDOxWS3odTrcNOX752Kz2zGKlrZOY3dKCrVDQtDWqqV2lHLNZs3ix28nMeGdeRTaHUw9MVXtSIJQKg6vOcymAxPLbodaCUNNI0+/15GnHR1wnLfyzBML+WLnzusWXxceOkT3WrUIa98exeHgyJw5zJszh92nTzOoYUNGNG/OiObXH2x5p0XXfLOZN9avp8hu56fvvyewVSsx21VwKhW++JqVkkKoGO0gXDZz717Ca8arHUMQnFLu8W34+RrVjuHy7EDKiTQG3iveqwRBbe4OMYBPcB21ggqYM38cAx76gCntY9Do9LgZPXj1w5d5qmvJnzY+2U3PI10ms2iHxItDh9HkvoGYcjKJa9eNOh26/6dtLXjtKXRubjQbpkWjzy3xrIJQmrq+0pVPe77HwM+sxLUcjWJzVzuScFlE3cac+GMr+XfH46XTqB3nttntdrTaCn/5r9w4nZVF3YgIZPEzuS0ORxG7d/7I61M+pk5cGIs3Pk+Hxm+oHUsQSsXsYbMJr1mJarJKn0GyhFxZT+s21Tmz9NqBmN/v3cv+tDQ+nTsXe14e//fii/y4cSOjW7ViYFxcqdZkdicnM2nt2kuzXcePR/b2LrV9CcLtqvCf9CcPHcLXIFpOCKAA63Zupe2w0WpHEQSntHvVCho1iFA7hsvL08hYi634hvmqHUUQXJbD4QDA/fKfguAqmkaaOLL1abJsvnhpCjBqikttX5J0ae3ZAS21nJnwLPt+P0zlIE/WffkWS6c+j6zVMmbJDgzGf18D3WaxsHf5Al7bvh6t+/FSyysIpaXby92IahrFjyO/Y2eVlQz9bB6S5ItiFYMi1eYfHkHi/t9JK7Tj5VN+i68Xc3OpXa2a2jGEy3wMBpILCtSOUe4oio3EU2uZNGkyVquNd6b0pnK4L7kaCcQhu1ABLZu8jEOrDrF172uo/QlktzjQ/qODwtmsLFYmJLBkzRr0lSvzy4QJ7Dx4kB/79y/VVvcOh4OPt2/ncFoaC775hpC2bcVsV8FpVfjia/NOnXh75ky1YwhOIMMnkKwLScS1/28j6QXBVRz8Yz9jRrVTO4bLO1dQjEar9qG1ILi2zDOZuHm6oRcTXwUXpJNthOgzynR/rw/2hcGtALApDci1+dC26ycsmTKGi6eO0ajnQzR7YCj66wyqTdy3C63eDb/q147GF4TyolbHWkw+NpnpD3zFlDYt0Og0NOrTlmYPPkxAeAPsxT7g0Kkd0+V4BgSTn5FGkb38VnYcxcWcSE9neJMmakcRLvNzd2d/aqraMcqNItNJDu1dwMxvV5OUlMGLY+6mfnzlK9/3sivojToyEzMJiAxQMakglKxfp/xK/L3xRDpBYdFUaEH7jxb8H2zZQmT16uyYM4ddf/7JnoQEHq5fv1QLr5kmE88uX87dDRowd+5ctIGBpbYvQSgJFb74mpOZiXcpvuiF8mNFtgmjrz+yWOtEEK7hIZtITs7kno5i3Rm1rd1wjMAocQApCGpKOZSCd6An6p/mCoLr0UoOAnTZ1G3emAPbd9F/eD9WLFzJhpnTiGnRjvtf+xi9+18zAkOi43A47GALAMquaCwIJU2WZZ5cPBKAzMRMfpn4CzMfHYWl0IKkkQiKCqVmu+a0fPAZZCJVTusafEPDyUpJJN9cftd/L961i6zCQnzdRTtrZxEfGsoHmzdjO3cObYToPHUjiqKQlb6bBx8cgE4nM/7FrsTXCb/mfjIQWi2II6uP0Prx1mUfVBBKQfqZdABadKqpcpJLMvML8Xa7ehBkan4+7klJvDVrFr3i4ugcHU3rqlVLLcORixd5ceVK3h49mhZPPYUkWrcL5UCF/y09tHs3cSEhascQnMCcLZuo1baL2jEEwSn5O84BoNdX+I8Fp7dz20kiGoqTcEFQU2pCKgGhPmrHEASXNveNWsClQWETBzzA5lNePDX8Y7bNnUH7R/9aRsTTLwCf4DDGRt7N2GWLqN5JzCYSyr+AyACGfjv0yr8L8wrZv2Q/uxfvYcePnRn3617Rlvg/0ksWDHIx7nIxBtmMrSCd3AtJ5KVfJC8jjbzMLEz5eeRn51CQm09+bgGmgkKOHkomLWkNVOqt9lO4LUe2bCFazAxyKgadDi83N5J/+42qjz+udhyn5LAX8OvS93nvwx94aWxnWjWv/q/3j64bzumdp0XxVagwfh7/Mx0ebcXbfZuqHQWA3w8nck9U9JV/n8/LY83Jk1T396eyjw8P1atXqq1/1508yZc7d/Lj9OlUueeeUtuPIJS0Cn+VPTIqilnp6WrHEFRm1rlx9PBeRj7/ptpRBMEpndiyksgI0aLHGZw4kELXV7upHUMQXFrG6QwqVfZTO4YgCJfJkkK7GnlUjY1m18Jv2L9qMRqtlrtHvkzN1nczbvlu5r48nPe69mb0z99Ss1vprVUrCGowehtp8UgLWjzSgtfiXiPx0CIiYgerHUslCm6S+XIR1YKbbMZRmEPexXNkX0gh++J5slMvkp2eQW5mNrnZ+eTmFpCbW4Si/LWegE6nwWjU4+nhhpeXAR8fd7w83agc4ElgdCghwd6EBHuxet0xss8lgHNc//7PziUnE+Xvr3YM4R/cxIytayiKDXPhGTZuWMLMmfMICvJk3uxH8TDevJthsxbVmf7+6jJIKQilLzc1l0OrDvHVimecoxOTQ+FEagafdut55SYvNzdaRkbSKy6OM9nZpVZ4dTgcfLRtG8ezsli8dCletWuXyn4EobRU+E/7qMaNySosVDuGoLIEryDsNiu+la5tUSIIAuzZsJG7WlRTO4bLM0uQlZJNLdH+WRBUlZ2cTYPOcWrHEAThH374+B7mrm2OJEscOVvE3Jce5/VtZwF46K0ZmAsLmPHIGN5J/Bid0aRuWEEoJXc9eheLJ77HMwvvRbaXr6KahAOdZEMnWdHLlit/1ynFWPIyKci8iCkni6K8XArzcynKL6CwIJ/C/AKyLqaTnppBZmYeJpP5qu1qNDIeHm54ebrh62skwN9IWIg3DWtGUDncl6jIAGrFht5Wl5+EE+kEasvvmq97T56kRZUqascQ/mbBgQMk5eYSEhOjdhSnoCgKWWm/M27cGBLPZdKsSRQTX+1KROVbf39r27I6b6Vkl2JKQSgbCRsSmP7gdIZO7EGPasFqx7mkQKHQaiXc56/OUF5ubix4+GEeXbSIcW3blspu96ak8Mb69fRu3pwJ8+aJ9V2FcqnCF18dRVePbhRc06w9ewiPjVc7hiA4JQkHR/af4IUnB6kdxeXlaDU47A70Rr3aUQTBpeVeyKVGtJOc7AqCcIWf3sST3S6dwja6dwVtHnn6qu8P+XgO45uGseSFPfT9PFaNiIJQ6jo/35ndP+1h29xJtO77MZT4vBgFDXb0svVSkVSyopet6CULijkfU1YaBZnpFJvyMZtMWMxFFOUXUGwyYcrLw/S/v+ebKCosxlxswVxswWKxUlRsxWq9/vqper0Gd3c9bm5a3A163N11eBjd8PDQ4+XpRqM6/kT3rkntmpWoXi0QWZZL+HlfnyRdmnlTHtmSk/kjKYlnWrRQO4pw2e7kZL7dvZvfZszAvZQKFuWJw25iwZxJfDljKa88fw/Nm0bd1nYquetx2Mvn61QQ/idpXxLTH5jOW/OHM7heFcrmU+7mknZnXne2vqebGwsGDCjx/WUVFvLG+vVYgf/75BOqdOmCVEaf+YJQ0ip88VUbFoYovbo2BVi/ayuthzyrdhRBcEr+2hxy8oqIryNmhqvt4NlM3Dxu3lZJEITSVZBVQJ1aldSOIQjCv7AUF+Phd+2sGL/wCPatWMyD9glIGpsKyQSh9A2f9zhvNn2TtoMmg9kLrWS7MotUK9kvzSaVbMiOQkwZqeSlnSc/I53czAzyMjPJy8zElF+AKd9EQZ4Js9mC1WrHZrdjtdgoLrbicFx7JUWWJQxuOgzuOgxuOvR6DTrdpaKp0ajD08ONYG93vCt5ERAQio+3Oz7e7vj6uuPr7U5oqDfeXoYyK5yWBDc3LVaLRe0Yt+XCmjW4a7XoRYtbp+Gh19MgLAzPzp3VjqK6rLTdPPfcKIxGLYt+eOy2Zqb/j5fNgVanpSCrAE9/zxJMKQhlZ+MXGwmJDaF//SrITlTMmPnjNlpGRpT6fqx2O9/t2cPyo0eZ8PjjtH36aWRP8XoWyrcKfwQmGY1oy9GBvVDyMrwDyTyfRO2O96odRRCckibzMAY3ndoxBGD1msNUEgUfl7X5q8389NJPTEufhkarAaC4oJgxQWOo1qwaz298/sp9T2w9wQftP8DoZ+TuMXfT9aWuV21rxkMzyDyTybit465sS7h1lgILlfw8wHL92TmCIKhv2qcjGdT7RbR6A417PXzl9rFLdvJywyDO7fIksmWOigkFofQERAZQnF/Mh52bgM2B/QYzviRJwmDQXp5B6oaXlxt+PkYCAz2oFuqNj08I4w5J6AAAIABJREFUlUK98fUxYnTXYTTq8fJwIyTEC4NBdGIByMsrxs1gUDvGbVm6fDnda9ZUO4bwN6FeXhxKTcV27hzaiNIvZjgjRXFwaN88Rj0ziZfGdqZFs9ub7fp3WiCwih8J6xJo9GCjOw8pCCro/EJn3mr+Fu/+vJcJPRs4x3qvisLqP4/zTpcuJb7prMJCPtq2jWp+fuSazaw9cYJ+rVuzcv163CIjS3x/gqCGCl98VWxitLOrW5FjwujrX65G1wpCWdqz6mdqx4mCnzPYu/M01cTauy4rpl0M5gIziX8mUq35pd+Dk1tP4hPqw9k/z2IptFxpSX1803F8wnx4+LOH+br/18R3jye87qXZ67t/2s3B5Qd55fdXROH1NkkaCaPdiYYbC4JwjU41TXz6/RSeH/42VnMRLfoOu+r7W2dtIbJlXZXSCULpOrjiID6VfFixeCTB3u54epbP4mB5sGnrCUaPfVPtGP+Z7fx5Vh4+zIz771c7inCZzW5n6MKF9KlbFznYNZe3cNgLmPfjRGb933K++Kgf4WG+JbbtarXDOLH1hCi+CuVWSHQIE/ZM4I1Gb5CVYWLao3c5RevhQouFSD+/Et3mptOneX/zZsb27s2xc+do2LgxYz/8EGNcHJLkFGVnQSgRzvAaLlWK2SzWfHVx329aT+323dSOIQhO68D23+nUXqyLpjYHkHj0AvHdxfrUrio0NhSfMB+Obz5+5bbjm44T3yOeoOpBnNpx6qrbY9vGUq9HPZr0b8K3Q7/FbrWTn57PvFHz6P1GbzGL+jY5HA5kjYyhnK7vJgiuQpLgwaZWBo0ayOF1y7HZbOxf9RN5GRdp9sBQ8tIT1Y4oCKWmesvqWIutjJy6gsMWOxZxnbLUaLUyHl53PjOvrO2fNYtAoxEvN7GkibOYumEDnWvWZOQXXyCX09nUt8tqvsjaldMY8Xh3tm/fzbzZj5Zo4RWgUdMoUg6klOg2BaGsBUQGMOnQJOa/9xsrEjNUX0pRAYptNo6mpZXI9lJycxm5dCkrT55k6fz59PrwQ1786SfunTgRj9q1ReFVqHAqfPHVdOqUeOG6sEK9OwmH99Hy4SfUjiIITkknWThxPIX7e9ZXO4rLK9BIFOYUElYnTO0ogopi2sRwfONfxdeEjQnEtI0hunU0CRsTALBZbJzeeZrYdpcGTfT9sC+mbBO/Tv2VuaPmElY7jA7PdFAlf0WQnZSN3qjHTe0zXUEQbknPzjGkHD3AW/fUYct3n/FRn1YcXr8cSXLHo1iLRgzEFSogo6+Rt868hT7Akwc6vE/PZ+aqfoG2IrLbHWg0MpJcvgqY9sxMPly8mKdatFA7igAoikJqfj57UlIY8/bbaMPD1Y5UpooLz/HUyL4s+mkp9/Wsw9SJPe5ofdcb6dA+loyzGSW+XUEoaz6hPgyaMYjH7/mYFEndT/f1GxMwO+wcucPia0puLi+sWMErq1fzzLBhfLF2Lf5Nm5ZQSkFwXhW67bAjP5/xL7zAgIYN1Y4iqGSvmw8A3oEhKicRBOcUqEnHarUTGCAWsVfbRasNSZZEi3QXF9M2hkXPL8Jus2MtspK0L4no1tEodoX1n60H4MyuM1iLrMS0iwHA3dudwTMH80nXT9B76JmwZ4IYeHYHzh8+j1eAp3OssSMIwk01rZLL6q3TSEmz0SmumHufWM/BbVvZt2IhI8N+JTjQyOQNz1MQXrIzbARBbVq9lgFfDuChzx9iTOAY+rz8E29OuJeaxvJVKHRmsixhtdpx2PLQ6ALUjnPLdk6bhgLUdNHWts5m0tq1JGZn0yc+Hm2sa3Wcys7Yz8CBA+nTqz59epfugO+qfh5YzdZS3YcglJUtMzbjcDjQSxJqja6y2x1M+2w9c954ic++mvOfH7/v/Hl+PnqUUxkZIEm88PjjtBw6FNnHpxTSCoJzqrDFV2tGBh+MGIFss9GjZk214wgq+WrndqIaNFc7hiA4rYyDGwkMFIVXZ7B++2n8wkt2HQ2h/IltF4vZZCbxj0RMOSZCYkLwDvYmuk003wz5BrPJzPFNx/GP8CeoWtCVx9VsX5OoZlFUrleZgMjyc3HQGZ0/fJ7AMHFCKAjlSXxwDvGXawwLvriHLxY3xCc4hEfbWnn+hR9Y+upiOn37qLohBaGUyLLM5GOTWfrqUjo0nsrjU3oyqU9jMYioBEiShJ+vkXNndxIV3V3tOLekeP9+Ji1YwGe9eqkdReDSOq9HLl5kxbp1yGFhyNoKexn2Gqa8EwwYMIBRI9vSslm1Ut+ft92BLMtYii3oDfpS358glKbkgyn0mtiDIBVXwtmy/SSFhRZ8jEF43aRV+tG0NJYePoy/0cju5GSyi4qoERLCoIceIjY+Ht/4eFF0FVxShf3UH9u3L0UFBbzXTaz16arsksyOXVu5f9InakcRBKe1Z80qmjSMVDuGAGzbmECVelXUjiGoLLhGMH6V/UjYlEBhdiHRraOBS62HAqMCObX9FAkbE660HP47WSuj0WrKOnKFk3kmk1AxQ04Qyi0fXREv9/METAB4exnIyyhQN5QglDLvYG8Gfz2Yjs925IP2H+Dv58GzHWqpHatCGNCvCTO/nsEb73RFkpy7Q43D4WDW5Ml0qF6dUC8vteMIQIHFgp+7O9qICLWjlCmr+SLDhg1g6KAWZVJ4BXBTwLeSDyc2n6B259plsk9BKC0GLwPNokPKfCBVemY+vR78ipzcIhQF+vfrzjuzv6duwPUHeOebzby2Zg1Wh4PYypWpUacOA0ePJrh2bTShoUgacX1CcG3OfeR4BxxWK/3i40XbPReW4heKKTebqvWbqR1FEJyUwsE/D9GzW121gwjAkd2JxHZwrTZUwvXFtI3h+KbjHN90nJi2MVduj24dzZHVRziz68x1i69Cycg4m0FUtFiuQBAqgv0Hk5kz/w/6vHWf2lEEoUyE1wlnzLoxvPP0XLal5qodp0Jo3ao623ceJSdzn9pRburMV1+xaN8+hot19JzCljNnaPrZZ3Sp7VqFQEWx8+YbT9KscQSdO5ZtJ8LImqEc33y8TPcpCCXJUmxh98LdFGYX0q1p2U+UmPbxekJDA1i/bhHJKRf44MMf0Pr6siclhTbTp1NosbA3JQW7w8HJjAwGzJtH3+7dmb1lC+N//pn7p04lrHNntOHhovAqCFTQ4quiKPTu0IHv9u5VO4qgoh9OncU/vKraMQTBaXlpCrhwIZsO7aLVjuLyLBKkJWYSf2+82lEEJxDbLpaT206StD+JmDZ/K762iWbrrK1Yi/9a71UoebmpucTEiuKrIFQE33y/ky6961P0tzbtglDRVY6vTP3e9Zk8ZbnaUSoEWZZ5ekRbXhv/AoqjWO04/+q7xYt57q670IoL3k7hi507WTR4MIM++kjtKGUq6cw6tm47zNBBZb8EWP0mVUnanVTm+xWEkjI+ejwLX1jIxBmDqKRC2aZ+vcqknM8mtlYnZNkdgEJFYfaiRYR5ezN04UJm/fkn8R99xIS1a/m/Dz7gnokTkY3GMs8qCOVBhSy+SpJEh7FjyTebScrJUTuOoJKft26kfrc+ascQBKflbTmHLMtoXWjdGWeVq5Fx2B0YPP99HQ3BNcS0i8FaZCW4RjDeId5/3d4mhuL8YoKqB+FfxV/FhBWbKctEnZqV1I4hCEIJCA72Iv2CmP0nuJ6inEKqRgerHaPC6NS+Jtk5+WxeP13tKDdkO3eOnYmJNHex9rbOat/583jq9bR68020Ia4xqE9RFLLSdzNi5BheH3+vKp0I27WLJe1UWpnvVxBKwtF1R7EWWflz72sMb1lDlQwxNYKx22xX/r148WLatm1LUJ06LN+yhRW7djFz5Uree/ppftmwger33Se6jgrCv6iwV9xlb2/GDBvGjEWLmNK5s9pxhDKWa/Qm6XQCD38yV+0oguC0jq7/mWrVAtWOIQCHU7LRG/VqxxCcRGDVQKZbr72451fZ77q3/8/YdWNLM5bLsFvthPgawWJXO4ogCHdoz74kajaKRFYUHOLCkOBC8tPyCWwtutuUpCkT7mXoiC9Y3rQrnt7Ot/zDsQULCPLwwE0MrHUKL69axdxJk5B9fdWOUmbSzm+nz4ODGTf6bmrXUmcgY+2IAMwFZlX2LQh3qnqr6iiKwtHUPFoHeqqSYea325E1l46Z9+3bx+TJk9m2bRsAmuBLg7rcgIemTlUlnyCUNxVy5uv/VI6K4lhaGoqiqB1FKGPbFD16N3f07qLtgSDcyN5NW2jbSp3RdMLV1qw5SiUx004QnIa7Qxw7CkJF8Naknsz7v60cnrhM7SiCUKZ6TunFt1NXsC/bpHaUCsPf34PHhrbi5RefwmEvUDvOVRwOB3NWrKB/vXpqRxEuM+p0hDZsWCLbUhSFkSNHcvDgwRLZXmmwW3MY/dxzTHqlO21VHPjhY3cAYPvbzD1BKC/0Bj0anYaqoV6q7D8z08SSZftZs3ohq1atYsSIEUyfPh1Pz78KwQ57oaizCMJ/UKGLr5EdO1K/alV+OXpU7ShCGftm6yZqNGujdgxBcFoydo4cPM0DvRuoHUUAdu88RdVmVdWOIQguz+G4dMHG3S5OKAWhIoiuEczurS8yd+YW9GJQheBCYtrE0GFUB/p0+5jNGQUUyGLmd0no0bUOBjeJl17oh6X4gtpxrjD//js7EhNpFRmpdhThstohIWyYNatEtlVcXMy2bdt45pln2LdvX4lssyQpipUvPxtDtaoBNGmk7u+gwaHgFeTJ2d/PqppDEG6XRqehS8dpFKvQscXf34hWIzN/wRp++OEH1qxZQ4sWLa5832o+S/160cz5ZhiK4ijzfIJQHlXo4qvs5cWEN95gxq5d2OyidZyrsMkadu/5nRb9HlM7iiA4rUBdFiaTmegaYi0otSnA2SMXqNulrtpRBMHlZSddagHuJkbzCkKF4etjxG53kPrjThCvbcGFdB/fnfajOjCw8zTqNJrCuysPUCBLiFfBnRn/YhcC/fVMnfKU01x83rl0KY3Cw5HlCn2Jz7l5SjjCJfZ7pvHx+Z0kWDJZuXt3iWza3d2d++67j40bN1K1atUS2WZJcdgLWTz/NTZs3Mvzz3ZQOw4SEBYVyNF1YhKOUD51eLoDWr0WnQrHrPsPphAc7I3VZuD777/H09MTu/XilW4PGm0Qz43qzMBh33D0wI9lnk8QyqMKf2Tm2bAh9zVpwuc7d6odRSgj53yCKS7IJ6ymKGQIwo2YE3fh5eWmdgwBMMkSpkwTEY0i1I4iCC4v+UAyPkFeiPlBglCxrFjyJG+Pnk+Q2ap2FEEoU52e7cS7Se8ydPZQZr37GzXrTKTX8wu44HCOomF5NfzRVuzYeRTFnqd2FAC27d/PXU5WlKuwPCQclS4VWd9P2s5DG+fTaPZnRL/9HrEvv8ewLxeyKzGJIxcuMuq9IdgsyeRlH2ZAv2Yc2jsPRbm9drhnzpwBLs2CdRZWcxpPj+zO8l838sVH/Zym+F+/eTUSxcxXoZyKbBxJxtkMilToWBEc5EV4JR+io4o5c2w29eOr0Kplc7re04Thj7Zh3W9f0unue9FqZebPn1vm+QShPNKqHaC0STodz376KV1bt2ZIo0b4GAxqRxJK2Y8nzhAYWU3tGILg1PasXkH9+CpqxxCADC5d/HKWk1VBcGWpx1IJqOSjdgxBEEpY9agAJAmsx9MgvrLacQShzMW2jeX1Q69jKbTw9UMzuH/ATFYteAIf0Wb/tkiShF6vJSvjKIGhLW7+gFLkyMvjz3PnGNJALCdTYiTAW8Lm6WBvViobjp1i75kUTiVnkp1TCIC3l4G4mqE0bxXFy690oU5cpavO5/YdSOaFtz/DZJqGxWKnc6daPD9uMo0bzmH0c68SENIESbr1878FCxbw6aefEhoaisPhYMiQISQmJjJnzhzCw8NL+n/gphz2PF4YO5CYGoEMHdS8zPf/b1q2qsHyH3epHUMQbktgtUCKcovIksHNAYoE+jL6qA6r5MOU1+7lj92H6fvwFLp3qcPbk3sRVsmHxHNZzF24mm9nZ/P40FZs33kauy0Ljda/bMIJQjlV4YuvANrQUNrVrcu+8+dpW00U5Sq65Ts2U++e+9WOIQhO7cDOPQx5uLHaMQRg85+JeId6qx1DEAQg/VQ6YRHiBFIQKpr6Ld4mpnoIlpqhakcRBFXpjXqeWDiC8THjqRv/Ojt2jydcDAC8Lb3vrcecOTN5Zoy6xdf0FSsw22x4uYmuRv+ZBvCRKTba2JaSxJbjpzlw5jynkjIxFZqRJAl/PyOx0SG0bFOdcS06U6/urbV3rh9fmW+/GnzVbSMfu4s1649x/wMD6NO7Nffd35+wyvHIGg8kyQ1JvvHP8Mzp4wQHBwBw6NAh/vjjDwDS09NLtPhqKU5h+S8zyM3JpdPd3akc2RYkHYqjiMP7l/Lt7O+w2x3k5pqoFOrldIVXgPi64ZgyTWrHEITbEhQVRHCNYKb/vI+Fb63EbLJwz5AWfPJcZ9wdpV+Fja8TTnydcAb2b4qb219lo2pRgbw67p4r/x49bhEJh9cSV69vqWcShPLMJYqvAF27deOVd9+lWZUqGHQ6teMIpSTP6E3y6QQe/kS0PxCEG3GXizh7Jo2e3URrbmeweX0ClcUsHEFwClnnsmjQJU7tGIIglLDGDSPxrxZIod5lTn8F4Ya0ei1vn32b1+Je40BSFuGRgWpHKpfu7VqHQY99y1PPZKLRBqiSwWGx8OWsWQyoQLNeFaBI706Buyd5Bg8O5eRwICWFE+fP0yWyCgN8bqObnUECX4mLmNh0+gx/nE7i0NkLJCZnY7HakGWZ0BAvasWE0rV7HTq0jaF6taASf26yLHNPpzjatIpmxW+HePGlV8nKMiHLMkZ3PaOeHkzbjk8hyfqrHmezXOSlF/rRtHFNnnx2OvHx8SxevJi9e/cSHx9fItlsllQWzP2Ar2f9TLvWMYSGevPosFHodFrcDTpMhWb8/T0YPrQVer0Ws9lKw/rOuWxOoAMUsbq1UI51GdeFOa8tpdPoTrR8pCXTOk6jy4EUNswaUmbrR/698Ho97VpHs3HTBlF8FYSbcJmzzwZDh/JEQgKvrl7NB927qx1HKCU7FB1aNwN6d6PaUQTBaflLqTgcDjw9RRt2Z3BkTyKNHmqmdgxBEIC8i3nExIqZcYJQ0QT4e3Bszzna2R0UasQsP0EAKMotIrKy6PZwu9zddVSNCGDf7mU0ajZElQx73nyTXefOMbpVK1X2/1/ZJZlCgwcmgwe5WjeO5uVy+PwFTlw4T1LaRdIzLpKfm4OlyATKpfbOBk8vvAJDMBeaOHTiKAP69Lz+xnVcmsXqbmNnShK/n0niQOIFTiZnkJllQlEU9HotEeF+1I6rxJBHWtCudTQhwWXfgcjdXUef3g3o0/uvonl6Rj5jXvqGgoI8uveecFVLYnNxGskpWTgcR5A/e4patWpz9NgJ7r672x0tXaMoCjZLIpvXL+Ktd2fSumUNfvxmCB7GSzNw+z/QCJvNjtliQ6vR3LQY4yy87Q6MPu6kHEohvE7Zt2QWhDvVfFBzmv9tVvkrf7zCuPBx5GlkfO3OsWZ7bEwIcxfuUzuGIDi98vHJWQIkjYZer7/O/JYtScrJoYqvr9qRhFLw9dbNRDdto3YMQXBqiTtWUDncT+0YAmADLpxMp063OmpHEQQBKMgqoHbNSmrHEAShhL0zpSdtOn/EqhE/0P2TfuS7i/acguDm6cbp5CzixMzX29bvgUbMn79AleJrxvLlPP/dd3x1//1IklTm+/8nq0aLyeCByeBJpqxh78V0jqZe4PSF81xIv0hmZgYFuVnYbVYAJCTcPDzxDgrBN7QyAbUbEhcdR2h0HL6VqlxTVLx45jjfjx6A4i9j9XTwR2oyu06f40DiBU6lZJKWkY/DoSBJEsFBnlSPCqJh0wiefrYdjRtUQat17sufQYFefPXJQwwd8T2pqRcZMmwiWn0IAOZiE1qtzCfvP8C7H64lIeE0gYEevPvuu8z4v3tve58Zqdvodu8AGjWIZManDxMQ4HHNfbRaDVqt5rb3oQYZCI8O4ejao6L4KlQIsizj4e/BL3+cZnDDqmrHAaBqRACJ59JQFBuS5Nzvr4KgJpd6dchGI93atGHD6dMMbthQ7ThCCbNqtOzevYtB075TO4ogOLXda9fRqrlY/9oZ5GllrGYrPqE+akcRBAGwW+yE+hrBYlc7iiAIJUir1fLzgifoP+QbdtWbwvhjkzGLdS4FF9diUAteGfkjXVY861oXhkpQw/pVeHniz2Re3EFASNmt/Vq0Zw9PvvIKY1q3JtTLq1T3ZZdkityMmAxGCvTunDYVcuTiRU6kppKckcbFzAyys9Ix5ebgcFw6fpJlDUYff3yCQ/ELiyCiVSea1KhFeM14jD63Nwi4YbQ7HyefJfr1d5BlmcAAT6pVDaBOfBiPPNqcZk2iMBr1N9+QEzMa9fwwawhfzNhMl3va0q1LM7y9vZkzbzXjnrsbWZZ5aWxnAA4fvcCEycvYuuEzWrUbiSTdeoFUURTOnFjJsMdG8/bkXjRuGFlaT0k1tepV5vjvZ9SOIQglJiAigCOHz4OTFF/d3XWYzTYURxGSpnQ/hwShPHO5Y+x7evdmxKhRovhaAZ3xDcVcZKJSTG21owiC05JwcGhfAs9++pDaUQTgTG4hWp3LfRQLglNzt4s1ogShIgoK9OLXRSOo/f/s3Wd4VOXWxvH/npn0NimT3hMCIfReRAREQUAUBSk21GNFBUVF7OXYGx49dhE7ioKgAoIgJfQOAUICgZBGEtJ7ZvZ+P4TDC9IEkuxJsn7XlQ+ZTLkHY2bvZ+1nrW7/xlnVqJbaq2jhhj05jD9n/EmOo5FQuejoghiNBtq2CeJg2o5GK75WbtnCPf/6F4NiY+kffWEX1GpAjcmRchd3yp3dOKIqJOXlkZqbQ8bRo+QWFpBfcJTi4gIqSkuO71YFcHR2wc3si2dAMD7B4bTu0peAmDYEtm6Hs6t7Pb3LU9Xggq+PG6k7n2uw17AHDg5GHrxvAHdM7MPK1akUFuXz6fsTTtmVmhAfxAtPj+CFlz/g/pJChl49DUVxOOPz2qyF7Nr2Ozt37SA1JZXlK3fw9ivXNchsW3vQp18r/vp1h94xhKg3YZ3DWLs8Ge2mPtQoYNLALvaka3L8IMTZtLgVX7+2bSmqqkJV1YuajSDsz+c7dxEY3VrvGELYNW9TEUWF5XTuGKZ3FAEsXrIHv0hfvWMIIQBVrZuf46JK8VWI5ur7OZtp1TqAYpn7KgQ1VTV1czA1+dy7GAnxQezfn07XXue+78UqXbWKO+67j4GxsYzt2PGUn2tAlaNz3VxVJ1dyVYVdubmk5B4hPS+XrPw8CgrzKS0uoqq8DE1VQQGD0YSrpxkPHwvufv54hUbTttdA/KPj8I9ujaun/mO7ylQ3FEVpMWt5bq5ODL3i7BsLEuKD+PyDG7l3ymySkvYyZerbmBz9T7qPpmkc3P8Hkyc/SoDFg86dQuneNYBJd/0LBwe7KN00iL5dwynNLdU7hhD1ZsTzI3gk4BGGTf6evWsP4Gp24cOZt3JJsL4jxTTsYwatEPaqxRVfDQEBtAkK4kBBAbF+MtukudCAhYkr6DnuTr2jCGHXHAr34OTU4v70260wXzeOphcwNXgqJkcT/jH+RPaIJGFIAjF9Y+x+NpEQzUnh4UIcXRxlEVqIZiw22sK+vTmsmfQdg98eQ7mjfM6KlmvpW0tp0ycGv1pZOL0YI4d3YMpjPzFqzBRMDg23xrTtky948N13uLLPAAxhEbyUl0fG0aNkF+STV1hAUVEB5SXF1FZVolF3LGM0mnD18sbD1x/PgGC8E7oQFxmDJSoOS3gsJsem06a3UnXGw8OZfSm5tGkdqHccu+Hq6sjMD2/krf8s45qRg3ho8m30Hzgeg8kftFrWJ37OY9Pf5PV/X0vrVgF6x200PooB5JBeNCMmk4mntz/NolcXMeHDCWQnZXPr9R+yfd103HS6eFjTNED/meNC2LMWd7apKAp9Onbk+x07eHLgQL3jiHqS7+lHXsYhOg4ZpXcUIezaloVzadc2RO8Y4pib+sUxbsMTlJgMHCgsZ/HSPaxfncoPD86mJLcUDQ1Piwch7UNpM7AN7Ye3x9PfU+/YQjRLmbsy8bS40/z3UgjRcl3SJ5ZJd1/Gu/9dTteEEDzv7iezX0WLZYmxsO7rddQq4CRFigsWGOBJn17RfPzfx7n3wU/q/flrbBrvzV3KEw9PxlpdxdacHJzdPXAz+x4rqgYRmdAVv4hY/KPi8AoMaaY7QxX8LGZ27MqS4uvfKIrCww8MIiu7mA8/nc+/X/6QdgnhFBeXU1ZWyWf/nYDFr2XNZHS3aTg4O1CUVYQ5WP+d20LUB+9Qb8YdGyGWcEUCa2YlMuPX7Uy7qoMu57CKoiDFVyHOrsUVXwHGP/UUX/Xrp3cMUY9+KyzDzdunmZ5kCFF/tq5az6jhbfWOIU5gAnysKj4eLnS7tgtc2wUNqDQoFBhg1eZ0lv+5h43frGPB8wuw1lgxOhixRFoI6xJG28FtSRiSIH//hLhIOXtz8JPFGSGaveuu6cTzL//Oww/P5qY9mfR+dxyqIgtHouXpfkN3fnjoB2oVBSfp+nBR/nVrH0bf9CkTbz+Ai/uFzWE9nS2H83nsuRfJyzzMI/M34uqlb3tJvQWFBZG0NwvooncUuxQc5MXzTw1HVVX2JB/BxdmB6KiW2fHPCPhH+pD0RxJ9b+2rdxwhGsSNH97E+9e8z48frWTsnZcyZXgHHBv541yR4qsQZ9Uii68GLy88nZ1JLyoi3CyLbM3Bt6tXEH/pEL1jCGHXHJUa9qdmce3V4/WOIs5BAVxVDVcVxnUMY9yxGb1WoMRk4FBxJUv/SmbDmlTmP/0LX97xJQAeFneC2gYT1SuK+EHxBLUNkqKsEP+MhZdwAAAgAElEQVRQbkouQaEte1FTiJYgIsyHGa+PZuEfu5g9ay0rF+/m6aUPURnuo3c0IRpV6ppUXDydcZZZ5xfN2dmBu27rx9ix1/Lf92cQEnHZRT2fpmks35fJ3RNvpu/4uxh035P1E7SJC42NJmXbZr1j2D2DwUBCfJDeMXQXGRdI8vJkKb6KZiu6VzSvZ73O+q/W8/ELC9i0IY3Zz41s3F2wcgGjEGfVIldkFRcXnn74YR7+9VdqbTa944iLVOHowp6dW+g74S69owhh13yNedRabfh4u+odRVyg/+2S7ezmxCPDOvDjv0exY+Fk9ux8ljVJz/LUm2NoE+dPypI9fDT6Qx4LfYxHgh/h6bZP89GYj1j02iIOrDuA1WrV+60IYXcKMwqJiLHoHUMI0QhumdCTrz+7hY2rH6OyqpaKtHy9IwnR6FZ+tJJ+Izq2zCvyG8Dwoe0YPaoz73740UU9z5GKWu589UPuvHkCV973BK37DqqnhE1fWJsE0jMK9I4hmog+l8WRl5qrdwwhGpTBYKD3Lb15bvfzrJu3jY82HKDqhILoPZO/xxw8lbf/s+ykx/26cBfm4KkArFqTijl4KkXFlef12pp0zRDinFrscXb7G29k2JIlfLd9Ozd3kZYlTVmSizeapuFpkbkfQpxN/s7l+Pm66x1D1DMFcFc13P+2S1YDyg0KRQbYuDubv5btZff6NDZ8s57S/DLQwOhoxC/Cj7AuYcT2iSV+cDyuZinOi5ap5EgJMVJ8FaLFMJlMBAV4UlpahaVPDFJ+FS3NwY0HuWXGWL1jNCvBHS5h0vRnueuxSqLNLuf12AqrylfLNvDOi88Q3a0vE9+bjdHUYpfsTiskoQv5+WV6xxBNxIBL4njz0Z/0jiFEozA5mrjn53t4efSHvAz0GtaBD54fAYCzs4l3/ruciTf1wlyP6z158vdYiHNqsUdyisnEnU8/zZChQ+kVFkacRRbbmqpPN20kLKGz3jGEsHsbFv5Gn55RescQjeTEomxoXCDXxtVdoKIB1YpCqVHhwNEy/lq5j41r97N8xlJ+mPoDaq16vCgb3C6Y2L6xtLm8DZ7+nrq+HyEaWll+mbRoE6KFuXfKD/j4uFEjLdNEC6RaVQIscnxXn5zcPSg+kslVI0aScMnlXDt8KBP6tEM5w9+YkhobG9Oy+WPNRv6cOxsUA9dMfx2vgOBGTt40qK4B2Gyq3jFEExHi5ojNKt0ORcsR3Sua1w6/Rll+GR+N+Yhrb/uSOC8X+l/SirSDR3nrP8t4/qnh9fZ6/hYPVFspBqMcSwhxJi22+Arg0ro1X773Hrfefz8vDxlCvL+/3pHEeVJRWLl+NVfc/5TeUYSwcxq7Nu/mpWdH6B1E6EwBnDUNZ6uGxcuVniM6wYhOANRSN1P2YFEFy1bsY8vGNFZ/vIK5T8zFWm1FMSh4BXkRnBBMdK9o2g5ui0V2CopmwlptJdjXHWpkkUaIlsLP143oGH9KTC1yGo9ooSpKKvjviPepKq3C19VB7zjNitnZipuPH9dMf52UtcuYessYIpatoV2AJ2ZHw/EibKVVZX9hBa9+8hVLZv6HNv0G03/iZCyRsTq/A/tWanPTO4JoQjysKkYHIxVFFdLdSbQo7n7uTFk6hVd6v8L81Sn07h3LU48P5V/3fcNdt19CSLC53l5L02rr7bmEaI5adPEVIOKqq5gF3DRpEt+PG4ero6PekcR5yDP7U5yXQ5zMQRHirDyNpRzJLebSvjF6RxF2zAHwtar4ujvTdVgHGNYBABtQajSQa7WyekMaa1ensnPeVv544w+qK6pRUHByd8Ivsm63bFTPKFoPaC27ZUXTooCLKnNrhGhJHrp/EJ16v8TAz1djmdgXZAesaOa2ztvK13d/zeBbevPn3Pvwkl2E9crFUAWAOTCEbtfciGq1cvetN2KtqcbT14KjsyuaplGcl4PNaiW2Rz/u/vw3nN09dE7eNJTbXHF0NJKXX4rFT/7NxNk5AH6hPuz5cw9dr+uqdxwhGpXBYGD6+uk8HPgwh7IKGTG0Pe0TQnj5jT94760x9fdCqhRfhTibFl98BQgbOpS7Rozg7cREnhgwQO844jwsPFqMu48Fg0GuVhfibDyqD2IyGuT/FXFBjIDZpmJWDMT1jOG2nnVFfBUoMyqUGwzsST/K6sRUdm5NZ+X7y/npsZ+w1dhAAXcfN7zDfIjqHUXCFQlEdo+U30Vhl6T4KkTL4uPtyp+/PsCQa97n7Vv6UGGU4qtovrb8vIVv7v2Gd2ffxbVtgzFI4bXe/a/4CqAoCj1HT6Tn6IlomkZ50VFqKysB8PDzx+TopFfMJkvFiJ+fJ1u3ZXDF5fF6xxFNQHRCEKmrU6X4KlqUiqIKDm48yM+P/4yt1kZMmA8Azz5xFVeP/ohJd19aL69jMhmoqSnH4fxGnAvRokjxlbqD4jHTp/NR795omnbGeRzC/vy4NpG43gP1jiGE3Uv6cz7RUdIeVtQvA+Bp0/C02QgKMjPw+m5wfTegbrdsmdFAoWZj865stm5LZ9Oa/Xz1w2bKjpYDYHQ04h3qTat+rWjVrxWtL2uNo6t0oBCNryirCAcnB5yk+CpEi9Mq1p/aWhsbnplPl+dHUmOQc0HRPP049Uc+WDCJqyPlnKChOBuqMTk4UlZ4FHdv3+O3K4qCu7cfeOsYrpnwD/RjT3K2FF/FP9K5exRzv9ugdwwhGtUHoz6gMLOQhEta0ad1IGXFdRf+9O0Vw6DL4nj+5YWMH9P9ol/Hzc2J0tIS3Lwu+qmEaLak+HqM0d+fLpGRbM/OplNwsN5xxD9QazSxO2kbE+97Qu8oQti97asS6X+JzBASjccIeNlUvFCIbBvMdW2DYXwvNKDSoFBiNHD3xM8pLamhOrWQX5cu4Kucr1BtKiYHE96h3gQlBBHVPYo2A9vIbFnRoDJ3ZeLh547sxxaiZfrztwcYPOI/tLuyLfSL0zuOEA1CMSi4GI16x2jWDIqGi4cn+YdSTyq+ivoTFBHGvv3ZescQTcSA/nF88vLvescQotGU5JaQsT2DeWum0dPHjXsmf3/Sz5+ZPox+g98iNvri11d8vN04mn+EwNCLfiohmi0pvh6jKAr9+/Zl3ebNUnxtIg57WqiuLMcSITMshTgbAzb27ErjucekrbrQnwK4qhquqo3i9EIeHXkZQ42x0AlqnBRKfE0cdqph5cEDbNl/mG3fbWLRa4uoKa9BQ8PV7Ip/tIXwrhHEXhJLbL9YHJ1lt6y4ONl7svEJlBnFQrRUrWL9UTUNz24RlOgdRogGcPTQUSqLKvFyk1a3Dc3N04PinAygp95RmqXg2FhWzUvSO4ZoIqL9PbFWWfWOIUSjSFmdwmcTPmPgLb3p7uN22vskxAcxelQXPp65+qJfz8/Xnby8nIt+HiGaMym+nqBD167MW7hQ7xjiH/ohLR2f4Ai9Ywhh93xMRZSVVdG6VYDeUYQ4SfaREvqGR0Jm3feO1Rp+WbX4odCZGIiOgWhQFSg3Gyn2NrCtJJ/VqQfYtSuDeb/upOhIMZqqoRgVvAK9CGgVQHjXcGIviSW8azgmkxzqiHPLP5BPQKj0AhSipbr0irfo0SOKUrmYRzRTW+dtpXXv6DMuxor6Y/bxpiDrsN4xmq2Q1m3JyflS7xiiifCyqmAAa40Vk6OcF4rmSVVVXu3zCqW5ZUx57TruHRh/1o5OTzx6JfMWbD/h8XWjd0ym8+sDZfF140iuFF+FOBv55DmBt58fhRUVescQ/9Dv6xNJGDRM7xhC2D01exuuMkdT2CGbTcWzxhFQz3o/gwYehTY8Cm2E4sVwc2fo0hm6QLWzQpm3kTwXlTXZ6Ww6kE7yshTWfrGGsoJy0I7Nlg3xJqB1AKEdQonoFkFEtwjZMSuOK0gvoGevaL1jCCF0knOklL4D2qAAMvlZNEcZ2zOIbhOITDRueN5+ZkpkJ1CD8YlqR0lpld4xRBPhrGmYA71IWZVC/CCZEyyap9cvfZ2gKD/W//ogztrJR7IfvDP2lPuHh/pwJO2V49/n55fh5uqI+3l2xwgNMZOSln5hoYVoIaT4eoymqsz+9FMujZaFt6ag0tGZtJQ9jHjxQ72jCGH3tiz6hQ7tQvSOIcRJqqpqUBQFSs5eeD0XpyoNp2wrvkAbQrktKBSCQOsD1W4GSnyMHDJUsfbwIbanZXBg8V7WzlxDaUEZmk0DBdx93LBEWwjuEEJM7xhiLonB1dO1ft6oaBKKsoqIax2odwwhhA6278zA2+zC1zMTufS16yg2yUxM0fz4hPtwZF+u3jFaBP8Ab44kZekdo9mqMsiYCHF+wuMCSVkpxVfRPCV+nkhZfhlrfpmEs3p+lxBWV1tJO5TPJzMT6d+v1Xm/dlSkL4v/XHvejxOiJZHi6/8oCvPXrcPHxYUD0dFE+/rqnUicRYq7H6pqw91b/jsJcS7b125iwuhOescQ4iQbNh3C388dqhvm+RXAuVzFuVzFHyPdiYaIaDjWrb7GSaHcbKTIXWNjfg4bD6azZ3cWvy3aTeGRYtRjLarcfdywRFkIah9MVPcoYvvF4u7j3jChhW7K8sro0C5Y7xhCCB189NlqgoPNPD1/EsXG82u3JkRTYbPaKMov1TtGixAc7MvaVdvPfUdxQcpsda2zVVXFYJC/2eLcOnaPZMWfe/SOIUS9mzd9Lmu/WsuX8+/H5TwLrwBLlu3l7ge+o0e3CF594ZrzfnxoiDeHM/LR1GoUg8yUF+J0pPh6jKIoPDBmDJl79/Lwb7/x80031e3IEXbp65078Y+M1TuGEHbPSaki7UAOI4d11DuKECdZtzGN2FA/3V7fsVrD8YgV7yMQhYUx3hbw7gpdwOpQ18q40ENjS0FuXWE2OYs/libz/YNF2GpsoICLpzM+4b4Etg4krFMY0X2iCYgLkIWgJqi2qpYQiwfU2PSOIoRoZM8/NZyufY+1XpPzP9HMbJ23lW/v/RY3XzdmfHqL3nFahKhoCxXFhXrHaLYqVBdcXR05dKiAqCj9ziVE03HppXH88OFfescQol6pqsqqz1ezaNNTtHe6sPLO8KHtyEj59wVncHAwYrOpqLZijAb/C34eIZozKb6eYMjzz6NpGok9e3KosJBIHx+9I4kzuCwqiq9mz6KmsgJHF2kNKcSZWIy5WG0qnp7OekcR4iTbd2TSLTJU7xinZarVMOdaMedCFL5c5+ULnTpDJ7CaoNxsosRLYVdZARsPpbP7YBZbvt7A4tcWUXlsBpXBZMAcZMa/lT+hHUKJ6hlFZI9ImTNrrxRwvYCrhYUQTV95RQ0a4ODloncUIepV5q5MZt0+i0/+mMzQcD9Z/GkkrWIsVJYU6x2jGVOwWMxs25kpxVfxj7SP8qVK5gSLZiR7bzbvXPEOna5MoO0FFl7rk622CKODFF+FOB39/w+1NzU1XNW5M/P27GFy3756pxFnMLSmiN4DhvDl5Bu546Of9Y4jhN3K2bacAIuH3jGEOEXK/jweGngpVOqd5PyYrOCVb8UrH8LwYKhzArRJgDagAVXuBsrMRrIcqlmTmcH2tMOkrtjPhq/X182ZPVbgczW74hvug39cAGEdw4jtG4ullUV2zepAVevmDp/vjBwhRPPw1bfr6dkrhmI/aSkvmraaihq+u/873P3c8Yvy49cXfuXhd8cxPNwP2dPdeALMRmw2q94xmrWAEH92J2dzLdLdSZybWQMFRVpVi2bj3ave5YHXrufBQfEYdc7i5elCYeERAlzjdE4ihH2S4uvfJH37LaM//phvx43TO4o4CwX4tE93Or3xF3tW/kH8pVfoHUkIu7R5yR/07B6pdwwhTlFYVEFn30DIaD4FLwVwKVNxKVOxYKAj4RASDiFA75PnzG4vymProUz2ZmSz+av1LHptEVUldVdkm5xMeIeY8Y8LIKRdCJE9IonoFiG7ZhtI4eFCHF0cL2hOjhCi6bv7jn70HfQmUY/Mocsbo/WOI8QFWfHhCuY9OY+uQ9tRlVXEzu2HefCVUUy5IkEKr43M0VCDIv/qDSooMpz9+/fpHUM0Ea6qhpuPK+lb04nsGql3HCEummbT6NEx1C6KOlariqrK6B4hzsQe/j+1KzHdunFlXBxXtW6tdxRxDj6VpbwyaSpTn3uAxxfvwmSSX2chTqaxc/MuXnxqmN5BhDgtQ4neCRrXyXNmfbjG3QfatD++a7bCw0CZt4mDSjnr0tPZcTCTtCV7WTdrbd2uWZtW1x732K7ZgDaBhHYMJba37Jq9GIe3HcbL30OWSYVoofx83enVI4qSwgqcbSpmm8oRByOazH9ttr647Qsqiyu556d7jt+2f81+3hjwBvGXx/PAbw/omO78Ze7K5JdnfuHtOfdwQ0KwfJ7pzMlQg4Zc0NWQgiKj2bl2g94xRBOhACGtAkhelizFV9Es9LyxJ08/9hPLP7tV1xyaplFaVoV/kHQhEOJMpFr1Nw5eXlhtcsVGU3EDFczs3JMfnriL8a9+pnccIeyKp7GUI0eK6d+vld5RhDhJSmou7m5OUCoLU/+jAG6lKm6lNQTgQE9iICIGIup+/vdds1sOZbL3cDabvljPopcXUlVWDRoYHY14h5gJSgimVd9WxA+Oxxxs1vW92bvsvdn4BXvpHUMIoaNdSVnc99zV/H7bF/wyZzPvLZ+KrUeU3rFEI1rzxRoG3DeAxM8TKUgvwCfcR+9I55SxI4Ol7yxl+/ztPPLeeMZI4dUuOCvVsvO1gYV36EL22x/pHUM0IQmdwti5IU3vGEJctK3ztrJj/nY6X6Z/m9/cvFIC/L0wGGW9QYgzkeLr3xjMZhS5yrnJMGoqXw69gm4vvUD69o2Ed+yudyQh7IZHzWEMBoPshhN2Z2ViKlEhPsimgH/utLtm49tDfN0/Y6VH3azZTFMNqw6lsWnfIdZ9lsiC5xZQW1ULgJOHEz6h3vi3CiCkQwhRPaMI7Rja4jtH5KXmERLhq3cMIYSOZrx+PTfePgubTaVv7xjWfLeBnlJ8bTGqy6vZPGcz09ZOo+RICWu/XMuwJ+2nc0ze/jzevuJtaitr+V9NT9M0XDxd6H55PJ/99gBDoy1S7rMTzoZqjA4OlBXk4e5j0TtOs+QSEE1lZa3eMURToWl087GwdMcG0DSQNV/RRCV+kci86fMYN+Vypk/so/t6yo5dmbRv30rqKEKcRctebTuNIxs3YpQ/Gk1KUHkRj975IG88ehvTFm6XQpMQx+xZPp/oKD+9Ywhxiq3bM2gbHqh3jGZDAVxLVVxLVfxR6Ew0xEZDLNgMUG42UuKlsKeymI3p6exNz2HvvJ2s/GAFZYXlx0/aXDydMQeb8YuxENw2mLDOYUR0jcDZ3VnX99fQCtIL6DlSWiUJ0ZJd0ieWxfMn8dZ//mThH7sZ/9r1WPUOJRrNph82ERAXQGDrQHqM78HsybO56omrdFlMrCip4JcnfmHr3K04ujriF+lH+tZ0Jr12HVOu7oSiQfWx010Pm4ac+dofg6Lh4uFJfvoBKb42kArNQ+8IoglQj1qZ+XYiVGs8N2cJFbW1uJSqVHoa9Y4mxD+mqiqZOzKZO30uh7cd5tuFD9Av2Fv3wivA4iV7eOCBSXrHEMKuSfH1BGpxMY8+9hgPX3qp3lHEebrX3cC3ETEseHUaIx9/Te84QtiFrX+t5DJpOSzsUEpqLndf3kvvGC2CUQXPAhueBRCKG4Md4yE2HmLrztdqXBTKvYyUeSgkFRewNSODfRlHOLC4btZsSX4pmk1DQ8PR2RHPQE98wnywtLIQ0jaEsC5hBMQFNOkLn0pyS4iLk4sBhGjpWrcK4OnHr2Lxkj28Mv4TQsN9Gf3UVRj76d/WTTSsxJmJ9BjfA4CEKxOoLqtm77K9xA+Kb/Qsbw14i7BW/nz8yyQKCsrYtOkgP359O2GKAmrdSquzTEmye57eZvIPpxHZqafeUZqlMpsrAFartcV3cBFnUKVx2RXv4GAwkldWxg8TJjD6m2/wP1TDofYueqdr8r647QvWfbUOAIPJgE+YD52u6cSIZ0bg5OZ0/H4zhs5g77K9PLLiEaJ7ResVt8n69t5v2TRnE+6+bvS/tjO/zLoVi51cdqWqKvvT8mnbfqDeUYSwa3KUcoxms/H5Qw8R4OZGj7AwveOI8+Rgs/L1uHFc+tyT9Bp7BwFRskgiWjYDNnbv3M8L0+RASNifw5mFXBIZCTl6J2nZFMCpUsOp0opPDoTjwVDHeIiOh2PnxrUOChVeBsq9jByqLWdbViZ7s3I5mJxH4sr9FOQWU1Vadfw5ndyc8PT3wDfcF0srfwLjAwnrZN8F2oqCCuLjAvSOIYSwAyFBZg7ueYHlK5L5/Y/dvHHbLB7b96K0KGzGcpJzOLjxIHf/eDcARpORrqO7suaLNboUXwszC1nw50NE1aoQ7sP4TuGNnkFcPLOfN0VZ6XrHaLaqNSc8PZzZl5pH2zZBescRduirVxIprqxi++TJx29zcXAgb38utI/QMVnzkXBlAjd/ejO2Whupq1P56q6vqCmvYfz744G67kIH1h3gsnsvI3FmohRfz9OqT1axa/EuNic9SyAGuxstsG1HBp07RWEw+esdRQi7JsXXY7bPnMmPq1bx7dixekcRF6hVaT533nIPXz44gUfmb9Q7jhC68nMooLy8hlaxciAk7E9NjRWL5gqoekcR5+BQq+GVb8Mr30YwDvQmEvwj4difFg2odlWo9DBS5q6wv6qE7VlZpGTncSgpl9RlyRTmlZxcoHV3wsvfE58IXyyxFkISQgjvEo5vlK8uBVqb1UaApwvUylYiIUSdAf1b88U36+kzqI0UXpu5xJmJqFaVaRHTjt+maRpGByPlheW4ebs1WpYD6w/g4ulCsFWOj5o6/wBfsrMz9I7RjCn4+XuzY2emFF/Fae1MycbT2RlVVY+fX7QN8Cdp2V6irpHia30wOZnwCvQCoMe4HiT/lcy2+duOF1/XzFpD+2Ht6X9Xf17p8wpj3hpz0q7Ylq6qrIq5j89lx287sFZZ666M1up2Eod2DCU1MZWfVz1KkJ3sdP27P/9KYciVg2XeqxDnIMVXoGDjRh586SXeHzkSo53uyhD/zPQAD3728OTPj99g0J1T9Y4jhG6smVtxlwNbYYdKSqowmYxQIAuLzYECOFdoOFdY8T4CYbhwGTEQGAPHOvn+r0Bb4VlXoE2pLGZnZjYp2Uc4uCOHlKV7Kcwtobqiuu7OGjh5OOHu44artxvmUDN+kX5YYiwExQcR2CYQk2P9HsK6qHYwNEcIYVeKiiuJ6RmldwzRgGxWG+u/Xs/1r11P/OCTd7l+fMPHbPh2AwPuG9BoeQ5tPERo6wCc5COpyQsKtZCSskPvGM1aUFgQe/ZJGx1xeq99dB3XX/0xI2bN4reJEwHoGBjEzk2pRHGlzumaJ0cXR2zHLmbVNI01s9Yw7t1xBLYJxL+VP5t/3EyfW/vonNI+rPpkFXOnz6XzpfHMevpO2qkeOJWpWJ0M7POuYujEl2nTKYy+/l56Rz2jTVsOMv2JIXrHEMLutfjia+a6dVw2fDiR3t489OuvVFmtXN22LTd17oyzg8MFP29uWRlpBQX0DJc2QY3JyVrDrNv/xbDnnqT7tTfiaZEZbqJl2rxoPu3bh+gdQ4hTLFm+h4gQb6jVO4loLCcWaH2AcFwZRAwExcCxzQoaUO1moMLTQJmbQmpFMcm5uWQVFXM4t5AjG9LZuzCJkoIyKkoq0Y4VSxVFwcXLBU9/D3wifAmICyCgdQCh7UKxtLKccyetqqqggIsqFwMIIU5mtaqYHIx6xxANaOdvO6korKDvbX1x8Tp5BmDnUZ1ZM3NNoxZfq8qrcHK+8DUIYT/CQn0oLyrQO0azFhwdSeqOLXrHEPbK3cAPP91Bxz4vs+bQIfpERNAjLIw/V/yld7JmKW1DGhu+30CbgW0A2PPnHmoraml7RVsAeo7vSeLMRCm+AgueW8Dqz1Yz5+UH6H3EGSUTwFr3w1KVn1csJzbSj9XzJukZ86yKiitxdnbAxT1G7yhC2L0WX3w1uLnRJSSERcnJHE1NxVpZyVevvsqE779n5ujReDo7/+Pn+mzjRv5ISaG1nx+bMjPxc3Vl/eHDPNC3bwO+A/F3XcqOcv2YW/j83jFM/nGl3nGE0MX2tVu4cUwnvWMIcYrVa/bTITpY7xjCziiAc7mKc7l6vEA7kEhwp+7rhBFBtQ4KlR4GqtwNFDtr7Dmax54juaRm5XJ4Qzq7f9tFcX4JVWXVxx9jdDDi7uuOV6AnPuF17Y4D2wTi4uWCo6sjjrLLSAhxgs1b09mZlMl1UwfrHUU0oMSZibQZ1OaUwitAl2u7sOiVRaRvSSe8S+NcUL3xuw1c969LG+W1RMOKjrJQWVKkd4xmLax1PKt//1PvGMKOGbxNPHz9Zdw952fW3Xcfg2JieOjXX3GoVKl1ka6HF2vnbzt50PwgNqsNW62Njld35IZ3bgBgzcw1dB3dFaOp7iK27mO789O0n8hJziGwdcvdJJOyOoUVH/zFXy88TOyR0/8O/r5uD9/NmtjIyc7PV99tYOyYoSiGf14zEaKlavHF16D27fl+yxa08nIMnp6YgDs+/piof/+bR376iY+uvfYfP9cf+/bx7TPPsC0jg5dHjMApMJB7R4xgblIS1yYkNNybEKd4NTaExX9aWfP9p/QZe4fecYRoVM5KFQfTchg5rKPeUYQ4xa6kbO4fIhcliQvnUKvhUGDDs8CGP9AKb642eUN4azi2Pq4BNS4Kle5GKj0M5GjV7Mo7QnJ2Lody8ji0LIUtszdTmFNEVXEFcR2eBcDR0YivjxsWXw9Cgr0ID/chJspC6zh/YqMtONZzu2MhhH1ycDBiUBQObc+gXaAXavdINJlp1Wzc+vmt57xPeJdwPqz9sOHDHFOSW0JpfhmPj+0B0gq/yYuJ9Ka6olzvGM1aSNvO5B8t0zuGsHO3Pjrbyc8AACAASURBVHkJC1Yn8fJff/HCFVdgVVV8cmo5EiUjmi5W3GVxjH9vPEYHI+ZgM8Zj3ULKC8rZ9ss2bLU2Vn70/xtiVJvKmi/WMOrlUXpF1t2s22fxxKNjic09Q/HfS6G4pJI2cQGNG+w8WK02li7by0NTX9M7ihBNgqwgAYrRiOLp+f/fGwwMevRR5v7xBxsOH6ZHWNg5nyM1Px+T0YjXkCEM9PU9fvuMr79m+ODB9I+KwsfVtUHyi1O5Vlfy8d33M+7fT9Hpqutx9TTrHUmIRuNnysVmU/H0lKvQhP3JyCrk0sgoyNI7iWjOFMCpUsOp0oo5D4JQ6EwgeASCB9Cq7n6qAoqzguKqgKtCXm05u47kkJpfQFpuATu3ZLJ0yR7yiyooLatCPaHdsaenMxZfd4IDvQgL8yY8zIfoKD9at/InwN/jnC2PhRD2q0O7EN58ZRT3Tp6Nw5tL+GTH0xSH+577gUJcoDkP/0ivER1xlcJrs+DhWIumyUiDBuURRO2x+ZJCnJGTQlVtLZHe3gB4ODlRsjUboiJ1jdUcOLk54R/rf8rtG77dgHeoN3fPufuk2/cu28vi1xYz8oWRx3fEtiSFGYXUVtYyUYkATv/5sE7NpLLKvuczXT78PzwyZQQu7q30jiJEkyDF1zNQnJy47eab+XLWrH9UfH126VLeeu45jL4nn5Q7R0UxfvBgft+3jxs7SQvQxtS/qoDBw65j1v1juWfWIr3jCNFosjYtJSDA89x3FEIHVquKudaJM51wCNGYDBpQqdV9HQULzgwgkgG+kfD3OosD4KqAq4EaRxv7CvLZcySP/Xn5HDpYyI6tGeQXlVNYUknVCSfNRqMBs5czvj7u+Fs8CAkxEx7mTUykhdhYC2EhZinUCmGHli5LprraitFooCyrGKT4KhpQ5+u68PVdX7Py7v5cGuytdxxxkVwM1SjIbvmGVGZz1zuCaAo0jZziUnoeW9eN9PFm9/K9RI2K1DdXM5Y4M5Euo7oQ0i7kpNt9I3yZO30uO3/fSaerW9b6eFlBGbMnzyY6IRTnitOvgyTn5THk2Y+Z9vAVdn1uGBXhS3hkAorS8groQlwIKb6eRVS7duzKyaHaasXJdPZ/qqMVFVjOUKQdOXYsE++5R4qvjUwB3u+cQIcVS9i+6Cc6DrlO70hCNIotfy6lR9cIvWMIcYqSkiqMRgMUSeFVNEG1QLEGxTYcgXb40c7VDyKo+/ofBXAE3A3golCiVZNScJTUvHwOHS0kPauI5KQcvincSGFxBZWV/1+oNRgU3N2c6lof+7kTGOBJaIg34eHetIqpa33s6urYqG9biJZq+NB2fPfjJqbPuAF6RukdRzRzna/pTG1VLeOHzGDDtqcJtuOFV3FuLoZKNGQXc0Mqs7lhNBooKq7A7CVd5sTpqQU2yqpr2JOXR7vAQDoGBpG84yDyqd4wDm0+RMaODG788MZTfubs4UzbwW1ZM3NNsy6+Wq1Wkpcls23uNvav209JTglGByOluSV8+vH9cPj0j/t44wZuGtODwQPbNG7g8+Th4Yyvz6k7noUQpyfF17Pw7tGDO4YMYfrixbw5bNhZ73tPr15MmDiRX9euBZOJ355/nsHjxmEKCGDfhg0YZEaQLjwqS5kx6WHuevVx4i8bhqOztGEVzZ3Gri1JPP/E2f9mCaGHxHWphAR61RWxhGiuNKAaqK67yMATE10JoKt7ALhzcqEWwAlwObaj1sFGakEBqUfzScsrIKOwmC0b0lm8OImjxRWUllVjs/3/xQv/21XrbXbDz9eNwEAvQoO9CA/zpVWshdhoP5ydpVgrxIUYdFkcvj5uRN3Ym1I5lxONoMfYHuxenMSYW2cy9NrO3DeqM2ZNfveaImdDNSZHJ8oK8nD3segdp1myYcTPz4NtOzK5rJ+0vxSnZy22UmW18tf+/Yxu356+ERH8teIvvWM1eWeanR7RNeKs89LvnXtvAyXST+auTDbO3kjKin3kHchHVVXMQWY69Ipm2iujGNQ9CouqcfXV72FNzgFXn1Oe493ERErca8nPqaBLp3N339RLTY2VjMxC4uIv0zuKEE2GFF/PQjEaGT11Kh8MGMChwkK8nJ0xu7iccr9F+/bxyYYNBHl6Ys3MxFZeztVvvEH377/HoCiEm83nLN6KhjOitohP+13ONw/fwsT3Z+sdR4gG5WksJedIMQP6ywmosD9r1h+kTXiA3jGEsC/VQLUGRXU7atviQ1tHHwih7utERsBZqSvWOtftqk0uyOPg0SIyCovIPFrMxkOHWLgwifyiCsrKTy7WGgwKbm5OmD3r2iBbLO4EBXpx84SeRISduhAgREu2as1+3N2dqDFI8Us0nhs/uYn3hr3H1+8tY/H87SyfORFp7Nf0GBQNVw8vctNSpPjagPwDfdm9J0uKr+KMHKOdWfrOPVw/bSYAPcLCyC0pxVirYXOQz3dxfsryy9g8ZzNJi5PI2J5BTWUNLl4uxHWJYOxtlzBiSDtCHIy4q9r/N5631XVB6N0rmsXbkxnTu+1Jz1lRU8OqtDQ25GXyzONDUez4gr/vftzMqGsuxWDy0zuKEE2GFF/PwRgSwl1Dh/LM0qUUVlTwUL9+9I+OPv7zQ4WF/GvOHGY//DCr1q4lrl8/4vz8+HDUKMZ26ICqqnbdq70lUICZl/ah02uvkJz4J637DtI7khANxqP6ICajQf7uCLu0KymLkZ3bnvuOQojTswHlWt0XdbtquxNEd9cgcOX0xdpjhVqcFGpMNtKKCkkrKORQQSFZhcXMXbCd6upaXnzm6kZ+M0LYt/UbD2IwGpg1dAYRsf4MeHcsVUY5vhINy2QyMXnxZFRV5bGwx/h5Txaj44P1jiUugIe3FwUZB4nu2kfvKM2Wf2gwKfvz9I4h7FxUdz9Kq6tJO3qUKF9fam02PI5aKQp00DuasGM1VTVs/2U7uxbu4uDGg5QXlGN0MBIWH0iPy1rz75euJSHQC7NV5aSjQ/X0LedvvKE7I2/4CPoB1v+//XBxMWFmM/lu8OkXawgP82HQZa3trgiblV3Mz79sY+HC3+0umxD2TIqv56A4ODD+7bcZZ7VSmpTEsDFjaOvvj8Xd/fh9fFxd6dqtG8UVFRwsLOSVoUPxOtbeVgog9sG3opiX73+EByZP4Lm1GZjOMcNXiKYq6c/5REfJ1dXCPh04mE//66OhQO8kQrQQNqBMq/uibhRta7xpbfQGC2CBfVl5BAd56ZlSCLs07eHBODoa+WzWWv5atpdhj1xJVaSv3rFEC2EwGBj3n3E8evPnDN38FO5nWMwV9svHz4fCrHS9YzRrITExbF66RO8Yws6ZAh0J8zazLTubKF9fjAYDTocrIFCOf0Udq9XK3qV72TF/BwfWH6AouwhFUfCP9KNT3xju+vBG+rYPxcdqw+HEj2Oresbn/LuYaAuVVbXU+Gs4Zv1/8TLOzw9V08hNy2XGy5P4ZOZcLH4edGz/96tq9TXt6XnMeHs6Lu6xekcRokmRCtQ/oDg5oTg54dm9O29MmcITn3/Ox6NGARDh7c2wNm1Y/scfjLz3Xt6YMwdPJyedE4vTGUcFM/sN5qen7+OGlz7SO44QDWLbytX0v0QOhoR9qqioIcrZm7qKkBDCHhwtLic0xFvvGELYHZPJxKNTruD9j1by1fKHKQmX1tyicXUZ1YXvJn1HmdGAuyrHTk2Nf6AvmTmZesdo1sLatGPBV3P0jiHsXblGRlExI9vWdWAK8vQgZelePLv31DmY0IOqqhxYd4Bt87axPzGV/INH0TQN72AzCT2imPzMCAb3jcYPA24nXvhUe/Gfw61i/PkxeScTPDocv01RFN4ZMYI/U1P5+YuF2NxVwkLMF/1a9WnBwl3U1Nho13Go3lGEaHKk+HoeFEWhx+23E75gAV9s3sytXbuycN8+9uTmsnTOHK6dOpUbevZk+BdfEOPry4wRI2Qrvh0xaipfDL+Kni8+S9benQS3aa93JCHqlQEbe3al8eLj0lpb2B9VPXZVaNE/vzpUCNHwCksqiYyQ3XxCnIm/vwdZ2SV4yexXoQODycDhgjICPVz0jiLOU2CwD3v37tA7RrPmH9eeoqIKvWMIO7d18UHKqquPfx9v8WfPhlR6IsXXliB7bzZb5mwheXkyOftyUK0qHn7utO4awc33DGDY4DYEm0y4nTinVQWo/44To0Z2ZPaC7UwY0uGUn/WLjOSNxFUEB3tTUlqFj49bvb/+hZjx/nKyc8r56adfMDoE6B1HiCanRfbEXblyJeXl5Rf0WIO7O8+++SY/7thBdkkJS/bt45KoKPYdPcq6jAym/vADK9aupVZVOVxcXM/JxcUKKyvgwTsm8eWUG/+/ECBEM+FrKqS8oppWsf56RxHiFDuTsjB7uUCFtM0Twm4YoLSsmmhppSrEGXXpFMa+9Qf0jiFaKJ8wb9ZtPKh3DHEBoiIDKC/M1ztGs1ZtNKNpcm4hzqJKY9z0r5gxYsTxsXDdQkNJ2Se70puj4pxilry1hHeHvsvjUY8zNWgq71/9Pke2pTP8+i4sSJzG7qTn2L1sKvNeH82UKxOIMxhxP7HwWg/y8kux2U5dc77xhh7sTskBj1NfrcZmI7OoGKtVJe3g0XpMc+E++mw1+QXV/OeDn3H1kA57QlyIFrnzdfTo0Xz99dcMHjz4gh7v2qED7z39NNPfeotNGRnsXbqUPvn5dO/ZE8VoRHFx4Wh5OWFeMj/AHj3k5cjPYVHMf/lRrnniDb3jCFFv1OxtuLo46h1DiNNamZhKbJif3jGEECdyVrDZVNzdnfVOIoTdStqdzRUdw/SOIVqo2morHu4y1qgpim1loaK4UO8YzVqZzT52hgk7Vqxis9kY26nT8ZsGRkczIzERxaahGaWrRVNVmFHIlrlbSP5zL5m7sqiuqMbkaCKyfQgDh7Rl2IwbaG3xwGxVT955Zmu4CzYKCyv4bs4m5szdSqcOobz1ynUn/dzV1REnJxOHnEqIKPU46WfbsrOZ2Lsnm2yZxMT4YbXaMJmMDZb1XFYmprIjKZsvvvwNk4OMqBHiQrXI4uuhQ4dwdr7wRSZFUSgvLMTs7ExFbS2jJkygVUAA87/9FpOnJ7e3aUONzSYth+2Ug83KN2PH0u/5p+g9/k4CouL0jiREvdi65DfaJ4ToHUOI09qy9TAdIoP1jiGEOJGzHKsKcS5pB4/Se0Iv7GMPgmhpirOK6do+VO8Y4gJEhnhQW1Wld4xmrUJ1xdHRRF5+KRY/j3M/QLQ4Rdll/H3/YZSvLxU1NbgX2Sj1bZHL4k1OweECtvy8hX3Lk8nYlUlNeQ0OLg6Etwmix6WtGP7itbQLMWO2qicXOqyN0/HQarXx1Au/kZFZyLCr+vGft7ry6cxFp73vJb1i+GTNBl6MO3lcWLSPD+8mJvLgC2N47Ml5lJZV0atHFA9NGoira+NusrDZVN6YsZSf58zC5CAdkoS4GC3yU+ZiCq8AmtXKmzNnMqFTJ16/6iqMBgPvrV1LZm4u1Tk5TFuyhCn9+tVTWtEQYsuOctfEe/nygfE8smCT3nGEqBe7NmxhxJVyMYGwT/tSc7m9Zzew6p1ECHGcFF+FOKfrrunEZw98xzVz79U7imiBVFXFy82BU6oHwu65GmvQGmBmoPh/Kgb8/DzYui2DKy6P1zuOsEOTn/iZq+NP/d1QANecKkp93Rs/lDirIylH2Dp3KykrU8jenU1NVQ2Ozo6EtQ2ixyWxPK9zofV0tu/MxGg0MW/+GgxGd76d9ThdOp2+a8rtt/bh3smzebHNoJM+24M9PbmhQwf+/djXvD3tEVqN6sn3373HI0/M5b23xjTqBq/pzy5g3JgB+Fi6NdprCtFctcji68WyZWdTVl3N5a1aHb/N19WVsLAwdu7cyW3dutE/KkrHhOKfeNzizs+eZv54/yWuuG+63nGEuCgOSg2p+zIY9f4YvaMIcVq5eaX0CAqFw3onEUL8j+ooi8JCnMue5CMMvq4LiqahSWcj0cikm1bT5WKoRqnXKYLidPyDLCTtyZbiqzhVpcralEOsvffUi6d83dzIXJWGKaG9DsEE1F1cdGDdAXYt3MWBNQfITc3FWmvFyc2JyHYh9LusNcNfv574QC/MVpWTGvDqWGg9nT3JOXTtEo9qK0YxuFFSWnzGkQE9ukVSUFiOalEwHNG4Z+5cvtu+HQCTwYCXszNXTpnK1K03M+39D6iqvpPrJ3zK1u2HKSisOOX5nnn8KqbcP7De3suu3VlUVNZy571voxhkrJkQF0uKrxfgaEoKZheXk27bm5vLTf370+/yy7l9yhTKamsZlZCgU0LxTzhZa/hq4h0MeeFJel5/K14B0g5TNF1+xjxqam34yZWbwk5pmoZjuRHZuiGE/ThcViyzwoU4h0enXM6/7vuWh3zd8L/tEr3jiBZCVVVmPzgbJzcnAjUp4DVFzoYq2fnaCALDgklNO6J3DGGPasGmqphP0/2wtcVC0up9dLxbiq+NoaKkgl2/7yJ5WTLpW9MpyixCQ8PDz53odqFcPaYrQ69IINrLFU+bfRdaT6dr53AeeuwnPv7sd+b8MJMlS9aSnHqE/pe0wtvb9ZT7h4V68+vhZK52rOtcd3lsLO+PHIlN08gtK+OnnTt55pNPWJ2czPw/fuf2O5IIDO1Ln55RBAd5cd+d/QkO9gLAvZ7nwn/46WoefeRBDEaZqS1EfZDi6wXITEsj2Mvr+PflNTWsOniQwCVLmPbrryyIjeX6a66hrLqam7t00TGpOJeOFUcZfcOtzJx0A5N/XKV3HCEuWMGuFVJ4FXYrL78UR0cTFNv/iZMQLcmhwkI8PS9uHIcQzd3ggfFcPaw9u1anMlCKr6KR/Pea/1JTUskff01FmhQ0Tc6GakwOjpQVHsXdW2bmNZTg6GjW/p6sdwxhj1wVfN1cWZGWxoCYmJN+1DUkhBVJ6XTUKVpzlrU7i22/bGN/4n6y92ZTU1GD0WTEEuFLfOcwrnliGAP7xhBgMOCmaif3B7A1zfWC+NaB/PbzPbzwyiK+/+4T7v7XIO598Ety80tPW3y9ZnhHvkncwtUD6oqvjkYjAR51c6uDPT3pFByMwWhkxooVvHX3JB557z0sFn8iIoIZP6YP7/x3Me+9NYZNm9Pp2zu63t5Hba2NrOwiEjoOr7fnFKKlk+LrBdi+ZQutLZbj3z/y++90Cw1l2PjxKIqCa3g4NTYbfSMidEwp/qlXooNZvEwl8ZuP6DvhLr3jCHFBNi1ZRPcu8jdH2Ke/VqUSHmQGm95JhBAnOlRQhK+3XNUsxLmsTEzlmR/vplrvIKJFWDpjKelb09m67Wl8m+Y6tAAMioaLhyf5h1Kl+NqAguPakjNztt4xhB3664vdHC2voGfYqbM3+0dF8eXWLaBpIO3dL4jVamXf8n0kLUri4MY08tLyUa0qLp7ORCQEc+nA1lz5yigSQrzxsqmnXkikNq8riyY99COhIWbuvPsJViz/gQH942jdKuC09514cy/++8lKGHbm373nLr+c+UlJvPnDDyQnJYGq0L3XdQy7dhKZ2UXEd36BkcM78MeyPTzz+FU4Oztc9HuY/9tOrhjcFcXgcdHPJYSoI8XX86RZrSxfv55H+/U7ftvRigo++fxzXDt3BkBxc2Nwhw6sz8ggxlcOsu2da00ln951P6NffJKOV10vJ0aiCdLYtWkX06cO1juIEKe1YdNB4iMC9Y4hhPib9KNFWCzSNUGIc2kdF8DPL/3OyNl3YTXIIq1oOBUlFfz+0u/MTZwmhddmwMPsRUHGQSI79dQ7SrPlG9mG4uJT5yAKcTiriFCzF66Op47YaB8YSHFFJa4lKhVextM8WpyoJLeEHQt2kPxXMpk7MijJK0VBwSvIi7iOYYz/Vz+uHBBPmKsDHjYNw4kPbgJtgy+Gpmm89Z9lBAf78sobc6ksT2HCra9y49juaJp22tntZi9XjEYDR9zP/rerc3AwSUeOEOzuTnlREdOmTeOpp5469sIG5v2axA3Xd2fCbV8QEmzmxWdG4OlR19XIZlPZvjODdm2D67qQ/QO//Ladzz79UObNC1GPpPh6nkq3bye7uJgwsxmAwooKDhUWUpyXx/8aCSiKwpTXXmPokCF0CAigXaAsONu7SyqPctXVNzDr/rHc9/USveMIcV48jOVkZRVw+bGWJULYm917spnQt7PeMYQQf5NdVEJAsKfeMYSwe998dgtRbZ/hjooqst1d9I4jmrGXur/E5Tf3oZvXqW0KRdPj5eNNYXaG3jGaNc3ZjNrMdtCJ+nHTbT15Ztai0/7MYDCgAZ5HrVJ8PYGqqqRvTWfn7ztJW5NGdnI2tVW1mBxNBMX60757JH0dzKxYnoSHixOhbmYm9exO24Fh4KiAreX9v7h2QxqZWcXMeOdNvv3yGbZt34LF153PZ61l2sNX4OF++hEvPbpG8On6jWd9bo26GsODffrw9qpVDG3fnte///6k4mhISAhOjlYWLniLZ//9G889OYxnXvyNlP25mIxGKipqCAv1pqy8Gl8fN7p3jeDm8T0wGE4qkVNVVft/7N13dBRVG8fx72zfTbLpPZBG6L33DtKkKUWwIIoFCxaqgA1RUWzYRcEuFhRFBVFeOtK79BZqes/2nXn/CKKRkEbIhnA/5+xJ2Lk789uQsjvP3OficLgJCBbrIAtCRRLF1zJI27iR0WPGcHuLFhfvs7pcmPV6ghISCo01JCTw0dy5jJs0icW33iquGqniJGBeowSarFnBtp++ouXAWzwdSRBKzew8jSRJaDTiV7pQNSWeyqDb7fGQ4ukkgiD8W2pWHo1aRXo6hiBUeY3bvEDTZjXJMuo9HUWoxs4fPI/ilvlwSh/U19/562opONSf9ORzno5RrVlkcaGCcBlOUBdzLtZHrydz21mIq7g1M68lliwL+5bv4+DKg5zefZqss1koioK3vxcxDSPo3qc+fV8bTt1QM74uGY1LYd6k33nphzXM7dcPi9PJwdRUBkyaT5N5EXz75Vg0ERdeJ8kKyMBZN3hL4KMqKM5WM263zDsfrOOZpx/j+8Vf8fOv63jg3i7cdXs7FIXLFl4Bxt7Rnmkzl9DUdPkJW4dSU4n280On0RBoMnHw9Gnio6JQGS+9ELBP//uY++oXzHpxOY0a1uLNtz7G7baybcsa6tZrTGBgOCkpp3n3nTf5+PPNjL29XaHHb952knp1wpEk8VpXECqSOFNfBku/+IIB9eoxsF69i/cdSUtjy5kzJO/YQVRsbKHxsYMGEfHccyTn5RHmI/qlV3XetnzeuP8Rxs15isa9h6AzXP6PpCBUJQf+t4T4uOCSBwqCh9gdLsJV3hS8AxMEoapIy86nZg1/T8cQhCrPZnMyYfH9pKlVJQ8WhHIKrhWMPd+BTSWhuw5nD1VH4ZFBnNh4yNMxqrV8d0Hx1eVyiYuRhcKMEm7l8r9L4wID+Wv1AWoNr97FV1mWObnlJPuW7eP4puOkHEnBYXOg1qgJjg6kfstoBk/rR4+OtQhVqfCSFQqVSf9uG2xVeOXHtYxp2ZKRTZte3Pxinz6M/3EJDbu9wKYfHkPjlBh270La1qzJa+vXE2A00qNeLeYvvf2aX19XURQOHEoiMsKP+x5exIFDScycNhynPYeJ0xawfcPUi21/S9K5QzxJKblQJwysl25fc/w4+1NSGN/unyKpRqVi84cf0u6hhy4Zr9KE8OUXHzJr1pPcett4TD4FnfG69W5ycUxUTB3uuDOfuS+9fMnjo2sEsHP3KRTFjsSlrboFQSgf8cqklOS8PJZv2MCkf631CtAyKoob69Xj8Wef5cO4OHya/autoiThdLvRq0ULi2tFP2c2zdt35ctJdzLmza88HUcQSmXXmnV06hDv6RiCUCSXy1XwSZY4iSgIVU1WjpXY6CBPxxCEKk+rVePMsYK/mGElXD2ntp9C76XHKAqv1UaNGsHkZ2zwdIxqza7o8PUzsf9gMo0bim4ewj8sFgd2txtZli9psQoF62ke2nOKWh7IdrXkpOSw99e9HF5zmDO7z5CTlAOAd5AXsQ0i6TOwMb161KdOqBlft4z2v39u/tPCO3lrBplJ+dRuFMrPX+/BR6/j6R49Co1RqVS8N2QoL61eTZMBL+F0u7E4nSiKwo1167Jw2DDqvvIK2BQwXtvF16++3cb8hRvw8TGw969zLF8yhYR6PenZeyRLvr631IVXKPi6hYeaOW/PR+OG5Nxc3IpCSl4eK48e5bX167mhdm1uafJP8bRpeDhfLl5M7LBhF+8zmUyYzWYkSSK8Rmfefn9Vscc16I3Y7M5L7p//8UamTxuHSi0mjwlCRRLF11Jynz1LZn4+CUGFT1B56XR8NmIEr69fz71jxzLpwQdpOnYskiShZGeTabHgV0Q7AKFqUqHwSffONHvpRY5sWkVC226ejiQIxVLhZv/e4zw9eaynowhCkbbtPE1QgFfBmy1BEKoONeTl24mJDvB0EkGo8txuGXTiglrh6vp19q8MuqsDWk8HESpMXGwQ1pwsT8eo5iRCQvzZvfeMKL4KhbzzxhpaRkYWWXgF6BgdzbI/VlRyqorhcrk4tu4Y+5bv4+TWk6QeS8XldKHRaQiLD6ZBi2hGvzCEzi2jCaKY2axFURRcx+zsXHGKG2bPR6dW46XTkWu383TPnmguM8FocteuDGvUiGBvb7z1Ba1r7/3+e2LnzKF/g7qgvbYLrwBtW8Xy7fc7SUnLpXGDSFp1nIw1PxG3W6ZendAy769fnwZ8/c12Tp/Pos4rr6BRqfAzGGgYFsaLffsyqkmTQt+/X+zaBcBb4eEX77v33nt57733Lv67pGUPT5w4TGRE4c5HLpebg4eS6NbzzjI/B0EQiieKr6WkMpuxuVz8dvgwN9Sufcn2Rzp25GBKCg/NmsWyZs3wad6c7AMH0KhUYr3Xa0yQJZunxz/KUzMfZNpvey/7NSs1FgAAIABJREFUQk0QqoJATSZ5+TbqJJT9hZ4gVIb1G4+RUFO0xRaEKscgIcsKBoNoKyUIxTlxIg0FyD6aAuF+no4jVGNOqxPvMsyaEaq+2Gh/7JZ8T8eo9sJqhLP/QJKnYwhVyJGV5zh9LIP9KSmXHdM+OpqUnDz0+W7sXlX3AqvMM5ns+XkPR9cd4cyeM+Sm5yFJEr6hZuIbRTLkltbc0LMesX4mzC658Il+GUABx4WbdynOb6bKRHZ7CqcsoygKhydOxFzKZdliAwML/btFZCS/HDzIjtPnmD9jDeNmdynYoL72zpMnp+Rw+7hPCQ7yZtydPfHxVoOkI/H4NkKCfcp17viuO9rz+aKtZL3wNNiLH7v30Uf57fBhjjscTP322/I9CWD1qtW0b1t42cR1G47RpVMj1FrREUkQKpoovpaSKiSEGXfcwYuffUZ8QAC1gi79hVQ3JIT727Vj8sMP88r8+agAuZj1BYSq6w6Nk0/rNebbGfcz4vn3PR1HEC5LPr8Lk1GcOBeqrt17ztA8VlyFLghVzjXe9ksQKsORoyn0GDCPeybegKZDAi5PBxKqNb2Xjrxcm6djCBXIz6Qgy25Px6j2IuNiObR1k6djCFXIxGd/4GxGDrX+Uwz8N51Gg6IomNPcpHqw+CrJCt6Zbsi0sfHwCQ6uPEjitkRST6TidrnRGXREJATTqFUsd9/VkQ7NahAgg7G0s1ktMrf0+5AVR46w4Y2HqDu4Bmgu/z5g57pEzHo9aRYL7w0ZUurCa1HuadOGXw8dYvXx46zfdpz3m/5Jt/rxvPz18HLv01P2H0hi5PAOTJn6Mhp9NACKbGfajJd47qkby7XP8DBf3G6ZvEAX3udKLtF0iY3lo2++YXJmJip//xLH/5fszmfz1oPcd1fLQvdv2HyCIUNuLvP+BEEomZjSV0qSWk3vp5+mV/PmnM3Juey4AXXrYrfZ+G3hQrzj4kTx9Rqlkd0sGnQjRzav5eRO8SJeqLq2L/9JtFcSqrQjx1LpEBfj6RiCIPyXXhRfBaEki3/cRes2cdSb0geXSvzMCFdP6rFUjqw/yqAbm5Q8WLhmGFWimF4ZIhJqk5R0+fN0wvVnyrhepFssLL3jjmLH6TUa7PvTKieUouCV5SLsoAXnu3vYNeo7vmn2Gi+GT2dC3GRurz+JXyZ+D1kWht3RliVrJ7P3r2c5svkJ1n8+jncn9GREoyiiXAqm/xZei3PMxbLDh3ErCm0fnofraPG/l77/eTc5Dgf1Q0NpHx19xU97ye23c1fLlpzKyuJoejpNI8NLflAVtGrtYYwG9cXCK4DszsZqdVxRJ7rmTWrwwZYtpRpr0GoJMJk4sar4dV0vx+U4jyzLGAz/LHDgdLrZuesUkZE1y7VPQRCKJ2a+loEiy/x1/DhDuxW/Dug9bdrw3M8/Y1YUlAs30Xr42hOen8mM8Y8xe/Jdov2wUGXt/nMbo4c19XQMQbis9Ix8mgeHwRlPJxEE4d8cGjcqUUwShGLdMboNn365mRVjP6bbwjEg3tMJFUSWZXYu3knm2Uwyz2by58d/Mv7FoXQM9fV0NKECGVR2pNKXSIRyCqvVgIxM0d5Z+IfL4cLpdmNxOjFfZo1SgJr+/hxcfZCIvhEVd3BFwZAn45vqInPraXb/sZ9DuxM5djqZLIsFgCBvb+oGB9MzKoaunbpTPzSU3h99xLgB7Rg2qfW/nkgxa7OW0vq1RwFQSRIRZjM7N56mVd1Ll9P726znbuSzNds5mpZGDb+KWW7hlQEDAPB7+ml2HT/PaLdyzbUeHjqoKfc8+CWPTLSgUpsAyM1ORK+/spXaR49sxavz/sdjUe1LNb57fDzLFy9m/IABSLqydcHLzkrG/J/lDZ6bs5zbRvWiZmzxtQ5BEMpHFF/LQlHIsVrxNxqLHVYvJIS7WrTgnWXLaBAaKgqv17B79C6+qF2fH2Y9yk1PveHpOIJQiF6yceJ4EoP6iyvkhapNk6sCRCcIQahKErOz8DKJtvWCUJzwMF/2bJ5GbIOnGHYmi5xIPxziogXhCqQnprPgto9IOpRMUHQggeFmVGoVy/6cShNfk6fjCRXMINmRJAmXw4GmjCfJhdLTB0Zht4vG8MI/Js9byiv9+5fYMrdRaCgHd56kXKVXRcEr2413ipO0TafZt/Ygh/cmcuJMCul5BRcD+BgMJAQH0TIikkkt2tEsIuKyEzuahoezftsxhtG6yO3lIiu8tmgNtYOCeKZnT2b+/juDnlnImP+15LnpA9i95QwHEpMZOKARLklm3drjHN+XjMXpZN1991Vcjgv0ajWf7dhB7hA7731/a7Htjz3N6XSTlW0hOMgHgFffXMmC+TMuFl4BNm74g6aNo67oOAP6NuSRyd9BoArSSy62961Th7u++45DvXox8/nnCWrfvtx1h78OnOfc+SxenTcbSaUv1z4EQSieKL6WgaRWYzYaybHZCPb2LnZs91q16F6rViUlE64WtSzz2U1D6TDrKdqPvpfwWvU9HUkQLgpWp+Byy5jN5V+DQxCuptNnMzHoNZAjCq+CUNWcyMjA11z8BYWCIIBGo2HC+G7c33o2NWsGMmHjFCxq0RGnulK5FHQ2GZ1NQXvhozvNQsaJdNJPpnHuWApp5zNJS8kmIyuXkbd3x2tmu1Lte++ve1l4x0JumdSbKT90JEgW60BVdxrJhdZoIjv5LIE1Yj0dp9qyuMXrGaGwTg3j2JiYyIgmxV+o3q5mTd7aupnuxYyR5L+LrA7Orz/JvjUHOfzXKY6fTSXbagXA12Cg1oUi64SmbWgZGYmmmBm3l8vyzpaKXfYsY2sOa0+coHlkJH3r1qVv3bocSk1l4i+/ENd/FiatFrPBwNSFv6BRqajh54eiKLzYpw91goMrNAvA+enTkRWFRq+/zg+vb2PIxFYVfoyK8t6H63j/o/U0qB9OvsVBnYQw2nW+++J2RVFY8uMy7rurdDNWL0elUuHvZ2JL/llaU3JLZh+9nm9Gj2bN8eMMvfVWPnnjDeIGDizVsTQaNW63gtsts+DTP1nw6Z98s+g9VGrzFT0HQRAuTxRfy6h+TAz7kpPpVkLxVag+YvMyePDuB5n/yG1M/nl7pR7726ceZMfSr7nhoRl0vXPCxfv/WvUrnz9+B6NfXsCXU+5m8tLt+IVferXVq0PbUattVwZOfqEyYwuV5Mz2FYSL1mRCFbZ23RFiogLEpFdBqIISM7MIDPDydAxBuCZMnNCTiRN60qrzHNJ+2YNpoFjyoaqRZAWtXUFrl9FZL3y0Kbhy7OQl55KdlEV2UjYZ57PIycwnN9tCfq6VvDwb+flW8m0OrA4H+Q4nbrnwzBO1SoW3ToevwUCojzdh3j60DQzHHBnLM3MWcf/JdOLm90cpZla0LMt8Mf4LXlk0jlsa14Ar7yQpXAMkCYze3mScOyWKr1eRRRbFV+EfcraLzQcTGVy35MkTXeLieOK331A7ZGSNhHemG9N5G2fWHeevdYc5vP80J5NSybUWrJPqbzJROziIjpFRzGzXhYahoRW2RFn76GhmrlgBLqViZoTKCq+9+T96107gi5G3XLy7TnAwS8eMKdOuar7wAo916sQjHTteUSSVSoUKsDqdpJzOvaJ9XW2+vibuGduB0SN7ERDSCKNXHCrVP79rJEkiMzOPrxfvYNrE3lfU9bJvr/p8tHYLrVsPKvVjusTFEeXry92PPsov9ephTEgo8TFe3uE4XW5G3bmQnj2as3v3LrT68q9XKwhCyUTxtYxCQ0JITk72dAyhkk30N/C1fyC/v/MivcZPrdRja/QG1nz8Jm1uugOjufB6C/U698HkG8D2n7+mx7jHC207uWszqSePcsuL8yszrlCJdqz4nTatYjwdQxAua/PWkzSMLvnqTUEQKt+p9CxCw8RVzkLR7n9kEV99s42npvXj0Yf+mQ/y87J93HrXx2Sdm8u6jUe58eb3inz8oV1PEhpS/b6/BvRtxPzpS5jSvzE2Mfu19BQFlRtU7n8+qt0KGoeC2qmgcRYUTt1ZdrLPZpKdlE1Oai656fnkZeVjszqw5NtIz8wFt4LilrHZnVhsDuwOJ1aHE6vTidPtvuTQKknCoNFg0unw0esxG/T4GYz4G41EGXzxjwwj1NubYC8vQry8iPLzw1tf+tZ7nWNi6LNwIQum9SI5Rod8mRPm7wx+h+hGkdzcpIa4KO064+1rJuv8GU/HqNasshGtVk1GpoUAf9G++3r3+D2L8dLoeKxz5xLHBphMWJxOPmn6MompGVgdTiRJItjLi9pBQXSPiqZ754I1Wa+2UB8f7C4XZMsQWLZZs0U5tPwMH6zZxJp77rnifVmdTpYeOMB7mzYxs3t3RjdvfkX7axEZycn0TGRFIskZTKg2FbWk4JQ1WGUDZk3eFWe+UqNHtOTl1/9g8IiXiI8LZvoTE2jeakShtsMfLviaZ59+iB9+2s2QgU04fDQFq9VZ5lbE4+7sQL+b3oEOgLP0j4sPDKRX7dr88uGH3DxnTonjdcZolvy4HiQ1ksoklkkUhEogiq9lIOfns3zDBmb16uXpKEIl07mcfHzn3fR95gnaDBuDOTis0o5dq3Vn0k+fYPWCN+j7yFOFtqm1Wpr1H8aOpYvofvdjhf5wbv/xSyLrNSG8dsNKyypUJoV9Ow4wZ1bp2osIgiccOJTMQ306eDqGIAhFSMnKJSLe39MxhCrMYNDw+juruPO2tvj5Xf5k9rZ1U/DxKVysCg6qnl2CAvxMHDiYxIIWr6BGjUatQqvVoDPo0Os16I06tFoNWp0GjVaNVqdFZ9CiM2rR6jVotFq0ejUavRa1To3OqEPnpUNn1KHWqtGZtGhMerSGgrfpslpCVoGiklBUIKtB/vtzqeCjIgHShY8XSMqFm1wwI7TQvxUFlQyS+8JHGXC5kW0u7Pl2LFlWbDk2rFkWrLk2rLlWrLl2bPl2rBY7drsTp92J2y3jdLiw2xzY7E5sdgdWmxOHy4nLrSArMopSMOPTKcu43G7cSvFVR7UkYdLpMGq1eOt0eOv1eOt0GLUavHV6ArVm0EmEeXvjrdMRYDLhZzAQ4uVFmNmMn7HyZ7/V8PPD32hkbItp+BmNPLdpOtkxl/68nNt3jraDxYzp65HZz5eclPOejlGtyajwNZs4fDSZtq3EDOPrXaDZRHJeHjk2W4lrvgLM6N4dnVpN135xRPt79rWxSqXCct6GKfDKutM4ztm5/+lveahDB+pWQOHYR6/n8anPk5qXw5uvPcdLa9fy6fDhNIko12q5ZNlsfL5hB983P0F6VhahsbXwCwog5cw5ZLebHRum4qvx7MxYtVrF1Md7M/Xx3hw8nMQDDz7Dc7Ny6dX34YtjfP0TeGbWG/Tr15+z57LYd+A8GzYeY9+2GWU6VnR0IHa7C0ugG1NS2QrvPePjeeL77xn88MNoIiNLHK/SVL+LIwWhKhPF1zI48vPPqCSJcLP4RXU9apaXytCbb2PhA8OZ8M3aSjuuSq3mhgens2j6fbS/ZRy+oYVf3LQcPJr1n7/Lie0biWtZUORwWPPZ8/uP9J3wVFG7FKoBX3UOKWk5dGwf7+kognBZp89m0jE6BsT5JkGoclKz8mgTGefpGEIV1qVjAidOpvPqm//j2ZkDLjsuKMgbP9/ro+Xj54u2MHZgGxobQnh/+xbiwgNppgsh3+HAlu/EkmXB4nZjd7txym6cbjdOt4zd5cIly8iKgkt245JlXG4ZlyzjluWL29yyjFtRkEsoUl4NKklCo1KhUanQazToNBr0GjUGjRajVoNBo8Go1WLSaDFrNKglFXqNCW8/f3wutOT1MxoxGwwYNRrUKhW6C/vy1uvx0ukwaDQV1p6xqjBotWx76CEA6s6diz7RAkUUX2fsmsGsprP4oH08D3SpU9kxBQ8KCDKTlSa6p11tAUG+HDuWKoqvAjPeHEDOnTb6LFjAxvHjSxw/rnXrSkhVOmE+Pqxdd5Q+DYtfq7YQRcF1zM6rL6/ksUk90MTruf/ur0jJzWdyKWb/loaf0cj6bxdS47VvGNd9CPmfvsZNC9+lYXg4H998c5kvflo5bhyxL77IiN4D8B83jRM7NpF++jgth8Wz4u3ZDBqzmJlPj6RRtESINr1CnsOVqFs7jKem92PZsl/o2Wc8kvRPOcXbXIe+vVvx6rylPDmtH0HlLJw3qBfBF/t3My6gbLOKawcHk2u3s2PxYlqNH4+kEaUeQahKxE9kKSkuF2+9/Tb3VKE/ykLlm5tQg+ZrZdZ+8iad73io0o7boHt/wms35I/35nDTU28U2hYaV4caDVuw7acvLxZf96z4EUWWadJnaKVlFCqXl/U4GrWq2p3AEqoXl8tNgMuAWNhMEKqezFwrEeFi3XDh8tRqFTOn9WXcA19w710diYzwK/lB1VzTxlFo9GqaD44l+feVnEnO4pO5w9AkibZtAjSOCOexYa8we9VUchsU/v1qMpvodHcnfly0RRRfrzNBIf6c3SPaDl9tQaFBHD2R5ukYQlWggpw8G/kOh6eTlJlBo2HrrlP0ofTF17kPLOfVX9Zid7l4ddk6ejeozZpDx/l61Ch0FVSIqxccTEZWBrFuFw6tHu1dU5l1011smjWBJm+8wbDGjXmpT59Sn5+SZRmVSkWt+6aTb/SmXufeF7fVateN754cz9hhM3DYrIx5/F6euysEteTZcwrt28Tx4isrcNkT0RoKJkEoihNJ0hIUHIRWq2bZiv2MG9O+XPu/ZVgLFn7yJ+MGlr2l82cjRvDou+/S688/eei991D5ivd4glBViLP2pXTw2285kZpKy6iy9W0XqheTw8rCex9k1YI3yMtIrdRj9314Jjt+/prk44cu2dZy8Gj2/fEz9vyCdRG2//glDbr1x+gj/uBWV/v/9zO14kM8HUMQLsticaBWqyBLFF4FoSrKzrUSGxPo6RhCFXdj30Y0ahDJC3NXXHZMgxaziKz1xMVby44lrzl1rerYLp7Fy3fTfdRbeHkVtFpWSeIttVDgm1GjaRwWxqdjPkFZsB/TeVuh7Sc2H6dOI3E+4XoTGuqPJSvD0zGqveCoCBITxddZAHJkVuw/zM6HHy55bBXTJDyc9Oz80j/AofDHjsM83L496U89xcHHHyfeJwCjRkPtoKAKy2XS6Vm0Zw9x549dvC/LL5i6c7/glU+WciI3j1ovv8z8LVtKtb9fDh7ES6/Hor+0U4RGo2Hk8x8wddluRs5+nwVz3ibHXfxyFvc/sgi/iIn4RUwkqOZkEho/zeAR7/PZV1uQ5cLnI3bvPcsd93xKQuOnCY2dSouOL/LwxG85eqzkc7xnz2Vz9vROFMWNLFvp0bUhP373DN7eBgwGLXn5Nl55cyU2WxkWbr3g5iFNOXoyDfzKfkFfiLc3nw0fzvmkJCYMHIjt+PFC2xVZnJMRBE8R7xRLaf2aNQyqX9/TMYQqoK0lnf4DR/DJw6Mr9bixLdqT0K4bK96afcm2JjcMQZJgz4ofSDt1nJO7NtNycOXmEyrX7vUb6dhOtIsUqq71G48RFmKGsr/vEAThatNCbp6d2GhRfBVK9vT0fnz17TYOHk4qcvuvPzzAut8fu3hb/NW4Sk5YeW4b1YZj+57hz/9N5PSZTOa/OBLV+cpvESxUXW8NGoQzz86D973J4Ym/F9p2cnsi4+/t4qFkgqdERvhjycnydIxqLzQ6hnPJ2Z6OIVQF3irUkuSRFv5Xqn10NPtPlrJNuaKwb9FJ9p5P4rFOnYCC9sBP9ezJwYkTCTBdWtgsrwfbtSXE25uToTGFN0gSqQlN6f3Z/5g95z0+2bmT+q++yorDh4vd35YzZwgxmVBKmCl7fNt6ohs2wl+TU2LGnt3qcGjXk+zZPJ1vP7+bTh1qMe3JHxlx+wJcLjcAy3/fT68b52G3u5j/1ig2r5nE+/NuwexjYPZLy4vdvyRJvPnKMO4YO42dWz9HdqVz5mwm8z/6jsGDR/Dlx5OYPqkvALJc9u89jUaDt5eeg0r52iyrVCqmde1K05AQ+vfuzYEvvkBxuVAUhXmjRpFTysK4IAgVS7QdLiVZltFIop2UABLweuPaNP7fr+z+7Qea3DCk0o7d56GZzLulG0E1C6/zqffyplHPgWz/6SsyziQSEBVzsQWxUP2okDn41wmentTV01EE4bI2bD5GvehQT8cQBKEohoLXtDqdeCsglKxD23h6dK3Nsy8sY9TwVpdsj64ZcN2s+fo3t1tGo1HRLCIC2aqgyhfvE4UCZoOB72+9jTZvvcWRw6eplevG5qMu2BZiZvXGo9TrVNvDKYXKFBsTiC0v19Mxqr2w2NqkpeV5OobgaQ4FTrmQAY1a7ek0ZdY1Lo6py5cXPA9d8a8tEn9PpvO0dxjbsmWFtRe+nIeWLuXOrj1x6AxFbpdVarI69mPMjz3hx0+Z+PYcvP74g4U33UTd0EvPCaw8epSRI+8s9pi7ly9m65LPeevjGZRmGSOdTkNoiBmAiHBfmjaOomXzmgwa/j5ffr2Nm4c044FHv6ZX93p8sWDMxcfF1AykZfNosrKtJR6jQ9t4OrQ9xoG/dtGocReiIv25oWc9One9CT9fIxmZFl54ZhAmk67EfRWlW5favLd2E6836VeuxwPc3LAhbaKiePTZZ4mcN4+60dFM/vZbbNnZTFm2rNz7FQShfMTM11KyW60k54kXckIBH2secx94jJ9enIKrEteRCEuoT9O+N7Px6w8v2dZy8GgSd29l03cf03LgLUjiYoFqy1+TRW6ejbp1wjwdRRAua+++c7SIE631BKFKMojXCELZPPVEf5b/vp8t2056OkqVULdOGP16N6DuTS/wXfYBT8cRqqCxrVrxw96/+KHz24SuSsP3SD5+EX7s23nK09GEShYV7o3Lbit5oHBFAmMSyM0VX+fyOHM2iwcf+4a6zZ4lOHoKDVs9x5SZS8jI+Kf9bf+b3mHqkz9e8tgvvt5KzbozKjPu5VlkBvd8l/h+s2gSHu7pNOXiZzTidrtLXLon53AeAx/5kNY1avBS375XNdPB5GTOZGURN/HFEsc6NTqcN93N47/uYlDfwfT/5BOGfPYZGRZLoXHJeXkk3DC02H3tX72MfrcMYWjr8rfM7dIxgYb1I1i6bC8r1xwiPSOfCeO7Fjm2pAsJFUXh5df/4NTpTEaMfoItm3+jccNIbh/Vht+XPsSrc25i6uO9adWiZrnz3jO2A6u2HYUrvG6ghp8fX48axQNt2hCj1XJ00iT+OHoUd3r5ZtUKglB+ovhaSuNmzWLjqVOczRZtTIQCQ1y5NG7dkS8nj63U4/a6fyoU0T4lpllbgmNqYc/PpfmNIys1k1C5pNTdGPRitpJQtR0/mUb3hPiSBwqCUPlE8VUoowb1whk2tDkfLFx/yba0tDySU3IK3ZxOtwdSVq5PP7wDk1FHeq6l5MHCdefeNm3YPH48P+3bz5DeMxjdYCLW8zk8NLajp6MJlcykcaFw7bU/vda4dP7lavV5vTuZmE63vq9z7HgqH74zmh0bpvLanJtYu/4IvQa+SWbmNfI3zqVw/6gvybXaOTZ5Mt/fdpunE5WbRq0mI7GYyT9pbh5+5BvCzWZ+HTMGVQmte6/UpGXL6BgTQ6a3f6kfYzF44TthNs8t3UrN6Diaz5vHo0t/xuV2I8syblnGqi++2GnyD2Ln5r0s3e2FSyl/NbJ2rRBOnc7g+PG0i/8uj0++2My+/edY+Mk3aHTBrFm9iu5dapOVbaVhy+do3Pp5Vq87wtsfrCt31vp1w8nNs+EKqZjfZfGBgfSuXZsgLy8Cvbw4sWZNhexXEITSE8XXUjLGxNC5QQM2nznj6ShCFaFC4bPePTjz104Ob1x1VY4x7Jm3uO3VTwvd5x9Rg1mbzvDCjksXg3/s+z95flsyvqERVyWPUDVs/vFbWrWI8XQMQShWXp6deGOAp2MIglCEHNmOWi3eBghlM33yDUVd/0fLTnOo0/TZQrdde66P90wqtcSdDZt5OoZQRcUGBnJ00iR89Hp+eXEc25dPoK530S0bhepLr7J7OsJ1weK+vtrfV5SJT3yPTqvm+6/uoWO7eGpE+dOrez2WfH0v589nM2vONdCmVFFY/PJWVh04xm9jK3dyxNVQ08+PNWuPFL3RpdCh16scT8rg8xEjrnrhFWBat26sPHqUwNyyz5rM8g+h7twvmfvlCs7Z7STMncvDS5cS7OVFql/xRdC+E57GFBjGPSOfYOJbZ7DLWuyylmyXDwdyIjhrD8WtlPz8FUVBkiSUK1wDuH+fBhw5lsrBv1YD4Lywnuqr81bSsUMtXnh2GDOnP8b2nYlXdJyE+BC+ObzvivZRlOGNGvHFxx9f8ddBEISyEVOnyqBLt258sHAhQ+rXFy1dBQCC87OY/eBEps28n6m/7UNzlddZEASAvZt3cueolp6OIQiXJcsXWgOV0C5JEATPOJGVgdlHFACEy3v39Uu7qNSMCiD5xD8t5zq1r0XWubmVGavKadU8mvnbt/NQWGtPRxGqqJfXrqVv4zq0uzXB01EEDzGI4mulyJdNALhcLnFeppQyMy2sXH2YmVP7YDRqC20LDTEzbGhzvv9pF6+8UHx7WE87tOwMj8//id/uuuuaXOf1vxqGhrJhx3GGcOk5n33LTnEiI4OdDz9MkJdXpeRZcfgwLaJjSDcHlnsfqTH16PbJHwzZuopXZz5EbGQNZFXx/1c6g4FRcz4iJzWJ12/uyHfv61BQUNwyoKAoCr7BoQy7czA5di1w6ZqtDoeLA4eSiK4ZQHx8MACHj6bQumVMmZ+Dw+Hm7LksbNaCdtwxMdG89f4vZGVbufWWLjz02HsgO8nOtuFyudFoyve9eNOQpixauotRfRqV6/GX0zUujnmffcYTZ8+ijRLLQwlCZRGXvJdBSM2apOXnM3dd+VsICNXPaJWNuk1a8e30+zwdRbgO6CUbJ08kM6BvQ0+keIXhAAAgAElEQVRHEYTL2vvXOfz9TJAvrqoUhKroeFpGwc+oIAhX5IYe9fhq1Q7QezqJUFX9dvgwY4e1BXHx9nXLINlRSSpcDoeno1RrDkWL2Wzk8NFLO4QJRTt2IhVFUahdK7TI7bUTQsnKspKWXtAC96NPNhJZ64lCt8emLq7MyJeQ05wMenQBc/r2pU5wsEezVJSafn7sOX6+8J2Kwonfk5jy/E/c2qwZoT4+lZbnkx07iPc1o3U5r2g/iqQis3UP7lq2l24LV5T6cebgMJ5cc5Qpy/fwxIq/mLnqEDNXHebJ1UfoevfjfP7uIjb8ebzIx3bo8QoHDydjNGjp3qU2gQFevPHO6iLHZmVfWrz9t0++2MzAfo2IjS8oirZp3R6jUUdUpB8PPvIae3d+j0tW0aZVAhs3nyj18/uvW0e0Zv+RJPCp2NcNapWKJhERbF2ypEL3KwhC8UTxtQxiBwxg8dq1bDl1inzxwlm4QK3IfNa/L0e3refU7q2ejiNUc0HqVNxuGW/RskyowtZuOEp8VJCnYwiCcBmnM7MJDKicq+UFoToLDTNz6kwmhFz7M22EipeWn0+ew0HbIbU8HUXwII3kQmfyIv3sSU9HqeYkAgLN/HUgydNBqo2/25P+3flv2JBmrPv9sUK3Jybe4LmAssKdt31Gq6hIRjRp4rkcFaxXQgJpufn8e62HTZ8fptO4eWTbbIxt0aJS8ywfO5bPdu5E/cUbFbI/WaUu1wVJGo3mkjbLTW4YQqtBo8jPyeVMpprvt+t5/vMUVm7NZNSdCzl6PI3YRg3YfziFnv3f5JkZ/Vmx8gAj71jA6rWHSTydwc7dp3ly1s88NqX4Cwny8u0Mu7k/QWGdAbA78lj6617iYkKw5u6jacvbeHLaTdxxW2/enV/+SVsmkw6dTkOiNrvc+7icrrGxrFl1dZbNEwShaKIXRxlpgoLo2bw560+e5IbatT0dR6giIvIzmXLvBOZOHsvUZbsrZd0F4fqUtHMloaFmT8cQhGLt2HmapnFi7WlBqKrOZ+UQElJ5V8wLQnV1z4Nfolap6D7vfebdMZiGliBweTqVUFWkWywYNRowilmv1zNJAi+zmcwziYTGinNIV1NwWBDHjouZr6UVFxOEJEkcOlJ0Z60jR1Pw8zNevGDPbDYSF1v4AtugIO9KyVqUfUtPsf7ISQ49/rjHMlwNdYODybXZIFcBs8SeH08y6unPmdChA5O6dKn0PImZmQR7eaG98fYiGvt6Xpexj7Bx0Xz2bNnD2BsfAkBSqVBJ0G7YCM7EjMLPJNM49XOmP/MTd97ahvPJudz9wBfk5tmJjPCjc4dazJjSp9jjfPv9DrxMBgYMtiOp9ISHx9Crez3mzP2ERx4ezXNP3YhOq+axyR8wfGjzK3pOndrFM3/jVp6r2+OK9vNf7aOjeePLL5mclIQ6LKxC9y0IQtFEhagcunTtypoT5W8hIFRP471UhNeM4+eXnvB0FKEa2/rbctqUY30KQahMR46l0D4+2tMxBEG4jKSsXCLCxYU8gnClvvnsbtaueJTuXevQ/+kP+cl22NORhCrklXVr6VgvDlSi+Hq98/H3JeNsoqdjVHtB4WEknsrwdIxrRkCAF906J/DRJxuxWgu3lE1OyeHb73cwdGDTizNfqxRF4ZnXl3Fv69bVYp3Xf1OpVLgUBdsRC+TI3PbE57zSv79HCq8Ar65fz6CuvcgJrJrFOpVKxfQ/DvDCjtSLt/pd+6Iz+aBrfy/eJgMZVg2rvcfQ98nX+OnXfWg0Ko7ufYbkEy+yY8NUXn/p5ksuLPivVcseYfvOk8jugjbcIRFd+O2Pfai1YaSl5zLy5hbcM7YjX318J0MGXtlM7LvGtGf5loMVXrUxaLXE+PtzZPXqit2xIAiXJYqv5dBiyBAOpqRgd4nLmoV/aN0uPh95C7uWLyb15FFPxxGqJYW92/7ipsFNPR1EEIqVkppH24iano4hCMJlpGfnExnu5+kYgnDN69opgYRaIcyY0pf42CD+PJEIsWrwroInqoVKl2OzUy8+xNMxhCogIMifnJTzJQ8Urkh4bAxnzmV5OsY15eXZQ7DbXQwd9QEbNh3jzNks/lh1kCEjPyA83JeZU/p6OuKl8mV+enUHWxLP8HCHDp5Oc1VEms38uTORpx76CS+tjiENL52ZXBnav/MOaRYLjR6b7ZHjl9etcz+m5eDRbJo5CPfKlwkLKuj4c8YWhCTB8KHNyrxPu91JcLAZleafC1glSUVa0lbOJ1Xski6tW8aQkZmPfBWWMe5duza//Phjxe9YEIQiieJrOWjCwhjUti1f79nj6ShCFVM7P52777iPTyaM8nQUoRryU+eQmp5Lu9axno4iCMVSFAVdnniJIQhVVUaOheiaAZ6OIQjVyvy3R7NpbyIJj8+h04L3wSAKsNe7PIcDtSReDwkQFOxHTppYi/RqC4uvTUpqrqdjXFPi44JZtXwCsdGBjL3vc5q1f4FHJn1Hx/a1+P2nh/D3N3k6YmEuhcF93+P5T//gjRtvxKDVejrRVVEvJIQX5//BwrVbWXDTTR7J8P7mzQBM+XYtOb7Fzwqtivo9+gzTVx7i1K4tHH79dvRaiYDtr1Ovbjh9e5e9mD1z1s9MnXwfklT4e+7YsX20bhGDJEmcO5/NC3NX4HS6C425/5FF+EVM5NEp312y38enLcYvYiL3P7Ko0NiMTAvBDzxDwssvM/jTT/lsxw5kWS5z7v/qEhvLql27kPPzr3hfgiCUTKz5Wk73zJrFwBtuoHt8PFG+vp6OI1QhM0LN/ODlw8r5r9BjXPVae0LwLFP+UbQatVhTWKjSMjItaDQqyLnyNwaCIFQ8BUjNyOPn5fs4kZhOjagAYmMCqRHpJ/6+CMIVKDiB/QiyLBPf8CkIUME5d8kPFKqtDIuFhnUjPB1DqAJCIwL5a99OT8eo9kJrNSQry+LpGNecmlEBvPP6yGLH/LJ4fJH3jx7RitEjWl2NWEXa8s0xDialcHDixEo7pifc0bw5k5YtY8XYsdQNDa304+fZ7by4ejVPTX2ONN+rMP2ykmg0GiYv28UzHWMZEXqKb97eyf7tM8q8n0XfbScmOojGzUdcsi0urg6/LN/LT78UTNDy9TXSvk0sXTolFBoXFeHH4h938fzTgzAaCwq4NpuT75bsIiqycEeint3q0LhBJNu3JvJMkx6sPHqUacuX89P+/Xx1yy1X1GrbW69HURSy9+7Fv23bcu9HEITSEcXXcjLExvLixIk8/sorfDZ8ODqN+FIKBfQuB5/cPY7+z8yg1eDRmIOr5roIwrVnz+8/Ujuh8l94C0JZrN94lMhQXxCd+QWhSnIaJCwON2fS89n34y6yMvLJzbFhsTgKjdNq1Xh76/HzNREQYCIkyJvQUDPhob7UiPIjpmYg0TUD0OnEa2BB+LdVa44QHOQDyaLwer0LNJk4fiqNzp4OInhcRLg/luxMT8eo9hzaQGRZ8XQMobwUhZ2LT7D4l108MqE7QU3/KUhZTlh5asbP/Lr9AL1r1/ZgyMrRMTaWP8cXXfCuDHcvXkyfpi2wDbjVYxkqikZnQKM3sOjpJ3j7leEYDLoy7yM02AenU+bIwRXUaTC00Db/wCgOHErm7ddGEBxSi3btmnD7mBmcOZdFjSh/OneoBUDjRpGcPJXB0mV7GT60OQBLf91LZIQfMf/pSKTTaXj4ga607vwyTYdG0jQigpZRUQz69FO+3LWL21u0KOdXo0CXuDhWLlnCzaL4KghXnThbcgWajR3L7Xv3MnX5cub26ydmCwgXtchL56Zht7PwwRFM+HqNp+MI1cSudRvp9p+r5wShqtm05ST1Y8RFJ4JQVdmNKtCqGfDNvf/cqShoFdArCnq54ObMzCf1WCppJ9JIP5NJ+vksDpxMZ9OOU2RnWsjNsZKf70BRCp/kNBi0+HjrMfsaCfA3ERzoTUiID+GhvkSE+1Kzhj8xNQMxmcp+4kMQrgUtmtcgJTWXN5O28FBUa7B7OpHgKf5GI6kZeZ6OIVQBsdFBWHOzPR2j2suTK27NRaHyJW/JYNCkj+iVkEDLoXPZsWQyAY3NnFiVRO973qFlVBTTu3dncP36no5a7W04eZLuJm+UatA6X6PRYPDyxi/Qh/59yrd2btfOCRw4nMQTT8ziuyVDkKR/lpZQqYxEhPvy/Y+7WLFyISqVka+/juHdt59j719JbNtx6uLY0SNa8cWirReLr58v2sqtI1uxfuOxS47p52tCkiDVx0qw1UCXuDgahoay9MCBKyu+qqFLq3g+WruGmxSl0HMRBKHiieLrFZA0GkbOmUPmPfcw7IsvGFCvHutPnuTmRo2IMJvZfPo0tzdrVm3XIBCK93JCDZqsdLDpmwW0HT7W03GEa5waF4cOJPLq7P6ejiIIxdr711lGtm3i6RiCIFyG3VjESRRJwimBE4m8v7tYhflCmC9BHWpR5CpPioIa0MsKOllBryhoXG7yknLIOJVO2skMMs5lkXE+m4OJGWzZdfpC0dZGfr4dt7twa3K1WoXJpMPHR4/Zx4ifn5FAfy+Cg70JCzETEuJDVIQfsTGB+PlWsfXHBOFf/HxNrPzlYXoOmEev2QnUTfX3dCTBQ3rUqsXXO/YwydNBBI+LjfHHYRHr611t+W4TWq2atPQ8ggK9PR1HKAM5w8WN98zn0Y4debRTJx5YsoQZTy9lyv096H7f27zUrx/DGjXydMzrRg0/P+o0qD7v6aObtKZevchyP16SJO65swPrNhxDUWxIkvHiNpUmhE8WPIu/vz+SpEdR3Hh7BzL9yY/44J0HWfjZJmrFF7RuHnlTC5594VcST2cgSbB52wkWvHtrkcVXgFbNo/lo61amRncCoHZQEH8lJ5ctvI9Eno+Tnw4d4NedB9l16CxWqxOdTo3sykOt9SnfF0UQhFIRxdcrpDKZGP/pp9y0Zg0rf/qJB5o04av//Q+Hy0XrunW5b8kSFt58s7iS5Dpkslv4YPwERj03g8Z9hmIy+5X8IEG4jCBtBlabk+gaASUPFgQPOnkqnc6j4yDV00kEQSiK3VRBV7BLEm7Aopaw/F2w1WkgLhh1XDChwOUa5auUgoKtTgHdhc/lfDtZpzNIP51J1rksspJzyEzOuVi4zc2xkZttJT/fjtN5aTtXnU6NyaTDy6THbDbi72fE389EYIAXQUEFBdzQUB/CQ8yEh5vL1XJMEEorPi6Ye+/qxA3T3uel+29khLGBpyMJHjCicWNmrVwJuTL4XPuzh4Ty8zXIyIpc8kDhisioCAjwZt/+83QVHaOuGXKGi9ZdXqZhaCiPdiooMs2+4QbavP02v99/iDl9+4rCayVZtHs3c1avJttmI/reJ8jxdKAKEtuiPfv/XAHUKfc+NJqCNzwZKbsJCvunXa8kSfTs8zAAiuJmxS+zGTr8OYYNbY5er2XRx2OZMWspAIGBXvTuUY+vvtmGoij07lGPwMDLz9i/9ZbWPPfisovFV+XC8S5LD3KgxPqURJbuOsDmA4mcS8pGkiQS4kPo1iWB2S8MIrpGACPvWICi5AOi+CoIV5MovlYASaUirFs3RnfrBkCXvDxQq5G0Ws7eeCN/HD1KrwTxwu961NWaTve+Q/h0wmjuW/iLp+MI1zD7qe14e+k9HUMQSmSzuaihMQPiBJMgVEXpOFBr1CUPvIpkScKmlrD9+069BgK88GpSAy/gctemSxdaJOsUBa2soFMU1G4ZW1o+2WczyTqfRVZSDtkpuWSl5nL0fBY7D5wnN9tCfq4di8WO1eosck04tVqF0ajFZNLh7aXHx8eAt5ceP18jPj4GAvxMBAR4ERToRWCgF6FBPoSGmkULZaFIUx/vTWpqLj/vPMCI9qL4ej36uwOW7aQVQyPRDvV6ZlDZCs6aC1ddSFgg+w+cE8XXa8jbz68i2MuLj4cPv3ifn9HIoYkTPZjq+vTI0qX4GY3cOHA4Od7VZwJJo16DWPfZO7gVFWqp/OcpRg5rwbx5c3hm9jdI0qVdLt2OMzzy+Dv8vPh+UtPy6Na5Njpd4dLLrSNbMWn6DwDMfX7oJfv4t9496jL+kUUQrIJUmUOpqUT7Xfh/MUrIfrA96xzL9x1i08FEjiam4XLLhAb50LpVDDOn9aVb5wQ0mkvLP4qigOIs51dCEITSEsXXq0Dl/U97k3sfeIBJTzwhiq/XKQl4t2UjGq/9gz2/L6Fxr8GejiRco7Yt+4lmTWp4OoYgFMvlchV8kinOLglCVXU8Mx2j2eDpGOWmSBIOCRxI8O8acg0d1PDHh4Lrt4v7i6lSFLSKglam4KOioFFAzreTfTaT7PM5ZCZlkZeWR26mhbxMC2ezLBw+lU5+rg1Lnh2rxYHN5sRqdV7SQvlvarUKg0GDwaDFZNQVFHW99Xh7Fdx8fQ34+lwo7AaYLhZ3AwK8CA70ErNzq4G0jHzMpmv35024chq1msSTGdQRxdfrmlFlKzg5IFx1YTWjOHQ4xdMxhDLIszqI9DV7OsZ1zeZ0svTgQRKCghjz4zYc2upz4f/K+a+w9pM3aTtgENIVXgUzsF8jht36IZmpuwgIaXXJ9k1//ozd4aJO7VCaN61Z5D56dqt7sYtPj67Fz8RVqVQEB3mzgTNkZOWyPyUF3wgTXb6bz7mkbBRFIcDfi8YNIxh1Syv6921Y6uVZJEkC0aVTEK46UXy9yiKaNyfTavV0DMGDzJZcXn3gMR54fjJ1O/VBZxAnYISy27VxO/fe2c7TMQShWFu2nyI40BtsovgqCFXVqcwsjL7GkgdWY7IkYZck7P/tAnph9q2uEcW2Tf431YXCrVZRUF/4qLkwO9eVbyc3OZvclDxy03LJz7SQm5aHJcdGfo6VU+n52E5lXCzmWi0ObFYnDocLu9112aIugEolodWqMei16C8UeA16LSaTFi+THpNRi5eXHq8LBV9fsxEfbz1e3nr8fY2YzUYCA73w9TFgMulQqURL1Iq2et0RVqw8wK9P3g12T6cRPGVqly6MfWoRG/pMBK04yXm9MqhsqNQabJY8DCaxFunVFFqzJrvXFL1+olCFKAo4AYuCQaXB/vdFvEKlu/+HH/hq9268dTqefPzJalV43fP7EjZ9/SFL139Aq9AkVNKVnaeQJIla8SEknT9ZZPHV5fYiLMTMug3HaN0imoCASy+8UqtVbF4z+eLnRXE4XCSn5OB2K3TvUodBEz7E7Zbx9zPRuHkUPbrWoWvnhEtm1ZaFoihFzt4VBKFiieLrVaYOCcFsMJBlteJnvL5PdF3PBrtzWdChO19OHMOYtxZ5Oo5wjTGqrJw6lcqAvg09HUUQirV+41ESagZ7OoYgCMU4n5mNVxEnAoTykf89E/e/LhRzVfXAl4JbqSgKKkCjgOZCUVdzocirpuDfOJ1YMizkpuRiybCQn5WPNcdGfrYVW64Na56dvDw7ael52E6lY7tQ2LXbXditDuwOFw67C4fDXWyR928qlYRWo0arU6PVqtFp1ej1GrQ6TUEBWF9QCNbpNBgvFIP1em1BEdikw8tLj7e3HpNJh8mgw2jSYjQUtHg2+xjwubCtOhWBG9YPR6tV8/yv/8PpdrNo1C0Y0jzb8luofGNatmT2qlVs/fYYrUbV8nQcwUM0kozR24fU40eo0bCZp+NUa5G16/Lb10s8HUMohpzu4pYRC9iReBa3LGNzuegeH+/pWNcli8PBr4cO4aXVMm3IcKQhYz0dqUKt+/QdHpj5IG3CzlfYPuvVCWPXru3UbzLskm1de4zh+Vlp9Oo/hTGj2zL3haLbCpt9ip+U88eqQ9Rp+iwajQo/XyMd28Vz85BmjBreskJeK+fk2nA43Eiq0s2SFQSh/ETx9SqTNBrqRUdzOC2N1jVEy9DrlQqFj7t2pNlLL3J44ypqt+/m6UjCNSRASkJRFLGmnFDl7dp9lrZxRbfXEQShakjKyMEnTLR2q9IkCRkuX9SFgsKutxFqBqIDdIB/WY9zocir/ldRt+D2d/G34D4V4LY7cWTbsGTlY8u1Y8+zY82xYsuzY7M4cOTbseXbcdic2K0OcmwuHFkWHElOHBcKvjarE6fTjevvm8uN2yXjcLpxOksuAkuSVLA+VRFUKgmVSkKtUqHWqFCrJFRqFRqNCo1ahUajvnC/CpVaQqNWodWq0WhUqNUqJEm6WGBWq6WCx2nUaNQF49VSwb5U6oLxapWE+sL+1WoJlapg32q1dHGMSoIxt7blwMHzZGZbiZowm00vPUyt3OqzhppQOi/368e9z3/DjoFTwbv6XGAglI23ny8ZZ46L4utVFla7MRmZFk/HEIrx0pMryMq18tejj6JRqbC5XBiKWJNSuPravP02o7v2pOXE50nzDcalrj7/D4qiILtd7Nx6EEa0rLD9NmkUyS+/7WVUEdvs1uM4nDYG9mtMq5YxF+9/9/WRxe7zy4V3Fhpb0vgrtXjJLoYOboOkEp0YBOFqqz6/Vauw2rVqcTQxURRfr3NBlmxmPfA402fez9Tf9hW54LkgFOXMlt8JDxcn6oSq78ixFCb17AzifIcgVFlpWbn4NQjxdAyhKrhQ5JUlcJa0GKFeA2Yj1Cgo8f5d8C31bN7iXCj2SoDqQrFXdeE+lQISyj/3/2ubdOE+taLgdLhw25y47W4cVgcuuxOH1YnT6sRpc+K0u3A7XLgd7oKxLjfOCy2eZbeM7JZR3ApulxuX4//s3XV4lfUbx/H3iXWxHiM2NhidQ7pLQkJA6ZIOAQEJpbtEECSVkBYlBKSku2N0jhq57u3E7w/8qQhsk53tWdyv6/K68DlPfM5g23Oe+/u9v6+KwnqdHr1eT6LeSJzOgNFgRJ+QgMFg/OsYvc6A0Wh89ZregNEIRr0Rg9GAwWAEoxGDERycbLCztWT0ip2savZplprhK5LXrGhRlpw6RZ+Oa5m/sZ3ScYRCHJ2dCAl6qHSMLE9v5ZKijg5CIUYjuRzs0RkMmP/5TMzaXAaZK+HY/fto1Gp8xy7gmXnWWB7NYDCwekhnDHo9jp55yJm/EE+vnwNMV3wtWMCdMRO3kxD3GHPLXP+4diwd2rXE3c2e/n1qULJ4riTOoqynzyJo3KTOq3VfhRBpSqo/6SCvlxd7AgKUjiEygA7qOH4q+QG/jOpD6ymLlY4jMolz+/ZSzt9L6RhCJCssPJaSTh4QI2u+CpFRhYVFkSeXn9IxhPjbn0VgAP1fz4D+48MgS7NXxeF/UQMWf/6nNOur4SxsvoBqixdzpFcvpeOIdFbDx4e9d28rHUMoyNXDmdAnj5SOkeXF6KWNZkZ2cXMgI9ftpNsHb66XKdLXuosXqVjSn4QsUniFV11SEmJjqNFlALd2r0YVcpnRw0zbedDKyoymH5Xgm+mDGPb1MtQa6z+vbUn5ckWIiQ6nVIncJr2mqT1/EYmHh6fSMYTIFmTIbToIe/ECtYwmEYDGaGBVowbcOnWIBwFnlY4jMgUjVy9cp3HD4koHESJF1OFKJxBCJCUyPAanvE5KxxAi24kp4kD3M1/iYG2Jz7RpdP31F6UjiXT0/fHjrPyuo9IxhII8cjoT8fKp0jGyvCiDNWq1iri4BKWjiH/TGZmxcC/NihRhVO3aSqfJNvpu3kLZuXN5EhHx2vYjgYFUqNtYoVRpw6DXExsRRtd6hdEEB7B9QzeqVy1g8ut06VCB+w+eMPDzJsREvhpYpVKpGDB4DmERicyYvdfk1zSloCdh5M4jg3GFSA9SfE1jcbdv8+26dXzm7690FJFBeEaHMqznAJZ/3hqDQdrhiKTZayJ59jycapV9lY4iRJJu3HqGna0FRMmsVyEyKiMQHRmLaz5XpaMIkS3F22r47OJQVi0azNHA+5x//PiNh6Eia1KpVDjnkbXVsrO8Xq5Eh7xUOkaWpzOakSOHNQFXnigdRfxbpJFDN+8xslYtpZNkKztv3qCKtzcV5s9n1O7dGAwGnkVGEhEXh7ZaI6XjmVRcZDg2js7s//kbPmpQPM3a6qpUKqZNaErRwm40b96Em9e2YDQa0Zo5M2PWzxw/eYdNv11K9jwt2i6hYfP5BD4ITpOcSdGaOaf7NYXIjqT4msYWjx1LyxIlcLSW1ifib31s1Hj6FGTHrNFKRxEZnF3CQzRqtawNJjK8A4du4pvH5VV1RwiRIenNVMRHx+Po5ah0FCGyrURLNSGFbNCoVbRfv54Gy5b99dqTiAjyTZuGz7RpeE+dSs9NGxVMKkwpv7MzA/ttwBCiUzqKUIivjyuRwS+UjpEtODnn4Nad50rHEP+WQ0XDkoWZdGC/0kmyjTvBwRiMRsrO/pkZK7dz5ulTin37Lf22bKFSkeJE2DgoHdGkIl48JYerO3t2HKJ1y7SfBNW6pT+Txzahe48hnDv5I0ZDAmqNPcuXzuC37ReTPV6lgnnfdmH6rD1pnvX/EhJ0aLUa1Jqs9XcvREYlT/PTkD4khO2nTvFJsWJKRxEZjJlex9r2HTi7bT3P7t1UOo7IwG4e2k4+bxmRJjK+02fvU8onl9IxhBBJSLBUYTQYMbc0VzqKENlaVGlHJt6fypxjY4hNTKTi/PlM2b+fXps2UcTTnR8vTmX6Vx04ePee0lGFifzavj33gkIoUnEid/YGKR1HKMDP14mY8FClY2QLLh4u3Lkrs4wzHJWKTxqW4vRDWfs4vVSaP58WpUoTZW1LsG8Jmq87woDegzj58CE12nRXOp7JhTy+jyoxks7tK2BtnT6fd3x9XFkyry39v5jCudNrAMjlXQdHRxvqN53H3Xtv/1m078BNwsJjWbJ0Nzk90q8QGhwSjauLHSq1WbpdU4jsTIqvaejIjz/i7eSEpZn8QBNv8ot6SY9OvVk5sL3SUUQGdv7gYapUlJbDIuO7fvMZlX29lI4hhEhCvLXc+guRUcTbqHlZ0IZvb06hc6/6XI4OwbdYHnqu6cGzfBacOnUTNxsbaUucRdhbWrK1c2dG1/atlwwAACAASURBVK5D20E/gU5ahWQ39uY6tBYWSsfIFtxy5eT+Qyl0ZziJRj4o7cWL6Gilk2QLOr0eM42Gul9/g1H16jOATmuGoXU/vjr2gPiaTRVOaHrnt/2Ms1U8pUvmTnK/xES9Sa/r7mZPhzblOH/uLABqtTWTJgzlxOlA4uIT33rMhs3n8MvvxqbfLvLlwDpERMaly9J00dEJ2NpKd04h0os8gTGRZ0ePsmPsWIzx8QDE3rrF+EWLGFylisLJREb2lYc9llbWHFz+ndJRRAakxsC1gNs0/aiE0lGESNaz55FUypVX6RhCiCQkWKohbZY+EkK8pwhXMxxGVaLx8b6U29iWmDJOAFRf9gn5vTyoOH8+Y/5Iv3Z0Im1V9vIiJiFRnsRkQ1bqOKUjZBtuefMS9CRM6RjiHx4efkGhouMo1Xo6XcqmfTtYAUtOn6ZITk8C3fO98dr/i7FZiT4xEYNBj5ttPPFxb2/xHxeXSKceP1G9/mwuXX5s0uvv3X+D+vUb//X/bp41aNXSn0nTdzF/yWGev4jk4OFb/LT6JHfuvmDahGbcvP2caROa0nvAOspXn85HLReyc89Vjp28a9Js/xQVHY+NjWWanV8I8bqs99NWAXH37tG/Xz+GL1rEueXLib9/n55t29K5bFnc7eyUjicyMIvEeJZ068WBZd9JCyLxBmdtCOHhsZQoJq1cReZgHiG3FUJkZHEWRlmXWYhMIsFCTZ2OVahWzI/bL4OVjiNM5ElkJDYW5jIQJhuy0sQCpMvMpuzO3cePl8EyuzIjUaMiXq9nf48ejKhRU+k42cLeO3eoUKEqBo1G6SjpIjosGHtnV3p81obFS4++dZ8RY7bQvO2nrN60itETtpl0Bqyzsy1LfljAiyenAVBrHVi1ejsrf1qMTqfBr+Q49uy7zsPHoYyasI17gcHY21nyaZtB5MzpwJOnEQzoU4PWnZay8IfDbNkeYLJs//TwcSh58sgzRiHSizwlTaX7p05Rt1YtGhQowMpWreg0ZgyN69Shurc3TQoXVjqeyAQqxgTT+OO2LO7WROkoIoPRP7mYbutUCJEa9+8HY2VlBhFS1REiI3sUG4WZpSyHIURmELv0MoMGLOTK3UfklAG9WYarjQ1PIyJ5fFwK6tmNhSoBrbklUcHPlY6S5bl4FyI8PEbpGOIfclVwplHJwtT54QcuP32qdJxsQWcwEB38QukY6cY6hxOhTx+T378ldwNfX2c1NDSGslWmYWFtzdyfr9G62xTylq7Clm2XTHb98SMbcfrMLU6d2v3XNq25O46uFflq9GJsrM2Zt+ggt+48p1Z1P74au4V9B29yOeAMg76cx96dM2j2yUhmTW1OXFwikZFp0y3h8pUnFCtaLE3OLYR4kxRfU0kdGsqd4GAcLS3xcnTkm0aNmNe0KS2LyQ8ykTIq4LtCXmjUag6tmKt0HJGBXNizleJFZUSayPh277tO/jwuMqNOiAwuMDQMK3srpWMIIZJhEa0n/vILctrZEafTsfbiRRJ0b2+hJzIXX2dnxtWtS+X2s9k66xwY5OYpu1CrjNjY2/Py/m2lo2R5BktHDPK9le4MITom9tzKd1/shvh/ff3NVMzb0IZxberR7ddflQmYzdT28SHg9g2lY6QbrZk5znnysWbfZXJ5OnL5ahAAOp2ewaO20bpfLyjQGl18PI0GTeDs5ees//Ucer1puhFYWGhJSNBR98O2b7ym0ToT9OgsI4bUw8rKnF79pvL93O9oUK84UbGO+OYvTrmKjWnRvClh4bGMH/UR7Vt/YJJc/3bh0kPKla+TJucWQrxJiq+plLtePbZ/8QXrL70aLVMhb15pNSz+M6uEOH7o3pv9S+dI+2Hxl0vHz1KnZkGlYwiRrJOn71HaVwYKCJHRPQoNw8bJWukYQohkXBuyi8lrthMeF0d5X2+stFrMtVqlYwkT6eTvz84uXRjw/SZGdNgIcVIkyi7snRx5cT/t1vITr8To5V5HCXMn7mPzscss2XmSiT22snX2eYj5R2FLo+LW02B8nZyUC5lNDP19B1MOHKB+tdpKR0lXJes3Z/mC7+k/fCxffr2Jn1afpHu/tcQ5FGXDxhM8DQmnybApuHj5ok9M5JNP69Ks9SJ+WH4Mo/HV7+Lg4GgePnq/57L5fd04fmTrW1+zdyzG5Bm7WL3uBDZ2fgwaOotPWn/B0OHTiIyM5MbVw9jbWTDo89oU8vPg+Ml7Jl+X9sXLSOxsLbG08THpeYUQ7ybF11QyPH9Oz6VLKezmpnQUkclVjAmmXqMW/DSgndJRRAZgrkrgzu0gmjQqrnQUIZJ19fozahb0VTqGECIZj0PCsHO1VzqGECIZwS8jqJM/PxvatcPDwprDvXopHUmYWCF3dy5/8QW7Lt5gZI9NoJcCbHbg7OpE2JMHSsfI8qIM1qhUKhISpGNAetE9j2ft/vN0/eADfvr0U9afusiIhVsZ3GXD3zP8YwxERcZhaSZLYKS1bdeu8v34b7AaMFnpKOkqV5FSOOXKy5jFh9iwdRu3I3LxVFOYm1fv0mbqYsq37IyVfQ7ioiIwt7Kmc7dv2bN7FwFXnnLoyKuuBNXqzaJj9xVcDPjvhc+BfWswdvw8Ql9eeOc+KtWrNXitra3p0qULarUaCwsLbGydsbGxYN6iQzRrtYgly47Sa8C69/tC/Muz5xEMGbGRYh9MomJFf1RqC5OcVwiRPCm+plJwQABOVlb0q1hR6Sgik1MB80oXJfz5Ey7vfftIKZF9OGuek6jT4+Jsq3QUIZL14mUkFdxyKx1DCJGM5yHh2HlIhxYhMiqzOAORU09x4cIdrM3M8M+dm8n165PTXgZNZEXW5uYc6tmTn09cYmKvbegexIFRirBZmZuHE+FPg5SOkeUlGs2xd7Di2g1ZWzRd6IzUbjiXoq7u9K5QgdK5chHwxRec+fxzNp25zKXN99EFxVPqgykcunKXvbdvs/rcOaVTZ2kxiYkYP6gJKpXSUdKV1sycOr2H8/jOTWo3H8AfR25SrGErusxbj4W17Wv7xYSHMnLZr9yN8WDY0P5s2hpAi7ZLcHOzo4CvGwcO3QQgKjqeC5ce8cPyY/yy6Tybt14k4ErQXzNl/ymnhwPDBtWjTZu2RIVfTzKrq6sr169fp23btrRo0YKcnr6s/+Usp87cY9fuXVSr4keDukXe+2vxMjiKkeO3UuyDiVSt+y0xcRqKFStIzz5T3/ucQoj/TnoXpdLpY8eo4uODWi11bJF69rGRzOz7Bf0nDqFQ1Q/RmpsrHUko5OXF/bhK4VVkAjqdDqPRiDZcjSz6KkTGFhwWRe6SMktdiIzqWp9trNx0iIYFCzKlfn2l44h0YGthweGePem5aRO+NSayY24PijTKq3QskUZy53Uj4OJJpWNkCy4uObh2/Skli8sA0bQWczeWh6HhHOzxepcGSzMzptSvT/dx6xjSrhbO1tbU9PVl/cWLeEvr4TQTk5CAWqUi1sJK6SiKUKlUtJq0IMl9zCyt6PjtSvYtmcmGBd8ye8lylv50kITYe6z66Tsc7GL5euxWIqPi+H33VRrVL8UHH/gTGhpKYoKBdRvOc/vuDqZP+hivPK//W65YPh9xcVX5+OOPWb16BW45y701g5eXF+XLl8fS0hJ7e3u0Fr6cOLKS2DjQaGz4bfsFenxWhYOHb1G9aoEUvfeXwVHM/n4/v227RGxcIlWrFOW3TYsoWaYB9x+8ZOLEidjYOqfsCymEMAkpvqZSbi8vdu7apXQMkYU0N0SxuGwlfh7Zi7bTlyodRyjk7B+7KOfvpXQMIZJ15Pg93N3sIVoKr0JkdOHh0RTP46h0DCHEW+S4HcMPG/ZxuFcv8uTIoXQckY7c7ezY3LEjI3ftYu6Ph1jQqL3SkUQayevlSnR4iNIxsgWP3B5cuS4zX9PDH9uvkdvB4a2vLTx5ko8rliA0JBorMzNG1qrFyFq10jlh9jLv+HH83N2JsJauGUkxs7Tiw89HcffsUb6b9z1Nls7BwroAXXvNxWg00qDxVc6ePUjvPv3x8Wvy2rFGo45rl9YzZOgU1i7v8td2g8GAWq2mZnU/gkOi+X7eJMZO3IzqLTOQBw0aRM+ePalcuTLNmzdn6dKlfP755wDoE5/xOCiMVetOceHiI84fH4GZmeat7+NtBdeNvy6gtH8D1Jq//w2sWfMd7drJMndCpDeZrplKZhoN8Xq90jFEFqI2GlnxYR3unj3G3bPHlI4jFGEk4OwVGst6ryIT2HvgBiV8cyodQwiRAtERsTjllZkGQmREEUcfksPKSgqv2ViHMmXYefEG3w3ew6VfA2Ud2CzIx9uFuMgIpWNkCzm9vbh776XSMbK+OCOTV/xBrwoV3vpyeFwcRwPuMunnvYyrUyedw2VOBoOBiLi49z7+l4AAmrXsmO1aDr8vS1t7bp4+Su/pC1h56DzxegMqlQqtTWFylelGnHNdYhINnH8SzvmnEczfeYwlf5zFr9gnFPLLSfM2i1n60zHadF5Gw4/nEx//aq3pwAchFCta5K2FVwA7Ozs8PDzYvXs38fHxVK1a9a/XNGbuLJz7GbduP2dQ/1rvLLxWqzeLijVn8uRZHBt/nc/Tp4/5ddMJ/Mu1eq3wCnD8+HGqVatmoq+aECKlZOZrKp0+eZJCLi5KxxBZTM6YMMb2/ZKxQz9j+K7LaLXyrZqd2GmiePY0jJrVUtZaRAglnTv/gLaVSikdQwiRDCMQGxWHi7fctwqRoRiNWO9+gr3BjPBUPGwVmV9BV1fmNW3KqnPnmLHxANtU3SjZPJ/SsYSJROpt2HLOgvDnsuZresjtV5Bju/Zz/cZTmrZahKuLLb9v7Iu9veVb9+/QfQWnz9xn5Q+d+EA6UKXccz1PIyJpW+rtnwdP9e3LrMOHmVa/AUXc3dM5XOb086VLfP7bb+SwsqJEzpxU8/amZ/nyWJqZpej4F9HRODdqjQw9SBnPgsVpM3UxDwPO8s2UiSyws6dgsRJcu3ie0KeP0SUk4FepJhd3bsTeLScObp4EP7yH+8IfGD9pATt/X8/ZM4fYsfsKyxd1oM5H31G2jBcD+9Vk4tSdtGwzHpXq3X93vr6+5M+fn+HDh9OlSxdatGiBVqvl8RMDvbpVpUuHiq/tfy/wJTGxidy594JLl4OIizyDha1/ku9Rp9O9KijLs2Uh0p1816VS3rx5uXr5stIxRBb0mVkC60qV45eRvWk9dYnScUQ6sk94gFotN0Yic7gXGEy9zn4gXb2EyNASLFUkxiVi7yEtyITISFwC4/isxTSszc3pUras0nGEwhoVKkSjQoVYc+EC7b5eyYVKw9B6WCgdS6RSjN6S8nW/J+zJY+r2Hq50nGzBs1AJXryMpH23FXw++iMe331J9frfcvbIMNTqV00AY2IS6NJ7JY4O1ly4+IhRs1vR8/M1nDs2QuH0mYi7BmszMx6Hh5PrLa2HtRoNQ2vUSP9cmdjPAQF8WroM9YZO5vSG5ey7dJY5R49yuFevt36N/8lgMKAzGF6NuhQp5uiZF0fPvJT48GOe3blOyKP7VG7fB1fv/Oh1Og4t/47mo2eTu8irQQaB508wauhgzGfPpUGLETRr3oMKFb6jUZOetO0Qy5pV3zFv4UEePgoh+NlpXDwqvfPaOp2OTZs2sWHDBqpXr46Liwu1a9fm2vUbVKnwas1qvd7AqAnbCLwfzMuXUVQsn4858w9QtkxezG3KJPv+bt26RYECMrlDCCVI2+FUMBoMbP39d2rmk9GowvQ0RgMrGzXg1qlDPLp6Qek4Ih1dP7iNfDIzSWQSCYk6XPXWSscQQiQjwerVbf//HzgKITIG/b0IrMzMuD54MKNr11Y6jsgg2pYqhZ2FJXt+uaZ0FGECF5/YE/niOaP236RGlwFKx8kWrt4/S9CTcAoWdCd3t6r4T2lOuUq+5C8+lpoNZrN520XK15hBgs6I3lLLxENfkvOj4oSFxyodPXPRG9Ebjailxa3J6I1GPJycCCpQmlxfzaHhmoN81qgZjVesSPbYUXv24OXoSJitLGHwvtx9C1G4+oe4eucHQKPVUrPboL8KrwDepStQqV0vhg0aSI2W7QiMsqZpywlozXNjZlWADp9NJb9vbk6cDmTed5OTvJ5Wq8XS0hInJydy585NrVq1MBr1PHjwFGcnGwC+X3SI/L55WLf2J35a8QPhMd60bF6X72aP5V2VdqPRyM2bN3n8+DHbt2+nttxjCqEImVaVGioVcYmJOFi+vW2JEKnlGRXCwG6fM39IZ4b9LgXY7OLioSNUruCjdAwhkhUVFYdGo4Ywg9JRhBDJ+H/xVQiRscSUc8HRxpoBW3/j20YfyQAJ8Zde5cszeN4Wqn6YH9sCtkrHEalw91EkaulqlE6MhIXt5fvPZzDpxAhcy+Ql7s/CYK3lXWisN3Jw6C98M3cfvcY2Jlf7CsRp1MQCiUYjJUrkxqfoaDQaNTlyWDFpdBPq1Sms7FvKoKJuR/NRm0XkyeFATnvprGIqsQkJbDl3lm5GA0aVGoNaQ84vZ5Dj5FHG7PmDcXXfvnbuk4gIFpw4wZpFa7mnTVmLYvH+vEuVx7tUeS7u3MjA0ZPYOGcS5ppXP2vUGhu+/GoNA4csRG8wT/ZcdnZ2HDp0iJs3bxIWFoajoyPt27Vgy/b9NG9SgqMn7rBt+yFUGkcGd2hK9erVGThwMWZJtKIeOHAg8fHxhIaGotPp+OKLL0z23oUQKSd3f6lgDAvjzvPn+MmaryINfeFgzjo3T3bMHkuDgWOVjiPSmAoD1wNuM7Rve6WjCJGsw8du4+nuAIlKJxFCJCfeSmYkCJERxdtqGHlwKPMazqXe0qX80a2b0pFEBtHJ359HEeEUrz+NoS1q0HNoNdTOWpAZZpnO7ZuPsHOR9S7Tw8tnu5jfugftF7TH2d+Lfw4RNapURGlV+M/6lP+vkPjPlbZ1KhUddn+Ba6IeIxD4x1V6dVnOjMkf06Jp6fR7E5lBgpH6n86nYl4vZjRsqHSaLMNgMHA+KIg5o6YQrvp7MFaCmQU9Z69kWLsPsTHT0rBQIYq4ub02YKvdunU0L1aM50XLKRE92yrx4cesGfoZVVt1Jl/Bwnw/agjOllpUKjXmFimbgVyuXDmqV68OgMOfraVz5fJk+84ADh29ydIfvkVr7sK2bdvYsWMHiYmJXL9+nR9//PGt59u/fz8ajYaFCxea5k0KId6bDKtNDQsLrM3NeREdrXQSkYWZ6RNZ3bEjpzet4kXgbaXjiDTmqA0nPCKWksVzKx1FiGQdPXaXwt7yIEmIzCBCo0Ollgf2QmREUb62DNs5iDvBwRgM0k1C/O3rmrXY3rkzG/ZfJH/58fz49UEwymJ+mU2PT/IR+fIZu7+fqHSUbECHSqPCu5z3ex2dqFYRZKHliYUWi0YlmLlzAKPGbzNtxKwg0sDj8Aj6V3r3WpYZydLTp8k9eTI6vf6vbVHx8biMH0+DpUtf2/fY/fvkGDsW76lTmXHw4FvPN+vwYXymTSNBpzN5Vp3BgKNfsTe2h+Qrwuih4zn1MoROGzZQcOZMCsyYQcX582m6YgXng4JoM2oW0VZ2Js8k3k2lUtF2+lJqdh3E06AgGrTuyIZT1wiN1xOnS9k93cCBAwHYtWvXXwX1wsWbMWPq52ze9DP5CzUGoFGjRsTGxrJr1y4ePnyI8R33A7Nnz+brr782wbsTQqSWFF9TQW1tzajPP+fL339XOorI4gpHBdOjcx+Wf95a6SgijZlH3MTMTKN0DCFS5NKVIMr55FE6hhAiBe6Hh2Npa6F0DCHEO7zMbU6NogUoNGsW09/xsFdkT0Xc3dnXvQeHe/Vi3No99G+xFmJMV6TvPXAdbbsse+PPwnRyWkXw02/fcHrTGqWjZHku7g1pMrIbk8pNIvxpeKrPZ14iDwkJOh4+DjVBuizEUc3w5jWpunDhawXNjKpqvnxEJSRwPijor23HHzzA3daWc48fE5OQ8Nf2I4GB5LSzo3XJkqy5cOGtBa7V58/TqmRJzE3cTlytVlMuTx7O/bbura/HN+tC7Z/20n33VcbtvMi3a3bTrd8wSpWrwtrlm7ntU9ykeUTKqFQqcnjkon7/0VTu0JcJI4dTsU4DytRpRP0eg1my5ySPoxLeWSxVq9U8efKEOnX+bimt1thQp8FQnFzLvHYdc3NzTp06hY+PD6q3dMK4e/cuLi4uODs7m/6NCiH+Mym+plKpDh1I1OvRywhlkca+crfD1j4Hu+ZNUjqKSEMXd26mcKGcSscQIkUC7wdTM7+v0jGEECnwICwMK3srpWMIId5Bb6ai4cFeTF/Sh8WnTnI0MFDpSCKDyeXgwO0vv+Ti/SeU/GAyp9bcllmwmUSiUcPsb7bg6p1f6SjZgJqSNUZSb0ArZlSfkeqzRWnV9Pq6EbUazCEkNMYE+bIItYqe02tSOm8uZh46pHSaZBVwcSGnnR1H/vG79UhgIA0LFiSfkxOnHj58bXtVb286lCnDvdBQjt6//9q5jt2/z52QEDqUTptW1JHx8ZhZJX3PblSpCbfNwcM8fiR81BGPYbO4V6IyBrUM5Feau09B2k77kc7fraH9zOX4VK7LTyuWU6Puh3QYO4uHEXFvPc7Dw+O1NtJJ2bJly2uF2n/aunUrLVu2fO/8QgjTkuJrKqmsrKhTqhSj9uwh+h8jpYQwNQtdAku79+bEhmWEPXmsdByRRi4ePUmt6n5KxxAiRWLjEvFK4TomQghlPQ4Nw8bJRukYQogk6M3VxLX0YeiwVrRas4brz57xLDJS6VgiAzHXajnYsyfT6jfg05HL+XXqaUiQAmxGFqO3pMWA45w7eIjO835WOk42oaJCswkkxiby4t6LVJ8tT7+adOhTg5oNZktr+H9Sqej5SSW237ihdJIUqeLtzeF/FF8P37tHFW9vKnt5/bU9Qafj9MOHVMmXj6Lu7pTx9GT1+fOvnWfV+fP458pFEXfTL78TFhvL08hIvDsNNPm5RfpTazTkLVGWRoMn0GXeel4Eh9D76wlJHpM/f36WL1/+1tdWr15N8+bNefnyJS1atHjrPidPnqR8+fKpjS6EMBEpvqaSSqVi4PffU6FUKbr+8kua9PsX4v/KRjyldasuLO8v7YezIjUG7tx+ROP6b67vIURG89eDh3B5ACFEZvAsNBJbV1kDSojMwH5EeZpX8afOjz9Sas4c5hw9qnQkkcHUL1iQPV27Mmr5Dnq0WAlxUoDNqILiXTi1cweDNp3E3NJS6TjZhJFzu6eg1qpx9kp9602jSkXRrxuRM1cOJs3YZYJ86SMmJoHeA9ZRssJkzp5/kCbXiIiKw1yTOWZbVvH25uSDB+j0eiLj47n09CmVvLyo7O3914zY048eEavTUc3bG4D2pUvz29WrRMXHA6/Wid1y5UqazXpdcfYsfq6uBDu4psn5hXLUajWFqtYjMT42yf0KFy7MmDFj3th++vRpNm/ezKpVq1i0aNFbWw4DhIWF4eTkZJLMQojUk+KrCWhdXWk/dy6dPvyQIb///s4e7kKYwmTfnBj1Ok78vFTpKMLEXMyCiY5OwMsEHxCFSGsBV4JwsLeCaPmdJ0Rm8CIsEjt3Kb4KkVlU39yBZcO6Yq7V4m4js9bFmwq4unJhwACO3Q7ku+F7QCf3ZBmRRqUHVBh00iktvWisQtk2eRlDDw1NcRvP5CSqVdRpV55TZ+4nv7PCQkJjuHw1iOLlJhGHkU79ajJ4xMY0uVazFiW5HRz82pqpGVVVb2+iExM5FxTE8fv3ye/sjKutLZW9vDj3+DHRCQkcCQwkt4MD3n8Wr1oUL47BaGTjlSsAbLxyBSPQvJjpB8yfevCAJadPozMapaV8FqXWatEl870yZcoUJk16c7m5EiVK8Pz583cWXQFCQ0PJkUM6kwmRkUjx1URUGg2tpk3D29OTdZcuKR1HZGHW8bEs6PU5u7+fTFxUhNJxhAlFXj+Ag4Osxycyh0NHb+ObWwYKCJFZhIZHkSOnfBgXIrNItFKz49JVGvj50bpUKaXjiAzKXKtlT9duzPv9GJ0bL5MCbAaU1/IZXsVK8vOovkpHyTaMBi3mVuZMrjCZLz2/ZNGni0xyXo8C7jx/kbFbwffsv5Zy1abRuuNSBs9sSf3V3fAo40VcfGKaXM/c14IqBbyZfvBgmpzflHycncllb8/he/c4HBhIZS8vANzt7PBydOTkgwccDgykWr58fx3jYGlJkyJFWPNn6+E158/TpEgR7NNgFvvUgwcp6O5Ot3k/QxIFNpE5ndm8mtVDulCmQqUk9ytWrBjt27d/Y3tUVBTm5uZYJvFvb//+/dSsWTPVWYUQpiPFVxNSWVkxdPp01l64QFxi2tzYCAFQKy6U6vWasPKLDkpHESZ0aMN6atUoqHQMIVLkwoVHlPLJpXQMIUQKRUbEkCOXFF+FyEw8vd24Hx6udAyRweW0t+fmkCEcunkP3YN4peOIf9GoDCz/oSsPAs6wcpB8fk8Phnh7hu85zteH9jHy2G5uHLhB1MuoVJ/XpbIvz59HsH3nZV4GR711/dftOy/TrutyflhxLNXX+6+iouLYtecqC29NYnTgFJw6VMSoUmFpZ8HLl2/P+94MRniqhzAjZQvm4fqL1K+tmx6q/Nli+EhgIFX+bC0MUNnLi7137nDm0SOq/mM7QIcyZTjx8CE7b9zgxMOHadJyeOeNG1x68pSW034kNE9+k59fpE5CbAyrhnRmzbCu6BLe7/fsxV2baDthLl91/vS9jr9y5Qo1atRIcubrzZs3KVy48HudXwiRNqT4amI2hQvzadWqbLl2TekoIgtTAQvKlSL4USBXD+xQOo4wCSOXz1+nZTOZ2SAyhxu3n1HZ10vpGEKIFIoKj8HZW2arC5GZFOtcjqvPnnHo7l2lo4hMwMPOjoN7bisdQ7xFYaeXnD4zg4jnQeyYM07pONmCMd4FY0wejzA76gAAIABJREFUtk0fjZ2bHbYutqk+Z5iFGeNWd2PSjF1Uq/ctBUqMo1TFyfQb/DO9+q+lcJnxjJm0nXz+Xvyw7Ci+xceQv/gYBg79xQTvKGlLlh2lRPnJtO9elWBbCwz/KNAYS+WlcLFcTJi20zQXMxgZ+9lv5Ks8Ft8PxjL/96N8Wa2aac6dxqrmy8eJBw8IePqUyv8svnp789PZs8TpdFT9x8xXeFWw9XFyotemTfg4Ob12nKkcuX8fazMtiU7uJj+3SD19YgJRwc/x/aAqu+ZOJC4ygsS4pNdu/TeXvD5U8PHE0VL7n69vNBqZMGECH3/8cZL7qVQqWQpRiAxGiq9poE2vXmwMCFA6hsjiHGMjmdZnML+OG5jsmgEi43PUhBMcEkU5fylmiczh+YsoKnjmUTqGECIFDCqIjYrDzddN6ShCiP8grJgd4yZ2pM+WLTRZsULpOCKD83V24vSlB6k+T0RkHJcuP37tv4ePQk2QMHvztAymbuNqPL11Vekob9gwph8rB3X8688jyrhyYNmc1/a5sv93RpRxVSLee9NYhXJ63WFGnRtlsnOa1ytK/0tjGHN/Kt89nsGwZZ1RO1hh5WHPhF97M/zqeIqNacyXAWOZ+2g6C29NYueeq1y6/DjJ8xoMBmbO+YOSFSZTr8k87t8PTnGmJ0/DmTxjJ7P2Dqb45I8x/mtmXKJaxccDa7Nnr4kmiTzS8+PBU1wbNIg7Q4dya+hQ/HPnNs2501hVb29idTp8nJxws/27IF/Zy4vIhATyOTqS28HhjePaly5NWFwc7dNg1ivA+Dp1iExIIHyL/K7PiKzsc9Bk+DQu792Gg0cu1gzvxvL+bXgRmPIBT445c3PvwcP3un50dDSOjo4UKVIkyf2ePn2Kh4fHe11DCJE2/vtwC5Esx7JlcbO350FYGHlloWuRhj4limUfVGLtiO50+EZu0jIzi8gbmJtpUKtlTIzIHIxGI+ZRGsCE7auEEGki0VKFLkGHtZO10lGEEP+R5YAyTO5cktEFRnI0MDBNZtyIrKFZkaIsPH2S4TRM1XmOHLtDtXrfvratzadlWTC7darOKyCnpxuRwQeUjpEsrYUlB5fPpXyLTljZZ8JnWupEXj7ZiUGvx6+GH6t7r6bTj51MegmjSkWkVoWqqh+VqvoBoPvH64lqFYlqDdhp6DqsPo0/WUDuXI4sXdCeggX+nt1oMBjo1ncN23depkB+N8as78G1P65Tpd4snJ1s0Go02NiaU6dmIUYMrotW++Zj3F1/XKVg4ZzEFX/3kjB5qxYg6ImJ2tibqbDUarE0MzPN+dKRl6MjYWPHvrE9l4PDW7f/36CqVRlUtWqaZDIYDFRbtAgrMzPcPvyEkDS5ikgtz4LFqdf3K/YtnkndTzsQo7Vm76LpJMTG4FWqHJXb9kRrbvHO4wtUqs1vG39i6KcN0Kj/25q+QUFB2NjYJLvfgwcPyJNHBsgLkZFI8TUNqMzM8PLw4GlkpBRfRZpSG42sqFcb/ymTuHv2GD7+SS/cLjKuCzs3U7hQTqVjCJEiL15GYm6ugQgpvAqRGcRbvRrYIwN8hMikVBARF4eZWk1ITAxO1jKQQrypirc3w3bswBCiQ+2U8kc9/yyqLpjdWoqsaUinNxL84B5bZ3zFh5+PxtzSUulIb5W/XDWCH97jwNI5NBg4Ruk4KaLSxvLk7nZiIsI4sGQFz24FYZ3DmsgXkfg391c0W55+NfmhcyUOT9/F54M3sPu3fn+9NnfBAW7dfcHKoOmE2FmRoFLh6+/FykF1CL0ShC5RT3hQGNsXHKRwmYmcPzacjVsvMnXmbvwKuPPiZSSPHoUyYX3PJDOE2FtRuKgnTVstYu2yLlhbm2MwGN7v3lBvlNamJtR/61aiExKY+MNGnrm+u4AulJenWBnq9hnO4+uXOL9tCV2GjuZxWAzPHwayY/ZYGg+d8s5jHT3z8vzuTa6/jKKom91/uu7ChQvp169fsvup1WquXLmCv7+yP/OEEH+T4msaKV6oEPvPnaOcjDgRacwjJpzRfQczflhXhu8MeOtISJHxXTx6gno1/JSOIUSKHDh8mzw5HUGvdBIhREokWEnRVYjMLNZWTbeWtej266+Ex8dz58sv0Wo0PIuMxNXGRgZWCADc7ewo6u7O6C9+Y+KK5krHEW/xxadOlC72DRMnrGNh5wb0X7df6UhvpdZo+LDf16z7uheV2nTHwd1T6UhJ0qsf8WO3lkQ8C8PG2YaCNQryxR/9M87PRpWKYDtLKo+oz4oF+2ndeSmeOR0Y0Kcmt+6+pHTV/ITYW7+2/1NzLZTOC4At0LppKdZ+OIcvhm9k1x9Xmb+9P+cO3MCzkAfe9Yvy0iLpWagGlYpeuwayvfdqin0wEfWfM++MRhg9oiGd2pVP+fsxwH+btyfeZf+dO2y/fp2Z6/fyLHcBpeOIFPAsVALPQiWwc3Lj2NGjBOzdRvkWHUGl5tzWdZRp/I4BTEYjifFxhERGw38ovur1ei5fvpyiguqQIUMYOHAghw8fTvH5hRBpS6o0aaRp69Ys2rxZ6Rgim+hmlsjPJcryy8jetJ66ROk44j8yUyVw89pDFn0rD0lE5nDqTCBFvdyT31EIkSHEW6tBJigIkWkZ1Sp8ljbma8NH7Kq6iLLz5mFvacGD0DByOTiwp2tXEvR6clhZKR1VKGx07dr03LSJiUoHEW9lpY6nQbF4/Fb0pVrZ3krHSVLRWo3I6VeMPxZOo8WYOckfoAgjQffWs6znCEo3K027BV8qHShJoVbmzN7/JZe2X+LuxUfUbzoPvd7I5J0DXmtZ/DZGlYrPlndmQZslDJnekqgKPvhV8AHgZQqvH22upcYPHWmqN6AxQqxahebmUz6vNpN8Xk5Uq5Ky4l9CjA5UUn5NrRdRUXT95ReGdunDcym8ZjqFqtWjULV6VGzdnXUjevDZiAms+W4aHgWK4FmoxBv7B/yxhUptupPH1RGj0Ygqhd9DAQEBlC1bNkX7Xr58mT59+vyn9yGESFtSfE0jGnd39AYDUfHx2Fq8u+e7EKagMRpY1agB/pPH8yDgLHmLS4uJzMRF84L4RB3ubvZKRxEiRa5cfUKnqvJzRojMItiYgFqbQWZ/CCHem1Gtosmu7lSYe4bYyFhq1ixJg2ZjKPbtt8QkJnJ36FCszc2VjikUNOT332lRqbjSMUQytu65g42Dk9IxktWg/yh+6NWcKh3S82G+EbVZDAa9OSptBOd2LOD6/iPYuOSgft/xmJv5/bXf6Z0j2DVzHZ+t/Iyi9YqmY8b3pFIRXzwXBYvnoiDQ1GBEazQSo0nZPVqMZw46HUxlgVmlIlyr+fv/C3sy8ZdedGgxnwF9atGvZzXMzZN+VHz72nPs5Dlnqp159IgEvR6rDv2JVTqMeG/mVtbUHzCGpVNG8WG7rtw4eYgbR/7g3vkT+PpXokzTttg5u+FRoCh7F8+g/JJvmLJ0LZ/VKJOi89+6dYuCBQumaN+tW7eyatWq1LwdIYSJyVOYNKLx9GRwq1a0WbuWM48eKR1HZAM5o0MZ1nMAq4Z0xmCQdRgzk7DrR3B2tFE6hhAp9uBhCNV88ikdQwiRQndDg7G0zZjrygkh/ps4Ww32I8rjPrkGV+vk4Me737BsxRAsZOmRbC8mIYEbL14wYlwDpaOIJMToLflm5Gw+HvmN0lGSlc+/EgUq1mT3vEnpdEUjRzcOYkKtYkz5sBDjq5Xh9C+/kb+aFwZDFHNaNgazUMDAnYCF7Jy5lnHXxmWOwutbJKhVKS68piVNdT++PTSUvYdvUuyDSW8+TzIaCbkUwagum+jQYCkNBi+mZ7lyyoTNQnQGAx52dsRrpZCd2bnlK4CVQw4Szax4eusqZ7etZ/aaTRQtWZqt00ew8LNGXN3/O7r4eHJ45uFawIUUnztHjhw8fvw42f1iYmIAsLW1fe/3IYQwPfmElkZUGg2Np0yhQqNGNG3Xjt+7dElxSwEh3lcfGzVrvfOzddpwmo6YrnQckUJnd++kdClZH1pkHvEJOnLa2sPz5BpkCSEyggehYVjnsE5+RyFE5qJSEeZuxvUztyjs5iazXrM5a3NzPOzs2L7uIo0GpmxGjUh/EXo7EmKi8ChYTOkoKVL/81F816YmLnl90/xa8frL7Pt+IxNvT8Tc0hy1Vv3auq1LOy1lSt0PsHOxI/xZGIP2DMLWSQoNppBQxJOO+wYzr8wEdv1xlQb1ioHRyJOTIQwatZFjd+5TxcsLP1dXvh/YBHtLGdSXWiN376ZThYoY1fKsOCto+MV4NozuS9kPm1Goal1mjB7B49vXcfHyZeai5ezctYvxY8fg7+mAlSblf+f29vbExcUlu9/hw4epWrVqat6CECINSPE1jblUrkwBV1eeRkaS015aioq0ZabXsbJ1K6qNG0WF1t1wz+eX/EFCcZfPBDCgTzWlYwjx3xhkAUkhMougkHBsnaXDghBZlUql/MwpkTHMatSIfot+o1H3UmAj/y4yIntNJOXqf8SsZhX4avdlpeMky6NAEUo1aMmx9T+k+bUCzx/GLb8b1vZvHzD22YrPCLoaRMiDEIrUK/JaYVaknlGlol61knTvsYbp3Ruz+9h1Dly7Qyd/f1YM+QRz6bBgUi2KF2fewQOMi40mytpO6TgilWxyONHhm584vfEnNGbmlGrSlrr5/Di98Sf6tm2OlZ09O9cuR5cQT7dhoxnarGaKznv58mXKlEl+QJWdnR3BwcGpfRtCCBOTO5U0plKpsDAzI1HawIp0UiAymB6devPTgHZKRxEpYK2O4dGjYBpm0lZJIhvTKx1ACJFSz0IjsHOXQYBCZFVSexX/V8PXl0S9nogb0W++aDCyetxRan4wi/b1f+TnqSchXJ5TpDdrTRwLZ35EQmx0plkuqG7v4WBM+4GX+UrX5fmt5zy5/uSd+3gW8aRY/WJSeE0jxQrlx2A0snrbGXKa23J98GDG1a0rhdc0sOvmTXo0byOF1yxEY2ZGhVZd+aB5B9x9C6FWqynfsjMdvllBi9FzqNb5cwx6PQ4ODhhT+DM1MTERjUaT7H52dnYpmiErhEhfcreSxowGAyFRUThZWSkdRWQjX7nbYW1jx94lGX8dmezOyRgEgLm5fJgRmYwUX4XINILDorD3kOKrEFmVMXPUb0Q6cbO15eCh229sf3k+jK9X7GBApcqUccnJ3J8PU8B/LIuG7cNwNwEe6iBOOpukBzfzF/iVLc/6r3ooHQWAT8bNo8Osn9748/85euZhwolHTDn3Ik1zmGsKULxhOY4tP5am1xHv5lIyF+YaDdu7dGFKgwZYmpkpHSnLehoZSfH2vZWOIdKBuZU15tY27JwzjjZjZ/Ht6GF8uWJrigqwLi4uPHz4MNn9Zs2aRffu3U0RVwhhQlJ8TWtGI0ZAPsKI9GShS2B51x4cWbWA8GdBSscRSQg8uYtcnjmUjiHEf6eT32xCZBZh4VE45nJUOoYQIo0YDAbUKlkzTrzSsUwZvv/58Bv3apt+vUhBV1eaFS3KoGrVONyrFzu7dmX9vgv41ZuIb83xlPSfxNHl19NllmN2ZqbSs+bHttw8fkDpKBmOnYszEc8ilI6RbcV422AEnkVGKh0lS4uIi0NvMBBqK/fn2YVKpcLdpxDrJw7F3jUnWxZ9y/ZLd5I97tSpU1SrlvQyZVFRUYSGhlK4cGFTxRVCmIhMtUpjxrg4YhISlI4hsqGyMcF88mknlvVrxcANh5WOI94h4MgRypTKo3QMk2rUYj7Fi+Zi6vimr23ftuMy7bsup3JFH44ev/vO4/PkdiTg1NdpHVO8p4QE3as/SJs6ITKN8NBonL2dlY4hhEgjRoMBlRRfxZ+6+Psz99gxRnTcyJRVzUGt4ur2B0xYu4edn3322r6+zs7s6/737Mu9t27RbvwqGv5WmOnTm2Kb3za942cbrpbRaM3MiYuJwtJavs7/51elGuu/HK90jGwr3E1Ll4ZVqbF4MdcGD1Y6TpY1ft8+SuXOQ6S1dKbJTj4eNQuDXo9aoyHoRgATx42j9s8rsNK+e26cvb19smu57tu3jzp16pg6rhDCBGTmaxpTWVtTr0wZ1l+6pHQUkQ1N9/VEZTRyZNVCpaOItzJy+exVmjQqoXSQdLXqh87cuDCaGxdGs+/3/gBsWd/zr237dwxQOKFIyolT93B3tYN4pZMIIVLCCMRExuCaz1XpKEIIIdKBVqPhTL9+/HL6Eq3qLWHvgss0HvADCz7+mCLu7kkeW7tAAU727Ysx1kCxelOZ1X8nRMmAu7Rw/pE1er0Oc0trpaNkKHn9WmLtaMve7/YqHSVbMmhVVJ/QkGiZRJKmNl++TPNPO4EMnMp21H+u3+pZsDiRYSGcf5R0YbVy5cqcOXMmyX1CQ0NxdJRZ1EJkRFJ8TWMqlYq+M2Zw4O5drj9/rnQckc1YJcSxpGdf9i2ZSUx4qNJxxL/YayJ5/jycapV9lY6SrhwdrXF3s8fdzR5nZ9s3trk4y8jvjOzw8TsU8kr6wZ0QIuPQmamIj07AOZ/MfBUiq9JotegNUiATfzPXark2aBBedjkYvXgH4+vUoVGhQik61t3OjgUff8zBnj1Zvuc088fvT+O02dOm7VfJVbAYarU8lvsno8Gc6t3acn7jeaWjZFtxObRo1WpeREUpHSVL6rt5C34eHhgad1A6ilBYocp1WLvptyT3sbCwIC4uLsl9du/eTZUqVUwZTQhhInKXlw7Mc+emxyef8PvNm0pHEdlQldgQPmz8CSv6t1E6ivgXu/hANBq1fOAWmcrFi4/w98mtdAwhRArFW6sxYkRrLquNCJFVqTVqjLJGp/gXrUbD9AYNOdq7N+3KlPnPx3s5OuLr4oyZhSYN0mVfgVHO9Jt5j1XfLeODFh2VjpPhxCdeYc93y/Cr7qd0lGwrbNddNGo1QRGy9q6prb5wgV03b9BxwUZiLWTWe3YSHRpMXNTraykXrf0RR/bsQG949z3coUOHKFeu3FtfMxqNrFy5EktLS7y8vEyaVwhhGvLEP53U7dKFI/fucT9UZh+K9KUC5pYsRFTwCy7u/FXpOOIfru3fhq+PtIEUmcvtuy+oWcBH6RhCiBRKsFK96j0shMiyVGr5Nhemd+nJE84+ekyTRsWVjpJlvIi3p2ql4Zw4EkDnuespUbeZ0pEyFJXFS2Y2+gj/lmVoMq6J0nGyrTnDV1EyZ05KenoqHSVLiYiLY8SOHUz55kdCXXMpHUekI4PBwPcd6rG4W2Ou7P/9r86EES+eYmljm2T36cOHD1OrVq23vvbkyROGDRvGjBkz0iK2EMIEpPiaTiy9vZk9ciQT9u1TOorIhuxio5jddxBbpo0gIZl2FSL9nD94mKqVslfLYZH5RUbF42ct7UuFyCzireR2X4isTq1WYZTyqzChUw8e0HjFCn4c2gr38k5Kx8kyhk49iYdvIbou/JU8xUorHSfDuXF8LTk8c0jhVWFtmlXl5suXSsfIcqotWkSbCpV4Wa620lFEOjv96wqK1W7M/A1bUYU/Z+3w7lw9sIO7pw9Tp1ET1ElUX9VqNRrN2ztQeHp6Urp0aZyc5Pe0EBmVPI1JR0VbtSImIYHYxESlo4hsqHFiGB9UrcPqwZ2UjiIANXquXb5Hy2ZZ70O3na0lERGxb2wPj4jF3s5SgUTCVAx/rienlg5UQmQa4VodKnUSw6mFEFmAGuk6LEzFYDDQ77ff+PrTOtTtXYIkp+SI/+TBnYfk86+kdIwMRW0RwbOgLWyf1451g2fwyaxPlI6UrWkSjRQrm19a2ZtY/99+IyQmhvKjvpOfqdlQPv/KPL52kdNnzrFk9CB+376NgN2b2Trja+49fJzksZ6enhw/fvydr5uZmREUFGTqyEIIE5HiazpSW1mR28mJp5GRye8shImpgGXVKvHk1hVuHtuvdJxsz0kbRnR0HAXyuykdxeT88rtx4dKjN7afv/CQ/L7SZjkzC7gShIO9FUTLh3EhMot74eFYysAXIbI0jZkag9GgdAyRRQz6fTtuDrb0GFlN6ShZSozeksAbt1BrzZSOkmHojPeYUq8sa774Cl1iBOOujqNg9YJKx8rWnn99kNa9ZtK0aFGlo2QZm69cYdOVK3w7bT7PnDyUjiMU4ObjR6c5q/n9l7WMXvYrBZxt2b1xPT/tPUH/FvWTPNbHx4eXScxEr1ChAufPnzd1ZCGEiUjxNR0ZwsK4//IluR0clI4isinnmHAm9hnEz6P6oNPplI6TraleXsHCImt+8O7auRL3AoMZMmIjAVeCuH3nBUuWHWXlulP0711D6XgiFU6eCSRfLmlpI0RmEhgSjHUOa6VjCCHSkEFvQCUzaYSJBIaEUq+sH9jIvylT2nrWSEJsDJXb91Y6Sobx+7fDKVjTj/FXx9N5aWfs3eyVjpTtFWxYFHOtlvYlSyodJcuYsHcvX7TpzPNq0k47OzO3sqbFmDn8smgOveasICFRR4da5SlXpECSx/Xu3ZuZM2e+8/XHjx9L22EhMjApvqYjQ2gosTodGvlgLBTUXhOPXwl/fh3dV+ko2dr5nZspVsRT6RhpwiuPEzs29+Xe/WCat1lMrYZzWPPzaeZ/24pmjeVDXGZ2+XIQBXNlvdnaQmRlj0MjsHWyUTqGECIN6XV6NCr5aC9MY0aDBnyz5RAhAdKxy5QOH76Bh28htFqt0lEyBrWOG4cu0HB4Q6WTiH8Ir+DMJxXLUH3JEsb+sUfpOJne/dBQgiIj8StfXekoIgN4EXgLjdaMZSP6EJ7Crpj29vbkyZOHmzdvvvHas2fPuH37NhUqVDB1VCGEichdXzrS5M1LOR8fTj96RPm8eZWOI7IpjdHAysaNKDdxLA8vnydPsay35mhmcPHYaZo2KKx0jDRTqkRufl3TPdn9vPI4ERb07lF8ImO5decFXWp8oHQMIcR/8CQ4DDt3mUkiRFamTzSglgG+wkQKuLpS08eHufMOMGaxzNQylcT4BLSWsgzA/2nMI0mMTcS9oLvSUcQ/JFqqqbqtI5/ua8inn0zE3zMXjYsUUTpWpvXZL7/QulpNHpavq3QUoRCj0UjA7s0EXQ/g7tlj9Jg0hx51y+NmlfKSzNSpU+nYsSMrVqwgT548f523b9++TJs2TbqfCJGByfDYdKTSaKjs788vly/L4vVCUbmjQhjSYwCrhnTCYJD1odKbuSqe27eCaNFMCt8ic7n/IIRaPr5KxxBC/AcvQiOxzynFVyGyMqPegEYtH+2F6VT29ubSrSClY2QZj6IdOLbvBEb57P03lREj8lwsI0q0VPOwvitTxnemz5YtrLtwQelImda5x48p4eqqdAyhoEdXL3Dil+UUqVqHci06snjkQDYc+W9rtObOnZvFixfT73/s3WVgFFfbh/FrdjebjTsx4gkECBKCFQ1a3B0KlEJxKVDa0iLF3SpU0OLu7m5BEtwJCVAk7snK+4GWvjxAiyTMJjm/L33YnZn9z0PIzsx9zn369sVgMHDr1i0WL15MhQoVKFGiRA4lFwQhO4g7tA+s8YgRBHh40GP9ehLS0+WOI+Rj/ayUuHh4s3XKt3JHyXeclI/J0uqwtxNr8Am5S5ZWh6POTO4YgiC8hdj4JBw8HeSOIQhCDsrKFEvbCNnr/MMH+LmL7473laE3od23lyhf7mtcAkvQedYyuSMZjbhH4ajN1HLHEF7DoJAwGVyamWM/46sdO0jNzJQ7Uq4z68gRbM3MSCkuWsLmZ06efjj7Fubgkl9QKlWUqtecE0ePEJ+hQ6t/8wEo/v7+eHt7ExoaSuvWrZkzZw79+/fPweSCIGQH0Xb4A1NYWDBk6VIOTJ9Omzlz+LxCBZoXKyZ3LCEfMtFpWdKuPdVGD6dCm89w8vaXO1K+cf/MTlydbeSOIQhvJT09E4VCggQxYl8QcpOk+BQcfRzljiEIQg7S6wzPvqMFIRucu3+fLVeucmLZF3JHyfWeZDmye9lyei/eiau/aN36nKRl1bDvqPRpJbmTCP+lRxBBv7jQdvlyxtSuTUk3N7kT5RorIyLoH1oTZb22ckcRclhaYjzHV83jXsQZFAoFdQeMpIBPAAAaK2uafDP5+bYJjx6wZeq3hFReS6tBwxnZqjZmqjebG/f1119z9epVqlSpglarRa0WA1gEwdiJma8ykExNqf7NN+zbsIFFYWGiBbEgm0LJMXTr3JOF/dvJHSVfuXT4MCWCxE2LkLscP3kHZ0crEIOeBSHXMAApiWk4+Yp2Z4KQl+l0OlSi7bCQDbQ6Hc2XLGHh0La4lreXO06uZ6eKx9zalrjoSLmjyEphmsiNcz9z59I8JHUca8Y1J/5BDPWG1ZM7mvAfsswU9F7QjUydjmq//cbQ7dvkjpRraFQqTt2PljuGkEMMBgOX9m3l7vmTLBnyKWqNBa4BRRkwfgYbJwxFr9O9cj+VqYaU+Fiqf/YFKyeP5KNGrVh+NPyNPtPV1ZXq1aujUqnQiDXEBSFXEHdoMtIEB1MxIIBdN27IHUXIx75ztsbCypo9cybJHSXfuHzuMnVqFZE7hiC8laMnblPIs4DcMQRBeAtatURmaiZ2XnZyRxEEIQdlZWrFmq9CthiyfRuVA3yo/nkxEK2s31u63hStNouiofm3yKgwTWRy/XLsnPkbi/t+z7iaIaQlJfL9le9RiN9buULSR470PzkUjUpFXGqa3HFyhTPR0dyJi6PVuF/ljiLkkMzUFDZN+prDi3/Gr3QFAgN8ubB3M4d2bKFM3SYcmD/zlftZ2Nrz+e8b8S9fjR7zt/Bx328Z/kU/Ih7GfeAzEAThQxBXOjKSJIm+gwax9sIFuaMI+ZipNpNFXbtzdMXvJDx6IHecPM9MkUZU1FPqiuKrkMucOx9NOX8PuWMIgvAWMk0lDAYDKpVYaUQQ8jQDiDKZkB02X77CT5Nbg2hjnS0m/H4VK4f8PXgxM/MOuiwdw88OZ9K9SfRZ34dZS/nHAAAgAElEQVT+W/qJa5NcxnZlJOlaLd3LlpU7Sq5wKzYWG42GeCfR8SyvMrWwpPOspeiysrB1LMDhnduo0PJTEuLj0BsM2Ll5vtFx7Nw8KdO0A1PmzMvhxIIgyEEUX2Xm5OdHQnq63DGEfK50Sgxt2nzKgj6t5Y6S59kqYklMSmfBkpM8eZokdxxBeGN3Ip9S1c9H7hiCILyFDAtxqS8I+YUkZikK7ykxPR2VQoF1oIXcUXI9nUFB/1n3WTzjFzrNWCx3HFlFXw5DY/2sPabaXI13WW95AwnvJL6CHRJQZ/58Ju7fL3cco9e6RAk0KhXr21YhY/5krFIS5Y4k5AC3wBJ0nrWUDK0O50LFqND6U66ePILSwoYLuzcSGX76jY6jNDHBwsI8h9MKgiAH8URGZkpnZ9QqFXGpqXJHEfK5Cb6ugIEjS36RO0qedvTYLSytrdix/yqVa03HK/A7ylWdTK8BK9i0NYLMTK3cEQXhlRKT0ilk6SB3DEEQ3kKGuUJMhxOEfEBv0MsdQcgDdt64gZe9HajFF8f7WnVcwZrf/mDAykPYu3vJHUc2ScknWdx3NG1mtpE7ivCeEkPsWbdjDCVdXFgREUHXNWvkjmT0DvXoQQ0/PybMmU7qKvGcLa+SJImP2najYtvuqNSmlPi4Ga5WGibO/IHTaxawZlR/5vZojsFgeO0x4u/fw9fH9wOmFgThQxHFV5kprKzo2rQp88LC5I4i5HPmmWnM7dGPvb9PJTkuRu44edblQzvxrVaddru+YFzUZObdn8zAOe1RF7Bkxs8HKFZmLAElRhFadyZfDd/A0RO30OvFAzVBXn//DCoSZA4iCMJbSVbpxWw4QRAE4Y2ciY6mqLez3DHyhMWL9lK6QWvs3PLxkh2SlkV9etJoZCOK1BRL7uQFj2o60eveSBaP6sm6ixeJFZNI/pVapUJjYoK9uTlWTbvIHUf4QLLSUnCwtaFxcACbli+mWbuOBFapw6IB7bm0fxt6ne6F7S8f3MH1Ewews7WRKbEgCDlJLLJgBBr06cNPq1dzLz4eT1tbueMI+VjltBjqNmzFHwPa0/uPnXLHyZPunDtB/aHtANAqJJ5q1ChCA/koNJCPAI1Oj2VqJrd2XuL01ggGD1vP0ydJKJUKfHwcqVLRj2aNSlI00FXW8xDylwuXHmBrYw7Jrx+tKQiC8bmbmICphancMQRB+ADEMAvhfW2/do2ZXzSVO0auZDDAw6wCaHXw+cC1PH4Qg1eBALljyUph9piEh/FU71Nd7ihCdpIkYuu4YKVW8+vJk3xTXfz9vk7/zZvZfeMG3/20nHi7/L32c35i6VCA/YcOY2NjQ1JSErUqlueLFnUJu/cZs+b8zuJBnWg/eR5KEzWHFszi8d2b6HU6Cnp4kqU3YPKaNdf1BgMXn6SQmp5BaXd71Epx5ScIuYEovhoBE3d3xn3xBTMWLGBGw4ZyxxHyMQn4oVQgJQ/u4uzmlZRuJNoDZbeEP+9TtH4A8PSV76crFaRbabBpGUKtliHUMhiw1BnQxCYTvuE8Z3ddZk3XhSQlpaNWqyhcyJnQyv40bVgSLy/RElbIGYeO3sTfw1HuGIIgvKW7cbGY25jJHUMQBEEwckO2bsXe0pzqHYvKHSVXOhllQ+PqvTCzsSUrLRVrJ1fKt+wsd6zsIem4eupHrJ0K4ObTBgxv1kBPUmiRXlNEEHK3h/6mzJs7iNadJhLx8CGLWrdGrRKPl/+/LqtWcfzePcasOkiMi6fccYQPqHidphxd+gubtmzD1NKKeTMmMWDUBDrWrMiqycOp1e0Lzm1djQSYmShYueQPNpy5ypDe3TGzsqbjZ59Tv1pFLEyUAJgpFVipFfyy8zjThw1CoVLx2ZBvGdamnrwnKgjCGxHfjkaiTLt23J85k0N37lDJywulQnSEFuRhlZbMj30H8dnE7wiq1Qi1mVj0PbukpyYjKZRorBPffCdJIlklkVzAGvfPq+L+eVUaGwzY6PQQHU/Y2jMc2neVuYuOk5qWibmZmmJFXaleJYDGDUrg6iJalwjv7/z5aIp7i9nWgpDbRMfEY2FvIXcMQRBymgHRYlx4Z2svXGDL1auc3TUUzMRziHexYccNCvgWwq1wcWr3/hpLeye5I2Uf01ssGzgJE40JrSc9oXCZ/m+0myHLBoNedM3Jq1IberD2+z7MWLiVghMmMK1BAz4pXVruWEajgKUlj5KTmdmlHl22hqNTisfv+YVCoaDKJ72f/zmoZiNWLv6JX6dNZMyMH/lt6jjadO5K9MWzHA4LRwd82/Ajei/agamFFRtWL+DXaZOAZ9d2er0OUwsrMlNT6DBtIQqFksUj+tKraR3sTJUynaUgCG9K/PY3Ego7O36ePJmfZ89m2fnzDKlSBX9HMctIkEe9zHjKVa3N0iGf8ulPK+WOk2dc3LsFRy9vFKrM9zqOQZKIVynB2wH/wXXwH1wHhcGArVZPxs3HnF5zlq17rzDr5wNkZGqxtDCleJAbNaoWpnGD4jg6WGbTGQn5xY3bj2nfKhjE8xNByFUexSdi6WQldwxBEHKYQW9A1F6FdzXz6FGm9W6MuZfolPAuknQW7N5yBHMbO5p9N03uOO/NoHjEjdNrKPRRLVZ9N4jHN+9j7WxNq6mt2DJ6IYUXvlnxVZ9hjdpCTWxULPYe9jmcWvjQ0q2UpA8rTpchxcgKnEC/TZtE8fX/6RoSwtHISOLS0uSOIsjM1rUgjYZO4OaJA3zd6zM69R/CntXLuPIkiWsPn7Bt30FMzS1xCXjWeaLugBEv7G8wGEhLjMfM2vb5QDsHDx/+2HmIAY1F229BMHai+GpE/Jo2ZUqNGqweNYpJe/dSxdubTuLiRZCBBMyrWpHgSRO4deowfuWqyB0pT7h2eBcBlUvmyLH1kkSsiRKKuFJ0eAOK0gClwYCdVk/Sxfuc3nCOddsimDJzN5lZOmysNBQPcqdGtcI0ql8cezsxw1l4vUePk/jIzQPuy51EEIS38TQ+CRsv0QFBEARBeDWtTkd0QgL12gXJHSXXWn0whafRkQxad0LuKNliYf9WxD+MYdnDCVg5WdFpbie8y3lzdu1ZNFZvfs8oqdLJSs9CY6PJwbSC3LRqBQ3rlSV8/kO0Oh0qpZiJl56VxcSDB4mKj+eroaPFrFcBAP8KoTj7F2HtjJF80qAW5molg0aNxMzahjp9h712P0mSMLexe+G1yh16svDHsXSvXw1zlehYIQjGTHwDGBmFtTVtpk+n8YULNGvRQhRfBdk4piYwstcXjPq2J9/svIBCtMJ+b/evRNBoeFMg64N8nk6SeGqihGBPSgR7UgJQ6Z8VZOMjoji94RwrN5xlwtSdZGl1WFtpCCrmRvUqhWhUPwgnRzFbSnhGrzdgnq4C9HJHEQThLcTEJ1GokpfcMQRBEAQjFZeWhoWJCQpH8WjoXRX2tSEjJYnoS2fxDakod5z35ujryp/X7tNoVCNKNiyJk9+zFsoOXg4kxyTy7H7gv58NKNSpYABzazHIN69znV6L6kcuU2vuXA706CF3nA9Kq9MRl5aGk+Wz7mJ6vZ6P588nJTOT6Wv288Q9QOaEgjGxcnQmJS6GTv2G8PD6RUzNLajbfzhmVm83WNbWtSB6nY69l+7QqKRfDqUVBCE7iCtsI6V2c0P0jhLk9qk6iz+KlGD1d71oM/5XuePkehmpybiXtAJiZcugVUg8USuhjDelynhTipcLsmu3/jND1tLClKJFXKlayZ+G9YLwcLf7z88Q8panMcmYmCghXhReBSG3SYhLwc5D/N4WhPzAIJYGEN6BmYkJWoNBLC3xHip6JTDu5xGMHNiNgI9CaT36Z7kjvZfGX/yBJHXg3tl71BpQ6/nrAZUDSIlNZu/CHtToOg5JX+Bfj6PXJWEQv5jyBa2pgm+nf0rlul+xKiKClkFB+WLwfvd169hx7RoZWi3hAwbgYG5O6G+/YWNpRY+F23ni5C53RMEIlWvRiWMr5vLpDysw0bx7u/+P2nZjxowZ1Jv/AyqFqB8IgrESxVcjZUhJQa8XD7oFeSn1elY2aUTI+NHcCz+NZ8myckfKtWLvR6LWmKE0i5c7ykteWZD9aw3Z5CsPCFt/np0HrvHTrwdJT8/C1NSEwMLOVK3oR8N6xfHzdZL7FIQctH3XJfw8HUAndxJBEN5WSlIajj6OcscQBCGHSUoJvShyGJ1e69ezPDycT0NCmNGo0QvvDd6yhXlhYbQrWZI5zZoBEJ2QwMQDB9hz4wYxqak4W1nRIDCQr6pVw948Z2YPalQqtDodpBrASjy8fReSBJ/VBKe1s+nRuJfccd6ZTnrI6pHd+PPqPVJik/nmxDcvbTP83HAWdF7IhNoVqNm3DVZOBQjfugsHL3dqdPsWE4U7cTEHOfzHfC7tOk2ZlmVkOBNBDvdKWvCRpycDN2+m36ZN1PLz41R0NNMaNKBx0aJyx8t2jRctIhOJH9ccYOHgzswLC2PDpUuU8i9EpZkrSTAVa2gLrxZUsxFBNRv994b/wbtUeQ4umM3+a1HULuKZDckEQcgJovhqpCLPnMHxr7YVgiAn15Q4vun5BZOHduXr7eH5YgRjTgjfuR63IoFIitwxqEL7d8viEh4ElfAgCFAaDNho9WgjYziz/hyHD15n/uITpKRkoFIp8fVxpHxZb+rVLkqZ0p7iZyWPOHL0FqX9CsodQxCEt6RVQVpiGgUK/fvMFEEQcj+FQiGKr0aqoLU1ay9eZHzdupiZmADP1gNcc/EiBW3+aTN4NzaW2vPm4e/gwNyWLfGyteXqkyeM2LWLPTdusKdbN+xyoACrUipRKBQk3krBupRYcuRdZOjVdPj6NIfXf0/d/t/JHeedXdi7gMc3o/j0jy54Br/6Xs66gDUDtvfnxpEbbBm9lfTENIKbBxN1PorJdWtStk05Tq88RXCTYHqt7YV3We8PfyKCLBIdVXS+NQyrGC0eJxOp3uw7dHo93dety1PFV61OR8U5c7C1sKTTkt08sLChQafeTBz/LbVLBlNu+jLSReFV+EBCuw7g++9HU2XJb2jE2q+CYJRE8dUIGdLTmTFjBh1LlZI7iiAA0MvMwDKfQmwc/yXNvpsmd5xc6dapQwQ3yd1rAOkkiVgTJfgXIODLjwn48mMUBgPWOj2KPxOJ2BpBxL5r9B28itjYFCRJwtPDjpBgT2rXCKR61QBUKvG1k9tcuvqQdm3riuVeBSGXyTBTYDAYUGvUckcRBCGHmahVaHXii9oYlXB15W5cHJuvXKF1iRIAbL5yBXdra7zt/mkLP2TbNtRKJes++eR5kdbD1pYSLi4Ez57NmH37mN6wYY5kDHZz5Yc5B/n215w5fl43afkTwvbs5+udEWjMc+8AelMLS8xtLfAO8f7PbQMqB/DFroEvvDaj9gwO/X6QZuObUbNfzRxKKRi7JAcVl+vbM//QaEpuiqH0lJkETJnCjq5d8XNwkDveG8nUalEpFC8NQEhMT6fqr78S5F6QljOW8NDi2QCarPodGFWtESlmFqQrlHJEFvIpr5LlOLlmEYsPhNG9Vjm54wiC8ApiWISRMRgMHJ49m5jERCp5e8sdRxAAUOl1LG3digt7N/Pw5mW54+RKj29fp3TLYLljZDu9JBGvUhJb0I6CPapRf+XnDLr0PTOjp/DLpe9pMbA2cVk6Rk/cTpHSY/EvPpKKNabSs/9yVq49Q2JiutynIPyHR4+TqOwm2tgIQm6TYaEQa/gJQj6hUEoYxD94o9UhOJil5849//OSc+foGPzPfUFcaip7b97ks7Jlnxde/+ZsZUWr4sVZd/Fijq2fObV+A37bfYLIXX+CVvwcvS1bazMMBr1RFl4lVToXj07ijy+rk5hw9F+3dfL2Jflp0jt/Vr/t/ajYqSJl24iligRIK+/IiXGFWfX7l8SkptJ51SqmHzpEZFwcsampXH70iIn798sd85X8Jk/GZdw4Wi1d+nw5uIt//knw7Nl8XL4iNeZu46GD2wv7JFlYoxeFV0EGdfoMY/ro4TxKzZI7iiAIryCmIBmZRwcO8O2cOSxu3VruKILwAt/kGPp07cu8AR0ZuvWs3HFyFb1ej06nxcYtnyyaKUkkqySS7S2wb1+Omu3LUdNgwExvwDpTS9Thm5zbfoH5S04wcuxWtFodlpamFAl0pVIFXxrUKYaPWKPQqKiSFIgqjiDkLhnmovgqCPmFhALRddh4tS1RgtF79hAZF4ckSZyMimJ+y5YcuXsXgFuxsRiAQo6vvv4t5OREfHo6T1NScMqBpYk8bG2ZUr8+1Xv9RCFnJ7as74HK2TTbPycvytKreBiTTEbKuxctc4wii2XDmvLntSiCmwbza5fPGLopHIPu1X+3Tp5BJD1OIjUxFXPrt29xrVKpaP9T+/dNLeQxSS29qDbBl6N377IyIoLR+/a98P7EgwfZ3707we7uMiV8mUKhYOusuYyb+j2u48dTtmBBLj16xODPB6Dq9AUZkpjHJBgPWxd3AipUY/CkH1g08guUCrF+uyAYE/GNYWR+mjKFfhUr5sh6LoLwvobaa7B1LMCO2aPljpKr3Is4jYWtPQpTI7wp/1AkiTSlgkdmatR1ilJ+Rhs+PfIV4+5N4td7kxm1thcB5X3Zd+wWTdr+in/xkQQGj6Zus58YPmYLR47dRKvVyn0W+c7Va39iZWkKieKJriDkNkkqPZJS3HwLQn6gUEro9KLtsLFysLCgTqFCLA8PZ+m5c9QJCMDBwuKN9/97xqsk5dzv9NYlSnD7q69wt7SmReu5kCWu/d7ElRh75o+dSrffNsgd5SXndo/n/oW7jLo4imbjm6FQSlw/8/srttQjae6gMFHi+5E/a4as+eBZhbwrw0LJJ+cGM/fxbIZd+56RnzThx1YtMDe3YEW7dgAc+msgijFIzsggU6vlZhbUX3GEKUNH4WDvwKQ1B1B2HowhGwuviwZ0YG7PFq98LzL8NN+UduL+lfDnr83r3YphZZy5FxGWbRmEvKFCm26E7dvB2tNX5I4iCML/EMVXI1OxfHlO378vdwxBeCW1Los/Onfl5No/iHsQJXecXOPKwZ14lihKDj4vybWyFBJP1ErSS3pQdHgDWm/rz3e3xvNj9GRmnxpGnS4ViYpJZujwjS+1LV626jSxcalyn0KetufANfw9nMTsOUHIhSITEzC1EDOXBCE/kBSS+Ko2ch2Dg1l2/jzLw8NfaDkM4GtvjwRce/LklfveePoUW40Ghw8wQPv35s258SiG7T+dz/HPygtSMwyozS1wDyzx9vumnufs7u+RTLLvfsZg8phze8eyZlwTtoybz8CdA5+vW9ltWTdWDp2GQfmQ9IxLbPu5M9fP/MiDyDWMLFuFMZWq8eByNDX7v996rQu7LmROizkvvHZm7Rn6Wvalp0lPRpcajTbzxUG1F7ZfoLdZbyLDIt/rswXjlGmmINVaSZq1EsvxLflq70HqV6tNl9WraR4UxIBKleSO+JylqSnTGjak38AumGizSG3enQq/byfG1TfbP6tM0w7cPn34lc/WzmxahmvhINyLlAQg/mE09yJO81GbzwjbuDTbswi5m0KhoMHgMUz4fgRJWfmk454g5BKi+GpkanXtyql793iakiJ3FEF4peLJT+jYoSsL+orW2G/qXsQpClcvKXeMXOP5OrJutrh1q0Ldpd3oHz6CadGT+e3WOHpObYWZizWLVpymYo2p+BcfSVDZsTRr9xsTpu7kzLl7z9dmEd7PuXNRlPR1++8NBUEwOpHx8ZjbmMkdQxCED8CgNyDG+Bm3Wv7+ZOl0ZOl01PT3f+E9e3Nzqvv5Me/0adKyXlyz7VFSEqsvXKB5UFCOznz9m0KhYGHLlvScvZa1E09BhgHR0/r1SrololSpiLp47r83/h8rh/Vnw8hfuXjg5+evaQ232fFLF9ZOaMatiF+QVGlveDQ9V05OY2y1spxZvxVHfyuGnxuOk5/T8y28Q7wp07IMs1rVYXqTRqQmPmb5oEncv3KUgGqFmPJgCuNvjsc9KHvbvx6Zd4QFnRbQdlZbZsbOJD05nc3fb37+fmp8Kkt7LaXeN/XwKuOVrZ8tGBddpjnTao6ndMM2+Lu4YqJUEuDgQKYRdbjS6/VMO3SIrjVrk2mixqBQkFOj6AOr1MHC3pEzm1e88HpmWioRuzZQpkmH56+FbVpOYJU6lG/5KRG7NpCZJp4ZCy9y8vLD1MKKRbv+fX1vQRA+LLHmq5FRFSzIpAED+GzWLBa2aiXaDwtGaYynM1uUSg4t+oGqnfvJHcfoxdy7Q8lGxYEYuaPkXpJEqlIi1UKD+uNilP+4GOUBld6AjU5P5p2nhG+7wIXDN1i76TzxcalIkkRBd1tKl/Lk45pFCK0agFotvvbexrWbj/ikbTCIWrZsHiUlMfXwYXZdv87DpCScLCwIcnGhd4UKVPN9NgL75L17TD10iFPR0aRnZeHn4EC7UqXoXaECSoUYZ5df3Y+Nw9xOXEcKQn6g1xlQiDW+jJpSoeBknz7P//f/mlK/PnXmzaP54sV8V6MGXnZ2XH38mBG7d+NqZcXwGjU+WNZynp5s//RT2i1ezrD52/B1tOe36e3xqPDqNWnzM42UQcFChbi0bwseQcH/vcNftIbbRF+MpEb/GuyYNo9ClRqQkZzArObtKFKzCA4+9qz5dhr2HgtoOWYkDi7V0Ge9vlV19K2VrP32B7468hXOAc6v3a7dD23ZNm4bTv5O+Ffy5+bhGzj5FObEsgNvcdZvbufUnWwetZmui7tSunlpADrP68zserMp1bgUPuV9WDVoFTYuNtQfVj9HMgjGwaBT8UvzFZhZ2lJ/4CjM01MY+PQhy48dZkV4OOEDB8odkfsJCbRYsgQ/VzcCx8wlQ6HM0c9TqlSUbtCGs5tXUPPzIc8H2FzYswldVhbB9VsCz1rPn9m0nCZfT6SATwCOnn5E7NpImSZijWXhRVU+6c0vM0bTrXo5NOYaueMIgoAovhodSZIo378/EySJLjNnMrNRI5QKBZ62tnJHE4TnzDLTmd+jL83HfEfpxu2xtHOQO5LR0uv16PQ6LJ0z5I6SJ2kVEjEKJRRyxreQM74Da4HBgKXegHlyOtd3XOLsrsuMmbKDvoNXodfrsbAwJbCwMxXL+RBatRDFi7k9b8clvOjxk2QqunuC6DIui8i4OOrOn4+NRsPo2rUp5uxMll7P3ps3GbJ1K6f79WPzlSt8uno1HUqVYnPnzthoNBy8fZsRu3cTFh3NwlatPshMGcH4PE5IxNLJSu4YgiB8ADqdDpW4ljF61prXPwj1c3Bg/+efM/HAAbquWUNsairOlpbUDwzk69DQDz4ou6izM+EDBnLg1i123bhB5/5/sO/kFzk2Ayy3Oh5ly63z52g1YeHz16KuLyVi53Y+7jsGleTz4g6SFpV5HFHnj2Bua06zcc3AABNr1kWXqaP1zNZU6vKsBWuTMU1Y+9Va5nb7An2WnpYThuBXvDuvamAXdeE8PuV9/rXw+rf63z4rcp5eeRokWNJ3Mg2HN3zn/w9eZ/2w9RyYc4A+G/tQpGaR568XrlaYaj2rsfCzhTQe1Zgza84w7OQwlKqcLXQJ8jEYJNYPPUf0xUsM2XgKgFSNBebf/87X92/Qs0lljty5Q2Ufn/840n97mpLCiN27md2oESrlv/9M6fV6Vl+4wKSDB7kdG4uNRkPnuo3w+Woa6eoPU7gKadKeQ3/8yO2wo/iVrQzAmY3LKFajAWbWz54D3zx5kKz0NAI+ejYIp1T9loRtXCqKrwKx9yMJ37me2ycP8ejOdXQ6LYasTGJPncAtNFTueIIgIIqvRkmSJCr068dnERFUnjOHxkWLYmlqyuR69cQDVMFofJQaQ4MmbVjQpzX9lu2VO47RuhdxGks7BxTqZLmj5B+SRLJSItnGHNs2ZanRpiw1ALXegI1WT9KVB5zfdoEjR2+zeOVpEuLTMBgMWFlpKBRQgLKlvahdI1AUZXk2yladrERMfZXHkK1bkYC93btjoVY/f71IgQJ0DA4mJTOTAZs2Ua9wYWY1bvz8/U4hIThZWtJu+XLWX7pE86AgGdILcnsSm4S1m7XcMQRBEPKtOc2a/ev7y9q1e+HPnra2/Ny0aU5Gemuhfn6Udnen1KxZ9Gi6BG83O76aWBeFjXiUBHDk5AOsnVxQmz0rjmcZrrGw5zACaxVhVqsGDN54DLJsePJwC8dXLuXPq3d5cDmaZmM+xb6gE9+XGs3I8yNoNLoRcZFxL7QJVigUtJrSilZTWnHz2E1+aTGR4vX30XjoLCSdPQa9EgzPikuJj59i9ZYDrkJahXD7xG3Kti2Lb/nsXc/y0o5LhG8KZ+CugQRWD3zp/abjmnJ592XmdphLy8ktcS3imq2fLxgPgwEO//SIo4tXMGj9iZfur+OcvbA3N8fJ0vK9P0uv1xP66688Sk7m8J077P/8cxwtXp4xHhkXR5+NG7n06BEednb06NYPTy8/UnyL8aSAB+kf8LlrAZ8AvEqWJWzjMvzKViYm6g53z52g68+rn28TtmEpJeo0Qal69nu3ZN3mbJ/1PU/u3sTJ2/91hxbymNTEeC7t28r1o3u4fyWCjLQU1KZmePsXplZwCM06dqJQVgr7Txxh5e+/84UovgqCURBXzEZKkiQ6zJ5N086dsShZkm9atGD20aP0r1RJFGAFoyABs4ICKHVwN6fXL6Fss45yRzJKl/dvxbNkUTFI3AhkKiSeqJVQ0oPAkh4EAhgMaP5qXRx38T4Xdl3m9InbrFh7hoT4Z2ssOTpYUiTQhY/K+VCnVhG8POxlPY8PJTYuFaVSAUmi8CqHuNRU9ty8yfCaNV8ovP7N1syMzVeuEJuWRr+KFV96v17hwvg7OLDmr3XihPwnLikFD1fxMFMQBEF4P9YaDecHDGDE7t2sPhzB/o9vsW1DT1QupqA3QD5ueV2neiGmfv1Pi+EkpUgAACAASURBVJglg7pT5fMqNBvXjJkfz2R2m2oU8HfnxuFLlGtbjnIdyvDomgdX9p6h6w+7mVCvGMlPk7F0tHyh8Pq//Cv6M/bGWBZ+uogxVcujVCpx9HHi87m7QGvDk1uRFK1X6K2yKxQK2sxo887n/m/ci7uTHJPM5lGb8S7jjcbqxVmEajM1tQbWYvWQ1dTo/+Faagsf3uUtmawfMY2+y/Zibv1yRz+dUkUJFxd6rl/P3m7d3mvw87HISNK0WuZuPMr5BbMI+eEHBlSqxKAqVQDI1GrpsmYNxyMjaVenPl17f8djRzf0koK77/yp769Mkw5smvwN6cmTOLNpObauHviVqwpAakIclw9sR6fN4uSahc/30et0hG1cRr0BI2RKLeQkbWYm14/v48qBHURdCCMp7ilKpQoXD29KFwliWJ2hhJgqsYh5yPU/H+Jtqybz3lVUajX1CxemzbJl9I2KwsTDQ+5TEYR8TxRfjZjC3Byrvy4SRv3+O4M7dmTXjRt8XOjtLqoFIadYpqfwU++BdBk/guIfN0Vj/v6jFfOa6EvnKd9B3FAaLUkiXSmRrlRAaS8Kl/aiMIDBgIXegFWmlntHb3Fx7xW27LnM7DkHSE/PQpIkXFysKRboSpVKftSuEYiTY95q73nk2E08XG1BK3eS/Ol2bCwGIMDx9eur3Yp5to50oddsE+Do+HwbIf9JTEjF1lUsWyEIgiC8P2uNhpmNGqHX6+mxfj01Gv5Axzpl2HnsCiO/rE+JBl5yR5TFwIFzKV678QuvZSQ/W26m7+a+7Jy8E4D2P7XExsUGgKEFh/Ll7pWkZ14gKzULjfWbtTfVWGrouboH8GyG3+z6P7D9x37U7/sb9y9F0uHXnCmkvgtbd1t6rOrB9NrTmd1gNv239n+pAKtQKVAoFWJyQR725yVT5nb+ik6zlmLv/urfEQZJQdvZK/jt86YUGDuWr0NDGVK16lt/VviDBwzdvp1qxUvxwN2fAt/OZnLjdvw4rBeLzpzl1+bN6LFuHaX8/Jm0/hgxBQry6H1PMJsUr9OEzVO/JXzHWs5uWUnZZp88/3dxfvsarAu48sn0P17Y59apQxxYMIs6fYY9nxEr5E56vZ47YUe5fHA798JPE/cwGgA7ZzeCChelffvO1HR2wiXxKaZZfy1nlvYU0qDb+nV4OjoSHRsLwJ3YWKr4+FDFx4dNP/5Ii0mT5DotQRD+In5D5xJm3t7Uq12bSydPyh1FEF5QJyOOKrUbsnhAB7r/vlHuOEYn9n4kRWsVBZLkjiK8DUkiRSmRYqZGXasIpWsVoTQgGQxY6QyYJadx68B1ru27xqLlpxg7aQeZmVqUSgVeng6M+LouFSv45uq2xUeO36KYj4vcMfItw1//fZ/HUQaDQTzQyseSE1Kx984fM/UFIb+TJAm9wfDfGwrCe1IoFPzeogVfbtvGpgMXORUVRZ/hqzncYIjc0WRhMBgw+X9r+XacvpjpjWvjVdqLjzp/RIPvGry0j2eIFxOrtwQDNB7dGJX67R/LKRQKui37jOEBw7kbVgVbd1vsjaw7j72nPYP3DmZ67enMqjeL/tv6Y2ZtJncs4QNJjbFkWs1B1B0wEu9S5f912ycuXnRfvAu3RZNpsHAhZdzdCXB0RKvX42Vn96/7PkpKYvz+/ayIiKBr5SqUGDyBeABJIrZERbqsP0Xygql0+OM3WofWwm/UHGJUL3cVkpOpuSUl6jRl54/jSE9OJKRR2+fvhW1YSvFajXDxL/LCPnauHuyYPYZrR3ZTNLTeh44svIcHVy9w+eB2bp8+zNPI2+j1OqwdClDIP5Cu9RpT38eLgslxWKQn//UsIBNi7r/yWAqFgo7t2lGqWzfIzER7/z4N69Xj69BQJq5fT9Mvv0T5L4O5BUHIeaL4motER0Xhmg3rIAhCdpKAX8uXptSRfVw+sF1c+P2PrMwM7H2UcscQsolBkkhUSSTaWmDZNJiQpsGEAEqDASudHnViOmFLTzLw67XEx6UiSRJ2duYUKexC2RAvaoUWJrBw7ihoXrz0kE5VSssdI9/ys7dHAq4/ffr6bRwcALj25AnlPT1fev/G06cUdnp9Czsh79JLkJaUjpOv+PsXhPxAoVCI4qvwQU2pX5+qv/zCR56erFza9dmLiXpIN0CB/HPv02tQW4Z0+ZYmX08CJEwkTz4e1J5jf+zmo84fvXKfvhv7oNfr33uQpqW9Je1/bk9qXCpVPq/yXsfKKXYF7Ri0ZxAzas9gdr3ZzwqwNqIAm9dlpZkxqdJoStZtTrnmn7zRPk9tnHjabzIj/nxMiyVLMFEq0er12Gg0HOnZE1dr61fu9/vp0ywPD2famOkkf9yO+P8ZeJppYor6828Z3b4PiRY2ZBnpwNQyTToQtmEpARVCsXUtCMD9y+E8vH6JZsNnvLS9qYUlARVCCduwVDyDM2KPbl3lwp5N3D17nMd3b6LXZmFmZYO3TwCNK1SmSefP8M9Iwio18Z9B10+j/u2QLxhZsyafjx9P3W3b6NyqFWs2bWJY8+b8sHUrB2/f5ugff1B10KAcOTdBEN6MKL7mEoasLA6fPcuI6tXljiIIL7FLS2JSnyEMGj2QQhVronrF+oT50aM719FYWKLUJMgdRchhOkkiXqUEews8+9VgSN/qz9sWPzx1l4g9l9l37BbzFh0j+a9WZA4OFgQWcqFciCc1qhlfUfZedCxVfH3gsdxJ8ic7c3Nq+vsz99QpepQv/9K6r/FpadTw88POzIwfjx9/qfi67epVbsXG8m0N0fY8P8oylcjKyMKqQN5qhy4Iwmvkn1qXYETcbawp6GKLxkuD9s8MytaaSlxqGpO7NaL1oHKgMc4iR3ZyMNeRlhjL2Fo+FKsTQo3e7dj4/Tyajm36r/tlV3ecsm3KZstxcpKdu93zGbAz685kwPYBmNuayx1LyCF6rZof6s3HxsWDBoPHvN3OkoTV6Lks73OXRAsbJIOeVT2bU/mXX1jToQPB7u4vbD7pwAHmnT7N6K9Gk1y3/b8eOtHSuJfi8CpZlglnn7zwmnvRki+99v91mrkkp2MJb+Hh9UtcPbSTu+dO8ujONbLS0zCztMbbtxB1Q8rSuGMXArSp2CbFofi7z1Xcq2e0vil3GxtWtG/Pkbt3afftt2TpdNjY27Ns5UpKhoby86JFVOnVC8lMDHoRBLlIBsPbD5FNTEzExsaGhIQErF8z+kjIXrHHj9Ouc2dWdeggdxRBeCW9JFH/SBiJWh2fTFskdxyjsOeXSTy5d4nem5vIHUUwEtJfa8map2fy4ORdLu67wrUz97h78zFJSekAODhYElTUlQplfahRrRB+Ms1cCygxihvjv4IHOlk+X4C7cXF8PG8edmZmfFO9OkHOzmj1evbfusX8sDBO9e3LxkuX6LpmDR2Dg+lerhxWpqYcvHOHEbt2Uc3Xl4WtWonWw/lQkq2SohMmMyV6itxRBEH4ACIH7ub4jnNs+KST3FGEfCQ+LY0SM2fSILgIYbeiKO3qzheVKlF97lz2Dv2cot28QQ3k4esQvQGKVJ9C07FNObX8FBFbIqjUpRLtf/73QpAg5EUGA6wZeIawtVsZuvVctgwysL1ziTOzRrHs+FFq+PlTwNKCU9HR/JmYiCRJTJmzgodBFbIhvSC8HW1mJjdOHGD3z+N5eu8O1k7OeHn7ERwQSMNiQRRT6nFIeIrSoP9gmRLS0xm4eTNrjh2jc2goS86d49a6dfg2a/bBMghCXvWu9VBRfM0FDAYDU1q3xkmSaF6smNxxBOG1HlvaETx+DB2nLMA7WFwA/9y5LqE9GlOph7PcUQQj9/+LsrFHb3Fs12VuhkcRefspKSkZSJKEvb0FgYWcKVPak+pVC1E00CXH1pTV6/UULjWaG199CSmijaGc/kxKYtqhQ+y4fp1Hyck4mptT0s2N3hUqUMXHB4BjkZFMP3yYU1FRpGu1+Nrb0yE4mN4VKqDMxesOC+8u1lVFyRGTRPFVEPKJuwN3cmpnBOs6vll7R0HILg8TE/nh2DH8HRzoWvbZLMyRe3Yz5/gJbDQaZvdpSr0BpfJsAfapAkoUGcHk6Mmo1CoeXXuEU4BTjl2jC4IxMhgg+aE164dt4+SqVXyx5ggOHj7Z+gH+J3bww4wxOLu4EVyxOgUr1yHJrgCJFjbZ9zmC8BrazEyuHt7J1UO7iL4cTnLsY5Ak7Aq44e9fmK/LhVBOn/HPjFaZpGVl0XzxYvbs3o0iPR27kBC6hITw86FDSKJDoSC8F1F8zcNiTpygRfv2rPvkE/EQVTB6c7LUjPtlJt/svJDvbzrH1gxkzOVfMHeMkTuKkEtJBgMWOgPmGZn8efouF/Ze5dqZe0TefEziXzNl7WzNCQgoQHCJglSu6EeZYA9UqvdbVeDi5Qd07v4HZzr3zY7TEAThA3voo6bc0Ami+CoI+YQovgrG6MS9e7RdtoyOVUozemojFE4mckfKVrfTMmnWYg723g70WN1T7jiC8MEZDBB/14rlA5Zy48hR/MpVodHQCVg7GddyOoLwNtJTk7l2aCfXju4l8vwpMlKTQZKwd3ajeOFi1CxWnBquzhRIisEiI1XuuC/ZePkyR6Ki+PGXX6jXvDnmJibMHDcOv+bN5Y4mCLnau9ZDxZqvRs6QmcmYb75hQKVKovAq5ArdTXUsCwxizYg+tB47R+44sslMS0WSFGhsk+WOIuRiBkkiWSWRrNKgCA2kZGggJQH+milrlanlz7P3uLjnCqfP3WPNhvPExDz7mVOrVXh52lO8mBsVyvpQvVoAtjZvtr7SgcM38PdwzLHzEgQhZ6Wa6JHIm7OMBEF4mV5nQJFHZxYKuVcFT0/C+vWj5/r1hFSfzLlj34B13nimsfvuE7o0+pEKHSrQYkoLueMIwgenz9KwvMdJTq1bQlDNhny98yJqjUbuWILwVpLjYri8fxu3Th7kwfWLpCbGo1QocXTzICggkF49+xNqZYZ5egoW6Sl/3V1lwtMomZO/XpOiRTl05w7HFy/GRKHAXK1m7PjxzK9XT6z9KggyEMVXIxexdCn3njyhRmio3FEE4Y2o9DqWN2tK+XHfc+/CGTyLh8gdSRbntq6igJ8fClWG3FGEvEiSSFFKpJipoZI/QZX8CQIwGDA1GLDWGsiMjuXqvqtcOX6bH+ce4puRG9Hp9CgUEq4uNgQWciYk2JPQKgEE+Bd44fDnzkVRytddllMTBOH9RSYnorYQraUEIb/QaXVioK5glBwtLFjTsSO+kyaRGZWBupAGTHL3QIEMCb7osYSGIxpSvXd1ueMIwgeXGOXNjLqDSXj8kIGrDmPrKu4bBeMXez+SS/u3cSfsKH/evEJmWgpKEzUuBb0pEVCY/t37UMHWGseEJ2iy/nqOp0uC+CR5g7+DgZUq0W7xYuoWLkyWTseiM2fos2gRZXqKLg2C8KGJ4qsR0z59yreTJzPu44/ljiIIb6VgcixDewxg2pAufLU9PF+2H752dA9FqpeRO4aQ30gSGZLEEzXg64SrrxOu3apQA1AaDFhr9aiT0rl58BpXjt5i8+5L/PTbQZKTn60ra2trhp+vE2fORuLfPpDrTp44piVhk5KA0qCX++wEQXhDd2JjMX/Dme6CIOR+Wq1OzHwVjJoBqNp+NjYaDZvX90TtZip3pHe2/PQdUhPSqNazmtxRBOGDMhjg3gkVM+q3pnDlmvResue9l7sRhOym1+u5fzmcq4d3Enn+JE8ib6HLykStMaegly/lChehXoNGlDRT4ZgQg4ku69mO2kR4mihv+GziYWvL6g4dGL9/P/169ODM/fuMnDmTjS1aoHJykjueIOQr4lvSiOkePuRJcjKXHz/G285O7jiC8FZ6WyhY6unL1mnf0ejL8XLHea3k2CdsnDAUj6AQIiNOo9dpKVK1LqUbtkH1HgvSP7lzg4bDWwCiYCUYB50kEWeiBHsLrJqVplyz0pTjr3Vl9QYsM7U8OhfF5f3X2LXnKn9sPcOPS/aAwYDKVIOjsxs+BT0p4eNLVV9/AkwkbJPjMc9IFc1NBcHIRMfGY2Eviq+CkF8YRNthwcgd6dmTS48e8dPx4zRt9RtblvVAUcAEzHLfz+25sEg8gz3z5QBjIX+7sF7P3C4DaDXmJ4JqNJA7jiCg1+u5F3Gaywe2c+/8KWLvR6LX6zC3tsPHJ4B6IeWo174ThQyZ2CfHotT/9Xwu7SmkyZs9pzlbWhIZH08BS0salCrFNxs2MLdvX3osX44kvr8E4YMRxVcjZlq8OFP79mXhmjXUL1xY7jiC8FZMdFqWtGtHtdHDqdD6M5y8/OSOBDxbi/XXbo1IePQACQldViZepStwbOU8yrdtiInGhKPLfuHslpVUbNeNoJqNib5whoLFQ97qBjs1KQHPEHvgac6djCBkA4MkkayUSDZTQ0U/AkqWw2zWUfqvPvZ8m8Qnf3Lr1GHuRZxm/bHDzFuzHG1GOkhgYW2Hq1tBAjx9KOPtTaWCBXHJTMU2JeGfUaSCIHxQD+MSsCpgLXcM4Q0s7LqQtIQ0eq3t9fy1M2vPsKDzAhqNakRor1C2jt3K2bVniX8Qj8ZKg2tRV2oPqk2JBiVkTC4YE71eL4qvglFzt7HB3caGWv7+tFi6hICaY9GoVGz7rQdeVZ3ljvdW6tcvwca5R+SOIQgfjEGv4MDMh2wcM41Pf1qJd6nyckcS8iGtVsudsMNcPbybqIgw4v68j0Gvw8LGngD/QNqE1qJBgD+e6UnYpsT/M0A84YGcsWWjUCgYW6cOHb/7jr1btxITG0uvVato3L07brVqyR1PEPINUXw1cpV69mTCggXEpqZiby5mMAi5S6HkGD7r1INF/dsxZOMpueMAcOv0EVLjY5lwbQEodChUGSjN4kDfCkmpBcC7rB8Lu49l/ZhBrB01EAs7e9KTEum/4uAbrWdybPnvKJUqVGbxOX06gpDt4qKyUKlfbAVn7eRCcINWBDdo9cLrWq2Wh1cvcOfMUW5cCefo2VOMjXmMQa9HoVRi6+SMh7snRT29qeDrS7CdLfZpiVinJIo2xoKQgx7FJGDrayt3DOEdHJl3hBX9V9B2dlsqf1aZBZ0XcDfsLm1mtcG1iCspMSncPn6blJgUuaMKRkSr1aOSxCwGwfgpFArWf9IJgHbLl7FqzVm+rFpP5lRvp4aXPRpLUy7uuEhQ3SC54whCjspMsWJ++5VcO3KIzrOXicKr8EGkJsZz7cgebp8+wv0r50l88ggAG0dnCvkXpkvdhnzs40PBtARsUhL+KbTGRMmW2RiVcHXFz8GBMzt2MOLHH/k5JIQvBg1i+fHjKCws5I4nCPmCKL4aucwnT0jJzMRGo5E7iiC8k+Gutmwwt2Tvb1Op+fkQueMQUCGU9KREFKYpLxZH/yq8AhRvrGFqg4kkPlCTkaTAqXA6y3ocYf34wXz6w4p/Pf6pdYs5sGAW3RePeV7MFYTc5Oq+a9i5ebzRtiqVCo+gYDyCgl96Lz05kTtnT3Av4hSHr15kw97tpCUmPNvP1BRHZze83DwI8valRkAA/moFNikJWKYlizbGgvCeYuOSKeLpK3cM4S3tnLqTzaM203VxV0o3Lw1AxNYIWk9vTfF6xQFw9HbEK8RLzpiCEdLrdChFCzkhl9HpDViYvfsyL3IxMUCNliGs+XINhUILodbkvnMQhDehS7dieOBQXAsHMWTjKcxtxHJoQvaLexDFxT2buR12hD9vXSUrPRWFUoWTmweBvgG0aNGWWm6uuKbEY5H+/54VPL0nZ2yjcvD2bX4+fpyiLi44WVhgqVYTGR+PJEm0K1mSIbNns7VCBX7r2pWOv/5Kp4kTqT96NJLomiIIOU4UX42YwWDg9++/p1mxYuJm2gg8Skpi6uHD7Lp+nYdJSThZWBDk4kLvChWo5vvPA85phw4xbv9+hteowRdVqsiY2DiYZmXwR/fPqf/9d4Q0avdGM0dzUmpCLJIkISn/vR2qpNRi4/FP8bT17FoM8xtM+I61lKzb4pX7xD+8z/ZZoxh6YCZuJTKzNbcgfCh3Tl3FJaDoex9HY2lNkap1KFK1zkvv/d3GOOriWbacOsai9SuetTEGNBaWODq74uXmQTEPLyr4eFPEXINtSgKWaUkoDIb3ziYIeV1CXDIOXg5yxxDewvph6zkw5wB9NvahSM0iz1+3drHm4o6LBDcLRmMlBmMKryeenwm5TVUfH+ZvO0XPodVQOOSuR1MT+1an25MkRgWNYuz1sWL9VyFPMuhVpCcl0nnGErmjCHlE3IMowneu407YUR7dvoY2MwO1xhx3L1/KFy5G/SbNKKlWYJ8Yg/r5EkY6iImWNbcxi09LY+KBA2z46SciHzzg8aNHJCclUdrDg/j791mxZw/fhIbStUcPFv3wAxW2bWPSkiWE1KyJS2io3PEFIc/LXVe4+Uz0zp2sO3aMNR06yB0l34uMi6Pu/PnYaDSMrl2bYs7OZOn17L15kyFbt3K6X7/n2y49f54BlSqx5Nw5UXz9S+nkGNq368r8Pi0ZtO64rFnWjR2Ef8VKKFRpb7WfiXky7aZ/x7rvJr+y+Hp02a/s/HEc9Yf2FYVXIVd7cOUO5Zp/mqOf8bo2xnq9npioO9w9d4L7l8+z4cQRFm5YQWbas3+vajOzZzNm3Z8VZiv6+orCrCD8DwOQkphKgYACckcR3tClHZcI3xTOwF0DCawe+MJ7Hed0ZH6n+Qx2HkzBEgXxq+RH6eal8a/kL1NawViJr0Aht+lbsSKno6Np1HgOWw/2BVXuGUFgjcSy75vQMkvLVwW/YtzNcajNxQxYIW9RqFPBYODyge0UDc1d7cEFeWkzM7kXcYpbp48QFRHG48hbaDPSMDHV4OlbiKpFitGwZWuKKg3YJ8ag0uue7ZjyGMTKGm/FYDCQkpmJfdGiFGjY8IX3tA8e8OvmzaRkZhLg4MCebdsI9vSkiIMD3Xv3Zs2OHZh6esqUXBDyB1F8NVKGrCxGjhjBqFq1UCmVcsfJ94Zs3YoE7O3eHQv1PzdVRQoUoGPwP+02j9y9S3pWFsOqV2dFeDhH796lkrf3hw9shMZ7FWCHiZpDi36gaud+/71DDnlwOZwRZ35BUjx+633Prt+H/u+Lwv9xcd8WyrVsR91hhYBXbyMIxs6gVxB3Pxq/cvIMHFEoFDh5+eHk5UfZpi8PPIq9H8ntsKPcv3yezaeO88fG1WSmpQKg1pjh4OyKp2vB/2PvvsOjKrMHjn/vnZKpmcykNxIIXap0EKliQUFERUEQBUFBXHtHBbv8XOviqljBXdbeO2JXmoA06YQQQnoymUzLzJ3fHwEEBQEJTELO53nmWTJz73vPzZqZO/e87zm0aZJFz6xs2sXaiPNXEet1o9Okx6xoHMIGhYA3KCtfG5D09ul4Sj18cM8HZHfN3m+Fa4u+Lbhvw31sWbSFzT9uZv3C9Tz61KOcfffZDL1jaBSjFvWNrHwVDc0jX3/NV5s3k2K3QYgGd3dKD7z9wEi6ri/kl7d+oefYntEOSYg6FfTp0cXEEKj2RDsUUY9VFOSz7rtP2brsRwo2rMHrri13G+tKICM9i0EdOzPkglG0NSjEu0sxhHdXmKsqjG7gDdzKggJeWbaMfLebR666Ct0Bkqj6tDT+8+ab3DZ5Mou3bmVJXh4P3Xgjc+fN45w2bbh+zBie+vBDVIcjCmcgROPQwC5vGxG9HofVSnVQVtBFW7nXy5ebNjF90KD9Eq97xJnNe/8995dfGNm+PQadjpHt2jF3+XJJvu5mqgnwwhVXMeLeOzl52GhszujcFLY6E1i/cANdL4k74n1H/3skjw7YzFv3XsvI6Y/vfX7VF+9TmruFaz+bhqKrqstwhTiutKCNUDBAbEJytEM5IFd6Fq70LLoOH/2n18p35rH1lx/JX7eSz5YvY/7H7+L31P496g1GnInJpKem0yozi5ObNKFbUhKuYDWx1W5iQvJZK04cAbNCRIugN8plfkMRlx7H5Ncn88/T/smTQ5/kmo+u2S8BqzPoaHFKC1qc0oIzbj6Djx/4mI/u+4jTbzpd/n8WQO3kJU2WvooGZmt5OZf36saMp88BU8OZPRAGCnUK7371G0uXbiN3WS6x02OjHZYQdSocsDJ3/IfU+H00Pbl3tMMR9UDQ52XDjwvYvOQHdv62kvKdeWjhEIYYMykZWbRr3oqpl0+hlyuWRE8Z5oDv9/6sniNf/CAObvLbb+Oy25l25ZW0HzECnct10G1tbdrw5IIFlC1eTKnbTVpKCl/dcw/ntG7NlrIyHrviCq6fNw/lAPe7hRBHT76t11OKojDhsst4+plnJHkXZVvKyogALRIS/nI7t9/PB+vW8dmECQBc2KEDZ7z4Io+ceSaxJunRBdDTW8qZwy7k1WtGM2XuZ1GJIRLR2LFyJ13GxB3xCgGLy8PUd25mZtcpJDdrjSHGRNHWDaz56iMunHUjpjhJvIqGLVAVg6I0zJ5VzrRMnGmjOPnsUX96zVNWzLblP7NjzQp+3LiOD7/+Am9lOZFIBFVVsTnjSUlJJyc9gw5NsuiRkUmmEibW68bqr6bh3A4UAgIWFfmPtuFxNXFxw4Ib+Odp/+SJM5/gmo+vwRxrPuC2qW1S0UIaNf4aSb4KAFSdQjgsFR5Ew3J6y5Y8+PVCZliGRzuUvxQGfvX4eePdFaxdmcfaxVvxlHhwNXGRkJ3A5a9cTtvT2kY7TCHqRETT8fkDBSx58x1Kt29h8gsfEJeaHu2wxHGkaRqFW35jw/cLyF2xiMLNvxHwelBUHa7kNJpn5zB64GkMaZZDk5APp6f89ypTkSoolftidc0bDPLuunW4/X6q/H50Oh1PvfceuvjDW9SiGAzE9+lDPBDRNB6+8EI++uUXbjj1VG748EO+fvRR+t96K4qUURGizsm39Xps24YNxMbERDuMRm/PHPJDfQS9uWoV2U4n7VNSAOiQmkq208nbCHg1awAAIABJREFUq1czvmvXYxpjQ6EAT7VvRYeFn7H84zfpfNb5xz2G06dN59MnZzD8kb/3BdnZ1MNV8x/kw/v+SyQSweJ00KrvKXS5OAGQ1XOiYdv0w3Zsrr+eaNIQ2VyJtBt0Du0GnfOn14I+L3mrlrF99TI2blzLz6ve4/9KCgnX1ABgstqIT0whIzWd1hmZdGmSRSdXHA6/h1ivG2Oo5nifjhB/yW9Vf794EQ2KM8PJ9V9ez2OnPcaTZz7JNR9fw+zzZtNtVDeyumRhjbdSsK6Ad6e/S8v+LQ+anBWNj6qqhOUPXzQw5550Evd8+SWfzvmVM67uGO1wDqhSiTDyytdY9/1Gsk7OIvWkVCa+NpEmnaVHnjjxRCIKv74ex7v3XkmvUZdz2dP/w+JwRjsscQx53RVs/HEBm5d8T/66X3EXFRCJaJhssWQ0aUr35q0ZfMZZdLGbcblLMdUEft+5bEf0Am8kIpEIueXlzPzqK/q2a0ebDh2IaBp3Xn75YSde/0hRVfpNmsQHkybxj/ffJxAOc91TT/Fpr16k9O9ftycghJDka31VumgRj7z2Gq9ddFG0Q2n0clwuFGBDSclfbjdv+XLWFRURP2PG3ue0SIS5y5dL8nUfNr+HJ6Zex6SHb+OkAWdhNFuO6/HT23SgqrSYQKX9b61UVRRoNURHqyGX/OEVSbyKhm/Td+tIbNYy2mEcV0azhZzufQ/Y51bTNEq3byF35WLy1/3KFyuX8/qnH+DzVEIkQozVzoizz6NHejodXU5cAS+xviqMNQFZeCiixqPTZNZyA+ZMd+5dAfv4GY/T+dzO/Dz3Z96b/h5BbxBHmoP2Z7Vn6J3S71X8TqfXSdlh0SDdf/rp3Dz7fc4Y1x5io199xacqPPPZaj556xfuvu9cbrnuf0QUlVk7Z6Gq0Y9PiGPJV5bIM2PP49w7/o8eIy+NdjiiDoWCQbb+8gMbf1pI/tqVlO7YRigYQNUbSEhJp0V2c4YNG8ngrCakeiuIrXaj7pnUFSyH0vLonkAjo2kazy9Zwse//UazhARGDR7M+ffdh2q1HvlY1dUEt2whHA5jbt4c1WbD3r49z/70ExG/nw9mzGDsY48xcvx4vlm0CH1y/WxBJURDJcnXekirrOSGadO4uV8/KVdbDzgtFgY1b86cxYuZ3KPHn/q+Vvh85LvdLN+5kw/Hj8e5Tw/YSr+fs156ibWFhbSVD7C9zq6ppGe/Icy74VIun/3GcT22LT4Jq8PJqve3022czOIUYl87Vm0mu+Op0Q6j3lBVlcTs5iRmNz9gn9nlH73Odx+/yfuffoDPXUGECAoKZrsDV3wiGanpZCcm0SMnh44uF3E1Puw+D+aAV5Kz4pjJdVditErPnoZi/Ivj//ScI9XBjNW/T+Y745YzjmNEokFSaldHCNHQDG3dmucWLWLk8Od464NJYItegtOrKvQ992k8ZV7aDmnLeT0fJC7NwT1rZkjiVTQKBnM1hhgT9vikaIci/qZQMEjuikVsWfYD+WtWULx9M4HqKlAUHPHJNMtuxjk9ejN4zKW00Gm43GUYw3sqOUWgODeq8Ytay3fuZMXOnXz84YeYW7dG+YvPIM3nQysoYNe6dVji43F264ai0xHRNDa8+SbT778ft88HioKqKNw7bRonT5hAXlERzz77LFlNm/Leffcx4KabeGjsWO748EPp/ypEHZLkaz0T0TSeu+YakiwW+jZtGu1wxG7/N3Qop7/wAoOef57bBgygXXIyIU1j4ebNvLh0KQNzcuiSnn7A/rzdMzOZu3w5D54hN872UIA5fXvSadYjrP9hAa36DDpux37tpsvQm0y0H5EBVB+34wpR30UiULw1lwETekc7lAaj89AL6Tz0wv2eC4VCFG1ax461KyjYsIaPfvia97/+HJ+7ksju2cMmqx1XQhJpSSk0S02nfUYG3VJTSQz5sXursEhyVhyFDSXF2OJt0Q5DCHEcqaoqK19Fg/XO2LEMefEFbrriTWb998JD73CMzPliDd5KHzPW1E5+GTp9KJY4iyReRaOhN1eT2qodpTu2RTsUcQhBn5ctS39gy7IfKPhtFSV5W6nx+1AUBbsrgcyMbPq2bk2/s4fRyWHD5S7d/zumuyCa4Yu/EAiFuO+rr/j3ww9jaXvgdmmhggK+f+01Pv3iC1bl5hLSNGxGI+5AgK5NmzLzlVfI+/FHBl9xBe+OG0fzhNrWUoVVVVw+axa37tiB1qsX//nPfzjnnHO4+403uKRTJ15YupS+jz1Gv1tuOZ6nLMQJTZKv9YxnxQrmf/cd74wdG+1QxD6ynU6+mTyZR7/9ljs/+4xCj4cEi4WOaWk8dMYZTHzrLa495ZQD7ntOmzY89v33zBg8GKNe/uT2iPe6uX/K9dx611Ru+2w1+uPwuwn6vOSuXMyV/70Pk10Sr0LsKxIy462sIK11h2iH0qDp9XrSWrcnrXX7A76uaRrFWzeQt3YFhRvW8NOmjXzy/UKqy0vRNA0UiDFbcCUmk5qUSpPkFFqnptM5LZUmBh12nwebz4MhLL1mxYHtKC3HniDJVyEaE1WnENYk+SoaJlVVeXfsONo//jgPF45ATTZEJY5li7bSrGfO3p9tLvksFY1LsCKTvNXLmfDMW9EORewW9PvZuuwHNi/5joJ1v1Kct5VQwIeq6nAkJJOVmcXpnbvQ/4KLOMmkJ66qHEvQt88A5VAsJYPrI03TyHe7SYuNRbd7kk91MMi9CxYwpEMHWowY8ed93G6+evppHnrxRTqkpXFO69Zc3707Mbvvp0YiEW799FN+fv11ug0fTo8mTVhdWLg3+ZpstzNv1CjGzZ/Pm2edxYIFC5gwYQL33HMPz82aRZrdzm2zZ/NO794k9/1zWyYhxJGTTFB9E4mgKgpVwSAOKTlcr6TY7cwaOpRZQ//cY2vLX8wKurp3b67uLSvJDmSM6mdel17Mv3Uil/zfy8f8eMs/fhOT1U7zfjogfMyPJ0RDEg7U3mCS2f3HlqqqJOe0Jjmn9QFf1zSN8vxctv+6lF2b1rEibwtfL12Ep7SYUCi4ewwdVoeT+IQk0pNSaJGWTvu0dDokJuCq8cnq2UausNyNLdEe7TCEEMeRXq8nHNGiHYYQf5stJoZUu51vP9xI/wkHXulzrO3YVkp6t+yoHFuIaIpEoHxrHM+OmkFsUgpGsyXaITU6nvJStiz9ju0rllCwcQ2lO3IJBfwoqoojIYnszGxOP7krgy8aQ2sDuKrKiakJ/D5AdZEUdmtASqqrufT118lJSKC0uppLOndmXXEx32zezBVnncUFN91E+dKlvPfyy5w7cSLOLl0IlZZyw8iR+Hw+5owcidPy579TRVHomJbGL4sW0bFTJ3ZVVTEgJ2e/bZwWCzNPO40Jkyfz7jff8OKLL3LFFVcwa/ZsZlxzDb7qam6//nqe/+Yb1AMcQwhxZCT5Ws/YOnTg4r59ufq993CYTDx+9tnodbpohyXEMaGLaLw6ZBBdH3qALUu/p1nXA68eritWZzwxViuokngV4o92/eaWL9r1gKqqxGc2JT7z4K0Hgn4/O39byc7fVlG0ZT2fr1zOG59/hNddQWT3zXej2UqcK4GUpBSyU9Jom55B57Q0mhhUWT17gisp9xDb2hXtMIQQx5GqqkjVYdHQRQBjTHRuUVXqVNb/vIUxr4yPyvGFOJ4iYR0RzUA4YGfDVwV8/vjb5K5YSqs+g5g054Noh3dCCvq8FG5eT8GG1ZRs30x5fi6leVtxlxRCJILOYMSVlEpWRhZnd+vJgIvH0sqg4PSUYw76fx+oalf0TkLUmRkLFnDfpEn0u/lmvnzwQX5YvJh+p5/OuJwcsvv14/Err+TDZcvo17QpE8aPZ/YDD/DAo4+SaDRyzYABfzn2he3acfX77/POZZcxqUePAy7s6pyejsts5qvZsxl85530798fj9+PISWFgSYT93z2GRc99BCDZ8xAUWRKtxBHQ5Kv9YxiMDDxpZeY4PXy2o03MuW995g9fLgkYMUJK8Vbyd1TbmDGbZO57bNVx3TVXeHm33BlpCHXDkL82YavfyM+IzvaYYjDYDSZyO7Ug+xOPQ74uqZpVO7KJ2/NMgo2rGXVto18+8tiPGXFhIJ7Vs+qWBxxuOJrV882T03jpPQMOiYlkhgOYvNVYfVXo8rd/AanrKKKjlktox2GEOI4iiCrXkXDtXLnTp75+WfyKiro2rNJVGKY/816YpPtWGJlIqI48X3/jJs377wbLRRC0enoMuxiLpk1F73RGO3QGhxN06gq3kXRto3sWr+G4tyNVBTswF1ciLeyDE0LQwRUnQ6z3YHTGU9SQiIdUlLp0K07/TIzSfJX4aiuRK/ts0hAkqwntCq/n+zWrVH0ek6bPp3TgIimUbFkCRPOOINki4W3L7kEVVWZu3w5l990Exd37Miwg/SA3Zdep+PfByhZ/EczTzuN8a++SosuXQiFQjz11FOsWL2a+YsXs27ECIbcey/Fp59OQp8+dXDGQjReknythxRFQbFaueSJJ6icMIEXli1jcvfu0Q5LiGPmMmMNLzVvzbv338B50x87ZsdZs+ADBk654JiNL0RDtm3pBlJbnRTtMEQdUFUVZ1omzrRMOpx27gG3Cfr97Fq/ivz1v1K46Te+WrOKdxZ+jreirLb3LGCIMRGXkERifCIZScm0SE2nT3YWzQ0qjupKLH4vKpKcrW/c5dUkNEuIdhhCCCHEIW0tLeWcV15hXL+ufHP91RhzYqISh9GkJ+iTiiDixFe6ycIbt9/AGf+YTo/zL0MLhSTpehg0TaOiII/cFYvZ8MOXFG7dgLuoAFAwmMxY7bEkJCSRmphMtw6daJWSSoekJBIJYfN5sPqrMYRDfxwVinOjcToiykq8XlLbtycSClG5bBnvz5vHwkWL2FZayo2nnsop2dl7tx3buTNjO3eu8xjizGYuaN+e7778knsefxyo/e9cVVXmfvwx1YMHk3P66ewsLMRqtdb58YVoLCT5Wo8pRiNjrrqK8RMnSvJVnND0Wph5F1xAn3vvoteoiaS2PDYJoLL87fQc3w4oOSbjC9GQ7Vq/lf6XH3qGpDgxGE0mmnTsRpOO3Q66TUVBPnmrl1G0dQNbczex/NuvePb1fEKB2tJX+pgY7A4X8QmJpCcm0TQ5lbapqbRPTCJeC2L1Vx/kRoM4ViJAtdtLUvOkaIcihDiOFFQiMhlGNEB3fP45Ewb14O7nzyGa5YmG98xhZk2Yt255i5EPj4xaHEIca363HqPZQq8LJwCgSuIVgMrCnRRsWEPB+lWU5W/HU1JIeUEe1RVlez9fjSYLzsRkOrZqy6gRozgtPYWU6gqs/mr+/O7lgxJJrIoDc5nNzLj6ajYXFlJUVcW5J53Edb17k+V0Htc4ajQNwz6fvXsqERrS03lzyRKscXGMGzeOt95667jGJcSJRJKv9ZyjTRsCoRDVwSBWuSgSJ7BmnlKmTbya5669hFs+Xn5MjhGbmMxXTyzh9NsP3ktRiMYoEtZTUbiLZl2lpIz4XVxqOnGp6Qd93V1SyK4NaynctI7i3I1sXPELb36xC6+7orbEFqCqOqwOJ674BFISkkl0umiWkEjHtDRa2K3EBmoTtOaA7wA3LcSRqolRCPqCODOP7xd3IUR0RdBQpa+GaIA8wSBGnQoacJSdlvyKQo0CZi1yxDe6XCGNr3++nV7t7ia7ezZdRnY5umCEqIe0GhPPjZlJj/MvjXYodaIsPxdFqa3481c0TaN46wY2L/6O/HUrKcvfRlVJEf7qqtqZiwoYjCZscS6SE5NJTUgkpVUr2g86jZ7JSTiDXmz+aswB7z7fV8JQmn+Mz1CcqF48/3wW5eUxoWNHEqK4qrRjSgrPLFzIhW43amzsfq/F2GzMnTuXyy+/nB9//JHevXtHKUohGjZJvtZzSmwsKArF1dWY9Hp0x7AfphDRdmOciTeTU/n4sbs467qZdT5+VUkR3UZ1AKrqfGwhGrJw0IYWCmGyxR56YyF2i01IJjYhmZa9Bxx0G7/Xw671q9m1aR1FWzawumAnP69awb9Liwj6qvduZzRbccS5iI+vXUWblZhI04REWiYkkB5jxBLw7n3oNOlteDABc+114rHsny6EqJ+kRbdoiJ4/7zy6/+tfzD3pF+ZMv4jeY468Z3mZAqefN5tdW4oBMBgNdBvSlklX9qNvhhPjYf5tZCkK/357CleO+BcZHTJIbpF8xLEIUZ9pNWZKtm2m98WToh3KYaks3Ene6mXs2riW4m0bKd+Zh7ukkFAgAApUl5eScVJnWvcdQuWuHQQ8VQSqPXjKS3AXFaBFtL3JVZPVRkpaE3IymjCwTz/apafR3uHA4fdgCvqxBLyof/og9UlZYHFM6HU6+uxTWjhaOqenYzUY+GX+fLpO+vP7wvDhw2nXrh0PPPAAH3zwAYpM9BPiiEnytZ6LBIOMGziQh77+mnKvlwiQ5XSSEx8P1M5S6dmkibwBihOCMVzDa2PHMXDGnfQ4/zLiM+t2hareGEN5fjWunDodVogGr7pEh6o7yuUGQhyAyWIju3NPsjv3POg2e3oo7Vy/msLNv7Ejbytrly3FU1GKr6py7w0WAFWnx2KPxeFw4XI6SXElkJmQQNOERNokJpJq1GMJ+DA30kRtwKIilUeFaHyk7LBoqJLtdlZdey0j5s5l46YienNkyddNvhpOO/VhVL2O+zfcj9FipHBjIV/+80smDP8Xql6l++kn8X/Th5KhP/Ttr2GtUnjv8lN4+5a3uOrtKX/3tISoV8JBCz+/uJVVn3xMhNpr7/ru6UsG4y7ahSs1jeSMFFq3SKfN8C6c3CmDZmkxmCMVNM+5Gi0UonzNLyS7XDiSErGbmpAZn8CpWU2w61QsAe/enqv73TUNVEBRRbROT4h6Y2K3bjzx7LO8OnYsitm832sWi4UzzzyTl19+mR9//JE+faRSmhBHSpKv9ZxqNjP6mWe4OBIh4vEQ2rmTTcuWsWnDBoJeL18uW8aj332HQaejV1YW3TMy6JCSgkVKFIsGqo2nlPFjJ/HytIu44d1FdTp2zwsv58N75/OPLy6s03GFaOg2frOJ2KSUaIchGilVVXGlZ+FKz6LdwKF/ua3f46Zo60ZKcjdRmreV3J3bWb1sKZ7yktpEbU0QZfetFUWnw2yLJdYRR7wznmRXPBnxCTRNTKR1QiIZ5pjaJK2/NlGr310quSELWlRCAemxK0SjI/OnRAMWazIRjmjE2kxHtF9JROPM0x6l+5gejLh/xN7nk1skM+aZMQDkr87n04c+pVeX+3nqjckMa5mCAn/Z6uD6aYMY1OGeIz8RIeqZYLWdzx9azDdz5mN1xtO8Rz+uf+sHbM74aIcGQCgYZPuqpeStWkbBhlWU5G7GXVyIFg5jtFj5cdEjZJqL/7BXGQCPPfUVifFW1l4+Erx/nHwUkRWrQhwms16P2+8nEgj8KfkKcNddd/HOO+9w5513snDhwihEKETDJsnXBkJRFBS7HWOrVrRt1Yq2u58fGYmglZTg3b6dbz78kB+WLOHhr7/mwo4duahDB1kRKxqke9JdvG8ys/CFxxgw4bo6G7c8PxeDKabOxhPiRLHpx99Izmkd7TCEOCSTLZYm7bvQpP2he7H5vR6Kt+xO1O7YSv7OPNb9ugJPWQledzmhYGDvtqqqw2yzY3c4cca5SHK6SI9PoEl8Ai0TE2hms2ENBTAHvJgDPmJqAvWyR21pJIDRKhPwhGiMpOywaMiuP6Uv97z0OSOuOhkshy6dHwFGX/1fMjpm7pd4/aP0dulMmDeBFe+tYOrIZ7g1wYbeoOe8iadw5cXdSQ5H/jR3Qa9EMJgMR3dCQkRRdWEs/532BmsWLCQhK4fLnv4fqS1Pikos3spyNi/+jrzVyyjc/Btl+bn4qiohAoqqYnfGk5yZRovW2Zw/oiu9e2SRHhfGoXdjUv6YeP3d/95exoQLeh4g8SqEOBKvLl/O9ePGocbFHfB1vV7P448/zuDBg9m6dStNm9ZthUIhTnSSfG3gFEVBl5iIPTGRs7t04WwgkJvLfVdeyQWvvYbVaOS8k05iWNu2kogVDUZMTYAXJ17J8HvvoMvw0cQm1E2/nbVff8K9a58FpLyMEPvKX72Ztv2HRTsMIeqUyWIjs11nMtt1PuS2fq+H0u1bKNm2kZK8bRTv2sGW39ZRVVaMz11B0Ofdr6Sn0WTGao/DEeckyRVPiiuBJvGxnNPKSDuzBfyR3x/BY3mW+9tcUYbZ/ucZy0KIE5taL6eDCHH4hrVtywMLF/K/xxcz6vaDtyrYo0qnsObbDTy8/eHDGr/T8E50OKcDm3/cTMAT4MP7P2LOzA9IbZHM3LkTaLvPqtu57ywntY1UhBENjxY088Z13/PTf+bTuu8Qbnx/CZbYAydU6pKnrJiNP39D3uplVBTkUbYjl+ryUiIRDZ3BiCslhcxmTejXvwM9eoyg00mJ2PX+2gSr+scL5V2HdcxWzZPZXloB0ppZiKPSNzubtz/9lL7TpqFaLAfcpn///litVubNm8f06dOPc4RCNGySfD0BxWRlMfOjj9CKiihbt45HH3qIRZ9/zv1DhkgCVjQY3b2lDD9vDC9Pu4hr/nv0pS1CwSCqwYAlwVsH0Qlx4ohEFEq255HT/dRohyJE1JgsNtJbdyC9dYdDbqtpGpW78inetomS3E2U79zO6sJ8Fix4i6fcHqyW/Veemk0GLBYjGUkO0uIdDDypOf2bNiNOMYFvd4LWF4E6aL+1vbwCq/PAX5qFEEKI+uzJc87hohf+y9Dz2mFrbTvodhpw/9yfiU20ozce/i0tVVVpcUoLANqd0Q6A9+9+nyG9H+SZd6bSr2UyXlXl0zeW0nH4oSduCRFtkbCekNeFogtRmR9hzrjH8ZSWMu2/C3GlZ9XpsbyV5eSuXMKONb+wa+MaSvO27U2w6o0xuFLTaNqyKc275tD1yiF075xKktmHQ+9Gr+zb2iMA7DjqeG67cQjnXvQcdARqjno4IRqt9ikpPP7990Q8HjhI8lWn09GjRw9WrFhxnKMTouGT5OsJSlFVdCkpJKak8ED37jwwejST33mHa/v0oW2yTA0T9Z8C/LN1Uzp+9SmL3nqFHiMvParxXr7mIpxpmShqw+/pJ0Rd0oJWgl4PiVk50Q5FiAZBVVWcaZk40zJp2XvA3ue/u/tsOrR0cOsNQ/Y+p2kaBYVu8vMrWLFqB5s2F/OvT3/k9oKPqan5/fNIp1OJizXhclhJdNpIc8aS7nLQNN5FToKLZgkujD7d74lafwQOUGVtR2kF1njrMT1/IUT9ox3oDUGIBqZ7kyZM6dWL9kMf5vNnr6LF4LQ/bRMB/u+rdbwy8wPuXnn3UR9z2IxhpLZNZdqo5wiHwkS0CEnNExlwzYBD7yxElEQi4M5NZNbgm/GUlaDT61FVHS17D+Ty2W+j1x/5rV5N0yjO3cT2lUso2LCa4i0bKC/Iw++pAkBnMOBISCQtO4POnZvSbdJgepycRpLZuzvBuu8swgiws25O9iCqvUHcVX6IVaG0DmYwCtEI1YTDXPHWWzx+++3okpL+cttevXrx8ssvH5/AhDiBSPK1EVCtVm5/9VXWvvMO/7jvPu4ZPJgOqanRDkuIQ7IGvPx76nVccv902p82/G+XzPGUl1K0eT0P5f4TRfXUcZRCNGw1PitIuUIhjlpZcTnZg/fvgaOqKumpcaSnxtG9a/ZB93W7/WzeWszGTcVs31FG/s4Kfti8jfcWr6G0vBqPJ0Bkn4aOMTF6nLEWEuKsJDltpLkcZLocrPt1I06XiTSPj7DRQFBRCKoKQUWhRgGkAooQQoh67MZTTyVGp+P6GW/zwcCp5H1WhDGs8n3eNkZe0ZUNoRCPTfkP135+Lc4MZ50cs9uobnQb1a1OxhLiWPNXxPLFrCUsmH0TfcZcyeDJNx/2vp7yUravXEz+upW1/Vd35OIpK0YLh0EBk9VGfEoKGdnpnD60O927XUT7lnE4jdXYdVV/SLDCsU6w/pWX5v7MeWd2lMSrEEfIEwjwxqpV9MnK4rMNG7DFxNBxxMF7p++haRo63R+7pAshDkWSr42E6nDQbvx4XsvO5pKJE7HHxGDU6+nbtCkXd+iAXt5ART01yF/G4LNG8so1F3PVy5/8rTFMVjuRSARFlXo0QvxR7uICLI66uXklRGNWUeYmp1ni39o3NtZE546ZdO6YeVjbFxa5Wb+hkE1bSsjLL6egoJKVK3eSv70M77ogY7Nvw2jY/zLfbDZgs5mwO8w4XFbiEmzEJdlxJjuIz4zDmekiPjseg8OyO2lLbdJWVQiBJG6FqMek56s4kXiCQeJsFqiM0HXSP3GYzRR5PGTHu3ixaButBrQiu0t2tMMU4riKRBS+f6aId2fcSWJWDpNe/JDU5m33vu51V5C3ahk71q6gaPM6SvO24i4uRAuH2DPRVm801q5ezcqgU4dMOo7rS/fOmSQ7QsTqPFhU3x8u97y7H/VP7vZSerfMjnYYQjQowVCI0fPnM7hlS55dsoTBp5zCjf/6F7qEhEPum56eTkFBAYFAgJiYmOMQrRAnBkm+NjIp/fvzycKFVGzaRMDv553//IfR8+fz5LBhOM1mtpSV0dTpxGQwRDtUIYDarwnPnNyWjt99ycpP36LjGSOPeAy90bjfiiEhxO82fLuWhKxm0Q5DiAZNRcNd5fvbydcjlZwUS3JSLKfu7l13KJqmkV9Qyfa8MvLzKynYVUFhsYeizcVsWppLZaUXd5Wf6urgfuWQAVRVwWQyYLXFYI81E+uwYHdZcOxO3jqSY4lLicWZ4SQu04lijqFmd/K2ZvfKW0neCnFsSdlhcSJxmEws35bPt2/9xthuJ/PGilWc3bo1F9z2Mq3aZmDrJG2UROOz6J95vHbrfeR064stPoH37ruRyuJd1Ph9AKh6PY6ERJIz0mjdMpOOF3TKJuW5AAAgAElEQVSnd/dsEmIhgoJd5yFW50H3p9WrBcf/ZOrA4mW5zJ14EWyPdiRCNBzLd+6kd4sW3PlJ7cIW5Qi+n/Xq1Yuamhp27txJ06ZND72DEAKQ5GujZMjMJDGzdmXF1UOGcMoLL3Dlww9T4fORGhuLpmnUaBp9srOZ0LUrcWZzlCMWjZ3d5+Hxqdcz+eHbaNPvTIzmAzeB/ysRTaNsi56EVoFjEKEQDdf2FZtIb9Mp2mEI0aCZVR81NWFcziP/fDoeVFUlM91JZvqRr3IPhULk51eSl1/OzgI3RSVVFBZVUVro5rcNhVRU+Kjy+PF4/Ph8NWja/kkgRVEwmw2YzUYsthgccWYsdhOxLiux8TbikmJxpNiJTYrFkRqLI9WBYo4hpNQmb2t2l0yuURXCtQPWzS9FiBOIqqpoMtFQnCCm9OqFxWDg+ifeI6RpfH79FZz1+AvMu+giLpg3j8jGHZwyqgetuzXDb5MKXuLEoUQimLTfH76CSnas2M7OtQXMf/gLMk7qRGqqk5R0Fy3P7EDnTpm0bGIlVufBpvNgUMJ/GLFhJlYPR4eT0pjz8xJuTOsd7VCEaBC+3LSJp374gfunTTuipOseVqsVgNLSUkm+CnEEJPnayCk6HZ0nTeKLoUPRqqowNGtGxOejpqiID59/nov/+1/mjx6Nw2SKdqiikTunpoKX+53OvOvHcfkzbx7x/qeMmcycsU9y6+IJxyA6IRqmSASKNm2l5/lXRTsUIRo0s+qPdgjHjF6vJysrnqys+L+1fygUIr/ATWGhm8LiKgp2VVJW5qWsvJqSjYVsXLINt9uP1xvA6wseMIEL+yRxLUYs1histhhssSZscRZscRbsLiuxiTYcSXZikx3EZcRhSbQT0qm/J3F3r8aVJK440Rj0OsKa9L0TJ47xXbsyvmtXnvrhBwbM+jdnt2lN76wsXBYLnZqm89CQR0mPjeX+d2/A31dWwor6TReJYAlHMGsauH3sWp1P3qqd5G8qpGh7OeUlHirLvbjdvv0qkBiNehISrKSmOLj3jjO44rI+fxi5YvejcXC7/Vw2eS6jzu/CrTeczgVj5zDo/hw6B+Q9QIhDeXHJEt6ZMwfnwIF/a3+HwwHUJl+FEIdPkq8CAH16+t5/K0YjMQ4HIx95BEdsLJNefZUnhg0jxW6PYoSisVOA5/t0p/P/PcL6HxbQqs+gI9q/z5gr+en1F4loOhT1jzNChWicIqEYPOWlNOnYPdqhCNGgncjJ16Ol1+vJynSRlek6qnGCwRAFhbVJ3OISDyWl1ZSWeigrr6a8uIrNm4qorPRRXR2g2hvEWx0kEAz9aZx9k7j2WBN2h4VYZ23y1pFgIy4llrjkWBKaJRCbFofRbqZGgZCi7LcaN6yAVjvgUZ2XEHVCRQoPixPStD59mNbn94TTv0eMYNa33/LxZZfxv5Ur+fCeDxi8YGIUIxSNViSCIcLeVarGcJjyLcUUbiikcEsJu7YUs2NTMbt2VlBeVr13YplOp+KMs5CUZCcr00nXk9JokuEiO8tF85ykeltFJdreeX8l/7jpDU47tRWPPPYFlW4fGWlxFNdURzs0Ieq9Mq+X7RUVhI6iSorLVftdTpKvQhwZSb6KvzTotttwJSVx1cMPc3HnzlzYvn20QxKNWLzPzX1True2u6Zy62er0esP/y3MaLaghcNoNSZ0MXKBLgRAOGCHCEf0tySEOABvMXq9Gu0oTmhGY90kcf3+IIWFVRQUuSkocFNU7GZXURVlZdXk5pXxa6Uft9tHpduH319DKPT7asKamjAGQ22JS51OxWDQYTIZalfi2mOw2k1YY01YHWZsDgu23UldW6Ide4INk8OEPTkWo91MSIEwtSWVw7sTuyFJ6oq/SdWpRKTssGgE+mRn0yc7G4AXly4lzvX3qjIIcSC6SASjFiFmd/lfxRugeFMxRRuKKN5eSkVRFRXFVZQUVFKQX06V279ftQ6r1YgzzkJiop20FAdnDWpNh3bptGuTis0m1eT+rpJSD9fe8gYLZkymhdsJpwA6BQIRkHn1QhzS3OXLufW880jo3/9vj2E0GtHr9VRUNJ7V9kLUBbnbKv6SotNx8qRJfDxwIJdecAFpdjun7P6yI0Q0jFH9vNyxG29On8JFDz53ZDsrEAmZQJKvQgBQttWPPkZuBAhxtIq3bcARa452GOIwmEzGoyqjvIfXG6TS7aO4xMOuXW4Ki92UlVVTXuGjsspHSVEhW6r8VFcH8XprH8GaEH5/iHD44OVhdToVk0mPyWzEZDJgMhswW2MwW4yYrDFYYk1YY81Y4sxYHObaBG+CHXuyHVu8jZhYExGdrja5u7vEsrbPv8P7JHgjkuA9Yag66fkqGp9fCwq4dkr/aIch6gmDFsER1jCGwlRuK2HXb7soyS2nbFcF5YVuPBU+qip9eD0Bamp+r4wRDml4vUFCIY1QKLxfMlVVFew2E3FxFuLjLSTE28hwWunbqQldOmfSplUKRqPcVj2WcnNL6TvkMe6YcFpt4hUgAFLvQYjDV+n3k9a0KYru6Pqk22w2qqvlfqoQR0KuEsRhMTVvzr+eeorzxo6l59ix6I/yDVuIv0sX0Xj17LPoft895K1eTma7zoe9b+2KALlIF2KPdQvX4UrLjHYYQjR4xdu34nJZox2GOI4sFiMWi5HUFAcd2qUfeofD5PUGKS71UFjopqLCR3mll4oKL+4qP+6qAFVVfkqLqtjmqU3s+nxBvN4afP4gwWB4v15xB6MoCnp97cpdg1GH0ajHYNATY9JjjNFjMuoxmAwYTAZizAaMZgPGGANGixGbw4zRGoPJYsRki8FkNxFji8Fki8FojSHGFoPRZkQ1GNBgb6JXU5Ta/93z773Pg4ayOxm8OylcG2Sd/U4bA1WV35dofEq9XlJ7ZlEY7UDEcaVGIjhCGmpxFeu+XMu6H7ewadUOcreWomkaiqJgsRhxOS04nVYSE6ykxNuIz4wnKdFGfLwNk8lQO5ZC7UQnk4GYGD1ZmU5MJmOUz1Dsa+aDn3DJOV2ZHNcl2qEI0WD9VlTE3aecctTjmM1mvF5vHUQkROMhyVdx2OL79OG83r2Z/sUX3DFgALaYmGiHJBqpDE8ZN02+ln/eMI5bP1mJqh661GNZfi5GkxmdWUpkCLFH7rKNJDdvHe0whGjwirfnkZIUG+0wxAnAYjGSZTn68sp/JRQK4a4KUuXxU1Xlx1MdwF3pr+2V6w3gqQ7Urtj1BfH7a6j2BQlU+Kjw17DVGyQQCBEIhqgJhgjsTviGasLUhMK7Vw5pR1QCV1EUIpEIqqqg06moam1yWK/X7f1fRVUwGHTodz9qE8f6vT/rjTp0eh2qqqCqKqpe3fuaTl/7uiGmdntVp6I36NHH1I6hGHb/bKzdX1EUUFV0OhXdnn30tT8r+tr4VL2KolPR6WpfU1QFRVXRGXSoOgVFVWD3eUR2X6f+8XJVVVWUv7iG3fMb/KsVynte8VlUIobD/pUL0eBtLS3FpNdT1lz6YzZou/ummjUNYwRitAjh6gCVBRWUby+jcGsppXlllORXUF7kprTYQ1mpB7+/BoNBR2aGi5PapjBxbC+Gnn6SlPY9AX39/UaW3X8tMstCiCNXWFXFpa+/jsVoxJSSctTjmc1mfD5fHUQmROMhydd6pqysjPLycoqKikhLS2PKlCk8//zzpKWlRTs0FEVh0syZPH/HHdz1xRf88+yzox2SaMSutqm83rQF7z94M+fe8X+H3L7G70NvjEFRD17qT4jGpuC3bXQfMT7aYQjR4JUUFJCRHhftMIQ4LHq9HpdTj8tZv5IWwWAIr682uev31VBVHcDnqyEQqKGmJow/UIPfH8bnD+59PhCofT4QCBHWIkQ0bW8COBQIEQyFCYc0gruTwzU1YSKRCDU12n4lJsNhjXD496SxFomgabsf4Qhhrfa1iFZbSSUSiaBFIkQie37+/fl9n9vjQMnoPdsdzJ6k9F9RdidmPdUB0lMcf+O3LkTDM/2Lz3lh8RImDx9AjUn6rR9zkQgWLUKMFsEYiaAPa1TlV1CypQRflQ+dQU84GCLoqyEcDOGrCuCt8uF1+/FW+Qn6a9DCGtVuP55KL9WeAIFAiJpAaO9knn3tKb9vs5mId1lJSrSTlmSnR9tUmjVNoF3bNFLl/a5ReP2tX0hLdhBXIrOLhPg7IkC6w8H8999H37TpUY+3p7qAEOLwSfK1nlm0aBFnnXUWNpuNAQMG8OuvvzJ79mxmzpx5WKv7jjVLTg7T5szh/J492VxaSk780fXLEuLvMoRDzL3wQvrOnE6viyaSnPPXq/fCNTVykSDEPiKaSnn+DnJ6nBrtUIRo8EoKS+jXrU20wxCiQTMa9dI772/66NPVPPbEgmiHIcRx8eavq3hn7h1sH5bMoQuti7+iRiJYwxHMmkbE7SNvyTa2rshj+9oCdIpC//M68/rjC1i3ftd++5lMBmJjTcQY9WhaBJ1OQa/XodOpmM0GzGYDVosRmzWGeLsJvU7FmZNIYqKdxAQbjlgzDocZl9NCvMtaL+51ifrn0Se/5L5LzkT+0IU4cpFIhLdWr6ZZUhK6Jk2OaqzKykrWrl1LdXW13FcV4gjJt9t65swzz2Tp0qUsXryYt99+m5kzZ/LDDz8wZ84cJk2aFO3wAFBtNmbdey+X/OMfjO/WjYs6dIh2SKKRau4pZcrlU3nxH6O5+cNf/nLbvDXLcaQkHafIhKj/tKCNUDBIbEJytEMRosErK6mkWXZCtMMQQjRSqvp7mWIhTnRdMtK57rpnaPdME4a9NBpPpjnaIdVLSiSCWatdtaqv9pO/Io/cFTvI31hIUW45BflllJZ4CIVqK0OpqkJCgo3MDCctcpLI3V7KtAuf5ewz27Fm6Z0yOUYcV2XlXkrKqjktthlUyiecEEeiwudj8jvvMLB9ex6YPRtFp/vbY1VXV5OcnMy0adOYN28e3377bR1GKsSJT66e6qEuXbrQpUsXzjrrLObPn09JSQlbtmyJdlj7aXbuuSxMT2fo6NGSfBVRdUuChbdciXz21H2cPu3Og24XDgbQwnLRLsQegaoYmbUoRB1Q0HC7vbRqKRMZhBDRI5/oorF4+fwLeOz773l7zRqS7viUdq+OiHZIx08kgjECJi2CSdPQBWso3VjMrvW7KNxSQuG2Uop2lFNUUEFZaTU1NbVLBlVVwem0kJriICvTRd9uWbQf34vOnTKJc9SvEvRCADz06GcM7N5CEq+i0QqFw/y0fTu/7NzJoJwcvtu2jeLqau4aNIhAKIQCvLBsGd5gkESLhbfXrKGZy4WiKORXVnLOySczZe5cFP3fT/14vV4uueQSJkyYQF5eHnfffTdTp06tu5MUohGQ5Gs9lpWVxS233LL353Xr1nHdddcxfvx4zjzzTD766CPS09Pp168fXq8XRVEwm3+f9VlWVsbChQsZPnw4+qN4sz0QRVEwNG2K4ShmzwhRF4yhGuaOn8CQGbfTfeSlONMyD7id1ZVAOBg8ztEJUX9t+i4XW3xitMMQosGLUYL4/TUkJtiiHYoQopFSFFVWvopGQdM0OjzxBJqmUR0M0qZvi2iHtJcSDrPy3o8oK6ikJhDCEKPHZDESYzYSYzFiiNHTbEwPdGl/7hGvRGp7qpp3P7wFleSvzqdg/S4KNhVRmFdOSaGbivJqqqv3/05rt8XgdFlJTrKTkRZHhz45tGmVQvt26STEy7WJqL+CwdBBV1S/9+GvfD59EpQe56CEiLJAKMS1H3xAqddLj5Yt6d6nDy998gmJVitOq5UzX3wRX00NJr2eszt0oM/AgWzZsoX5kyZRUlGBXq9n66ZN9B427G8nXjVNY+TIkSxatIiioiJmzZrFvffei8vlquOzFeLEJ8nXBsThcFBSUsLGjRt5//336dq1K4sWLeKhhx6ioKCA1NRUPvnkk73bf//999x55538+9//ZuDAgdxyyy112ktDiYmps7GEOBrtPcWMGXMFL119Ide//dMBt1mz8COa9ZRV2kLssfGHdSQ2rT83rIRoqCw6H4D0KxNCRE04rKFKNQvRCHy7dSuxJhM3bb4Hc1WYqnh9vZl4kOgJ8MKszxg3piemWDOBQA3e0mo8/gr8gRqWLtvOyFIP7Ya2Z/uKHeSt30VRbhmFBZWUlXrw+2v2jmU06omP351QTY+jX4+mNG+WQOsWKWRlueSaQzR4GzcV0WfQo9hsMfgDIc45ox3PPj0avz/IhCmvoderZLnt0Q5TiOPuu61byXA6mfvVVygmE4pOx1n/+AeKzUakpoYpixZhSkrCaLejS0xEMZn27runDlOrozh+SUkJt9xyC8uWLaNPnz48+eSTpKamHtU5CdGYSfK1AUlLS2PChAmkpKQwffr0/V57/vnnMe3zhgswdOhQXn75ZWbOnMlPP/3E2LFjOf/88xkwYABxcX+ebXmkFJsNp8VCaXU18VbrUY8nxNG4t0kCH+kNfPvKU5x66TQA/B4379x/A0aTlY0/fsVFTzwLuKMbqBD1xI5fN9G0U/9ohyFEg2dW/dEOQQjRyOl0KmFNi3YYQhxz7VJSKHC7KZu1GPudPaAeTTqotJtITYtjUP9WnHFa2z+9/vBjnzPnpR/58oNfd5f/ddK3ezYtcpJo3y6N9NSjv0cjRH13z/0f8fmCdWzYWMTTt42kW1IGzqY2Ol78CPfP+pQPP15FlSfA41eeCzWHHk+IE80p2dn866efGDd4MKUeD4qiEAG6NW3K3fPm4erf/5gd+8EHH+Tee+8lFArx0ksvMXr0aGlVJcRRkuRrAzNw4EAefPBBRozYv69Jnz59uPHGG2nRogWdO3cmJiYGnU5Hnz59+OWXX7jiiito3rw5a9eu5dxzz2XUqFFMnjz5qGZMKqpKm6ws1hQVcWrTpkd7akIcFXPQz0uTp3LuzDs4+ZyLsLkSeeXaMfjclTTvfTLjZt+FK0cSr0IARCJQvHU7gyf1jXYoQjR4+mA5qipfSoUQ0aPTKUjuVTQGCVYrn1x2Gf3vf45XLu9MZXr9qcYVUFXOm3AK/3ru2wMmX2+5bgi3XDckCpEJEX3vvLeS+x6prdQ3cXhPzrq9NVm5NigDymHq6L4sW5bHZWd0Z1LzblAqH2qicTIZDLw9diwl1dW4LLU9uVVF4ZFvv+U/d9/NuH/9q86PWVpayu23385zzz3H1VdfzYwZM6TEsBB1RGqVNDCtWrUiPz+fUCi03/Nt27bl/vvvZ9q0aXz77bd7n//iiy+45JJLABgwYABTp07liy++oLy8nCeeeGLvdsFgkMLCQsLh8BHFM3DAAJ5fvBhfjUxJE9HXo7qE4eeN5sWpFwJw4czZVBUXcvK5PTj5Ynt9mhgtRFRpNVZ87kpSWp4U7VCEaNB04RAV61djt5sOvbEQQhwjqqISqTfFV4U4tpJsNmrCYYLbKqMdyp/0vGYAa9bujHYYQtQrsx77gn/c8gbTxw9h2bRpXBXXlawtNthz+zECt6adwhsDL2aSs4skXkWjpygKiTYbOlVFp6ooisLVvXrxxldfofl8dXqsRYsWMWDAAF5//XX+97//8dRTT0niVYg6JCtfG6ApU6YwceJEnnzySUKhECaTibfffpuff/6ZmpoaHA7H3m1btmzJ008/zdSpU9HpdAAYDAZuvfVWzjzzTIxGI+effz6DBw+mQ4cO7Nq1i+eee46cnJzDiqX3pZcyessWrn7vPeaMHCnlCERUKcA/Wzel41efsuitV0jMbkEkolFV4gHk4kGIPbSAFYhIvyghjtLHl57G4o3rCWkavTs/QmKslWSnnfSkOLLSnDTLSqBF8ySS0+2oFh2YldqHgXpVKlEI0bCpKkjuVZxoNE3jjVWraB4fT5eMjL3PD335Za676HT8vRKjGN2BVZpjsNliWL+xkFYtkg+9gxAnuN/W7+KZOd+x4sHrcBXHgFs+rIT4Oyr9fvQ6HUod3sN58803ueuuuzCZTHz99dd07NixzsYWQtSS5GsDNGLECKqqqhgxYgQpKSmUl5czYsQIbrjhBs4//3w6deq0d9snnniCZ599liFDhjBmzBiGDRtGfHw8qqry6quv8sorr3DjjTfy4IMPMnToUK677jquv/563nvvvcOKRY2LY9SsWWy64AJeXraMy7p2PVanLcRhsQa8/HvqdYy9fzqqTs+42TPpdIGZ36dVCiF2rXNjtNiiHYYQDVskwpb8PBZNnUqMTsfG0lK2lJWxrbycnXmVrFi3g5JqL+U+H4E/VCyxGo04rWYS7FaSnDbSkhxkpznJbhJP85xEElN3J2tNu5O1RiRZK4Q4KJ1OJRKRG9rixNL5ySeJt1nZVFzCgokTaZFYm2wt83rpPutsKuphyf+wotDtlBa88toiHrhnWLTDEeK4CIVC6PUHvr0844GPufycHrWJVyHE3/blxo2M6NcPJebo/5ZCoRDz58/n5ptvpm3btsybN4+UlJQ6iFII8UeSfG2gxo0bx7hx4/70fNM/9F5VFIUrr7yS8ePHM3/+fKZMmcKOHTuwWq0kJCTgcDjIy8tjzpw5PPHEE3Tu3Jk33ngDgKqqKgoKCmjZsuVfxqIYjdwyezajzjiDjaWlXNi+PZ3S0uruZIU4QoP8ZXQ9exTfz59Dp5FmFFUSr0Ls67eFa0jIlF7dQhyN/2fvvuObLNc/jn+erCZpujctbdkbZC8BBQRxgKDsIeoPFUVUwIVH5KiICwT3ABEVnIiDoZ7jcaIIsvemLS1076wmeX5/lIPgOIC0fZL2er9eebXNePKNluTpfd33dZvdThweD4mhoeh0OmJDQuiZmnrWx3m8XtKKijiUn8+RggIySko4ciiPX7alkW+3U+x0/qFYazUaCbOYibBZiA23US8mjKSEcJLiwqmfFEHDhtFYw4N+K9aalcqzfCnYClEn6HQKUnsVtYnP58NeUcHsnQ+S/vC3XPPm22ybeieZJSUYdTrsoXqtI/4lnUGH1yttU0Xd8I9/fs5rS36kRfN4vllz5xmdlXw+H+s3HmXJ3GshW8OQQgQ4n8/H6r17mT9y5AUfy26306VLFzweD7169eLNN9/EYrFUQUohxJ+R4msdYTabmThxIhMnTvzTWWlut5uKigqsVuup1sG7du2ie/fuhIWF4XQ6yc7OPqOl8emMiYm8v3Ytv7z/Pk8uXkynxESm9ughLS2FJhRgmtlLZmQ4Op0HFRl8FuJ0ab8ekP1ehbhAFpcd4LzPdQx6PY2iomgUFXVO9/f5fGQUF1cWaouLOVZczLGsYnbtP0Ghw0Gx00mZy4X3tMqLoijYTq6ujQ2zER8VSr2IUOrVC6V+YiQpKVHUTw5HZ9FVFmqD/luwlc9LIQKRTq/D65Pqqwg8bo+H65Yt41hxMU2io3lq0CBSIiJYu38/saE2XFaFxDmX0P2XAzSfNw+318vtYwfitlb/OINOVTGqKiYfmFQVk08FVwVFGQUUHSuiMKuIwhPFFOeUUpxXRlmhg/IyB9u3HmP5konVnk8ILfl8PoaPW0xWVhG73rmfEY8tZewNb/Lu0htP3Wfx0p9JrR+JOcd/J0sIEQi+OnCA7s2a0WLUqAs+VkVFBdnZ2fTq1Yvly5ef2qJQCFE9pPhaB/1ZOxCTyYTJZDrjum7dupGfn8+cOXPo06cPoaGh//O4xqQkLp4+nW7jxvH8XXcxfc0a5g4ciNlorNL8QpyLBd99w9DB3VH9sB2VEFo7ceAwl/7ftVrHECKgWV2OGnkenU5HSkQEKRER5/wYt8fDkcJCDufnc6SwkPSiInbtP84P2w5T6HBQ4nRir6g483kUhWCTiTCrmUiblahQK7GRIcTHhJIUH079xHBSkiOJjAmuLNoGKb9dZJWtEJoy6GXTVxGY7vviC6zBwbw3ezbL3nuP4cuWsWHKFN7espl+fduDouAJUhj0r0lc8clhQhpGUdgxnHNdV6qoKhZfZeHUpKoYvD7s2aUUZuRTdLyYoqwSCrOLKcoppTi/jNIiO2WlLuzlLsrLXXg8Zz6TTqdgtZoItpoIDbUQHm4hItxKclQwMc3iiY4Mps0jQ2jVQjqBidrL5/PR94rncLs9fDf5Fky7dZhNBrp1Tj11n2++28c/H1/Dv2ffDOXaZRWiNthy/DiXXX45ygUUSr+ZO5f1mzbhTEggLy+Pt956SwqvQtQAKb6K/ykyMpJ58+ad12MMcXHcuXgxy2fMYPS777L4uuuItFqrKaEQf+54aQmJzRK0jiGE31G9Boqzs2nY+WKtowgR0Iz20lPdQvyNyWCgWUwMzU7uj3cu7G436YWFpJ9cXZtVWsqJ7FIOHcml0O6g6OQKW5f3zFb+OkXBajQSajETZjUTajUTGWolJtJGXHQICTFh1EsIJSkxnJi4EHRmXWWNKEwHppP72cpEKSEuiKIo+KTvsAhQYVYrncaPp8OAAbzTqBEAe7JzuG7AYHyqSqjXh01R8V6RSHlOKeovh3EU2nEUOygvtlOSV0ZJfhmlBXbKih2UlTgoL3VSVuLE7nD/oYAaFGQgODiIEJuZ0FAzEeEWYqJsNG+TRHx8KDHRNhLiw0hOiiQ01KzFfxIh/NaWbRlcN24RvTo34o0BQ9EVV57Dma1Gdu09gc/nY/LU91jz1S4+fvgGmpefW6cXIcRf61CvHpu3bKHf33y8JyuLRxctItZmo7nXy9GjR7HZbFWaUQjx56T4KqqFzmpl7Isv0viFFxg3bx7dU1KY2qMHYWb540VUP5/PR25ZOSnD25KrdRgh/IzXFYLP68FslZNtIS5EUdoBbL/rGhLIrCYTzePiaB4Xd16Pc3s8ZBYXk1ZURFZpKbllZeSWl3PsaCHb92RS5HBS6nJR5nafsZety+NBf7Jlc5TVisGgIykijPAgC7bQIGKibCQnRBAXE0JMhI2keuFExQWj42Sr5BBdZeHWJCtvhTAYdKjSdlgEoEcvu3mbG0gAACAASURBVIxWzz7L0memUVRagkGvwxupklFczBuvriR9Zj5OZwWKoqDTKQQFGTAHGQkyV361Wk2EhAQRHmYlMdxKdMNooqNsxMaGUD8xgvj4UMLDZCK4EFXlxVe/o22rRN7sMwxKfrt+WLc23P/CKmJS7ueiVonse+ZerCdkVZ0QVeGL/fu5ady4Uz+rqnrOk4BVVeXNWbNIiYjgWHEx98+fjzklpbqiCiF+R4qvotooikLXKVP47sorWbN4MTd/+CHNY2N5qG9fDNLaQFSj97ZvJyUqkvx60vJaiN8rzVbQ6eXjX4gLlXP0kHT2oHKVbYOoKBqc4x62p/P5fOTb7RwrLmZ/Xh5lbjdHCwsps7vYm3uCjdvTKXE5ySsrx6eqf1h1C5Xnm2aDgWCTiRBzECHWIMKDzYSHWokIsRIVYWX8Xd2wxcn/K1F76fU6WfkqApItKIi54wZxw70L0OkU7h/Tj9kbvyU1NYqRQzvQv28zEhPCtY4pRJ3m8XjweHyYzSZCQs0cTSsA15n3GW9ry/gnL6IgyEl4hQndCW2yClHbbMnM5FhREd3GjgVg8+LFrFyxgjseeIDYXr3O+vic77/ntS+/xKTXs/jJJzE3aFDdkYUQp5HRV1GtFEXB0LAhg+fM4crp03n17ruZ98MP9ExNZW9uLia9nquaNyfMbEanKH7bvk8EFrfHg4qK0eXDZZBCvxCn2//tAcLiZB8qIS5UblYG0cHBWscIaDqdjhibjRibjfaJiX/rGB6vl+OlpRwvKSH75KrbvPJyCuwOMvILePmLnwi1BTH2wZ5VnF4I/6HTKUjtVZyNx+slu6yMvJPvk3l2OwUOB0UOR+V+4C4nxS4XZS435W4XdncFjooKXB4P3pO/YLnl5bw7ahSDmjevslxjUtqxqO1Gjh0v5tNNuziRXcKWnx6Qlr9C+IG0tHx69p+PTq8QHRlMRmYhPy2cCjm/u6MPyPcRSe3pCiOEP5j3ww8suOsu9NHRAKz8+GNUp5OxN97IFz/+yK5ffuGJWbO4tEsXBlx9NfX79UN3coKw6nQy6957ySwuZvG0aTQdMULLlyJEnSTFV1Fj9JGR3Dx/Pld2706B08nA/v0pKylh+urVlDideFWVlnFxNI+JoV1CAm3j46UYK/6WCR068NqGDfxn6Nv0/PJ6aUUoxGkOrd9LXKOqGzAToq7Kzz1BguyVozmDXk/98HDqh//5yqi+r79GTFRIDacSombpZN/kWsXn81HicpF/sjiaX15OkcNBwclLidNJict5ci9uN/YKN3Z3BU6PB6fHg9fn+9Pj6hQFk16P2WTEajJhMZuwWoKwWoMItpmx1YskIcKGLcKKLSKYkGgbofFh2GJC0IcF4QlSmNj2PiZ++CHZDz1UZa93izGbw2n5bP7pAb741y6uGNhKCq9C+Il5z31N544prBw2ln/u/IZ9R3Jo4ogAZMZPdZi8ciXvbtvGw/36cfdpqxpX7dnDuPffp2j2bKCylezSTZt4e8sW9ubkoNfpaBgZyYi2bZnYsSPWWrQ1Sl2lqir3rFlD47g4mp9c9ar6fOzPzOSJgQM5WlTEwW++ITYpiZ/S0rAFBfHGF1/w9J13cvH06QD8+PzzvL5hA7Mvv5yBM2fKGLsQGpDiq6hRhqgovtixA1QV5eT+r+NcLlSHA29JCVvWrOHA/v18uGkTT3/3Ha8MHYotKEjj1CLQ6HQ6/jNpEq2ffZaBRV7KIuStToj/ytp9iDb9r9M6hhABr6Agl27R599qV9SscrebuFgpvoraTacoqLL0tVr4fD7K3O5Te1eXuFyUuVwUOyv3sy51uShxOk/dp9RdWQwtP7lq1OmpwO3x4vJ4qPB6qfiLwujvGXU6ggwGgozGymKp2YTFYsJqNRMcaibYVlkoDYm0EhJpIzgyGFu0jZC4EIwRVjwmBY9ROfW1Iqjyq9eonNfE1LKTl/96+c7x3DhvCT6fD93Jfbsv1IHCfOLjQoiMsDJmROcqOaYQomp07pTC5m0ZUKrycOolkAyUyudNdTIbDCxYt44bOnUi3GL50/vc8vHHfL5nDzN69+bpK64gymplZ3Y2L69fT3J4OFe1aFHDqUVVyywpobyigldXrUJns6G63eSsW8fx4mL0Oh3j27dnxqOP8vrChfy8cCFXPfAAXZOTOXLgAD1KSnDn5jJl/nzaxMdz7wsvoEhBXghNSEVC1Djld8VUJSgIJSgIXXg4XW69lS7AGI+Htf/8JzPXrOG5wYO1CSoCmtloRFEUTA4VIrROI4R/UFWF/PRjNO7aW+soQgS8wuJiUps01jqGOItydwWxMaFaxxCiWim1ZOWr++TKTZfHQ9mpQmYFzorKVZ1ur/fU7fb/3nbyZ7fXe/LnCpwVHpxeD66TRU+Xx4PjZBHU4/Ph8flAVfGoKj5VPWvh2qDTYdDpMBn0GPV6jAYDQSYDQSYjliATZosJiyUIS6SVGGsEVpuF4DALweFWrGEWrKFWzGEWrJEWgsItqCY9Pr2CqoCqA6/ht8LoqYKpSUE9z/+v9pOX6hR9bQucT3rYdvz4324X/3sjIlvxvP5HHntyLf+4b1CVHFMIUTWuvqINM2auhDg9ZHm1jlMn9GnYkCMFBcz/4QceGTDgD7ev3LmTD3bsYNmoUVx5Wgv4lIgIrmjWjBKX6w+PEYEn3mYjo6iItDVrOJ6dzXOLF1PidHL3xRcTZjbTLTkZVVUZMWkSwSYTbeLjmdK9O7euXEnnSy7hq5Ur2X7iBN/MnYu5USOtX44QdZYUX4VfUgwGLn/gAZatXs2h/HwaRcnKEnH+dIqCcqQE6snvjxAAPncwbkc5kYkpWkcRIuAVlpXSMDJS6xjiLFweD3Hx0h5a1G6qTyXrRDGDly5FBRQqG0J6fT58JwuM/y0yqidbRaoqqKi/fT15nU/14fOpZzzu1MXnw3vaz2ej/MWK3P91vf7kxajXo9dXFjx1ig6DXo/BoEOv02E06DGZjJVfg4zoDXqMZj1B4WaCzSFEWowEmYMIshoxBwdhsZmxhFuxhFowBZsICg5Cb9ShNxsxmg1gMZ4qfHoNJy/G04qiBgVV//cL3F6g/OQl0GU2DeLa1q0ZsXw5FV4vy0aNomdq6oUd1KHy+d030PGBBVJ8FcLPzHnqSy7p1hhypfBaU/SKwkP9+jFpxQpu6dqVxLCwM27/YMcOmkRFnVF4/S9FUQgzS9v22sCg1zNn4ECmP/II8SEhPHDJJaRGnLmypHtKCp9PnHjqZ6/Ph6IolO3ezb0rVjCxY0d6T51aw8mFEKeT4qvwWzqrlZtGjeLd1av5R9++WscRAWhg06a8NPlNxm68G09Q1bTFEiKQVTiCqRySFUJcCIOnglKnkybR0VpHEedAZ9ZrHUGIapWSHIHBoKP3kI4oOh2qT0XRKeh1OnRGHTq9Dp1Oj95Q2XJWp1MqTwcUBUXRoehA0enQKaAz6jEY9eiDDOgNenQGHXqjHoPJgCHIgMGkx2A2orMYUAz6U6s3fToFVcfJnytXdfp0J78/7frK605+/2fXnfz+fFrjnisv4Dh5EX+PK1jPZVumcHWpl5xHfuS+d9fy4+TJf+tYZWEVvLF3M7EhweTtdBARZq3itEKIC+HxePh8zQ6mj70UKrROU7dc3aIFbeLjmfvtt7wwZMgZtx3Oz6ex/A1SJ7RLSGDJ8OHnfP+Vu3dzedOmTF26lHCLhSfmz0dnlc9WIbQkxVfh13pdey1zX39d6xgiQC246ipazJ9P+ZMbCHqoa7UM4ggRSI6uz8QaLiv1hLhQZrcDr6pilb1zAoNRPv9F7WaxBGEOMtLm8UspNFbNZAMV8FTJkURt5AzRs/OnA8TY/n5ngRHLl+NVK/eO9Xp9LFsyseoCCiEu2MuLfiQpPoxJse3BqXWaumd2//4MXrqUKd27n3H9fztcCHE6VVX5cNs2GkZF8XN6Ot/OnUtsr15axxKizpOlYMKvGerXx2o0Uu52ax1FBCCdTsfyUaN46Kl3Mb6xT+s4Qmhu/w97iEmVPSqFuFAWl6ybCihSIxd1RJBbliaJmrM9I5PmF7D6ql3jepzIKeWV50fz1ed30KxJXBWmE0Kcr4zMQj5YsZnlH2ykqNjOwhe/4ZYre0rhVSM9U1Pp17gxj3z99RnXN4qKYn9enkaphD/KKCpixLJlmI1GXl6/ngVDh9J7+nQUWYAihOak+Cr8mmIy0TQxkYP5+VpHEQGqY1ISj1x2GU/PWq51FCE0l77lAEkt2mkdQ4iAZ3FL8TWgmGTgQdR+ERFWsn5N1zqGqEOG9e7IZ3v2/O3Hz213GVOuvZjeA+ZzUffHycsvq8J0Qojz8c13+7io21yef+VbFi/5iXZdH+fSbk0YHtFC62h12sP9+/PF/v1syMg4dd3wNm04mJ/P6r17/3B/VVUpdkq1vC4pc7mYtGIFj40cyS/p6fRv3JgpixahGI1aRxNCIG2HRQBo3rgxB3JzaZeQoHUUEaAGNm3KU99/j9Hpo8Isc05E3aSqkHM4jZ6jp2odRYiA58nLxqiTzxN/5/P5Kr+RtsOiDkhNieLAz4do1qep1lFEHRCR7mTljgO0jY8/r8f5rCq/KtnYHS7ig0KYlNKRuIdCmfroClat3cHEcd3PfhAhRJX5+pt93Dj5bcxmI0/cfTWTbO0rbwhToFytvAjNtIqLY3ibNry2YcOp64a2asWqPXv4v48+4p4+fbi0YUOigoPZnZ3NS+vXc3OXLlzVQormdcWGjAwGt2vH91u2cKKsjHVPP40+UraaEsJfSPFV+L3GTZvy1f79WscQASwhNBRnRQXmMim+irpL9QRRXphPUuuOWkcRIuDlHz1AmMWidQxxFkVOJ0a9HmTit6gDmjaKIX3vcZppHUTUeia7j4e6PobFaOS90aPP67GLMjbz0GtradwwhpJSB3ZHBRazkaGD2zFscPtqSiyE+Cv3zfqEmZMv45bITuA4rdBaLEVXf/Fg3758smvXqZ8VRWHRtdfy5qZNvLNlC898/z0GnY6GkZGMateOfo1lm6G6pH54OI98/TVbjx/n0csuo8HVV2sdSQhxGim+Cr+X2qQJGUVFWscQAc6nqtiKvJRGy9ueqJu8rhBQwWCQfwNCXKjc9CNEWq1axxBncaK0FKvJCDpZ+SpqvzatE9m47BetY4jaTlUJeWIbB/PzKXj44fN++MCUJjxl+w+dO6Qw/8lh6KSLhBA1rqTESe+B8ykqcpCaEsUtCZ2gSIqt/uDloUP/cF1yeDjZDz10xnU6nY4bO3fmxs6dayqa8FNNoqP59PrrGf/++0x/8UUUvV7rSEKI08iZrvB7LocDvWwSLi6Q2Wjk+NcHtY4hhGbyDzsxms1axxCiVsg9fox4W4jWMcRZZJeVEWwyaR1DiBrRpUMKJ7KKUFQZQBfVI/xEBRuvWsbYpxZxZ8+ef+sYKWWh7Jw1jfSj+bTpMoeffjlcxSmFEGezfsMRDAY9R5+bybej/08Kr0IEuA+2b+f6AQOwNGmidRQhxO/I8hfht1RV5cCKFUyZOZNJXbpoHUcEuAqvl2DFQLnWQYTQyJ6vdxOZmKJ1DCFqhby8E6SEhWodQ5xFTlkZIZYgrWMIUSNSUiKx291YfCp2vUxcFVUrJMPBkxc/TUZREVumTiUxLOxvH8tcqOfjQWNZW3GQMROXsPzNG+jRtWEVphVC/BW73c19D33C5T2bwxGv1nGEEBfI4/Xy2e7dfPXss1pHEUL8CVn5KvyWZ98+xtx1F08MGsSApk21jiMCXPeUZFYs/Y/WMYTQzOENe0lo2krrGELUCvkF+aSEh2sdQ5yFFF9FXfLf9q02r0/jJKI2+vKWDymw29l8gYXXUzwwSGnM4zdfwezHVl/48YQQ/1NaWj7dLnmaiy+bT0SYhbntBmgdSQhRBT7Zs4chXbsSJKtehfBLUnwVfkux2YiwWGgYGal1FFELvDZ0GOt2HcRcKrM7Rd2Uvf8IKe26ah1DiFqhsLSExlFRWscQZ5FvtxNus2gdQ4gaYzIZcB0r1DqGqGX0bh+HD2Qxul07QqtwCwtPnMrb32wiIb4KirlCiL/kdLoZef0bdGybzKj+7Xl/4lhwSKthIWqD97Zu5aZp01Bkuz4h/JIUX4Xf0sfGclmbNlz+xhu8tmHDn97H5/Ohyr5G4hxYT+75FnagTOMkQtQ81aen6PhxGnXtrXUUIQKe4vNRWF5Os5gYraOIsyh0OAgPkeKrqDuSEsM58OMBrWOIWsS2tZAv+r7GtuPHGd+hQ9Uc1AR37lhD4/ufokHDaJa8Oq5qjiuE+IOyMie9BjyL1Wri+Z5Xcm9iT2JK5NxIiNpga1YWzeLjCevYUesoQoi/IHu+Cr+lmEzMWLaMu48fZ+qECby1eTMTfvcH39j338dRUcHD/frRPjFRo6QiEPh8PtxeLwQbtY4iRI3zumx4PR6sodImVYgLZXY7cHu9xIWEaB1FnEWR00n9cOmgIuqOxo1iOLgpjdgJPbSOImqB4CwH/xjwFA0iI9kzbRq2oKpp454ZXs7qb3exf9vDmEwyJCVEdVn4wn94fN5XjB/aiac6DERXrHUiIcTZlLvd/HDkCBszM9mXk0OF14tXVemQlES8zUaTqCg6JSVhMRp5a/Nm7poyBUWv1zq2EOIvyJmu8Gs6iwVdw4Y89+GH3D92LKOWL2dY69ZYjEYUwKeqLJs3j4n33svs/v1pFRendWThp348epSE0BByGsssT1H3uMtM0oZGiCpidTm0jiDOUYnLSUykTesYQtSYi9ok8fm/diGlV3HBVJV1kz5GAVaMHXtqT+GqkFZYRGxMqBRehahGG349ypML/s2GhXeRkm0Du9aJhBB/xe3x8K+DB/l4504cFRX0adeO60aNonXnzgSFhuIsK2PbunWcyMpi8549PP7NN8y89FKOFhbScoDs3yyEP5OzXREQjAkJPLN2LXnr1/Ph0qVUKAoej4dxV11FwpAhLLHZGDVpEq8OHUpimOwZI/7ohfU/0zAmiqCVR3ANbYCql0KUqDsOrkvHFhmtdQwhagWLS0avAkWpy0V0VLDWMYSoMT27N+TlRT+AqoJMuhIXIDzbw/s//MrzQ4ZUaeEVIL2okPAwmRArxIXy+Xxs2XaMrBPF3DNzJa1bJmALNpOekc/R9ALuntCHlBMyCU0If3UgL48lmzaxNyeHAR068OyTT5LYuzc625n/bo3Axad1gmw0ZQof/PQTLevVQxcfX8OphRDnQ4qvImAoQUHE9OnDbX36/OG2xP79WXj//fzzpZd4bdgwDdIJf/fgJZcybc1qbpvwLC8tvB3npOZaRxKixhxct5fo1MZaxxCiVtAVF6Kv4oFoUT3KXG7iY0O1jiFEjWneNI7SUidWn4pdJhqKC3B4wc8Em0xc1fzC/mbyeL1klpSQUVREZkkJByhg6Q+bmPPw4CpKKkTdkpFZyMyHP2X7ziyKiu1ERQRjMhl45PZBfPnzXhpHR3NFm2Y0iYyivScOXFonFkKcTlVV/nPoEIs2biQ2NJRJY8fSbfRo9LGx53yMK264gRtfeYWnr7tOOpwJ4eek+CpqjYsmTMDw6qvsz82laUyM1nGEn2lXrx5f/98kPtu9m6nTXuHl7o9S3Fr26xN1Q+aOQyS17KZ1DCFqheO7txBpkRU7gcBeUUF8nHREEXWHTqdDVVVCvD7sepkkIv6eoDIvS5d+xZTu3fH5fBQ4HGQWF3O8tJQTpaXklJWRa7eTU1ZGgcNBidNJmctFeUUFXp/vjGMpioLFaMBmDiLEauFgUR7hYWZGXNvhL55dCPFXDh3O5fJrXqRzxxSeuXUw/UJS0RUAKuCDEV1b/Hbncq1SCiH+yqZjx3ji22/p1KgRi198kfhevVBMpvM+TkTHjmTv2UOQbL0nhN+T4quoNXQWC/dNncrDzzzDEpn9I/7C4JYtWbDuR56/9kUm/ziN8pjzP9ERIpCoKuQcTqP3hBlaRxGiVsjNTCPSatU6hjgHTo+HuDhpOyzqFqvVRPnhPGgubejE3+M+VMS+vDzm/fAD8374AaNej9VkJMRixmY1ExJiJTTcSmKjRNrEhRMRH0Zk/UjCkiMwRlioMCu4zbqTFwWPSTnVBtuw/jAzrnqeTVvS6dg+WeNXKkRg2Hcgm89Wb+f5V77j0Vuv4PrQtuAG8rVOJoQ4FxlFRcz55husZjOLFi6k/sCBKHr9BR0zvEmTKkonhKhOUnwVtUqbMWNo/eGHLN28mYkdO2odR/ipr268iSvefJMvxyzj4q8myp5YolZTPWbsRYUktWqvdRQhaoXivByipPgaEFRVxWA1ah1DiBpVPymSvd/tI0mKr+JvUttFsezEC/h04Dbr8AQpqLr//feSC8g5h2P7ujbg3gUjGT5uERPHd2fW/YOqJLMQtVVaWj59By2kW4dU3vnHWHo764NH61RCiHOhqiqLNm7k3wcP8tjdd9Px+utRpIOSEHWK9CKqI4YMGcKYMWOYMGECJSUlWsepNorJxKxFi/gpPZ1/HzigdRzhpwx6PZ9NmMCnP28l/da1GB2+sz9IiADldYUAKjrZo1KIKpGTnUX9MGllGzCMMsFK1C0tmsdzcFO61jFEgCuNMlAeYaDCojtr4fVcKapK8NE8PB4f72x8kHfe3cBPvxyukmMLUVtNvPVtbh3TkxX9x9DbXh9k6EIbCmBRIEoH9fSQqpcRdfE/uT0ebvv0U9wmE6u+/ZZOt94qhVch6iBZ+VpHJCQkcMkll5CcnMyIESNYsmQJCQkJmuX54IMPmDRpEnPmzGH06NFERUVV2bGNCQksWr6cq6+6ivb16hEVLO3mxB+ZjUZWXX89Ez/8kD5peXT7YoLWkYSoFrkH7RjNskpPiKpSUJhPtwapWscQ50p2FxB1TId2Sbz1/katYwhxJlVl0/QP+fDt9TRqGMO86R9gsZg4mpZPj64NtU4nhN/ZtuMYE295G5fLw4MdL4FsVetItZdZgWAFrAq5nnK2n8hmz/FsjuTkk5FbTHZBKQXF5Tidvy05LigoJ/+dR2G/LEMWf1Th9XLzypWM7t+f4U8+iRIUpHUkIYRGpPhaR0yaNIlZs2bx+uuvM3/+fEaNGsXq1aux2Wya5Ln66qtp0aIFSUlJjBw5ko8//pjQ0NAqO35Iy5Y8etttTHzxRe7s2ZP+0gtf/Il29eqxbvJk2i1cyKUlXhyhF7bnghD+aN83u4lMStE6hhC1RkFJMY0iI7WOIc6VrHwVdUyvno2Z+8xXKKqKKltrCD9h8amsWP4LOzbMxGYzs23HMX759ShjRnTWOpoQfqeszMmgoS9xWd/mLO13rRRe/w6FyqKqpbKoWoKL3TnZ7M3O5WB2PkdzCjieX0JeQTl2h/vUw4JMBqIig0mIDyU5OZJLL2pG00axtGwRT0L8b51vOvR8ghkrV/FMq8spinTT4/EXWXjbNVzma6DBixX+RFVV7lmzhmt792b400+jGGULFCHqMim+1hEdO3Zk7ty5jB8/nnHjxjFgwACeeeYZZs+erUkei8VCv379+OijjxgxYgSDBg1izpw5XHLJJVX2HBdPn86q/v255cYbKXQ6Gd6mTZUdW9QeVpOJYJOJY0+tI+qx3lrHEaLKHdm4n3pNW2sdQ4jaQVUpsttpGhOjdRJxDhRFAZMUn0TdUj8xAqezAptXpdQgv//CP7h0ClcP60Dbro+TmBjOohfHcvMNF2sdSwi/NGL8G4wZ3IFn2g+CYim8/oERsCpg1WHXV7AzN5s92TkczsnnaG4hmTlF5BSU4XBUnHqIwaAjIsxKXFwoifXC6dg1hebNYmnZLIH69SPOe4seo0GHxRpEQYSLHnNe5PLLWjJp3gc8d+dQBuuaVvELFoFk/o8/0rR+fcbOmyeFVyGEFF/rkrZt27J27VrefvttCgoKGDZsmKZ55syZQ2ZmJldeeSXjxo1j7ty5lJSUcPXVV1cOll0gRVEIvegi3vzkE4YPGkTL2FhaxcVVQXJR23RPTmbvtjR6ah1EiGpwYv8RLh5zhdYxhKgVzG4njooKEquwW4eoHiVOJwZFqRygE6IOCq7wUGqQvtvCP/gUhb4LRzLhkcEsmPQ20+7/mNUrJmsdSwi/89Mvh9m28xifjB8HebW48GqisjtJ+cnXqAC2k5PmghR8Rh+7C3LZnZ1Del4RR3ILSM8p4HhuKSWlTlS18nF6vY7wMAtxsaHUSwijdft6XNesA21bJ1I/Mfy8i6rnKr+gnNuu7EHX255n6uRLuGPyJUye1IvLh7yAd8o1DDU0q5bnFf5t0caN5DqdvPDBB7K/qxACkOJrnWMymbjpppu0jnFKYmIimzdvZsiQIbz77rssWLCAVatW8cILL2AyVc1gQVByMgsef5yJd93F80OGkBoRUSXHFYHP5/Nx9+pVfLZ7N3f3HqJ1HCGqnOrTU5SVRaMuvbSOIkStYHXZAaptIEdUneOlpVhMRtDLyj9R94SEmMnblQWdUrWOIgQAxu3HuKPvM6g+iIm28cHb/jMmIYQ/uahNEqpPpSzYS2ReLT3fNCvc/svnrNt8mM8f+T/yvHZmvrSKg0fzzrhbWKiFmGgbMdE2UlKi6HFpQ9q0TqR50zhMJm2Hszu0q89F459m7j+HcOOE7gA0axLHv1dNpd+Vz2G++1oG0VjTjKLmeH0+HvrXv7DZbDz30UfoZYsaIcRJUnwVmtu1axfJyclERkbyyCOPsHLlSkaPHs2KFSuq7DkaDB7MKwUF3D13Lh+MHVtlxxWBa3d2NiOXLycuLJTHZ19PxI1tsWsdSogq5nXZ8Ho8WMNk0okQVcHikk+KQJFdWkpwFU3kEyLQ1E+K4NDPh0mR4qvwE+89sJKxI7vw+OzBWkcRwq8VFtsxmvS4yiuole07InS8X7iTb9YfwOFw0+nm+SgKTLmlD2s/m6J1unP2wTv/x5EjeTRomHjY2wAAIABJREFUEH3G9Y0axvDFJ7dz+TUvsmTGKC71pmiUUNSUEqeT2z/9lCE9enDDggXobDatIwkh/IgUX4XmnnjiCebMmXPq56uvvpoXXngBVVWrpP0wVLYgbjF+PI3feIONGRl0rl+/So4rAtMH27czffVqHrzzOqJn9cQTpJPCq6iVnMVBskJPiCpkKC1EV0XnJqJ6ZZeXY7MEaR1DCE20aBbPwS3pyJCv0IJeVcld+jMbv9rF4Em9WPzoanZsy+C5J7Td9kiIQDD36a9okBJNQr5V6yhVRwe+aHh1/688/sy/KCt3M3vmIEYN74TPp5IQH6Z1wr/l94XX/2reLJ5PP7iFwSNeYem9Y7ikIrmGk50DExCuwx3sw3RcAWctbnFdjdIKC5n62Wc8dNNN9L3vPhSDlFmEEGeSdwWhudatW7Nz505SU1MBMBgM9OjRg6+//pr+/ftX2fMoBgP33HMPt997L8tHj66y44rAsD49nfHvv4/H58Ok1/PI7PFYZnTCo3UwIarRwe+PYIuO1TqGELVG/uH9hAaZtY4hzkFeeTkhUnwVdVTnjsm8/MY6rWOIOsjgU/l42Ets3ZxOuzaJ3HndK8yY2o/Fz48mLlb2SxfibHp0a8C3P+wHswKOWlAQi9Qx+rP3+ObH/dSLD+PHf01jw+Z0rh3SrlZPEm7XJolP3ruFa0a9ytv3jKW3R6MFIGYgVEe2Us5X+w+wbv9Rdh85wYncUlRVpaLCS/16EXx+20TC86VjzPnYk5PDfWvX8trjj9N05MgqWzwkhKhdpPgqNHfbbbdx88038/rrr9O+fXtGjx7NXXfdxbhx46q0+AqQcvnlBM2cSbHTSZhZBk9rs+8PH+Z4aSkf7dzJ5sxMVFVlzmMTqT+gGfn1jDhC9VpHFKLaHfhpN7ENmmgdQ4haIyftEFHBtWglQi2Wb7cTbrNoHUMITVzcvRGzHl2FTlXxyWCgqEFhXh/rfzrEwR2za3VhRYjq0qtnY7Lv+RBPtA9DRgC/f8fomLP1O954fj0xUTZ2bvwH0VGV7VhTUqI0Dlcz2rerz/3TBzJv1Xf0vnxc9T2RRYEwhTzFwS8ZGfx69Bh7MrI5mpVPfmFljzeTSU/D1Gg6XFSf4WM60rN7A8zmymLr3Ke/5KJ/PMuzdwxhaFBz8FZf1NriUH4+961dy7JXXyXpssu0jiOE8GNSfBWaCwsL4/3338ftdrNp0yamTZvGvffei16vx+VyERRUdasWFJOJMZdeSrNnnmFm375M7dGjyo4t/Mecb/7Dm79uon5kOI1TEnj7rUmUJFkoijdyTOtwQtSgzB2HaNylaiexCFGX5WRlECf7+ASEQrudiHApvoq6KS42FLfbS7BXpdQQwIP3IuDYdQp6vQ6Px4fJJMVXIc7HkSN5XDtuEbeN7hWwhVdfPYWL571Mdl4ptuAgVn80mebN4rWOpZnkpAjKHa4LP5BVgTAdx72l/Hg0jW3pWezJyCbteCHFJQ4AjEY9CXGhNGoQQ88+jZjWqR8dLkrCcJZWuA/cM5Chg9sxbPTrvNt0K+8MG4GpSN6//8qx4mLu/Pxz3lq4UAqvQoizkuKr8Bsmk4nu3bvz3nvvcffdd9OlS5cqLbz+17ULFzLknnu4c+xYPtq5k+tat67y5xDa8fl8LNqwkdf+M4v8juGgKKRrHUoIDagq5B5NY8CUXlpHEaLWyMs5TmKotE0MBAUOBy1S6u5gnxAA1goPpQZpIyhqjkOncPmQdlwx7GW++ux2uvR+mq5dUnlx/kitownhNzweDx16PklYqIWP353EZ6t38Mnn29iy7RjTJl7CtOQeAdly2BeqsvjIFo6m5/P6i2O58nIZa4uKCsbuPMfNroIVCK0ssP5yLIMtRzPZnZHNkcyCUwXWIJOBpMRwGjeK5fIrWtG1cyqtWyZccKeB5s3i2fnrg0ye+h6tHp3P0umj6VGRCIH3a1itip1ObvvkE1599FEaDB6sdRwhRACQ4qvwOyEhISxatKjajq/odBiTk5m/ZAkDBwzgqmbNMBuN1fZ8omZll5URbDRS0KGy8CpEXeWrsOIsLSWuYXOtowhRaxQU5NElJVnrGOIclLicREUEax1DCM2EhpjJ35EJXRpoHUXUJYpC/+dHc+zKF2jS9p9c1rc5X/17j9aphPAbdrub7pc+w2UXN2P73iw69HiCpo1jadIwloeu6U8XR0JgFV4tCp+X7ifNVcx//rOfHbuzWPr6BC7r20LrZH4hJsqG0+X+7YogIFxHkd7Fz8fS+OVQBrvTszl0LI/iEgeKohBkMpAQH0bjRjH0H9Cc7l0bVkmB9Wx0Oh2vvjCG7388wPhb32Fwv9bM63I5unIZVwNQVZUZq1cz66abaDF2rNZxhBABQoqvos4yN27Mdb16sXrvXq5t00brOKIKHMjN5ZZPVtI0KR5VJyeIom7zOCqLDrLflhBVJ7+4iIZR7bWOIc5BqctFVKQUX0XdVb9+JAd+OkwDKb6KGuYw6LnlzYl8fv/HrF6zg9tu6a11JCH8RqdeT9K7WyPmtb0cOilgViDPV7nC0K51uvMQorD8xHYef+1rzBYjBw/lkhAfyrb1M7FapePCf8VEh5CRWcS4Hz7k8LF8cvPLADAYdCTEhdKkUSyX9GvCrIuvoGXzeL/42733xU3Y9euDDB+3mIuee4619/wfiQVyTv3O1q00T06m74wZKLLQQwhxjqT4Kuq0q4YNY9ydd9ImPp6mMTFaxxEX4HhJCVcvXUqz+DhuWDuZcq0DCaGxrJ2FmG0hWscQovZQVYrsdppGR2udRJyDMpeb+Bh5DxR1V8vm8Rzcmo6UXkVNK12xmftufZu+fZqxasVkWresp3UkIfyGTlF4dPBASANcKpQG0CpXwBcBC3f/zEsvrCM+LpQlr46nc8cUjhzJo0EDOUf+PZvNxIhrO9AoNZrbpvShU/tkTCb/H4o3m018/tFkFi/9iR4PPc/0cZcyNakrVMH2tYFoS2Yma/btY+WXX6JUw/Z4Qojay//f8YWoRqmDB7NcURh/5528NWIEEVar1pHEeSpxOhm+bBl7c3O5cXBvOj4/mLJIeWsTYv/3+4hMTNE6hhC1htntxFFRQf2wMK2jiHNQ7naTkBCudQwhNNOxfX1eWbJO6xiiDlFUlWCvyvJXvuP2m3tz790DtI4khN/R6RWc9goq+88GDme0l1k/fM2HX26lVYsE1nx8G00ax566XQqvf06n0wX0ntc3Xd+DwVe24errXmaFaTufTrqe8MK6tbK5zOVi1r/+xYdLlxKULNvPCCHOj/b9DITQkKIopAwezGOTJ/PAl19qHUf8DTetWEFUaDAvrZlJs3eGSuFViJMyNh8gvklLrWMIUWtYXJW94PyhHZg4O6fHQ0KcrHwVdVePrg3JOlaETg2sVVUiMFnSC3ip8xzuSJiBq9zN8y9/x6Qpy7WOJYTf8XlVzPrAGbMoia7g5g2f0vzBZzhRWsqG7+9h1YrJZxReRe0WEx3C+m/vpX/f5lw061k+9x0Avdapas68H35g+siRxPbqpXUUIUQAktEjIYBeU6cSHRrKT2lpWkcR52lMu3ZsO5ZFRfsokH0XhDgla+9BGnWRPbaEqCpWl0PrCOI8+FQVk82odQwhNJMQH4bLVUGwV4qvovp99o9PSE4M58D2WTicbi7u0YgvvtrFpi3pWkcTwq+oqH6/X2SRw8Fn+3dz3X/epe2D8zGGGNi96SHeWnQ9MdEysa2ueuj+QaxaMZkZr3zGDes+xhdS+88vDublcaiggKvuvdfv/90KIfxT4Ey3EqIaKWYz02fM4K4HHqBHirTpDCTpRUUoKlD7z/uEOGc+r5HS3BwadOiudRQhag1DaRE6+aM7sEjtVdRxiqIQXOGh1FC3WgSKmrdnawZP/HMwBoOBlxaM4tap7xIZGUybVrLfqxCnU/Cfc8mMoiK+PXyY9Rnp7M7OIaukBJ/Ph0GvJz42jB1Hs8g69HhA7FEqakbrlvXY9euDjL7+TS569jlWz7iJ+kU2rWNVC1VVefCrr3juscfQR0ZqHUcIEaDkE1RUu6ysLL7//nsGDx6M1Y/3VE0ZMIDg2bM5WlBAqnywBgSfz8f69HQqfD68Rv/5I0YIrflcIfh8PkwW/33PFSLQFKYdwBYUWPtz1XkmOTcQdVtIiJm8XVnQKVXrKKKWinJWYD+QTbuOKbz25jp6X9yE1i3r8eO/p2sdTQi/pNMrODw1t+drgd3Oj0ePsvHYMXblZJNWUEiJ0wmA2WikfkwkTZomMmroRTS5rAXuJCulkXp2zl2F5V8mKbyKPzAYDHy47P94462fufjhF5g/5RquNTcHr9bJqtaPR4/SKimJJsOGaR1FCBHA5FNUVLvHHnuMHTt2sGnTJp5++mmt4/wlxWzmplGjeHv1ah7q21frOOIcpBUWsi4tjQXvTsNtli7qQvxXyQkVvUE+4oWoSjlHDxLlx5PIxJ+Q4quo41KSIznw4yEaSPFVVINQdwW3N5yJz+ejZ/dG/LopnWXvbWDsqC5aRztv4fVm/M/bR4/oxMsLRhFebwZBQQY2/nAvyUm/Tdgec8MSwsIsvLxgVHVHFQHOoNfhrPBU+XHzysvZkpXF7uxsXly/HlVVQVUx6vXER4aRkhRLp/6tGdO9CdEd61EebaIsXI+q/+1cKefkV6NPZfdPh7EGS9cE8ddunNCdXj0acdV1L/Nl53280ncwutLac+69ZNMm5s2Zg6KvQxvcCiGqnIzMimr31FNPMWTIEDIyMrSOcla9Ro7k0VdfRVX9fx8OAT+lpREdHIxnULLWUYTwK/u+2U94QpLWMYSoVXIy04i11c62WrWWFF9FHde0cSxHdhyjgdZBRK2jqCpZH2wiIsLKtDv6svid9dhsQTRqFKN1tL9l39ZZp77/+LNtzH36Szb+cO+p68zm3/rYKwo8/vSXvLJwdI1mFLWDoih4Vd95Py6zuJhNmZnsys5mf14eRwsLyS4tpcLrBUXBpNcTFRJMfHQ4E4b25uJ7+2OPMlIebjijS5gHOPE/nsfgU/l85Gv88NMhPnjrxvN/gaJOadI4ll2/PsioCUtoN38hq2bcSEpxqNaxLtjxkhIURSG5f3+towghApwUX0W1Cw4Oxmw2U1pait1u9+vWw4bkZLo0asQvGRl0S5aCnr8rc7tJiYvCZ5DBVSFOd3j9XuIaN9c6hhC1SvaJLJLDwrSOIc6B3e2u3J9X9nwVdVz7tkm8+d4GrWOIWmjng5+w9JXvmHJrb2KjbezbcxyALh1TNE7298TF/lYsCA0xg3Lmdae7+YaLeeHV77jj1kto1SKhpiKKWkKnU3B7z+zP6vF62Zuby/YTJ9idk8PB/DyOFZeQV1aG1+cDRcFsMBATHkJibCRJrevRrVVnGnRviCE1jPJwPQ6b/oxxkf9VYP0rRp/Kngc/4ad1Bzm8859YrbLyVZydwWDgo+WTWPbuBnrPfomZEy/jlriO4NY62d/39tatTBw6FJ0fj18LIQKDFF9FtVMUBb1ez8CBA1m6dCmTJ0/WOtJfUhSF8ePG8eSCBVJ8DQDt6tVjyebNWscQwu9k7j5M+0HS9kyIqlRQkEfX1MAcVK5rjpeWYjUaQS+Ts0Td1rVTKnPnfYWiqqjS1UdUEZ2q8ul7G7BYjCx7/1dWf7GLrp1TGTW8Mzpd7d8KpkunVAYeyuWRuWt4/62btI4jAkB2Tgmbt6azY1cW2Tml3PLcR5SXuHBUVICqgqIQajYTGxFCvfgomnVrzMA29UnunApJwZSH6XGE6FB1Z76PF1RhxlCPj/eHv8Knq7azb+ssKbyK8zZ2dBf6XtqMq659mY8jtrNy4nisBYFXdvD6fKw7coSHFy/WOooQohYIvHdBEZD69OlDo0aNePbZZ/26+ArQ8pprKHj8cYocDsItFq3jiP8hs7gYvU4GkoQ4naoqFGRk0LhLH62jCFGrFJaW0iAy8ux3FJo7UVqKNUgGDYVo0CAau92N1adSLpMRRBWx+FTKylwUFTmY8o8r+PdHmzEa9Qwb3E7raDXm4ZmD6NlvPj/9cpgeXRtqHUdoyOl0s31nFlu2ZbDvYA5H0wo4caKY/IJyfD4VAJPJQExsCAnJkVw3sistU5OJb5mCrUkkznAj9lA9botS2dP6NLk19SJUFccXO/n2+/3s2zrrL1d9C3E2CfFhbFp3P/f/4xNaPzyfN2aM4hJPMqhaJzt3248fp1PDhhhTZNKtEOLCSfFV1IiIiAjKy8vp2rUrH374IcOHD9c60l/ShYYyvF8/Ptm9m4kdO2odR/wPa/fvp2F8YO4rJER18bmDqXA6CE9I1DqKELWHqlJsL6dJVJTWScQ5yCkrI8QcpHUMIfyCqqrY3B7KLTIhQVSNcp3CvO/uIW39Yer3asKSZ//N0lfHax2rRjVvGs+o6zoy+7HVfPX5HVrHEdXE4/Gw/2Au23dksmvvCdIzCsg4Vkh2TilutweobCMcEWElISmCeg2i6XRlG5LbJpF4UX18NjN2vYJdp/yh+0DZyYs/SHZ5GDl+MQ/ed7kUXkWVeOKxaxh2zUWMuWEJA3u14PmLr0RXFhiTwDZnZdGtc2cU6RgihKgCUnwVNaJ379488sgjLF68mMGDB9OzZ0/q1aunday/NHjMGCb83/9J8dWPZRQV4XC7yatwah1FCL/iKrP+Yda0EOLCBFW4KHe7SYmI0DqKOAe55eWEWqX4KgRU7l9ZuOc4dJAVHKKKKAquFgnEt0gg7c2fsFhMNGkcq3WqGvfAjIF06vUEq9bu1DqK+JsKCu1s257Bjl1Zp1atHj9eRGmZ69R9QkPMxMSHEp8cSWLbRHqM7UpKp1TM9cKw63TYdQqeP+nGlV2TL+QCmHwqj/SdR2mZi5tv6Kl1HFGLdOmUyu5NDzFywhu0e3Yhn91zAw2KwrSOdVa7srO58vrrtY4hhKglpPgqakTjxo3JyMjAaDTy6KOPMnPmTN58802tY/2l8Pbt0SkKpS4XIUEyeOeP+i9aRK/WTZg0azgercMI4UfSN2QSHC6tUYWoSsHOclDVOrGXXW2Qb7cTajVrHUMIv5CaGs2ub/bRRIqvogpZvT5+fOBjfvl6Dw0bRGsdRxNJieFMmtiTR59YQ2qKdMbwRwWFdjb8epSt24+xd382R9PyycktpaLCC4DRqCcyKpiExEjqNY6mb68mNOrWgPAmcTiNeuw6HW6FP0xsLdLgtVSXovc3sHVHJjlHn5DzXFHlTCYDK9+7meXvb+SSh19mxvi+3JHYBVxnf6xWjhQU0KBtW61jCCFqCSm+ihrTqlUr1q1bd2rV68cff8ywYcO0jvWndFYrLevX51B+Phf58Qrduqzc7WbMGxPIaSL78gpxuv3f7yEmtYnWMYSoVcxuh9YRxHkocDiICLVqHUMIv1A/MZzjB3KQMwNRlXJXb2fl2+sZO7Izt9/SW+s4mpl2Rz+WLv+FtIwChg6+SOs4dYLd7ubg4VwOHc5j1+4s8ovsHD9RTG5eGYUF5WesWjUa9cTEhpKYGkVKqwS6j+1Cwy4NMcSFUK6vXLXq+11h1QmcqOHXpKWtPx7i6ivaYDLJ8LCoPmNGdqbfpc24+rpXWGndzmf/NxFbgf/9zrk8HoJNJoypqVpHEULUEv73TidqrdmzZzNmzBhee+01Hn74Ya688kp69epFTIx/7tkZFRlJgd2udQzxJzYdO0aU1Up+qqxqEeL30rceJLFlZ61jCFGrGMtLpZ13AClyOGiYWDdXYgnxeyaTAafHp3UMUctEN4mjosKL3eHm6QX/5olHhtTJVXMREVbuuv1SHpm7VusoAS0vv4y9+05w8HAuR9LyOZZRxPHsEvILyiguceL1/vYeptfrCA0xExlqYcf+E3Ts3oj2vRrTp1EMcU3iiGoSQ0WQCYdOwfEnxdX8mn5xfkynqjhKnaf2rxWiOsXFhrLh+3t5+LFVtJk1j5fvGs7luobgR6cox4qLSY6ORpEOiEKIKiLFV1FjoqOjeeWVV7jhhhvo27cv+fn53HTTTXz22WdaR/tTwVYr5eXlWscQf2LWv/9N2wZJeI0yEC7E6VQVco6k0Wv8NK2jCFGrFKcdkG0IAkix00lURLDWMYTwC3qdAj5V6xiilnE2j+e+50bx6xe7OLI/m5vveJdFL47VOlaVGDuyM2NH/vlExqKsZ/5w3bQ7+jHtjn7VHSug+Hw+cvPK2Lc/m4OH80jLyCczs4gT2aXk5ZdRXOLAc9qkEJNJT0SYlZhwG/GRITSOiWJA0yY0jY2mSVQUNjUInCo41MqvlV2DmXD4W3JUJy0euAIAN3Bcg9cbqIJ2ZvLl6u3s/vUfWkcRdcg//3EVw4ZcxIjxi+nRoQGLBw5DV6x1qkrpRUUkJyRoHUMIUYtI8VXUqIYNG9KnTx/at2/Pddddx+rVq7WO9Jfi4+NJ275d6xjiT+zJzubl76dTqHUQIfyM6jFjLyygXot2WkcRolbJTTtMhFXa2AaKEpeLqAj5/yUEgMNZQVCYdIsRVUtVFCLGdOWakZ1RP9rE1NuXax1J1ICCQjuHDudy5Gh+ZUE1q5jMzCKyc0v+n737jo6q+to4/p2SSaakTAohISEk9N6DICBFkKIgCKIo1QKKInZUFBsiFlSaigUpFhQVFQsiTZoUkSI1hJree6bf9w/48QoCgia5k2R/1pq1IPfO5JlAZuaefc4+ZGUXn91LFcDXV481wERokJmI0ADqhoTQI64u9cJCaRQWRoDGF0qU0zebAheaI1Jy5ob7AgdhSHxLHpr5cXk81WrB19+IwUeHxSLvEaJitWwexb4dTzHqrsU0eXkmXz02miaFwWrH4lR+PjENGqgdQwhRhUjxVVS4Z5999uyfGzdurF6Qf9CoaVNWrl6tdgxxnt0pKRTa7Rgy7BDho3YcIbyK2+6Poijo9fL2LkRZykg+SQ2zrKSsLIrsdmqGBagdQwivUFziIDgiUO0YoorKWrGHB2//gAXvjFA7irhCNpuD5JR8UtPySUktICOrkPSMQtLS8klNKyAru5C8/HNb/vr46Aiw+BIcaKaG1UKENYBrm9SnQY0QWkZGEozxdDG1VAH7RQqqdiAJLlZQvRJddGGU5pfi8XiqZdvr/8oRbSUw0ESnnq8zd+bNtG4ZrXYkUY3o9Xo+XjCGb7/fQ79H3mP80KuZXL/L6dcPlRzPzSW+bl3Vvr8QouqR0VkhLsISFESp06l2DPEX3x88yPivv+aBUf0oiDWqHUcIr5N5pAQfP/ndEKKsZWekEuHvr3YMcZlKnE4iw6XYJASAze7E12RQO4aoomI6xmEy+uBwurDZHPj5yf+1iuLxeEjPKOTYiWxSzxRM0zMKycoqIi+vhIJCG4VFNoqK7BSXOPCc135cq9VgMhqwmHzxN/sS5G/EajFRx2qlZ9261A8Lo2FoCBaP7+liSOklVqgqQDKURUH1SgSlu7BGBHHglwM07d20Qr93VVCi0/L8psdYN/U7bhjyDo9M6snYEZ0ICJCVsKLiDOjfgs6d6jFg6Nt8u2EfK+4dTXCuOtu9HM7MpEnbtqp8byFE1STFVyEuoqSwEKOPrKz0Fl3ffYfs4hKmPjcCy8PtKFU7kBBe6NDaAwRHxagdQ4gqJys7g87hNdSOIS5TidNJeISsfBUCwGZz4WeWgpgoe/6ldjL2pzHtvVFMm/wlv6w9xHtzhqsdq1LKyy/h5KlcklNySU0rJD2jgKysItIzCsnMKiIvv4TCIvs5bX0B/Pz0+JuNp1ejBpgI9jcR7m+mad0ahFnMRAT6E+EfQHRgAH6Kz+nVqA7Ace7eqRdUCpyCii6oXgkN0PGqxmxZsFmKr/9SYag/befcSqfx1/D+xE957c3VfP/VPZiMBvyMPkTXsqodUVQDwVYTG395mFdm/kybZ97kjfsHMsi3UYW+/Lg9HuwuFyZZ+SqEKENSfBXiIkqLizFJ8VV1Ho+H7u+9R1iQP5MOPoPDJO2EhLiYo9sOEtmwudoxhKhycvLziW3cSO0Y4jK5PR5MAerMmBfC25SWOjEGSFcMUbb8S+080uBpNBoNGo2GomIbtw1rr3Ys1Xk8HjZuTiQlNZ/0jAIys4rIyiomN6+EvPxS8gtKKSqyY3e4zrmfj48Oi/nMClSLEau/CavFSNvoWtRpZaVOsJXYoGCC9H6nC6i2Mzf7PwRyA3lnbl5cRP0vxlzVnuFT31Y7RuWm0WBvXovRax5m3xNfMeLOhbjdHrKyi1n9/USaNYlUO6GoJh57qDcD+rdg0K3z+aLJHhZdPwR9QcWMAZ7IzSWuRg20VplwIIQoO1J8FeIiCgsLMRlklrhaErOzqRUQwOrERIocdiZteRq7FF6FuKS0Q8foOmqA2jGEqFoUhbziIuqFhKidRFwJ+QgnBAAulxuDn0woFWUr+Yc/CQ21sOHnh/j9j5MEB5mIjQ1VO1aFKCqycTIpl5OncjmVlEta+ul2vxlZhRw4mMappFw6x8cRZDES7G8iwt+fluERRAT6ExkQQKzVSojBiNapARv/X0i91DaHJWduVbSA+l+0KDThcrhw2BwYpO31f+LWaGj08k08OX0wZo/C7ue+5YYhb/Pc09cz8tYOascT1USjhjXZt2MKd9zzMU1ffoNPHr6dtqXh//rx8m02dqWk8HtKCgfT08m3//+sFX+DgVCLhfs7diTfZsPq749GoymLpyGEEIAUX4W4qIy0NEJNJrVjVDsncnNpM2sWVqMRh9uNVqPhhdfvwG6WwqsQl6K4deSlpRLX7mq1owhRpfi4nRTZ7VJ8rWx8ZOBECACX24OPFF9FGdv54z7atqoNQNvWtVVO8+/YbA5OnMrl5KkcTiXlkZqeT3paARlZxeTkFpNfUEphoe1vrX51Oi1msy8Wi5FAqz+BwUFYQ2vSKK45HQdG8vrTc7i68+08EXCB61c7kAbMKgdBAAAgAElEQVSnK62XqraKy2XJdxPVIILfFv1G17u7qh2natBoKNZpqP/cQF6+tgnP3Poea9cfZu7MYZhkD3FRAbRaLQveHcHPvxxgyMSFjBzQnuea9YCSf37d9Hg87EhO5odDh9ibmkqg0Uib+vXp3KMH98THExIVBTodisNBUXY22378kYeWLWNMu3Y4nM4KeHZCiOpEiq9CXIBis5Fw+DCNgoLUjlLtRAcGYjYY+Gzlc+RawGPSkRsnRXAh/onb4Y/H5cIUIK9bQpQlo60Ej6Jg0MvH5krFIMVXIeD0yledQV6/xH+jVRSCXR7sGg2Fei27tx7l1RdvVDsWLpeL5NQCMjIKycgs5GRSLimp+WRmFpKVc7rdb2GhneJiGw7HuUVUrVaD2eyLv78R/0DLmSJqDeq3CyO4ZgTWiGiCo2PxCQjD5vHF7vHFpvhi9xjwoLtopjs/6MPssTdw55RnCCvOK+8fgQD6dG7JD0u3S/G1jCkaDXRtwEs/PsDELq9w84gPWPDu7YSF+p89p6TEwZatx7imS1308llZlLHe1zZm77YnGTD0Hdpv2s+KiWMIz73w+GC+zcbMDRvYm5ZGu7g4htx8M6/0748+OhrNRbaUCwZ6t2xJvs3GTxs2MHLQoHJ8NkKI6kjeGYU4j6ewkOduvpkf//yTb0eNUjtOtaPVarEajSSnZFM6uI7acYSoNIqzdGh1Fx8IEkL8OyZ7idoRxL8hC/2EAMDl8kjbYfGfFX23m4dHLUCn01KnTggpqXlE1Az8T4/p8XhIzygkKTmPtIwCMjOLyMktJjv7dNG0qMRBSYmDggIbhUU2ioouXED18/PBz8+A2exHQJA/QSFWgkJr07xpDazhNQmoEYE1oja+QTUo9RixeXxxKnrsHl9clxgSKwWS4Z/3VT1PeGwDatZvzLgNv7HkqtaYHKVX/LMRV+b2xs15/8Of1I5RZTlbRDFn4+O8MfID2nd5hf59m7Fl6zHS0vJBo6F2tJVTSbls/uVhYmKkU4woWxaLH2t+nMS8+euJf2YWL97djxFBLeDMIlW3x8OinTtZvm8fj44Ywev33IM2PPyy2wdrAwIYNnMmN7vd4PGU4zMRQlRHUnwV4jylhw6x/tAhvhoxAuNFZkeJ8pOYnU2+zYaxbU3kMlWIy5ew/ggBNSLUjiFEleNXWqx2BHEFHC4XWo1GVr4KcYbT6cZgljaR4r9ZNnMVUx7vw003tmb9hsPk5JVSUGhj1ZoDZGcXn15lmltCfn4peQU2CgpPHy8uPl1AtdkcfyucAvj5+WA0GbCYjZgtRsz+ZswB/viH1sZqsWD0txAYEkZgjQiCIqPwDQzHofE7vQrV44tdMeBS9MDFX/NLz9yutIj6X4x4cwnvjOxDwy3rGDVsFC+GGivum1dDMSlg8DOQnpBOeP1/vzekuDh781rct/NplA0JrJi9hl5D2nLDpJ4UWc0U67RsnPAxt45ZwOY1j6gdVVRR9959Df2va8YNQ9/hy9p7+HzYcH7fdYoZ69czsEMHVq5ejW9s7L9+fI1OBzKZXQhRxqT4KsR5fGNi8NXr8SiyB0tFW5eYyIjPP2fyAzeRE+OndhwhKpUjWw4RXreh2jGEqHKKko/LZKxKJLWwED8fPZfoCClEteJyefDz98WmdhBRqWVlFjPl+RW89tZqtFoNBoMeo9GAn9GAyWTEaD5TOPX3J7BWLaKsQVisVizWUPxDwvAPi8DHYsWl8cPuMWBT/LB5DDgVHy5VOP2fswXUSrIdn5/JwqRlG9n65SK+//ZjXrxpgNqRqjQfh0KrqxqwZtYabp19q9pxqizPmTbE/bs2ACDpL8d6zR7Ot1GPcuJUDjHRweoEFFVeTEwIu357grH3LCHq0WkMbNaMpQsWENaly2WvdBVCiIokxVchzqMPC6N+eDiZRUUE+kkBsCJZjadnBHtcHrRuBY9OPjwJcbmS/0ykcdf+ascQosrJOJZw9v1JeL/0wkLMBgPIAIwQwOk9X338DFJ8Ff/J7e8+xfSBTxHRshNDp76F3mLlcoqmClBw5lZZCqdlyWA0odfLBK6KMKZbRx58bbHaMaqtAr2Wa/u34MUZP/HenOFqxxFVVF5eCS+99jNut8Ksl25n7IiX8alRU+1YQghxUVq1AwjhbTzFxRzNzKR2UJDaUaqdlpGR/DhmDDPmfEXAhky14whRaSiKhqwTJ6nXoZvaUYSocrJSThBmsagdQ1ymtKIiLH6+ascQwmu4XB4MFvmdEP9Njc4+TDs4F0UHix4bx+UUXgU4baXodLLmoSJ09QRjK7ThcrjUjlJt3Tj1elatPkBBgUz3EWVLURQWfryV0eMWM+Sm61n+7WbGPfyRFF6FEF5Piq9CnOfU2rUYdDoMerlIUsOWkyfRajR4QmSQSIjL5XGYcJQUERZTV+0oQlQ5makpRPr7qx1DXKbM4mICjPIZoiwlJedx30Of06j184TFPE6z9i/y+NPLycn5//2Q+980j8nPfHPO/d5+fwM16jzOF1/trOjI4i/cbg8Gk6y8E/+dKayYHvcPJC89Re0olYbTVoJexhUqREC2m4i6Ndj6yVa1o1RbxVHBDBoeT/MOL/Lx59vVjiOqiLy8EkaPW0xJqY6fVq6iV7/H0epkYqwQonKQ4qsQ5/l11Sp61a+vdoxqq2tsLBaDgeJGAWpHEaLScJaakRUIQpSP7OwMogMD1Y4hLlN2cTGBZtk2oqwcP5FN975vkng0k/fn3cbOTZN5Y8ZN/LoxgV4DZpObW3LB+7306kqef+kHlnwwmqGD21RwavFXHo+C3s+gdgxRSSgeHad2+FKceW4XKEXRcOAnN++NnEL84BEqpat8bMVF+BpkQlBF0ADXdm7J9k+l6KcWl1ZDh7duYe6Kibz48o9qxxFVQFp6AaPuXszDk8by+JRF+Bpj1I4khBBXRIqvQpwnOSUFo17PxuPHcbikZU1FW/zHH7RtFIvbRwpJQlyukzvSMAVKq/TzfTH1Pp5oE8a6BW+d8/V9a3/giTZhABzdsYkn2oTx3DX1cNrPbZF16s+dPNEm7Oy5onrKzsulTnCw2jHEZcopLSUowKR2jCrjkSe/wuCj46tP76Zzx7pER1np1aMxy5eOIzU1nxdmnDu4qigKjz71Ne98sIGvPr2b3j0bq5Rc/JVH9kAWl+mH5w4ws89DPNXwbvJOnu764HEZ+HVWDu8Me5ybn59L59vGq5yy8nCUFGP0leJrRRndrBVJe5PUjlG9aTQ44mMxGQ3MnL1G7TSiEktKzuOu+z7mrTefpnOPiWg00sVDCFH5SPFViPPUqFGDtzZtYnNqKvd+880/30GUqdVHjtCpV0u1YwhRqRxaf4AQaTl8QXpfP9Z/NJvSgrxLnudrtrBv7Q/nfG3HN58QVDOqPOMJb6co5BQV0jA0VO0k4jLllpYS5G9UO0aVkJtbwup1h7ljdCeMxnMHvMJrBDB0cBu++nYXiqIA4Ha5GXf/p3yzYg/ff3kvHTvEqhFbXIBH7QCi0ji15zDNevYnNKYe+344yaoZx3k08jG+mvoSfv4BNLy6p9oRKxWXw4avj6w8ryhxqeDj50NmYqbaUao1h1bD0z89wPwPN/LwE1+pHUdUQlnZRdz74Ge8M/clWrS5HY1MIhNCVFJSfBXiPGNmzmTn3r28+N13WC0WDmRkqB2p2th28iTphYXE3huvdhQhKpVTu45Qq1ELtWN4pXrxXfEPqcG6D9+65Hltrh/G7998cvbvTlspe1Z+TZsbhpV3ROHF9G4nhTYbjcJk9XNlkW+3ERIoK1/LQuKxTBRFoUG98Aseb1A/nLy8UrKyiwBY+MlWlq/YzYpl99C8aWRFRhX/wCNjluIyDZ9zC3/+soLQ6Dg+e+wFNn70DSNnLmLA49O5aeqbaserdNxOJ3qdTu0Y1YaPQ6FF+3qsnbtW7SjVni0ujNlbnuDb7/eoHUVUMi6XmwkPLuXVlx+jcYuhUngVQlRqUnwV4jwaX190oaFofHy47ppr2HD8uNqRqgWb08nNn3zCsy+MIi9c2okIcSUyEo8T17aT2jG8klan47r7nmLz0vfJT0+56Hmt+9/M8T9+Iy/1dKuyP1evwBoZTaQUtas1o70Uj6Jg0OvVjiIuU4HNTliov9oxqoX/rXj936DYVfGxmM2+vPjKj7hcbjWjifN4ZF948Q88Lh8S12vR6o34h4UT3awNk3/YxaTPf6V2y/a0uX4Y9a/qrnbMSsdWmE+A2ax2jGpldI9O7JGCn1dwRQTgcLooKXGoHUVUItNeWcnNQ7rTvtNYKbwKISo9Kb4KcQnN2rThcKa0rKkIM9avp1nNmvhNkJbDQlwJj8tAUXYWtVvIivGLadqjPxENmvHLOzMueo4lOJQGV/fk9+8+A063HG47cHhFRRReymQvVTuCuEJFDjvhUnwtE3F1QtFoNBxKSL/g8YQjGQQFGQkJPl1YaNIogm+WjmPj5kRGj1uM0ykFWG+hyNil+AfLJ//Om/0nMu/GNyjMTKfTrXdhCrSqHavSsxUWEGSS4mtF6kEYpfmluFwutaNUe/k6La3bxDDt1Z/UjiIqic1bj5KTa2P0nS+j0UjXACFE5SfFVyEuISMlhWCZqVohetWvz87kZIJTnWpHEaJS8dj9URQFvUH2k7qUvhOfZueKpaQfPXTRc9oNGM7v331GTtJxTu7dQau+QyowofBGfqVFakcQV6jY7qBGmEXtGFVCcLCZ7l3r88HCzZSWnvv5LD2jgC++2sngAa3OWZXQolktvv1iPL9tO8aouxdJAdZLyJ6v4p+kHjhKi+sGkXxgNzViG1xywpq4fPaSIqxmeU+qSAFZLiLrhbN10Va1owiNhttfvJHPv9yJxyPvROLSSkocTH9tJa++OhOtTiZSCiGqBim+CnEJ27dto22k7FlVETrFxBBkNFIydQumVJvacYSoNPJT3Oh8pFX3P4lt24n6Hbvz85xpFz2nYedrcdltfPn8JBp37Y05KLgCEwpvVJJyAj9pOVyplDqdREYEqR2jynh12iDsdheDh89n02+JJCXn8cvagwy6ZT4REYE8/Xjfv92nWZNIvlt2D9t/P8HIuxbhcMjqI7XJkLe4FGepkdyUVP74YRlXjxjBoOfvZce3n6odq0qwlxZTw1+KrxVJA/Tr1obfFm9RO4oAlPZ1iI0LY+DN77J561G14wgv9tKrK5l0/zBCa0pHLyFE1SHFVyEuITUjg3CLXCxVlMiAAEYt/pQVtywmZGcB/itTMJTIcJEQl3Jw3SGCakapHaNS6HP/0xz4dSUnd2+/4HGtTkfr/jdzdMcm2g6QlsMCMo8lEGwyqR1DXAGnx0NAsFHtGFVG3bgw1v70ALExIYwdv4TWnaYz6dFldO5Uj1Xf3o/VeuHfj8YNa/LdsvHs3HWSEXculAKsyjyyZ5q4hLQ/FTKOHmHIs7P47dPPeG/0I1w77jG1Y1UJLrudIKO8J1W0MY1bknIgVe0YAnBrNDzw8yQatqvDraM/ZPXai3chEtXXvgOpZOWUcOOQybLPqxCiSpGp/EJcQtOICKauWoWvXo+fXk9cSAh1rFbqBAURFxJCdGCgfDAoQz+NGUN6UREDFi7kp65P4+fjg49Wy6THhuD/uMx+E+JCjm87THi9hmrHqBRq1m9Cq75D2Lz0/Yue0+veyXQdOQGTrHoVQEbSMcJkElalotFoQLqwl6naUcHMe/OWS57z/Zf3/u1rjRrU5NCuqeUVS1wBmcooLiW0rgVHaQnLpt6PKdCK2+nA1yTvfWXB5bARbDRCUaHaUaqVqCQ3fv5+JO1JIqqFTFJVW6HZl3avD6VFr8aMvvU9Zr12M4MGtFQ7lvAiM2b+zKuvPC/thoUQVY4UX4W4hFELFzKyuBhPbi4lKSkk7N3L0SNHOHj0KN9t2UJSbi4oCnqdjtpWK3FWK3WDg88WZnVaWVx+JfQ6HbUCA/l94sSzX/sjOZlbX/6U6RPaYrfoVEwnhHdK2X+Mln1uVjtGpdHrnsnsXfXNRY/rfQzorSEVmEh4s4zUZGr5yyBAZaIoCvjIxDgh/kqRXwlxEYqiYc4NM4lr15nk/buY8tuHLLl3Hsd3/UbzXgPUjlfpuRwOQoxGkC3kK5TeBfGdGrNm9hpGvjdS7TjiDEOfZvQb2IrnX/6Bnt0aEhDgp3Yk4QU2bz1KdK1Q6jfqp3YUIYQoc1J8FeISNBoNGosFrcVCQHQ0bTt0oO2ZY4qioBQX48nLw56RwbH9+zl84ACHExL4cetWknJz8Xg86HU6YqxWYv93Cw6mdlAQPjopJF6O1rVq4VYUjMUeKb4KcR7FoyH71Enqd+imdhSvNPS5OX/7mjUymhd+Szr797h2VzN9Z+ZFH6Np936XPC6qtuysDNoGy/6hlY5BKk1C/JVb7QDCq+UkJWGNrE3Lfn3ZuGAdJ3b/wSPfzFc7VpXg8bixyN7xqrizeyfuev7i3W6EOm6YN5zSUQvo3vdN1v44qVIVYDOzCpn2ykp+WXOQjKxCggJNNGsSweSHexPfrg4Au/cmM3P2ajb/dpSCQhtRtYK4+qq6TLynG/Xqhqn7BLzUm3PW8OEH89BopXWNEKLqkU+BQvxLfy3M6qOiaNamDc3+ctxTWoonJwdbWhrH9u/nyKFDJCYmsnrnTk5mZ+Nyu9FoNEQFBhIXEkKc1UpccDAxViu+coF2jkK7nSOvbCD09R5qRxHCq3gcFpw2G0ERtdSOIkSVlJ2fR516cWrHEFdKxm6EOIfs+SouRqNRMAUF4WM0svenlWj1eiZ9sQGDX+UpiHgzDRr0btnzWg3xxf44Sh04bA4MfvLBwFsUmXwZtHQcBX3e4vGnl/P2W5fe1sCbjLxzEU6Xm3lv3UKdmGAyM4tYvzGB3LwSAH5atZ+Rdy2kxzUNeW/OcOrUCSErq4jl3+1h2is/seDdESo/A++TcCSDmNphRNbuqnYUIYQoF1LhEaKcaI1GtLVqYalVi+Zt29L8L8cUux1PTg7OzExOHDxIwsGDJCYksHHvXk5kZuJwn56fHuHvf7YwWzckhFirFT8fH3WekIr6NGjAzt8T6I0UX4X4K3uhr+w7LUQ5yisqpEGItKGuLP43sW3TZ4f5bt2fPDzpWsLayMplIRS1AwivZvT3J6Zle26c/CqWsHD0MhG4zCgoUnxViX+em1r1a7J18Va63NVF7TjiL+xaDXe+PZw7WjzHmBFXnV016s3y8kvZsu0YK768h84d6wJQOyqYtq1rA1BS4mDCg0vp1aMxH384+uz96tQOoV2bGPLyS9WI7fXmf7iJYcMGodFIlzshRNUkn6qFUIHG1xddRAS6iAgatmhBw78cUxwOPLm5uLKySE5I4PD+/RxJSOCz/fs5lp6O3e0GRSHEbCYuJIS6Z1oZxwUHE1BFZyivO3qU95dNJkvtIEJ4mSObTmEJDlU7hhBVkt7lpMBmo36o/I5VFgV2O5lFRdz6wmKuql2bTsPe4Id546jfK1LtaEKowuFwodVq8Mg8LXEJw+fdxSvdJtKoc2/pplLGNGjQeaT4qpbenVuy8rNtUnz1QkVxYQwe2o6p077nx68nqB3nH1nMBixmX77/6U/at4nB1/fc4fTV6w+RnVPMA/d2u+D9gwKNFZCyctmy9RhuD3TvNV7tKEIIUW6k+CqEl9EYDOjCw9GFhxPXtClxN9549pjidOLJy8Odk0N6YiKJBw5w+PBhvj92jGNbtlBot4OiYDWZzmllHBccTJCx8n7YaxgWxrZv/iDuur5qRxHCqyRs2E9YXAO1YwhRJZlsxXgUBZNBWtVVFsEmE8lPPolBp0Ov0/HJrl30Hv82+1Y9iSmu8n4OEuLfKil1oNNp8agdRHi1iOY2bpv1DB/dfwtPrNyrdpwqR+eRXZfVMqpZCxZ8tFLtGOJCNBquf38Uj9d7kvotniUyMpBV396PweCdw9R6vY65bw7jgUe/YMHiLbRsFsXVHeMYPLAVzZpEcvTo6aUCDerVUDlp5eB0upn++kq+WLoQrc6sdhwhhCg33vmuJoS4II2PD7qwMHRhYUQ3bEh0v350O3NMcbvx5Ofjyckh69gxDu/bR+Lhw6w6dozEbdvILzm9D0Wgnx91zhRmY88UZ0PNZq9uXXo8N5eHhrUjV+0gQniZpD1HiG3VTe0YQlRJRoe0B6uM/losH96qFb8eO8qYuxez9Ns7waRVMZkQFc9uP73yVdoOi3/iZ/HDaZP3vbKmoKD1yPQHtdROAR9fH7JPZBMSI9tIeJtCvZZXDjyHT1YJSx5dRs/rZ/HjV/disXhnR7eB/VtwXc/GbNl6jG2/H2f12kO8NW8ds14biqLIO+2V+OmX/fS9rj1hER3VjiKEEOVKiq9CVBEanQ5dcDC64GAi6tUjolcvrjlzTPF4UPLzcefkkHPiBEf27ycxIYFNR4+yaNcusoqKQFHw8/GhTnAwdYODiT2zz2xNiwWtVr3BylN5eWg0GkraBauWQQhvpCiQdfwUPe7spHYUIaokv9JitSOIMjBv4I30eP89enefxc9rJ0oBVlQrNrsLnU4LXjzJUqgvY7+JD8bex4jXF6odpcrRoJHiq4oMdoXm7euxZs4ahr46VO044gIKjL4Q7cvgxWP4ecInNI9/iacn92XwwJYEBZrUjvc3fn4+dL+mAd2vacDjD/Xm/oc/Z/prK5n+/EAADh/JqBR72Krt2xV7eO216V69CEQIIcqCFF+FqAY0Wi0aqxWt1Up43bqE9+jB1WeOKYqCUliIJzeX4pQUEvfv5/DBg+xOTOSr/ftJyc8HRcGg1xPzvzbGVit1goOJDgxEV06FWZfbzVM//8zS3bu5Z/h12M26cvk+QlRWisuPkvw8Ihu1UDuKEFWSLT0ZX718VK7stFot6+4eR6PXXmPPDydpMaSO2pGEqDA2m/N08VWIS/j13fXUv6obce06qx2lStIp0nZYTcOviWfqvGVSfPVypT56ur47gi6jr2b2PUt44eUfMBoNvD59ENdd20TVBQGX0rBBON//9Cc9rmlASLCZt+at4+MPR//tvLz8Utn39QyXy01uXgm1aserHUUIIcqdjCgJUc1pNBo0AQFoAwIIjImhTceOtDlzTFEUlOJiPLm5lKalcXT/fhIOHuRgYiLfb9tGUk4OHo8HrVZLdFDQ2cJsbHAwMUFBGP7DoPVV8+YRGRbEm0sfxtY3qmyerBBViNvuDyheeyEqRGWXdeIIQX7e2fZMXLnXr7+em55YwC8h9xLTPfyK7utItbP31yTa9o8Fi7zmisrD/r+Vr0JcgkanRZHVmeVG75biq5p6+0XwcHbR2XEL4b0UjQY61eXBXc/g61HI+G43zz39DRMfWcYH826ja+f6qmXLySlm1LhF3H5LPE0bR2Cx+LJrdxKz5q2j33XNMJt8mfXaUEaPW8wtoz5k/B2diY0NJSenmK+/3U1Sch4fvnO7avm9yY6dJ4lv3xCd3qp2FCGEKHdSfBVCXJRGo0FjsaC1WPCPjqZl+/a0/MtxpbQUd24ujowMThw8SMLBgyQmJPDr7t0cz8zEeeYiPjIggLjgYOqcWTlbx2rFqNdz7QfvE2Iys3Do0HP2aDuRm4vN6WT0toexGeUCSYgLyT5ago+fzJ4VorxkJh0n1GJRO4YoI/0bNWJfWhqdx87i2Pqn0dc+r7DuVsAF+J7X/sym0PP62SRkZvHY+m48NPc6aeEqKo3TxVf5/yourecDnXm+zURSDu4lslFzteNUKQoKOo8UX9VkTXNhjQjiwC8HaNq7qdpxxGVwaTS4dBrMN7bm4YGtcK05yO03v8v82cPp06uJKpnMZl/atY5h3vxfOXYiG5fTTa3IIEbe1oGH7+8JQP8+zfj52/uYOXsNd074mMIiO7Uig+h6dT2mPN5Hldze6Pddp+jY8Sq1YwghRIWQ4qsQ4l/TGI3ojUb0kZE0btWKxn85pjgceHJzcWVlkXT4MIkHD5KQkMCyQ4c4np7O/vR0wvwtGAP8aPbGGxh0Onz1ek7m5aEA7WOicUjhVYiLOrB6P9bI2mrHEKLKykxNoqbZrHYMUYYe69aNpIICGnSfxpLnb6fTbQ3PHnty5Fd8uX0v7eOiCbIYmTnrJgyRvpDrITkvn2W33cZtS5cSP6c2sa1rUKtjCEhRS3g5u13aDot/FhjlIiSmDskH90jxtQy5XC40Gi1aKb6qSgPEt2/A1iVbpfhaCbk1GjQ9G3P/1Bu4a8LH9O/TjDkzh6Kv4K1BfH31TH2yH1Of7HfJ81q3jGbx+6MqKFXlVFrqxN8SoHYMIYSoEFJ8FUKUC43BgC48HF14OHWbNqUu0PvMsVnr3iDp1YXcufBObEE+3JLp4sT87bidbsKCAgi7sSGZ0QYUNZ+AEF7u2PbDRDZspnYMIaqs7KwMGgYFqR1DlLFZAwbQPiqKMc99ypOHryU8xJ9rezfgi627+Wz4cNYfPcrGEydo1OVFptzSi7G3np6Z3zk2lhl9+jDizU/RAMM6tGL6Jzep+2SE+Ad2uxu9j07tGMJLKYqGnMQAPhg5C2epnbYDblU7UpXiKC5Ep9ejk7bDqhvZqT1jnn9P7RjiP4i+vwfv3xrPy/1ncce9n7Bw/ki1I4l/qbjYjtEoHbyEENWDFF+FEBVGURSWHV7G7KfnMeGbCdgCfAAoCNNjfarj6XOADBUzClFZpB48SpfbLz3zVgjx72Xn5hAbqU5rM1G+RrRpgxZ4//ttFNrtTJj1Jc1r1qRtVBRto6J4CEjMzuba99/nhc9W4XtmdcUtrVpxS6tWXPPuuyze/DtTT/XDL1oGj4T3stmd6PRSfBWnedw+2LKD8THC8e3pbFuyg63LPqF1vyHc9e5raserckoL8tDpfdDKlGLVtS3xx1nqxOVwoTfIMGilpNGQG+bP5DUPMz72SbXTiP/g2IksGjSUVehCiOpBPnUIIZ9ju/QAACAASURBVCrEqhOrePO9NznwywFGzB+BMUAGK4X4txS3jry0VOp26Kp2FCGqrNyiQmJDQtSOIcrJbW3acFubNhc9XjckhD8mTiSloAB/X99zji26+WZu+Ogjpj+1kuc+GghaaT8svJPD4ZY9X8VZXz60lY0LP0VvMGArKsTtdPDIN9sIiY5VO1qVVFqYj97g+88ninJnyXUTUbcG2z/dTsdRHdWOI/6DArMv4eH+THn+O1585ga144h/wW5342e0qB1DCCEqhGwAI4SoEPM/mo+j2MHE7ycS2SRS7ThCVGpuhz8elxNTgLREFaI8aD1u8ktKaBAaqnYUoaIgo5Em4eFEn9d+OsZqZdp11zF3zWY2LTqkUjoh/pnd7kQvK1/FGT5+BkyBQUz+cQ+WkBqYgoIpzEpXO1aV5XE60Wpk8oM30AC9u7TityW/qR1F/EdujYYpvz7Gl9/s4q15a9WOI/4FRVHQaX3UjiGEEBVCiq9CiHJnV+zk5ubSpHcTjIGy4lWI/6o4S4dWK4OpQpQXP4cNp8dDqNmsdhThpW5o0oQ2kZEkp+erHUWIi7LZnbLnqzhr4EutsNaKYstn7xMe1wC3w6F2pCqtKC8bg59c+3qLMc1bkrwvWe0YogwUBZt5+cvxfLBws9pRxL+g1WpwOG1qxxBCiAohbYeFEOXuuHKc1W+tptXAVmpHEZeQuDmR17q/RuNrGzPx+4lnv/56z9dJ+DXhovd7aPVDNOjaoCIiijMOrz1CQHiE2jGEqLJM9hK1I4hKoNDhQFMqe/kJ7+VwuqX4KvA4jOz6OpPs4xmkH0mg1z1P0WXkvWrHqvKcpcXo9TLk5i1qp4DeoCfnVA7B0cFqxxH/ka51DIoCg4e/x8MTe9ChXQxarRatVtYYebuO8bH8+P3nDLm1hdpRhBCi3MknQSFEudt5dCeRTSOJbhWtdhRxCZs/2kz3Cd3Z9OEmck7mEFz79EXp+C/G43K4zjnX7XAzZ8AcfPx8iI2XfaIqWuJvBwmv20jtGEJUWSabFF/FP3ugUyee+XQlQ5/pIPu+Cq9kK5WVrwLeHryU5H37CYmqwzVj7qdOqw5qR6oWbEWF+Pr6qR1DnGGwKzRtG8e6eesYPH2w2nHEf1Sk1zLjz2fZPP1Hho9egMPhJjTUwojh8Tw2qZfa8cQlXNOlPl9+s40ht6qdRAghyp9MCRJClCuP4mHRB4voendX/Pzl4tNb2Yvt/L7sd7qO60rz/s3ZsmjL2WPmYDOBNQPPuX0/7XuKsooYv2w8Pn6yX0dFS9p7hNrN26kdQ4iqKzcbncycF/+gpr8/IWbT6c3khPBCdocLH4PMt65ubIVmZvf5ilUzTqB4dBzfuZMJS1Yxdt4XdLldVrxWFHtxEX5SfPUqw7rGs3fFHrVjiDJSYPal2QsDmX9qBp+depl7pw9izYYEYps8w6EE2c/aW+3em0zLFk3UjiGEEBVCRpWEEOXKgQOP3UP64XRshbKvg7fa8fkOwhuEU7NhTeKHx7N54WYU5cKtFNe9vY6tS7Yy7vNxWKOsFZxUKArkJCUR166z2lGEqLIyjx8kwE8GTMWltYqM5FhOLhvnHeDBYUvhuAtOuMCu4Eqzs/DZjXgO2cEprYmFOqTtcPW09aPDpCccYcX0Oax5PRWXw44pIEjtWNWOo7QYg49MUvUm/QOiKcgsxOPxqB1FlBWNhlyTL6lBZqy3xDN2/aM8+tIgevR7i+UrdqudTpxnz5/JfP3tLgbddIfaUYQQokJI8VUIUa78NH589fpX9B7Qm7dveptd3+5SO5K4gE0LNhE/PB6Aptc1xV5k5+Cag387L2FDAl88/AW3zLqFup3qVnRMAXicJuzFxYTUjlM7ihBVVtqxI4SZzWrHEF4uwNeXPg0aMOmdb1iwYTtxPZ8juttUmrV6kXqdXuCR978lpPtTPDDsMynAClU4HC50ernkr26aX9+Aotxsrh3/GL99shxfk0XtSNWSw1YqxVcvY011EhQewMHVf7/OFVWDR6Mh+M7OzP5hIg88+gUul+uf7yQqhMfjYcrz37F40XyCQpqrHUcIISqEXIkJIcqdWWNmcu/JLP9uOSk7Unhv+HvkJuWqHUuckXYojePbj9N+WHsAdHodbYe2ZfNHm885L+dkDvOHzafznZ3pfIesulSLq+T0AJpWWqIKUW7STh0jKiBA7RjCy2m1Wj4YMoQd999PxpQpHH7kEfZOmsT4Dh34YcwYDj3yCPNvuomV+w4z88GVeDKcakcW1YzT6ZGVr9VQcGwxd3z4MhsWzSXj6GFcdhtTr65DysG9akerVlwOO75SfPUqWgU6dWrK5g83qR1FlCeNBkfHuvS+rhn1WzxPz+tnsXb9IbVTVWuJRzO5bexCRt7Wk4jormrHEUKICiMbwAghKkwjcyOWTVvG0r1Lefmel2nWuxnX3HsNWp0UkdS0acEmPC4Pk2Mmn/2aoijofHQU5xZjtppxlDp4Z8g7RDSJ4OaZN6uYViTtzsLoL0UhIcpTamoS7UND1Y4hKhGD/vRlVZDRyH2dOp39+tDmzbkqOpo7li1jRtu1xEdHE1MrmBefv56gxn95LbcrfPLKFjq2j8UaZiKodQBoZTNZ8d84nW50UnytdkoyzXz19AxKC/Np2fcmbps3nOfbjqM4L0vtaNWK01aKr49B7RjiPKOuasftU99RO4YobxoNvZfcwS12J/sW/cbo8Yv5Y/OTBFtNaierdn7ddIS35q5lzqwXadjsRjQa+XwrhKg+pOIhhKhQPhofbm9xO2tWrCHIGMScG+Zw8o+TaseqttwuN1uXbGXIK0N4asdTZ29Tfp9CSEwI2z7ZBsDiuxdTnFvM3Z/djU4vg3hqOrR2HyEx0vJZiPKUmZNN4xo11I4hqojooCB+vvNO2kZFEeHvj6fYQ5sbXuWjp35l9bw/2fTRQYb0eZfpn6ym3wPzaXbTDJ4esxxcf29VnLk7jxu6zGFYr/n8+uEB8Pz9HE+ei5/n7cGRYq+Ipye8mFP2fK12PC4DL3V8lrptOzNlzWHy05J5qskIardoR/2ruqsdr1pxlpZgkv3jvU6rIjMuhwuHzaF2FFHO3BoNmX4Gmo6+GpvNRX5eidqRqqVX3ljFsmWf0Kj5EDQaWQMmhKhe5FVPCKGKGroazBs3j18H/sqTjz2JKcTEDc/egJ9FLlAr0t7v91KSW8LVY6/GGGg851jrwa3ZvGAzTpuTnV/u5N7l9+J2uclPyz/nPGOgEYNRZnVXlOM7DxPVuKXaMYSouhSF7KIimoSFqZ1EVDE/jBlz9s/bk5IYumQJWo2GGhYLTcPD2f3AA2i1WmxOJ03feIP+nzbhqhEN//8BSjz0vf1t+jRoQJjZzOhpn9Dhs9o0jKlBjSAL9z7dHfw0DB44nwOpGdT9OIQf1t8HellhUF05HC58ZZVP9aJR0Gg1aLQaHKXFDHrqdayR0WqnqpYcthIsfhFqxxDnseS5qVW/JlsXb6XLXV3UjiMqQOmfybhcbkxmGbNQg9HPB/+AGLVjCCGEKqT4KoRQjVajpVtEN35e9DOzV87m7UFv02NiD1reIIWlirJpwSYa9Wz0t8IrQJtBbfjp5Z84tfsUALP7z77gY4x8fySdRnW64DFRthQFMo4cp8Ogu9WOIkSVZbSXUuJwEGO1qh1FVGHto6I4PnnyBY/5+fgwf9Aghj+7hP1XP4lf3Jn36CQ36UVFvHjddQCMadeOd377jcRTOfyy4zBvLP+VELMJp8vNgYceIvaVVyDPA6Gy8rG6cro8mA3y71+daHVOHlnzNHMGvMnOoV/gstmY9MVGgiJqqR2t2nHZbPgb/36NJdTX++oW/Pz5Dim+VhNWqwlFAZ1sd1XhSkud+Prq0erMakcRQghVSPFVCKE6i8bCE32eYFCXQTw+7XG2f7adm2bchDVKBr7L24TlEy56rHab2rzjlP1wvIniNlCUnUXtFvFqRxGiyjLbigDQamWARqinZ/36XN+4MUNGfsCKr+9h5tRVLFy3gwZ/2Ys4wM+Px7p1O/v3zKIi9qSm0r1uXUZ/8QVXxdaGYPl/XJ05nW58fOWSv7oJjCrlyR33UnDSytQ2d2Awy6C3Ghy2UiwGX7VjiAu4vUlLFnz0s9oxRAU5vP04Ho9CRmYhoSEWteNUSSt/OcCmLYlMmtCdoCAjO3edonGjmny5fBctmseh0UqHOyFE9SRXYkIIr9HI3Ihl05bx+d7PmX7PdJr1bsY1916DVmYoCgGAx+6PonjQG6RlkhDlxVRSqHYEIQCYNWAAfT/8kOj4Zwg1mXihd2/6NWx40fPDLBZ61q8PwJrERE5ufA600nK4OnO63Pj4+qgdQ1QgRQE8ehRFy6lduQSEhWMKCFI7VrXksv9v5atb7SjiPLFpoDfoyTmVQ3B0sNpxRDmLGNSali1qcXXP17ntlnhG3hpPuza1ZaJlGVAUhWmvrKS01MP11/eg3+C5hNcIILZOCJlZRbRpVY9x4+5TO6YQQqhGiq9CCK/io/Hhtha30WtFL6a+P5U5N8zhxmk3Urt1bbWjCaG6vCQ3eplBL0S5Kjl1DKOPFCuEd/hx7Fhcbjd63ZW1jq0VEMBr01bx2Nv9yimZqAxcLjdavQwuVxeKomHB8JXsXbUWvY8Bt9NJ24G3qh2r2nLabQQZ/UApVjuKOI/BrtC0bRzr5q1j8PTBascR5SzPR8f926dQ8N4GZjz/HUs+3cajD17LU4/2UTtapff7HyfJL7Dzzns/oNGaWFKjAfUbNME/qCkobjRauaYSQlRvciUmhPBKNXQ1mHv3XOYunMuat9aw7NFl2IpsascSQlUH1x4kqGaU2jGEqNJSD/9JmEVakgnvcaWFV4C6ISHsO5p27hcVpYwSicrC6fRgMMjAZ1XnKg7mz+UKEwMfJD+9kIj6Tbnv4194eu0h+k16Vu141ZbTYSfYZFI7hriIYV3j2btij9oxRAVxaTWYxnXlrRMv07Z1NJ9+vkPtSFXCO+9vZPz4O9DqLGg0Wtp2GEaAtTkajVYKr0IIgRRfhRBeTKvR0i2iG6sWr6Jb7268Peht9nwvF0ii+jq27RDhdRupHUOIKi35+BEi/f3VjiHEfzKlRw/WHE7kxfHfsXnJYd59Yg19O83Gsb9U7WiiArlcHvS+V168F5VHyh4Dj0bfxeL7XqBZz+spzski5aBcL3kDt9NBiJ9R7RjiIvoHRFOQWYjH41E7iqhAeXodtz7WB5vNqXaUSq+g0IbT5aZFq554XPlqxxFCCK8kxVchhNezaCw81fcplq9YzsktJ/lgxAfkpeSpHUuICpdy4CjRLdurHUOIKi0t+QT1QkLUjiHEf9IkPJzlI0ZwOCGDR15bzs+bDuGn01Ov/4uQf4mBZrvCs2O/4apWM5j90CoolEHpyszlcuNjkJ2GqrLiLAdul4ua9ZvQuv/NGExmIho2wxJSQ+1o1Z7H7cZfVp57LWuqk6DwQA6uPqh2FFHBwns2ombNQOo2m8q4iZ9w3YA5akeqlHz0OrJziomP78jiBc+oHUcIIbySFF+FEJVGI3Mjvpz+Jfc9fh+L717M+rfXy0xVUW0oHg25ycnUa9dF7ShCVGnpWZnUDw1VO4YQ/1nbqCgWDRvG5nvv5cvbRzCwSRMa1QiDAM1F77P5s8N8uvEPXr6uD19v2Eubji+Tt7+gAlOLsuR2ezAYDWrHEOWoXjctT21+h3qdG/PZ5LuIbdORu9/7Bq1WhnrUpige/NwutWOIi9Aq0Pnqpmx8f6PaUUQFK7aaeXjn0zwxcyjbd5xg+84T/Pjzn2rHqnSMRh9mTr+JkGAzDqdd7ThCCOGV5BO5EKJSMWgMjGw1ktXfr8akMTF3wFyS9yarHUuIcudx+OO0lRIUUUvtKEJUadkF+TQOC1M7hhBl7sEVK2gUVgM0fy++nlqfycO3fs7tzy/hzeuvp1vduqy5626urVeP2+5aWLZB3AqzH1zF6hm7efHu75gw+GMorUaT6XLckOWukD14nU43PkZZ+VqVabQewpsV0+XO9iiKQpNr+qodSZyhQYNWcasdQ1zC2I7xJG5JVDuGUIFdq8Fy21VMO/A8JqOBuFj57H+lDhxK4+Env2TUiH6MufNFteMIIYRXkisxIUSlFK4LZ/6E+ay+cTVTHp1CcO1g+j3VD4NJZveLqsle6HvBAXMhRNnxcToosNloXEPaNYqqZX96OqFmMyXav+9xZsuxceukj8i32Zh34430adjw7DGTjw/BAWZwKez/4RRf/7iHCRO6EtQs4OLfzKGcLi6G6sBwgfetbA9PL12JXqulfVQUyQUFrFr4J73GtyiLp1qxcj3gA5g1l/Ue7clx0brLyxTY7HSuH8t7b92CX7gfBJXPnGiny42Pn7Q9vVyJmxN5rftrNL62MRO/n3j261nHs5hSf8rZv/sF+BHRKIK+T/SlxfXq/7+1FZqY3vkJuo66j8hGzdWOI/5C55biqzdrluuLx+3BVmTDz+Kndhyhgny9jnGPXceAoe+w5IPRtG8bo3akSuFwQgaPTfmaT5a8S62YHmhknEIIIS5IVr4KISotrUZLr6he/PLJL3To1IG5A+ey7+d9ascSolwc2XACf9m/S4hyZbEV4VEU/HykWCGqlm/37yffZmPSwC7nrjJ1KSye/hsJ2dmsGD36nMIrQICvL1sSjtOt40wGPvQ+fx5IoeWAV/j9i4usFCpVGNzrHWpfPZVb+r0HRRdY0RqgJTIggFV33MGPY8fSNTaW9dsuvvLo92WJDO72NgWHiv7NUy97igIOhWOr0qgf/xz1Wj3Lwmc2XdZdpz/xE1EBgRx46CECdAaa9JtObNupuHaXlktUt1tB6yPzrS/X5o82031CdxI3JZJzMudvxyetnMSMUzOYvGkyddrX4d2b3yX5T/U78Hz31K/UqFOfbmMeUDuKOI9e2g57NXOhhzpNarHxA2k9XJ01fKIvk14dwm1jP6JVx5cYM34xBw+lkXAkQ+1oXikjs5CHn/ySxYvmEVWnpxRehRDiEqT4KoSo9Pw1/kwdMJUvvvmChNUJLBi1gPy0fLVjCVGmjmw6SFidemrHEKJKM9mKK6QVqBAV7bFrruG6BvW5acYirur4KpnbcyHbzWsTf2Lal7/w9YgRxFitf7vfQ1278sVtt3FP/FUceuQRPh0+nLvi45n10a9nz3Fl2Fn+7HYm3vQJrj2l7E5O5fjjj3MkPZvl8//4exgfCLOYOZGXB0CIyURaVgF4lNMrST1/+R1UFCZN/xq9oqVF35fp0vY1Pnluc5n/fIDT3zfLfe73P6PoSBHfvfUHriQ78x9fR8Nmz9Ft3Bxe7N2br0aM4M2v1kOKC1wKOJW/P65H4divafy0/SCNwsLw8/Fh7sAbOfr44zQLD6fZza/w7sQ1eHLKtlBzes9XmUxyOezFdn5f9jtdx3Wlef/mbFm05W/nmIPNBNYMpGajmgx8YSBup5vD6w6rkPZcNepFkJt6Su0Y4gJ0SjVqqV5JDejSht8/36F2DKEij0aDdXgHXj8+nckLRhMcG8rAYe/SuddMmrR9AZvNoXZEr/LqG78w6f6hxMT1VjuKEEJ4PSm+CiGqBI1GQ/OA5ix/bTl3P3Q3C8cuZMP8DXg8csErqoakvYlENWmtdgwhqjRNTjo6nU7tGEKUOa1Wy+Jht3DokUe4rWUr2g97nbj4Z/lu6z52TpxIp5iLt9lrXasWw1q2RKs9fem4JzWVRrX/f2+06U+tZPT8paw/cJTYYS9SPyQErVbLDY0bs2Ldn397vO/e+oOU/AL6nVllO75DB9bsO8JnT24hpu0zxLeawe7lx0+f7IC0/AI+u/VW3hk0iCNZ2SSl5ZXdDwbAqeA6VArJbiLbTuHmnvNxJNtPH/Mo4FLoPXQe0z78mdguz/P68vX8MGYMBx56iGEtW+Kr15NSWEhY/JMM6zmfTu1fhcNOyHBDsouvn9tOi2bTuOW+j/AoCk90737uz2P0aJqHhzPtu9XMe2n96dXCHqVMJoK4XR50PvKadjl2fL6D8Abh1GxYk/jh8WxeuBnlIv8Gbqebje+fXinnDT/fLvfE4edv4Z2x17N//U9qxxFnKCho5FrU690S24iMxEy1YwgvUGzQQ5cGtH9tKC+fmsEXR6YRFmahTpNnGHnXQlwuWcmelJzHb9uPcf0Nw9WOIoQQlYL0IBJCVCm+Gl/Gth1L3x/6MmXeFOYOmMvg6YOp1byW2tGE+NcUBTKPn6D7HZPVjiJElZZ26E+CjUa1YwhRru6/+momdOx4tph6pfalp3PnDVdBkgtHgZNF63aw+Z57aBIejs3pxKDTUeI4vX/yoeT/H9BOWJXCPVOWcjgji5/GjsWgP30pGhEQwICmTZiwZDlzBwwg12Zj0ktfsbbfgyT+koqH08Xj+7/5hmf79GTcGz3//ZMv8kCWhx+/2kt0XDAem4fPPv+deb/9Rr2QECIDAgjxM9H4mmlMH9GPT3/ZybGcXLQaDRM6duSO9u3/9pANw8L4cMgQSpxOfjp0iBKnk/r9Xzx73Ol2c1d8PPsz0nmlbz9Czea/PcYXt9/O2sRERixdyuxvNxAdGEi/9o15aF6ff/9cAZfbjcFsoHyaGlctmxZsIn54PABNr2uKvcjOwTUHadyz8dlzXun6ClqtFkepA8WjEFInhLb/x959h0dRr20c/85s3/TeQyihd6RJF7GAgKIiotixA7ajeAQRy7EfDwooUtUjtmMvCFgAJYpSpJfQW0JIJ23bzPtHEMsLCJJkdjfP57pyRbbNHRXYnXt+z+/yTkZFJj/bzpE8L6ltI7lx9uP8OP9bPnl6PHt+WcGF4yYZlkv8xqTJnq/+Lumghj3UTs6WHJKaJxkdR/gJl6pyMDGCMT9PwPXhGt54YTENW01i3O39uG/cuUbHq3Ner48Zc5az7PtsXpv7JBZHa6MjCSFEQJDyVQgRlJLMScwcM5Ovh33NhH9MIDo9moEPDcTqtBodTYjTpnvtVBQXk9y8rdFRhAhqOTuzSQwPNzqGELXu7xavALMvu4zb5n7IHTM+QNN1hrdtQ8uEBIBj+yXf/MEH7C4pYtqEywEo3FjKP5/8lP3FpSy/7TbSIiP/8Jr/uWgwz1xwIVazmQq3mye++YbmrSfj0TSeufBCAG7s3JmnvlrK8kv20jgtlrNapzFo7GlMhDiiMfj86azNyaHU5SI9IoKCigq8us5/LrqIVomJdEhKwmwysSE3l6Gvv06Fx8MLgwbx5JIl9M7IOOFLD2reHIDL27Q59Tx/0q9xYxbdeCOVHg/3ffEFL3yxjLvy+6PG/v2xwT6fji3ELuXrX8jdmsvun3dz63u3AmAym+h0eSey5mX9oXwdPX80Cc0SyMvO49173+WqaVcREv3/y/S6oHktPNd/Aq6yIwCYbXY0zYeuaYRGxRqSSfx/Jln56vfMXmjfJZOl05cy4sURRscRfsarKpgu7ch1wzoQta+QG9pO5oZrziY6yml0tDqjaRqjbnqdwYO689nnr2K2JhgdSQghAoaUr0KIoKUqKgNSB9Btfjee//R5pg2dxvkPnE/Lc1saHU2I0+JzhQH6GZ0sF0L8tZx9u0iPiDA6hhB+rVt6OmvGjTvpYyq9Hi7q0op2l2QAcPXNrxFltbP05ptJCAs77nN+XQnrtFpZd9ddmFWVcLv92P3j+/Xjvt69ueuzz9i3u5DXvv6ZQVe3hehTGPuq61x0wXRW7t/PqjFjOFBSQpf09BM+vHViIhvvvpsKj4dop5MR7dv/9TFqwK8l9rc330y/V1+lz3lTmPH4cFoOPHHWk/H5NCx2+cj/V5bPXY7m1Rjf4LcJI7quY7KYKC8qP3ZbVGoUCZkJJGQmYAu1MWP4DCatm0R4fN1ftKNrFqrKjvDAgl+wO0MByNm2EdVkIqFx8zrPI45PlZWvAeGqXl14YMpbRscQ/kxROJIWTWSEA4+n/owfnjUvi0++WMc1V53LDbe8hKLIewohhDgdchZXCBH0wpQwJg2exLsfv8uWL7fw2g2vUZpXanQsIU5Z3rYyLPb6c3WtEEbJy8uhSUyM0TGECHj/HnQRc77+CSqrV30lRYeRGRt7wuL1z6Kdzj8Ur78ym0xMHTqUWZddhtlkYvpjS7h7xDsMP3cG+1bk//HBRRoc8lXP7lcUumWm0yg6mpSIiJMWr7+yWyxEO437u/ftK6/Ep2n8982f//b+rz6fhlmmvpyUz+tjxX9XcNkzl/HQyoeOfU1YNYGYBjH8NP+n4z6vae+mJLdKZsGTC+o48VGaCbPVxuGd2ZQcOshnzz1EREKyFK9+RsYOB4Z+lngqiivQZKWyOIkEt4/cQ6VERdafz+WLv9nM7FfuleJVCCH+JilfhRD1gqIotA1vyycvfMINY25g3nXzWD57uXzAEgFhy7ebiUnLMDqGEEEvr6iQFnFxRscQIuA1iIrCpCjsWJYLQOsmyWQX5P/Fs07PjEsuYdHPW6ksdhFnDWH03fPBV11SVu2qpFnXR8noPolHbvyE7M8P8MW6LZyXmVmjGWpTQlgYkwcM4I2s1dx72bvg0aHAB4U+tH3uU3oNTdMxW+Vk6cms/3w9FUUV9LihBymtU/7w1WFYB7LmZp3wuQPuHsB3M7+j6EBRneUtyLbxXM83GN/oXkwWC6+Nu5KXRvan8OBO/n3p2fLZxk+4KytQVRNmrf6skAtkkYe8xKRGs/7z9UZHEX7skMVEs8wELrtqltFR6ozZbCIusYsUr0II8TdJ+SqEqFdsio2bOt/E4i8WY6o0Mf3i6RzceNDoWEKc1J5V2SRltjI6hhBBTdV8FJaV0TYpyegoQgSF+3r35oI7X+GxWz5h2qffc3X709if9RT0a9yYj665hleGDWPK4MHsKSjipXu/Ak3ntZk/0DwujnV33cVPm/dy6X1zOK9xJg/371+jGWrbgMxMK0GVxgAAIABJREFU1o4bx1srf+HmIa+T3HECDTs/QpO+j0Heqa2o0xWlllMGtuVzl9O8f3McEY7/d1/HSzqyb+0+KgorjvvcNoPaEJMRU2erX3Udpl36b5KatuX2eV8SEZ9ESsv2TFo5j3PHXIy7soK9636ukyzi5KrKSjFZrKhShgcEBejdvRVZ8058sYUQXlXh4TUT2bkrn7vu/5/RcepEYVE5IWHy2UgIIf4uuXRFCFEvJZuTmTVuFl9f+jUT759IdHo0Ax8aiFVGswk/lLt1Jz2vGmh0DCGCmrOqArfPR1xoqNFRhAgKN3buTLPYWOauWsWzAwdyYfPaG4dqNpn47tZb6TJ1Kj17Nmbb7nwaRUcTbrfzxfXX19px60K008mKO+7g5R9/5LXhw2kUHc0V8+fT+4IXWPbBXdDABCcpWKX6Obk7PrrjhPeld0znFc8rAMe+/56iKEzeMLnWsv3/40FC40as+eJ9ig7uY9S/X2fBlMk80vEaLA4nA255gIz2XessjzixyrJSTGYzculD4Li+81kMm/CS0TGEnys2m+jVswlvvbeSa6/qSod2aUZHqjUvvbKUnmc3RzWFGB1FCCEClqx8FULUWybFxHlp5/HV/K/o2qMr0y6exsaFG42OJcQf6JqJ4pwcGnfpZXQUIYJaSFW50RGECDo9GzZk9mWXcUnr1rV+rNiQEC5t04brHp7Puz+s5c6zz671Y9aVtMhI/nXBBQzIzKRxTAwrx4xhU14e6f0mseejXN6cvBwO+8Ctg/bH/WH/3m6xwl+Nfm8o9y16nqiUKP497Gw6XzKKid9uZfwXa+h1ze1GxxNHucvLMVssRscQp6FlkRVN06goPf5KdyF+NWj6VXTp1IDho2azZWuu0XFqnNvt5b4HP6C8XONfT7+Bago3OpIQQgQsKV+FEPVemBLGpMGT+N/H/2PHkh3MuWYOJTklRscSAgCfKxSf14szIsroKEIENVtZsdERhBBn6LEBA7ixc2dWjxlD45gYo+PUqr3jx9M0NpYLH5zJPbM+oWG3R2jf4V+MHvQ6VPy23lWTpXdBRTW7SWxbzshZPbhm+qO8O0EKV39UVV6K2SITlQKJo0yjUcs0ls9abnQU4efKIhzc9Nr1XHFtd4aNnGl0nBql6zpXXjeXfv268MQz72K2BPd7KSGEqG0ydlgIIageG9Y6rDUfPvMh83+Zz3Ojn6PdRe3oeXNPVFWuUxHGqSqyoppMRscQIuiV7t5GmM1mdAwhxBmwWyyM7dHD6Bh1wmm18tXo0QC8s3YtAFVeL3d/9hlxV3/Av14fhu7V2XTnV6TffTblLWTlSjDQdfCUR/C/+xayfflKolLSjY4kjsNTWYHZLKfbAs3gXh148/3lDLhngNFRhJ+rzIjlgocv4r+zvjc6So3wen0s/3EnP6zYRdvW6Vx5zXMoipyDEEKIMyWNghBC/I5VsXJdh+v46vOvcCpOpg2Zxv51+42OJeqxLd9sIzw+yegYQgS9nO1biQ2RPY2EEIHninbtuKJdO67t1Ikvrr+eV1as4KZhr1NcWslDcz+i6NmfjI4oasgn/9zMAxm3c2D9Drpcej03vvy+0ZHEcbgqyrHI2OGAc0VGMw7vzDc6hggQJp/GkSNVaFrg7q7ucnl5edZ3DBs5k9W/HKZb95786+k5UrwKIUQNkfJVCCGOI9GUyIzbZzBl9hQWP7eYD8Z/gKvcZXQsUQ9tz9pCYuPmRscQIujl7N1BakSE0TGEEOKMdEtP59NrryW7IJ/bunUDoFOzDBSfjsnzxx1grZUa8btd2Mp96B/tJPqgp3pppfBbu1as46whI7jplQ/oeuk1MqHHT3mqKjGZpHwNNEkHNWwhNg5uOmh0FBEADjttNGgQw6NPLjA6yt+yLTuPy0fNIjY2hcWLv2bS4/9j6KUTsTtTjY4mhBBBQ+agCCHECaiKSv+U/nR5swsvfP4C0y+ezrl3n0ubgW2Mjibqkf3rt9P6nIuNjiFE0Ms5sI8W0dFGxxBCiDPWIyODpbfcSk5pKd/s2EG/SS9w77K+bD50iBvfvIkqn4+nB/6bMreb7QUFKIDn6Mqdfw8axC6ni5K9xQx+5QoKWocZ+rOIP7pu7vU80fU+KstKuXTif4yOI07AU1WBVVa+BhyzFzp0bcrSl5dy5UtXGh1H+LkKk8rQq7ryw6JNRkc5bT6fxj8e+pB5c14go8kgFEU2iBdCiNogl0kKIcRfCFPCmDhoIh98+gG7l+9m9qjZFB8sNjqWqAd0XaFg7z4ade5ldBQhgt6h/DyaxsUZHUMIIWpMUng4y2+7jXdHjuTJRV+zYucehra5m/v6PMbKAwfYcvgwDosFj6bRNjGRUKuVez7/nNU/ZfP6ipXcf86//t9qWWGsyAYVPPj9TFZ9NJ+pV59L9o/fGh1JHIfHVSVjhwPUVb07s2lx4JVpwhiFBWWEh9mMjnHKPB4ft4x9i8uumkW3LplSvAohRC2T8lUIIU6Boii0DG3JB099wJjxY3jj5jdYMn0Jmi9w9/cQ/k9zh+CuLCeuQWOjowgR3HSdw6UldExONjqJEELUuL6NG/PUBRfg8floEBlJy/h43hoxgrXjxnFr1668d9VVvDliBHvHj2fyuefy+fXX8/SFF7K3uJjIPI/R8cXveCpCmHP9Mzgjo9F8Gm89eAvbsr6lYN8uvG630fHEUe6KCmzWwClkxG/6qvFUFFcE9D6eou60O6c53y7L5r0P1xgd5S+Vlbu46Y43GTywF4u/zuLJZz+U4lUIIWqZlK9CCHEarIqVUe1G8fXnXxNqCmXqkKnsX7ff6FgiSHkqQwD5QCREbbN5XJS73TSMijI6ihBC1Ipbu3Vj+/33s2bcON4aOZILmzenQVQUD51zDgMyM0mLjERVVcb17AnALV27Eu10okj/4FfeHbeY4oM5dBh4OVaHnfYXDeTjp+7nxSv78coNA42OJ47yuquwmmWXr0AUmeclLj2WNQFQpgnjOS/uwJCL2/PyzGVGRzmp0iNVjLrxNW67dQQjr30GkzkGRbUaHUsIIYKelK9CCPE3JJgSmHH7DF6c8yJfPf8V7937HpUllUbHEkFm3+pcnBGRRscQIuiFVpYBoKry1lgIIX5Pylf/ktg0g/LiQpa/NZPywgJWf/QxjvAIWp0zCI+ryuh44iiPqwqbRYqNQKQA/Xu15Ye5WUZHEQFA0XVy9xWxe0+B0VGO2bw1l7XrD6DrOu9+sJqFX23i1rFvMeGfozlv4HgUVUaiCyFEXZFL8YQQ4m9SFZX+Kf3p+t+uvPLNK8wYPoNuV3Wjy9Vd5AS+qBHblm4mRkYOC1HrQqrKjI4ghBB+SdFlz1d/0v8fyexY0ZfsrB/pOeoOEho3Y87tl3N413aun/aO0fHEUZ6qSmxWKV8D1Q0dO/HuO0uMjiECgA7oOoSF2fF6vZgNXvF+z/j3KSt3ceBgMWd1SMfl1snPL+XqkefR77y7ZMywEELUMWkHhBDiDIUqodzX/z6+/OJLfEU+pg2dxt41e42OJYLAnjXZpDRva3QMIYKeO2cvVpPJ6BhCCOF3VFn56neGPTkUe1gYi6Y+zn/vvQ4UhQvGTSSjfVejo4mjfG4XdilfA1aTQwqqqlJ8sNjoKMLfKQq3Lr2Pdp0aEJ/xIJ8uWA9ARYUxe3AfOFjMG2/M5/HJd9CoUUOmvDSfd/63lBGjnkZRZP2VEELUNSlfhRCihjSwNWDuPXN5afZLLJ22lLfGvEV5YbnRsUQAy9uxh0adzjY6hhBB7+CWDcSGhBgdQwgh/I6MHfY/sZkuJm8cz+Mb3yUsJp6Wfc6n+/AbjY4lfsftqsIuY4cDlq1Sp3nHhix5eYnRUUQAqDCpDH7nZqa/fgOTHv+cRq0epnXnxzl/6NQ6zxIZ6WT92q/p1e9axt47B6s9GdUUhqLIqGEhhDCClK9CCFGDTIqJfsn9WDR3EcOuHMbMkTP5buZ3aD45cyVOj+a1UlaQT3rbLkZHESLoHdy1jeTwcKNjCCGE/5Gxw35JNXuwhByhND+XEf961eg44k88lRWEORxGxxBnYETfrqz7ZK3RMUSA8CkKXNGZB7c+xowDz/L6vmfI3p7HoGHT+Xbp1jrLMenBgdw/fgrDLj6HspK6O64QQojjk/JVCCFqgVNxMrb3WL768ivsXjtTB09l10+7jI4lAojmCkPXNcwyskyIWnfo4D4aRkUZHUMIIfyOIt2r31JUN4oip3T8kc/rwWaWlWaBbHBEOiW5pWiaXEQtTp1PUSiwmNhvMzNt15NYrWbG3Pcebre3To6fnBTBB2/dTPeuDVnwxX/r5JhCCCFOTN6pCyFELUoxp/Dqna/y8hsvkzU7i/m3z6esoMzoWCIAFO/3YZZxZULUiUN5h2gSE2N0DCGE8DtSvvov1VpOaEwsy157iXcfvp1H+zRhxfuvGR1LAD63mzCHzegY4gxE53iITIxg81ebjY4iAlRJiI1rF99FnwEtadnpMd7/eE2dHVvXwW6X1fdCCGE0KV+FEKKWqYpK74TeLJy1kMtGXcaskbP4ftb3chWtOKkt324hMinN6BhC1Av5pcW0TEgwOoYQQvgdKV/9l2r2MHTC7Sx9fRpbv/uas4aNZPfqH42OJQCv24VTLqIMaKoOvXu25vuZ3xkdRQSwKlXlnBmjUBSFPXuL6uy4P63cRadO3evseEIIIY5PylchhKgjDsXBmF5jWPzlYiwuC1MHT2XPqj1GxxJ+aueKLSQ1bWl0DCGCnsnnpaiigtZSvgohxP+jaNK++rMOIxzEpGaAqrDi3dfpNep2oyMJwOtxE2a3Gx1DnKGhF5/NhoUb2blip9FRRAAzoaPrOmd1qJsLq4tLKjl4sIT4xMw6OZ4QQogTk/JVCCHqWKollVljZzFt3jSWvbyMt8e+TXlRudGxhJ85uGkn6W27GB1DiKDnrKrAp2mE2mQ8oBBC/JmsfPVvisnHA9+Nx1V2hJ5X30py8zZGRxKAz+Mh1CorXwNd3w0qfUadzcwRM42OIgJYlary8Os3MOqm11izdl+tHuvbpdsYddM8nnvmHkyW5Fo9lhBCiL8m5asQQhhAVVT6JvVl0dxFDL1iKDOvnEnWvCwZRSwA0DWVogP7yezWx+goQgQ9p6vC6AhCCOGXFEXB4/IaHUP8BZOjiLDYBDpedIXRUcRRPq8bp8VidAxxhuwVGmfFJxOeEG50FBHgrOe1Ytjws7j7gfdr7Riz5mXx/ifr+OSj9+l1zlgURU75CyGE0eRPYiGEMJBTcXJXn7tYtGARyhGFaUOmsXf1XqNjCYNp7lC8Hjeh0XFGRxEi6DmkfBVCiOMyKQq+So/RMcRfUFSN8Pg4crZtMDqKOErz+QizytjhYHBjfDMqiiqYNmSq0VFEgBv0wnByD5WS0HA8W7MP1djrvjpnORdfMYOCQhdz531CZGy7GnttIYQQZ0bKVyGE8ANpljTm3DWHl+a8xJJpS2QUcT3nOmKTK1WFqCNVh/ZjM5uNjiGEEH5HURR8Xp/RMcRx5GfbmHnZApZNzaOqOIGKomIcYZFGxxJHaT4foVZZ+RoM4grhm8l3kf39dplSJc5Ivt3Kc5sn07F9GtNmLD3j18vensc1o1+jtMzHF198yBNPf4jZKhdvCyGEP5Ezu0II4SdURaVfcj8Wz1t8bBTx8jnL5UNePbT9uz2ExcgHJyHqQt7ObUTaZXWKEEL8maoo+NxSvvobXYepFz8LmoPPn3qFh5qNJjIxlYZn9TA6mjhK1zTsJjndFizicrxEp0cz/9Y3jY4iAlxZmIM73ruFDz9di9t9ZmP9H378c57+1708+sS7OEJboahywYcQQvgbeTcohBB+5vejiE0VJqYOnsreNTKKuD7Z9t0m4hpmGh1DiHrh0N5dxIWGGh1DCCH8jklR8Mqer37JbLVReGAP93++hglfbebGV95HVeX0jj8xaXLhQrCwV+i89tDNrF8oo73FmXMXV4LOGZWvFRVuyitcNGl+Lopqq8F0QgghapK8OxdCCD+VZklj9rjZTJs3jSVTl/DWnW9RXiijiOuD/et3kNa6k9ExhKgX8nP2kRwWZnQMIYQQ4pQoCjyw/B6iUpN4rF8mS+ZOMTqS+BMdHZNPytdg0qDUhKfKQ1lhmdFRRIB78953uen6HoSG/v3JO8+/+DXj7hyOyZJcg8mEEELUNClfhRDCj6mKSt+kviyet5hhI4cxc+RMls+WUcTBTNchf/deGnfuZXQUIeqFgoJ8ksPDjY4hhBB+p3rssKx89UcWZzmj/3ceD6+czpI5Uyg9nGt0JPEnqi7lazCJy/Ux7NpzmNRiEu4qt9FxRKDSdSrL3Rwpc/3tlygprWTt+v0MueRuFEWpwXBCCCFqmpSvQggRAJyKk7G9x7JowSLMVWamDp7KnlV7jI4laoHmcVJZWkxCkxZGRxGiXigoLqRhdLTRMYQQwu+oioLPI+Wrv9K9dhY//y2KqhAaE290HPEnMnY4uCjAkw264vP6yN+Zb3QcEagUhds/uZMvF21k/MMfn/bTdV1n4qOfMe7OkZitsbUQUAghRE0yGx1ACCHEqUuzpDFr7CyWXbGMif+cSJYtiyGThxASHWJ0NFFDvJXV/y1l3y4h6kZR2RGaSPkqhBD/j6Io+Ly60TECl66jAqoOJsCi66i6fuzXpqP3W3TwlLsozy/D6/LgLndTVlBOZUklFUcqqSxz4a5wU1XuouJIFa4KN64KD9m7qtizM4cx87+R941+SMYOBx9HmY+GnRrw2aOfcfPbNxsdRwSosggHs1dO4LLMh3jq0aGn/LzSI1U8MPEjOrZvyqCL76/FhEIIIWqKlK9CCBFgVEWlb2JfFs5eyOzvZ/PyVS9z1uVn0f267nLiJQjkbizGFiL7TwpRF1Sfj5LKSprHy4ohIYT4M1VR0Hy1u9WFousoVK8qU/Xq76bj3KYevU09eruig8Jvj1OOPu7Y6x59jub14nNreCo9eF0efG4fXrcHr9uH1+XFXe7G4/aiebx4PT68Lh8+txeXy4u3yl39OI8Pj9uLp8qLq9KNp8qL2+XB4/LidnnxuH/7XlXpwVXlwe324vH48Ho1fKfw79BkUrFaTZhMKmazit1uwW6zVH+3m7HbLdisZsLCbESF2rHFRvDDT5tp0K4Lb9xzDSW5Bxh8/7/oMGh4zf4HEn+bSZdtYoKN2QvTbxjBoLHPommafPYWf9uhPQW4Pb5T+v+ouLiChV9vZv47K/nng9cz4IJ7UFRbHSUVQghxJqR8FUKIAOVUnIzpNYaLv7iYSdMnMW3INIY+OpT0julGRxNnYPM3m4hNb2R0DCHqBYe7Ap+mEW63Gx1FCCH8jsvr5b1XFxD5bRY+r4bm0/B6fNXfj/7613/2eX3Vj9F1fD4dXdPRNA2fr/q7runoun6sjNQ0HU3T8fl++3VNUhQFXddRFAVVVTCZFEyqiqIqmEzq0duqi06TScVsUlFVtfpxJhWr1YzFomI2mzCZFKwWM1aLCbvdQpjdgi3Uht1uwemwYHdYcNgtOJ1WIsOdREY6iIxwEBpqIyzUjt1urvGSZsLcYjyeDVzy0HM8O/gsHvvfezx5481SvvoJBQVVk/I1GLXdpdCuTwse7/AY9333D5zhTqMjiQBU1TGd5KQItmw7RMvmSSd8nMfj44bb/svAC89ixstP07TVxbLPqxBCBBApX4UQIsAdG0U8vHoUscluklHEAWzP6m0kN29jdAwh6gWnq9LoCEII4bdUVcWCQmKoHfPRotJsNmE2q1gt1d8tFjNWqxmb1YTJbKp+nEXFbFIwm01YLNUlpsmkYjGbsNnMOOwWzBYTVosJh8OC3Vb9GrKK7NT4dJV35/yPfjfdizMqFqvDyVlNLVQeKWHfhjWkte5gdMR6T0dHlZWvQcmkwYdnD+HO5OVMbDqRyZsmExodanQsEWA0RWHAkPacc+EUBl3Ymmn/Hs6wkbPYsfMwS768i6TECABmzFnOFZf3Y/TtL0vpKoQQAUjKVyGECAKqotI3qS8L5yxk1nezeHnky3S5ogvdru0mJ7ICTG72LtqfP8roGELUCw5XhdERhBDCb4VardxxcQ96Xtvc6Cjid7y6GVdZKWExcVQdKUHXNNLseZw34jJ+eHcWaa2nGR2x3pOVr8HNXqHzasLZjL4Cnuj0BE/uetLoSCIAdX32Mgb/cyAzbnmDNl3+Rdt2adz2wIX0Pu8FoqNDeHveDSz6ehMLF70oxasQQgQoOSMvhBBBxKk4Gdt7LIsWLEItV5k2ZBp7V+81OpY4RZrXypG8Q2R07G50FCHqBV9BHha5QEUIIY5LVapHHgr/YlPdPPfyP1gwZTL/ubwnw++4kRhLIXt27ic0KsboeILqla+KrHwNaqoOL6f1wBZiY/PXm42OIwKQR1U4EBPCRe/dwlMHnmX4grEkjj2HZ/c/Q79Bbehx7vMs+347A2+6gquev4oSvcToyEIIIU6TrHwVQogglGZJY/a42Sy7YhkTHpyAxWlh8OTBhETJKGJ/prnC0HUNq+w/KUSdyN+1VfZ7FUKIE1AVFa9Pyld/dHk3H5dk3YFbs3KgLITrHv6Ofdu2ccVz842OJqhe+WrS5PdOsLO6dDqc1YRV762iRf8WRscRgUpR8PxuYWuVSaXD05dy3sSLsCg6K/cU8ead89l16y7ah7Q3LqcQQojTJpf6CyFEkPp1FPGiuYu4ZMQlzLxyJllzs9BkBJbfKt7vw2y1GR1DiHrj0J6dxIbIRSlCCHE8JlXB65H3jf7KrGhszrHSu8tdbFy1kbFvL8FsluvrjeauqkJRVSxej9FRRB1okprA2k/XsnHRRqOjiCCiKwp5YXYOhDpIaJGIyWIizhFndCwhhBCnScpXIYQIcjKKOHBsXbKVyMRUo2MIUW/k5+wnMSzM6BhCCOGXzIpKlctrdAxxEvdP/IhW/QZyy5zPcIZHGh1HAO7KclSTSVa+1hMPxbTjyvsHM/fauUZHEUGmrKAMTdN4Z+w79BvZj2Ql2ehIQgghTpNcFimEEPXE70cRT/znREx2E0MmDyEkWlZ9+YudK7aQ2ERGVglRV/LzD9EwPNzoGEII4ZdUVcXjlQLJX+k67Fy/nptmfGh0FPE7nsoKVJMZ5a8fKoKAvUJj05qtZPbKNDqKCCIfT/yYlf9bSWhMKBeOvpDnb3geRZE/VYQQItDIylchhKhHfh1FvHDOQoZdOYyZI2eyfM5yGUXsJw5u3klq27OMjiFEvVFQVEh6pKwUEkKI4zEpirxH9GM+TIBCbvYmo6OI33FXlmOS8c/1SnxCJLquGx1DBJGtS7Zy72f3Mv/b+fznhv9gV+xGRxJCCPE3SPkqhBD10O9HEZsqTUwdPJU9q/YYHate0zWVwv37adqtr9FRhKg3io+U0iQmxugYQgjhl1RFweeT8tVfKehoPi9HCg6TvWIpXq+MiPYH7spKVJOUr/WFy6Hwy6odpLRJMTqKCCLdr+3O+Obj2bt1LxbFYnQcIYQQf5O8IxRCiHoszZLG7LGzWTa8ehRxli2LIY/KKGIjaO4QvC4X4XGJRkcRol5QdI3iigqaxcUZHUUIIfySqip4vFK++isVjctGX8Xij97AU+WipCAPm8PJ2LeXYA+VkfpGcVeUYTZLWVJf/BRXSe6OPO6bcL/RUUSA03UdzathsphwhDu44O4LuKjdRUbHEkIIcQakfBVCiHru96OIZ38/m+kjp9Pp0k70uKEHqkkGJNQV1xG77OMiRB2yu6tweb0khIUZHUUIIfySSVHxyMpXv6Uo8PztCXD71eg6fLMvnasG3ITmk316jeSqLMdilfK1vmhV4SQhM55/JP2DiMRwLnlyGG0GtjE6lghA4xuMJ71jOgCeKg+LFizCqTgNTiWEEOJMyFl1IYQQQPUo4jG9xvDVl19h89iYOngqu3/ebXSsemPb0l2ExcYbHUOIesPhqjQ6ghBC+DWTqkiRFwDcmpmrJ27i6gGjOfeW+3FGRBkdqV7zVJZjsUj5Wl9E52usHnQd6598kDHXDWTu9XN57973jI4lAlDjHo25Z8o9TJk1hTlvzSHNkmZ0JCGEEGdIylchhBB/kGJOYeaYmUx/fTrLZy1n/u3zKSsoMzpW0Nv5wzZiM5oYHUOIesPhqjA6ghBC+DVVUdB0o1OIk9F1eHx+Md99+gX3L/iFHiNvofRwLqX5h4yOVm+5Kiowm61GxxB1SAGic7zcVpHGvDn38c3Ub8j+PtvoWCKAaD6NPSv38OjIR/F4PHSP6250JCGEEDVAylchhBD/j6qo9Ensw8JZC7n8msuZffVsvpv5HZqMnqs1e3/ZRnqbs4yOIUS9YT5ShCqjvoUQ4oRURcHrlZWv/mxLSQKvPPIso154A7szFIAXR/TlhUvPpqK02OB09ZOnqgKbVcrX+sjlUHj1g29o2rspmT0zjY4jAohqUnl82+M4IhxEhkQaHUcIIUQNkfJVCCHECTkUB3f2vJPFCxZj81aPIt710y6jYwUdXYf83Xtp3LW30VGEqDcKdm0nzGYzOoYQQvgtVVHw+mTpqz8zm1XMVhupLdvjrqrioyfuwxYSRkR8MnvX/mx0vHrJXVWJ2Sxjh+ubI1EmOv33VX784heGvzDc6DgiAOVl5xHfMJ5OUZ2MjiKEEKKGSPkqhBDiL6WYU5h5Z/Uo4qzZWbx525uU5cso4pqieZxUlpWS0Ki50VGEqDcO79lBjNNpdAwhhPBbVpMZj0dWvvqzDOdhYlMb8O9Le/DU+a05cvgADTt0w11ZQdMe/Y2OVy95XVVYzCajY4g6lBcL43Ysp2BvIc/lPEdK6xSjI4kAU7CngPl3zuemO27CpMifH0IIESykfBVCCHFKfj+KeMT1I5hzzRyWvbJMRhHXAM0VBoCqyl/Ltcnk8xL/wavkvfAgji/nk753C3FFh6r3/tRlZU/UBVqxAAAgAElEQVR9czhnH3GhoUbHEEIIv2VSFdxSvvo1i+pl8ce3MPDyC5nz9VsU5R5k38bV3PnmV/K+0iAeVxVWWflab5SHq/R8YRqbNuxm4pqJRscRAcTr9lJVVoXm03hrzFs8+vKjjGwz0uhYQgghapDZ6ABCCCECi0NxcPvZt3PxFxfzyKuP8OKgFxkyaQiNujcyOlrAOrixCJtTSqDaVjDlIf45fx5d09L4fMFHFFdVoR8tXcNsdhIiI0lKTCY9ownpLdqS0KIt7og4jjjDKLeHgOwPGlTyD+WQEh5udAwhhPBbqqLg0+QiO3+X4CjjsTub07jppXiqKrnttS9xRkQZHave8lRVEmGzGx1D1AFNgQkHVmIPd3DXwruMjiMCzH/O/w+RyZGUFZTRe1RvLm16KYp83hRCiKAi5asQQoi/JdmczCu3vcKPl//IQxMeYvmc5Qx9fCjhCVJmnK6t324iJq2hYceffdtlmCxWzFYrsakNiUlvdOwrPC4xaD4EtkuIx6tpfHzNNZhNv41z0jSNLYcPs+bAATbm5bHh5+9Z+NXnFFZUoOk66DpOm42EiEjiY+NITE4jtWEm6W06YU1txBFnGEccYfhM8rYqkBQW5dMuJdnoGEII4bdURa3+e1D4ve0FdswWK163i7l3DsdidzLonkdpd/4lRkerdzyVFditVqNjiDqwKt3Hm3d8ySMbHjE6ighA7Qa3Y3vWdkpzSykrKZNxw0IIEYTkLKEQQoi/TVVUzo47mwWvLOD1n15nyg1TaHNhG3rf2huT7HV0yvasyia5WRtDju3zerHYHXz+ycccLi1nU/Z2tmzLZsfWX1j35fuUHD6ErutY7HZi0xoSk1ZdysamNyI0Jj6gitmYhOPvv6SqKi0TEmiZkHDc+zVNY19JCSv372dTXh47d2xhzeoV5M17mSqvFwCzqhIbFkZSbBzJKQ1Ib9ycBq074khvTJkjlCPOMNwWW639bOL0FZaU0LhNa6NjCCGE31IVBZ9sLxEQJj/xOS37XkjzPhfw4WP30OWSq3l/8jgpXw1QVX6EsEjZ87M+aHLEjMVhwR4mK53F6RtwzwC6X9udAxsOsO7DdWi6hqrIuHghhAgmUr4KIYQ4Y3bFzs1db2boF0N5ZNYjvDToJTJ7ZpLcJpmU1inENoxFNckHiRPJzd7FubdcYcixi3P2EZOcRsNwKw3DrXRJ7Qz9OgOg6zrlXp1Cl4+DhaVs3LqdLdnb2LFhJWs+fZvSgsMAWB0OYlIziElrSPTRgjYsNsGv9hpzVFXw2PTnAf6w6vVUqKpKg6goGkRFcekJHlNcWcmq/ftZl5vLlgN7+HLDGnLemFFdzuo6iqoS5XCSGB1Dg/QMUhs1I71lO8Iat6A8JELK2bqm6xRXlNMkJsboJEII4bdMiiJ7ogeIyKgw9v+STetzBmG2WFk6bwptz7vY6Fj1kreqilAZO1wvRBXqpDZP4tup3zJowiCj44gAFBoTStPeTVn03CIKKSSWWKMjCSGEqEFSvgohhKgxCaYEpt08jY1XbeTH9T+ydt1alk5dSt7uPHRNJyQ6hJRWKSS1SiKpZRLR6dF+VdAZQfNZKD2US6Ozehhy/Py9O2nQqPFx71MUhVCLQqhFJT00hm7pMTCgK1BdzJZ5NIrcGgcLS9mcvZ2t23ewY+ta1n/5ISWHc9E0DbPFSnRqA2LSGlaXs6kZRCSkYDLX7VuQ6Ow1ZO3Zw6oxY2rl9SMdDvpnZtI/M/O497u9Xtbm5rJ6/37W5eawZNsmct59jTK3G6j+dx3lcBIfFUVSYgqpGU1Ia9qShBbtqYqIpswRSoUtBL2e/36pKVavm3K3m4bR0UZHEUIIv2VWVdw+n9ExxCn490Nd6XX+T0y5og8XjnuEtudfwlcznuWz5x7iovueMDpeveL1uHBY5YK6+qK8tJL0julGxxAB7NdJUpV6JQTOUCkhhBCnQMpXIYQQNUpVVNqEtqFN9zbQvbqkq6SSIr2IXQW7WL1+NRs2buCbL7/h8N7D6JpORGIEqW1Sj62UDY0NNfrHqDNaVRiapmF1OA05fsG+nZzVqvlpP09RFMKsJsKspt+K2f6/FbMVXp0il49DpRVs2r6Dbdnb2b59K1uWfklhzn40nw9VVYlISCYmNYOo1AyiUxoQk5aB1RFS0z8mvuRG2M1mohyOGn/tU2E1m+mcmkrn1NTj3u/2elmfm8svOTlsysvjl6xv+HzBhxRVVqJrGigKdrOZ2LBwEmJiSUpOIzWjCSnN2xDeqDkVIeGU2UOptDkggEZBG8XhqkTX9dNeBS2EEPWJxWTC5ZGxw4EgxlrGT1/dwVPz9vK/FyaCovDUW69y/+XXS/lax3weDw6LxegYoo44QuwU7CkwOoYIYO4KN2armRhFJvIIIUSwkfJVCCFErVIUBSdOnIqTlLgUep7TE845WtBRQYFWwNacraxet5oNqzfww7wfKC8qRzEpJDRJILl1dSGb2CIRq8Nq9I9T40oOapgMPEFTsHcnzYcNqdHXVBSFEItCiEUlNTSCTskdoXfHY/dXeTWK3D4KKjxs27WXrdu3s2PHDjYtXs2hvbtxV1YA4IyIIiY1g+jUDKJTGxCdmkFodNzf2mc2PyKWXpnNuGjePLJuv73GftaaYjWb6ZSaSqcTlLMAB0pKqsvZQ4fIPrCbxRt/Ie+deRxxuarHQioKIVYrseHhJMTEk5iUQvKvBW1G06MFbQiVNme9L2idrgqjIwghhN8zqyoVPq/RMcQpCjVV8PiNsTx2w2hKfGGc1esBGnfuZXSsesfrdmG3SvlaXzTKTCJ7aTZ9b+trdBQRgHRdZ9dPu2jVvRVOxZiLsYUQQtQeKV+FEEIYQlEUQgghxBRCemo6A1IHwEDQdI0SSsjz5LF221p+Wf8LGz/eyIKnFuCp8mB1WklqnkRii0SSWyYT3zQeiy1wT3Bs/noLUUlphh2/KGc/LRpl1Okx7WaVJLNKktNC69jm0Pm3lbdeTafE7aPYpbH70GG2bNvO9p072fVLFqs+ns+RgsNUlZXijIwmKjGFqOR0olIaEJ3SgKiUdGzO46+a9potjJ38H4YMH8CSHTvo2/j4o5b9WUpEBCkREQxqfvyVypqmsaeoiF9ycthy+DA79u5gw7pV5M2ffWy8MbqO02ol5ugK2oSkFJJSG5Kc2YKYxi1whUdT5gihwh6CpgbvqlBbZbnREYQQwu+ZVBWvT1a+BhpFgUMVoVQUF3D1c/OMjlPv+LweQqw2wG10FFHLdGBN1laumnG10VFEgHGVu9i/dj9v3v4mRfuLmLt8rtGRhBBC1AIpX4UQQvgVVVGJIoooaxTNWjdjeOvhAHh0D4UUcqDsAGs3r2X9xvWsfms1+7ftx+f2YXFYSG6eTGLLRJJaJJHQLCEgStkdP2wjMbOlYcfXfD7iQvxnXyqzqhBjNxNjh8YRKfRvmgL0AaqvDC736hS7fOSXV7Ft1x6yd+xk565dbFq0ikP79uCqqC7VTGYz8RlNiElvRGRSOtEp6axLbcqUfzzMyBf+RUZUFN/femtQ7TmsqioNY2JoGHPikVWaprGvpIS1OTlsPXyY7Qf2sHTTOvI+eJNSl+vYiGOLyUR0SAhxkdEkxyeS2KARSQ0zSWzWGj06kXJHCOX2ENxma0Cuoi07sBunjAQUQoiTUhUFTdeNjiH+hsISF163m7cfHE1UakMy2nelWY/+RseqF7xuFxF2G/ikfA12ufEKR/LLjI4RtEpyS/jy6S/ZsGADRfuLcEQ4iG8ST9eRXek2qhtW529TsRY8tYBPJn3C0MeGcsH9FxiY+tRMuWAKGZ0zaDOwDVGpUVzQ0v8zCyGEOH1SvgohhAgIFsVCAgkkhCXQsUtH6FJ9u1t3U0QRB8oOsG7LOtZvXM+at9dwIPvAb6Vsi2SSWiWR0jqFuCZxmMz+s6Lv4KZtdB9+kyHH9nrcmC1WomyBUUAqikKoRSHUopIaaqF9Qmvo1vrY/T5Np9SjUezysS+/kG07drN9505279rMtmULKcw9gM/rIbNTd9b+uIyXsrIY17OngT9R3VNVlQZRUTSIijrp4/LLy9mQm8uGQ4fIzs9nTda3LPjyY4oqK/Fqv62CinA4iA4LJz46lvjEZBLTMkhq3IKYRs1wh0dRbnNSYQ/Ba/avojNvVzZRThntJYQQJ2NWVXw+n9ExxN/QNbWIuR8/x4cfruTA3mw+fOJdMrv24dJJU4yOFvQ8LhcxzhA4csToKKKWLbUW4XV5adwj8Cbq+LvDOw/zbJ9ncUY6GfrYUFJap6B5NQ5lHyJrXhYRyRG0G9zu2OOzXsvivPvOI2teVkCUr/GZ8RQfLCazZybfz/6eg7cdJMISYXQsIYQQNUzKVyGEEAHNqlh/K2U7d4TO1be7dTfFFHOg/ACrN65m/Yb1/DD7B3J25KD7dOzhdpKaJRHfLJ6k5knEZ8ZjsddtQaRrJooOHqBx1751etxfFe7bTUJ6BjZTYJSvf8WkKkTZTETZTDQMT6R3o0Sg27H7XT6NErdGscvLxukvMmPeLK7t1Invd+/mvMxMrGZ5W/Sr2JAQ+jZufNLxzG6vl235+Ww8dIjtBQXs3reTLRvWcLjsv5S6qo6tljIpCpFOJ9Fh4cTFxBIXn0R8SgMSMhoT26gFvshoKmzO6pW0FludrKTNP7iH2JCQWj+OEEIEMqvJhMcrY4cDkaroDGjpoqCoNe1bD+CyQZtJatr6r58ozpjP4ybaYQfpXoOapsKHP/1CQtMEzPIZosa9NeYtTGYTD/74ILbfTWlKaZNCx2Ed0X83lWHbsm14Kj0MeWQIP/73R7K/yyazV6YRsU/ZdXOuA6BwXyH7f9lPE3MTYwMJIYSoFfIOQQghRFCyKlbiiSc+NJ4OXTtA1+rbK/VKiihif8l+1m5ey+Ytm1n99moOZh/EU+XBbDOTmJlIYouj44ubJ2APtddKRp8rFJ/HQ2jUicfE1qb8vTvIaOLfH0xrks2kEu9QiXeYybz/Hir27+byN9+kT6NGvLJiBQ/370+XNOP23w00VrOZ1omJtE5MPOnjKtxuNuflsSkvj52FhezdvZ3NG9aQX15OSWUlvt+dPAmz2YgJCyc2KprYuATik9NISG9EQpMWmOOTqbA5qbQ5qbQ5zmhP2sM5B0kOC/vbzxdCiPrArKr4NBk7HKi+WGflrqvGoSgKrfpdyNlXjjYsy3uT7mT1p+/Q5dJrueSh5/5w30dP3s+K9+bScfAVXD55KmWFh1k8/Sm2Zn1NWcFhHOERJGW2ov8t99OgXWeDfoJTp2k+QoPkwkZxYkt6mFk0YClP73va6ChBp6ygjM2LNzP08aF/KF5/T/ndxZrL5yyn8xWdMVlMdL6iM8vnLPf78vVX6z9bT6/ze2FR/GtKkBBCiJoh5asQQoh6xaE4cOAgOTKZLt27QPfq2z26h2KKya3MZd22dWzYtIEtn29h4fMLcZe7Uc0qCU0SSGyeWP3VIpGQqDNbOVdVYkMxcM/Rgj076HN2t79+YBBSzGZGTpnCiAkTUBMSKMjK4oZbb+Umj4c+jRoZHS+oOK1WOqWm0ik19aSP8/p87CgsZNPRlbR78nNZsyubvKPjjt2/G31pMZmIcDiICY8gJjqGuLgk4lPTiU9vRFzjlqhh4bgsNkpCIqi0OtD/9PusoCCPjlEy2ksIIU6munyVla+BSNfBbFKxOZyMfXspkUkpRkciIjGFdQs/5KJ7H8NidwDgcVWx9ssPiEz87T3Cm/ddj8/r5fLJU4lOaUBZ4WF2/LSMytIio6KfNrOM6w56D0yYS3RaNOHx4UZHCTqHtx9G13USmib84fZ7E+/FW+UFoM9tfRj25DAqSytZ8+Ea7l92PwBdR3bl2T7PcsWUK3CEO+o8++nwur2s/nA1Tyx4wugoQgghaomUr0IIIQTVe8rGEUecM4427dtA++rbvbqXEkrIc+exYfsG1m9az5YlW1j68lIqSipQVIXotGiSmieR2KK6mI1IivjD1bgnsv37nYTFxNfyT3ZieXu20/KGUYYd32iKxYIpORmA2F69eG7SJO6eNIleGRmoBpbi9ZXZZKJZXBzN4uL+8rGFFRVsOXyY7Px8dhUWsm9PNps3rD7ualqryUSkM4TosHBiomOIiU1g297dDGvcrzZ/HCGECHhmk0nK1wCi63DIE8dDL25k2QcfcOOjj+D1erD7yaSHlOZtKdy/hw3ffE6HgZcBsPGbz4lMSCE6tQEAlUdK2P3LCkbP/IhGnXoAEJWcRlrrjoblPl0KCibNa3QMUYs0BSqPVDF48mCjowS1P3+eHp81Hl3TmXPNHLyu6t9jP7/1M7ENY0ltV30BR1r7NGIbxrLynZX0Gt2rzjOfjh/m/cB5V51HhjXD6ChCCCFqiZSvQgghxEmYFTMxxBBji6FFqxZc3upyAHy6j1JKKfQVsnnv5upSdu0WVr27iuLcYtAhNDaUpJZJJLWo/opuEP2HUm/78i3ENzRuJNKR/DyapZ98NWJ9kjl0KD3feYe3169nZLt2RscRJxHtdHJ2gwac3aDBXz72cFkZWw8fZntBAbuKiti/ZzspERH0bdiwDpIKIUTgMqsqmowd9ntuzcycxW5+/iWHz+c8RtWRUi6d9B+ev3k0kYkp2EP9Z2VepyFXsuqTt46Vrys/nk+noVeya1UWAFZHCFZnCJu+XUB6m7MwW48/ctTfycrX4Kbo4PX6UBW5WLM2xDWJQ1EUcrfm/vH2RtUXaFocv43oXT5vOTmbcrjdfvux23RNZ/nc5X5fvq75eA0fffLRKV20LYQQIjBJ+SqEEEL8DSbFRBRRRJmjaNyoMRc1ugguAl3XKaOMYr2YHXk7WLdpHRs3beSbhd9weM9hdE0nJCqE5FbJbP42myZd+uPzejGZjfkrOdr+9/fNDDaKzcbVN9zAff/8p5SvQSQuNJS40FB6StkqhBCnxaQosvLVz+k6XDzmezZmZWGyWLl1zmdEpWRgtdtJa92RkOi/niZRlzoMupyFUx+n6OBeQGHP2p+48slXj5WvJrOZyye/xAeP3cOK918jpXkbGnY8m7bnX0JS01bGhj9FOjomTcrXYKYAlw49m0Uzl9FlZBej4wSd0JhQWpzbgiXTl9Dvjn4n3Pf1wPoD7F21l3u+vgdnlPPY7ZXFlTx/zvMc2HCAlNbGj1w/nsJ9hUQlR9HIKtvdCCFEMJPyVQghhKhBiqIQRhhhShhpiWn0TewL51SXspVUUqQXsatgF2s3rcWVE0XJ4VLe/Mf1aD4fFruduAaNiW2QSVzDTOLSG2MPq53VClVlR7CHhBJplfL191J69KDc7aagvJyYkDPb01cIIYQIZBaTCU2Xla/+rNQXxtol3/LPxZuOTVf5z/DeeF1VjHjyVUKjYgxO+EchUTE063kuqz59B3Sd5j3PJeRPGVv3H0yzngPYveZH9q5bybasb1j2+lSGTXyBTkOuNCj56TH5ZOxwsItwOqg8UmV0jKB15UtX8myfZ3my25NcNPEiUtqkoKgKe1bu4dDWQzTo2IDlc5eT0TmDzF7/f5JUw24NWT53OcOfH25A+r+2a8UuOp7dEZMin8WFECKYSfkqhBBC1AFFUXDixKk4SYlLoWefntzRp/q+Kq9GgcvH/sIjrN+yjY2bN5P9w9csf/MVqsqOABAWG09sagbR6Y2ITW9MTFpDrA7nSY54cgV7d5Kc0RiTKmOOfk+NjGT0sGHM+fFH/tG7t9FxhBBCCMNYTSa8Pln56s/KfCGA8odtLWLSGlK4fzev3jiEh5dux2y1GhfwOM4aOpJPnn4QgCHjnzruYyw2O5nd+pLZrS/9b76P9x+9i69eeSYgyldFUTHLnq9BLyTcSV52ntExglZc4zge+vkhFjy1gI8mfETR/iLMNjNJLZI4955z6XVTLyY0ncD5/zj/uM/veElHvnzmS4Y9OQyz1f9OfdvD7OzctJMyvYxQJdToOEIIIWqJ//0NJIQQQtQzdrNKilklJSSarmndYEA3AHyaTrHbR0GVlx37c9myLZut2dls+fpjcnbvwF1ZiaIoRCamEJveiJgGjYlNb0xUcvpfjjHO37eTRpnG7Tfrzy4YNYrp771ndAwhhBDCUKqqythhPxdjKSI0OoanLmxHSFQMRTn7qSwpomGnHlgcuagGbWtxMk3P7o/P467+5+7nnNJz4hs1Y9OSBbUZq0bJnq/Bb3RVKi+mRLLu83W0HdTW6DhBKSIpghFTRsCU49//fO7zJ3zuuXefy7l3n1tLyc5cYvP/Y+++o6OqFjYO/860THpPSEgIvfeiIFIVEBUREFEUVOCKXkHsCoqAvSv3KigqFlQuKNhQsAtIEQtI7xBaem+TZDLz/YGX76IoJeUk4X3WygJmzjn7HRYhyXln712Hb2Z+w+2v3c6ccXO076uISC1V/b4TFxEREQCsFoNwp41wp42mIfUZ2Lo+0A8At8dLVnEZ6UWlbN97gK07drBz505++nE5aYcS8ZSVYbXbCY+rT0S9RkQkHP0IjIjGMAwyEvfQ7eITv1P4bOdISMBmsVDiduOohjctRUREqoLdYsHj0bLD1ZnTUszqb+/m571efll/kCsGNmT1bh/uG3kTIx6ZfdyM2OrCYrVy+6LVx37/vwqyM3nvnrF0HjySOk1a4uMfwOGtG1jx1r9p2esiM+KeFs/vb1awlZWanEQqm6PYS6MWcexcvlPlq5y28IRwoppE0bltZxWvIiK1mO4oioiI1EA2i0Gkr41IXxstwpoxpHOzY8+53B4yi8tIySti887dbNuxk107f2PjskXkpKXg9XpJ27+L+++81cRXUH0Zvr60T0jg7fXrGdeli9lxRERETKE9X2uG4pIyHpn2H7r06Mjn3x/miXue4pwh19K8Rz+zo/0lZ0DgCR/38fMnvk1Hfnj3ZTIP7afM7SakTixdhoyiz5jbqjjl6StxFWKxWLBq5utZocztIT893+wYUkMVZBbQoVkHs2OIiEglUvkqIiJSyzhtFmJtFmL97XSo0xF6dgTA6/WS7/aQ6Sojp9BFm6gT3/gSmP7GG4y7/HJW7d9P9/r1zY4jIiJS5ewWC2Wa+VrtPfP6FpISD/Kf334jLL4+zbr3ZeBt082OdZzhM1782+dHPff2sd9fNHEqF02cWtmRKkVxXi5Wux2rV8t1nw2eungglz70Il/P/JoLJ1XfJW6l+irVLHkRkVqt+q1BIyIiIpXCMAwC7VYSAh20jQ7SEkd/wx4by9WDB7P6wAGzo4iIiJjCYbXi1gy+am/8yFbY7XZKS1wc2vwrgRF1zI501nIV5mOxao7D2aJdug+fzpjAx1M/ZueKnWbHkRqmKKeIhNAEs2OIiEglUvkqIiIicgK9R4xg5b59ZscQERExhcUw0LzX6q9ZRB6bl49jx46Z9B4ziV1rvjU70tnr9z1f9Xlz9mif4sO1EwYye8hskrYnmR1HagCPx8ObY97EMAyshvXkJ4iISI2l8lVERETkBHwSEqgfFsbqxESzo4iIiFQ5q8WiPV9rgC1pQdz82DYuu/Zd1i58g6EPzjQ70lkrPL4hxQX5FNt9zI4iVejZgI7U6xDPz+//bHYUqQF+mPMDLTq34Lsl3xFjxJgdR0REKpHKVxEREZETMOx2Hn/2WeZv2sS/Vq0yO46IiEiVsloseFW+VmupxcFcdMFUNm0+SHyHXtz50Vrqtelkdqyzls3hwOv1ku8baHYUqUIWLzRJiCFpi2a+ysn9+uGvTLt5GuFGuNlRRESkkql8FREREfkLsb16MXfpUnZlZjJr7VqyCgvNjiQiIlIl7BYLHo8XCj1mR5G/sGJjMVa7g9HPv0PP6yYQEBZpdiQBCpz+ZkeQKjb+/K5s+3obhdn6WUFOrMxdxuZlm/EJ9CHKFmV2HBERqQIqX0VERET+hi0igtc//ZTwunW5dsECknJzzY4kIiJS6WKDgtiTkcGVl74Kbs2ArY6SPXFkJx8yO4b8D7uPk32uErNjSBXrmuaHM8hJxv4Ms6NINbVl2RZWvrqSZ/79DL6Gr9lxRESkCqh8FRERETkJe0wMN772Gi8+8ADjP/yQsR98wOy1a0nJyzM7moiISKWICQoi5YEH2HAoiV8W7zU7jvxBRkkgz02cRONzepodRf5HYHgk6w8fNjuGVLGiQAslBSWExoWaHUWqKf8wf5p0bMKF8ReaHUVERKqIylcRERGRU9RuzBi+XbWKl2bOpEnr1vxj8WKyi4rMjiUiIlIpLBYLT150ETc+vACKNPu1Oij12NiQGkafi1+ibvO2jJ39gdmR5H+ExMazM/mI2TGkin3mScY/zI+AiACzo0g1Va9TPXZv2E2JVzPjRUTOFipfRURERE6RYbFgjYkhum9fhj71FI9NmMCV777LrvR0s6OJiIhUiiGtW+O02Rky8GV2fa1SySyfrndwzuWLaNTxSS46fxJ1mrfnqideMzuW/EFEvcbsT04yO4ZUsV/2JhLVSPt4yl/zerxYrBasWM2OIiIiVUTlq4iIiMgZMAyD826/ncGdOnEwO9vsOCIiIpVm5fjxtI2sQ88x/2L8oLfBpVmwVanUY+PWcU/T+LyLsPs4iWvVkYObf8Vi0S2d6iayfmPSMlLNjiFV7PKu7Un89YDZMaQayzmSQ1hMGFZD5auIyNlC36mLiIiInCHDMOjUuTMv//ij9vcSEZFay2KxMKNfP96/5hq+3rabFfO2mR3prJJUHEZxUQE9Rv+TZt37cmT7Rqw2m9mx5ARim7chKyMNvT3h7LJozXrCEsLMjiHV1HcvfsdzFz5H74t7mx1FRESqkMpXERERkXLoN3Eij958M/cuXcqaxESz44iIiFSa8xs0YFL37kx7dZn2gK1Cq9Zn4h8SDsCge55g7OxFjH9zqcmp5EQiGzTFlZ9PkY+f2VGkCnnKvARHB5kdQ6qhHS8DfPQAACAASURBVMt3sO2bbXy27zOKSovY6dppdiQREakiKl9FREREysESHEynCRN47vbbeWbFCo7k5podSUREpNJM6NaNvemZFO4pNDvKWWP7ziTK3CW4S0qAo7MrbZr5Wi39dynoXL9Ak5NIVVq/fT9NejY1O4ZUQ6vnriY3JZdp903j0cGPMu/TeWZHEhGRKqLyVURERKScDLud7nfcwYyJE3lmxQqz44iIiFQai8XC6E4daT34CbYvPWR2nFrP64Wdhz1kHkokbf8us+PIKbBYLKTZnGbHkKpkM0jalmR2CqmGRr8+mknLJtHovEaMf388WzdtNTuSiIhUEZWvIiIiIhWk25gxuIG1Bw6YHUVERKTSPNyvP2O7dOEfD/xHyw9XsjWJwXz/9hymfreTmKatzI4jp8AvOJQNqWlmx5AqNLBHexJ/0fYj8mdWmxXfIF/aX9aeRuc1IvlAMl6vvm6KiJwNVL6KiIiIVBBLYCBPPf00T3z/Pe6yMrPjiIiIVJqr2rUjq7AIrGYnqd2eeX4ZrfsNwi841OwocoqCo2PZclizws8mob6+GBbD7BhSzbmL3dh97BiG/q2IiJwNVL6KiIiIVKConj0Z1bs3j3z3ndlRREREKo3TZiO/uBhPptvsKLWew+lndgQ5DWFx9dmddNjsGMf8eOAAYTNmMGze8XtNJmZlETJ9OhuTtFxueaTWszP9oXfofn13s6NINZeZmEls/VizY4iISBVR+SoiIiJSgQyLhctvuIHV+/fzze7dZscRERGpFHWDg4kJCmLWk8vNjlKrFHvsLE+MotRjA6B+o7pkHNxncio5HVGNmnE4NcXsGMe8s349N55zDmsPHOBgdrbZcWoda6kXq81Kl5FdzI4i1VxGYgb16tUzO4aIiFQRla8iIiIiFSykY0eeu+suvklM5OUffzQ7joiISKUY3KIFC1dsMDtGrXL91A1c3v0Gbnp8O0dc4QSHh1OUm2N2LDkNcS07kpGWQnXY1bGgpISPtmxhbJcuDGjalPc26PO1ooUluek+sD3v3fye2VGkmtv5/U46d+xsdgwREakiKl9FREREKpjFz4/ukybxwrx5/HjwIA9/8w05LpfZsURERCrUMytX8uKdw8yOUav8umI1Q6c+x7rl6+jU/nb+/cDjnDv8BrNjyWmIad6GwtxsSmwOs6OwePNmGkdE0CQigivbtuXdDRvweqtDLVx7GEC7xvVI35dudhSpxspKy8hNzWVg84FmRxERkSqi8lVERESkktgTElj43Xf0OP98Rrz7Lsl5eWZHEhERqTCR/v6ExgSYHaNWuXvaOD57biolRYUAWG02inK1VGxNYrPZ8Hq95Pua/7nxzvr1XNm2LQAXNm5MQUkJy/fuNTlV7bP3UOrRFlZqHXeJG7f76Ed5ZB7IJLphNP6GfwUlExGR6k7lq4iIiEglskVEMPixx5gybBg3vP8+O9PSzI4kIiJSbvsyMkgrKKCwUCs7VKSxFxgsXf48kx8ex8LvX8PHL4CgqBizY8npMiDPL9DUCLvS0/nl8GGGtW4NgM1qZWirVryzfr2puWqjKYP6k7Qtibmj55odRSqQ2+3mrpi7uCvqLiYFTeKV4S+Tk5xDfno+hzcfPr2LGeDxeDTzXETkLGIzO4CIiIjI2eDS556jTffu3Hz//fxn5Eiz44iIiJTLS2vX0rNBA5p1r2t2lFplS2og7y3eTEpyDlP++RhdLr+G1n0vMTuWnCaH05cd+YXUNzHDvF9/xe3x0OLZZ4895gXsFgvZRUXmBauFGvxWxFcvTebaZ17j04c+ZdCDg8yOJOW0e/Vu6jSvg81hY/nOR/B4PIy+4mUeav8QVpv1aInqhTrN6zBxyUQcfg4Kswtx+DmwOY6/3e7xeHDluTi89TAH3QeoZ08w6VWJiEhVUvkqIiIiUgUMw6DegAEEPPQQ+zIzaRAWZnYkERGRM3Zz1670f/118GgWT0UacfW/8Xi8BEfHMnbWB8Q2b2N2JDkDQRF1+O3QYQaEmrPvq7usjP/89huP9O9P30aNjntu9MKFLNy4kQFNm5qSrTayeKH9AQuvThjNsPv/hY+fD/3v6m92LDlD2Ueyebb3s9h97TToWI8GLjcWYOV7N1JqHF1fOt9TxvMLf2bbpsPcE38PZaVleNwebE4bgRGBOAOdhMQGk3U4m6zDWQAUZhYy/JKL+fr9xQQGNzPxFYqISFVQ+SoiIiJSRSyBgSRERWm2gYiI1HiNwsNJCA1h2h2fMuOVwUcf9NGmh+UVGReHf1Q9Lr3rUbOjSDmExsaz7cghCG1oyvjLdu4k2+ViVMeOBDudxz03uGVL5q1ff6x83Z2R8afzm0dG4rDpluHp6pbq5KMX7mTonc+rfK3BSotLsfvaefzbOxmSEI7l9/cY2QDb78sG+xoWHhtxDmUjIPmpK/ACRRYLc+YsJykll7j4MPIy8yloGs2j919CILAzt4jFM7/hl3Vf0rufylcRkdpO30mJiIiIVKHzunTh259+okNdLdMoIiI125LrrqfbrFnMb7MBq2Hw7axbiLkgwuxYNZq/rx2bw3nyA6Vai2rYjAObfoZW5pSv89avp3fDhn8qXgEGtWjBsytXkvX7mwHHfPDBn475bdIkEkJDKz1nbdQq3Y7Dz8Hyl5fT66ZeZseRM/DBne/TvFdTrkmIwHmSPVqtQN2Sst//VMbTo8/780FlR6/R2d/JusggCvVGXBGRs4LKVxEREZEqdOlNN/H6hx/y0Dff8ECfPlgsFrMjiYiInBE/h4PfbrsNV2kpt3z8MeOmzeezCyaaHavGKvY4iI6PZcf2PWZHkXKq27IDW79ZYtr4C0aO/Mvn2sfGkj19OsCxX6Xi+Od5ePuRm7n67n+pfK2hEjrXZ9e3209avJ4JrxcMLRIhInJW0N0+ERERkSrkSEjg42+/pVG9ekz7+muz44iIiJSbzWLh8+3bmTish9lRaqydGQG06fkiG3/Zzp6ffmDn6u/MjiTlENe6A7mZabgtVrOjSFXyAUItdHD4gRd2r95tdiI5AxENIyh1lVbKtb1eLxZDt+NFRM4GmvkqIiIiUsVssbGMnzmTIT16sOHIEdrHxpodSURE5IxZDIO6wcHMfH8FvYc0w1nf1+xINc6Eez4lIqExBzf9wnNvP8kdo8cx8b1vCaubYHY0OQN+QSGUud3k+QYSWpBtdhypCDYg0ILH38u+wmw2HD7CzpR09iZncDg9h9TMfHLzXHh/ny1ZkFXIwd8O0vi8xubmltO28/udNGkfXynXdvrYKCjMr5Rri4hI9aLyVURERMQE1vBwXp0zh2uuv567e/Wia716ZkcSERE5IxaLhZ8nTuSG99/nshGv8OXaSVpX8TRFxESzbu5cDIuF7PwS2vfpx3evPc+waS+YHU3OlAEFvv4qX2sKHyDAgsf3aLn684FDbD6Swu4jaRxIziY9Mx+P52ix6ufnICY6iLoxITRoFs6Fl7SgTatYmjaOxGY7equ1323z+fiBj2l9UWsiG0Sa+MLkdHUa3onXR71O2ozLiPRU7LWbNIpky46dFXtRERGpllS+ioiIiJgk+vzzWTh/PteOHs2ujAxGdehgdiQREZEz1jU+nunf7GTdgj2cc5Vme52Ol+5vR48fOxASE8eTdz2B1+tl3MuLzY4l5WCx2jjihTizgwjYgVALOA0OFuWw8UgyW5OS2ZOSycHULJLT88jNcx073M/PQd2YEOonhHFez0bc0jaO9m3jCAhwnvKQn79wNd2GzmLrF1u192sN0+KCFsS3jecfkz9k0aNDqMjFw1u3jOWtd3/E4ynCYtEqESIitZnKVxEREREThXXpwkdffsmoQYM4Jy6OZpF6Z7yIiNRM47t2pUFYGGOmv8fmYVPBrtmvpyrUt5RRNw7hhQef5+Y3lxKZ0MjsSFJOAaERbDiSwjk+ZiepxQzAaYDf0Y+00gI2p6aw5UgKu5LTSEzJIiktl6ycIjyeo1MY/XwdREYEEFc3lAb1w+lzUbM/zVqtCHbgivE9mTlpAa0HtiY8IbzCri2Vb9Sro5jeZjrvDuvI6I4Vt/x7eLg/2TmF5GdvISisc4VdV0REqh+VryIiIiImc8TH0yAqit0ZGSpfRUSkRuvftCmZRUWQWgZ1dcvhdNx9hT+FRbcye/QAHly+2+w4Uk4hdeqy9chhaBBtdpSax4ejpaqvgcvuZkt6GrvT0jmQmcWRrDxSsvNISs8lI6uAIlfpsdMcDisRYQHExgTToEEEl59Xj1YtYmnTKgan01HlL+OeAa0pfNTFk92fZPrm6fiF+FV5BjkzYfFhDHlsCC89uZRRC26iIt9KdOhwNv+aOYN7p7yO3SeqAq8sIiLViX4SEhEREakGRowYwXOzZvHx1q08NXAgIb5ahkpERGqerSkphPn5QnhFLtR4drAYXm69Op5Xn9DfXW0QXq8he5NUvh5jB/wN8LOAD2QXu9iensrWlFT2pmZyIC2LI2k5pGUVUFhYcuw0i8UgNMSXsNAAoiIDiakTRLc2DWnWOJoWLeoQXzfUvNd0EhbgwWGd+eStNax+azUXTrrQ7EhnJXeJm4zEDDIPZJJ9KJvs5Gxyk3PJT8/H7rQz+tXRJzzP4XTg/X2f34r0/bLbeOLZL/ni89e4dMiUCr++iIhUDypfRURERKqBDmPH8vY11/DlE08w6JVX6N2wIff26kWAj9aqExGRmmPGN19zRee2R2etyd8q8vgw6t617Nq4lciYaPwDfNmweh2xTVubHU0qQHSTlmzc8qvZMSqHDfAxjn6eOw0KLaXszspgb0YmBzNzSMrO5XBmDoWuEnLzXWTkFJKb58Lr/f8iy2azEBLsS0ydYGJjQmjfOZ7hTTrRunkMCQlhWCwW815fBbIB/a7oxJfzf1L5Wg5ut5ucwzlkHswk61AWucm5ZCf9XqKm5VOYVUBRrovi/GLKysqOO9cwDHz8HPgG+eIf7EtQqB8hYf7sWrGLwKjAvxwzdW8qYdFBFTrrFY7uKXzxgFasWvsTlw6p4IuLiEi1ofJVREREpJownE76T51K3fh41i5fzk0ffkibmBiGtmpFk4gIs+OJiIicVIuoKN5Y9TO3ru9DWIsglbB/Y82+AFZ+9AlXPvwSR3Zsojg/j2ufeZO4lu3NjiYVoG6Ltix/PQ0vVHh5U+EMji71az9aprqdZWzJSmPLkRQSM7M5lJFDanYeKRl55OS5cBWX4vmfGYFWq4XAAB/CQv0JD/MnMiKA1h1iCQ72JTI8kCaNI2naOAqH4+y8DRkS6MRqrx1l8pnyeDwUZhYeK0/zM/LJScohLzWP/LR8CjIKKMwppCi36GiB6v5DgYqB3deOb4ATv2AngSF+hEYG0DAulOgu9alTJ5j4uFDqxYURFuiDw+vF4eH3X71Y+fPn4RVeyCtx/2Xmrtd25cVBL1bK53Db1nX51+zv8ZQVYrFqOWoRkdro7PyuR0RERKSaMqxWWo8dS6uRI2nwwgvs2bCBHi+/zL8GD+bKNm3MjiciIvK3pl/Yj3BfP1pf/gSd4ury6Xe3gKPaV0+m6FLfRd1mLfnkqcmMnb2IyIRGZkeSChTdsDlF+bkUOXzxKymq+gA2wO//Z6cmufLYkZ7G/owsDv63UM3KJy07n+zcIoqLjy+hQoJ9iY4KIjoykNi4ENp1jaNp42ga1AsjOjrQlD1Ua6phA9vw0v0f4fF4auyMXo/HQ15qHhmJGWQdyjo2+zQvNY/C7EJcOS4Kcwpx5bkoKSzB4/FwrLX8vae3+djw8ffBL9CJ099BUKg/IREBxDYIJ7JbA+rUCaFu3RDiY0OICPY9VqDafy9QbZxiCVpSdvJjgPsnD2Rgp0f45f1f6DS805+eD44NpqSwhFIDHBW8+rCfn4OwUH82/rqI9l1GVezFRUSkWlD5KiIiIlINGb6+XDB5Mn1ycxk+fDiX3HknQQ4HFzVrZnY0ERGRvzWxe3du6daNJs88A9keiNIepicSaC3gx0+u5skFObx03UXc8/l6nH4BZseSCmKxWMAL+b4BVV++hhh0nTWLjMyCYw/5+NgIC/UjPCyAqIgAYhuF0i2+IQ3rR9CkcRTRUYE1this7ho77cS3ieXjBz5myGPmrDPr8XjIPpxN9uFssg5nkX0km9yUXPJT88nPyKcw62hxWlxQTHFBMZ4yz7HSFI4u3WvzseEM8MEvyJfAUD9CwgOICfcnrEkU4eEBxMaFUDcmlNg6QQT52rF7weHxHi1PvV5s3qP74J6SUyxQy6N9gJO3vruL6y949oTl68FfDhIUEYCt4rd9BaBf32asXrNa5auISC2l8lVERESkGrMEBRF6xRW8XljIpIcfZv5vv/Hi4MEEai9YERGpxiwWC3aLhe8/2U7vca3MjlNt2S1uplwVwLxZ0Rzc9AtNzu1ldiSpSAZkOXyJqupxc4+2RU89MoQhl7Wr6tHlD2zAdbddyAMj5uD1ehn6+NAzuo7H4yE3OZfU3amk7U4j81Amecl55GceLU8LswspyimiuKD4uP11/zsD1eF04PQ/uvdpYKgfQaF+REUE0LJRJBGRAURHBxFTJ4S4mCCC/X2OlacO79EC1e49jeV3q6A8LS8D6JAQhmGc+FX9uvhX4lvUOfXC+DQ1b1aHefNr6b7QIiKi8lVERESkJmg+ahTLBg/moZEjWblvHxc3b252JBERkb9VPyyM5NRcsjfmkpNaREKfKLBqCeI/+uAnO3npqTTq0sPsKFLBfAOC2ZyVQ5WvW+KBpvUi2bErpapHlr/wj/Mac+6+xxnS+VHy0/Op27Yueal5FKQXUJBVQGHm0f1OXXkuiguLKSstAw//33b+/qvdYccvxJegcH9CIwIJiwygfosYIqMCqRMTQr34MOrVDfl95unRZXtt3v8WqLWrPK0ITo8Xw2qccEnostIyAoMrbz/WhvUj2LX7CJ6yPCzWwEobR0REzKHyVURERKQGMAwDIziYWx96iJEjR2K1WBjQtKnZsURERP5Sh5gYnpn/Pfe+9hlFpaWkrnkU4nQb4n8Vljm5e/xjXPnIbC35WgsFRdVh4+FDDIuu4mIlxGDV+n08/cyZzbCUimf3Qierlc9W3sM/xr1FYXIOwWH+hIX507h1LOGRgURHBxNTJ4i4uiGEBvjgMCzHZp3avEdL1FNeuvcsKU/Ly+nx4gzw4dBvh6jXod5xz4XGhbJ/9e5KG9tut2K3W8nJ3EZo5DmVNo6IiJhDP/WIiIiI1CBhnTqxcPZsmg0ezAWNG9O9QQNGttNyciIiUv3M6NePtIICLmvZkrs//xyCVC7+kQcLHo+HvHTNUKyNQmPrsSc5Caq4fP2pLAk/XzvRUUFVOq6cXJsAJ2v/M/7kB7q9gArUyubwwui7L2LOiDk8uOFBclJy+P7F70nolEDKrhSK8osrdfy+vZqxZMlCRt2g8lVEpLZR+SoiIiJSwwT27MmPb71FXlISNz/zDOfGxdEoPNzsWCIiIsdx2Gy8dsUVrE5MJMjpAwFacviPAqyFvLFgKuNGPsaedSsY8ejLZkcyhSs/l6zkQ+SlppCfmUpBZgapiTsJCI1gwIQHzI53xqIaNOXgzyuBql2t5IXPV3J+t8ZVOqZITXXvsI78um4fd8XchTPISdPzGvH1ip3EN4nmrTduqNSxL7+0Lbfdu4hrRhdgsfpX6lgiIlK1VL6KiIiI1DCGzUa9oUeXkbtp1y5W7dun8lVERKqt/VlZ2K1Ws2NUWxc2L+LHVQ/S+6Ln+Wr2E/S7+T6zI50yj8dDfmYaeekp5KWlkJ+ZRn5mGgVZGRTlZFGUl40rP4/igjyKCwsodRVRVloKgBfvsetYrDZ8/Pzx8fXFL8Af34BAkhIPkLZ/V40uX+s0acXGpR9U7aA22LE/lUkX967acUVqKKcXFj0xjJ2PDiHBbsXf4z35SRUkLMwfp4+NPbu+oUnzy6psXBERqXwqX0VERERqMP/gYPYVV+5yWCIiIuWxLTUVu81KSXIJjlgfs+NUS+HOAuKbNKYgK6NSx3G73bhysyjIyqAgO5PC7AwKsrNw5eXgys+hMDuL4oJcXPl5uPLzKCkqoKSoEHdJMe7Skj9dz8DA6nDg4/TFx88P3wB/AoMCCQz2Jy4qkJBmDQkLDyIqKpioqADqxoQQHmLH1+rGYSnFbpTiY5TgYynBaniOXdfrhYsmbSHz4L5K/fuobHGt2pOXnUmZxYLV4zn5CRXBDQ9c249bHvyATh3q0bJ5TNWMK1KD2YCWVgtUYfH6X9defQ5vvP4qjz41CMPQChEiIrWF4fV6T/urSm5uLsHBweTk5BAUpP0jRERERMySv2ULo0eMINflYnzXrvRv0sTsSCIiIsfxeDy0nTmT0X06cc+si82OU614vfDOL5E8O/1lsg4ncsfiNcDRZXgLsjIoys2iMDeHotxsXLk5FOXl4CrIxZWfS3FBPm5XEaXFRZS6XJQWu46WpCXFx2aX/olhYLXbsTt8sDt88PHzxenni6+fL37+vgQGBxAU7E9YeCBhYYGEhwUQFRlIdHQgoUF2fKxl2A03DqMUh6UEh1GCwyilovuC9NJQWjSfyO3v/0BobHzFXryKPXJBC7ZMuZ+QgpyqG9QH3srdyNQXP+f+uwcwflyPqhtbRE6L1+vl8hFz+OKLZfj4NTQ7joiI/MGZ9qGa+SoiIiJSgwW0asUHa9eSu2IFl91yC30aNtTSjiIiUq1YLBba1Ilm/6FMs6NUKzff9h+ys4tY+uUWAPzDInh6UGcMqxWrzYbd4YMrP5e8jDQi4usR17gJfv5++Af4UifGl4CgCPz9fQgK8ic42JeQED+Cg3wJD/UjPNR5tCi1uLEbpdiNo786jFJshvs0y9KC3z+qTnKeHU9pKTtWfU3X4ZW752JVyPMLrNrytRiu82nLhY83ovf02RxJymHG1EurbnwROWWGYdC3V1M+W/IWQ6+cYXYcERGpICpfRURERGo4S0AAwQMH0r9dO37Yv58+jRqZHUlEROSYT7Zu5VBOLhabxewo1Y5hwMGDs/F6DWyGG5vhxmp4sODBMKBj9ycYd3VfPvl8I9+/O/AkVysD8n//qNnuf+ZnytyldB58jdlRys1qt3PYbWDG/N266f788szttLjlSe6+/UICApwmpBCRkxlxRScemPEpQ66YjGHR56mISG2gn3xEREREagHDMGjRsiV7MzWrSEREqo/MwkL+sXgxg7u34t2Pxpgdp1oKtBYQZMvHz+rCYTlavhoG/LBmDy5XKVPuHkBhYQmr1u4xO2qV2b1uBc3OvxCbw2F2lHLzDw1nfdIR08YP2m9lYO+WnNf3WRIP6vtEkeqoTnQQruJSUo78ZHYUERGpICpfRURERGqJzt268ePBg2bHEBEROSbIxwd/u52iwlLwqeCNQWu5efPXMWxwe+x2K8MGd2De/HVmR6oShWVO0vbvwuv1mh2lQoRE12V70mFTM7zWcwi3Xd2b8y94lpHXz2Xr9iRT84jInw0b3J7/zH/d7BgiIlJBVL6KiIiI1BJ127cnx+UyO4aIiMgxNquVzbffzjsrf+XLOZvMjlNj5Oa5+PSzjVw5rBMAVw7ryCdLNpKbV/u/zv+YFE1JYQGD73vS7CgVIjy+AfuTTS47i7yM8W/Hrifvweq1cNHlL3HJ0Fnk5tb+f08iNcXA/q34bOlaytwZZkcREZEKoPJVREREpJYwHA5K3G6zY4iIiBzn18OHKSotZV9iutlRaowPPvyV+gnhtGkVC0Db1nWpnxDO4o83mJyscpV6bEy5ey7OwGBsPrVj38OoRs1JSks1OwYAzjQr87pfwf4nJ+Mt83LXlMVmRxKR3zmddurFh7F5w1Kzo4iISAVQ+SoiIiJSS3hLSsyOICIi8ieTv/iCiRd0Z/yMPmZHqTHe+c9PbNuRQnj8Pcc+tu1IYd78H82OVql2ZIWzbflS+v7jToIios2OUyHqNG5JduaZvfFg7YED9J0zh6lfflmhq5tYUrwsvO1avluxs8KuKSLld/Xwzrz19jy8Xo/ZUUREpJxsZgcQERERkYphCQvD3+Egu6iIEF9fs+OIiIgAkJiVxT9u7A5O7fl6KrZsS2L9b4dYsugmQkP8jj2ek+Pi4qGz2Lo9iZbNY0xMWHm+WJ5IdKPm9Lj2ZrOjVJjoxi0oysuhxGbH4S495fP2ZGTwyLffsvChh9h16BA3zZ9PoI8PrwwZgmGU/3PJgZWSUq2YIlKddO5Yj0eeXEZJ0X58/BqaHUdERMpBM19FREREaguLBavFgsfrNTuJiIjIMU0jI/jyu+1mx6iWcvNcbNx8+LiPWXNW0KlDPN27NqJl85hjH93ObcA5nRKYN3+d2bErzf78MFL2bMdVmG92lArjcDrxeD3k+wae1nm3fPQRz954Iw1Hj+aiadNY8tNPNI2L44udFTNb9Y2ffqFpo6gKuZaIVAzDMOjVownLPn/H7CgiIlJOKl9FREREaguXCz8fH9YcOGB2EhERkWPqh4Ty6+aDZseoln5YvYee/Z8/7mPpl1u47OI2Jzx+0CVtWLjoV0pKat+MRa8X1i1ZjH9YBE6/ALPjVCwv5Pme3muKCw4muF49DLsdAEtgIBdfcgk/Hz5c/jwOeOPzdXTv1qj81xKRCjXq6i7MeW0hHneO2VFERKQctOywiIiISC1hCQ3l5bff5sbRo3FYrfRr0sTsSCIicpbbl5HByv37eaj3RWZHqXZmv3AVs1+46rTOmTC+FxPG96qkRObyYlBSWEhcqw5mR6lwNoeDgyVuEk7xeK/XS1ZREVENj192NCw8nIM55S9k1loPcyQ5h7smXVDua4lIxYqMCCSubijffPUyF150T4UsMy4iIlVPM19FREREapGg1q0ZPmAAaxITzY4iIiLCmEWLuLJrO0bcdo7ZUaSaK/Xa2L/hR7KO1L5Z0gGhEfyWlHzKx3+xl+CwkQAAIABJREFUcyfnNG5MSKdOxz3eZOBA8oqLyXG5ypXnpa/WMPa68wgIcJbrOiJSOabcPYCHH32VpIMrzI4iIiJnSOWriIiISC1z8bhxpLpcLN2xw+woIiJyFvvl0CG2p6Zy710Xgp9uP8jfsxoezh1+PVmHEklL3GN2nAoVXCeWnclHTvl4l9tNXGwshsNx3OOG3Y7dYsFSzplwLetHM3/hz+W6hohUnpBgXyaM78Xrr72E1+s1O46IiJwB/fQjIiIiUsv4NmrE7HnzmLVmDdlFRWbHERGRs9Q/P/qIqYMvJKBlLdu/UyqFzShj2fMtqNOkBbtWf2t2nAoVHt+Q/clJp3z8jvR0gnx9//T4kZUr8Xi9BPr4lCvP5HN6k5fnIjunsFzXEZHKc0HvZqxasxlvWZ7ZUURE5Axoz1cRERGRWiigeXM6N2zI/qws2p/g5p2IiEhliw0KIqUwH2zar05Oz4alH3De1f8wO0aFiWzQlM1b1p/y8WsSE5nx1lt/enz+3Llc1qJF+QMdKeOeMX1p0+VRwsL8efC+gQy7vOL32i0pcbNtRwr79qezb38m+xLTSUnNxWL5/7kgXq+XAH8f8vJdx/a2/O9MP8MwiIwIIK5uKG1axdKuTV1iY4K1B6acFWw2KwClJcn42IJMTiMiIqdL5auIiIhILTX04ou58cknefeqq2gYHm52HBEROctsSEpiwZwbzI4hNcy9T09mwsDhbFvxJS169jc7ToWIa9meFW/+Gy9wKrWhj82GKy0Ne3z8cY9f0LcvU59/nuFt25Y706Sorox6uwtDps1l6ZdbKqR8zcwsYOWaPaz7OZFdu1OwWq20bBFPkyYN6dGzI9c3bk5s3YYYFgd4PYAXr8dNdnYaIaHRWKx+gBXwgrcUt7uAlOQD7N+/m982rOfpF77h8JEsAgOcnNulPt27NaRl8zrHlbkitUm7NnGsWvk5fQc0NTuKiIicJpWvIiIiIrXU+XfeyZt2Oy+/9x5PDRxodhyRShUyffrfPn91u3b8s1s3Lnj1Vd4cPpyLmzc/9tzHW7dy46JFfHfjjbSMjq7kpCK13/aUFK587z2aR0fiaOI0O47UMINaZTLRamXB/eN5cPmeWlGsRTZshis/l2K7D87S4pMeX+bxYJzgdbcfPRrrCy+QV1xc7qWH/526jqdGf8P53Rox58WRZ3QNr9fLb5sOs/TLrfyyPpGQYD969uzEuHHjaNHyXOw+dX8vVP9elF+zEz5u84GERi1IaDSAXhccHc/jziQjbRs//PA1H3y0mq3bPsfX18EFvZpxUf+WREUGntFrOZu43WUs/Woru3an0bB+OIMvbavZxNXUkMva8dqbi+jT7xYMi93sOCIichpUvoqIiIjUYq369mXnzJlmxxCpdDvuvPPY7xdv2cLj333HTxMmHHvMabcT7HRyd8+e3Pbpp3StV48wPz/S8vO5Y8kSJvfpo+JVpAJ4PB4Gvf02z44bxGX/7Ah23dCX0xNsy2Px968yZsR0vpr1GAMmPGB2pHKz2Wx4vV7yfANPqXy1Wiz4BPx5r2TD6aRLs2asSUykf9NyzITzN3jhX8tZ8cXtNGgQcVqnFhe7Wbl6N0u/3Mrefem0a5vAoEsvZvpDl+DjVx/DqLyCyDAMrPZwomLPZ+iV5zNkuBdvWQ6Z6Vv57LMPeOChJWRnF9CnVzOGD+lARPjZu9/0ho2HSEvPo1/fFrjdZdhsVrZsS+KV139g1+5UBl16Lj179uOrr77m8y/mM+WeAdSvp5VyqpsWzeqQkprNgX3fktBogNlxRETkNKh8FREREanF/Fq2pEl0NLvS02kScXo310RqkujA/5/pEvT7bKD/fey/7ujRg6U7dnDXZ58xd/hwbluyhEZhYUw877wqyypSmx3OzcVps3HZXZ3AquJVzkyfRpnc9/w0Jo8cT1FONpfe/Rg2h8PsWOVjQK7Tn8jc9FM5FE9R0Qmfu+6WWxg/cSIbU1IY17kzIb6+px0lJaCQsjIPCQlhp3R8ekY+X36zna+/3U5BYTG9erTjtkm30qJ1byy2KNNmTRqGgWELIaLOeVw39jxG31BCYd5Olnz6LndP+RCP18s1I7rQr2/zs25m55TpnxAe5s+cuatITcuje7dG7Nmbxm0Th3JB/+ux+TTEMCz06X8j69ct4P7pz9Ht3IZMGN/T7OjyB7fe3JtHHnmUV17vicVy+p/vIiJiDpWvIiIiIrWYYbEQHxVFSn6+ylcRjs4mmj1kCL1eeYVxH3zAt7t3s/Kmm7DWgmUtRaqDnWlp5Lhc4PKC/9lVdkjFuvH8LOK+nsuUic8xc0Qvbl+0qkYvQezjF8C23DxsWVkE+fgQ6udHZmEhwU7nn74GWS0WykpKTnid+Asv5JPly1nwyCNc9d57zLzsMppFRp5yjrQIF//Z8hvBQb7H/X16vV527Eph+44U4uqGsHV7Chs3HWL/gQxCQ/wZ0L87L744nujYjlisQWf2l1DJDIsD/+DWjLj2cYaPnErSwTW8/PK/eemVOYy6+hyGDm5Xo/8NncyOXSnMmbuKsFA/CgqK+eqLd3A4G1BUkM62bT/RrkN/fHzrHneOxeJHp643sHhxLybfdzPDRr7KZZe0ZejgdgQGaNn46uCczvWZO28tG35aQMdzrzc7joiInCLD6/V6T/ek3NxcgoODycnJISioen7DJSIiIiLgyctjUJcuvDJ0aLn3BhOpKd5dv57Jy5ZxYPLkvzxmxtdf8/wPPzDjwguZdP75VZhOpPa6Z+nnfLxlK1d1bc+MuYPBpvJVyi/LHcyl1y0i42AikxauMCXD3p9Xsf7z9+k77k5CY+PP6BqvjL2U0uRDDKwXx5akJBJCQ0nOy8NiGDQIC+Pqdu3oHBcHwBXvvMNnn3+Oo0mTv73m9gULuHnKFF4fNoxwf/+Th4i2EH/3o0RGBtKrR2Oee3wYm7Yc4f3F69my7QiNGtWhTesmJCen0aplCzp06Ezjpl2w+cRW6nLClcnr9ZCXtZlZLz3Osi9/Yez15zFoYOtaORO278UzeWXWFI4cSSYyKoau54/FME593o3XW0Z+9hYW/OdVFn7wNeed25CL+rekbmwIQYEqYs20Z28aTz7/NfMXrDilfZRFRKTinGkfqpmvIiIiIrWYJy2NMo9HxavI/8gvLmbx5s342e2sPnCASWYHEqklvtq5i0WP30DrYQlmR5FaJNSWw/y5ozm37c2VPlZa4h72/rSSg5t+IT8rA8MwKHUVseenldzw0kLeuu0aRjwyi5imrY+dU1JUSFFuNr5BwXjcZTgDj78p5ykrY+MXH2K1Oeg/ZgIvP3wvez/8kF3bttH3uuuw2mxsfPtt+kybxs677mJbair1IyKw169/0rzNrrySJzMyGPvss1zeqhXXd+r09yc4DWw2K3v3pbN3Xzr79mXQqkUc11xzFZ3PvRSbIwbDqF0zQw3DQlBYW+594D3G37yBF55/mBGjX2fGA5fSolkds+NVGK/XS2REAJ3OvZ7OljMrSg3DSmBoW8bd/G+uH5vGm69PZ8GijWzekkjH9vUYe103oqM0CccMjRpG4rBb+WnNO5x7/o1mxxERkVOg8lVERESkFjP8/HB7PGbHEKlWHvzqKxxWK1+MHUv/115j/oYNXN2+vdmxRGq0/OJi9mVlUecEey2LlJfDKMFVkIerMB+nX8Apn+f1eil1FeHw/euZYnkZqfz6yXz2/PQDkfUa0qPPBYwfOZxGdesQ5LCyPSmdt9+dz2PXDOSiji157qknsNgddLv6RtL27WTVe68QVb8xOanJZCcfIrZ5WzyeMhp06Erny69l2/Jl7PlpJT7+AfS++BIMw6DR0KE0+p8Mba65hrjnnuPKd98lx+Xijccew7CffKapYRic889/8sUll3Dn6NF8tHUrl7ds+afjDufk8Mm2bXy8YBtZ2YVc0LsZjz04hg7drsLmE1frCtcTMQyD0IgOTH/kffbv/oJbJtzD0MvaM3xoB7OjVQjDMPB4vJS69uDwa1Xu69kckYy7+SUA3CVpLF3yMvdNXYTFYjDu+u50O7dBuceQ0zP5rv7cNeVffLJkGDZ7uNlxRETkJLTssIiIiEgt9uPTTzN1zhzev/Zas6OIVJm/W3b4uz17GP7uuyy94Qa6xMcza80anlq+nLW33KLSSKScHv7mGz7csoVf108Ge+1b0lPMU+Y16H3ddzh8A7hixr9P6ZztK75k5Tuz8fHzJ7xeQy6+fcZxS83mpiWz4q0XyTpygOE3/IOrLxlA4zBfrCdZjrag1MPz73/OV0uXEB4ZzbS7JtEuNoy8kjLSi0rZvO8Qvk4njz/9DPs2rMM3OJRXX32VNvHRBDqsJ7ym1+Nh78KFxLRti09UFNmGQXj4icsVT2EhFr//L5O9LheenBzemzaNvXv3clv37gCUuN18sWsXC377DT+Hg+EDB9J74EBCO7TEGnTqe8TWVsVFh7j7zuvJzMxlyt0DqBsbYnakcnv4iaXk5Zcw+9VlWCwVvzStp6yQxL3fM336I9SLD2HSP3tjt5/437RUjkeeXEa3bl0ZOuJhs6OIiJw1zrQPVfkqIiIiUkt5S0sZ1LYtjw4YQP3QULPjiFSZvypfc10uzps1i+Ft2zLtwgsB8Hg8XPLmmwQ5nSwYOdKMuCK1xroDBxj/4Yes3zQFLCpfpWJtzwqj1zm3cv2/5lO/Q9eTHr/44TsoLsjj0WdncseN1zPonseJTGhE8q6trFv0FrnpKYyZcDtjLu5NiE/FF0g5JWWkFrkJ87ES7jz1heeKiorw8/Pj3nvvZfr06Tid/7+E7M+vvMJDM2dyw6WXcskNN7BxxQpemDOH9Lw8Anx86N+kCeuTktibkYHVYqFXmzaMuvFGYnr0wHBqz84/8niKWLPyTWbOfA1XcSl9ezXjsovbEB5+CvvnVlMjRr/OokUL8A9qU2ljuEszee3l+/hkyWree+P6Wrl/bnWVl+/i2jFvsWzZFzj9NftYRKQqnGkfWvvXFRERERE5W3k8eLxeyrTssAgAk5ctI8jpZHLv3sces1gsvDR4MCv37WP+hg3mhROpBTrHxZHjckGWvu5IxWsWksmkJx5k7j+HU5iTddLjh059jnOGjuapp54kLy2FpO0befPWq/nlw3mMHjOWVUs/5o4hF1RK8QoQ7LDSJNjnpMWrx+Ph22+/pVevXhiGgZ+fH40bN+bTTz9lypQpeLKy+GHGDKb06UOXm26icXg4Q59+Gp+WLely003sTU/HC5SWlVHo68vNN93Ep59+ypJff+Xe998ntl8/Fa9/wWLxpXuvm1nwwSrmvPISkVENmHTP+9w0ab7Z0U6Z5w/f55/frRHLln5QqWPa7GGMnzCbTh0bs2TZ5kodS44XGOBk6OD2vDxrOl6vvtaKiFRnmvkqIiIiUkt5vV4WTprEzh07uPW888yOIyIiZ4GuL73E/Tf0Z9BttWMfRalect3+tGg3laFTn6Nl74F/e6wrP4+vZj9OTJOWHNyygbgGDbntphvp1iAaWwXMzHa5XCQmJtK0adMzmvn38MMP8+CDDx7789ChQ5k4cSJt2rQhNzeXnJwcWrZsyf6FC2k2ahQhTidju3ShW/fuhIaG4rRa8Q8PJyQigpjGjbHVq3fccsRyZsrcmdx/3zVEhPnyjxu6mx3nhNzuMn5Zf5APP/2N71fs5Pknr6Btm1j8/Xx46921BIXEc/245yo9R3bGb1x33Wi6nduAm8f1qPTx5KiyMg/Dr32NN+a+SL2G/cyOIyJS62nZYRERERH5kw1z5/La66/zaP/+ZkcREZFabsoXy3h/40ZW/+cOIjvV/P0TpfrZUVCPbi1GMm3FPhx/M5uzuDCf9+4Zy+XXj+eB64bha7P8beHqcrkoKioi9ATbNOzZs4cDBw7Qp08fAPLz8wn8wx7hAQEBtGjRgvbt2+Pr68uoUaPo3Lkz6enpRERE4PV62bNnD8HBwURGHt1vddasWZSWljJmzJg/Xe9/eXJy8GRnY42Lw7Bqf82q4C5J5/ZbRxAc7ODOW/tisVSfhQN/23SYBx76hPO7taBHz260adOJxx57gqTkTPLyiqkbG8rzL8wiLLJq3gBT5s5k6OV9eOKhwcTGBFfJmAIbNh7ilbmreOe9b7BY//r/DxERKb8z7UNPfdMJEREREalxUpKTCfP1NTuGiIjUclO/+pJFmzaz6avJOOvr645UjhifTOo0asb6zxZy7rDRJzxm2/IvWDV/DjfccR+Tr7wIy1/MSk1OTmbdunWUlpby1FNPUbduXRYvXnzs+dLSUl588UXuuOMOZs2adax8DQgIIC0tjdLSUqKjo9m0aRPLli1j165drF+/nrS0NMaNG4fL5TpWtP7XBx98wLBhwwD45z//eUqv2RIcjCVYpVZVsjkieOHfH/Cv5ydxzZi3uH1CH6IiA4mpE4yPjzm3Ur1eL2/MW8vX3+1gwfy51InrcWzG9aw5A/B63XjcWVhsYRhG1ZX0VlsYXc9pzq8bDqp8rULt28YREuzL5x8/z6VDHzz5CSIiUuVUvoqIiIjUYjk5OUT6+5sdQ0REarlPtmzlk0fHqniVShVky6f3oP589NKjf1m+/vTRO8xd+CE9E8L+9lrLly/nqquuOvbn9evXA0dLrv+d6bhmzRq6du163LkRERHHft+uXTvatWt3wjG8Xi/Z2dkkJyfTsGFDHA7H379AqTas9lBuu3suAwd+zNw35pKZmcORpGwC/B08NPVSYupUXdHo8XiY+vBnhIaG8tHHX2L3ifnTMYZhw2qPPMHZlW/osJGM/ccd1E8Io3XLWFMynI2m3N2fa8a8SZ9+V+Ef2NTsOCIi8gfVZ90MEREREalwDRo25MeDB82OISIitZzH68UWpCVRpfI9PLEVeL388O7Lf3ruyI5NOP0DaH8KM/BGjBhxbDng1157jfbt2wNgGAa5ubmUlZXh9Xr/VLyerpCQEJo3b67itQYyDBvN2wzjqec+47U3f2DJ5+uYfN+t3DjxPbbtSK6yHPfc/xFNmzRgxiPzTli8mq1Zq8G8987LTJ72Mct/2EVBYbHZkc4KgQFORl11Ls89PQWvt8zsOCIi8gcqX0VERERqsU4jR5JVWMi+zEyzo4iISC2WVlCAO183f6XyhduzmbvoKb6d8wxrFr7OIxc059tXn+WdO69n5bzZDBp+FUGOU38jQMOGDRk7duxxjwUGBlarfT6lerBY/ehwzvW8O+9V7r7/Q9Iz8it1vE+XbubyEa8QFOTHhNtmYrEGVOp45RHf4EJefeUZftuUyTU3vMlnyzabHemscMWQ9qxas5V9u5aaHUVERP5A30mKiIiI1GKWwECeeuAB7vrsM7OjiIhILTb78su5+N5X+Wb2Zijzmh1HarmLWuYw6ZE7+OSJ+/C6i/FmJdLz6jHYHA6uGHCB2fGkFks+9D0vvPAvnnjsNqY+vKTSxnnxlRV8t3w3S5Ys4unnP8ZiDaq0sSqCYRg0a3U5Ux9ayIeL3+OjTzcyaPhsRox+nQ0bD5kdr9YyDIOp9w1kyv0z8JTlmR1HRET+h+H1ek/7p6Lc3FyCg4PJyckhKKh6f/EXEREROdt5ioq4rGNHHh0wgPqhoWbHERGRWur9TZuY9MknHPh6GrYmTrPjSC2VlVXITZPmk5vrovt5zZnx0JP4BrTAMGyUerzYLYbZEaUWmzblYh56fCnu0kxuvWUobrebpx65vMKun5NbxNSHlhAS8n/s3Wd4FVX7/v3v7L2TkJCE0Am9dwSkidKkF+kdKVJEkCYoKKIUEUVFFEE6Ir1LC6EERKRXEZBOILRAKCGQSpI9zwvvP8/tD7ilJZNyfo6DF8nMrDkHMWWuda3lxbjvFmPilSyXrHY6o4iNvsDli3/y4UdfMWtKR6sjpWgfDV9NkyYNaNB4qNVRRERSnGeth6rzVURERCSFs7m707V+fVYfP251FBERScFalypFWhcXbKj4JQnDNE36D17G8GE92Rywgq/GLcPDqxSG4QBQ4VUS3LnAm5Qrmwub3YcfJi3nxo17HDl25ZnGWr7yD+o2nsisObsBOHT4Ih27/0zHjs0ZP2EZI0Z+S506dV5k/ERjs7nj5lGMfIUaExUdS1RUrNWRUrSP3q/LV1/PJio80OooIiLyHyq+ioiIiKQC9Xr2xP/kSQ5e1rJfIiKSgAyDWzcirU4hKVSfgUuoXrUUlav3wcO7LDZ72gfHnPERmM7oBLlveHg4z7BwnKRAFcvn4eAfl8C8j90lI2O//IhJU7c99Tj378cxZ+Ee+rxTjVNnrtOz70LmLNjPsiVzqF1/CDt3HeHLL79k8uTJCfAUiceweZAlszehd/R9ISH5pHOnTcuX+X78x5im9l8XEUkKVHwVERERSQU8ixVj3mefMXnPHqujiIhICvXHlSu4OexkftnH6iiSAjmdTm7djuC9D37AMFz+eSw+khHD2vHhBy24fH4zzvi7xMVcIjY66IXcu3PnzthsNpxO5wsZT5KvRm+0BODenSMA5MpdgvCImKcaI+xuFE1aT2VAnxasDziO/4ZjvPfe28yeu5WsOV5j69atVK9enZkzZ1KiRIkX/gyJyTAMHA4792PjrI6S4rVvXY5t249w+vgaq6OIiAgqvoqIiIikGvkbNyY0KkqdGyIikiCyeXkRExcP9/V9Rl6spb8colm76bRuWRWb/eG9tuJjg9m24wSlS2bl3b6DqF+3EtWqVWfQwK4v5OeeFStWANCzZ8/nHkuSt3yFGgIwf+63ANjsDpzOx/8bi4iMYc++82zacoK/TgSzdv1RBgxeTu93GtKi3VhGDv+Yn2cNoXLVXhg2N7744gtq1arFsGHD6N69e6I8U0IrV64UBw9dtDpGimez2RgzogmDh4wgLvaW1XFERFI9FV9FREREUglb+vQU8/Xl6LVrVkcREZEUyNfbm+zeXsz6ervVUSSZi46OZczXG+nx7gKGj/Zjxao/+GpMb7q9M/XhrldnJGtXz8QzbRreaFCSeTO70LhBKRwuNmq+XhnD+HsfWNM0iYsJIj7uzlPnMQyDwMBAZs2aRVRU1At5RkmebHZvvhjVhD4Dl+CMu4vNcDz4N/bfTp6+xrvvLaF77wXs2nuVy1fjWbbyKLfvOPj8s6F06vothmGjSMkW1Ko/lG3btuHp6cmwYcOYPHkyo0ePtuDpEkblylXYd/DFdKHL/1awQGZKl8rJvNkjNeFWRMRiKr6KiIiIpBKGzUa2TJkI1UtDERFJII2LFWfskl8hXMuzyrMxTZNBH/1CqZLFmDx5Is2bN+Hy1Tts377nH0Uu03RyMTCAAe82wX/97/w0pSMAv/52iqPHrxGwKYBmrT97cP7BPbMpWrw803/shemMfepc+fLlA2DdunXP+YSS3PXt/zkAAetGcj8mhPj4v/fYvHkrnKEj1lCvySSGjfQjV+6i2FxycfDIfcpU6Mx3EzfSf9BMSpRpi2FLA0BISAiVKlWiRo0adOrUiZs3b9K7d+9HFnSTq/z5S3Hpcii9BiziwCEVYRNa/97VmTNvI9cuayKUiIiVVHwVERERSUWaNGzI8mPHrI6RYiw9epSGs2fTddky9l68qBnmIpLqHQkO5qVs2cAj5RQOJHHt2htIhgzedOz6NZl9X6NGnYEc/uMQ73/08z/Oi4u5QL0GnahZPT/fftkCd/e/O2Lvx8ZjGHD16nFiIs8DYDrvM3HSTPq+U50xX21g+pQhz5StSJEibNmy5bmeT5I/z3Ql+fKzptRv9h2e6auwactJ2naexcAPV5DNNz97D1zg1p00vFzhDZYvX8nw4cNZu3btQ+McPnyYrFmzcvnyZS5fvsyUKVPImDGjBU+UsLzSl2L12t94r38Xxk/8lZYdZnD4yGWrY6VYrq4OPv2oPkM+HIIzPtzqOCIiqZaKryIiIiKpiIePDzcjIqyOkSKsPnGCvZcvs/iHH+jbrh3dli9nzsGDhMfEcP72bavjiYgkui1nzrDt/HnGDG0MNhVf5dlkyeTF/dg4+L/LC8ff/cfHDrd8VCyfl+LFfP/x+dqvF6Fs6Zz07/8R33z1EQAXzm3mTlg4XTtVZlD/WmTK5PVM2Tp06MD8+fOf6VpJOQzD4IOPZlGvdjG8PN24d+dP1q3fxao1exg+ajb379/n/fffZ9q0aWzatIkvv/yShg0bPrjeNE2WLFlC2bJl6dGjBxcvXiRHjhwWPlHCc7hkolKVfqxes5Vvxvbim+83E3TpNgf/uEhMTJzV8VKc8i/nwTOtK/6rx2tyqIiIRVR8FREREUlF8jdqhK+PD7uDtOTX81p34gQf9O9PriZNqPnJJxzdvJl4T0/6rl5N39Wr2RYYaHVEEZFENf/wYTKnTUvaDGmsjiLJWMECmTlzJpjQG3uJjw3h2B8LqV2rGuXLl8d0Rj84zxl3m6vBd8iUMe0/rnc47LRvXY7PRzTmytXrRIcf57PPPqdIoay07TyLn+btplChks+UrXjx4oSHq5NMwOGSkdVrNvHn4T14pnsJu8MHm90DABcXFzp27MiSJUu4ePEixYoVo06dOnTq1Ilx48Zhs9lo164dS5cuZcaMGdjtdoufJvE4XDNTpkIfWrWoxtfjAwj49RzN208n8PxNq6OlOMOG1OPr8XMJubrb6igiIqmSYT7D9Je7d++SLl06wsLC8Pb2TohcIiIiIpJAru/cSaeuXen9yivULFDA6jhJXnhMDL+eO0eJrFnJnyEDhmFwMyKCIevXs2zvXmweHv8434yLI2T7dlp168aSDh1I6+pqUXIRkcS19dw5ms+bx8AG1Rgxq4nVcSQZ2733PGO/3YSLi43svj4sWXGQJfPep0mrLx/shXk7ZB9vduzK4jndHjlGTEwcnd+eA0B4RAw5fH2Y9MNQoqJiyZmv6YNC2dOYPXs23bp1UyeZPLXAwEAKFy4dVhWXAAAgAElEQVRMfHw88+fPp3379thsqbsnxjSdGIaN08d/4f0PRjB/1ltWR0pxDv5xkQmTf2PJUj/SeOSyOo6ISLL0rPVQRwJmEhEREZEkKOtrr7Fi+XLeaNYMT1dXKubSL+Lw9xJwhmEQ73Ry9No1Tt28iYerK3uDgoiJj+f3oCCCbt0id/r0pHNzo07Fig8VXgEMh4MsVasyrEsX2s+dS/mcOcnm5UX6NGn46cABfNzduRIWxqe1alHG15dYpxObYeDl5qZCrYgkaz1XrGDbl70p3Tqf1VEkmatcKR+rl77z4OPrIXfJl7/YP86JjAjDx8f9sWO4uTlYMrc7AK07zuR+bBxtOwxj/8Egzp3eSJbs1Z8619atW8mePftTXyeSP39+4uK0vO5/M4y/i88FizbAw30Mu/eep3Ilff94kcqVzU2zN16iR/fWzP55FS5u2ayOJCKSaqjzVURERCSVurF9Oz1796Ze4cK0L13a6jiWio2Pp/m8edgNA8MwKObrS+GcOTl/5QrFChak68iRuObOjfPWLfYtXsyOHTvo/emneJYo8dgxTdMk4vhxju/YwfaAAI4GBfFpr174FCzIzTNnmLJgAX9dvkw2b2+i7t/n6t27FMmcmYq5cvFq7tzkzZDhkePGO53ci4nBx/3xL5xFRBJTeEwMtWfOxNfHm5Xr3wGP1N3NJS/etet36dlvIT27N6FcucqYpsmXX42n6qv5adPi5f95bXhEDAf/uMiS5QcJvnaXhvXLM2jIFGz2p3+f1apVK8LCwggICHjWRxGRR7hz8zCNm7Zi4eyueHtp6foXbe7CfVwNjuCLr1di2Fz+/QIREXngWeuhKr6KiIiIpGL3L12id5s21M6bl4ZFi1odxzKbTp/maGgoQz7/nIg7d8j8yiuP7Gp9Hv+vs/bBx9HRmPfvY6RNC7GxhP35J/v9/Tl28iQb//iD4tmyUSFHDsKio3ktb15Co6K4FxPDwsOHORIczOrOnfF0cyP43j3ypk//QrOKiDyN8hMn0rhCCUZMbgxpjH+/QOQZhEfEMG/RPk6fCcEwoG3LclSqkPex58fHO2ndcSZeXmkoVTIPTZu24KUy1XFxy41hPP0emzdu3CBLlizMmDGDHj16PMeTiMij9HnndTq1L0+xIurOTAhd35nHhx++S6XXelodRUQkWVHxVURERESeyemlS+k6ZAg/Nm1Kvsd0W6Z0nZcs4bsRI8jftq3VUQCICw5m54IFrN+wgWIFCjBy2TJKZctGuYIFyZYhA1GRkew4cYIbERE4TZNRtWtTMls23BzaVUREEteuoCB6rfyFIwc/AXcVXiXpME2Tj0euYf/BIBbOG09sbAxHj52jTYePn6n4Om3aNAYNGsTZs2fx9fVNgMQiqdvq5Z+xcPFqalQtTNM3SpHWw83qSCnKjZv36NZ7PiuWLyRztopWxxERSTa056uIiIiIPJNCLVsy6dYtBnzzDa/nz0/+jBlpULgwrqmkkLctMJCw6Ggy5c9vdZQHHL6+VP/gA6oNGgRAg5YtyVCqFI7/vOyNCQqi4po1vFSzJid//53hEyZwOzKSdW+9hcP+9C+URUSe1eTdu+lYs5wKr5LkREbdp16tYhQplJXOb33AnbAoPD3daN3+Awzj6Zfuv379OoZhqPAqkkAaNn6bO3dCCQ+/S8duc0jv48FXnzclcyYvq6OlCJkzeTH8o4Z069aD5SvW4+aew+pIIiIpmjpfRURERASAoA0b2OHnx5Xr11mzfz/vValCnUKFrI6VoFYdP47/yZNMnzuXdMl439v4W7cY1KIFr2TPnqqXjxaRxFdy/HhWftedQg30EleSlqkzd7Bx83EypPfg+Mlgenarwqgv/Qk8vZX0mSs99XiGYTBt2jR69tSSnSIJyTRNnHEhzJ45nIjw27zV8RWrI6Uoi5Yd5MSpG3z3w0psdk+r44iIJHnPWg+1JWAmEREREUlG8tSvz5uTJjFk2TLWrVzJTwcOcOjKFatjJZj7cXGcCgnh7fbtk3XhFcCeMSN1qlZl45kzVkcRkVTk98BADMOgUHV1AkriCrp0m117Azl77gY3b4Vz91409+/HPTh+IegWGwL+ws9vFUtX/M6WgF+IirYzZGBDXFyevtiwbt06ALp37/7CnkFEHs0wDOwuWQkKuk6hgpmtjpPitG9dDsw4Zkx5H9OM+/cLRETkmajzVUREREQe6ciMGfT6/HPWd+tmdZQE8b6fH5vPnmXvypVkrVHD6jjPzRkZSYsKFZjUtClebtojS0QS1p2oKMpNnMicYe2p0rWY1XGSJKfTyc49gXz9XQAVXs7L8KENrI6UYtRpPJFG9V/ixo1wTp8NxjAgKjqWVyrk562OlVi/6TjZc+ajfadxz32vsLAwfHx8WLJkCW3atHkB6UXkSezcNpnPx/zI7KmdcHd3Yd6ifRTMnxm73eB80C2yZPLixq1woqJiKV0qB2Veyml15GQjPt5J117zGdi/M9XrDMIwtHWAiMjjqPNVRERERF6oEi1a4O3mxuGrV62O8sJF3L/PupMn2fHDD2SpXt3qOC+EzcODKqVK8dmWLUzbu5fo2FirI4lICjXn4EHKTJhA3wavUaWLljp/lJk/76J5uxlMnbmDZYsnEu+08/vOs1bHSjEypPegdu2avPlmG9asno//hp0EbNpC3br1GPTRLyxcup9zZy++kHtVqFCBwoULq/Aqksherfo2dWuXZ/W6Ixw4FMTGzcf5bfsFtu+6jN2RmVPnInC4ZsE3exG+Gh/A3v0XrI6cbNjtNiaNb8OI0VMJPO1ndRwRkRTJYXUAEREREUma7Bkz8vMPP9C+Tx9Wde5sdZwXxul0Mm3vXqoXLkyON99MUTO9+48bx7b58/l161ZWHT9Ou2S+nLKIJD3fbNvGrAMH2DazH3lqZAFbyvka+rxu3LzHz/P3sntvINWqlCBg8zYcLpnAcJA27VTsdv1dvShfjmrK7Hmr+HH675z8cwr5CmfDxdWH2g3ep0atjuzcvozsOco+931M0yQyMpKDBw++gNQi8jQMmwu5cmVm8ZIt+K2PY9SIQbxcqetD55mmSVqPWH5Zs4tKFfImftBkytsrDd9/1Yqe73zAqtWF8UpXxOpIIiIpipYdFhEREZHHckZG0qlKFXpWqECZ7NmtjvNCzNq/n5uxsXw2Zw6ObNmsjpMgxrZpQ2E3N8rlyEG6NGlSVIFZRKxV8OuvObR4MN7lvRLsHqZp4nSa2GxGsvj6ZZomC5YcYOWaw7zXvxO167bBzSMfhvH3fPd7ocd4o0lzVi7qid3+9wJk5wJvcPpsCFVfK8i1a3e5fCWU7L4+FC6UxcpHSTa+HLeRY8eDqVurKOs3Hcc0TTJn8mLqtPmk9S5kdTwReUGccWF88VlncufJR8e3PsNmf/g9dNz9y1StUpUhA+tQs4YKiE9r89aTrPI7xuw5/jhc0lsdR0QkyXnWeqg6X0VERETksWweHoz77js6dOvG6wUK0L18eTyT+X6iZ27domuXLim28GqaJmcuXOBEfDzf79hBmezZGV23rtWxROQFOXrtGj/s3MnrBQvSwYLu9uJZs/LGO9PwX9Ybz/xpn/i6iMgYTp8JIejibS5dvkNUdCxurg4yZvQgcyZP3N1d2bj5BKdOX8Nut+Fw2ImLiwfAx8eDKpULUPW1AuTNnTGhHu2ZhEfE0G/QUsqUKcg6/wDc3HM9dE5g4BGKF/XFbrdx4FAQX40PIE/uTBQunJd3+i0iZ46M5M2bgxk/76Jb58rUUvHgX+XJnYHzF25x6vQt3NwcREfHsmjZATZvLc+xPwPImLWi1RFF5AWwOdIxbORyDJvLY8+xu2SnedMKjPlmA99O3MLP0zqROVPCTRBKaWq/XpQjx67y/bh+vP/hTxg2V6sjiYikCOp8FREREZF/FXHiBGunTeNnf3+WvPmm1XGe2a2ICN5dtQq/nTtxZM5sdZwEc97Pj7/27+eVl1+m+9ChzG3b1upIIvKcToaEMDwggDyZMtGvSxcGf/stE5s2JYunZ6Jnafzzz5QrlIuRs5s8tOxwyI177D1wgeMnrnEu8AZhd6MAcHd3oUjhXOTLl5fcuXPj6elNTHQUISEhhIRc5/KVYNq0bk7Zcg1wuGYGw4HpjMEZf4fgK8fZunUD27btJfB8CJUq5KNJo1IUL5rN0s7YiMgYOveYy5DBXajT4AMM49HFgQtn/ajfsDs1axQhKiqe0aNHkyNPdQzDjtMZhWH8vULBkvkfc/nSKXq89WoiP0nyMuoLf/YdvEC/d1vTtuNYTDMe04zhzIkNvNX1fT795F0aNhlsdUwRSUTO+HvExVxh1S/TWblmO1MntLM6UrJimiZv91lI926tqPfG0GSx6oSISGJ51nqoiq8iIiIi8kRMp5PPmzblzNWrfFGvHl7JsAN27LZtvFa1Km+MGmV1lARnOp181aYNGYE2pUpZHUdEnkPw3bv0/OUX5o4fT54mTTDsdjZ/8QVr/P0ZXadOoudZd/IkvVauZHzPJrQeWomwu1HMmL2LXXvOkTVrOiq/UprSpctSpEhJMmTMjmHzxO7I+D87l56EaTqJjb7Etq3LWb16HcdPXqFk8ex0aFueYkUSfzWDrdtOc/hYCCNGr8AwbI897370RZYs/B5PT3eathyKzf7ogvknHzWjRpXcVCiXJ6EipwgNmv/IwjnDyF2gFTZHun8cM814DMNuUTIRsVrc/as0bFCLZfN7WB0l2QmPiOHNrj/zw4ThlCr7pgqwIiL/8az10Mf/diAiIiIi8l8Mm41hCxZQ++WXGbB2LbcjI62O9NQu3blDqfLlrY6RKJy3b7Pu4EEiYmLYc/Ei4TExVkcSkWf0gb8/kz79lLzNm2PY/y4svf722xwLDuYZ5lM/t0ZFi7LurbcYMtOPFT8fpHOPuZQp8zIbNgSwYPFu+g2cQbWa75I1RzVc0hTE4ZrtuQuvAIZhw9U9D3Uavs/EqZvZuGkz7dq1ZebPe+jQdTY795x7AU/35EqXysHuPSdxxof+z/Nc0+SmU7fxNG8z5rGFV9OM5969CFxcVDj8Nx3aVGDewg0PFV4BFV5FUrn42FD2HQzi8683WB0l2fFM68bUH9rRt/9ITv+10uo4IiLJnoqvIiIiIvLEbN7edJo0iT4dOvD2ihX8sHMnf1y5QrzTaXW0J+JisxEaEmJ1jERhy5iRse+8Q8b8+dl94wbN583j+r17VscSkX9x8c4dKk6axHtr1wJw+sYNfH18KNWp0z/Os3l7k8bFJcG//t6KiGDDqVMsPHyY5UePsvbECf4MDiablxelsmVj3rx9+Puvo2W7z3FJkzvRil+GYcPFLRevVu/FjNm/MnXK9wT8eo62nWexIeA4zkT4vpQhQ1qy+/pw5JDfY8+5F3qEP/bN5s7NndwI3okzPuKR5508shz/DX9yPeQuvd9bTO/3FhMbG59Q0ZO1334/TTstpy8ij+DqUZizx+dz+M9LhIYmv4miVvPNlo4fv2vL272GEHja3+o4IiLJmoqvIiIiIvJUDDc3ag4dyvrffiNfkSKsPXeOOjNn8tnmzfxy7BjXkmiB7+zNm4TFxFCyaVOroyQKwzB47aOP6DRhAiPXrGFo+/bM2L+fe+qAFUmyLoSG0mfVKhZ9+CE3IyLYFRTEuO3bqV+1KobLPztH40NCiHc6cdhffLHzdmQkU/fupeW8eQzdtImrhoFXvnzYfH25mzYt6wIDGb11K7VKlGDjlu14eBV64RmehmG4kCtfbcb/sI45P0/n5Ok7NG83g9nz9hAZeT9B792/dw2GffoNWzdNYOqkd+nXuxZbN44nJuIkMZHHad2mHRMnTad9h57UqNmKXzd9h+mMfmgc3xxF6dKpOucvxjBq1KcUyOfLnv3nEzR7cuR0OgmPiME0tRymiDzMMFzIlL0FIz7tQ68Bi7h9+9ETXuTxcufMwISvW9O1+wCCL+2wOo6ISLKlPV9FRERE5Lnd3LGDfb/9xsULF9h64ACxcXGMrF2bPOnTWx0NgDYLFhAWHc1n3bpRd+RIq+NYIu7GDQa2aMGOc+fw9famXuHCdCpbFrtN8zFFkooOixYx/pNPKPzmmxycPp15ixbRvFEjqvXujc3zn8vVXtuyhX7vvcfMVq1e2P2PBAczZe9ewmNiaF+/Pk27dcO9aFEMh+OF3SMxmKZJ5L1TLFowiYWLA3i5TC7aty5PwQKZE+R+/hv/4sSpa+TJlYHChbKwfOUfnDpzHYBG9UrS+c1KAFy+cofho/2IjYtn0HudqV5rwGOXY96zYyZLFi9i5LCGCZI5uTp/4SZde83nty2LSetdALtLlv+5366IpE6mGc+vG8cxafJCJn/XDnd3F+1h+pT+PHqFMV9v4JdfVpHWu7DVcURELPOs9VAVX0VERETkhTJjYji+dCnvjhjBhMaNyZchg6V5wqKj6bVyJasWLsSlVKmHusdSEzM2lvirV7l/8yYD+vShboEC1C2slykiSUXbBQsY/s47VB406F9fEi8bPJjTR4/St3Ll57qnaZpsPnuWWfv3kytDBgb06UOxpk2xeXk917hJRdz96/y2ZT6LFq8k6OJNalQtxBsNSpI3T8bnehEfHR3LitWHOXDoIsHXwoC//y6LF/Vl+NAG/3Ps0NBIGrb4kSKFs1Kj2sv06Pkxab3/2T0ccfcodeo2xW95b+x2FRf/m//Gv5gy83dME77/digvV+qGM+424MTukjAFdhFJfkznfWZO7Yuf/x5cHHZmTn5TBdinFPDrSeYt2sfcuQtJl6GE1XFERCyh4quIiIiIJCnLBg9m7ZYtfNWgAR6urpblWH38OHfc3Og/d65lGZKiU0uW0P/TT1n65ptWRxGR/wiNjKTJ3Lkc3LwZlxKPf8kZe/ky9WvU4KdWrfBxd3+me0XHxrL06FFWHD1KteLF6T1wINmqVUuxE1RMM46o8DNsXL8E//VbCLp4E7vdRs7sPvj6+pAlsydZs3iR3TcdeXJnwMszzSPHcTqdTJ6xg82/nqBt65rUrfcGOXIUxGZ3ATOOHyd9zsaAQwzsW5NKFfL+z0xBl27TqPlkNvlPo1jpNv/M67xP187VKV0qO38evcrlK6E0rFeS7l2er9ieHERG3mfi1G3s3hvIuz2rU7dW0Ueed+PmPbq/u4C+vd/gyNFz7Nl7mvnzZpA1R9VETiwiSZnpvE+blq/wzZjmpE/vYXWcZGfbjjNMnv47S5f9grfPo78ei4ikZCq+ioiIiEiSEnfjBlMHDuRcUBAja9e2JINpmrScP5/PBwygcr9+lmRIqpyRkTQrX54v6tUjl4+P1XFEBFhw+DAnb9/m+3XrHlpm+P8xY2L4pmNHzIgIelWq9I9jd6KimHf4MMWzZKFWgQKPvP5WRASzDh5k14ULtKlWjU4DB5K2VKlU1Q1kmk6ccbeIjblJ0MVTBF+5RHDwVa5fv86ly1cJCrrOvfBo7HY7L5XMQYnivmTN7MWVq3dYsuIgDetXonffL3Bx833E2LFcOv8bo0Z9xpWrt6hXuzjtWpXDw+Ofk5D++PMSn47244vR/any+rsYhuP/jGMyf/a7HP4zkLe6dKFI0fK0at2K/HkzcS88Gnd3Fz775I1k3xUbGxvPm91m45k2DZO/b0tsXDwdu82hT++WpPex47duF6M+afTY6+/fj6N6ve8oVSIH6dN70L9ff4qXbp2ITyAiSZ1pxtOvd02aNHzpXyfFyKOtXneEs4F3GTVmhZZ6F5FUR8VXEREREUlynHfu0KV2barmyUOrkiUTfX/R0MhIOi5ZwoqffiLL66+nquLCkzg0bRoTpk/nhyZNrI4iIkCj2bP59ddfcc2f/5HHLx08yA/vv8/VsDB+bNoUgAuhofwWGMhvgYHEOZ10btCApZs307BwYZqXKIHtP193z968yZS9ewm+e5eeLVvSsHdvXHLmTLRnS05MMx5n/F0iwy9y6OAOjh07wo2Qm2TzzUq9eo3JW7AuhmH/n2M44yOJijjL/LlTWLhkM5XK56P260UevPh/6525TJr4DTny1H3iXFHh5/jr6O+kS5+R6VN/xNXVoE7NohiGQZmXkud/yzX+Rwm+Fk3hQgWYPO0XnE6TIYO7UKfBR4z/6i2c8Xfp2a3K/xwj7G4ULg47v6z5k9g4N6Jj4smbJxfNW3YiJjqK0NAQcuYuh83ujWF7dEeziKRc8XG3qfl6JX5Z+DYOx//+2i2PZpomzdpOZ9OmAFzd81gdR0QkUan4KiIiIiJJUlRgIF/06cP2U6eoV6QI9QsVIlPatHinSfgXoNGxsWw5d46pe/awddcu7L4PdymlZs7QUHo1aEBETAyjatcm82M67UQkcbScN4+Z33xDnmbNHjlZ5M+5c3mle3e+btCAHRcuEBoVRe6MGan56qvUatyYkNOn+WraNKrny8fsAwdoV7o0BTJmZMa+fXi5u9Ove3fKt2+PTd3uiSo25hq/bVnAF2OnUb9OcTYEHCf0TiS7dm7Aw6vkM40ZeS+QlSum8cfhI5w5e4W2LcvRqP6zjWWl0WM30Kp1Wyq91oWTR1dimibFSjXFsKXh6sVt9Ordn77vVHuibrW4uHiatZtOXGw8L5XKyaXLobi62nF1sRN08TZN3ijLR8OmYhhu2Bz6f0AktTBNk/69a9O4YXF1vj6Hr7/bTNmyZWnZbowmtIpIqqLiq4iIiIgkWabTSdylS4zp3ZvLN25w+uZNahYsSKmsWaldqFCC3DM2Pp4OixZx8c4dKuXNy0/+/tgzZ06QeyVnznv32D5xIh9NnUrvV16h6f/YZ1JEEtbJkBCGrF9Pubx5qVS+PK/UrUue/1q23YyOZv/s2Zw6fZoqNWqQ+5VXsGXOjGGzEXfpEnVq1OCrBg1YcewYC//4A5vNRpty5ejTvz956tbFSIRJL/J4IVf3sPKXn2nSuDE+GQuTJm3BF/IC+9yp1bRu25dG9Usx4N0auLgkn86ucRO28OprVWnQeOgjj8+ePoDwe8F07lDpkcf/r+joWFxc7A8txzzz551cDQ7j3PmbREfH8umwPlSu2pUPP+hAxQoFaNX+q4eWfhaRlGPntsmsWrWKT4bUszpKshURGUO7Lj+xds0vpMvwktVxREQSjYqvIiIiIpLkmaYJpsnp5csJOnOGpWvXUjRjRt6uWPGF3WOQnx+Xw8K4ERGBt5sbC0aMwLdJE2zp07+we6REN3btovvbb1Mtb146lS1LGhcXqyOJpEpOp5Mj166x9dw51pw4wcELFzAe8/9jfGgomydPxs3NjQO7d7P9xAmq5M3L2hMnaFKxIt3ffx+fcuUw7MmnGCdPzzTjiLx7ig8/7EvN6oWoVaOI1ZGe2PeTtlKuwqu80ezjh46FBO+lZas3WTi7K95ezzdx4MLFW/hvPE6NqgXJ7utDpx4/83bXKgRsOcHZwBtsDliHh1ex57qHiCRdfqvGcOjAHgb0qWF1lGRt05YT/L7jPBMmr8Vm87A6johIonjWeqim9YmIiIhIojEMAwyDIm3aUAQoWa0aNVu0IJu3N42LFn3u8S+EhhJ87x4zx4whLDKSEp06YSTyPrPJVeZXX2X5xo2M7d2bb3fsYNjrr1sdSSRVstlslMmeHb+TJ/msZcvHFl5Np5MJvXtz8vx5PFxc2HnhAmlcXMiYOzebvv8et0KFtCxgKmEYDjy8i1PltbKs9d+drIqvHh6uxMTEPPLYV2NHMHhA7ecuvALkzZ2Rd9+u+uDjPj1rMH/xXqZMaMda/2P06tWd0aNHkyd/ree+l4gkLaYZy+5duylSOKPVUZK9l8vk4qPhqxl77yRp071sdRwRkSRNxVcRERERsYxvlSrs9/OjUbt2VM2TBx9392ceK97p5LMtW/ikWzdytW5NrheYM7VwzZmTAcOHU7dFC7J5etK9QgWrI4mkWpk9PfnGz48sRYpQsU+ffxwznU7+nDkT/wMHeLdyZb7fsYN333iDNz/+GNfcuS1KLFaJirjIpB8+xkYMp85ctzrOU0mXLg2ht0MwzVgM458TDXx9MzPj550sWXGQO2FReHmlIWtmb0qW8KXqqwXwzZbume9bv04x6tf5u9O1Q5vypPNOw+APBrNw8QYcrlme65lEJGkxDBeaNWvK199MoWkjLZf7rK4Gh/F23wXM/WkkHl7apkRE5N9o2WERERERsZRpmszu1Yut+/czvlEjXB1PPz8wKDSUr7dto0SePHw4bx42L68ESJo6mKbJ/TNnGDtoEJv/+osx9epR2tfX6lgiqdLFO3f46vffmXfgwIMuVjM+noDPP+frefPIlDYt6dKm5csJE0hfvrw6XVOpLz9rj2lG4pXWDU9PN1o0LWN1pCd2PeQub3b7melTRlG24lv/OBYdcZarV07h5paGDBmyEBZ2m+Dgixw4sI/NW3aDaTLsw/rkyZXhuXOYpsmEH39j555zLFm8kPSZyz73mCKSdMTFXKR+/bqsWPi21VGSrcEfr6Rrt45UrtrL6igiIolKyw6LiIiISLJkGAZt33+f8BEjeM/Pj8nNmj3V9VvOnmXS7t10a9iQdiNGqPD6nAzDwK1wYYavXk2HOXNoNnQo23v1wq7lm0USna+XF2GRkRAfDw4HZlwcC/v3Z/HWrbyWNy8unp58rAknqZozLoydu4/x4/g2+Pgk3v57V67eIeTGPcqWfnidiejoWNKk+fd9w0+cuka/95eS3seDrNnycfTQXEJv36RqrYEYhkGatAXJX7jgg/PdvSBbTihboRM93onh8IHFDBv5LTmy+1Dl1fyULpWDXDnSP9MkBMMweK/v6wRsPcH14INcuHCUtWvX0LffMDKoECuS7Jk4cXHR/ufPI+jSLSpUamJ1DBGRZENvUERERETEcmkLF6bvjBkU9PWly9KlnAwJodfKlaw/ffp/XvdncDBT9uxh/vTpdPzhBzDMx48AACAASURBVBwZtZfTi2LY7eRr2JCy2bOz+exZq+OIpEp2wyDO6QTTxIyL446/PyOWLKFirlxsPXeOj6ZMUeE1lTKd9xn3ZRuaNa1KyeLZE6Xwei88mpYdZtC83XS6957PwiX76dZrPoePXAYgNjaeKrXH06nHHEaPXf8/x+rx7gKGDl/N9+P64ee3lnVrZ/FSuS6s9fN/oiyGzY2yFbuwas3vdO3amdAwF76b+BvN2k7n6+82E3wt7JmeMUd2HwZ/NIHPRn+Lj7fBiE8/wDRjn2ksEUk6DOw8w+KP8l8Mw8Bm188cIiJPSsVXEREREUkSbJ6ejFy1ii+GDmXKvn2kS5OGGXv3cu3evcdes//yZXq3aUP2mjUTMWnq4ciWjWEDB7L6+HGro4ikShdCQ8mVMSM4HKwaOpRuQ4fyeoECeLm58X3jxtizZbM6oljEJJ5r18IoVSI7Qz+omyj3PHT4EoUKZmHVih/Ytm0z02ZtIU/uDBz96yoAQ4evplePqviv38rhI5cJuxv12LEqV8pPrpzpKVP2NZo0aULPvvMY90Vzvvxm2VN1rtodPlR6rQf9Bs5g1pwdbNoUwGuvVaP3gMUcOBT01M84cVwbxoxsws/TOlPmpVzs2H2auJinH0dEkhjDhfh4p9UpREQkFVHxVURERESSDMPVleIdOzJ7506mbNvG5wMG0GXpUlb/9RdXwsK4dOfOg3Nj4+PxP3mSYsWLW5g45Tu0dy9udjvxTr2wEklsgbdvUyxfPgzDIGD3blqULEmc08lAPz9enz7d6nhiIZvNnbHjFnL7dgzjJ/6aKEWFAvkyY7MZVK76FrdvXeWPA8v4bftpWjQtDUB0TBx16rXD7pKJwR90oV3nnzh/4eYjx+repTI2m0GJ0m+wcfMJ9u+ayqCPluFwSf/M+QzDwNU9Dw2bDmXZsgWM+tKf8IiYpxrDzc1BnlwZCPj1BF16zqVpo5ewObSqhkhyZ9jSkM7bg8Dzj/6aJE/GdD5+Uo2IiPyTiq8iIiIikuQYrq4Ybm5U7teP95s25bfAQHqsWMEXW7fSYt48pu3dyyA/P/JlyEDR9u2tjpuitR0+nKw+Pny6aZPVUURSnXRp0nDg5Emm9+zJjnPnqJ4/P24OB580aMCNM2eeaW9LSTkcLhmZOOUXMmXKQssOMxg5Zh2HDl/kxs17REbef2FLbJqmyYjP/VjjfwQXhw0PD1fS+WRny5ZNnDt/k527A9m1N5Br18MoULgqhuEgb96iXL9xj+WrDj923GFD6pMvT0YO7plG+crvYBgvbj/GTFkr0LtnCyZN3fZMfw+VK+UnLi6eJs1aYXc8e0FYRJIGu8OHMqULEXz92ZYkF7DbbURFXrM6hohIsuGwOoCIiIiIyP/SeuJEWsXG4rx7F5u3N7c3bWLarFl0b9+esrVrY9g0nzAhObJmZdTs2bRr2JAJO3fStVw5vNOksTqWSKpQPmdOLoaFEX/rFrNbtaLv6tU0KF+ed6ZOxeaR8Ht8StLncElP34E/0avPNXbvXME6vw1cDb5JZGQMN27do3Wzl+n8ZqXnusfxk9e4cjWMV1+rQq3a+Xn/gxy4exbg/cGTsBHBvgMXiI2zMXPmD9j/0yV6MegcpUpkp1+v6o8cM/haGO/0X8RXX3xA2YpvP1e+x2nV9gN27mzHT3P30L1L5ae69uixq7z6SgFeKtM4QbKJSOKLjo4gPNzT6hjJVqkSOTh4YDvVa71kdRQRkWTBMJ9hCuDdu3dJly4dYWFheHt7J0QuERERERFJQmKvXGHpV1+xcNMmFqrbWCRRrTp+nJ8PHGDsoEFU7NkTw8XF6kiSxJmmk/jYEN7r14GzgddI5+1OtqzeNKhbgt+2n8FutzFkYO0nGuvIsStMmbmdBYt2Ydj++W/v/3+lZGIY//9kqLjY2/Tp3Zycvl60bFaWHNl9Hhz760QwH366ismTPqNkmfYJ2sF95uQavhjzJd9/3eqhY1FRsbi62rHbH57ENfbbTTRo2JhqNfsmWDYRSVw9u1ahS8dKlCye3eooydJvv5/m6PFQPhm11OooIiKJ6lnroWoTEBERERGRf+WSIwcdxo8nQ9q0XA7Tkm0iieF2ZCQ9f/mFv27fZt26dVTq00eFV3kihmHD4ZqNHyavZvXqlUyc+B0NG9Vl976rVKpUARODIZ+sIiYm7l/HypA+Le5p3MB4ePE0wzD+8+efr5ccLhkY8enHxMY76NFnAcHX/v6+sW7DX4z6wp9FC2ZQqmyHBF86O0+eUlwIukW7Lj+xIeDEg89fvHybV2uNo0PX2cTFxQNw61YErd6cQePWU9i7/wKly1RJ0Gwikrg80roTEXHf6hjJ1quv5Gf7zqPEx4VaHUVEJFnQssMiIiIiIvJEDIeDIrlzExQaSs506ayOI5KirT99mim7d/N5nz5U6dsXw83N6kiSDNnsXrh5FCGLRxHqZa9GvUZ/f75pywiWL/6Mzm/PYfbUTnh4uD645srVOyxadpDY2HiuXQ/jQtBtBg5o89SFUt/cdejW9RaTp23mytU7jP02AFdXF1auXIuHV4EX+ZiP5ZImDwEBm4kIv0H3Hm+TIb07Fy+FsmzlIbp1rkZoaDiHj1ym/Mt5eP/jFYwe2Yuy5evicMmEzZEpUTKKSOJ4tXJ5/jpxhkoV8lodJVlydXWQIYMnQYE7yV/4DavjiIgkeSq+ioiIiIjIE3vqPUtE5KnciYrik02bSO/tjd+aNXiVLGl1JEmBbPa0tO7wJW5urgwetpIJ37TC4bBzIegWfQYt4cP3O+Li5k7BQiXIkjk3Xumf/N9hbEwwa1d9x9z5G1ntd4S0Hq78OO13Bg/uTaVXO2Kzp03AJ/snw7DhcMtNOrfc9OvzJt16jqX8y7lZtHA26TKU4uQxPxo370PNaoXJni0jlar2wTDUXS6S0phmHL9t202rZqWtjpKsNW5QkuXLFzPkYxVfRUT+jZYdFhERERGRJ/ZSiRIcvHLF6hgiKdKWs2fpvHQpb7VqxYT161V4lQRlGDYaNx9KmZcKMHrsBu7ei+btvguZMXUs9d/oRb68hcmaxRe/NRMZ1L8B8bHX/3XM+Lg7NGzwOi3bfUPg+ZtsCxhN2J1LLF+1m8pV30nUwut/c8bfZeiwH7l8JZSPP3qP9JkrYbN7UOyl1vy2+XuuhdylS5d2KryKpFCmM4q4eJOY+/++1Lo8Xu3Xi7J+wz5iY4KtjiIikuSp81VERERERJ7Yq7VrM3/1aqtjiKQoMXFxDA8IwHA4WLNiBenKlrU6kqQSNrsHgz6cRqMGlbl1Kxy7zWDH9jX0G/App8+GcOny33v7DR5YD8Nwf4LxvPlx4igyZ8mPT6YySaKYGRcbyrKFo9i97zy/bx5LqbItHxwzDINc+d9kjV+rR+5pKyIpw6H9ywkLi6ByxXxWR0nW3NwcVKqQj4ANs2nY9GOr44iIJGnqfBURERERkScWFxuLw263OoZIinHxzh3aL1pEjUqV+HHjRhVeJdEZNk8qVihI/8HLuHDxNj37zud2aARdO1fnyMGfiLt/g6++XY/N4f3vYxk2CpdoS/rMFZJE4dU0TcaN7c2Mn9ZTr3YxXqvRB5vd46HzDJsbhqHvbSIp1aVLlyhfNvdT710tD+vW+RVmzFqKMz7C6igiIkmapvWJiIiIiMgTO7p3L7l9fKyOIZIiHL9+nQ/Xr2f6mDEUadcOw6b50ZL4DMPG8FE/80ncTQybO4bNA8Pmjs32752uSZ0z7hYbAw7h7u7KF2M+xGb3tDqSiFggR46cbP99m9UxUoSsWbzxTOvGoX1LKF+5m9VxRESSLP1mJyIiIiIiT6xi1aocuHzZ6hgiyV54TAxD1q9n4dSpFO3QQYVXsZTdkR6XNIVwuObE7siQIgqvAM74UM4H3aJ92xqULtfO6jgiYpED+/dSrGg2q2OkGEMG1Wb0mAk448KsjiIikmTptzsREREREXliXsWKkdHDg9ozZhAaGWl1HJFk6WRICB0WL2ZE9+7krFfP6jgiKZbDrSBnTu2j41vfJollkEUk8cXH3WbVmt9p3KCU1VFSjNw5M1AgXyZ+WTYW0zStjiMikiSp+CoiIiIiIk/MniULizZvpnzOnFwPD7c6jkiys/zYMUZs3szcSZOoNWyY1XFEUjTDMHBJUwDD5mZ1FBGxihmLaZq4u2sCxos0ZGAdfvhxGbdCDlgdRUQkSVLxVUREREREnoo9Sxa6du7MiM2biXc6rY4jkizEO52MCAjgcEgIqzZuJE/DhhiGYXUsERGRFE/NmS+eu7sLg9+rw8cff4DTqdVwRET+LxVfRURERETkqZXv3Jno2FgWHj6s5cZE/kV0bCw9f/mFogUKMMHPjzR581odSUREJFVYt2YSefNksDpGilTttYLEx8Wyfs04/T4gIvJ/qPgqIiIiIiJPzUiblu+GDGH/1avsCgqyOo5IkhUXH0+PFSt4s3593pkxA5uXl9WRREREUg2/ddvo16uG1TFSrNHD3+Drb+dx9eI2q6OIiCQpKr6KiIiIiMhTMwyDsr160ax2bQ5dvWp1HJEkKeL+fd7z86NFlSo0GzsWw9XV6kgiIiKphjPuLucvhBAVHWt1lBQrrYcboz9tTJ++7xF3/4bVcUREkgwVX0VERERE5JnduXtXy4yJPMK5W7fosGgRzWvWpMt332HY7VZHEhERSVV+njWUl8vkpliRbFZHSdFKl8pBpQp5+f7bgZhmnNVxRESSBBVfRURERETkmbXp1499ly9z+oZmuov8P8euXeP9deuYNW4czb/5Bpunp9WRREREUhWnM5IVK7fxwYBaVkdJFXr3qMLWbYc5emiR1VFERJIEFV9FREREROSZpS1alDrlynHu9m2ro4hY6l5MDBtOnWLW/v0M9vdnwbRpFGjRAsMwrI4mIiKS+jjvkzNHenr0WWB1klTBMAy+GNWEwR9+SUzUFavjiIhYTsVXERERERF5LgdPnKB4lixWxxCxRFx8PDP27aPj4sVcNk1ylSzJipkz8a2lThsRERGr2Bw+TJnuj7u7KyE37lkdJ1XImzsjjeqX5NuvB2Ka2mdXRFI3h9UBREREREQkecuWIQO3IiPJkz691VFEEtXRa9cYERBA88qV2fjrr7jlzWt1JBEREfkPm92LbFkzcPNWOFkye1kdJ1Xo3KEind+ey6G98yn3Sler44iIWEadryIiIiIi8lwaN2jAxxs2cPz6dUzTtDqOSIKLvH+fUVu28MOuXfw0YQJ95sxR4VVERCQJ2bdvH927d6dQoXycDbxpdZxUwzAMvv68GYM/HEtUeKDVcURELKPiq4iIiIiIPJfX+vVjztix9F+zhuVHj1odRyTBmKbJ8mPHaLdoEZXLl2fxtm3kadQIw6ZfrUVERJKSNGnS8NNPP+HplZ7LV+5YHeeJ9X5vMT7ZP3joT+D5m/R+bzEdus62OuK/8s2Wjg5tKvDN10MwTafVcURELKFlh0VERERE5LkYDgeFO3Sgo78/MeHhVscRSRCHrlzhy61bqVq8OOvWrsWzRAmrI4mIiMhjvPTSSwCsWfMbbVokr+/ZtV8vwo/ftf3H5zJl9LQozbNp1bwMzdtNp//tI/hkLGN1HBGRRKfiq4iIiIiIvBBdBg3ina5d+TM4mDF16+Lq0K8b8vRO3bjBoj//5M+rVymSOTNjGzSwNE/w3buM2boVh8PBzAkTyFWvHobdbmkmEREReTI2m4Po6NjHHr8XHs2NG+F4erolmX1hXV0dZM3ibXWM52IYBh3bVWT6tHEMHjoPwzCsjiQikqi0NpKIiIiIiLwQPi+/zLzlyzkREkJk7ONfcok8zt3oaHqsWEGrN97Af/Firt27x7pTp57oWqfTyZ2oKJYfO8Z7a9ey/vTp58oSFRvLuO3bGbB2Lb27dmXWb7+Ru2FDFV5FRESSiXz58nEl+CZeXmkefC4iMoaAX0/w8cg1tOwwgwEfLGfWnL106TmX4yeDLUyb8jRr/BLr1u8l8t6T/SwnIpKSqPgqIiIiIiIvTNAff5Dd2xsfd3ero0gy5J0mDVXz5ePPI0dwK1eOYtmyEef8973CLty+TbN58+iydCmhQFZPT44EP9sLVNM0WfnXX7RZsICixYqxbvt2Xu3XD5uHxzONJyIiItaoVqUYZ89eebBk7+Ejl2nedjpnz0fRvVt31q/fxPJV+5g07VcWLfiRL8dt4u69aNp2nsW0WTuIj3fifIKfQ160jZtPkKPgxw/+dOk5N9EzvAgOh51mb5Rm2ZKpVkcREUl0WgdMRERERERemHzVqhE6bBjHrl2jZLZsVseRZGhkrVrUnjmT1+bOJd5uZ/eFC6RPk4byOXLg4er60Plx8fHMOXSIXo0b0/bzz7n4668UaN6cm59++tC5x69fZ++lSxy+epXX8uWjTalSD46ZpsmWs2eZuncvrxUtyro1a/AsWVLL5ImIiCRDphnLxk3buXEznCKFsgCQMUNabDaDe3fDuBd+F781s6jTYACeXhnImbsi4eExRETE4OPjQdjdWDp0nQ3AwtldsdsTr4ep6qsFGD+25YOPPTwe/vknuWja6CW6vzuf5i3fJl2G5LX3rojI81Dnq4iIiIiIvDCObNmYPG4cPx88SL1Zswi8dcvqSJLMuDocNC1enB2bNzP444+pW7s2u4OCqDNr1j/Oi7x/n8H+/rRduBCnw0HlqlUx3N3xW7SIoTVqYLP9/euuaZocCQ5moJ8fE3bvJluRIryaJw8rjx0D/i7erjl+nFbz53Pw5k0WzJzJiFWr8CpVSoVXERGRZMoZf49r1+8BkCaNCwC5cqZnzbJelCiWhYBN/rzb/3t+//VHTh37hVXLRnHh4i08Pd24cyeSz8bMxn/DAcqWzs/+g0GJmt3Dw5X8+TI9+JMta/Ld/zVjxrT0612D4Z++h2kmfhexiIhVVHwVEREREZEXqkC9eni4uuLh4oKXm5vVcSQZcgKFChYkQ7lyNBs9muaNG3MrIoLfz58n3ulk8ZEjtFu0iHqVK7Nx1y6+37qVvK1aAZA3SxYOBwdzKyKCkZs302LePJaeOEHvbt1YuG0brQYPxidDBlztdr7bsYMW8+dzJT6eRbNnM2bdOrJU///Yu8/oqMr9b+PfPTPpHRISIHSQGlDpSLEgCCJdaVJEEBCR4hELiqIcEVERpUiTXhQpEqRIEQHpIL13CCWBkAbps58Xnj/P4SgimGSnXJ+1fJG990yuWbiyMvnNfe8G3NcVAIAcznSmKCDAUysW973tuKurQ08/VVGvD3hCa398VRMnL1D7Tv3V8YXx8vZyU1JSqgICPLVowSgZNle1bNVSS5fvt+hV5A6PN3hA+w+c0424w1anAECWYfgKAAAAIGO5uenJevUU4uOjIG9vq2uQAzUuU0ZvTJqkJx58UPvHjVO1gQM1oVcvfbh2rVrPmqV4u10/hoer9ejRshcocNtjJ61Zo3weHnpp0SI1fvJJ/bRxo778+Wc9UKOGRnTooKJlyqjd1Kk6c/26KlerptVr1+qNBQsUVK8eQ1cAAHIJw+aq6g8XVa0axe94TeFC/po5uauSklI15PWn5O/voYlTf1WrZ6roi68Wyky/IT8fd12PuZl14XcRF5+kfQcibvvv/IXrVmf9JcMw1KJZZc2bM97qFADIMtzzFQAAAECGMgxDT7//vqYsXarYpCT5ubtbnYQcpnLBglrfq5eOX72q/qNH69EVK1S9YUPVKVZM733+ufyrV//TLYENh0Ofvf++Iq9cUc22bWXPn19Xt27VNy+9pLd+/FGmpE4PPqh/9e2rys89J5tvzt3GDwAA3JnNHqAHyhTSth1nVKtGib+8tnPHmipRopzeeneiNv3yvbZt365X+7aWDEND3/9cfXrWy6Lqu9u0+aTqNxp927EOz1XThC/aW1T09zzX+mG17/aNOnT8Vd7+j1idAwCZzjBN07zXB8XFxcnPz0+xsbHy5c0qAAAAgP9xfetWterYUUu6dOG+mfhHnE6nei5apPcHDlTFF174W/8/mU6nrqxfrw+HDNHcPXsUk5Sk/o88otfefluhDRvKcHXNgnIAAGClyxc26bn23TTnmxfk6/PnHwZMTU3Xs89P0cSvP9EDFVredu561Ha1bvO8lnzbKytyc70l4fs0a942rVq9VXaHv9U5APC33O88lG2HAQAAAGS4m7Gx8nR1ZfCKf8xms2noE0+o7/DhWvHeezKTkv7y+rTISH38zDMq//TTmr93r55/6CGdX7lSo9evV5GmTRm8AgCQRwQXfkTDh/VTp+7TtHb90T+9ZtHSvWrZ/BGVKd/ituNx1w9o6NC39MRj5bIiNU9o+UxllSsbovVrplqdAgCZjuErAAAAgAxXqEEDhRUtqkUHD1qdglygWECA5rZvr7nLlun9tm2VdvXqH64xk5N1ZskSNXnkEb29fLnahoVp57x5+vKXXxTauLEMB3fdAQAgLzEMQ/Uef1XhPyzSd4v2aEn4vj9cs//ARdWv//htHxhMT72m1q3bqmL5AurXu0FWJud6r/ZpoNFjpsuZFmt1CgBkKoavAAAAADKc4e6ud/79b03fuVNOp9PqHOQC3m5uGteihVzT0tS3eXOlRUXdOnfzyBENePxxlWjVStvOndPJadM0adMmlWjRQoaLi4XVAADASoZhyC9/ZU2f/q2mz96imJibt50vVzZYu3fvuPW1aZravGG2rkXf0KP1ymR1bq4XXMBXRUIDtHH9DKtTACBTMXwFAAAAkCm8H35YLWvU0JSdO61OQS7Sp2ZNRcXFadHHH8tMT9evX3yhYlWr6svNmzW9WzdFnzunkt26sb0wAAC4xd2rhP49fKC6vDRTqanpkqSz56N17VqC3N09bl2XEHtQbw/9Sj9810sFQ/ysys3V+r5UX+PGz5DTefPuFwNADsXwFQAAAECmMOx2PdOmjfZcvGh1CrKpiNhYrTtxQnsvXVJiaupfXut0OvX1tm1qPWuWqpQoocdbtdLCnj1Vd+BAFfbz04VVq9Tlm2/kCA7OonoAAJCT1K7XWw3qVtKwj5briafH6LGnvtD12BS1frb3rWtmz/xK7dpUlZ+vx188E/6JIqEBcnW1a8uGaVanAECm4aY3AAAAADLNji1bVNjX1+oMZEOJqanqtXixmj70kK5duKBzmzdrcps2f7guJjFRCw8c0I9HjqhZtWr6ae1auRQvrqUvvqhnp03TyCZN1G/0aHmULWvBqwAAADmFYRh6oOwD6vzCJ4o4852CCzeWze5z636v6WnXtGjJL5o1pZu1oXnAB+80U/c+Y7R8eSN5+rC9M4Dch5WvAAAAADJNm9de09GrV3UkMtLqFGQzK44eVbv69fXmwoX6eOZMxSYl3Xbe6XRq4rZt6rVokQqUKqUFs2drwJw5ci1RQr/99psO37yp9xs21Ovh4QxeAQDA31KsWHF5ebpq7rylcqbH3xq8StKJYxtVqKC/PDy4X3xmy5/fS8+1eVjjxw2TaTqtzgGADMfwFQAAAECmcS1cWGNGjdIbK1aow7x5d91aFnlHRHy8ypQtK8Mw5IyP15azZ7Xj/HlN3r5dA5ctU8tZs2R6emrZhg16fswY5atVS4bdrhMnTqhq1apyr1VLQ1eulGG3W/1SAABADlGqVFk98VhZTfnmJ12+uP/WcdNM19bNP6tKWKiFdXlL+7ZVtXLVTp0/vdbqFADIcGw7DAAAACBTFW/aVGs2bNB73bvr0JUrqhrKH7Ug5XN3V1RUlCTJERqqaW+8oRnLlqlxvXpq1aOHilSsKJfSpXU9JkY/zZ+vQ4cOaf/+/YqPj9dTTz2l0NBQBq8AAOCeBBcMU3Jymv41sLUKF60rSTKdyZo4rp8WLt6gGZO7WFyYd9jtNg19q6nefGuIZs+tJZvdx+okAMgwrHwFAAAAkOkcoaGqWL68hq5erf2XL1udg2xgw5kzKl60qCTJ5uurNh98oBn/WeVaqlUrHUlK0vgJE9SiRQslJyerSpUq8vX1lZ+fn1555RW1bdvW4lcAAAByGrtLkJb9uFYv9h4nm91bkpSSdEbTZvyk72a9KC9PN4sL85YqYYXl7+ehZUs+lWmaVucAQIYxzPv4qRYXFyc/Pz/FxsbK19c3M7oAAAAA5DLOmBhd+OUXdRk4UEX9/fXGo48q1M/P6ixYIDktTS1nztSGzZvlKFz4D+fDw8M1atQovfXWW5KkBQsWKDk5WYMHD1aVKlWyOhcAAORSpmlq3Bcv6kbCdfXuUdfqnDzpxs1kdeg2TXNmTVRo8cetzgGA29zvPJThKwAAAIAslXLqlA6uXq33xoyRp4uLxjzzjNxdXKzOQhYbvm6dHqlTRy1HjLh1zDRNffXVV/rxxx/1xRdfaPz48YqJidGQIUNUrlw5C2sBAEBuMXrUiwrK765Wbfro7Jmd6t5jmH5c1EcOB7czsMq+AxEa/dXPWrBoneyOAKtzAOCW+52Hsu0wAAAAgCzlWrKkHurVS0u2bdODpUppzYkTVifBAoZhyNXd/bZjCxcu1OnTp/X888/f2lp41qxZDF4BAECGME1TdluqOr84Xt26ddErr47Qv99/hsGrxSpXKqzAQC9t+nma1SkAkCEcVgcAAAAAyJtsPj7qPmiQWnbqpMYPPCAXO3/0ygtM09TkHTt0PjZWjXr3liSlpaWpevXqCgj4faVDUFCQVq5cKRdWRAMAgAxkGIb6DZoqw0zSq68v0JL5L6naw8WszoKkunVKafnKn1S/YX8ZBu8LAORsDF8BAAAAWCaodm1VKlhQ3+3bp44PPijDMKxOQia6FBend1evVrkiRVSjbVu99NZbSklJUUxMjEzTlGEYGjlypKpVq2Z1KgAAyKUMw0V9B07RmvVHVKZ0Aatz8B/Nm4Zp9rztunR+kwoVbWB1DgD8I2w7DAAAAMAyht2uz6dP17G4OM3daD+r4gAAIABJREFUu9fqHGSi41evqtfixRrcu7euFSkiFz8/jRo1SuPGjVONGjVUtWpVLV26lMErAADIdDa7rwYN6KFPx6yxOgX/YRiGBvZ7XG+//bac6XFW5wDAP8LwFQAAAIClvMuVU7cuXXQ4MtLqFGSQhORkjd2yRdvOnZMkrTx2TG+uXKnhQ4aoWp8+CqtSRaGhobLb7erRo4dCQkI0ZcoUeXl5WVwOAADyikfqP6d8+fz1+pDFSk93Wp0DSXVqllS+AHfNm/W+TNO0OgcA7pth3sdPsbi4OPn5+Sk2Nla+vr6Z0QUAAAAgD0k8eFBNnnlGS7p0YevhXOClhQv1aIUKOnL5so5cvKggHx+9M2qUGnbpoh49eighIUEBAQFat26dRowYoRo1alidDAAA8iCn86Ymjx+o9Rt2a/zo52SzsVbJaikpaWr7/BT9sHiB/AMftDoHQB53v/NQhq8AAAAALGc6nXqnaVMZqanqWKWKCvn6MoTNwdrOnq2pY8aoSOPGckZHy3Bz09J16xQZGan09HQdOXJEBw4c0LRp01S0aFGrcwEAQB5mOlM09oteOnXqrN57uym/g2YDK1cf0u49l/XxZz/IMBxW5wDIw+53HspHeQAAAABYzrDZ9N6UKSpXqZKGrFqlEevXW52E++R0OmW32VTkscdk2O2yBwXp8PnzGjZsmEJDQxUYGKhz585p8eLFDF4BAIDlDJur+vYfo6CgQA16cxFbEGcDjRuW1559p3T18narUwDgvjB8BQAAAJAtuIaG6vkxY1SvShVVCg62Ogf3yWazKTU9Xen/dQ/fXr16adWqVbp+/bpWrFihBQsWsIsSAADINmx2X7357gzVrBGmwe8s4X6jFjMMQ1071dLEr7/g3wJAjsTwFQAAAEC2ElahgtadPCmnk1UHOdHCAwfk5+4uw9VVp0+f1uDBg1W/fn2tW7dOq1ev1uTJk+VwsH0cAADIXmw2D/V8+Qu5OFy1d3+E1Tl5XpNGFbR63W+6GX/U6hQAuGcMXwEAAABkK08MGqQqJUuq7w8/WJ2CexSTmKgZu3Zp3pIlshcsqKefflqurq566KGHtGzZMk2ZMkV2u93qTAAAgD9ls3moY8dWevfDcAawFrPZbGr1zIOaO/srq1MA4J4xfAUAAACQrdg8PfVks2ZKTU+3OgX3ICUtTS8sWKCPXnlFbqVL69SpU7Lb7WrQoIEWLlyo6dOns+IVAABke3Ufe0Xfzp2odz5YquvXb1qdk6e1b1tVc+evVlrKZatTAOCeMHwFAAAAkO1cvXJFHq6ubD2cg3y+aZO6NGyoOgMHSpLS09MVHx+v0aNHa9q0aQxeAQBAjmAYNhUs+oSGD+unN97l/q9W8vBwUc3qJbTyxylWpwDAPWH4CgAAACDbqderl4L8/bXq+HGrU/A37I6I0PFr1/T8Rx/JMAylpqaqY8eOSktL08yZM+Xh4WF1IgAAwD2p91gflSxRUEvC91mdkqf1fKGOJk35Ts70eKtTAOBvY/gKAAAAINux+foqOChIrtwfNNtLdzr19sqV+mLUKDny55ckTZw4UTt37tSKFSsUGBhocSEAAMC9M2yueve90ZoxZ6uuXbthdU6eFZjfW15ebjpxdK3VKQDwtzF8BQAAAJAtBXp7a+T69TodHW11Sp7ndDq16cwZjVi/XhO3bVNKWtqtc4NXrFDvxo1VuFEjSZJpmurXr5+GDh2qsLAwq5IBAAD+MU+fMvpwWD8NG7Hc6pQ8rVO7apr2zVS2gAaQYzB8BQAAAJAtdRs9Wu+0batBy5bprZUrrc7JszacPq22c+bo10uX1LRFC6W6uWn67t2SpF0XLsi02dR5zBgZhiFJ+vLLLyVJ77//vlXJAAAAGaZO/e6Ki0/SmbPXrE7Js+rWLqVdv52QM/261SkA8Lc4rA4AAAAAgD9j8/FRw1de0dmLFzXj119lmuatAR+yxsfr1+taUpKmjh6tYk8/LcNmU9XGjdWwcWN1r1pVI3/5RZO/+EJR8fHa+fPP2rVrl9577z1t3LiRfysAAJAr2Oxe+nDY6xr63ihNm9jZ6pw8yTAMRV1NUHpqlOyOfFbnAMBdsfIVAAAAQLblUaqU+s6fr4516qjhlCnafv681Ul5Rnxysn67eFETfvxRxZ95Robt97ePnmXLql3Nmmo3d64aVqigwk8+qZCQEDVr1kwJCQlq1KiR6tSpY3E9AABAxqlYpa0CAry1d3+E1Sl5Vkiwr1JSkq3OAIC/heErAAAAgGzNMAz1nzZNSz75RMPXrVNaerrVSXnClfh4lS5QQPZ8t68uMGw29Z8/X6u2bdO/vv1WdhcXOZ1OlS5dWlu2bNF3330nm423mgAAIPcwbG565513NPTDZUq4wQDQCg8/WFTbt66zOgMA/hbeEQMAAADI9mxeXircrp26PP64Rm3caHVOnlDA21snrlxRenT0H84Zdrvs+fPLcHOTJI0fP14nTpzQjBkz5Ofnl9WpAAAAma546cZ6640X9PqQxVan5EkVy4fo4KGDVmcAwN/C8BUAAABAjmDY7er28cf6LSJCs3bv1rSdO5WUmmp1Vq7l6+6usIIFNfvtt2WmpNzxuuPHj+uVV17RN998o5IlS2ZhIQAAQNYxDEONmg5ScIF8Wr7q7w0BTdPU8E9W6tnnp6jvwG9lmmYmV+ZeQYHeioq8ZnUGAPwtDF8BAAAA5Bj2wEBNHTdOtnz5tPH0aa08dkzrT57U8qNHrU7LlV6vX18rtm7VoKee0tmlS+W8fv2281988YWaNm2q6tWrq1u3btZEAgAAZBHD5qZhH3yhiVM3KeJizF2v/2XjcaWkSP8a0EQ7dp3VjZt3/kAb/lqZUgV09Pg5mSa3IAGQ/TF8BQAAAJCjhD75pPpMnaqeLVtqzm+/ae3Jkxq/ZYt+i4hgJWwGc3M4NLFVKz1etKgGv/uumtSsqXHdu8s0TZ05c0YrVqxQxYoVNWfOHBmGYXUuAABApvMNKK+vvnxf/V9foJSUtDte1/WlmVqw+DcNGvSaJk39WfNndJe3l1sWluYuAQGeio29KWfa3YfeAGA1hq8AAAAAchzDZtNTw4dr5a5dGrNhgx4rWVKPTZ6sTvPnW52WK9UvUUKTWrdWn1q19OPmzVJqqho3bqzHHntMVatWVZkyZaxOBAAAyDKVHmyvF7o+raHDf7zjNcnJafrqq69UrNRTqla1rAa9uVBbt5/OwsrcKT0t2uoEALgrhq8AAAAAciybr68Mu11DZ81S6qlTKh0crJ+OHbM6K9f6eutWTf34YxmuripSpIhWr16t119/3eosAACALGUYNrV//gN5eXlp6owtf3pN+7bV9PWEz2Wapl5/c6xmz/xY4ydvyOLS3MXXx12xMZFWZwDAXTF8BQAAAJDjOQoVkqNECb0zcKA+Xr/e6pxc6beICJUsUEDejz6qrl27at26dercubPc3d2tTgMAAMhyNruXPv5kpnb+dl4/rjz4h/PNn66kFT/tUkrSadldAhVcsIaSk++8TTHuzsfHXXFx163OAIC7YvgKAAAAINfYuXevWoeFWZ2RK03btUv9evfW/AULVKJECdWtW1edO3e2OgsAAMAyDtcgTZkyV7Pnb9emLSdvO2ez2VT94eLauX3171878slutykxMdWK1FzBNCXDMKzOAIC7YvgKAAAAINfYt2+fSufLJ6fTaXVKrhKTmKjdEREKCgzU1q1bdfDgQfXt21d2u93qNAAAAEt5+pTSnDlz9OkXaxRxMea2c48/+oBWrVwpSTJsbvLxcdeNm8lWZOYKpmnKZuP3TwDZH8NXAAAAALlGkJeXpu7Yod5LllidkqsMCA/XhEGDdDogQHFxcYqOjlbbtm2tzgIAAMgWAgKraOSI1/XhyJU6ez5ax09E6uz5aM37bqfS0lNlmqYkmxx8cO0fsdttSk9n62YA2Z/D6gAAAAAAyCi9p09X5/371fy556xOyTViEhNlSqrzyisa+tFHiomJUffu3Vn1CgAA8F+q1X5eKZ+MV5/+8+Xm6lCJ4kHq0L6pmjQbIMMw/jOAlZxO0+LSnMvFxa7kpESrMwDgrhi+AgAAAMg1DFdXzRw7Vq0rVbI6JdeYsXu3OjRurAMnTujYsWNKT09Xu3btrM4CAADIVmw2Dz3WoKz6vfatUpMvyO5S6Lb7kzrTonTpcoyCAr0trMzZ3N1clJScZHUGANwVw1cAAAAAuYqHh4dSWJWZYTafPavBn3+uniNHKjQ0VE2bNpXDwVtJAACA/1WlSgVJks3uJ8MwdPnCZq1atVDpaWlq2uRR+fq63zaQxb3x9/PQ9ehrVmcAwF1xz1cAAAAAuUpggQK6lsh2ZBkhOS1Npmlq7eHDypcvn/bu3atOnTpZnQUAAJAt1azbTwEB/pozd7FMZ5Je7PGSEuIuKOLCSb359ki5uvABtn8iXz4vRV2NsjoDAO6K4SsAAACAXMNMTtaqtWv1cMGCVqfkCtN379az9evryylTVK1aNbVo0UIuLi5WZwEAAGRLqWmucnf30KZNmyTDRc2b1dJPa4/o+fY15O3trscfLWt1Yo4WmN9LkZGRVmcAwF0xfAUAAACQa0Rt3qzTUVGqXayY1Sm5woZTp1S7eXMVK1ZMCxYsUNeuXa1OAgAAyLa8vLw0ZMgQTZo0Sfv2HdBLfSdo8L96qOcrc/Xhu0+rfduqVifmaIH5vXQ16qrVGQBwVwxfAQAAAOQKcQcO6JNhw1S+QAGrU3IF0zSVkJysXcePy2azqVChQvLz87M6CwAAIFvr27evHn30UbVp00aG4aI6DfqqTu3y+nnDcavTcjx3dxclJNywOgMA7orhKwAAAIBcYevixfpuzx75uLkp3em0OidHMU1TF+Pibju29dw5VQwN1Ywff5Svr6+6dOliUR0AAEDOMm7cOJ08eVIHDhyQYdjUvftLmvvtDquzcjyHwyYZjDQAZH/8pAIAAACQKzQcOFDLRo/Wbxcv6jD3gvrbTNPUv5YvV+/Fi7X44MFbx7/ZuVPB5curR8+e2r17t2rXrm1hJQAAQM5RoUIFNWjQQE888YQkqWiJBkpJTVdMbKLFZTlbUKC3oqJiZJqm1SkA8JcYvgIAAADIFWze3qrYvLlik5I0fN06zdmzx+qkbC/65k31WbJEpQIDVTYoSP/3Z6zL8fFKTE3VueRkubm5qWrVqjIMw9JWAACAnGT58uWKjIzU9u3bZbN7qv1zjTX3u51WZ+VoAf6eir6eICnN6hQA+EsMXwEAAADkGvb8+TV/2jR9/c47+nbvXqtzsrU1x4+r+/ff66VmzVTU11ebTp9W9I0bajNrll5dulQfDh6skg88oFGjRqlZs2ZW5wIAAOQonp6e6t27t5o3by5Jatmqq37ZeEzXr99Uuy5T1abjZI2fvNHiypzlWvQN5c/nLclhdQoA/CV+SgEAAADIVYLr11fa6dNKSUtTWnq6HHa71UnZytGoKL2+fLnye3lp6Q8/qHWrVtp+/rwqFCggF19fhf/wg1yDg2UPDNSbTz0lp9PJlsMAAAD34b333tPXX3+to0ePqkzpkpKkWfO2qU6tB/Svfw1QxSpttWfveXXpVFN1a5eyuDb7S0835XDY2ZEFQLbH8BUAAABArmMvWlSPlS+vbefP65Hixa3OyVa2nDunXo89prYvvyyXBx7Q9NGjtXD2bBX38JBb8eLq36OHygQGasC33yo+Pl5lypSRw8FbRwAAgHsVEhKi6tWr69lnn1XdunVVICi/zl1IULqCtXhZhCZPHKkypbzUtt0b6te7gZo0qihXV37vuhMPdxclJqVYnQEAd8W2wwAAAAByHcNuV4lixXQ5Pt7qlGynbrFimrZhg5p36KD21atr+5Ytyl+ggD5et05rfv5ZHcPCtP74cZ06dUrnz59XvXr1rE4GAADIsaZPn678+fMrOTlZLdv217XYfOrVe5CmTJmi1wZ/qaKl2mnR99/oarShNp0m6/iJSKuTsy13dxclJqbINJ1WpwDAXzJM0zTv9UFxcXHy8/NTbGysfH19M6MLAAAAAO5bemSkmjzyiEY2aaKS+fNbnZNtnYuJ0fKjR+Vqt6t1xYry9/DQzydP6vDNm/KqX1+TJ0/W3LlzFRYWZnUqAABAjmWapubPn69JkyapatWqioqKUnBwsEaMGCH7f26RYZqmTh37QV1feE1jPnlWpUsFWVyd/ZimqQ7dpmn5yt9k2FytzgGQB9zvPJQ9DAAAAADkOoaXl9xdXOTr7m51SrZW1N9fvWvWvO3YjogIPdm0qTbFxenAgQOqUKGCRXUAAAC5g2EY6tChg9q1a6cjR47Izc1NpUqV+sM1JR9ooZnTXdT9xYEaPbKNSpYItKg4ezIMQ6ZpynQmMnwFkK2x7TAAAACAXOfmoUM6FR2t/J6eVqfkOIcuX1aV2rWVkpKiwMDAW6sxAAAA8M/YbDZVqFDhD4PX//P7APZpTRg3XO98EK772LQyT3A6b1idAAB/ieErAAAAgFzHsNvlsNmUnJZmdUqOk5iaKt/ixbVhwwY9/vjjVucAAADkOeXCWumhKqW0bOUBq1Oynd8H0tzzFUD2xvAVAAAAQK7z0dtv64WqVeXu4mJ1So7idDqVlJYmw8tL58+fV4kSJaxOAgAAyHMMw0WD/vWuvpmxhdWv/8MwDMlMtzoDAP4S93wFAAAAkOsUKlhQ3jfYjuxeTNi6VXsuXlTVwoUlw9C5c+dUpEgRq7MAAADypIDAh1WlcnHt2XdBD1Xhd7L/Y7fblJISJ4eb1SUAcGesfAUAAACQ6+Tz89P4LVv03f79VqfkGLN271aDkiU1dOxY2Xx9lZaWpuDgYKuzAAAA8iTDsKl9+2e1YPFvVqdkK0GBPrpy+YLVGQDwlxi+AgAAAMh12g0bprF9+mjO7t26FBdndU6OEOLjo5IVK8qvSpVbx/z9/S0sAgAAyNserva0Dh+5zNbD/yUoyEeXL0dYnQEAf4nhKwAAAIBcx+bnp+pvv62+deuqxcyZVufkCA6bTQFut+/f5u3tbVENAAAAHK4hKle2kI6diLQ6JdsoWthfp0+dtDoDAP4Sw1cAAAAAudbZlBS9Xr++1RnZ2vWbN3UhNlbPlC+vtbt333bO4XBYVAUAAADDMFSrVlXt2HXO6pRso+wDwTpy5IjVGQDwlxi+AgAAAMi1OvXqpfl792rQsmU6FhVldU62s+rYMXWYN0+jN2/WmhMn1KhJk9vO22y8ZQQAALBS/foNtX7DMaszso2yDwTryNGzMs10q1MA4I74GDMAAACAXKvgY49p1caN2r9okV799FOFd+tmdVK2YjcMta5TR6/Pny9nQoIMT8/bzicmJlpUBgAAAEkqWqKuEm4kKzk5TW5u/Dnf389DcfFJMtMTZDj8rM4BgD/Fx5gBAAAA5Gr2ggUVWrGivFxdrU7Jdg5FRuqB0qUlSTZvbxn/WelqmqYkKS4uzrI2AAAASDa7t2pUK6tde9h6+L85nTesTgCAO2L4CgAAACDX8ytdWv4eHnpuzhztvXTJ6pxso1T+/Dpy9OgfjsfHx0uSYmNjszoJAAAA/+PRRxvo51+OW52RbXh5uun6tdNWZwDAHTF8BQAAAJDruYSGava6dZr22Wf6cO1aq3OyjZL58mnzwYNy/s/2wnFxcSpUqJCio6MtKgMAAMD/eaT+s9q955yuRLIrifT7fV8PH95rdQYA3BHDVwAAAAB5gj1fPhV88km5OxxKSE62OidbWHLwoPq0by+bh8dtxwsXLizDMHThwgWLygAAAPB/XN0L6YNhA/Tev5dbnZIt+Pt5KCbmutUZAHBHDF8BAAAA5BmGu7u6NWumLzZvtjolW9h2/ryq1637h+OGYah06dI6deqUBVUAAAD4X7XrdlOAn7d+2cT2w4ZhyOl0Wp0BAHfE8BUAAABAnvLMiy9q/8WLVmdkC24Oh8LnzJEzJua24+np6fL3979171cAAABYy7C564Phn+rjz37SvgMRVudYysvLVXFxbMEMIPti+AoAAAAgTzEcDiWnp8s0TatTLDehZUsdPHFCg9u0kTMh4dZxp9OpmJgYRUdHKy0tzcJCAAAA/J/A4Krq3bOlDh6+ZHVKljNNU79sOq59ByK0c/dZVata3eokALgjhq8AAAAA8hR7SIha1qihfkuXWp1iuXyennrn8ccVFROjbdOm3Tru4uKi9u3bKzo6WkeOHLGwEAAAAP+tevU6Wrhkj1JS8s4H5OITktT1pZnauPmsPvx4hX7ecFxlyla1OgsA7ojhKwAAAIA8xebtrVe+/FJRN25YnZJtvNGggV779FNd2rnz1rGgoCCFhoZq165dFpYBAADgv5ULa6lWLepp3oL//ztaTGyiTp6KUkzMTW349YQ6vjBNjzT8TO8MC9cHI5bL6XQqPT3n3iN12syt6tDuKX3y+VKVLxsiSTIMh8VVAHBn/IQCAAAAkPcYhsS2w7cU9vNT/RIltG7uXHWqVk2SlJKSolq1amnHjh3q2rWrxYUAAACQfh86dujUS81btFP5ssFydXXo3Q/DVaFcqGLjbqhIaJAmTfxK0dfO6tjRY4q4eE5tO01RckqaCgT6aNRHrRSY39vql3FPYmITVapUBRmGi5xOU1euxCku9pLyFShmdRoA/CmGrwAAAADyHFu+fArw8tLVGzcU6OVldU62UDYoSEmJibe+PnPmjBo0aKDRo0dbWAUAAID/FRBYVQsXzFTb57qo2kPF9OGw/mrwRL/brilcTAp7WDLNdL3cL0qGzVU7t36nF/t8rrp1SmlQv8dlt+eMjTGPHLusMg9UkiR9+O8vle7sJxdXD4urAODOcsZPVwAAAADIQIbNpjYNG2o6W+reEuLjo7Pnz9/6ulu3bvroo4+UnJysa9euWVgGAACA/xVUsLZeG9BBY8b/rHLlHrzjdYZhl8M1RHZHPtWs21urflotyVWLl+7Nuth/ICUlTWlp6fL1f0CS5J+/ssZNXCcf/yoWlwHAnTF8BQAAAJAntRgwQBtOn5bJ9sOSpIcLFdLukyflvHlTklSwYEF17dpVDodD69evtzYOAAAAtzEMQ81bv6PoyF8VFHLn4ev/cnENUkiwv46diMzEuozzwYgV6tT+SdkcvreOGYbdwiIAuDuGrwAAAADyJEfBggrx8VFccrLVKdmCu4uLUtPTlXr27K1jwcHBqly5stauXWthGQAAAP6MYXOTX/7astl97uFBhvbsO6XQQv6ZF5ZBTNPUkWOX9fwLw61OAYB7wvAVAAAAQJ5k2GwqHBioiNhYq1OyjWIBATq9b9+tr0NDQ2Wapk6ePGlhFQAAADKKzeahceMnKnzFfjmdTqtz/pJpmnI47JLhYnUKANwThq8AAAAA8qybSUmyGYbVGdmGw2bTzfj4W1+HhYVp7969Kl68uI4fP25hGQAAADKKi2shPfxQcT3VYpzCVxzItrfhsNlsSriRrPSUCKtTAOCeMHwFAAAAkGc9VrWqBq9Yoa+3bbM6JVtoXr685s2fL/M/qyAMw1Djxo3l4eGh8PBwi+sAAACQEWwOf40YFa41a5Zp+84LGvv1L1Yn/amIizFycdhlc+S77fjy5ct16NAhi6oA4O4YvgIAAADIs54bM0arli9XxI0bWnzwoNU5lqtVtKh2nT6t2F27bh0LCwtT4cKFtWbNGgvLAAAAkJEMwyEf/0r6fMx8nTh1TTPnZL8PI349ZZPefrObbPaA24537txZc+fOtagKAO6O4SsAAACAPMswDLmXK6ePJ0zQNzt2ZPv7XmU2wzBUwNtbN6Kjbx0rW7asdu7cqcDAQF2+fNnCOgAAAGQ0h0t+TZ66WFt2nNUvm7LXbSYuXopRlQfry/if24R4eXkpISHBoioAuDuGrwAAAADyPLeAADlsvD1KSUtTRFycgsuVu3WsRIkSqlevnpYuXcrqVwAAgFzIxS1YY78ao68mrLc65TYFQ/x15syxPxw/f/68GjVqZEERAPw9/HUBAAAAQJ5mmqYWDBumcgUKyJbHB7BXEhJUMn9+2YsUue34K6+8ohIlSmjVqlUWlQEAACAzBQQ+qOLFCmjPvgtWp9zSttWD+mrsJKWlRN06lp6eLun33VkAILvK239ZAAAAAJDnGYYhF29vXU9MlGmaWnTggE5cvWp1liU2nT2rwj4+kmn+4VyPHj00e/ZsmX9yDgAAADmbYXNXn97d9e6H4Tp5KuruD8gCD1YOVWRkrE4cWXfr2NKlSyVJxYsXt6gKAO6O4SsAAACAPK/1v/+t0gULqvmMGToRG6uBy5ap3w8/6NWlSxWTmGh1Xpa5Eh+vpYcP6+jcuX841717d0nS0aNHszoLAAAAWeChGp00YezbGj5ypdUpt1QoV1ARF4/LdKZq+fLlat26tUaMGCG73W51GgDckcPqAAAAAACwmuHmpmHz58sZEyN7oUK6eeyYrp05ox0//aTmM2aoUkiIxrVooeS0NDlNUxFxcSoTGGh1doYbULeutp47p33btql47dpyL1361jkPDw9J0tq1a1Xuv+4JCwAAgNzBMFyUP7CkEpNSZZqmDMOwOkkdn6umji98qY2/1NOePXtUpUoVdejQweosAPhLhnkfe0bFxcXJz89PsbGx8vX1zYwuAAAAALCcmZyshF27NGvsWM3dvFmudrtik5IU5O2tzg89pGbly1udmOHGbtmixQcOKCwkRN9s3CjjP0NXSXrkkUdUsGBBff/99xYWAgAAILM4029q+LDOOnPmkv793jPy9HS1tCctLV2tO07WqpWr1bJNb+3Zs0eXLl3KFoNhALnf/c5D2XYYAAAAAO7AcHOTT5066jNzptavX681u3Zp26+/avR772nRgQOKiI21OjHDvVK7tia2aqXYpCSZycm3nevfv78WLlxoURkAAAAym83uqXfem6nmzzyugW9a+3ufaZoaN3FL0yCJAAARZUlEQVSDmj9dSz+t3afr16/r5ZdfZvAKINtj+AoAAAAAd2E4HHIULy6bv78cxYurbJMmalSjhgYtW6b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"text/plain": [ "<Figure size 2400x2000 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "# Python program for solution of M Coloring \n", "# problem using backtracking \n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"khaki\", \"4\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t## heuristic functions\n", "\tdef MRV(self, domainDictionary, colours):\n", "\t\tLeastRemainingValuesStates = {0:[],1:[],2:[],3:[],4:[]}\n", "\n", "\t\tfor key, value in domainDictionary.items():\n", "\t\t\tif len(value)==0 and colours[key-1] == 0:\n", "\t\t\t\tLeastRemainingValuesStates[0].append(key-1)\n", "\n", "\t\t\telif(len(value)==1 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[1].append(key-1)\n", "\n", "\t\t\telif(len(value)==2 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[2].append(key-1)\n", "\n", "\t\t\telif(len(value)==3 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[3].append(key-1)\n", "\n", "\t\t\telif(len(value)==4 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[4].append(key-1)\n", "\n", "\t\tif len(LeastRemainingValuesStates[0])>0:\n", "\t\t\treturn LeastRemainingValuesStates[0]\n", "\n", "\t\telif len(LeastRemainingValuesStates[1])>0:\n", "\t\t\treturn LeastRemainingValuesStates[1]\n", "\n", "\t\telif len(LeastRemainingValuesStates[2])>0:\n", "\t\t\treturn LeastRemainingValuesStates[2]\n", "\n", "\t\telif len(LeastRemainingValuesStates[3])>0:\n", "\t\t\treturn LeastRemainingValuesStates[3]\n", "\t\telse:\n", "\t\t\treturn LeastRemainingValuesStates[4]\n", "\n", "\n", "\tdef DegreeConstraint(self, domainDictionary, colours):\n", "\t\tMaximumDegreeConstraint = 0\n", "\t\tMaximumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 1:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MaximumDegreeConstraint:\n", "\t\t\t\tMaximumDegreeConstraint = temp\n", "\t\t\t\tMaximumDC_State = v\n", "\t\treturn MaximumDC_State\n", "\n", "\n", "\tdef LCV(self, domainDictionary, colours):\n", "\t\tMinimumDegreeConstraint = 0\n", "\t\tMinimumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 0:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MinimumDegreeConstraint:\n", "\t\t\t\tMinimumDegreeConstraint = temp\n", "\t\t\t\tMinimumDC_State = v\n", "\n", "\t\treturn MinimumDC_State\n", "\n", "\tdef getTheNextState(self, domainDictionary, colours):\n", "\t\tNextState = 0\n", "\n", "\t\tnextMRVStates = self.MRV(domainDictionary, colours)\n", "\t\tnextDCStates = self.DegreeConstraint(domainDictionary, colours)\n", "\t\tnextLCVStates = self.LCV(domainDictionary, colours)\n", "\t\t\n", "\t\tif (len(nextMRVStates)==1):\n", "\t\t\tNextState = nextMRVStates[0]\n", "\t\telif(nextDCStates!=-1):\n", "\t\t\tNextState = nextDCStates\n", "\t\telse:\n", "\t\t\tNextState = nextLCVStates\n", "\n", "\t\treturn NextState\n", "\n", "\n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\n", "\t#singleton methods\n", "\tdef checkIfAllStatesColored(self, colors):\n", "\t\tnumberofvertices = 0\n", "\n", "\t\tfor color in colors:\n", "\t\t\tif color != 0:\n", "\t\t\t\tnumberofvertices = numberofvertices + 1\n", "\n", "\t\t# check if all states has been assigned.\n", "\t\tif numberofvertices == 50:\n", "\t\t\treturn True\n", "\t\telse:\n", "\t\t\treturn False\n", "\n", "\tdef checkSingletonConstraints(self, v):\n", "\t\tif self.checkIfAllStatesColored(colour): ## break condition to check if all states colored or not. \n", "\t\t\t\treturn True\n", "\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\tv = random.choice([a for a in range(len(colour)) if colour[a] == 0])\n", "\n", "\tdef SingletonRemoveDomainVariables(self, v):\n", "\t\t## code to remove the color from the domain dictionary from the current state\n", "\t\tif c in DomainDictionary[v+1]:\n", "\t\t\tDomainDictionary[v+1].remove(c)\n", "\n", "\t\t## revert back the original domain variable current state color\n", "\t\tif c not in DomainDictionary[v+1]:\n", "\t\t\tDomainDictionary[v+1].append(c)\n", "\t\t\tDomainDictionary[v+1].sort()\n", "\n", "\n", "\tdef SingletonHeartLogic(self, listofsingletonstates):\n", "\t\tif len(listofsingletonstates)==0:\n", "\t\t\treturn\n", "\t\tstateToColor = -1\n", "\t\t## code to return the singleton state.\n", "\t\tfor key,value in DomainDictionary.items():\n", "\t\t\tif len(value) == 1 and colour[key-1] == 0:\n", "\t\t\t\tstateToColor = key\n", "\t\t\t\tbreak\n", "\t\t\t\t\t\n", "\t\t## if there is no singleton state pass the v+1.\n", "\t\tif stateToColor == -1:\n", "\t\t\t## select one random state from the uncolored.\n", "\t\t\tcurrent = random.choice([a for a in range(len(colour)) if colour[a] == 0])\n", "\t\t\tif self.graphColourUtil(m, colour, current) == True:\n", "\t\t\t\treturn True\n", "\t\telse: ## if there is singleton state pass that singleton state.\n", "\t\t\tif self.graphColourUtil(m, colour, stateToColor-1) == True:\n", "\t\t\t\treturn True\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif self.checkIfAllStatesColored(colour):\n", "\t\t\t\treturn True\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\t## singleton logic. \n", "\t\t\tlistof_singleton_states = list(range(self.V%50))\n", "\t\t\t## core logic for singleton\n", "\t\t\tself.SingletonHeartLogic(listof_singleton_states)\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\t\t\t\t\tNextstate = self.getTheNextState(DomainDictionary, colour)\n", "\t\t\t\t\tif Nextstate != -1:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, Nextstate) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\t\t\t\t\telse:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t# revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " #plt.figure(figsize=(18,12))\n", " fig=plt.figure(figsize=(24, 20), dpi= 100, facecolor='w', edgecolor='k')\n", " \n", " # create the map\n", " map = Basemap(llcrnrlon=-119,llcrnrlat=22,urcrnrlon=-64,urcrnrlat=49,\n", " projection='lcc',lat_1=33,lat_2=45,lon_0=-95)\n", "\n", " # load the shapefile, use the name 'states'\n", " map.readshapefile('/Users/amitshetty/Downloads/basemap-1.1.0/examples/st99_d00', name='states', drawbounds=True)\n", " # Amit\n", " \n", " short_state_names = {\n", " #'Alaska':'AK',\n", " 'Alabama':'AL',\n", " 'Arkansas':'AR',\n", " 'American Samoa':'AS',\n", " 'Arizona':'AZ',\n", " 'California':'CA',\n", " 'Colorado':'CO',\n", " 'Connecticut':'CT',\n", " 'District of Columbia':'DC',\n", " 'Delaware':'DE',\n", " 'Florida':'FL',\n", " 'Georgia':'GA',\n", " 'Guam':'GU',\n", " #'Hawaii':'HI',\n", " 'Iowa':'IA',\n", " 'Idaho':'ID',\n", " 'Illinois':'IL',\n", " 'Indiana':'IN',\n", " 'Kansas':'KS',\n", " 'Kentucky':'KY',\n", " 'Louisiana':'LA',\n", " 'Massachusetts':'MA',\n", " 'Maryland':'MD',\n", " 'Maine':'ME',\n", " 'Michigan':'MI',\n", " 'Minnesota':'MN',\n", " 'Missouri':'MO',\n", " 'Northern Mariana Islands':'MP',\n", " 'Mississippi':'MS',\n", " 'Montana':'MT',\n", " 'North Carolina':'NC',\n", " 'North Dakota':'ND',\n", " 'Nebraska':'NE',\n", " 'New Hampshire':'NH',\n", " 'New Jersey':'NJ',\n", " 'New Mexico':'NM',\n", " 'Nevada':'NV',\n", " 'New York':'NY',\n", " 'Ohio':'OH',\n", " 'Oklahoma':'OK',\n", " 'Oregon':'OR',\n", " 'Pennsylvania':'PA',\n", " #'Puerto Rico':'PR',\n", " 'Rhode Island':'RI',\n", " 'South Carolina':'SC',\n", " 'South Dakota':'SD',\n", " 'Tennessee':'TN',\n", " 'Texas':'TX',\n", " 'Utah':'UT',\n", " 'Virginia':'VA',\n", " 'Virgin Islands':'VI',\n", " 'Vermont':'VT',\n", " 'Washington':'WA',\n", " 'Wisconsin':'WI',\n", " 'West Virginia':'WV',\n", " 'Wyoming':'WY'\n", " }\n", "\n", " printed_names = []\n", " mi_index = 0\n", " wi_index = 0\n", " for shapedict,state in zip(map.states_info, map.states):\n", " draw_state_name = True\n", " short_name = short_state_names.get(shapedict['NAME'])\n", " if short_name in printed_names and short_name not in ['MI', 'WI']: \n", " continue\n", " if short_name == 'MI':\n", " if mi_index != 3:\n", " draw_state_name = False\n", " mi_index += 1\n", " if short_name == 'WI':\n", " if wi_index != 2:\n", " draw_state_name = False\n", " wi_index += 1\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x+.1, y, short_name, ha=\"center\")\n", " printed_names += [short_name,] \n", " plt.title('The United States of North America')\n", " #plt.show()\n", " \n", " # Amit\n", " \n", " # collect the state names from the shapefile attributes so we can\n", " # look up the shape obect for a state by it's name\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['NAME'])\n", "\n", " ax = plt.gca() # get current axes instance\n", " \n", " patches = []\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['NAME'] == 'Michigan':\n", " color_for_unique_borders = ResultDictionary.get('Michigan')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " elif info['NAME'] == 'Wisconsin':\n", " patches.clear()\n", " color_for_unique_borders = ResultDictionary.get('Wisconsin')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", "# elif info['NAME'] == 'Alaska':\n", "# # Alaska is too big. Scale it down to 35% first, then transate it. \n", "# seg = list(map(lambda x,y : (0.35*x + 1100000, 0.35*y-1300000), shape))\n", "# poly = Polygon(seg,facecolor='orange',edgecolor='orange')\n", "# ax.add_patch(poly)\n", "# elif info['NAME'] == 'Hawaii':\n", "# seg = list(map(lambda x,y : (x + 5100000, y-900000), shape))\n", "# poly = Polygon(seg,facecolor='violet',edgecolor='violet')\n", "# ax.add_patch(poly)\n", " \n", " for state_name in sorted(set(state_names)):\n", " # color_for_state = random.choice(colors)\n", " if state_name not in ['Wisconsin','Michigan']:\n", " color_for_state = ResultDictionary.get(state_name)\n", " seg = map.states[state_names.index(state_name)]\n", " poly = Polygon(seg, facecolor=color_for_state,edgecolor=color_for_state)\n", " ax.add_patch(poly)\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " #time.sleep(1)\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,5))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"Alabama\"\n", " stateDictionary[\"2\"] = \"Alaska\"\n", " stateDictionary[\"3\"] = \"Arizona\"\n", " stateDictionary[\"4\"] = \"Arkansas\"\n", " stateDictionary[\"6\"] = \"Colorado\"\n", " stateDictionary[\"5\"] = \"California\"\n", " stateDictionary[\"7\"] = \"Connecticut\"\n", " stateDictionary[\"8\"] = \"Delaware\"\n", " stateDictionary[\"9\"] = \"Florida\"\n", " stateDictionary[\"10\"] = \"Georgia\"\n", " stateDictionary[\"11\"] = \"Hawaii\"\n", " stateDictionary[\"12\"] = \"Idaho\"\n", " stateDictionary[\"13\"] = \"Illinois\"\n", " stateDictionary[\"14\"] = \"Indiana\"\n", " stateDictionary[\"15\"] = \"Iowa\"\n", " stateDictionary[\"16\"] = \"Kansas\"\n", " stateDictionary[\"17\"] = \"Kentucky\"\n", " stateDictionary[\"18\"] = \"Louisiana\"\n", " stateDictionary[\"19\"] = \"Maine\"\n", " stateDictionary[\"20\"] = \"Maryland\"\n", " stateDictionary[\"21\"] = \"Massachusetts\"\n", " stateDictionary[\"22\"] = \"Michigan\"\n", " stateDictionary[\"23\"] = \"Minnesota\"\n", " stateDictionary[\"24\"] = \"Mississippi\"\n", " stateDictionary[\"25\"] = \"Missouri\"\n", " stateDictionary[\"26\"] = \"Montana\"\n", " stateDictionary[\"27\"] = \"Nebraska\"\n", " stateDictionary[\"28\"] = \"Nevada\"\n", " stateDictionary[\"29\"] = \"New Hampshire\"\n", " stateDictionary[\"30\"] = \"New Jersey\"\n", " stateDictionary[\"31\"] = \"New Mexico\"\n", " stateDictionary[\"32\"] = \"New York\"\n", " stateDictionary[\"33\"] = \"North Carolina\"\n", " stateDictionary[\"34\"] = \"North Dakota\"\n", " stateDictionary[\"35\"] = \"Ohio\"\n", " stateDictionary[\"36\"] = \"Oklahoma\"\n", " stateDictionary[\"37\"] = \"Oregon\"\n", " stateDictionary[\"38\"] = \"Pennsylvania\"\n", " stateDictionary[\"39\"] = \"Rhode Island\"\n", " stateDictionary[\"40\"] = \"South Carolina\"\n", " stateDictionary[\"41\"] = \"South Dakota\"\n", " stateDictionary[\"42\"] = \"Tennessee\"\n", " stateDictionary[\"43\"] = \"Texas\"\n", " stateDictionary[\"44\"] = \"Utah\"\n", " stateDictionary[\"45\"] = \"Vermont\"\n", " stateDictionary[\"46\"] = \"Virginia\"\n", " stateDictionary[\"47\"] = \"Washington\"\n", " stateDictionary[\"48\"] = \"West Virginia\"\n", " stateDictionary[\"49\"] = \"Wisconsin\"\n", " stateDictionary[\"50\"] = \"Wyoming\"\n", " # create the state and integer mapping dictionary\n", " #createStateDictionary()\n", " \n", " createdomainDictionary()\n", " \n", " # Driver Code \n", " g = Graph(50) #number of states 48\n", "\n", " g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t 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Coloring and Animation Section\n", " #start = time.time()\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for Map Coloring: {}\".format(str(end-start)))\n", " \n", "# for key, value in ResultDictionary.items():\n", "# print(key + \" ==> \" + value, end='\\n')\n", " \n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/America/Without Heuristic/Map_Coloring_Backtracking.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time taken for Map Coloring: 178.46304988861084\n" ] }, { "data": { "image/png": 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"text/plain": [ "<Figure size 2400x2000 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "# Python program for solution of M Coloring \n", "# problem using backtracking \n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"khaki\", \"4\":\"skyblue\"}\n", "ResultDictionary = {}\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v): \n", "\t\tif v == self.V: \n", "\t\t\treturn True\n", "\n", "\t\tfor c in range(1, m+1): \n", "\t\t\tif self.isSafe(v, colour, c) == True: \n", "\t\t\t\tcolour[v] = c \n", "\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True: \n", "\t\t\t\t\treturn True\n", "\t\t\t\tcolour[v] = 0\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " #plt.figure(figsize=(18,12))\n", " fig=plt.figure(figsize=(24, 20), dpi= 100, facecolor='w', edgecolor='k')\n", " \n", " # create the map\n", " map = Basemap(llcrnrlon=-119,llcrnrlat=22,urcrnrlon=-64,urcrnrlat=49,\n", " projection='lcc',lat_1=33,lat_2=45,lon_0=-95)\n", "\n", " # load the shapefile, use the name 'states'\n", " map.readshapefile('/Users/amitshetty/Downloads/basemap-1.1.0/examples/st99_d00', name='states', drawbounds=True)\n", " # Amit\n", " \n", " short_state_names = {\n", " #'Alaska':'AK',\n", " 'Alabama':'AL',\n", " 'Arkansas':'AR',\n", " 'American Samoa':'AS',\n", " 'Arizona':'AZ',\n", " 'California':'CA',\n", " 'Colorado':'CO',\n", " 'Connecticut':'CT',\n", " 'District of Columbia':'DC',\n", " 'Delaware':'DE',\n", " 'Florida':'FL',\n", " 'Georgia':'GA',\n", " 'Guam':'GU',\n", " #'Hawaii':'HI',\n", " 'Iowa':'IA',\n", " 'Idaho':'ID',\n", " 'Illinois':'IL',\n", " 'Indiana':'IN',\n", " 'Kansas':'KS',\n", " 'Kentucky':'KY',\n", " 'Louisiana':'LA',\n", " 'Massachusetts':'MA',\n", " 'Maryland':'MD',\n", " 'Maine':'ME',\n", " 'Michigan':'MI',\n", " 'Minnesota':'MN',\n", " 'Missouri':'MO',\n", " 'Northern Mariana Islands':'MP',\n", " 'Mississippi':'MS',\n", " 'Montana':'MT',\n", " 'North Carolina':'NC',\n", " 'North Dakota':'ND',\n", " 'Nebraska':'NE',\n", " 'New Hampshire':'NH',\n", " 'New Jersey':'NJ',\n", " 'New Mexico':'NM',\n", " 'Nevada':'NV',\n", " 'New York':'NY',\n", " 'Ohio':'OH',\n", " 'Oklahoma':'OK',\n", " 'Oregon':'OR',\n", " 'Pennsylvania':'PA',\n", " #'Puerto Rico':'PR',\n", " 'Rhode Island':'RI',\n", " 'South Carolina':'SC',\n", " 'South Dakota':'SD',\n", " 'Tennessee':'TN',\n", " 'Texas':'TX',\n", " 'Utah':'UT',\n", " 'Virginia':'VA',\n", " 'Virgin Islands':'VI',\n", " 'Vermont':'VT',\n", " 'Washington':'WA',\n", " 'Wisconsin':'WI',\n", " 'West Virginia':'WV',\n", " 'Wyoming':'WY'\n", " }\n", "\n", " printed_names = []\n", " mi_index = 0\n", " wi_index = 0\n", " for shapedict,state in zip(map.states_info, map.states):\n", " draw_state_name = True\n", " short_name = short_state_names.get(shapedict['NAME'])\n", " if short_name in printed_names and short_name not in ['MI', 'WI']: \n", " continue\n", " if short_name == 'MI':\n", " if mi_index != 3:\n", " draw_state_name = False\n", " mi_index += 1\n", " if short_name == 'WI':\n", " if wi_index != 2:\n", " draw_state_name = False\n", " wi_index += 1\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x+.1, y, short_name, ha=\"center\")\n", " printed_names += [short_name,] \n", " plt.title('The United States of North America')\n", " #plt.show()\n", " \n", " # Amit\n", " \n", " # collect the state names from the shapefile attributes so we can\n", " # look up the shape obect for a state by it's name\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['NAME'])\n", "\n", " ax = plt.gca() # get current axes instance\n", " \n", " patches = []\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['NAME'] == 'Michigan':\n", " color_for_unique_borders = ResultDictionary.get('Michigan')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " elif info['NAME'] == 'Wisconsin':\n", " patches.clear()\n", " color_for_unique_borders = ResultDictionary.get('Wisconsin')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", "# elif info['NAME'] == 'Alaska':\n", "# # Alaska is too big. Scale it down to 35% first, then transate it. \n", "# seg = list(map(lambda x,y : (0.35*x + 1100000, 0.35*y-1300000), shape))\n", "# poly = Polygon(seg,facecolor='orange',edgecolor='orange')\n", "# ax.add_patch(poly)\n", "# elif info['NAME'] == 'Hawaii':\n", "# seg = list(map(lambda x,y : (x + 5100000, y-900000), shape))\n", "# poly = Polygon(seg,facecolor='violet',edgecolor='violet')\n", "# ax.add_patch(poly)\n", " \n", " for state_name in sorted(set(state_names)):\n", " # color_for_state = random.choice(colors)\n", " if state_name not in ['Wisconsin','Michigan']:\n", " color_for_state = ResultDictionary.get(state_name)\n", " seg = map.states[state_names.index(state_name)]\n", " poly = Polygon(seg, facecolor=color_for_state,edgecolor=color_for_state)\n", " ax.add_patch(poly)\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " #time.sleep(1)\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"Alabama\"\n", " stateDictionary[\"2\"] = \"Alaska\"\n", " stateDictionary[\"3\"] = \"Arizona\"\n", " stateDictionary[\"4\"] = \"Arkansas\"\n", " stateDictionary[\"6\"] = \"Colorado\"\n", " stateDictionary[\"5\"] = \"California\"\n", " stateDictionary[\"7\"] = \"Connecticut\"\n", " stateDictionary[\"8\"] = \"Delaware\"\n", " stateDictionary[\"9\"] = \"Florida\"\n", " stateDictionary[\"10\"] = \"Georgia\"\n", " stateDictionary[\"11\"] = \"Hawaii\"\n", " stateDictionary[\"12\"] = \"Idaho\"\n", " stateDictionary[\"13\"] = \"Illinois\"\n", " stateDictionary[\"14\"] = \"Indiana\"\n", " stateDictionary[\"15\"] = \"Iowa\"\n", " stateDictionary[\"16\"] = \"Kansas\"\n", " stateDictionary[\"17\"] = \"Kentucky\"\n", " stateDictionary[\"18\"] = \"Louisiana\"\n", " stateDictionary[\"19\"] = \"Maine\"\n", " stateDictionary[\"20\"] = \"Maryland\"\n", " stateDictionary[\"21\"] = \"Massachusetts\"\n", " stateDictionary[\"22\"] = \"Michigan\"\n", " stateDictionary[\"23\"] = \"Minnesota\"\n", " stateDictionary[\"24\"] = \"Mississippi\"\n", " stateDictionary[\"25\"] = \"Missouri\"\n", " stateDictionary[\"26\"] = \"Montana\"\n", " stateDictionary[\"27\"] = \"Nebraska\"\n", " stateDictionary[\"28\"] = \"Nevada\"\n", " stateDictionary[\"29\"] = \"New Hampshire\"\n", " stateDictionary[\"30\"] = \"New Jersey\"\n", " stateDictionary[\"31\"] = \"New Mexico\"\n", " stateDictionary[\"32\"] = \"New York\"\n", " stateDictionary[\"33\"] = \"North Carolina\"\n", " stateDictionary[\"34\"] = \"North Dakota\"\n", " stateDictionary[\"35\"] = \"Ohio\"\n", " stateDictionary[\"36\"] = \"Oklahoma\"\n", " stateDictionary[\"37\"] = \"Oregon\"\n", " stateDictionary[\"38\"] = \"Pennsylvania\"\n", " stateDictionary[\"39\"] = \"Rhode Island\"\n", " stateDictionary[\"40\"] = \"South Carolina\"\n", " stateDictionary[\"41\"] = \"South Dakota\"\n", " stateDictionary[\"42\"] = \"Tennessee\"\n", " stateDictionary[\"43\"] = \"Texas\"\n", " stateDictionary[\"44\"] = \"Utah\"\n", " stateDictionary[\"45\"] = \"Vermont\"\n", " stateDictionary[\"46\"] = \"Virginia\"\n", " stateDictionary[\"47\"] = \"Washington\"\n", " stateDictionary[\"48\"] = \"West Virginia\"\n", " stateDictionary[\"49\"] = \"Wisconsin\"\n", " stateDictionary[\"50\"] = \"Wyoming\"\n", " # create the state and integer mapping dictionary\n", " #createStateDictionary()\n", "\n", " # Driver Code \n", " g = Graph(50) #number of states 48\n", "\n", " g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0,1,0,0],\n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0],\n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0],\t \n", "\t\t [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],\t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0],\t\t\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0],\t\n", "\t\t [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0],\n", "\t\t [0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0],\t\t \t \t\t \n", "\t\t [0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0],\n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\t\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0],\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0]] \n", "\n", " m=4 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", " #end = time.time() \n", " #print(\"Time taken for Backtracking: {}\".format(str(end-start)))\n", " # Map Coloring and Animation Section\n", " #start = time.time()\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for Map Coloring: {}\".format(str(end-start)))\n", " #print('Done')\n", " \n", "# for key, value in ResultDictionary.items():\n", "# print(key + \" ==> \" + value, end='\\n')\n", " \n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/America/Without Heuristic/Map_Coloring_FT_BC.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time taken for Map Coloring: 478.62055706977844\n" ] }, { "data": { "image/png": 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"text/plain": [ "<Figure size 2400x2000 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "# Python program for solution of M Coloring \n", "# problem using backtracking \n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"khaki\", \"4\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t# revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " #plt.figure(figsize=(18,12))\n", " fig=plt.figure(figsize=(24, 20), dpi= 100, facecolor='w', edgecolor='k')\n", " \n", " # create the map\n", " map = Basemap(llcrnrlon=-119,llcrnrlat=22,urcrnrlon=-64,urcrnrlat=49,\n", " projection='lcc',lat_1=33,lat_2=45,lon_0=-95)\n", "\n", " # load the shapefile, use the name 'states'\n", " map.readshapefile('/Users/amitshetty/Downloads/basemap-1.1.0/examples/st99_d00', name='states', drawbounds=True)\n", " # Amit\n", " \n", " short_state_names = {\n", " #'Alaska':'AK',\n", " 'Alabama':'AL',\n", " 'Arkansas':'AR',\n", " 'American Samoa':'AS',\n", " 'Arizona':'AZ',\n", " 'California':'CA',\n", " 'Colorado':'CO',\n", " 'Connecticut':'CT',\n", " 'District of Columbia':'DC',\n", " 'Delaware':'DE',\n", " 'Florida':'FL',\n", " 'Georgia':'GA',\n", " 'Guam':'GU',\n", " #'Hawaii':'HI',\n", " 'Iowa':'IA',\n", " 'Idaho':'ID',\n", " 'Illinois':'IL',\n", " 'Indiana':'IN',\n", " 'Kansas':'KS',\n", " 'Kentucky':'KY',\n", " 'Louisiana':'LA',\n", " 'Massachusetts':'MA',\n", " 'Maryland':'MD',\n", " 'Maine':'ME',\n", " 'Michigan':'MI',\n", " 'Minnesota':'MN',\n", " 'Missouri':'MO',\n", " 'Northern Mariana Islands':'MP',\n", " 'Mississippi':'MS',\n", " 'Montana':'MT',\n", " 'North Carolina':'NC',\n", " 'North Dakota':'ND',\n", " 'Nebraska':'NE',\n", " 'New Hampshire':'NH',\n", " 'New Jersey':'NJ',\n", " 'New Mexico':'NM',\n", " 'Nevada':'NV',\n", " 'New York':'NY',\n", " 'Ohio':'OH',\n", " 'Oklahoma':'OK',\n", " 'Oregon':'OR',\n", " 'Pennsylvania':'PA',\n", " #'Puerto Rico':'PR',\n", " 'Rhode Island':'RI',\n", " 'South Carolina':'SC',\n", " 'South Dakota':'SD',\n", " 'Tennessee':'TN',\n", " 'Texas':'TX',\n", " 'Utah':'UT',\n", " 'Virginia':'VA',\n", " 'Virgin Islands':'VI',\n", " 'Vermont':'VT',\n", " 'Washington':'WA',\n", " 'Wisconsin':'WI',\n", " 'West Virginia':'WV',\n", " 'Wyoming':'WY'\n", " }\n", "\n", " printed_names = []\n", " mi_index = 0\n", " wi_index = 0\n", " for shapedict,state in zip(map.states_info, map.states):\n", " draw_state_name = True\n", " short_name = short_state_names.get(shapedict['NAME'])\n", " if short_name in printed_names and short_name not in ['MI', 'WI']: \n", " continue\n", " if short_name == 'MI':\n", " if mi_index != 3:\n", " draw_state_name = False\n", " mi_index += 1\n", " if short_name == 'WI':\n", " if wi_index != 2:\n", " draw_state_name = False\n", " wi_index += 1\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x+.1, y, short_name, ha=\"center\")\n", " printed_names += [short_name,] \n", " plt.title('The United States of North America')\n", " #plt.show()\n", " \n", " # Amit\n", " \n", " # collect the state names from the shapefile attributes so we can\n", " # look up the shape obect for a state by it's name\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['NAME'])\n", "\n", " ax = plt.gca() # get current axes instance\n", " \n", " patches = []\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['NAME'] == 'Michigan':\n", " color_for_unique_borders = ResultDictionary.get('Michigan')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " elif info['NAME'] == 'Wisconsin':\n", " patches.clear()\n", " color_for_unique_borders = ResultDictionary.get('Wisconsin')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", "# elif info['NAME'] == 'Alaska':\n", "# # Alaska is too big. Scale it down to 35% first, then transate it. \n", "# seg = list(map(lambda x,y : (0.35*x + 1100000, 0.35*y-1300000), shape))\n", "# poly = Polygon(seg,facecolor='orange',edgecolor='orange')\n", "# ax.add_patch(poly)\n", "# elif info['NAME'] == 'Hawaii':\n", "# seg = list(map(lambda x,y : (x + 5100000, y-900000), shape))\n", "# poly = Polygon(seg,facecolor='violet',edgecolor='violet')\n", "# ax.add_patch(poly)\n", " \n", " for state_name in sorted(set(state_names)):\n", " # color_for_state = random.choice(colors)\n", " if state_name not in ['Wisconsin','Michigan']:\n", " color_for_state = ResultDictionary.get(state_name)\n", " seg = map.states[state_names.index(state_name)]\n", " poly = Polygon(seg, facecolor=color_for_state,edgecolor=color_for_state)\n", " ax.add_patch(poly)\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " #time.sleep(1)\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,5))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"Alabama\"\n", " stateDictionary[\"2\"] = \"Alaska\"\n", " stateDictionary[\"3\"] = \"Arizona\"\n", " stateDictionary[\"4\"] = \"Arkansas\"\n", " stateDictionary[\"6\"] = \"Colorado\"\n", " stateDictionary[\"5\"] = \"California\"\n", " stateDictionary[\"7\"] = \"Connecticut\"\n", " stateDictionary[\"8\"] = \"Delaware\"\n", " stateDictionary[\"9\"] = \"Florida\"\n", " stateDictionary[\"10\"] = \"Georgia\"\n", " stateDictionary[\"11\"] = \"Hawaii\"\n", " stateDictionary[\"12\"] = \"Idaho\"\n", " stateDictionary[\"13\"] = \"Illinois\"\n", " stateDictionary[\"14\"] = \"Indiana\"\n", " stateDictionary[\"15\"] = \"Iowa\"\n", " stateDictionary[\"16\"] = \"Kansas\"\n", " stateDictionary[\"17\"] = \"Kentucky\"\n", " stateDictionary[\"18\"] = \"Louisiana\"\n", " stateDictionary[\"19\"] = \"Maine\"\n", " stateDictionary[\"20\"] = \"Maryland\"\n", " stateDictionary[\"21\"] = \"Massachusetts\"\n", " stateDictionary[\"22\"] = \"Michigan\"\n", " stateDictionary[\"23\"] = \"Minnesota\"\n", " stateDictionary[\"24\"] = \"Mississippi\"\n", " stateDictionary[\"25\"] = \"Missouri\"\n", " stateDictionary[\"26\"] = \"Montana\"\n", " stateDictionary[\"27\"] = \"Nebraska\"\n", " stateDictionary[\"28\"] = \"Nevada\"\n", " stateDictionary[\"29\"] = \"New Hampshire\"\n", " stateDictionary[\"30\"] = \"New Jersey\"\n", " stateDictionary[\"31\"] = \"New Mexico\"\n", " stateDictionary[\"32\"] = \"New York\"\n", " stateDictionary[\"33\"] = \"North Carolina\"\n", " stateDictionary[\"34\"] = \"North Dakota\"\n", " stateDictionary[\"35\"] = \"Ohio\"\n", " stateDictionary[\"36\"] = \"Oklahoma\"\n", " stateDictionary[\"37\"] = \"Oregon\"\n", " stateDictionary[\"38\"] = \"Pennsylvania\"\n", " stateDictionary[\"39\"] = \"Rhode Island\"\n", " stateDictionary[\"40\"] = \"South Carolina\"\n", " stateDictionary[\"41\"] = \"South Dakota\"\n", " stateDictionary[\"42\"] = \"Tennessee\"\n", " stateDictionary[\"43\"] = \"Texas\"\n", " stateDictionary[\"44\"] = \"Utah\"\n", " stateDictionary[\"45\"] = \"Vermont\"\n", " stateDictionary[\"46\"] = \"Virginia\"\n", " stateDictionary[\"47\"] = \"Washington\"\n", " stateDictionary[\"48\"] = \"West Virginia\"\n", " stateDictionary[\"49\"] = \"Wisconsin\"\n", " stateDictionary[\"50\"] = \"Wyoming\"\n", " # create the state and integer mapping dictionary\n", " #createStateDictionary()\n", " \n", " createdomainDictionary()\n", " \n", " # Driver Code \n", " g = Graph(50) #number of states 48\n", "\n", " g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0,1,0,0],\n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0],\n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0],\t \n", "\t\t [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],\t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0],\t\t\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0],\t\n", "\t\t [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0],\n", "\t\t [0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0],\t\t \t \t\t \n", "\t\t [0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0],\n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\t\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0],\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0]] \n", "\n", " m=4 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", " #end = time.time() \n", " #print(\"Time taken for Backtracking: {}\".format(str(end-start)))\n", " # Map Coloring and Animation Section\n", " #start = time.time()\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for Map Coloring: {}\".format(str(end-start)))\n", " \n", "# for key, value in ResultDictionary.items():\n", "# print(key + \" ==> \" + value, end='\\n')\n", " \n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/America/Without Heuristic/Map_Coloring_Singleton.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time taken for Map Coloring: 484.73009991645813\n" ] }, { "data": { "image/png": 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"text/plain": [ "<Figure size 2400x2000 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "# Python program for solution of M Coloring \n", "# problem using backtracking \n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"khaki\", \"4\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\t#singleton methods\n", "\tdef checkIfAllStatesColored(self, colors):\n", "\t\tnumberofvertices = 0\n", "\n", "\t\tfor color in colors:\n", "\t\t\tif color != 0:\n", "\t\t\t\tnumberofvertices = numberofvertices + 1\n", "\n", "\t\t# check if all states has been assigned.\n", "\t\tif numberofvertices == 50:\n", "\t\t\treturn True\n", "\t\telse:\n", "\t\t\treturn False\n", "\n", "\n", "\n", "\tdef checkSingletonConstraints(self, v):\n", "\t\tif self.checkIfAllStatesColored(colour): ## break condition to check if all states colored or not. \n", "\t\t\t\treturn True\n", "\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\tv = random.choice([a for a in range(len(colour)) if colour[a] == 0])\n", "\n", "\tdef SingletonRemoveDomainVariables(self, v):\n", "\t\t## code to remove the color from the domain dictionary from the current state\n", "\t\tif c in DomainDictionary[v+1]:\n", "\t\t\tDomainDictionary[v+1].remove(c)\n", "\n", "\t\t## revert back the original domain variable current state color\n", "\t\tif c not in DomainDictionary[v+1]:\n", "\t\t\tDomainDictionary[v+1].append(c)\n", "\t\t\tDomainDictionary[v+1].sort()\n", "\n", "\n", "\tdef SingletonHeartLogic(self, listofsingletonstates):\n", "\t\tif len(listofsingletonstates)==0:\n", "\t\t\treturn\n", "\t\tstateToColor = -1\n", "\t\t## code to return the singleton state.\n", "\t\tfor key,value in DomainDictionary.items():\n", "\t\t\tif len(value) == 1 and colour[key-1] == 0:\n", "\t\t\t\tstateToColor = key\n", "\t\t\t\tbreak\n", "\t\t\t\t\t\n", "\t\t## if there is no singleton state pass the v+1.\n", "\t\tif stateToColor == -1:\n", "\t\t\t## select one random state from the uncolored.\n", "\t\t\tcurrent = random.choice([a for a in range(len(colour)) if colour[a] == 0])\n", "\t\t\tif self.graphColourUtil(m, colour, current) == True:\n", "\t\t\t\treturn True\n", "\t\telse: ## if there is singleton state pass that singleton state.\n", "\t\t\tif self.graphColourUtil(m, colour, stateToColor-1) == True:\n", "\t\t\t\treturn True\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\t## singleton logic. \n", "\t\t\tlistof_singleton_states = list(range(self.V%50))\n", "\t\t\t## core logic for singleton\n", "\t\t\tself.SingletonHeartLogic(listof_singleton_states)\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\n", "\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t\n", "\t\t\t\t\t## revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " #plt.figure(figsize=(18,12))\n", " fig=plt.figure(figsize=(24, 20), dpi= 100, facecolor='w', edgecolor='k')\n", " \n", " # create the map\n", " map = Basemap(llcrnrlon=-119,llcrnrlat=22,urcrnrlon=-64,urcrnrlat=49,\n", " projection='lcc',lat_1=33,lat_2=45,lon_0=-95)\n", "\n", " # load the shapefile, use the name 'states'\n", " map.readshapefile('/Users/amitshetty/Downloads/basemap-1.1.0/examples/st99_d00', name='states', drawbounds=True)\n", " # Amit\n", " \n", " short_state_names = {\n", " #'Alaska':'AK',\n", " 'Alabama':'AL',\n", " 'Arkansas':'AR',\n", " 'American Samoa':'AS',\n", " 'Arizona':'AZ',\n", " 'California':'CA',\n", " 'Colorado':'CO',\n", " 'Connecticut':'CT',\n", " 'District of Columbia':'DC',\n", " 'Delaware':'DE',\n", " 'Florida':'FL',\n", " 'Georgia':'GA',\n", " 'Guam':'GU',\n", " #'Hawaii':'HI',\n", " 'Iowa':'IA',\n", " 'Idaho':'ID',\n", " 'Illinois':'IL',\n", " 'Indiana':'IN',\n", " 'Kansas':'KS',\n", " 'Kentucky':'KY',\n", " 'Louisiana':'LA',\n", " 'Massachusetts':'MA',\n", " 'Maryland':'MD',\n", " 'Maine':'ME',\n", " 'Michigan':'MI',\n", " 'Minnesota':'MN',\n", " 'Missouri':'MO',\n", " 'Northern Mariana Islands':'MP',\n", " 'Mississippi':'MS',\n", " 'Montana':'MT',\n", " 'North Carolina':'NC',\n", " 'North Dakota':'ND',\n", " 'Nebraska':'NE',\n", " 'New Hampshire':'NH',\n", " 'New Jersey':'NJ',\n", " 'New Mexico':'NM',\n", " 'Nevada':'NV',\n", " 'New York':'NY',\n", " 'Ohio':'OH',\n", " 'Oklahoma':'OK',\n", " 'Oregon':'OR',\n", " 'Pennsylvania':'PA',\n", " #'Puerto Rico':'PR',\n", " 'Rhode Island':'RI',\n", " 'South Carolina':'SC',\n", " 'South Dakota':'SD',\n", " 'Tennessee':'TN',\n", " 'Texas':'TX',\n", " 'Utah':'UT',\n", " 'Virginia':'VA',\n", " 'Virgin Islands':'VI',\n", " 'Vermont':'VT',\n", " 'Washington':'WA',\n", " 'Wisconsin':'WI',\n", " 'West Virginia':'WV',\n", " 'Wyoming':'WY'\n", " }\n", "\n", " printed_names = []\n", " mi_index = 0\n", " wi_index = 0\n", " for shapedict,state in zip(map.states_info, map.states):\n", " draw_state_name = True\n", " short_name = short_state_names.get(shapedict['NAME'])\n", " if short_name in printed_names and short_name not in ['MI', 'WI']: \n", " continue\n", " if short_name == 'MI':\n", " if mi_index != 3:\n", " draw_state_name = False\n", " mi_index += 1\n", " if short_name == 'WI':\n", " if wi_index != 2:\n", " draw_state_name = False\n", " wi_index += 1\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x+.1, y, short_name, ha=\"center\")\n", " printed_names += [short_name,] \n", " plt.title('The United States of North America')\n", " #plt.show()\n", " \n", " # Amit\n", " \n", " # collect the state names from the shapefile attributes so we can\n", " # look up the shape obect for a state by it's name\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['NAME'])\n", "\n", " ax = plt.gca() # get current axes instance\n", " \n", " patches = []\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['NAME'] == 'Michigan':\n", " color_for_unique_borders = ResultDictionary.get('Michigan')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " elif info['NAME'] == 'Wisconsin':\n", " patches.clear()\n", " color_for_unique_borders = ResultDictionary.get('Wisconsin')\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", "# elif info['NAME'] == 'Alaska':\n", "# # Alaska is too big. Scale it down to 35% first, then transate it. \n", "# seg = list(map(lambda x,y : (0.35*x + 1100000, 0.35*y-1300000), shape))\n", "# poly = Polygon(seg,facecolor='orange',edgecolor='orange')\n", "# ax.add_patch(poly)\n", "# elif info['NAME'] == 'Hawaii':\n", "# seg = list(map(lambda x,y : (x + 5100000, y-900000), shape))\n", "# poly = Polygon(seg,facecolor='violet',edgecolor='violet')\n", "# ax.add_patch(poly)\n", " \n", " for state_name in sorted(set(state_names)):\n", " # color_for_state = random.choice(colors)\n", " if state_name not in ['Wisconsin','Michigan']:\n", " color_for_state = ResultDictionary.get(state_name)\n", " seg = map.states[state_names.index(state_name)]\n", " poly = Polygon(seg, facecolor=color_for_state,edgecolor=color_for_state)\n", " ax.add_patch(poly)\n", " display.display(plt.gcf())\n", " display.clear_output(wait=True)\n", " #time.sleep(1)\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,5))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"Alabama\"\n", " stateDictionary[\"2\"] = \"Alaska\"\n", " stateDictionary[\"3\"] = \"Arizona\"\n", " stateDictionary[\"4\"] = \"Arkansas\"\n", " stateDictionary[\"6\"] = \"Colorado\"\n", " stateDictionary[\"5\"] = \"California\"\n", " stateDictionary[\"7\"] = \"Connecticut\"\n", " stateDictionary[\"8\"] = \"Delaware\"\n", " stateDictionary[\"9\"] = \"Florida\"\n", " stateDictionary[\"10\"] = \"Georgia\"\n", " stateDictionary[\"11\"] = \"Hawaii\"\n", " stateDictionary[\"12\"] = \"Idaho\"\n", " stateDictionary[\"13\"] = \"Illinois\"\n", " stateDictionary[\"14\"] = \"Indiana\"\n", " stateDictionary[\"15\"] = \"Iowa\"\n", " stateDictionary[\"16\"] = \"Kansas\"\n", " stateDictionary[\"17\"] = \"Kentucky\"\n", " stateDictionary[\"18\"] = \"Louisiana\"\n", " stateDictionary[\"19\"] = \"Maine\"\n", " stateDictionary[\"20\"] = \"Maryland\"\n", " stateDictionary[\"21\"] = \"Massachusetts\"\n", " stateDictionary[\"22\"] = \"Michigan\"\n", " stateDictionary[\"23\"] = \"Minnesota\"\n", " stateDictionary[\"24\"] = \"Mississippi\"\n", " stateDictionary[\"25\"] = \"Missouri\"\n", " stateDictionary[\"26\"] = \"Montana\"\n", " stateDictionary[\"27\"] = \"Nebraska\"\n", " stateDictionary[\"28\"] = \"Nevada\"\n", " stateDictionary[\"29\"] = \"New Hampshire\"\n", " stateDictionary[\"30\"] = \"New Jersey\"\n", " stateDictionary[\"31\"] = \"New Mexico\"\n", " stateDictionary[\"32\"] = \"New York\"\n", " stateDictionary[\"33\"] = \"North Carolina\"\n", " stateDictionary[\"34\"] = \"North Dakota\"\n", " stateDictionary[\"35\"] = \"Ohio\"\n", " stateDictionary[\"36\"] = \"Oklahoma\"\n", " stateDictionary[\"37\"] = \"Oregon\"\n", " stateDictionary[\"38\"] = \"Pennsylvania\"\n", " stateDictionary[\"39\"] = \"Rhode Island\"\n", " stateDictionary[\"40\"] = \"South Carolina\"\n", " stateDictionary[\"41\"] = \"South Dakota\"\n", " stateDictionary[\"42\"] = \"Tennessee\"\n", " stateDictionary[\"43\"] = \"Texas\"\n", " stateDictionary[\"44\"] = \"Utah\"\n", " stateDictionary[\"45\"] = \"Vermont\"\n", " stateDictionary[\"46\"] = \"Virginia\"\n", " stateDictionary[\"47\"] = \"Washington\"\n", " stateDictionary[\"48\"] = \"West Virginia\"\n", " stateDictionary[\"49\"] = \"Wisconsin\"\n", " stateDictionary[\"50\"] = \"Wyoming\"\n", " # create the state and integer mapping dictionary\n", " #createStateDictionary()\n", " \n", " createdomainDictionary()\n", " \n", " # Driver Code \n", " g = Graph(50) #number of states 48\n", "\n", " g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,1,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,1,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0,1,0,0],\n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0],\n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0],\t \n", "\t\t [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0],\t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0],\t\t\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0], \n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0],\t\n", "\t\t [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0],\n", "\t\t [0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0],\t\t \t \t\t \n", "\t\t [0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0],\n", "\t\t [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\t\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], \n", "\t\t [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0],\t \t \t\t \n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0],\n", "\t\t [0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],\n", "\t\t [0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0]] \n", "\n", " m=4 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", " #end = time.time() \n", " #print(\"Time taken for Backtracking: {}\".format(str(end-start)))\n", " # Map Coloring and Animation Section\n", " #start = time.time()\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for Map Coloring: {}\".format(str(end-start)))\n", " \n", "# for key, value in ResultDictionary.items():\n", "# print(key + \" ==> \" + value, end='\\n')\n", " \n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/Australia/With Heuristic/.ipynb_checkpoints/Australia_Backtracking_Heuristic-checkpoint.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solution exist and Following are the assigned colours:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1280x960 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Time taken for execution: 11.892994165420532\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "#Backtracking Australia (Without heuristic)\n", "\n", "# Python program for solution of M Coloring\n", "# problem using backtracking\n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t## heuristic functions\n", "\tdef MRV(self, domainDictionary, colours):\n", "\t\tLeastRemainingValuesStates = {0:[],1:[],2:[],3:[]}\n", "\n", "\t\tfor key, value in domainDictionary.items():\n", "\t\t\tif len(value)==0 and colours[key-1] == 0:\n", "\t\t\t\tLeastRemainingValuesStates[0].append(key-1)\n", "\n", "\t\t\telif(len(value)==1 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[1].append(key-1)\n", "\n", "\t\t\telif(len(value)==2 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[2].append(key-1)\n", "\n", "\t\t\telif(len(value)==3 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[3].append(key-1)\n", "\n", "\n", "\t\tif len(LeastRemainingValuesStates[0])>0:\n", "\t\t\treturn LeastRemainingValuesStates[0]\n", "\n", "\t\telif len(LeastRemainingValuesStates[1])>0:\n", "\t\t\treturn LeastRemainingValuesStates[1]\n", "\n", "\t\telif len(LeastRemainingValuesStates[2])>0:\n", "\t\t\treturn LeastRemainingValuesStates[2]\n", "\n", "\t\telif len(LeastRemainingValuesStates[3])>0:\n", "\t\t\treturn LeastRemainingValuesStates[3]\n", "\n", "\n", "\tdef DegreeConstraint(self, domainDictionary, colours):\n", "\t\tMaximumDegreeConstraint = 0\n", "\t\tMaximumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 1:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MaximumDegreeConstraint:\n", "\t\t\t\tMaximumDegreeConstraint = temp\n", "\t\t\t\tMaximumDC_State = v\n", "\t\treturn MaximumDC_State\n", "\n", "\n", "\tdef LCV(self, domainDictionary, colours):\n", "\t\tMinimumDegreeConstraint = 0\n", "\t\tMinimumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 0:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MinimumDegreeConstraint:\n", "\t\t\t\tMinimumDegreeConstraint = temp\n", "\t\t\t\tMinimumDC_State = v\n", "\n", "\t\treturn MinimumDC_State\n", "\n", "\tdef getTheNextState(self, domainDictionary, colours):\n", "\t\tif self.checkIfAllStatesColored(colours):\n", "\t\t\treturn 0\n", "\t\tNextState = 0\n", "\n", "\t\tnextMRVStates = self.MRV(domainDictionary, colours)\n", "\t\tnextDCStates = self.DegreeConstraint(domainDictionary, colours)\n", "\t\tnextLCVStates = self.LCV(domainDictionary, colours)\n", "\t\t\n", "\t\tif (len(nextMRVStates)==1):\n", "\t\t\tNextState = nextMRVStates[0]\n", "\t\telif(nextDCStates!=-1):\n", "\t\t\tNextState = nextDCStates\n", "\t\telse:\n", "\t\t\tNextState = nextLCVStates\n", "\n", "\t\treturn NextState\n", "\n", "\n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\n", "\t#singleton methods\n", "\tdef checkIfAllStatesColored(self, colors):\n", "\t\tnumberofvertices = 0\n", "\n", "\t\tfor color in colors:\n", "\t\t\tif color != 0:\n", "\t\t\t\tnumberofvertices = numberofvertices + 1\n", "\n", "\t\t# check if all states has been assigned.\n", "\t\tif numberofvertices == 7:\n", "\t\t\treturn True\n", "\t\telse:\n", "\t\t\treturn False\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif self.checkIfAllStatesColored(colour):\n", "\t\t\t\treturn True\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\t\t\t\t\tNextstate = self.getTheNextState(DomainDictionary, colour)\n", "\t\t\t\t\tif Nextstate != -1:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, Nextstate) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\t\t\t\t\telse:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t# revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " # ResultDictionary = {\"New South Wales\":\"red\",\"Northern Territory\":\"red\",\"Queensland\":\"green\",\"South Australia\":\"blue\",\n", " # \"Tasmania\":\"red\",\"Victoria\":\"green\",\"Western Australia\":\"green\"}\n", "\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", "\n", " fig=plt.figure(figsize=(16, 12), dpi= 80, facecolor='w', edgecolor='k')\n", " map = Basemap(resolution='c',llcrnrlon=112.,llcrnrlat=-44.,urcrnrlon=155.,urcrnrlat=-9.,projection='merc',lat_1=25,lon_0=134)\n", " map.readshapefile('/Users/amitshetty/Downloads/Australia_States/Ashmore and Cartier Islands_AL4-AL4', name='states', drawbounds=True)\n", "\n", " map.drawcountries()\n", " map.drawstates()\n", "\n", " ax = plt.gca()\n", " \n", "\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['name'])\n", "\n", " # All the states currently in the shape file\n", " # ['Ashmore and Cartier Islands', 'Australian Capital Territory', 'Christmas Island', 'Cocos (Keeling) Islands',\n", " # 'Coral Sea Islands Territory', 'Heard Island and McDonald Islands', 'Jervis Bay Territory', 'New South Wales',\n", " # 'Norfolk Island', 'Northern Territory', 'Queensland', 'South Australia', 'Tasmania', 'Victoria',\n", " # 'Western Australia']\n", " states_to_ignore = ['Christmas Island','Norfolk Island','Australian Capital Territory','Cocos (Keeling) Islands',\n", " 'Jervis Bay Territory','Heard Island and McDonald Islands','Coral Sea Islands Territory',\n", " 'Ashmore and Cartier Islands']\n", " printed_names = []\n", " for shapedict,state in zip(map.states_info, map.states):\n", " if shapedict['name'] not in states_to_ignore:\n", " draw_state_name = True\n", "# short_name = short_state_names.get(shapedict['NAME'])\n", " if shapedict['name'] in printed_names: \n", " continue\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " #x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x, y, shapedict['name'])\n", " printed_names += [shapedict['name'],]\n", "\n", " #colors = ['red','green','blue','yellow']\n", " patches = []\n", " # pdb.set_trace()\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['name'] not in states_to_ignore:\n", " color_for_unique_borders = ResultDictionary.get(info['name'])\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " patches.clear()\n", " #display.display(plt.gcf())\n", " #display.clear_output(wait=True)\n", "\n", " # States that are getting colored as per the shp file\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", " plt.title('Australia')\n", " plt.show()\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,4))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"New South Wales\"\n", " stateDictionary[\"2\"] = \"Northern Territory\"\n", " stateDictionary[\"3\"] = \"Queensland\"\n", " stateDictionary[\"4\"] = \"South Australia\"\n", " stateDictionary[\"5\"] = \"Tasmania\"\n", " stateDictionary[\"6\"] = \"Victoria\"\n", " stateDictionary[\"7\"] = \"Western Australia\"\n", "\n", " # create the state and integer mapping dictionary\n", " # createStateDictionary()\n", " createdomainDictionary()\n", " # Driver Code\n", " g = Graph(7) # number of states 7\n", "\n", " g.graph = [[0,0,1,1,0,1,0],\n", " [0,0,1,1,0,0,1],\n", " [1,1,0,1,0,0,0],\n", " [1,1,1,1,0,1,1],\n", " [0,0,0,0,0,0,0],\n", " [1,0,0,1,0,0,0],\n", " [0,1,0,1,0,0,0]]\n", "\n", " m = 3 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", "# for key, value in ResultDictionary.items():\n", "# print(\"{} ==> {}\".format(key,value))\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for execution: {}\".format(str(end-start)))\n", " \n", "\n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/Australia/With Heuristic/Australia_Backtracking_Heuristic.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solution exist and Following are the assigned colours:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1280x960 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Time taken for execution: 11.892994165420532\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "#Backtracking Australia (Without heuristic)\n", "\n", "# Python program for solution of M Coloring\n", "# problem using backtracking\n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t## heuristic functions\n", "\tdef MRV(self, domainDictionary, colours):\n", "\t\tLeastRemainingValuesStates = {0:[],1:[],2:[],3:[]}\n", "\n", "\t\tfor key, value in domainDictionary.items():\n", "\t\t\tif len(value)==0 and colours[key-1] == 0:\n", "\t\t\t\tLeastRemainingValuesStates[0].append(key-1)\n", "\n", "\t\t\telif(len(value)==1 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[1].append(key-1)\n", "\n", "\t\t\telif(len(value)==2 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[2].append(key-1)\n", "\n", "\t\t\telif(len(value)==3 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[3].append(key-1)\n", "\n", "\n", "\t\tif len(LeastRemainingValuesStates[0])>0:\n", "\t\t\treturn LeastRemainingValuesStates[0]\n", "\n", "\t\telif len(LeastRemainingValuesStates[1])>0:\n", "\t\t\treturn LeastRemainingValuesStates[1]\n", "\n", "\t\telif len(LeastRemainingValuesStates[2])>0:\n", "\t\t\treturn LeastRemainingValuesStates[2]\n", "\n", "\t\telif len(LeastRemainingValuesStates[3])>0:\n", "\t\t\treturn LeastRemainingValuesStates[3]\n", "\n", "\n", "\tdef DegreeConstraint(self, domainDictionary, colours):\n", "\t\tMaximumDegreeConstraint = 0\n", "\t\tMaximumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 1:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MaximumDegreeConstraint:\n", "\t\t\t\tMaximumDegreeConstraint = temp\n", "\t\t\t\tMaximumDC_State = v\n", "\t\treturn MaximumDC_State\n", "\n", "\n", "\tdef LCV(self, domainDictionary, colours):\n", "\t\tMinimumDegreeConstraint = 0\n", "\t\tMinimumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 0:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MinimumDegreeConstraint:\n", "\t\t\t\tMinimumDegreeConstraint = temp\n", "\t\t\t\tMinimumDC_State = v\n", "\n", "\t\treturn MinimumDC_State\n", "\n", "\tdef getTheNextState(self, domainDictionary, colours):\n", "\t\tif self.checkIfAllStatesColored(colours):\n", "\t\t\treturn 0\n", "\t\tNextState = 0\n", "\n", "\t\tnextMRVStates = self.MRV(domainDictionary, colours)\n", "\t\tnextDCStates = self.DegreeConstraint(domainDictionary, colours)\n", "\t\tnextLCVStates = self.LCV(domainDictionary, colours)\n", "\t\t\n", "\t\tif (len(nextMRVStates)==1):\n", "\t\t\tNextState = nextMRVStates[0]\n", "\t\telif(nextDCStates!=-1):\n", "\t\t\tNextState = nextDCStates\n", "\t\telse:\n", "\t\t\tNextState = nextLCVStates\n", "\n", "\t\treturn NextState\n", "\n", "\n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\n", "\t#singleton methods\n", "\tdef checkIfAllStatesColored(self, colors):\n", "\t\tnumberofvertices = 0\n", "\n", "\t\tfor color in colors:\n", "\t\t\tif color != 0:\n", "\t\t\t\tnumberofvertices = numberofvertices + 1\n", "\n", "\t\t# check if all states has been assigned.\n", "\t\tif numberofvertices == 7:\n", "\t\t\treturn True\n", "\t\telse:\n", "\t\t\treturn False\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif self.checkIfAllStatesColored(colour):\n", "\t\t\t\treturn True\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\t\t\t\t\tNextstate = self.getTheNextState(DomainDictionary, colour)\n", "\t\t\t\t\tif Nextstate != -1:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, Nextstate) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\t\t\t\t\telse:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t# revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " # ResultDictionary = {\"New South Wales\":\"red\",\"Northern Territory\":\"red\",\"Queensland\":\"green\",\"South Australia\":\"blue\",\n", " # \"Tasmania\":\"red\",\"Victoria\":\"green\",\"Western Australia\":\"green\"}\n", "\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", "\n", " fig=plt.figure(figsize=(16, 12), dpi= 80, facecolor='w', edgecolor='k')\n", " map = Basemap(resolution='c',llcrnrlon=112.,llcrnrlat=-44.,urcrnrlon=155.,urcrnrlat=-9.,projection='merc',lat_1=25,lon_0=134)\n", " map.readshapefile('/Users/amitshetty/Downloads/Australia_States/Ashmore and Cartier Islands_AL4-AL4', name='states', drawbounds=True)\n", "\n", " map.drawcountries()\n", " map.drawstates()\n", "\n", " ax = plt.gca()\n", " \n", "\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['name'])\n", "\n", " # All the states currently in the shape file\n", " # ['Ashmore and Cartier Islands', 'Australian Capital Territory', 'Christmas Island', 'Cocos (Keeling) Islands',\n", " # 'Coral Sea Islands Territory', 'Heard Island and McDonald Islands', 'Jervis Bay Territory', 'New South Wales',\n", " # 'Norfolk Island', 'Northern Territory', 'Queensland', 'South Australia', 'Tasmania', 'Victoria',\n", " # 'Western Australia']\n", " states_to_ignore = ['Christmas Island','Norfolk Island','Australian Capital Territory','Cocos (Keeling) Islands',\n", " 'Jervis Bay Territory','Heard Island and McDonald Islands','Coral Sea Islands Territory',\n", " 'Ashmore and Cartier Islands']\n", " printed_names = []\n", " for shapedict,state in zip(map.states_info, map.states):\n", " if shapedict['name'] not in states_to_ignore:\n", " draw_state_name = True\n", "# short_name = short_state_names.get(shapedict['NAME'])\n", " if shapedict['name'] in printed_names: \n", " continue\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " #x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x, y, shapedict['name'])\n", " printed_names += [shapedict['name'],]\n", "\n", " #colors = ['red','green','blue','yellow']\n", " patches = []\n", " # pdb.set_trace()\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['name'] not in states_to_ignore:\n", " color_for_unique_borders = ResultDictionary.get(info['name'])\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " patches.clear()\n", " #display.display(plt.gcf())\n", " #display.clear_output(wait=True)\n", "\n", " # States that are getting colored as per the shp file\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", " plt.title('Australia')\n", " plt.show()\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,4))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"New South Wales\"\n", " stateDictionary[\"2\"] = \"Northern Territory\"\n", " stateDictionary[\"3\"] = \"Queensland\"\n", " stateDictionary[\"4\"] = \"South Australia\"\n", " stateDictionary[\"5\"] = \"Tasmania\"\n", " stateDictionary[\"6\"] = \"Victoria\"\n", " stateDictionary[\"7\"] = \"Western Australia\"\n", "\n", " # create the state and integer mapping dictionary\n", " # createStateDictionary()\n", " createdomainDictionary()\n", " # Driver Code\n", " g = Graph(7) # number of states 7\n", "\n", " g.graph = [[0,0,1,1,0,1,0],\n", " [0,0,1,1,0,0,1],\n", " [1,1,0,1,0,0,0],\n", " [1,1,1,1,0,1,1],\n", " [0,0,0,0,0,0,0],\n", " [1,0,0,1,0,0,0],\n", " [0,1,0,1,0,0,0]]\n", "\n", " m = 3 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", "# for key, value in ResultDictionary.items():\n", "# print(\"{} ==> {}\".format(key,value))\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for execution: {}\".format(str(end-start)))\n", " \n", "\n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/Australia/With Heuristic/Australia_Forward_Checking_Heuristic.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solution exist and Following are the assigned colours:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1280x960 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Time taken for execution: 13.581564903259277\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "#Backtracking Australia (Without heuristic)\n", "\n", "# Python program for solution of M Coloring\n", "# problem using backtracking\n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t## heuristic functions\n", "\tdef MRV(self, domainDictionary, colours):\n", "\t\tLeastRemainingValuesStates = {0:[],1:[],2:[],3:[]}\n", "\n", "\t\tfor key, value in domainDictionary.items():\n", "\t\t\tif len(value)==0 and colours[key-1] == 0:\n", "\t\t\t\tLeastRemainingValuesStates[0].append(key-1)\n", "\n", "\t\t\telif(len(value)==1 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[1].append(key-1)\n", "\n", "\t\t\telif(len(value)==2 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[2].append(key-1)\n", "\n", "\t\t\telif(len(value)==3 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[3].append(key-1)\n", "\n", "\t\tif len(LeastRemainingValuesStates[0])>0:\n", "\t\t\treturn LeastRemainingValuesStates[0]\n", "\n", "\t\telif len(LeastRemainingValuesStates[1])>0:\n", "\t\t\treturn LeastRemainingValuesStates[1]\n", "\n", "\t\telif len(LeastRemainingValuesStates[2])>0:\n", "\t\t\treturn LeastRemainingValuesStates[2]\n", "\n", "\t\telif len(LeastRemainingValuesStates[3])>0:\n", "\t\t\treturn LeastRemainingValuesStates[3]\n", "\n", "\n", "\tdef DegreeConstraint(self, domainDictionary, colours):\n", "\t\tMaximumDegreeConstraint = 0\n", "\t\tMaximumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 1:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MaximumDegreeConstraint:\n", "\t\t\t\tMaximumDegreeConstraint = temp\n", "\t\t\t\tMaximumDC_State = v\n", "\t\treturn MaximumDC_State\n", "\n", "\n", "\tdef LCV(self, domainDictionary, colours):\n", "\t\tMinimumDegreeConstraint = 0\n", "\t\tMinimumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 0:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MinimumDegreeConstraint:\n", "\t\t\t\tMinimumDegreeConstraint = temp\n", "\t\t\t\tMinimumDC_State = v\n", "\n", "\t\treturn MinimumDC_State\n", "\n", "\tdef getTheNextState(self, domainDictionary, colours):\n", "\t\tif self.checkIfAllStatesColored(colours):\n", "\t\t\treturn 0\n", "\t\tNextState = 0\n", "\n", "\t\tnextMRVStates = self.MRV(domainDictionary, colours)\n", "\t\tnextDCStates = self.DegreeConstraint(domainDictionary, colours)\n", "\t\tnextLCVStates = self.LCV(domainDictionary, colours)\n", "\t\t\n", "\t\tif (len(nextMRVStates)==1):\n", "\t\t\tNextState = nextMRVStates[0]\n", "\t\telif(nextDCStates!=-1):\n", "\t\t\tNextState = nextDCStates\n", "\t\telse:\n", "\t\t\tNextState = nextLCVStates\n", "\n", "\t\treturn NextState\n", "\n", "\n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\n", "\t#singleton methods\n", "\tdef checkIfAllStatesColored(self, colors):\n", "\t\tnumberofvertices = 0\n", "\n", "\t\tfor color in colors:\n", "\t\t\tif color != 0:\n", "\t\t\t\tnumberofvertices = numberofvertices + 1\n", "\n", "\t\t# check if all states has been assigned.\n", "\t\tif numberofvertices == 7:\n", "\t\t\treturn True\n", "\t\telse:\n", "\t\t\treturn False\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif self.checkIfAllStatesColored(colour):\n", "\t\t\t\treturn True\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\t\t\t\t\tNextstate = self.getTheNextState(DomainDictionary, colour)\n", "\t\t\t\t\tif Nextstate != -1:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, Nextstate) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\t\t\t\t\telse:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t# revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " # ResultDictionary = {\"New South Wales\":\"red\",\"Northern Territory\":\"red\",\"Queensland\":\"green\",\"South Australia\":\"blue\",\n", " # \"Tasmania\":\"red\",\"Victoria\":\"green\",\"Western Australia\":\"green\"}\n", "\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", "\n", " fig=plt.figure(figsize=(16, 12), dpi= 80, facecolor='w', edgecolor='k')\n", " map = Basemap(resolution='c',llcrnrlon=112.,llcrnrlat=-44.,urcrnrlon=155.,urcrnrlat=-9.,projection='merc',lat_1=25,lon_0=134)\n", " map.readshapefile('/Users/amitshetty/Downloads/Australia_States/Ashmore and Cartier Islands_AL4-AL4', name='states', drawbounds=True)\n", "\n", " map.drawcountries()\n", " map.drawstates()\n", "\n", " ax = plt.gca()\n", " \n", "\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['name'])\n", "\n", " # All the states currently in the shape file\n", " # ['Ashmore and Cartier Islands', 'Australian Capital Territory', 'Christmas Island', 'Cocos (Keeling) Islands',\n", " # 'Coral Sea Islands Territory', 'Heard Island and McDonald Islands', 'Jervis Bay Territory', 'New South Wales',\n", " # 'Norfolk Island', 'Northern Territory', 'Queensland', 'South Australia', 'Tasmania', 'Victoria',\n", " # 'Western Australia']\n", " states_to_ignore = ['Christmas Island','Norfolk Island','Australian Capital Territory','Cocos (Keeling) Islands',\n", " 'Jervis Bay Territory','Heard Island and McDonald Islands','Coral Sea Islands Territory',\n", " 'Ashmore and Cartier Islands']\n", " printed_names = []\n", " for shapedict,state in zip(map.states_info, map.states):\n", " if shapedict['name'] not in states_to_ignore:\n", " draw_state_name = True\n", "# short_name = short_state_names.get(shapedict['NAME'])\n", " if shapedict['name'] in printed_names: \n", " continue\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " #x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x, y, shapedict['name'])\n", " printed_names += [shapedict['name'],]\n", "\n", " #colors = ['red','green','blue','yellow']\n", " patches = []\n", " # pdb.set_trace()\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['name'] not in states_to_ignore:\n", " color_for_unique_borders = ResultDictionary.get(info['name'])\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " patches.clear()\n", " #display.display(plt.gcf())\n", " #display.clear_output(wait=True)\n", "\n", " # States that are getting colored as per the shp file\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", " plt.title('Australia')\n", " plt.show()\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,4))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"New South Wales\"\n", " stateDictionary[\"2\"] = \"Northern Territory\"\n", " stateDictionary[\"3\"] = \"Queensland\"\n", " stateDictionary[\"4\"] = \"South Australia\"\n", " stateDictionary[\"5\"] = \"Tasmania\"\n", " stateDictionary[\"6\"] = \"Victoria\"\n", " stateDictionary[\"7\"] = \"Western Australia\"\n", "\n", " # create the state and integer mapping dictionary\n", " # createStateDictionary()\n", " createdomainDictionary()\n", " # Driver Code\n", " g = Graph(7) # number of states 7\n", "\n", " g.graph = [[0,0,1,1,0,1,0],\n", " [0,0,1,1,0,0,1],\n", " [1,1,0,1,0,0,0],\n", " [1,1,1,1,0,1,1],\n", " [0,0,0,0,0,0,0],\n", " [1,0,0,1,0,0,0],\n", " [0,1,0,1,0,0,0]]\n", "\n", " m = 3 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", "# for key, value in ResultDictionary.items():\n", "# print(\"{} ==> {}\".format(key,value))\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for execution: {}\".format(str(end-start)))\n", " \n", "\n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/Australia/With Heuristic/Australia_Singleton_Heuristic.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solution exist and Following are the assigned colours:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1280x960 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Time taken for execution: 13.454761981964111\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "#Backtracking Australia (Without heuristic)\n", "\n", "# Python program for solution of M Coloring\n", "# problem using backtracking\n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t## heuristic functions\n", "\tdef MRV(self, domainDictionary, colours):\n", "\t\tLeastRemainingValuesStates = {0:[],1:[],2:[],3:[]}\n", "\n", "\t\tfor key, value in domainDictionary.items():\n", "\t\t\tif len(value)==0 and colours[key-1] == 0:\n", "\t\t\t\tLeastRemainingValuesStates[0].append(key-1)\n", "\n", "\t\t\telif(len(value)==1 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[1].append(key-1)\n", "\n", "\t\t\telif(len(value)==2 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[2].append(key-1)\n", "\n", "\t\t\telif(len(value)==3 and colours[key-1]==0):\n", "\t\t\t\tLeastRemainingValuesStates[3].append(key-1)\n", "\n", "\t\tif len(LeastRemainingValuesStates[0])>0:\n", "\t\t\treturn LeastRemainingValuesStates[0]\n", "\n", "\t\telif len(LeastRemainingValuesStates[1])>0:\n", "\t\t\treturn LeastRemainingValuesStates[1]\n", "\n", "\t\telif len(LeastRemainingValuesStates[2])>0:\n", "\t\t\treturn LeastRemainingValuesStates[2]\n", "\n", "\t\telif len(LeastRemainingValuesStates[3])>0:\n", "\t\t\treturn LeastRemainingValuesStates[3]\n", "\n", "\tdef DegreeConstraint(self, domainDictionary, colours):\n", "\t\tMaximumDegreeConstraint = 0\n", "\t\tMaximumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 1:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MaximumDegreeConstraint:\n", "\t\t\t\tMaximumDegreeConstraint = temp\n", "\t\t\t\tMaximumDC_State = v\n", "\t\treturn MaximumDC_State\n", "\n", "\n", "\tdef LCV(self, domainDictionary, colours):\n", "\t\tMinimumDegreeConstraint = 0\n", "\t\tMinimumDC_State = -1\n", "\n", "\t\tfor v in range(self.V): \n", "\t\t\tif colours[v]!=0:\n", "\t\t\t\tcontinue\n", "\t\t\ttemp = 0\n", "\t\t\tfor i in range(self.V):\n", "\t\t\t\tif self.graph[v][i] == 0:\n", "\t\t\t\t\ttemp = temp + 1\n", "\t\t\tif temp > MinimumDegreeConstraint:\n", "\t\t\t\tMinimumDegreeConstraint = temp\n", "\t\t\t\tMinimumDC_State = v\n", "\n", "\t\treturn MinimumDC_State\n", "\n", "\tdef getTheNextState(self, domainDictionary, colours):\n", "\t\tif self.checkIfAllStatesColored(colours):\n", "\t\t\treturn 0\n", "\t\tNextState = 0\n", "\n", "\t\tnextMRVStates = self.MRV(domainDictionary, colours)\n", "\t\tnextDCStates = self.DegreeConstraint(domainDictionary, colours)\n", "\t\tnextLCVStates = self.LCV(domainDictionary, colours)\n", "\t\t\n", "\t\tif (len(nextMRVStates)==1):\n", "\t\t\tNextState = nextMRVStates[0]\n", "\t\telif(nextDCStates!=-1):\n", "\t\t\tNextState = nextDCStates\n", "\t\telse:\n", "\t\t\tNextState = nextLCVStates\n", "\n", "\t\treturn NextState\n", "\n", "\n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\n", "\t#singleton methods\n", "\tdef checkIfAllStatesColored(self, colors):\n", "\t\tnumberofvertices = 0\n", "\n", "\t\tfor color in colors:\n", "\t\t\tif color != 0:\n", "\t\t\t\tnumberofvertices = numberofvertices + 1\n", "\n", "\t\t# check if all states has been assigned.\n", "\t\tif numberofvertices == 7:\n", "\t\t\treturn True\n", "\t\telse:\n", "\t\t\treturn False\n", "\n", "\tdef checkSingletonConstraints(self, v):\n", "\t\tif self.checkIfAllStatesColored(colour): ## break condition to check if all states colored or not. \n", "\t\t\t\treturn True\n", "\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\tv = random.choice([a for a in range(len(colour)) if colour[a] == 0])\n", "\n", "\tdef SingletonRemoveDomainVariables(self, v):\n", "\t\t## code to remove the color from the domain dictionary from the current state\n", "\t\tif c in DomainDictionary[v+1]:\n", "\t\t\tDomainDictionary[v+1].remove(c)\n", "\n", "\t\t## revert back the original domain variable current state color\n", "\t\tif c not in DomainDictionary[v+1]:\n", "\t\t\tDomainDictionary[v+1].append(c)\n", "\t\t\tDomainDictionary[v+1].sort()\n", "\n", "\n", "\tdef SingletonHeartLogic(self, listofsingletonstates):\n", "\t\tif len(listofsingletonstates)==0:\n", "\t\t\treturn\n", "\t\tstateToColor = -1\n", "\t\t## code to return the singleton state.\n", "\t\tfor key,value in DomainDictionary.items():\n", "\t\t\tif len(value) == 1 and colour[key-1] == 0:\n", "\t\t\t\tstateToColor = key\n", "\t\t\t\tbreak\n", "\t\t\t\t\t\n", "\t\t## if there is no singleton state pass the v+1.\n", "\t\tif stateToColor == -1:\n", "\t\t\t## select one random state from the uncolored.\n", "\t\t\tcurrent = random.choice([a for a in range(len(colour)) if colour[a] == 0])\n", "\t\t\tif self.graphColourUtil(m, colour, current) == True:\n", "\t\t\t\treturn True\n", "\t\telse: ## if there is singleton state pass that singleton state.\n", "\t\t\tif self.graphColourUtil(m, colour, stateToColor-1) == True:\n", "\t\t\t\treturn True\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif self.checkIfAllStatesColored(colour):\n", "\t\t\t\treturn True\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\t## singleton logic. \n", "\t\t\tlistof_singleton_states = list(range(self.V%7))\n", "\t\t\t## core logic for singleton\n", "\t\t\tself.SingletonHeartLogic(listof_singleton_states)\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\t\t\t\t\tNextstate = self.getTheNextState(DomainDictionary, colour)\n", "\t\t\t\t\tif Nextstate != -1:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, Nextstate) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\t\t\t\t\telse:\n", "\t\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t# revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " # ResultDictionary = {\"New South Wales\":\"red\",\"Northern Territory\":\"red\",\"Queensland\":\"green\",\"South Australia\":\"blue\",\n", " # \"Tasmania\":\"red\",\"Victoria\":\"green\",\"Western Australia\":\"green\"}\n", "\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", "\n", " fig=plt.figure(figsize=(16, 12), dpi= 80, facecolor='w', edgecolor='k')\n", " map = Basemap(resolution='c',llcrnrlon=112.,llcrnrlat=-44.,urcrnrlon=155.,urcrnrlat=-9.,projection='merc',lat_1=25,lon_0=134)\n", " map.readshapefile('/Users/amitshetty/Downloads/Australia_States/Ashmore and Cartier Islands_AL4-AL4', name='states', drawbounds=True)\n", "\n", " map.drawcountries()\n", " map.drawstates()\n", "\n", " ax = plt.gca()\n", " \n", "\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['name'])\n", "\n", " # All the states currently in the shape file\n", " # ['Ashmore and Cartier Islands', 'Australian Capital Territory', 'Christmas Island', 'Cocos (Keeling) Islands',\n", " # 'Coral Sea Islands Territory', 'Heard Island and McDonald Islands', 'Jervis Bay Territory', 'New South Wales',\n", " # 'Norfolk Island', 'Northern Territory', 'Queensland', 'South Australia', 'Tasmania', 'Victoria',\n", " # 'Western Australia']\n", " states_to_ignore = ['Christmas Island','Norfolk Island','Australian Capital Territory','Cocos (Keeling) Islands',\n", " 'Jervis Bay Territory','Heard Island and McDonald Islands','Coral Sea Islands Territory',\n", " 'Ashmore and Cartier Islands']\n", " printed_names = []\n", " for shapedict,state in zip(map.states_info, map.states):\n", " if shapedict['name'] not in states_to_ignore:\n", " draw_state_name = True\n", "# short_name = short_state_names.get(shapedict['NAME'])\n", " if shapedict['name'] in printed_names: \n", " continue\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " #x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x, y, shapedict['name'])\n", " printed_names += [shapedict['name'],]\n", "\n", " #colors = ['red','green','blue','yellow']\n", " patches = []\n", " # pdb.set_trace()\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['name'] not in states_to_ignore:\n", " color_for_unique_borders = ResultDictionary.get(info['name'])\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " patches.clear()\n", " #display.display(plt.gcf())\n", " #display.clear_output(wait=True)\n", "\n", " # States that are getting colored as per the shp file\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", " plt.title('Australia')\n", " plt.show()\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,4))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"New South Wales\"\n", " stateDictionary[\"2\"] = \"Northern Territory\"\n", " stateDictionary[\"3\"] = \"Queensland\"\n", " stateDictionary[\"4\"] = \"South Australia\"\n", " stateDictionary[\"5\"] = \"Tasmania\"\n", " stateDictionary[\"6\"] = \"Victoria\"\n", " stateDictionary[\"7\"] = \"Western Australia\"\n", "\n", " # create the state and integer mapping dictionary\n", " # createStateDictionary()\n", " createdomainDictionary()\n", " # Driver Code\n", " g = Graph(7) # number of states 7\n", "\n", " g.graph = [[0,0,1,1,0,1,0],\n", " [0,0,1,1,0,0,1],\n", " [1,1,0,1,0,0,0],\n", " [1,1,1,1,0,1,1],\n", " [0,0,0,0,0,0,0],\n", " [1,0,0,1,0,0,0],\n", " [0,1,0,1,0,0,0]]\n", "\n", " m = 3 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", "# for key, value in ResultDictionary.items():\n", "# print(\"{} ==> {}\".format(key,value))\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for execution: {}\".format(str(end-start)))\n", " \n", "\n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/Australia/Without Heuristic/Australia_Backtracking.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solution exist and Following are the assigned colours:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1280x960 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Time taken for execution: 13.444178819656372\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "#Backtracking Australia (Without heuristic)\n", "\n", "# Python program for solution of M Coloring\n", "# problem using backtracking\n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "class Graph():\n", "\n", " def __init__(self, vertices):\n", " self.V = vertices\n", " self.graph = [[0 for column in range(vertices)]\n", " for row in range(vertices)]\n", "\n", " # A utility function to check if the current color assignment\n", " # is safe for vertex v\n", " def isSafe(self, v, colour, c):\n", " for i in range(self.V):\n", " if self.graph[v][i] == 1 and colour[i] == c:\n", " return False\n", " return True\n", "\n", " # A recursive utility function to solve m\n", " # coloring problem\n", " def graphColourUtil(self, m, colour, v):\n", " if v == self.V:\n", " return True\n", "\n", " for c in range(1, m + 1):\n", " if self.isSafe(v, colour, c) == True:\n", " colour[v] = c\n", " if self.graphColourUtil(m, colour, v + 1) == True:\n", " return True\n", " colour[v] = 0\n", "\n", " def graphColouring(self, m):\n", " colour = [0] * self.V\n", " if self.graphColourUtil(m, colour, 0) == False:\n", " return False\n", "\n", " # Print the solution\n", " print(\"Solution exist and Following are the assigned colours:\")\n", " for idx, val in enumerate(colour):\n", " ResultDictionary[stateDictionary[str(idx + 1)]] = colorDictionary[str(val)]\n", " return True\n", "\n", "def map_coloring():\n", " # ResultDictionary = {\"New South Wales\":\"red\",\"Northern Territory\":\"red\",\"Queensland\":\"green\",\"South Australia\":\"blue\",\n", " # \"Tasmania\":\"red\",\"Victoria\":\"green\",\"Western Australia\":\"green\"}\n", "\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", "\n", " fig=plt.figure(figsize=(16, 12), dpi= 80, facecolor='w', edgecolor='k')\n", " map = Basemap(resolution='c',llcrnrlon=112.,llcrnrlat=-44.,urcrnrlon=155.,urcrnrlat=-9.,projection='merc',lat_1=25,lon_0=134)\n", " map.readshapefile('/Users/amitshetty/Downloads/Australia_States/Ashmore and Cartier Islands_AL4-AL4', name='states', drawbounds=True)\n", "\n", " map.drawcountries()\n", " map.drawstates()\n", "\n", " ax = plt.gca()\n", " \n", "\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['name'])\n", "\n", " # All the states currently in the shape file\n", " # ['Ashmore and Cartier Islands', 'Australian Capital Territory', 'Christmas Island', 'Cocos (Keeling) Islands',\n", " # 'Coral Sea Islands Territory', 'Heard Island and McDonald Islands', 'Jervis Bay Territory', 'New South Wales',\n", " # 'Norfolk Island', 'Northern Territory', 'Queensland', 'South Australia', 'Tasmania', 'Victoria',\n", " # 'Western Australia']\n", " states_to_ignore = ['Christmas Island','Norfolk Island','Australian Capital Territory','Cocos (Keeling) Islands',\n", " 'Jervis Bay Territory','Heard Island and McDonald Islands','Coral Sea Islands Territory',\n", " 'Ashmore and Cartier Islands']\n", " printed_names = []\n", " for shapedict,state in zip(map.states_info, map.states):\n", " if shapedict['name'] not in states_to_ignore:\n", " draw_state_name = True\n", "# short_name = short_state_names.get(shapedict['NAME'])\n", " if shapedict['name'] in printed_names: \n", " continue\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " #x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x, y, shapedict['name'])\n", " printed_names += [shapedict['name'],]\n", "\n", " #colors = ['red','green','blue','yellow']\n", " patches = []\n", " # pdb.set_trace()\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['name'] not in states_to_ignore:\n", " color_for_unique_borders = ResultDictionary.get(info['name'])\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " patches.clear()\n", " #display.display(plt.gcf())\n", " #display.clear_output(wait=True)\n", "\n", " # States that are getting colored as per the shp file\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", " plt.title('Australia')\n", " plt.show()\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,4))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"New South Wales\"\n", " stateDictionary[\"2\"] = \"Northern Territory\"\n", " stateDictionary[\"3\"] = \"Queensland\"\n", " stateDictionary[\"4\"] = \"South Australia\"\n", " stateDictionary[\"5\"] = \"Tasmania\"\n", " stateDictionary[\"6\"] = \"Victoria\"\n", " stateDictionary[\"7\"] = \"Western Australia\"\n", "\n", " # create the state and integer mapping dictionary\n", " # createStateDictionary()\n", " createdomainDictionary()\n", " # Driver Code\n", " g = Graph(7) # number of states 7\n", "\n", " g.graph = [[0,0,1,1,0,1,0],\n", " [0,0,1,1,0,0,1],\n", " [1,1,0,1,0,0,0],\n", " [1,1,1,1,0,1,1],\n", " [0,0,0,0,0,0,0],\n", " [1,0,0,1,0,0,0],\n", " [0,1,0,1,0,0,0]]\n", "\n", " m = 3 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", "# for key, value in ResultDictionary.items():\n", "# print(\"{} ==> {}\".format(key,value))\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for execution: {}\".format(str(end-start)))\n", " \n", "\n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/Australia/Without Heuristic/Australia_Forward_Checking.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solution exist and Following are the assigned colours:\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1280x960 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Time taken for execution: 13.746776103973389\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "#Backtracking Australia (Without heuristic)\n", "\n", "# Python program for solution of M Coloring\n", "# problem using backtracking\n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t# revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " # ResultDictionary = {\"New South Wales\":\"red\",\"Northern Territory\":\"red\",\"Queensland\":\"green\",\"South Australia\":\"blue\",\n", " # \"Tasmania\":\"red\",\"Victoria\":\"green\",\"Western Australia\":\"green\"}\n", "\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", "\n", " fig=plt.figure(figsize=(16, 12), dpi= 80, facecolor='w', edgecolor='k')\n", " map = Basemap(resolution='c',llcrnrlon=112.,llcrnrlat=-44.,urcrnrlon=155.,urcrnrlat=-9.,projection='merc',lat_1=25,lon_0=134)\n", " map.readshapefile('/Users/amitshetty/Downloads/Australia_States/Ashmore and Cartier Islands_AL4-AL4', name='states', drawbounds=True)\n", "\n", " map.drawcountries()\n", " map.drawstates()\n", "\n", " ax = plt.gca()\n", " \n", "\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['name'])\n", "\n", " # All the states currently in the shape file\n", " # ['Ashmore and Cartier Islands', 'Australian Capital Territory', 'Christmas Island', 'Cocos (Keeling) Islands',\n", " # 'Coral Sea Islands Territory', 'Heard Island and McDonald Islands', 'Jervis Bay Territory', 'New South Wales',\n", " # 'Norfolk Island', 'Northern Territory', 'Queensland', 'South Australia', 'Tasmania', 'Victoria',\n", " # 'Western Australia']\n", " states_to_ignore = ['Christmas Island','Norfolk Island','Australian Capital Territory','Cocos (Keeling) Islands',\n", " 'Jervis Bay Territory','Heard Island and McDonald Islands','Coral Sea Islands Territory',\n", " 'Ashmore and Cartier Islands']\n", " printed_names = []\n", " for shapedict,state in zip(map.states_info, map.states):\n", " if shapedict['name'] not in states_to_ignore:\n", " draw_state_name = True\n", "# short_name = short_state_names.get(shapedict['NAME'])\n", " if shapedict['name'] in printed_names: \n", " continue\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " #x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x, y, shapedict['name'])\n", " printed_names += [shapedict['name'],]\n", "\n", " #colors = ['red','green','blue','yellow']\n", " patches = []\n", " # pdb.set_trace()\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['name'] not in states_to_ignore:\n", " color_for_unique_borders = ResultDictionary.get(info['name'])\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " patches.clear()\n", " #display.display(plt.gcf())\n", " #display.clear_output(wait=True)\n", "\n", " # States that are getting colored as per the shp file\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", " plt.title('Australia')\n", " plt.show()\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,4))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"New South Wales\"\n", " stateDictionary[\"2\"] = \"Northern Territory\"\n", " stateDictionary[\"3\"] = \"Queensland\"\n", " stateDictionary[\"4\"] = \"South Australia\"\n", " stateDictionary[\"5\"] = \"Tasmania\"\n", " stateDictionary[\"6\"] = \"Victoria\"\n", " stateDictionary[\"7\"] = \"Western Australia\"\n", "\n", " # create the state and integer mapping dictionary\n", " # createStateDictionary()\n", " createdomainDictionary()\n", " # Driver Code\n", " g = Graph(7) # number of states 7\n", "\n", " g.graph = [[0,0,1,1,0,1,0],\n", " [0,0,1,1,0,0,1],\n", " [1,1,0,1,0,0,0],\n", " [1,1,1,1,0,1,1],\n", " [0,0,0,0,0,0,0],\n", " [1,0,0,1,0,0,0],\n", " [0,1,0,1,0,0,0]]\n", "\n", " m = 3 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", "# for key, value in ResultDictionary.items():\n", "# print(\"{} ==> {}\".format(key,value))\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for execution: {}\".format(str(end-start)))\n", " \n", "\n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/With Visualization/Australia/Without Heuristic/Australia_Singleton.ipynb
{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solution exist and Following are the assigned colours:\n" ] }, { "data": { "image/png": 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"text/plain": [ "<Figure size 1280x960 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Time taken for execution: 13.319576978683472\n" ] } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.basemap import Basemap\n", "from matplotlib.patches import Polygon\n", "import random\n", "import json\n", "import time\n", "from IPython import display\n", "from matplotlib.collections import PatchCollection\n", "import numpy as np\n", "from scipy.spatial import ConvexHull\n", "import time\n", "\n", "#Backtracking Australia (Without heuristic)\n", "\n", "# Python program for solution of M Coloring\n", "# problem using backtracking\n", "\n", "stateDictionary = {}\n", "colorDictionary = {\"1\":\"lightcoral\", \"2\":\"palegreen\", \"3\":\"skyblue\"}\n", "ResultDictionary = {}\n", "DomainDictionary = {}\n", "\n", "class Graph(): \n", "\n", "\tdef __init__(self, vertices): \n", "\t\tself.V = vertices \n", "\t\tself.graph = [[0 for column in range(vertices)]\n", "\t\t\t\t\t\t\tfor row in range(vertices)] \n", "\n", "\t# A utility function to check if the current color assignment \n", "\t# is safe for vertex v \n", "\tdef isSafe(self, v, colour, c): \n", "\t\tfor i in range(self.V): \n", "\t\t\tif self.graph[v][i] == 1 and colour[i] == c: \n", "\t\t\t\treturn False\n", "\t\treturn True\n", "\t\n", "\tdef getTheNeighbors(self, state):\n", "\t\tlistofneighbors = []\n", "\t\tfor i in range(self.V):\n", "\t\t\tif self.graph[state][i] == 1:\n", "\t\t\t\tlistofneighbors.append(i)\n", "\t\treturn listofneighbors\n", "\n", "\t#singleton methods\n", "\tdef checkIfAllStatesColored(self, colors):\n", "\t\tnumberofvertices = 0\n", "\n", "\t\tfor color in colors:\n", "\t\t\tif color != 0:\n", "\t\t\t\tnumberofvertices = numberofvertices + 1\n", "\n", "\t\t# check if all states has been assigned.\n", "\t\tif numberofvertices == 7:\n", "\t\t\treturn True\n", "\t\telse:\n", "\t\t\treturn False\n", "\n", "\n", "\n", "\tdef checkSingletonConstraints(self, v):\n", "\t\tif self.checkIfAllStatesColored(colour): ## break condition to check if all states colored or not. \n", "\t\t\t\treturn True\n", "\t\tif v == self.V: ## just to check if we have reached end state.\n", "\t\t\t\tv = random.choice([a for a in range(len(colour)) if colour[a] == 0])\n", "\n", "\tdef SingletonRemoveDomainVariables(self, v):\n", "\t\t## code to remove the color from the domain dictionary from the current state\n", "\t\tif c in DomainDictionary[v+1]:\n", "\t\t\tDomainDictionary[v+1].remove(c)\n", "\n", "\t\t## revert back the original domain variable current state color\n", "\t\tif c not in DomainDictionary[v+1]:\n", "\t\t\tDomainDictionary[v+1].append(c)\n", "\t\t\tDomainDictionary[v+1].sort()\n", "\n", "\n", "\tdef SingletonHeartLogic(self, listofsingletonstates):\n", "\t\tif len(listofsingletonstates)==0:\n", "\t\t\treturn\n", "\t\tstateToColor = -1\n", "\t\t## code to return the singleton state.\n", "\t\tfor key,value in DomainDictionary.items():\n", "\t\t\tif len(value) == 1 and colour[key-1] == 0:\n", "\t\t\t\tstateToColor = key\n", "\t\t\t\tbreak\n", "\t\t\t\t\t\n", "\t\t## if there is no singleton state pass the v+1.\n", "\t\tif stateToColor == -1:\n", "\t\t\t## select one random state from the uncolored.\n", "\t\t\tcurrent = random.choice([a for a in range(len(colour)) if colour[a] == 0])\n", "\t\t\tif self.graphColourUtil(m, colour, current) == True:\n", "\t\t\t\treturn True\n", "\t\telse: ## if there is singleton state pass that singleton state.\n", "\t\t\tif self.graphColourUtil(m, colour, stateToColor-1) == True:\n", "\t\t\t\treturn True\n", "\n", "\t# A recursive utility function to solve m \n", "\t# coloring problem \n", "\tdef graphColourUtil(self, m, colour, v):\n", "\t\ttry:\n", "\t\t\tif v == self.V: ## just to check if we have reached 50th end state.\n", "\t\t\t\treturn True\n", "\n", "\t\t\t## singleton logic. \n", "\t\t\tlistof_singleton_states = list(range(self.V%7))\n", "\t\t\t## core logic for singleton\n", "\t\t\tself.SingletonHeartLogic(listof_singleton_states)\n", "\n", "\t\t\tif not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false\n", "\t\t\t\treturn False\n", "\n", "\t\t\tfor c in DomainDictionary[v+1]:\n", "\t\t\t\tif self.isSafe(v, colour, c) == True:\n", "\t\t\t\t\tcolour[v] = c ## assign the color to that state\n", "\t\t\t\t\tneighbors = self.getTheNeighbors(v) ## get the neighbors of the current state.\n", "\n", "\t\t\t\t\t# code to remove colors in its neighboring states\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\tif c in DomainDictionary[neighbor+1]:\n", "\t\t\t\t\t\t\tDomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list\n", "\n", "\n", "\t\t\t\t\tif self.graphColourUtil(m, colour, v+1) == True:\n", "\t\t\t\t\t\treturn True\n", "\n", "\t\t\t\t\t\n", "\t\t\t\t\t## revert the domain values of all current neighbors\n", "\t\t\t\t\tfor neighbor in neighbors:\n", "\t\t\t\t\t\ta = neighbor+1\n", "\t\t\t\t\t\tif c not in DomainDictionary[a]:\n", "\t\t\t\t\t\t\tDomainDictionary[a].append(c) ## remove the color from the neighbor domain list\n", "\t\t\t\t\t\t\tDomainDictionary[a].sort()\n", "\n", "\t\t\t\t\tcolour[v] = 0\n", "\t\texcept Exception as e:\n", "\t\t\tprint(\"something wrong\", e)\n", "\n", "\tdef graphColouring(self, m): \n", "\t\tcolour = [0] * self.V \n", "\t\tif self.graphColourUtil(m, colour, 0) == False: \n", "\t\t\treturn False\n", "\n", "\t\t# Print the solution \n", "\t\tprint(\"Solution exist and Following are the assigned colours:\")\n", "\t\tfor idx, val in enumerate(colour): \n", "\t\t\t ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)]\n", "\t\treturn True\n", "\n", "def map_coloring():\n", " # ResultDictionary = {\"New South Wales\":\"red\",\"Northern Territory\":\"red\",\"Queensland\":\"green\",\"South Australia\":\"blue\",\n", " # \"Tasmania\":\"red\",\"Victoria\":\"green\",\"Western Australia\":\"green\"}\n", "\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", "\n", " fig=plt.figure(figsize=(16, 12), dpi= 80, facecolor='w', edgecolor='k')\n", " map = Basemap(resolution='c',llcrnrlon=112.,llcrnrlat=-44.,urcrnrlon=155.,urcrnrlat=-9.,projection='merc',lat_1=25,lon_0=134)\n", " map.readshapefile('/Users/amitshetty/Downloads/Australia_States/Ashmore and Cartier Islands_AL4-AL4', name='states', drawbounds=True)\n", "\n", " map.drawcountries()\n", " map.drawstates()\n", "\n", " ax = plt.gca()\n", " \n", "\n", " state_names = []\n", " for shape_dict in map.states_info:\n", " state_names.append(shape_dict['name'])\n", "\n", " # All the states currently in the shape file\n", " # ['Ashmore and Cartier Islands', 'Australian Capital Territory', 'Christmas Island', 'Cocos (Keeling) Islands',\n", " # 'Coral Sea Islands Territory', 'Heard Island and McDonald Islands', 'Jervis Bay Territory', 'New South Wales',\n", " # 'Norfolk Island', 'Northern Territory', 'Queensland', 'South Australia', 'Tasmania', 'Victoria',\n", " # 'Western Australia']\n", " states_to_ignore = ['Christmas Island','Norfolk Island','Australian Capital Territory','Cocos (Keeling) Islands',\n", " 'Jervis Bay Territory','Heard Island and McDonald Islands','Coral Sea Islands Territory',\n", " 'Ashmore and Cartier Islands']\n", " printed_names = []\n", " for shapedict,state in zip(map.states_info, map.states):\n", " if shapedict['name'] not in states_to_ignore:\n", " draw_state_name = True\n", "# short_name = short_state_names.get(shapedict['NAME'])\n", " if shapedict['name'] in printed_names: \n", " continue\n", " # center of polygon\n", " x, y = np.array(state).mean(axis=0)\n", " hull = ConvexHull(state)\n", " hull_points = np.array(state)[hull.vertices]\n", " #center of convex hull over the polygon points\n", " #x, y = hull_points.mean(axis=0)\n", " if draw_state_name:\n", " # You have to align x,y manually to avoid overlapping for little states\n", " plt.text(x, y, shapedict['name'])\n", " printed_names += [shapedict['name'],]\n", "\n", " #colors = ['red','green','blue','yellow']\n", " patches = []\n", " # pdb.set_trace()\n", " for info, shape in zip(map.states_info,map.states):\n", " if info['name'] not in states_to_ignore:\n", " color_for_unique_borders = ResultDictionary.get(info['name'])\n", " patches.append(Polygon(np.array(shape), True))\n", " ax.add_collection(PatchCollection(patches, facecolor= color_for_unique_borders, edgecolor=color_for_unique_borders))\n", " patches.clear()\n", " #display.display(plt.gcf())\n", " #display.clear_output(wait=True)\n", "\n", " # States that are getting colored as per the shp file\n", " # {'Queensland', 'Tasmania', 'New South Wales', 'Western Australia', 'Northern Territory', 'Victoria', 'South Australia'}\n", " plt.title('Australia')\n", " plt.show()\n", "\n", "def createdomainDictionary():\n", "\tfor key, value in enumerate(stateDictionary):\n", "\t\tlistofintegers = list(range(1,4))\n", "\t\tDomainDictionary[key+1] = listofintegers\n", " \n", "def main():\n", " stateDictionary[\"1\"] = \"New South Wales\"\n", " stateDictionary[\"2\"] = \"Northern Territory\"\n", " stateDictionary[\"3\"] = \"Queensland\"\n", " stateDictionary[\"4\"] = \"South Australia\"\n", " stateDictionary[\"5\"] = \"Tasmania\"\n", " stateDictionary[\"6\"] = \"Victoria\"\n", " stateDictionary[\"7\"] = \"Western Australia\"\n", "\n", " # create the state and integer mapping dictionary\n", " # createStateDictionary()\n", " createdomainDictionary()\n", " # Driver Code\n", " g = Graph(7) # number of states 7\n", "\n", " g.graph = [[0,0,1,1,0,1,0],\n", " [0,0,1,1,0,0,1],\n", " [1,1,0,1,0,0,0],\n", " [1,1,1,1,0,1,1],\n", " [0,0,0,0,0,0,0],\n", " [1,0,0,1,0,0,0],\n", " [0,1,0,1,0,0,0]]\n", "\n", " m = 3 ## chromataic number\n", " start = time.time()\n", " g.graphColouring(m)\n", "# for key, value in ResultDictionary.items():\n", "# print(\"{} ==> {}\".format(key,value))\n", " map_coloring()\n", " end = time.time()\n", " print(\"Time taken for execution: {}\".format(str(end-start)))\n", " \n", "\n", "if __name__ == \"__main__\":\n", " main()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }
Final/Map Coloring ITCS 6150/Without Visualization/America/Heuristic/BackTrackingHeuristic.py
# Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1":"red", "2":"green", "3":"yellow", "4":"blue"} ResultDictionary = {} DomainDictionary = {} class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] ## heuristic functions def MRV(self, domainDictionary, colours): LeastRemainingValuesStates = {0:[],1:[],2:[],3:[],4:[]} for key, value in domainDictionary.items(): if len(value)==0 and colours[key-1] == 0: LeastRemainingValuesStates[0].append(key-1) elif(len(value)==1 and colours[key-1]==0): LeastRemainingValuesStates[1].append(key-1) elif(len(value)==2 and colours[key-1]==0): LeastRemainingValuesStates[2].append(key-1) elif(len(value)==3 and colours[key-1]==0): LeastRemainingValuesStates[3].append(key-1) elif(len(value)==4 and colours[key-1]==0): LeastRemainingValuesStates[4].append(key-1) if len(LeastRemainingValuesStates[0])>0: return LeastRemainingValuesStates[0] elif len(LeastRemainingValuesStates[1])>0: return LeastRemainingValuesStates[1] elif len(LeastRemainingValuesStates[2])>0: return LeastRemainingValuesStates[2] elif len(LeastRemainingValuesStates[3])>0: return LeastRemainingValuesStates[3] else: return LeastRemainingValuesStates[4] def DegreeConstraint(self, domainDictionary, colours): MaximumDegreeConstraint = 0 MaximumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 1: temp = temp + 1 if temp > MaximumDegreeConstraint: MaximumDegreeConstraint = temp MaximumDC_State = v return MaximumDC_State def LCV(self, domainDictionary, colours): MinimumDegreeConstraint = 0 MinimumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 0: temp = temp + 1 if temp > MinimumDegreeConstraint: MinimumDegreeConstraint = temp MinimumDC_State = v return MinimumDC_State def getTheNextState(self, domainDictionary, colours): NextState = 0 nextMRVStates = self.MRV(domainDictionary, colours) nextDCStates = self.DegreeConstraint(domainDictionary, colours) nextLCVStates = self.LCV(domainDictionary, colours) if (len(nextMRVStates)==1): NextState = nextMRVStates[0] elif(nextDCStates!=-1): NextState = nextDCStates else: NextState = nextLCVStates return NextState # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True def getTheNeighbors(self, state): listofneighbors = [] for i in range(self.V): if self.graph[state][i] == 1: listofneighbors.append(i) return listofneighbors #singleton methods def checkIfAllStatesColored(self, colors): numberofvertices = 0 for color in colors: if color != 0: numberofvertices = numberofvertices + 1 # check if all states has been assigned. if numberofvertices == 50: return True else: return False # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): try: if self.checkIfAllStatesColored(colour): return True if v == self.V: ## just to check if we have reached 50th end state. return True if not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false return False for c in DomainDictionary[v+1]: if self.isSafe(v, colour, c) == True: colour[v] = c ## assign the color to that state neighbors = self.getTheNeighbors(v) ## get the neighbors of the current state. # code to remove colors in its neighboring states for neighbor in neighbors: if c in DomainDictionary[neighbor+1]: DomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list Nextstate = self.getTheNextState(DomainDictionary, colour) if Nextstate != -1: if self.graphColourUtil(m, colour, Nextstate) == True: return True else: if self.graphColourUtil(m, colour, v+1) == True: return True # revert the domain values of all current neighbors for neighbor in neighbors: a = neighbor+1 if c not in DomainDictionary[a]: DomainDictionary[a].append(c) ## remove the color from the neighbor domain list DomainDictionary[a].sort() colour[v] = 0 except Exception as e: print("something wrong", e) def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "AL" stateDictionary["2"] = "AK" stateDictionary["3"] = "AZ" stateDictionary["4"] = "AR" stateDictionary["6"] = "CO" stateDictionary["5"] = "CA" stateDictionary["7"] = "CT" stateDictionary["8"] = "DE" stateDictionary["9"] = "FL" stateDictionary["10"] = "GA" stateDictionary["11"] = "HI" stateDictionary["12"] = "ID" stateDictionary["13"] = "IL" stateDictionary["14"] = "IN" stateDictionary["15"] = "IA" stateDictionary["16"] = "KS" stateDictionary["17"] = "KY" stateDictionary["18"] = "LA" stateDictionary["19"] = "ME" stateDictionary["20"] = "MD" stateDictionary["21"] = "MA" stateDictionary["22"] = "MI" stateDictionary["23"] = "MN" stateDictionary["24"] = "MS" stateDictionary["25"] = "MO" stateDictionary["26"] = "MT" stateDictionary["27"] = "NE" stateDictionary["28"] = "NV" stateDictionary["29"] = "NH" stateDictionary["30"] = "NJ" stateDictionary["31"] = "NM" stateDictionary["32"] = "NY" stateDictionary["33"] = "NC" stateDictionary["34"] = "ND" stateDictionary["35"] = "OH" stateDictionary["36"] = "OK" stateDictionary["37"] = "OR" stateDictionary["38"] = "PA" stateDictionary["39"] = "RI" stateDictionary["40"] = "SC" stateDictionary["41"] = "SD" stateDictionary["42"] = "TN" stateDictionary["43"] = "TX" stateDictionary["44"] = "UT" stateDictionary["45"] = "VT" stateDictionary["46"] = "VA" stateDictionary["47"] = "WA" stateDictionary["48"] = "WV" stateDictionary["49"] = "WI" stateDictionary["50"] = "WY" def createdomainDictionary(): for key, value in enumerate(stateDictionary): listofintegers = list(range(1,5)) DomainDictionary[key+1] = listofintegers createdomainDictionary() # Driver Code g = Graph(50) #number of states 48 g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0], [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1], 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key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
Final/Map Coloring ITCS 6150/Without Visualization/America/Heuristic/ForwardCheckingHeuristic.py
# Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1":"red", "2":"green", "3":"yellow", "4":"blue"} ResultDictionary = {} DomainDictionary = {} class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] ## heuristic functions def MRV(self, domainDictionary, colours): LeastRemainingValuesStates = {0:[],1:[],2:[],3:[],4:[]} for key, value in domainDictionary.items(): if len(value)==0 and colours[key-1] == 0: LeastRemainingValuesStates[0].append(key-1) elif(len(value)==1 and colours[key-1]==0): LeastRemainingValuesStates[1].append(key-1) elif(len(value)==2 and colours[key-1]==0): LeastRemainingValuesStates[2].append(key-1) elif(len(value)==3 and colours[key-1]==0): LeastRemainingValuesStates[3].append(key-1) elif(len(value)==4 and colours[key-1]==0): LeastRemainingValuesStates[4].append(key-1) if len(LeastRemainingValuesStates[0])>0: return LeastRemainingValuesStates[0] elif len(LeastRemainingValuesStates[1])>0: return LeastRemainingValuesStates[1] elif len(LeastRemainingValuesStates[2])>0: return LeastRemainingValuesStates[2] elif len(LeastRemainingValuesStates[3])>0: return LeastRemainingValuesStates[3] else: return LeastRemainingValuesStates[4] def DegreeConstraint(self, domainDictionary, colours): MaximumDegreeConstraint = 0 MaximumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 1: temp = temp + 1 if temp > MaximumDegreeConstraint: MaximumDegreeConstraint = temp MaximumDC_State = v return MaximumDC_State def LCV(self, domainDictionary, colours): MinimumDegreeConstraint = 0 MinimumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 0: temp = temp + 1 if temp > MinimumDegreeConstraint: MinimumDegreeConstraint = temp MinimumDC_State = v return MinimumDC_State def getTheNextState(self, domainDictionary, colours): NextState = 0 nextMRVStates = self.MRV(domainDictionary, colours) nextDCStates = self.DegreeConstraint(domainDictionary, colours) nextLCVStates = self.LCV(domainDictionary, colours) if (len(nextMRVStates)==1): NextState = nextMRVStates[0] elif(nextDCStates!=-1): NextState = nextDCStates else: NextState = nextLCVStates return NextState # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True def getTheNeighbors(self, state): listofneighbors = [] for i in range(self.V): if self.graph[state][i] == 1: listofneighbors.append(i) return listofneighbors #singleton methods def checkIfAllStatesColored(self, colors): numberofvertices = 0 for color in colors: if color != 0: numberofvertices = numberofvertices + 1 # check if all states has been assigned. if numberofvertices == 50: return True else: return False # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): try: if self.checkIfAllStatesColored(colour): return True if v == self.V: ## just to check if we have reached 50th end state. return True if not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false return False for c in DomainDictionary[v+1]: if self.isSafe(v, colour, c) == True: colour[v] = c ## assign the color to that state neighbors = self.getTheNeighbors(v) ## get the neighbors of the current state. # code to remove colors in its neighboring states for neighbor in neighbors: if c in DomainDictionary[neighbor+1]: DomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list Nextstate = self.getTheNextState(DomainDictionary, colour) if Nextstate != -1: if self.graphColourUtil(m, colour, Nextstate) == True: return True else: if self.graphColourUtil(m, colour, v+1) == True: return True # revert the domain values of all current neighbors for neighbor in neighbors: a = neighbor+1 if c not in DomainDictionary[a]: DomainDictionary[a].append(c) ## remove the color from the neighbor domain list DomainDictionary[a].sort() colour[v] = 0 except Exception as e: print("something wrong", e) def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "AL" stateDictionary["2"] = "AK" stateDictionary["3"] = "AZ" stateDictionary["4"] = "AR" stateDictionary["6"] = "CO" stateDictionary["5"] = "CA" stateDictionary["7"] = "CT" stateDictionary["8"] = "DE" stateDictionary["9"] = "FL" stateDictionary["10"] = "GA" stateDictionary["11"] = "HI" stateDictionary["12"] = "ID" stateDictionary["13"] = "IL" stateDictionary["14"] = "IN" stateDictionary["15"] = "IA" stateDictionary["16"] = "KS" stateDictionary["17"] = "KY" stateDictionary["18"] = "LA" stateDictionary["19"] = "ME" stateDictionary["20"] = "MD" stateDictionary["21"] = "MA" stateDictionary["22"] = "MI" stateDictionary["23"] = "MN" stateDictionary["24"] = "MS" stateDictionary["25"] = "MO" stateDictionary["26"] = "MT" stateDictionary["27"] = "NE" stateDictionary["28"] = "NV" stateDictionary["29"] = "NH" stateDictionary["30"] = "NJ" stateDictionary["31"] = "NM" stateDictionary["32"] = "NY" stateDictionary["33"] = "NC" stateDictionary["34"] = "ND" stateDictionary["35"] = "OH" stateDictionary["36"] = "OK" stateDictionary["37"] = "OR" stateDictionary["38"] = "PA" stateDictionary["39"] = "RI" stateDictionary["40"] = "SC" stateDictionary["41"] = "SD" stateDictionary["42"] = "TN" stateDictionary["43"] = "TX" stateDictionary["44"] = "UT" stateDictionary["45"] = "VT" stateDictionary["46"] = "VA" stateDictionary["47"] = "WA" stateDictionary["48"] = "WV" stateDictionary["49"] = "WI" stateDictionary["50"] = "WY" def createdomainDictionary(): for key, value in enumerate(stateDictionary): listofintegers = list(range(1,5)) DomainDictionary[key+1] = listofintegers createdomainDictionary() # Driver Code g = Graph(50) #number of states 48 g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0], [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1], 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key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
Final/Map Coloring ITCS 6150/Without Visualization/America/Heuristic/SingletonHeuristic.py
# Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1":"red", "2":"green", "3":"yellow", "4":"blue"} ResultDictionary = {} DomainDictionary = {} class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] ## heuristic functions def MRV(self, domainDictionary, colours): LeastRemainingValuesStates = {0:[],1:[],2:[],3:[],4:[]} for key, value in domainDictionary.items(): if len(value)==0 and colours[key-1] == 0: LeastRemainingValuesStates[0].append(key-1) elif(len(value)==1 and colours[key-1]==0): LeastRemainingValuesStates[1].append(key-1) elif(len(value)==2 and colours[key-1]==0): LeastRemainingValuesStates[2].append(key-1) elif(len(value)==3 and colours[key-1]==0): LeastRemainingValuesStates[3].append(key-1) elif(len(value)==4 and colours[key-1]==0): LeastRemainingValuesStates[4].append(key-1) if len(LeastRemainingValuesStates[0])>0: return LeastRemainingValuesStates[0] elif len(LeastRemainingValuesStates[1])>0: return LeastRemainingValuesStates[1] elif len(LeastRemainingValuesStates[2])>0: return LeastRemainingValuesStates[2] elif len(LeastRemainingValuesStates[3])>0: return LeastRemainingValuesStates[3] else: return LeastRemainingValuesStates[4] def DegreeConstraint(self, domainDictionary, colours): MaximumDegreeConstraint = 0 MaximumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 1: temp = temp + 1 if temp > MaximumDegreeConstraint: MaximumDegreeConstraint = temp MaximumDC_State = v return MaximumDC_State def LCV(self, domainDictionary, colours): MinimumDegreeConstraint = 0 MinimumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 0: temp = temp + 1 if temp > MinimumDegreeConstraint: MinimumDegreeConstraint = temp MinimumDC_State = v return MinimumDC_State def getTheNextState(self, domainDictionary, colours): NextState = 0 nextMRVStates = self.MRV(domainDictionary, colours) nextDCStates = self.DegreeConstraint(domainDictionary, colours) nextLCVStates = self.LCV(domainDictionary, colours) if (len(nextMRVStates)==1): NextState = nextMRVStates[0] elif(nextDCStates!=-1): NextState = nextDCStates else: NextState = nextLCVStates return NextState # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True def getTheNeighbors(self, state): listofneighbors = [] for i in range(self.V): if self.graph[state][i] == 1: listofneighbors.append(i) return listofneighbors #singleton methods def checkIfAllStatesColored(self, colors): numberofvertices = 0 for color in colors: if color != 0: numberofvertices = numberofvertices + 1 # check if all states has been assigned. if numberofvertices == 50: return True else: return False def checkSingletonConstraints(self, v): if self.checkIfAllStatesColored(colour): ## break condition to check if all states colored or not. return True if v == self.V: ## just to check if we have reached 50th end state. v = random.choice([a for a in range(len(colour)) if colour[a] == 0]) def SingletonRemoveDomainVariables(self, v): ## code to remove the color from the domain dictionary from the current state if c in DomainDictionary[v+1]: DomainDictionary[v+1].remove(c) ## revert back the original domain variable current state color if c not in DomainDictionary[v+1]: DomainDictionary[v+1].append(c) DomainDictionary[v+1].sort() def SingletonHeartLogic(self, listofsingletonstates): if len(listofsingletonstates)==0: return stateToColor = -1 ## code to return the singleton state. for key,value in DomainDictionary.items(): if len(value) == 1 and colour[key-1] == 0: stateToColor = key break ## if there is no singleton state pass the v+1. if stateToColor == -1: ## select one random state from the uncolored. current = random.choice([a for a in range(len(colour)) if colour[a] == 0]) if self.graphColourUtil(m, colour, current) == True: return True else: ## if there is singleton state pass that singleton state. if self.graphColourUtil(m, colour, stateToColor-1) == True: return True # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): try: if self.checkIfAllStatesColored(colour): return True if v == self.V: ## just to check if we have reached 50th end state. return True ## singleton logic. listof_singleton_states = list(range(self.V%50)) ## core logic for singleton self.SingletonHeartLogic(listof_singleton_states) if not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false return False for c in DomainDictionary[v+1]: if self.isSafe(v, colour, c) == True: colour[v] = c ## assign the color to that state neighbors = self.getTheNeighbors(v) ## get the neighbors of the current state. # code to remove colors in its neighboring states for neighbor in neighbors: if c in DomainDictionary[neighbor+1]: DomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list Nextstate = self.getTheNextState(DomainDictionary, colour) if Nextstate != -1: if self.graphColourUtil(m, colour, Nextstate) == True: return True else: if self.graphColourUtil(m, colour, v+1) == True: return True # revert the domain values of all current neighbors for neighbor in neighbors: a = neighbor+1 if c not in DomainDictionary[a]: DomainDictionary[a].append(c) ## remove the color from the neighbor domain list DomainDictionary[a].sort() colour[v] = 0 except Exception as e: print("something wrong", e) def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "AL" stateDictionary["2"] = "AK" stateDictionary["3"] = "AZ" stateDictionary["4"] = "AR" stateDictionary["6"] = "CO" stateDictionary["5"] = "CA" stateDictionary["7"] = "CT" stateDictionary["8"] = "DE" stateDictionary["9"] = "FL" stateDictionary["10"] = "GA" stateDictionary["11"] = "HI" stateDictionary["12"] = "ID" stateDictionary["13"] = "IL" stateDictionary["14"] = "IN" stateDictionary["15"] = "IA" stateDictionary["16"] = "KS" stateDictionary["17"] = "KY" stateDictionary["18"] = "LA" stateDictionary["19"] = "ME" stateDictionary["20"] = "MD" stateDictionary["21"] = "MA" stateDictionary["22"] = "MI" stateDictionary["23"] = "MN" stateDictionary["24"] = "MS" stateDictionary["25"] = "MO" stateDictionary["26"] = "MT" stateDictionary["27"] = "NE" stateDictionary["28"] = "NV" stateDictionary["29"] = "NH" stateDictionary["30"] = "NJ" stateDictionary["31"] = "NM" stateDictionary["32"] = "NY" stateDictionary["33"] = "NC" stateDictionary["34"] = "ND" stateDictionary["35"] = "OH" stateDictionary["36"] = "OK" stateDictionary["37"] = "OR" stateDictionary["38"] = "PA" stateDictionary["39"] = "RI" stateDictionary["40"] = "SC" stateDictionary["41"] = "SD" stateDictionary["42"] = "TN" stateDictionary["43"] = "TX" stateDictionary["44"] = "UT" stateDictionary["45"] = "VT" stateDictionary["46"] = "VA" stateDictionary["47"] = "WA" stateDictionary["48"] = "WV" stateDictionary["49"] = "WI" stateDictionary["50"] = "WY" def createdomainDictionary(): for key, value in enumerate(stateDictionary): listofintegers = list(range(1,5)) DomainDictionary[key+1] = listofintegers createdomainDictionary() # Driver Code g = Graph(50) #number of states 48 g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], 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[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0]] m=4 ## chromataic number start = time.time() g.graphColouring(m) done = time.time() elapsed = done - start print("THE TOTAL TIME TOOK FOR EXEC ----------------",elapsed) for key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
Final/Map Coloring ITCS 6150/Without Visualization/America/Without_Heuristic/BackTracking.py
# Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1":"red", "2":"green", "3":"yellow", "4":"blue"} ResultDictionary = {} class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): if v == self.V: return True for c in range(1, m+1): if self.isSafe(v, colour, c) == True: colour[v] = c if self.graphColourUtil(m, colour, v+1) == True: return True colour[v] = 0 def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "AL" stateDictionary["2"] = "AK" stateDictionary["3"] = "AZ" stateDictionary["4"] = "AR" stateDictionary["6"] = "CO" stateDictionary["5"] = "CA" stateDictionary["7"] = "CT" stateDictionary["8"] = "DE" stateDictionary["9"] = "FL" stateDictionary["10"] = "GA" stateDictionary["11"] = "HI" stateDictionary["12"] = "ID" stateDictionary["13"] = "IL" stateDictionary["14"] = "IN" stateDictionary["15"] = "IA" stateDictionary["16"] = "KS" stateDictionary["17"] = "KY" stateDictionary["18"] = "LA" stateDictionary["19"] = "ME" stateDictionary["20"] = "MD" stateDictionary["21"] = "MA" stateDictionary["22"] = "MI" stateDictionary["23"] = "MN" stateDictionary["24"] = "MS" stateDictionary["25"] = "MO" stateDictionary["26"] = "MT" stateDictionary["27"] = "NE" stateDictionary["28"] = "NV" stateDictionary["29"] = "NH" stateDictionary["30"] = "NJ" stateDictionary["31"] = "NM" stateDictionary["32"] = "NY" stateDictionary["33"] = "NC" stateDictionary["34"] = "ND" stateDictionary["35"] = "OH" stateDictionary["36"] = "OK" stateDictionary["37"] = "OR" stateDictionary["38"] = "PA" stateDictionary["39"] = "RI" stateDictionary["40"] = "SC" stateDictionary["41"] = "SD" stateDictionary["42"] = "TN" stateDictionary["43"] = "TX" stateDictionary["44"] = "UT" stateDictionary["45"] = "VT" stateDictionary["46"] = "VA" stateDictionary["47"] = "WA" stateDictionary["48"] = "WV" stateDictionary["49"] = "WI" stateDictionary["50"] = "WY" # create the state and integer mapping dictionary #createStateDictionary() # Driver Code g = Graph(50) #number of states 48 g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], 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[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0]] m=4 ## chromataic number start = time.time() g.graphColouring(m) done = time.time() elapsed = done - start print("THE TOTAL TIME TOOK FOR EXEC ----------------",elapsed) for key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
Final/Map Coloring ITCS 6150/Without Visualization/America/Without_Heuristic/ForwardChecking.py
# Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1":"red", "2":"green", "3":"yellow", "4":"blue"} ResultDictionary = {} DomainDictionary = {} class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True def getTheNeighbors(self, state): listofneighbors = [] for i in range(self.V): if self.graph[state][i] == 1: listofneighbors.append(i) return listofneighbors # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): try: if v == self.V: ## just to check if we have reached 50th end state. return True if not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false return False for c in DomainDictionary[v+1]: if self.isSafe(v, colour, c) == True: colour[v] = c ## assign the color to that state neighbors = self.getTheNeighbors(v) ## get the neighbors of the current state. # code to remove colors in its neighboring states for neighbor in neighbors: if c in DomainDictionary[neighbor+1]: DomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list if self.graphColourUtil(m, colour, v+1) == True: return True # revert the domain values of all current neighbors for neighbor in neighbors: a = neighbor+1 if c not in DomainDictionary[a]: DomainDictionary[a].append(c) ## remove the color from the neighbor domain list DomainDictionary[a].sort() colour[v] = 0 except Exception as e: print("something wrong", e) def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "AL" stateDictionary["2"] = "AK" stateDictionary["3"] = "AZ" stateDictionary["4"] = "AR" stateDictionary["6"] = "CO" stateDictionary["5"] = "CA" stateDictionary["7"] = "CT" stateDictionary["8"] = "DE" stateDictionary["9"] = "FL" stateDictionary["10"] = "GA" stateDictionary["11"] = "HI" stateDictionary["12"] = "ID" stateDictionary["13"] = "IL" stateDictionary["14"] = "IN" stateDictionary["15"] = "IA" stateDictionary["16"] = "KS" stateDictionary["17"] = "KY" stateDictionary["18"] = "LA" stateDictionary["19"] = "ME" stateDictionary["20"] = "MD" stateDictionary["21"] = "MA" stateDictionary["22"] = "MI" stateDictionary["23"] = "MN" stateDictionary["24"] = "MS" stateDictionary["25"] = "MO" stateDictionary["26"] = "MT" stateDictionary["27"] = "NE" stateDictionary["28"] = "NV" stateDictionary["29"] = "NH" stateDictionary["30"] = "NJ" stateDictionary["31"] = "NM" stateDictionary["32"] = "NY" stateDictionary["33"] = "NC" stateDictionary["34"] = "ND" stateDictionary["35"] = "OH" stateDictionary["36"] = "OK" stateDictionary["37"] = "OR" stateDictionary["38"] = "PA" stateDictionary["39"] = "RI" stateDictionary["40"] = "SC" stateDictionary["41"] = "SD" stateDictionary["42"] = "TN" stateDictionary["43"] = "TX" stateDictionary["44"] = "UT" stateDictionary["45"] = "VT" stateDictionary["46"] = "VA" stateDictionary["47"] = "WA" stateDictionary["48"] = "WV" stateDictionary["49"] = "WI" stateDictionary["50"] = "WY" def createdomainDictionary(): for key, value in enumerate(stateDictionary): listofintegers = list(range(1,5)) DomainDictionary[key+1] = listofintegers createdomainDictionary() # Driver Code g = Graph(50) #number of states 48 g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], 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[0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0]] m=4 ## chromataic number start = time.time() g.graphColouring(m) done = time.time() elapsed = done - start print("THE TOTAL TIME TOOK FOR EXEC ----------------",elapsed) for key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
Final/Map Coloring ITCS 6150/Without Visualization/America/Without_Heuristic/Singleton.py
# Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1":"red", "2":"green", "3":"yellow", "4":"blue"} ResultDictionary = {} DomainDictionary = {} import random class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True def getTheNeighbors(self, state): listofneighbors = [] for i in range(self.V): if self.graph[state][i] == 1: listofneighbors.append(i) return listofneighbors #singleton methods def checkIfAllStatesColored(self, colors): numberofvertices = 0 for color in colors: if color != 0: numberofvertices = numberofvertices + 1 # check if all states has been assigned. if numberofvertices == 50: return True else: return False def checkSingletonConstraints(self, v): if self.checkIfAllStatesColored(colour): ## break condition to check if all states colored or not. return True if v == self.V: ## just to check if we have reached 50th end state. v = random.choice([a for a in range(len(colour)) if colour[a] == 0]) def SingletonRemoveDomainVariables(self, v): ## code to remove the color from the domain dictionary from the current state if c in DomainDictionary[v+1]: DomainDictionary[v+1].remove(c) ## revert back the original domain variable current state color if c not in DomainDictionary[v+1]: DomainDictionary[v+1].append(c) DomainDictionary[v+1].sort() def SingletonHeartLogic(self, listofsingletonstates): if len(listofsingletonstates)==0: return stateToColor = -1 ## code to return the singleton state. for key,value in DomainDictionary.items(): if len(value) == 1 and colour[key-1] == 0: stateToColor = key break ## if there is no singleton state pass the v+1. if stateToColor == -1: ## select one random state from the uncolored. current = random.choice([a for a in range(len(colour)) if colour[a] == 0]) if self.graphColourUtil(m, colour, current) == True: return True else: ## if there is singleton state pass that singleton state. if self.graphColourUtil(m, colour, stateToColor-1) == True: return True # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): try: if v == self.V: ## just to check if we have reached 50th end state. return True ## singleton logic. listof_singleton_states = list(range(self.V%50)) ## core logic for singleton self.SingletonHeartLogic(listof_singleton_states) if not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false return False for c in DomainDictionary[v+1]: if self.isSafe(v, colour, c) == True: colour[v] = c ## assign the color to that state neighbors = self.getTheNeighbors(v) ## get the neighbors of the current state. # code to remove colors in its neighboring states for neighbor in neighbors: if c in DomainDictionary[neighbor+1]: DomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list if self.graphColourUtil(m, colour, v+1) == True: return True ## revert the domain values of all current neighbors for neighbor in neighbors: a = neighbor+1 if c not in DomainDictionary[a]: DomainDictionary[a].append(c) ## remove the color from the neighbor domain list DomainDictionary[a].sort() colour[v] = 0 except Exception as e: print("something wrong", e) def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "AL" stateDictionary["2"] = "AK" stateDictionary["3"] = "AZ" stateDictionary["4"] = "AR" stateDictionary["6"] = "CO" stateDictionary["5"] = "CA" stateDictionary["7"] = "CT" stateDictionary["8"] = "DE" stateDictionary["9"] = "FL" stateDictionary["10"] = "GA" stateDictionary["11"] = "HI" stateDictionary["12"] = "ID" stateDictionary["13"] = "IL" stateDictionary["14"] = "IN" stateDictionary["15"] = "IA" stateDictionary["16"] = "KS" stateDictionary["17"] = "KY" stateDictionary["18"] = "LA" stateDictionary["19"] = "ME" stateDictionary["20"] = "MD" stateDictionary["21"] = "MA" stateDictionary["22"] = "MI" stateDictionary["23"] = "MN" stateDictionary["24"] = "MS" stateDictionary["25"] = "MO" stateDictionary["26"] = "MT" stateDictionary["27"] = "NE" stateDictionary["28"] = "NV" stateDictionary["29"] = "NH" stateDictionary["30"] = "NJ" stateDictionary["31"] = "NM" stateDictionary["32"] = "NY" stateDictionary["33"] = "NC" stateDictionary["34"] = "ND" stateDictionary["35"] = "OH" stateDictionary["36"] = "OK" stateDictionary["37"] = "OR" stateDictionary["38"] = "PA" stateDictionary["39"] = "RI" stateDictionary["40"] = "SC" stateDictionary["41"] = "SD" stateDictionary["42"] = "TN" stateDictionary["43"] = "TX" stateDictionary["44"] = "UT" stateDictionary["45"] = "VT" stateDictionary["46"] = "VA" stateDictionary["47"] = "WA" stateDictionary["48"] = "WV" stateDictionary["49"] = "WI" stateDictionary["50"] = "WY" def createdomainDictionary(): for key, value in enumerate(stateDictionary): listofintegers = list(range(1,5)) DomainDictionary[key+1] = listofintegers createdomainDictionary() # Driver Code g = Graph(50) #number of states 48 g.graph = [[0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0,0,0,0], 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[0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0], [0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,1,0,1,0,0], [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,1,0,0], [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0], [1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0], [0,0,0,1,0,0,0,0,0,0,0,0,1,0,1,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1], [0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1], [0,0,1,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0], [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0], [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,0,0,1,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,1,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0], [0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0], [0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0], [0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0], [0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1], [1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,1,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0], [0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,0], [0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0], [0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0]] m=4 ## chromataic number start = time.time() g.graphColouring(m) done = time.time() elapsed = done - start print("THE TOTAL TIME TOOK FOR EXEC ----------------",elapsed) for key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
Final/Map Coloring ITCS 6150/Without Visualization/Australia/Heuristic/BackTracking_Heuristic.py
# Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1": "red", "2": "green", "3": "blue"} ResultDictionary = {} DomainDictionary = {} class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] ## heuristic functions def MRV(self, domainDictionary, colours): LeastRemainingValuesStates = {0:[],1:[],2:[],3:[]} for key, value in domainDictionary.items(): if len(value)==0 and colours[key-1] == 0: LeastRemainingValuesStates[0].append(key-1) elif(len(value)==1 and colours[key-1]==0): LeastRemainingValuesStates[1].append(key-1) elif(len(value)==2 and colours[key-1]==0): LeastRemainingValuesStates[2].append(key-1) elif(len(value)==3 and colours[key-1]==0): LeastRemainingValuesStates[3].append(key-1) if len(LeastRemainingValuesStates[0])>0: return LeastRemainingValuesStates[0] elif len(LeastRemainingValuesStates[1])>0: return LeastRemainingValuesStates[1] elif len(LeastRemainingValuesStates[2])>0: return LeastRemainingValuesStates[2] elif len(LeastRemainingValuesStates[3])>0: return LeastRemainingValuesStates[3] def DegreeConstraint(self, domainDictionary, colours): MaximumDegreeConstraint = 0 MaximumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 1: temp = temp + 1 if temp > MaximumDegreeConstraint: MaximumDegreeConstraint = temp MaximumDC_State = v return MaximumDC_State def LCV(self, domainDictionary, colours): MinimumDegreeConstraint = 0 MinimumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 0: temp = temp + 1 if temp > MinimumDegreeConstraint: MinimumDegreeConstraint = temp MinimumDC_State = v return MinimumDC_State def getTheNextState(self, domainDictionary, colours): if self.checkIfAllStatesColored(colours): return 0 NextState = 0 nextMRVStates = self.MRV(domainDictionary, colours) nextDCStates = self.DegreeConstraint(domainDictionary, colours) nextLCVStates = self.LCV(domainDictionary, colours) if (len(nextMRVStates)==1): NextState = nextMRVStates[0] elif(nextDCStates!=-1): NextState = nextDCStates else: NextState = nextLCVStates return NextState # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True def getTheNeighbors(self, state): listofneighbors = [] for i in range(self.V): if self.graph[state][i] == 1: listofneighbors.append(i) return listofneighbors #singleton methods def checkIfAllStatesColored(self, colors): numberofvertices = 0 for color in colors: if color != 0: numberofvertices = numberofvertices + 1 # check if all states has been assigned. if numberofvertices == 7: return True else: return False # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): try: if self.checkIfAllStatesColored(colour): return True if v == self.V: ## just to check if we have reached 50th end state. return True if not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false return False for c in DomainDictionary[v+1]: if self.isSafe(v, colour, c) == True: colour[v] = c ## assign the color to that state neighbors = self.getTheNeighbors(v) ## get the neighbors of the current state. # code to remove colors in its neighboring states for neighbor in neighbors: if c in DomainDictionary[neighbor+1]: DomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list Nextstate = self.getTheNextState(DomainDictionary, colour) if Nextstate != -1: if self.graphColourUtil(m, colour, Nextstate) == True: return True else: if self.graphColourUtil(m, colour, v+1) == True: return True # revert the domain values of all current neighbors for neighbor in neighbors: a = neighbor+1 if c not in DomainDictionary[a]: DomainDictionary[a].append(c) ## remove the color from the neighbor domain list DomainDictionary[a].sort() colour[v] = 0 except Exception as e: print("something wrong", e) def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "New South Wales" stateDictionary["2"] = "Northern Territory" stateDictionary["3"] = "Queensland" stateDictionary["4"] = "South Australia" stateDictionary["5"] = "Tasmania" stateDictionary["6"] = "Victoria" stateDictionary["7"] = "Western Australia" def createdomainDictionary(): for key, value in enumerate(stateDictionary): listofintegers = list(range(1,4)) DomainDictionary[key+1] = listofintegers createdomainDictionary() # Driver Code g = Graph(7) #number of states 7 g.graph = [[0,0,1,1,0,1,0], [0,0,1,1,0,0,1], [1,1,0,1,0,0,0], [1,1,1,1,0,1,1], [0,0,0,0,0,0,0], [1,0,0,1,0,0,0], [0,1,0,1,0,0,0]] m = 3 ## chromataic number start = time.time() g.graphColouring(m) done = time.time() elapsed = done - start print("THE TOTAL TIME TAKEN FOR EXEC ----------------",elapsed) for key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
Final/Map Coloring ITCS 6150/Without Visualization/Australia/Heuristic/ForwardChecking_Heuristic.py
# Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1": "red", "2": "green", "3": "blue"} ResultDictionary = {} DomainDictionary = {} class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] ## heuristic functions def MRV(self, domainDictionary, colours): LeastRemainingValuesStates = {0:[],1:[],2:[],3:[]} for key, value in domainDictionary.items(): if len(value)==0 and colours[key-1] == 0: LeastRemainingValuesStates[0].append(key-1) elif(len(value)==1 and colours[key-1]==0): LeastRemainingValuesStates[1].append(key-1) elif(len(value)==2 and colours[key-1]==0): LeastRemainingValuesStates[2].append(key-1) elif(len(value)==3 and colours[key-1]==0): LeastRemainingValuesStates[3].append(key-1) if len(LeastRemainingValuesStates[0])>0: return LeastRemainingValuesStates[0] elif len(LeastRemainingValuesStates[1])>0: return LeastRemainingValuesStates[1] elif len(LeastRemainingValuesStates[2])>0: return LeastRemainingValuesStates[2] elif len(LeastRemainingValuesStates[3])>0: return LeastRemainingValuesStates[3] def DegreeConstraint(self, domainDictionary, colours): MaximumDegreeConstraint = 0 MaximumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 1: temp = temp + 1 if temp > MaximumDegreeConstraint: MaximumDegreeConstraint = temp MaximumDC_State = v return MaximumDC_State def LCV(self, domainDictionary, colours): MinimumDegreeConstraint = 0 MinimumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 0: temp = temp + 1 if temp > MinimumDegreeConstraint: MinimumDegreeConstraint = temp MinimumDC_State = v return MinimumDC_State def getTheNextState(self, domainDictionary, colours): if self.checkIfAllStatesColored(colours): return 0 NextState = 0 nextMRVStates = self.MRV(domainDictionary, colours) nextDCStates = self.DegreeConstraint(domainDictionary, colours) nextLCVStates = self.LCV(domainDictionary, colours) if (len(nextMRVStates)==1): NextState = nextMRVStates[0] elif(nextDCStates!=-1): NextState = nextDCStates else: NextState = nextLCVStates return NextState # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True def getTheNeighbors(self, state): listofneighbors = [] for i in range(self.V): if self.graph[state][i] == 1: listofneighbors.append(i) return listofneighbors #singleton methods def checkIfAllStatesColored(self, colors): numberofvertices = 0 for color in colors: if color != 0: numberofvertices = numberofvertices + 1 # check if all states has been assigned. if numberofvertices == 7: return True else: return False # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): try: if self.checkIfAllStatesColored(colour): return True if v == self.V: ## just to check if we have reached 50th end state. return True if not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false return False for c in DomainDictionary[v+1]: if self.isSafe(v, colour, c) == True: colour[v] = c ## assign the color to that state neighbors = self.getTheNeighbors(v) ## get the neighbors of the current state. # code to remove colors in its neighboring states for neighbor in neighbors: if c in DomainDictionary[neighbor+1]: DomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list Nextstate = self.getTheNextState(DomainDictionary, colour) if Nextstate != -1: if self.graphColourUtil(m, colour, Nextstate) == True: return True else: if self.graphColourUtil(m, colour, v+1) == True: return True # revert the domain values of all current neighbors for neighbor in neighbors: a = neighbor+1 if c not in DomainDictionary[a]: DomainDictionary[a].append(c) ## remove the color from the neighbor domain list DomainDictionary[a].sort() colour[v] = 0 except Exception as e: print("something wrong", e) def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "New South Wales" stateDictionary["2"] = "Northern Territory" stateDictionary["3"] = "Queensland" stateDictionary["4"] = "South Australia" stateDictionary["5"] = "Tasmania" stateDictionary["6"] = "Victoria" stateDictionary["7"] = "Western Australia" def createdomainDictionary(): for key, value in enumerate(stateDictionary): listofintegers = list(range(1,4)) DomainDictionary[key+1] = listofintegers createdomainDictionary() # Driver Code g = Graph(7) #number of states 48 g.graph = [[0,0,1,1,0,1,0], [0,0,1,1,0,0,1], [1,1,0,1,0,0,0], [1,1,1,1,0,1,1], [0,0,0,0,0,0,0], [1,0,0,1,0,0,0], [0,1,0,1,0,0,0]] m = 3 ## chromataic number start = time.time() g.graphColouring(m) done = time.time() elapsed = done - start print("THE TOTAL TIME TAKEN FOR EXEC ----------------",elapsed) for key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
Final/Map Coloring ITCS 6150/Without Visualization/Australia/Heuristic/Singleton_Heuristic.py
# Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1": "red", "2": "green", "3": "blue"} ResultDictionary = {} DomainDictionary = {} class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] ## heuristic functions def MRV(self, domainDictionary, colours): LeastRemainingValuesStates = {0:[],1:[],2:[],3:[]} for key, value in domainDictionary.items(): if len(value)==0 and colours[key-1] == 0: LeastRemainingValuesStates[0].append(key-1) elif(len(value)==1 and colours[key-1]==0): LeastRemainingValuesStates[1].append(key-1) elif(len(value)==2 and colours[key-1]==0): LeastRemainingValuesStates[2].append(key-1) elif(len(value)==3 and colours[key-1]==0): LeastRemainingValuesStates[3].append(key-1) if len(LeastRemainingValuesStates[0])>0: return LeastRemainingValuesStates[0] elif len(LeastRemainingValuesStates[1])>0: return LeastRemainingValuesStates[1] elif len(LeastRemainingValuesStates[2])>0: return LeastRemainingValuesStates[2] elif len(LeastRemainingValuesStates[3])>0: return LeastRemainingValuesStates[3] def DegreeConstraint(self, domainDictionary, colours): MaximumDegreeConstraint = 0 MaximumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 1: temp = temp + 1 if temp > MaximumDegreeConstraint: MaximumDegreeConstraint = temp MaximumDC_State = v return MaximumDC_State def LCV(self, domainDictionary, colours): MinimumDegreeConstraint = 0 MinimumDC_State = -1 for v in range(self.V): if colours[v]!=0: continue temp = 0 for i in range(self.V): if self.graph[v][i] == 0: temp = temp + 1 if temp > MinimumDegreeConstraint: MinimumDegreeConstraint = temp MinimumDC_State = v return MinimumDC_State def getTheNextState(self, domainDictionary, colours): if self.checkIfAllStatesColored(colours): return 0 NextState = 0 nextMRVStates = self.MRV(domainDictionary, colours) nextDCStates = self.DegreeConstraint(domainDictionary, colours) nextLCVStates = self.LCV(domainDictionary, colours) if (len(nextMRVStates)==1): NextState = nextMRVStates[0] elif(nextDCStates!=-1): NextState = nextDCStates else: NextState = nextLCVStates return NextState # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True def getTheNeighbors(self, state): listofneighbors = [] for i in range(self.V): if self.graph[state][i] == 1: listofneighbors.append(i) return listofneighbors #singleton methods def checkIfAllStatesColored(self, colors): numberofvertices = 0 for color in colors: if color != 0: numberofvertices = numberofvertices + 1 # check if all states has been assigned. if numberofvertices == 7: return True else: return False def checkSingletonConstraints(self, v): if self.checkIfAllStatesColored(colour): ## break condition to check if all states colored or not. return True if v == self.V: ## just to check if we have reached 50th end state. v = random.choice([a for a in range(len(colour)) if colour[a] == 0]) def SingletonRemoveDomainVariables(self, v): ## code to remove the color from the domain dictionary from the current state if c in DomainDictionary[v+1]: DomainDictionary[v+1].remove(c) ## revert back the original domain variable current state color if c not in DomainDictionary[v+1]: DomainDictionary[v+1].append(c) DomainDictionary[v+1].sort() def SingletonHeartLogic(self, listofsingletonstates): if len(listofsingletonstates)==0: return stateToColor = -1 ## code to return the singleton state. for key,value in DomainDictionary.items(): if len(value) == 1 and colour[key-1] == 0: stateToColor = key break ## if there is no singleton state pass the v+1. if stateToColor == -1: ## select one random state from the uncolored. current = random.choice([a for a in range(len(colour)) if colour[a] == 0]) if self.graphColourUtil(m, colour, current) == True: return True else: ## if there is singleton state pass that singleton state. if self.graphColourUtil(m, colour, stateToColor-1) == True: return True # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): try: if self.checkIfAllStatesColored(colour): return True if v == self.V: ## just to check if we have reached 50th end state. return True ## singleton logic. listof_singleton_states = list(range(self.V%7)) ## core logic for singleton self.SingletonHeartLogic(listof_singleton_states) if not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false return False for c in DomainDictionary[v+1]: if self.isSafe(v, colour, c) == True: colour[v] = c ## assign the color to that state neighbors = self.getTheNeighbors(v) ## get the neighbors of the current state. # code to remove colors in its neighboring states for neighbor in neighbors: if c in DomainDictionary[neighbor+1]: DomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list Nextstate = self.getTheNextState(DomainDictionary, colour) if Nextstate != -1: if self.graphColourUtil(m, colour, Nextstate) == True: return True else: if self.graphColourUtil(m, colour, v+1) == True: return True # revert the domain values of all current neighbors for neighbor in neighbors: a = neighbor+1 if c not in DomainDictionary[a]: DomainDictionary[a].append(c) ## remove the color from the neighbor domain list DomainDictionary[a].sort() colour[v] = 0 except Exception as e: print("something wrong", e) def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "New South Wales" stateDictionary["2"] = "Northern Territory" stateDictionary["3"] = "Queensland" stateDictionary["4"] = "South Australia" stateDictionary["5"] = "Tasmania" stateDictionary["6"] = "Victoria" stateDictionary["7"] = "Western Australia" def createdomainDictionary(): for key, value in enumerate(stateDictionary): listofintegers = list(range(1,4)) DomainDictionary[key+1] = listofintegers createdomainDictionary() # Driver Code g = Graph(7) #number of states 48 g.graph = [[0,0,1,1,0,1,0], [0,0,1,1,0,0,1], [1,1,0,1,0,0,0], [1,1,1,1,0,1,1], [0,0,0,0,0,0,0], [1,0,0,1,0,0,0], [0,1,0,1,0,0,0]] m = 3 ## chromataic number start = time.time() g.graphColouring(m) done = time.time() elapsed = done - start print("THE TOTAL TIME TAKEN FOR EXEC ----------------",elapsed) for key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
Final/Map Coloring ITCS 6150/Without Visualization/Australia/Without_Heuristic/BackTracking.py
#Backtracking Australia (Without heuristic) # Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1": "red", "2": "green", "3": "blue"} ResultDictionary = {} class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): if v == self.V: return True for c in range(1, m + 1): if self.isSafe(v, colour, c) == True: colour[v] = c if self.graphColourUtil(m, colour, v + 1) == True: return True colour[v] = 0 def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx + 1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "New South Wales" stateDictionary["2"] = "Northern Territory" stateDictionary["3"] = "Queensland" stateDictionary["4"] = "South Australia" stateDictionary["5"] = "Tasmania" stateDictionary["6"] = "Victoria" stateDictionary["7"] = "Western Australia" # create the state and integer mapping dictionary # createStateDictionary() # Driver Code g = Graph(7) # number of states 7 g.graph = [[0,0,1,1,0,1,0], [0,0,1,1,0,0,1], [1,1,0,1,0,0,0], [1,1,1,1,0,1,1], [0,0,0,0,0,0,0], [1,0,0,1,0,0,0], [0,1,0,1,0,0,0]] m = 3 ## chromataic number start = time.time() g.graphColouring(m) done = time.time() elapsed = done - start print("THE TOTAL TIME TAKEN FOR EXEC ----------------",elapsed) for key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
Final/Map Coloring ITCS 6150/Without Visualization/Australia/Without_Heuristic/ForwardChecking.py
# Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1": "red", "2": "green", "3": "blue"} ResultDictionary = {} DomainDictionary = {} class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True def getTheNeighbors(self, state): listofneighbors = [] for i in range(self.V): if self.graph[state][i] == 1: listofneighbors.append(i) return listofneighbors # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): try: if v == self.V: ## just to check if we have reached 50th end state. return True if not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false return False for c in DomainDictionary[v+1]: if self.isSafe(v, colour, c) == True: colour[v] = c ## assign the color to that state neighbors = self.getTheNeighbors(v) ## get the neighbors of the current state. # code to remove colors in its neighboring states for neighbor in neighbors: if c in DomainDictionary[neighbor+1]: DomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list if self.graphColourUtil(m, colour, v+1) == True: return True # revert the domain values of all current neighbors for neighbor in neighbors: a = neighbor+1 if c not in DomainDictionary[a]: DomainDictionary[a].append(c) ## remove the color from the neighbor domain list DomainDictionary[a].sort() colour[v] = 0 except Exception as e: print("something wrong", e) def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "New South Wales" stateDictionary["2"] = "Northern Territory" stateDictionary["3"] = "Queensland" stateDictionary["4"] = "South Australia" stateDictionary["5"] = "Tasmania" stateDictionary["6"] = "Victoria" stateDictionary["7"] = "Western Australia" def createdomainDictionary(): for key, value in enumerate(stateDictionary): listofintegers = list(range(1,4)) DomainDictionary[key+1] = listofintegers createdomainDictionary() # Driver Code g = Graph(7) #number of states g.graph = [[0,0,1,1,0,1,0], [0,0,1,1,0,0,1], [1,1,0,1,0,0,0], [1,1,1,1,0,1,1], [0,0,0,0,0,0,0], [1,0,0,1,0,0,0], [0,1,0,1,0,0,0]] m = 3 ## chromataic number start = time.time() g.graphColouring(m) done = time.time() elapsed = done - start print("THE TOTAL TIME TAKEN FOR EXEC ----------------",elapsed) for key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
Final/Map Coloring ITCS 6150/Without Visualization/Australia/Without_Heuristic/SingleTon.py
# Python program for solution of M Coloring # problem using backtracking import time stateDictionary = {} colorDictionary = {"1": "red", "2": "green", "3": "blue"} ResultDictionary = {} DomainDictionary = {} import random class Graph(): def __init__(self, vertices): self.V = vertices self.graph = [[0 for column in range(vertices)] for row in range(vertices)] # A utility function to check if the current color assignment # is safe for vertex v def isSafe(self, v, colour, c): for i in range(self.V): if self.graph[v][i] == 1 and colour[i] == c: return False return True def getTheNeighbors(self, state): listofneighbors = [] for i in range(self.V): if self.graph[state][i] == 1: listofneighbors.append(i) return listofneighbors #singleton methods def checkIfAllStatesColored(self, colors): numberofvertices = 0 for color in colors: if color != 0: numberofvertices = numberofvertices + 1 # check if all states has been assigned. if numberofvertices == 7: return True else: return False def checkSingletonConstraints(self, v): if self.checkIfAllStatesColored(colour): ## break condition to check if all states colored or not. return True if v == self.V: ## just to check if we have reached end state. v = random.choice([a for a in range(len(colour)) if colour[a] == 0]) def SingletonRemoveDomainVariables(self, v): ## code to remove the color from the domain dictionary from the current state if c in DomainDictionary[v+1]: DomainDictionary[v+1].remove(c) ## revert back the original domain variable current state color if c not in DomainDictionary[v+1]: DomainDictionary[v+1].append(c) DomainDictionary[v+1].sort() def SingletonHeartLogic(self, listofsingletonstates): if len(listofsingletonstates)==0: return stateToColor = -1 ## code to return the singleton state. for key,value in DomainDictionary.items(): if len(value) == 1 and colour[key-1] == 0: stateToColor = key break ## if there is no singleton state pass the v+1. if stateToColor == -1: ## select one random state from the uncolored. current = random.choice([a for a in range(len(colour)) if colour[a] == 0]) if self.graphColourUtil(m, colour, current) == True: return True else: ## if there is singleton state pass that singleton state. if self.graphColourUtil(m, colour, stateToColor-1) == True: return True # A recursive utility function to solve m # coloring problem def graphColourUtil(self, m, colour, v): try: if v == self.V: ## just to check if we have reached 50th end state. return True ## singleton logic. listof_singleton_states = list(range(self.V%7)) ## core logic for singleton self.SingletonHeartLogic(listof_singleton_states) if not DomainDictionary[v+1]: ## check if the domain has no colors in their domain variables. if it is empty return false return False for c in DomainDictionary[v+1]: if self.isSafe(v, colour, c) == True: colour[v] = c ## assign the color to that state neighbors = self.getTheNeighbors(v) ## get the neighbors of the current state. # code to remove colors in its neighboring states for neighbor in neighbors: if c in DomainDictionary[neighbor+1]: DomainDictionary[neighbor+1].remove(c) ## remove the color from the neighbor domain list if self.graphColourUtil(m, colour, v+1) == True: return True ## revert the domain values of all current neighbors for neighbor in neighbors: a = neighbor+1 if c not in DomainDictionary[a]: DomainDictionary[a].append(c) ## remove the color from the neighbor domain list DomainDictionary[a].sort() colour[v] = 0 except Exception as e: print("something wrong", e) def graphColouring(self, m): colour = [0] * self.V if self.graphColourUtil(m, colour, 0) == False: return False # Print the solution print("Solution exist and Following are the assigned colours:") for idx, val in enumerate(colour): ResultDictionary[stateDictionary[str(idx+1)]] = colorDictionary[str(val)] return True stateDictionary["1"] = "New South Wales" stateDictionary["2"] = "Northern Territory" stateDictionary["3"] = "Queensland" stateDictionary["4"] = "South Australia" stateDictionary["5"] = "Tasmania" stateDictionary["6"] = "Victoria" stateDictionary["7"] = "Western Australia" def createdomainDictionary(): for key, value in enumerate(stateDictionary): listofintegers = list(range(1,4)) DomainDictionary[key+1] = listofintegers createdomainDictionary() # Driver Code g = Graph(7) #number of states 48 g.graph = [[0,0,1,1,0,1,0], [0,0,1,1,0,0,1], [1,1,0,1,0,0,0], [1,1,1,1,0,1,1], [0,0,0,0,0,0,0], [1,0,0,1,0,0,0], [0,1,0,1,0,0,0]] m = 3 ## chromataic number start = time.time() g.graphColouring(m) done = time.time() elapsed = done - start print("THE TOTAL TIME TAKEN FOR EXEC ----------------",elapsed) for key, value in ResultDictionary.items(): print("{} ==> {}".format(key,value))
