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Analysis of moving across the board in the game Pandemic Legacy Season 0.
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pandemic Legacy Season 0: Getting around quickly\n",
"\n",
"[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gist/orbeckst/8534574a179a63edd3f5ea4704a52efb/HEAD?filepath=distances-legacy-0.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Pandemic Legacy Season 0](https://www.zmangames.com/en/products/pandemic-legacy-season-0/) is a cooperative card-collecting and resource management game by Matt Leacock and Rob Daviau in which agents have to move across a map of the world, represented by cities connected by routes. Moving across the board and being quickly in the right place is an important component of the game. \n",
"\n",
"![Pandemic Legacy Season 0 Board](https://assets.dicebreaker.com/pandemic-legacy-season-0-board-game-gameplay-layout.png/BROK/resize/1920x1920%3E/format/jpg/quality/80/pandemic-legacy-season-0-board-game-gameplay-layout.png)\n",
"\n",
"The analysis presented here investigates different in-game approaches to move around the board quicker, using simple analysis of the graph formed by the connections (\"edges\") between the cities (\"nodes\"). It uses Python and the [networkx](https://networkx.org/) Python package.\n",
"\n",
"\n",
"**MINOR SPOILERS** — this analysis contains the description of one occupation that becomes available with *neutral aliases*."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using the notebook\n",
"This notebook contains _Python_ code to analyze movement on the Pandemic Legacy Season 0 board. You can just look at it and maybe that's already useful for you.\n",
"\n",
"You can also play with the code yourself and learn a little bit of [Python](https://www.python.org/) along the way — it's not hard, start by changing the code that you see, e.g., change location of Safehouses or a city that you want to move from. There are plenty resources on the web for learning Python.\n",
"\n",
"(If you already know Python, just dive in!) \n",
"\n",
"### Local Jupyter notebook\n",
"You can download the notebook itself and work with it within [Jupyter](https://jupyter.org/). The [gist](https://gist.github.com/orbeckst/8534574a179a63edd3f5ea4704a52efb) has all the information you need.\n",
"\n",
"### Cloud \"Binder\"\n",
"If you don't have _Jupyter_ and a _Python_ environment set up then you can also run this notebook in [Binder](https://mybinder.org/): Just click the \"Launch Binder\" banner\n",
"\n",
"[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gist/orbeckst/8534574a179a63edd3f5ea4704a52efb/HEAD?filepath=distances-legacy-0.ipynb)\n",
"\n",
"and a fully functioning Python environment is set up just for you. You can work in this environment and change anything you like (you cannot break anything). Note that launching Binder can take a while, please be patient, it's a free service that provides something very cool — a fully working programming environment!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Working with a Jupyter notebook 101\n",
"\n",
"Learn how to [use the Jupyter notebook](https://jupyter-notebook.readthedocs.io) and see the [Notebook Help](https://nbviewer.jupyter.org/github/ipython/ipython/blob/3.x/examples/Notebook/Index.ipynb). In brief\n",
"- Activate a cell with <kbd>return</kbd>, then edit it. (called **Edit mode**, the cell has a _green_ outline)\n",
"- Work with whole cells <kbd>ESC</kbd> (see the Help for commands) (called **Command mode**, the cell has a _blue_ outline)\n",
"- **Execute a cell** with <kbd>shift</kbd> `+` <kbd>return</kbd>: the Python code is run and you typically see results.\n",
"\n",
"Start by executing the cells _sequentially_, top to bottom. The Notebook remembers what you did in previous cells (e.g., we generate the graph representing the map and store it in the variable `world` early in the notebook and then use `world` repeatedly in other cells)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Computational Setup\n",
"\n",
"As in Pandemic, we need to have a setup-phase:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Loading packages (always execute the first three cells)\n",
"\n",
"A number of packages are needed that can be installed with standard mechanisms (e.g., using [conda](https://conda.io))."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import networkx as nx\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"plt.matplotlib.style.use(\"fivethirtyeight\")\n",
"plt.matplotlib.rcParams['figure.figsize'] = [8, 6]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We want to be able to see all of our output in pandas:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"pd.set_option('display.max_colwidth', 100)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Graph of the map"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All connections on the Pandemic Legacy Season 0 map, represented by a connection between two cities. We only need a single connection because we initially generate an undirected graph where an edge can be traveled in either direction:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"edges = [\n",
" # North America\n",
" (\"Washington\", \"New York\"),\n",
" (\"Washington\", \"Atlanta\"),\n",
" (\"Washington\", \"Toronto\"),\n",
" (\"Toronto\", \"New York\"),\n",
" (\"Toronto\", \"Atlanta\"),\n",
" (\"Toronto\", \"San Francisco\"),\n",
" (\"New York\", \"London\"),\n",
" (\"New York\", \"Madrid\"),\n",
" (\"Atlanta\", \"Mexico City\"),\n",
" (\"Atlanta\", \"Los Angeles\"),\n",
" (\"San Francisco\", \"Los Angeles\"),\n",
" (\"San Francisco\", \"Tokyo\"),\n",
" (\"San Francisco\", \"Saigon\"),\n",
" (\"Los Angeles\", \"Sydney\"),\n",
" (\"Los Angeles\", \"Mexico City\"),\n",
" (\"Mexico City\", \"Havana\"),\n",
" (\"Mexico City\", \"Bogota\"),\n",
" (\"Mexico City\", \"Lima\"),\n",
" (\"Havana\", \"Bogota\"),\n",
"\n",
"\n",
" # South America\n",
" (\"Bogota\", \"Sao Paulo\"),\n",
" (\"Bogota\", \"Lima\"),\n",
" (\"Bogota\", \"Buenos Aires\"),\n",
" (\"Lima\", \"Santiago\"),\n",
" (\"Lima\", \"Buenos Aires\"),\n",
" (\"Buenos Aires\", \"Sao Paulo\"),\n",
" (\"Sao Paulo\", \"Madrid\"),\n",
" (\"Sao Paulo\", \"Lagos\"),\n",
"\n",
" # Africa\n",
" (\"Lagos\", \"Leopoldville\"),\n",
" (\"Lagos\", \"Khartoum\"),\n",
" (\"Leopoldville\", \"Johannesburg\"),\n",
" (\"Leopoldville\", \"Khartoum\"),\n",
" (\"Johannesburg\", \"Khartoum\"),\n",
" (\"Khartoum\", \"Riyadh\"),\n",
" (\"Khartoum\", \"Cairo\"),\n",
" (\"Cairo\", \"Algiers\"),\n",
" (\"Cairo\", \"Istanbul\"),\n",
" (\"Cairo\", \"Baghdad\"),\n",
" (\"Cairo\", \"Riyadh\"),\n",
" (\"Algiers\", \"Rome\"),\n",
" (\"Algiers\", \"Madrid\"),\n",
"\n",
" # Europe\n",
" (\"Madrid\", \"London\"),\n",
" (\"Madrid\", \"Paris\"),\n",
" (\"London\", \"Paris\"),\n",
" (\"Paris\", \"East Berlin\"),\n",
" (\"Paris\", \"Prague\"),\n",
" (\"Paris\", \"Rome\"),\n",
" (\"Rome\", \"Istanbul\"),\n",
" (\"Istanbul\", \"Baghdad\"),\n",
" (\"Istanbul\", \"Kiev\"),\n",
" (\"East Berlin\", \"Warsaw\"),\n",
" (\"East Berlin\", \"Prague\"),\n",
" (\"Prague\", \"Istanbul\"),\n",
" (\"Prague\", \"Warsaw\"),\n",
" (\"Warsaw\", \"Leningrad\"),\n",
" (\"Warsaw\", \"Kiev\"),\n",
" (\"Warsaw\", \"Kiev\"),\n",
" (\"Leningrad\", \"Kiev\"),\n",
" (\"Leningrad\", \"Moscow\"),\n",
" (\"Kiev\", \"Moscow\"),\n",
" (\"Moscow\", \"Novosibirsk\"),\n",
" (\"Moscow\", \"Baghdad\"),\n",
"\n",
" # Asia\n",
" (\"Novosibirsk\", \"Peking\"),\n",
" (\"Baghdad\", \"Karachi\"),\n",
" (\"Baghdad\", \"Riyadh\"),\n",
" (\"Riyadh\", \"Karachi\"),\n",
" (\"Karachi\", \"Delhi\"),\n",
" (\"Karachi\", \"Bombay\"),\n",
" (\"Peking\", \"Pyongyang\"),\n",
" (\"Peking\", \"Shanghai\"),\n",
" (\"Delhi\", \"Bombay\"),\n",
" (\"Delhi\", \"Calcutta\"),\n",
" (\"Bombay\", \"Calcutta\"),\n",
" (\"Bombay\", \"Jakarta\"),\n",
" (\"Bombay\", \"Bangkok\"),\n",
" (\"Calcutta\", \"Hanoi\"),\n",
" (\"Calcutta\", \"Bangkok\"),\n",
" (\"Shanghai\", \"Tokyo\"),\n",
" (\"Shanghai\", \"Osaka\"),\n",
" (\"Shanghai\", \"Saigon\"),\n",
" (\"Shanghai\", \"Hanoi\"),\n",
" (\"Hanoi\", \"Saigon\"),\n",
" (\"Hanoi\", \"Manila\"),\n",
" (\"Hanoi\", \"Bangkok\"),\n",
" (\"Saigon\", \"Manila\"),\n",
" (\"Bangkok\", \"Manila\"),\n",
" (\"Bangkok\", \"Jakarta\"),\n",
"\n",
" # Pacific Rim\n",
" (\"Tokyo\", \"Osaka\"),\n",
" (\"Jakarta\", \"Manila\"),\n",
" (\"Jakarta\", \"Sydney\"),\n",
" (\"Manila\", \"Sydney\"),\n",
"]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create an undirected graph from the edges:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"world = nx.Graph(edges)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will use the `world` map throughout the notebook."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Safehouses"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will use safehouses later so we write a function to add a Safehouse to a city:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def add_safehouse(G, *cities):\n",
" for city in cities:\n",
" G.nodes[city][\"safehouse\"] = True"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By default we start with a safehouse in Washington so we add one for Washington right away:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"add_safehouse(world, \"Washington\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Graph-map of the world"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To layout the graph you can generate a layout with\n",
"```python\n",
"world_layout = nx.spring_layout(world) # keep same layout for notebook\n",
"```\n",
"Here I am storing a layout that looked good in previous runs (with some manual tweaks). You can replace it with a layout that you like."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# safe the world layout for reproducibility of figures (it is normally randomly generated with the spring layout)\n",
"\n",
"from numpy import array\n",
"world_layout = {'Washington': array([0.28086814, 0.34770202]),\n",
" 'New York': array([0.35, 0.14]),\n",
" 'Atlanta': array([0.25061993, 0.43]),\n",
" 'Toronto': array([0.04, 0.38]),\n",
" 'San Francisco': array([-0.19866523, 0.57]),\n",
" 'London': array([ 0.7, -0.11]),\n",
" 'Madrid': array([ 0.49, -0.11]),\n",
" 'Mexico City': array([0.44444135, 0.47055074]),\n",
" 'Los Angeles': array([0.07052228, 0.5]),\n",
" 'Tokyo': array([-0.51290905, 0.52651372]),\n",
" 'Saigon': array([-0.48049503, 0.4259822 ]),\n",
" 'Sydney': array([-0.22700979, 0.38693581]),\n",
" 'Havana': array([0.44444135, 0.25805103]),\n",
" 'Bogota': array([0.56, 0.36465945]),\n",
" 'Lima': array([0.72183316, 0.34626986]),\n",
" 'Sao Paulo': array([0.59962034, 0.11571203]),\n",
" 'Buenos Aires': array([0.75326111, 0.25805103]),\n",
" 'Santiago': array([0.88975122, 0.4]),\n",
" 'Lagos': array([ 0.36 , -0.07]),\n",
" 'Leopoldville': array([ 0.26, 0.02]),\n",
" 'Khartoum': array([ 0.19142748, -0.17526887]),\n",
" 'Johannesburg': array([ 0.10, 0.1]),\n",
" 'Riyadh': array([-0.04764774, -0.26904806]),\n",
" 'Cairo': array([ 0.09476583, -0.35535342]),\n",
" 'Algiers': array([ 0.31950821, -0.32614175]),\n",
" 'Istanbul': array([ 0.07824158, -0.53180177]),\n",
" 'Baghdad': array([-0.11803806, -0.40235578]),\n",
" 'Rome': array([ 0.27, -0.48]),\n",
" 'Paris': array([ 0.4086747 , -0.40838702]),\n",
" 'East Berlin': array([ 0.35, -0.67]),\n",
" 'Prague': array([ 0.23, -0.6072552 ]),\n",
" 'Kiev': array([-0.09137645, -0.64872186]),\n",
" 'Warsaw': array([ 0.0890934 , -0.71832754]),\n",
" 'Leningrad': array([-0.15090899, -0.71419175]),\n",
" 'Moscow': array([-0.30774637, -0.52347589]),\n",
" 'Novosibirsk': array([-0.59447063, -0.29844001]),\n",
" 'Peking': array([-0.77784296, 0.0077316 ]),\n",
" 'Karachi': array([-0.28764462, -0.20944076]),\n",
" 'Delhi': array([-0.48827415, -0.10600186]),\n",
" 'Bombay': array([-0.44908203, 0.01029369]),\n",
" 'Pyongyang': array([-0.9 , -0.1]),\n",
" 'Shanghai': array([-0.67825634, 0.34603984]),\n",
" 'Calcutta': array([-0.58465919, 0.06722976]),\n",
" 'Jakarta': array([-0.39532814, 0.22177352]),\n",
" 'Bangkok': array([-0.5269757 , 0.17339557]),\n",
" 'Hanoi': array([-0.59176 , 0.2769664]),\n",
" 'Osaka': array([-0.70354802, 0.53870507]),\n",
" 'Manila': array([-0.44518589, 0.32495209])}\n",
"del array"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The layout focuses on the connectedness and we marked cities with safehouses in red:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"node_colors = [\"red\" if data.get(\"safehouse\") else \"lightblue\" for city, data in world.nodes(data=True)]\n",
"nx.draw(world, with_labels=True, pos=world_layout, node_color=node_colors)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Distance from Washington to the rest of the world"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use the function [shortest_path()](https://networkx.org/documentation/stable/reference/algorithms/shortest_paths.html) to identify the shortest path on the map when only using the **Drive/Ferry action**. We pack it into a convenient Python function that takes our current map of the world as input (which will be important for later):"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def travel_from(G, source=\"Washington\"):\n",
" \"\"\"Return dataframe with shortest paths from `source` to all other cities in G\"\"\"\n",
" \n",
" minpaths = nx.algorithms.shortest_path(G, source)\n",
" data = [[source, target, len(p)-1, \"->\".join(p)] for target, p in minpaths.items()]\n",
" return pd.DataFrame(data, columns=[\"start\", \"end\", \"distance\", \"route\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The output is a pandas DataFrame that shows the shortest route from _Washington_ (start) to any other target city on the board (using the _Drive/Ferry_ action):"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>distance</th>\n",
" <th>route</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Washington</td>\n",
" <td>Washington</td>\n",
" <td>0</td>\n",
" <td>Washington</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Washington</td>\n",
" <td>New York</td>\n",
" <td>1</td>\n",
" <td>Washington-&gt;New York</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Washington</td>\n",
" <td>Atlanta</td>\n",
" <td>1</td>\n",
" <td>Washington-&gt;Atlanta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Washington</td>\n",
" <td>Toronto</td>\n",
" <td>1</td>\n",
" <td>Washington-&gt;Toronto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Washington</td>\n",
" <td>London</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;New York-&gt;London</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Washington</td>\n",
" <td>Madrid</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Washington</td>\n",
" <td>Mexico City</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Mexico City</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Washington</td>\n",
" <td>Los Angeles</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Los Angeles</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Washington</td>\n",
" <td>San Francisco</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Washington</td>\n",
" <td>Paris</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;New York-&gt;London-&gt;Paris</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Washington</td>\n",
" <td>Sao Paulo</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Sao Paulo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Washington</td>\n",
" <td>Algiers</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Algiers</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Washington</td>\n",
" <td>Havana</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Mexico City-&gt;Havana</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Washington</td>\n",
" <td>Bogota</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Mexico City-&gt;Bogota</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Washington</td>\n",
" <td>Lima</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Mexico City-&gt;Lima</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Washington</td>\n",
" <td>Sydney</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Los Angeles-&gt;Sydney</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Washington</td>\n",
" <td>Tokyo</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Tokyo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Washington</td>\n",
" <td>Saigon</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Saigon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Washington</td>\n",
" <td>East Berlin</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;New York-&gt;London-&gt;Paris-&gt;East Berlin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Washington</td>\n",
" <td>Prague</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;New York-&gt;London-&gt;Paris-&gt;Prague</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Washington</td>\n",
" <td>Rome</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;New York-&gt;London-&gt;Paris-&gt;Rome</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Washington</td>\n",
" <td>Buenos Aires</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Sao Paulo-&gt;Buenos Aires</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Washington</td>\n",
" <td>Lagos</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Sao Paulo-&gt;Lagos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Washington</td>\n",
" <td>Cairo</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Algiers-&gt;Cairo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Washington</td>\n",
" <td>Santiago</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Mexico City-&gt;Lima-&gt;Santiago</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Washington</td>\n",
" <td>Jakarta</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Los Angeles-&gt;Sydney-&gt;Jakarta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Washington</td>\n",
" <td>Manila</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Los Angeles-&gt;Sydney-&gt;Manila</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Washington</td>\n",
" <td>Shanghai</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Tokyo-&gt;Shanghai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Washington</td>\n",
" <td>Osaka</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Tokyo-&gt;Osaka</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Washington</td>\n",
" <td>Hanoi</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Saigon-&gt;Hanoi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Washington</td>\n",
" <td>Warsaw</td>\n",
" <td>5</td>\n",
" <td>Washington-&gt;New York-&gt;London-&gt;Paris-&gt;East Berlin-&gt;Warsaw</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Washington</td>\n",
" <td>Istanbul</td>\n",
" <td>5</td>\n",
" <td>Washington-&gt;New York-&gt;London-&gt;Paris-&gt;Prague-&gt;Istanbul</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Washington</td>\n",
" <td>Leopoldville</td>\n",
" <td>5</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Sao Paulo-&gt;Lagos-&gt;Leopoldville</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Washington</td>\n",
" <td>Khartoum</td>\n",
" <td>5</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Sao Paulo-&gt;Lagos-&gt;Khartoum</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Washington</td>\n",
" <td>Baghdad</td>\n",
" <td>5</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Algiers-&gt;Cairo-&gt;Baghdad</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Washington</td>\n",
" <td>Riyadh</td>\n",
" <td>5</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Algiers-&gt;Cairo-&gt;Riyadh</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Washington</td>\n",
" <td>Bombay</td>\n",
" <td>5</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Los Angeles-&gt;Sydney-&gt;Jakarta-&gt;Bombay</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Washington</td>\n",
" <td>Bangkok</td>\n",
" <td>5</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Los Angeles-&gt;Sydney-&gt;Jakarta-&gt;Bangkok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>Washington</td>\n",
" <td>Peking</td>\n",
" <td>5</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Tokyo-&gt;Shanghai-&gt;Peking</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>Washington</td>\n",
" <td>Calcutta</td>\n",
" <td>5</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Saigon-&gt;Hanoi-&gt;Calcutta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>Washington</td>\n",
" <td>Leningrad</td>\n",
" <td>6</td>\n",
" <td>Washington-&gt;New York-&gt;London-&gt;Paris-&gt;East Berlin-&gt;Warsaw-&gt;Leningrad</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>Washington</td>\n",
" <td>Kiev</td>\n",
" <td>6</td>\n",
" <td>Washington-&gt;New York-&gt;London-&gt;Paris-&gt;East Berlin-&gt;Warsaw-&gt;Kiev</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>Washington</td>\n",
" <td>Johannesburg</td>\n",
" <td>6</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Sao Paulo-&gt;Lagos-&gt;Leopoldville-&gt;Johannesburg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>Washington</td>\n",
" <td>Moscow</td>\n",
" <td>6</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Algiers-&gt;Cairo-&gt;Baghdad-&gt;Moscow</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>Washington</td>\n",
" <td>Karachi</td>\n",
" <td>6</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Algiers-&gt;Cairo-&gt;Baghdad-&gt;Karachi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>Washington</td>\n",
" <td>Delhi</td>\n",
" <td>6</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Los Angeles-&gt;Sydney-&gt;Jakarta-&gt;Bombay-&gt;Delhi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>Washington</td>\n",
" <td>Novosibirsk</td>\n",
" <td>6</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Tokyo-&gt;Shanghai-&gt;Peking-&gt;Novosibirsk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>Washington</td>\n",
" <td>Pyongyang</td>\n",
" <td>6</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Tokyo-&gt;Shanghai-&gt;Peking-&gt;Pyongyang</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" start end distance \\\n",
"0 Washington Washington 0 \n",
"1 Washington New York 1 \n",
"2 Washington Atlanta 1 \n",
"3 Washington Toronto 1 \n",
"4 Washington London 2 \n",
"5 Washington Madrid 2 \n",
"6 Washington Mexico City 2 \n",
"7 Washington Los Angeles 2 \n",
"8 Washington San Francisco 2 \n",
"9 Washington Paris 3 \n",
"10 Washington Sao Paulo 3 \n",
"11 Washington Algiers 3 \n",
"12 Washington Havana 3 \n",
"13 Washington Bogota 3 \n",
"14 Washington Lima 3 \n",
"15 Washington Sydney 3 \n",
"16 Washington Tokyo 3 \n",
"17 Washington Saigon 3 \n",
"18 Washington East Berlin 4 \n",
"19 Washington Prague 4 \n",
"20 Washington Rome 4 \n",
"21 Washington Buenos Aires 4 \n",
"22 Washington Lagos 4 \n",
"23 Washington Cairo 4 \n",
"24 Washington Santiago 4 \n",
"25 Washington Jakarta 4 \n",
"26 Washington Manila 4 \n",
"27 Washington Shanghai 4 \n",
"28 Washington Osaka 4 \n",
"29 Washington Hanoi 4 \n",
"30 Washington Warsaw 5 \n",
"31 Washington Istanbul 5 \n",
"32 Washington Leopoldville 5 \n",
"33 Washington Khartoum 5 \n",
"34 Washington Baghdad 5 \n",
"35 Washington Riyadh 5 \n",
"36 Washington Bombay 5 \n",
"37 Washington Bangkok 5 \n",
"38 Washington Peking 5 \n",
"39 Washington Calcutta 5 \n",
"40 Washington Leningrad 6 \n",
"41 Washington Kiev 6 \n",
"42 Washington Johannesburg 6 \n",
"43 Washington Moscow 6 \n",
"44 Washington Karachi 6 \n",
"45 Washington Delhi 6 \n",
"46 Washington Novosibirsk 6 \n",
"47 Washington Pyongyang 6 \n",
"\n",
" route \n",
"0 Washington \n",
"1 Washington->New York \n",
"2 Washington->Atlanta \n",
"3 Washington->Toronto \n",
"4 Washington->New York->London \n",
"5 Washington->New York->Madrid \n",
"6 Washington->Atlanta->Mexico City \n",
"7 Washington->Atlanta->Los Angeles \n",
"8 Washington->Toronto->San Francisco \n",
"9 Washington->New York->London->Paris \n",
"10 Washington->New York->Madrid->Sao Paulo \n",
"11 Washington->New York->Madrid->Algiers \n",
"12 Washington->Atlanta->Mexico City->Havana \n",
"13 Washington->Atlanta->Mexico City->Bogota \n",
"14 Washington->Atlanta->Mexico City->Lima \n",
"15 Washington->Atlanta->Los Angeles->Sydney \n",
"16 Washington->Toronto->San Francisco->Tokyo \n",
"17 Washington->Toronto->San Francisco->Saigon \n",
"18 Washington->New York->London->Paris->East Berlin \n",
"19 Washington->New York->London->Paris->Prague \n",
"20 Washington->New York->London->Paris->Rome \n",
"21 Washington->New York->Madrid->Sao Paulo->Buenos Aires \n",
"22 Washington->New York->Madrid->Sao Paulo->Lagos \n",
"23 Washington->New York->Madrid->Algiers->Cairo \n",
"24 Washington->Atlanta->Mexico City->Lima->Santiago \n",
"25 Washington->Atlanta->Los Angeles->Sydney->Jakarta \n",
"26 Washington->Atlanta->Los Angeles->Sydney->Manila \n",
"27 Washington->Toronto->San Francisco->Tokyo->Shanghai \n",
"28 Washington->Toronto->San Francisco->Tokyo->Osaka \n",
"29 Washington->Toronto->San Francisco->Saigon->Hanoi \n",
"30 Washington->New York->London->Paris->East Berlin->Warsaw \n",
"31 Washington->New York->London->Paris->Prague->Istanbul \n",
"32 Washington->New York->Madrid->Sao Paulo->Lagos->Leopoldville \n",
"33 Washington->New York->Madrid->Sao Paulo->Lagos->Khartoum \n",
"34 Washington->New York->Madrid->Algiers->Cairo->Baghdad \n",
"35 Washington->New York->Madrid->Algiers->Cairo->Riyadh \n",
"36 Washington->Atlanta->Los Angeles->Sydney->Jakarta->Bombay \n",
"37 Washington->Atlanta->Los Angeles->Sydney->Jakarta->Bangkok \n",
"38 Washington->Toronto->San Francisco->Tokyo->Shanghai->Peking \n",
"39 Washington->Toronto->San Francisco->Saigon->Hanoi->Calcutta \n",
"40 Washington->New York->London->Paris->East Berlin->Warsaw->Leningrad \n",
"41 Washington->New York->London->Paris->East Berlin->Warsaw->Kiev \n",
"42 Washington->New York->Madrid->Sao Paulo->Lagos->Leopoldville->Johannesburg \n",
"43 Washington->New York->Madrid->Algiers->Cairo->Baghdad->Moscow \n",
"44 Washington->New York->Madrid->Algiers->Cairo->Baghdad->Karachi \n",
"45 Washington->Atlanta->Los Angeles->Sydney->Jakarta->Bombay->Delhi \n",
"46 Washington->Toronto->San Francisco->Tokyo->Shanghai->Peking->Novosibirsk \n",
"47 Washington->Toronto->San Francisco->Tokyo->Shanghai->Peking->Pyongyang "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"travel_from(world)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data show that you can get to anywhere on the board from Washington in 6 steps.\n",
"\n",
"This is obviously a problem if you need to get somewhere in the first round to prevent an incident where you only have four actions (maximum 3 to move and 1 to remove an agent)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's color our map by travel distance:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def draw_with_distance_from(G, city=\"Washington\", world=world, pos=None, vmin=0, vmax=8, cmap=plt.cm.inferno_r):\n",
" df = travel_from(G, city)\n",
" mindist = {e:d for e, d in zip(df.end, df.distance)}\n",
" node_colors = [mindist[city] for city in G.nodes]\n",
" if pos is None:\n",
" pos = nx.spring_layout(world)\n",
" nx.draw(world, with_labels=True, node_color=node_colors, pos=pos, vmin=vmin, vmax=vmax, cmap=cmap)\n",
" plt.colorbar(plt.cm.ScalarMappable(norm=plt.matplotlib.colors.Normalize(vmin=vmin, vmax=vmax), cmap=cmap))"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"draw_with_distance_from(world, \"Washington\", pos=world_layout)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Explorations\n",
"\n",
"Let's look at the map and see what the travel distance is from some cities that are far away from Washington. This gives us an idea of how quickly a character can move back when they are \"in the field\"."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>distance</th>\n",
" <th>route</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Baghdad</td>\n",
" <td>Baghdad</td>\n",
" <td>0</td>\n",
" <td>Baghdad</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Baghdad</td>\n",
" <td>Cairo</td>\n",
" <td>1</td>\n",
" <td>Baghdad-&gt;Cairo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Baghdad</td>\n",
" <td>Istanbul</td>\n",
" <td>1</td>\n",
" <td>Baghdad-&gt;Istanbul</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Baghdad</td>\n",
" <td>Moscow</td>\n",
" <td>1</td>\n",
" <td>Baghdad-&gt;Moscow</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Baghdad</td>\n",
" <td>Karachi</td>\n",
" <td>1</td>\n",
" <td>Baghdad-&gt;Karachi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Baghdad</td>\n",
" <td>Riyadh</td>\n",
" <td>1</td>\n",
" <td>Baghdad-&gt;Riyadh</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Baghdad</td>\n",
" <td>Khartoum</td>\n",
" <td>2</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Khartoum</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Baghdad</td>\n",
" <td>Algiers</td>\n",
" <td>2</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Algiers</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Baghdad</td>\n",
" <td>Rome</td>\n",
" <td>2</td>\n",
" <td>Baghdad-&gt;Istanbul-&gt;Rome</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Baghdad</td>\n",
" <td>Kiev</td>\n",
" <td>2</td>\n",
" <td>Baghdad-&gt;Istanbul-&gt;Kiev</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Baghdad</td>\n",
" <td>Prague</td>\n",
" <td>2</td>\n",
" <td>Baghdad-&gt;Istanbul-&gt;Prague</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Baghdad</td>\n",
" <td>Leningrad</td>\n",
" <td>2</td>\n",
" <td>Baghdad-&gt;Moscow-&gt;Leningrad</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Baghdad</td>\n",
" <td>Novosibirsk</td>\n",
" <td>2</td>\n",
" <td>Baghdad-&gt;Moscow-&gt;Novosibirsk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Baghdad</td>\n",
" <td>Delhi</td>\n",
" <td>2</td>\n",
" <td>Baghdad-&gt;Karachi-&gt;Delhi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Baghdad</td>\n",
" <td>Bombay</td>\n",
" <td>2</td>\n",
" <td>Baghdad-&gt;Karachi-&gt;Bombay</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Baghdad</td>\n",
" <td>Lagos</td>\n",
" <td>3</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Baghdad</td>\n",
" <td>Leopoldville</td>\n",
" <td>3</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Leopoldville</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Baghdad</td>\n",
" <td>Johannesburg</td>\n",
" <td>3</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Johannesburg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Baghdad</td>\n",
" <td>Madrid</td>\n",
" <td>3</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Algiers-&gt;Madrid</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Baghdad</td>\n",
" <td>Paris</td>\n",
" <td>3</td>\n",
" <td>Baghdad-&gt;Istanbul-&gt;Rome-&gt;Paris</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Baghdad</td>\n",
" <td>Warsaw</td>\n",
" <td>3</td>\n",
" <td>Baghdad-&gt;Istanbul-&gt;Kiev-&gt;Warsaw</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Baghdad</td>\n",
" <td>East Berlin</td>\n",
" <td>3</td>\n",
" <td>Baghdad-&gt;Istanbul-&gt;Prague-&gt;East Berlin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Baghdad</td>\n",
" <td>Peking</td>\n",
" <td>3</td>\n",
" <td>Baghdad-&gt;Moscow-&gt;Novosibirsk-&gt;Peking</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Baghdad</td>\n",
" <td>Calcutta</td>\n",
" <td>3</td>\n",
" <td>Baghdad-&gt;Karachi-&gt;Delhi-&gt;Calcutta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Baghdad</td>\n",
" <td>Jakarta</td>\n",
" <td>3</td>\n",
" <td>Baghdad-&gt;Karachi-&gt;Bombay-&gt;Jakarta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Baghdad</td>\n",
" <td>Bangkok</td>\n",
" <td>3</td>\n",
" <td>Baghdad-&gt;Karachi-&gt;Bombay-&gt;Bangkok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Baghdad</td>\n",
" <td>Sao Paulo</td>\n",
" <td>4</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Baghdad</td>\n",
" <td>New York</td>\n",
" <td>4</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Algiers-&gt;Madrid-&gt;New York</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Baghdad</td>\n",
" <td>London</td>\n",
" <td>4</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Algiers-&gt;Madrid-&gt;London</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Baghdad</td>\n",
" <td>Pyongyang</td>\n",
" <td>4</td>\n",
" <td>Baghdad-&gt;Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Pyongyang</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Baghdad</td>\n",
" <td>Shanghai</td>\n",
" <td>4</td>\n",
" <td>Baghdad-&gt;Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Baghdad</td>\n",
" <td>Hanoi</td>\n",
" <td>4</td>\n",
" <td>Baghdad-&gt;Karachi-&gt;Delhi-&gt;Calcutta-&gt;Hanoi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Baghdad</td>\n",
" <td>Manila</td>\n",
" <td>4</td>\n",
" <td>Baghdad-&gt;Karachi-&gt;Bombay-&gt;Jakarta-&gt;Manila</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Baghdad</td>\n",
" <td>Sydney</td>\n",
" <td>4</td>\n",
" <td>Baghdad-&gt;Karachi-&gt;Bombay-&gt;Jakarta-&gt;Sydney</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Baghdad</td>\n",
" <td>Bogota</td>\n",
" <td>5</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo-&gt;Bogota</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Baghdad</td>\n",
" <td>Buenos Aires</td>\n",
" <td>5</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo-&gt;Buenos Aires</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Baghdad</td>\n",
" <td>Washington</td>\n",
" <td>5</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Algiers-&gt;Madrid-&gt;New York-&gt;Washington</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Baghdad</td>\n",
" <td>Toronto</td>\n",
" <td>5</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Algiers-&gt;Madrid-&gt;New York-&gt;Toronto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>Baghdad</td>\n",
" <td>Tokyo</td>\n",
" <td>5</td>\n",
" <td>Baghdad-&gt;Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Tokyo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>Baghdad</td>\n",
" <td>Osaka</td>\n",
" <td>5</td>\n",
" <td>Baghdad-&gt;Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Osaka</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>Baghdad</td>\n",
" <td>Saigon</td>\n",
" <td>5</td>\n",
" <td>Baghdad-&gt;Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Saigon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>Baghdad</td>\n",
" <td>Los Angeles</td>\n",
" <td>5</td>\n",
" <td>Baghdad-&gt;Karachi-&gt;Bombay-&gt;Jakarta-&gt;Sydney-&gt;Los Angeles</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>Baghdad</td>\n",
" <td>Mexico City</td>\n",
" <td>6</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo-&gt;Bogota-&gt;Mexico City</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>Baghdad</td>\n",
" <td>Havana</td>\n",
" <td>6</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo-&gt;Bogota-&gt;Havana</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>Baghdad</td>\n",
" <td>Lima</td>\n",
" <td>6</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo-&gt;Bogota-&gt;Lima</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>Baghdad</td>\n",
" <td>Atlanta</td>\n",
" <td>6</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Algiers-&gt;Madrid-&gt;New York-&gt;Washington-&gt;Atlanta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>Baghdad</td>\n",
" <td>San Francisco</td>\n",
" <td>6</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Algiers-&gt;Madrid-&gt;New York-&gt;Toronto-&gt;San Francisco</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>Baghdad</td>\n",
" <td>Santiago</td>\n",
" <td>7</td>\n",
" <td>Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo-&gt;Bogota-&gt;Lima-&gt;Santiago</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" start end distance \\\n",
"0 Baghdad Baghdad 0 \n",
"1 Baghdad Cairo 1 \n",
"2 Baghdad Istanbul 1 \n",
"3 Baghdad Moscow 1 \n",
"4 Baghdad Karachi 1 \n",
"5 Baghdad Riyadh 1 \n",
"6 Baghdad Khartoum 2 \n",
"7 Baghdad Algiers 2 \n",
"8 Baghdad Rome 2 \n",
"9 Baghdad Kiev 2 \n",
"10 Baghdad Prague 2 \n",
"11 Baghdad Leningrad 2 \n",
"12 Baghdad Novosibirsk 2 \n",
"13 Baghdad Delhi 2 \n",
"14 Baghdad Bombay 2 \n",
"15 Baghdad Lagos 3 \n",
"16 Baghdad Leopoldville 3 \n",
"17 Baghdad Johannesburg 3 \n",
"18 Baghdad Madrid 3 \n",
"19 Baghdad Paris 3 \n",
"20 Baghdad Warsaw 3 \n",
"21 Baghdad East Berlin 3 \n",
"22 Baghdad Peking 3 \n",
"23 Baghdad Calcutta 3 \n",
"24 Baghdad Jakarta 3 \n",
"25 Baghdad Bangkok 3 \n",
"26 Baghdad Sao Paulo 4 \n",
"27 Baghdad New York 4 \n",
"28 Baghdad London 4 \n",
"29 Baghdad Pyongyang 4 \n",
"30 Baghdad Shanghai 4 \n",
"31 Baghdad Hanoi 4 \n",
"32 Baghdad Manila 4 \n",
"33 Baghdad Sydney 4 \n",
"34 Baghdad Bogota 5 \n",
"35 Baghdad Buenos Aires 5 \n",
"36 Baghdad Washington 5 \n",
"37 Baghdad Toronto 5 \n",
"38 Baghdad Tokyo 5 \n",
"39 Baghdad Osaka 5 \n",
"40 Baghdad Saigon 5 \n",
"41 Baghdad Los Angeles 5 \n",
"42 Baghdad Mexico City 6 \n",
"43 Baghdad Havana 6 \n",
"44 Baghdad Lima 6 \n",
"45 Baghdad Atlanta 6 \n",
"46 Baghdad San Francisco 6 \n",
"47 Baghdad Santiago 7 \n",
"\n",
" route \n",
"0 Baghdad \n",
"1 Baghdad->Cairo \n",
"2 Baghdad->Istanbul \n",
"3 Baghdad->Moscow \n",
"4 Baghdad->Karachi \n",
"5 Baghdad->Riyadh \n",
"6 Baghdad->Cairo->Khartoum \n",
"7 Baghdad->Cairo->Algiers \n",
"8 Baghdad->Istanbul->Rome \n",
"9 Baghdad->Istanbul->Kiev \n",
"10 Baghdad->Istanbul->Prague \n",
"11 Baghdad->Moscow->Leningrad \n",
"12 Baghdad->Moscow->Novosibirsk \n",
"13 Baghdad->Karachi->Delhi \n",
"14 Baghdad->Karachi->Bombay \n",
"15 Baghdad->Cairo->Khartoum->Lagos \n",
"16 Baghdad->Cairo->Khartoum->Leopoldville \n",
"17 Baghdad->Cairo->Khartoum->Johannesburg \n",
"18 Baghdad->Cairo->Algiers->Madrid \n",
"19 Baghdad->Istanbul->Rome->Paris \n",
"20 Baghdad->Istanbul->Kiev->Warsaw \n",
"21 Baghdad->Istanbul->Prague->East Berlin \n",
"22 Baghdad->Moscow->Novosibirsk->Peking \n",
"23 Baghdad->Karachi->Delhi->Calcutta \n",
"24 Baghdad->Karachi->Bombay->Jakarta \n",
"25 Baghdad->Karachi->Bombay->Bangkok \n",
"26 Baghdad->Cairo->Khartoum->Lagos->Sao Paulo \n",
"27 Baghdad->Cairo->Algiers->Madrid->New York \n",
"28 Baghdad->Cairo->Algiers->Madrid->London \n",
"29 Baghdad->Moscow->Novosibirsk->Peking->Pyongyang \n",
"30 Baghdad->Moscow->Novosibirsk->Peking->Shanghai \n",
"31 Baghdad->Karachi->Delhi->Calcutta->Hanoi \n",
"32 Baghdad->Karachi->Bombay->Jakarta->Manila \n",
"33 Baghdad->Karachi->Bombay->Jakarta->Sydney \n",
"34 Baghdad->Cairo->Khartoum->Lagos->Sao Paulo->Bogota \n",
"35 Baghdad->Cairo->Khartoum->Lagos->Sao Paulo->Buenos Aires \n",
"36 Baghdad->Cairo->Algiers->Madrid->New York->Washington \n",
"37 Baghdad->Cairo->Algiers->Madrid->New York->Toronto \n",
"38 Baghdad->Moscow->Novosibirsk->Peking->Shanghai->Tokyo \n",
"39 Baghdad->Moscow->Novosibirsk->Peking->Shanghai->Osaka \n",
"40 Baghdad->Moscow->Novosibirsk->Peking->Shanghai->Saigon \n",
"41 Baghdad->Karachi->Bombay->Jakarta->Sydney->Los Angeles \n",
"42 Baghdad->Cairo->Khartoum->Lagos->Sao Paulo->Bogota->Mexico City \n",
"43 Baghdad->Cairo->Khartoum->Lagos->Sao Paulo->Bogota->Havana \n",
"44 Baghdad->Cairo->Khartoum->Lagos->Sao Paulo->Bogota->Lima \n",
"45 Baghdad->Cairo->Algiers->Madrid->New York->Washington->Atlanta \n",
"46 Baghdad->Cairo->Algiers->Madrid->New York->Toronto->San Francisco \n",
"47 Baghdad->Cairo->Khartoum->Lagos->Sao Paulo->Bogota->Lima->Santiago "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"travel_from(world, \"Baghdad\")"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"draw_with_distance_from(world, \"Baghdad\", pos=world_layout)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>distance</th>\n",
" <th>route</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Moscow</td>\n",
" <td>Moscow</td>\n",
" <td>0</td>\n",
" <td>Moscow</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Moscow</td>\n",
" <td>Leningrad</td>\n",
" <td>1</td>\n",
" <td>Moscow-&gt;Leningrad</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Moscow</td>\n",
" <td>Kiev</td>\n",
" <td>1</td>\n",
" <td>Moscow-&gt;Kiev</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Moscow</td>\n",
" <td>Novosibirsk</td>\n",
" <td>1</td>\n",
" <td>Moscow-&gt;Novosibirsk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Moscow</td>\n",
" <td>Baghdad</td>\n",
" <td>1</td>\n",
" <td>Moscow-&gt;Baghdad</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Moscow</td>\n",
" <td>Warsaw</td>\n",
" <td>2</td>\n",
" <td>Moscow-&gt;Leningrad-&gt;Warsaw</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Moscow</td>\n",
" <td>Istanbul</td>\n",
" <td>2</td>\n",
" <td>Moscow-&gt;Kiev-&gt;Istanbul</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Moscow</td>\n",
" <td>Peking</td>\n",
" <td>2</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Moscow</td>\n",
" <td>Cairo</td>\n",
" <td>2</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Moscow</td>\n",
" <td>Karachi</td>\n",
" <td>2</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Karachi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Moscow</td>\n",
" <td>Riyadh</td>\n",
" <td>2</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Riyadh</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Moscow</td>\n",
" <td>East Berlin</td>\n",
" <td>3</td>\n",
" <td>Moscow-&gt;Leningrad-&gt;Warsaw-&gt;East Berlin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Moscow</td>\n",
" <td>Prague</td>\n",
" <td>3</td>\n",
" <td>Moscow-&gt;Leningrad-&gt;Warsaw-&gt;Prague</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Moscow</td>\n",
" <td>Rome</td>\n",
" <td>3</td>\n",
" <td>Moscow-&gt;Kiev-&gt;Istanbul-&gt;Rome</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Moscow</td>\n",
" <td>Pyongyang</td>\n",
" <td>3</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Pyongyang</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Moscow</td>\n",
" <td>Shanghai</td>\n",
" <td>3</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Moscow</td>\n",
" <td>Khartoum</td>\n",
" <td>3</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Khartoum</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Moscow</td>\n",
" <td>Algiers</td>\n",
" <td>3</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Algiers</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Moscow</td>\n",
" <td>Delhi</td>\n",
" <td>3</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Karachi-&gt;Delhi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Moscow</td>\n",
" <td>Bombay</td>\n",
" <td>3</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Karachi-&gt;Bombay</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Moscow</td>\n",
" <td>Paris</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Leningrad-&gt;Warsaw-&gt;East Berlin-&gt;Paris</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Moscow</td>\n",
" <td>Tokyo</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Tokyo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Moscow</td>\n",
" <td>Osaka</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Osaka</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Moscow</td>\n",
" <td>Saigon</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Saigon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Moscow</td>\n",
" <td>Hanoi</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Hanoi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Moscow</td>\n",
" <td>Lagos</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Moscow</td>\n",
" <td>Leopoldville</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Leopoldville</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Moscow</td>\n",
" <td>Johannesburg</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Johannesburg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Moscow</td>\n",
" <td>Madrid</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Algiers-&gt;Madrid</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Moscow</td>\n",
" <td>Calcutta</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Karachi-&gt;Delhi-&gt;Calcutta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Moscow</td>\n",
" <td>Jakarta</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Karachi-&gt;Bombay-&gt;Jakarta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Moscow</td>\n",
" <td>Bangkok</td>\n",
" <td>4</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Karachi-&gt;Bombay-&gt;Bangkok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Moscow</td>\n",
" <td>London</td>\n",
" <td>5</td>\n",
" <td>Moscow-&gt;Leningrad-&gt;Warsaw-&gt;East Berlin-&gt;Paris-&gt;London</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Moscow</td>\n",
" <td>San Francisco</td>\n",
" <td>5</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Tokyo-&gt;San Francisco</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Moscow</td>\n",
" <td>Manila</td>\n",
" <td>5</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Saigon-&gt;Manila</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Moscow</td>\n",
" <td>Sao Paulo</td>\n",
" <td>5</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Moscow</td>\n",
" <td>New York</td>\n",
" <td>5</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Algiers-&gt;Madrid-&gt;New York</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Moscow</td>\n",
" <td>Sydney</td>\n",
" <td>5</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Karachi-&gt;Bombay-&gt;Jakarta-&gt;Sydney</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>Moscow</td>\n",
" <td>Toronto</td>\n",
" <td>6</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Tokyo-&gt;San Francisco-&gt;Toronto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>Moscow</td>\n",
" <td>Los Angeles</td>\n",
" <td>6</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Tokyo-&gt;San Francisco-&gt;Los Angeles</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>Moscow</td>\n",
" <td>Bogota</td>\n",
" <td>6</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo-&gt;Bogota</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>Moscow</td>\n",
" <td>Buenos Aires</td>\n",
" <td>6</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo-&gt;Buenos Aires</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>Moscow</td>\n",
" <td>Washington</td>\n",
" <td>6</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Algiers-&gt;Madrid-&gt;New York-&gt;Washington</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>Moscow</td>\n",
" <td>Atlanta</td>\n",
" <td>7</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Tokyo-&gt;San Francisco-&gt;Toronto-&gt;Atlanta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>Moscow</td>\n",
" <td>Mexico City</td>\n",
" <td>7</td>\n",
" <td>Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Shanghai-&gt;Tokyo-&gt;San Francisco-&gt;Los Angeles-&gt;Mexico City</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>Moscow</td>\n",
" <td>Havana</td>\n",
" <td>7</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo-&gt;Bogota-&gt;Havana</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>Moscow</td>\n",
" <td>Lima</td>\n",
" <td>7</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo-&gt;Bogota-&gt;Lima</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>Moscow</td>\n",
" <td>Santiago</td>\n",
" <td>8</td>\n",
" <td>Moscow-&gt;Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Lagos-&gt;Sao Paulo-&gt;Bogota-&gt;Lima-&gt;Santiago</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" start end distance \\\n",
"0 Moscow Moscow 0 \n",
"1 Moscow Leningrad 1 \n",
"2 Moscow Kiev 1 \n",
"3 Moscow Novosibirsk 1 \n",
"4 Moscow Baghdad 1 \n",
"5 Moscow Warsaw 2 \n",
"6 Moscow Istanbul 2 \n",
"7 Moscow Peking 2 \n",
"8 Moscow Cairo 2 \n",
"9 Moscow Karachi 2 \n",
"10 Moscow Riyadh 2 \n",
"11 Moscow East Berlin 3 \n",
"12 Moscow Prague 3 \n",
"13 Moscow Rome 3 \n",
"14 Moscow Pyongyang 3 \n",
"15 Moscow Shanghai 3 \n",
"16 Moscow Khartoum 3 \n",
"17 Moscow Algiers 3 \n",
"18 Moscow Delhi 3 \n",
"19 Moscow Bombay 3 \n",
"20 Moscow Paris 4 \n",
"21 Moscow Tokyo 4 \n",
"22 Moscow Osaka 4 \n",
"23 Moscow Saigon 4 \n",
"24 Moscow Hanoi 4 \n",
"25 Moscow Lagos 4 \n",
"26 Moscow Leopoldville 4 \n",
"27 Moscow Johannesburg 4 \n",
"28 Moscow Madrid 4 \n",
"29 Moscow Calcutta 4 \n",
"30 Moscow Jakarta 4 \n",
"31 Moscow Bangkok 4 \n",
"32 Moscow London 5 \n",
"33 Moscow San Francisco 5 \n",
"34 Moscow Manila 5 \n",
"35 Moscow Sao Paulo 5 \n",
"36 Moscow New York 5 \n",
"37 Moscow Sydney 5 \n",
"38 Moscow Toronto 6 \n",
"39 Moscow Los Angeles 6 \n",
"40 Moscow Bogota 6 \n",
"41 Moscow Buenos Aires 6 \n",
"42 Moscow Washington 6 \n",
"43 Moscow Atlanta 7 \n",
"44 Moscow Mexico City 7 \n",
"45 Moscow Havana 7 \n",
"46 Moscow Lima 7 \n",
"47 Moscow Santiago 8 \n",
"\n",
" route \n",
"0 Moscow \n",
"1 Moscow->Leningrad \n",
"2 Moscow->Kiev \n",
"3 Moscow->Novosibirsk \n",
"4 Moscow->Baghdad \n",
"5 Moscow->Leningrad->Warsaw \n",
"6 Moscow->Kiev->Istanbul \n",
"7 Moscow->Novosibirsk->Peking \n",
"8 Moscow->Baghdad->Cairo \n",
"9 Moscow->Baghdad->Karachi \n",
"10 Moscow->Baghdad->Riyadh \n",
"11 Moscow->Leningrad->Warsaw->East Berlin \n",
"12 Moscow->Leningrad->Warsaw->Prague \n",
"13 Moscow->Kiev->Istanbul->Rome \n",
"14 Moscow->Novosibirsk->Peking->Pyongyang \n",
"15 Moscow->Novosibirsk->Peking->Shanghai \n",
"16 Moscow->Baghdad->Cairo->Khartoum \n",
"17 Moscow->Baghdad->Cairo->Algiers \n",
"18 Moscow->Baghdad->Karachi->Delhi \n",
"19 Moscow->Baghdad->Karachi->Bombay \n",
"20 Moscow->Leningrad->Warsaw->East Berlin->Paris \n",
"21 Moscow->Novosibirsk->Peking->Shanghai->Tokyo \n",
"22 Moscow->Novosibirsk->Peking->Shanghai->Osaka \n",
"23 Moscow->Novosibirsk->Peking->Shanghai->Saigon \n",
"24 Moscow->Novosibirsk->Peking->Shanghai->Hanoi \n",
"25 Moscow->Baghdad->Cairo->Khartoum->Lagos \n",
"26 Moscow->Baghdad->Cairo->Khartoum->Leopoldville \n",
"27 Moscow->Baghdad->Cairo->Khartoum->Johannesburg \n",
"28 Moscow->Baghdad->Cairo->Algiers->Madrid \n",
"29 Moscow->Baghdad->Karachi->Delhi->Calcutta \n",
"30 Moscow->Baghdad->Karachi->Bombay->Jakarta \n",
"31 Moscow->Baghdad->Karachi->Bombay->Bangkok \n",
"32 Moscow->Leningrad->Warsaw->East Berlin->Paris->London \n",
"33 Moscow->Novosibirsk->Peking->Shanghai->Tokyo->San Francisco \n",
"34 Moscow->Novosibirsk->Peking->Shanghai->Saigon->Manila \n",
"35 Moscow->Baghdad->Cairo->Khartoum->Lagos->Sao Paulo \n",
"36 Moscow->Baghdad->Cairo->Algiers->Madrid->New York \n",
"37 Moscow->Baghdad->Karachi->Bombay->Jakarta->Sydney \n",
"38 Moscow->Novosibirsk->Peking->Shanghai->Tokyo->San Francisco->Toronto \n",
"39 Moscow->Novosibirsk->Peking->Shanghai->Tokyo->San Francisco->Los Angeles \n",
"40 Moscow->Baghdad->Cairo->Khartoum->Lagos->Sao Paulo->Bogota \n",
"41 Moscow->Baghdad->Cairo->Khartoum->Lagos->Sao Paulo->Buenos Aires \n",
"42 Moscow->Baghdad->Cairo->Algiers->Madrid->New York->Washington \n",
"43 Moscow->Novosibirsk->Peking->Shanghai->Tokyo->San Francisco->Toronto->Atlanta \n",
"44 Moscow->Novosibirsk->Peking->Shanghai->Tokyo->San Francisco->Los Angeles->Mexico City \n",
"45 Moscow->Baghdad->Cairo->Khartoum->Lagos->Sao Paulo->Bogota->Havana \n",
"46 Moscow->Baghdad->Cairo->Khartoum->Lagos->Sao Paulo->Bogota->Lima \n",
"47 Moscow->Baghdad->Cairo->Khartoum->Lagos->Sao Paulo->Bogota->Lima->Santiago "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"travel_from(world, \"Moscow\")"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"draw_with_distance_from(world, \"Moscow\", pos=world_layout)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that travel from Baghdad (in a fairly central location of the map) and from Moscow (which looks as if it is on the edge of the map) to any part in the world can be farther that from Washington. \n",
"\n",
"Also note that because Moscow is connected to Baghdad, the two locations are actually fairly similar even though they look to be central and on the periphery on the map."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Accelerating travel\n",
"How does adding *Visa* assets or other abilities change travel?\n",
"\n",
"### Visa Asset\n",
"For example, let's give our alias a *Visa to Baghdad*, i.e., from anywhere on the map they can directly fly to Baghdad. Baghdad has a good central location in a region that is difficult to get to from Washington (Washington -> Baghdad is 5 steps) and Baghdad has 5 connections to surrounding cities. In our maps it appears to be at the center of the middle Eastern Asia cluster of cities. It is also a Soviet city, which is more difficult to get to by other means (no _Commercial flight_ action) so making it a Visa city is attractive.\n",
"\n",
"How does this change the character's ability to get from Washington to anywhere in the world?\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We make a copy of the map and add the new connections to the graph:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"def add_visa(G, city):\n",
" \"\"\"Return new graph with visa to `city` added\"\"\"\n",
" \n",
" # make it directed graph\n",
" G_with_visa = nx.DiGraph(G)\n",
" \n",
" # visas are directed edges TO the city\n",
" G_with_visa.add_edges_from([(n, city) for n in G.nodes])\n",
" G_with_visa.nodes[city][\"visa\"] = True\n",
" return G_with_visa"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make a new graph in which there are additional connections:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"world_Baghdad_visa = add_visa(world, \"Baghdad\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This graph looks very confusing but note that now normal edges between cities are two sided arrows whereas edges from non-neighboring cities to Baghdad only point towards Baghdad (yellow dot). The graph is now a _directed_ graph because the visa edges can only be traveled in one direction, namely towards Baghdad:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def get_color(data):\n",
" \"\"\"Set color depending on city status\"\"\"\n",
" if data.get(\"safehouse\") and data.get(\"visa\"):\n",
" return \"orange\"\n",
" elif data.get(\"safehouse\"):\n",
" return \"red\"\n",
" elif data.get(\"visa\"):\n",
" return \"yellow\"\n",
" return \"lightblue\"\n",
"\n",
"node_colors_visa = [get_color(data) for city, data in world_Baghdad_visa.nodes(data=True)]\n",
"nx.draw(world_Baghdad_visa, with_labels=True, pos=world_layout, node_color=node_colors_visa)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How does this visa improve our travels from Washington? Calculate the shortest paths on our new graph with the visa edges to Baghdad included:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>start</th>\n",
" <th>end</th>\n",
" <th>distance</th>\n",
" <th>route</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Washington</td>\n",
" <td>Washington</td>\n",
" <td>0</td>\n",
" <td>Washington</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Washington</td>\n",
" <td>New York</td>\n",
" <td>1</td>\n",
" <td>Washington-&gt;New York</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Washington</td>\n",
" <td>Atlanta</td>\n",
" <td>1</td>\n",
" <td>Washington-&gt;Atlanta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Washington</td>\n",
" <td>Toronto</td>\n",
" <td>1</td>\n",
" <td>Washington-&gt;Toronto</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Washington</td>\n",
" <td>Baghdad</td>\n",
" <td>1</td>\n",
" <td>Washington-&gt;Baghdad</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Washington</td>\n",
" <td>London</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;New York-&gt;London</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Washington</td>\n",
" <td>Madrid</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Washington</td>\n",
" <td>Mexico City</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Mexico City</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Washington</td>\n",
" <td>Los Angeles</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Los Angeles</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Washington</td>\n",
" <td>San Francisco</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Washington</td>\n",
" <td>Cairo</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Cairo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Washington</td>\n",
" <td>Istanbul</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Istanbul</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Washington</td>\n",
" <td>Moscow</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Moscow</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Washington</td>\n",
" <td>Karachi</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Karachi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Washington</td>\n",
" <td>Riyadh</td>\n",
" <td>2</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Riyadh</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Washington</td>\n",
" <td>Paris</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;New York-&gt;London-&gt;Paris</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Washington</td>\n",
" <td>Sao Paulo</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Sao Paulo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Washington</td>\n",
" <td>Algiers</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Algiers</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Washington</td>\n",
" <td>Havana</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Mexico City-&gt;Havana</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Washington</td>\n",
" <td>Bogota</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Mexico City-&gt;Bogota</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Washington</td>\n",
" <td>Lima</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Mexico City-&gt;Lima</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Washington</td>\n",
" <td>Sydney</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Los Angeles-&gt;Sydney</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Washington</td>\n",
" <td>Tokyo</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Tokyo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Washington</td>\n",
" <td>Saigon</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Saigon</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Washington</td>\n",
" <td>Khartoum</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Cairo-&gt;Khartoum</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Washington</td>\n",
" <td>Rome</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Istanbul-&gt;Rome</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Washington</td>\n",
" <td>Kiev</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Istanbul-&gt;Kiev</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Washington</td>\n",
" <td>Prague</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Istanbul-&gt;Prague</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Washington</td>\n",
" <td>Leningrad</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Moscow-&gt;Leningrad</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Washington</td>\n",
" <td>Novosibirsk</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Moscow-&gt;Novosibirsk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Washington</td>\n",
" <td>Delhi</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Karachi-&gt;Delhi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Washington</td>\n",
" <td>Bombay</td>\n",
" <td>3</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Karachi-&gt;Bombay</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Washington</td>\n",
" <td>East Berlin</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;New York-&gt;London-&gt;Paris-&gt;East Berlin</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Washington</td>\n",
" <td>Buenos Aires</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Sao Paulo-&gt;Buenos Aires</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Washington</td>\n",
" <td>Lagos</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;New York-&gt;Madrid-&gt;Sao Paulo-&gt;Lagos</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Washington</td>\n",
" <td>Santiago</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Mexico City-&gt;Lima-&gt;Santiago</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Washington</td>\n",
" <td>Jakarta</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Los Angeles-&gt;Sydney-&gt;Jakarta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Washington</td>\n",
" <td>Manila</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Atlanta-&gt;Los Angeles-&gt;Sydney-&gt;Manila</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>Washington</td>\n",
" <td>Shanghai</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Tokyo-&gt;Shanghai</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>Washington</td>\n",
" <td>Osaka</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Tokyo-&gt;Osaka</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>Washington</td>\n",
" <td>Hanoi</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Toronto-&gt;San Francisco-&gt;Saigon-&gt;Hanoi</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>Washington</td>\n",
" <td>Leopoldville</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Leopoldville</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>Washington</td>\n",
" <td>Johannesburg</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Cairo-&gt;Khartoum-&gt;Johannesburg</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>Washington</td>\n",
" <td>Warsaw</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Istanbul-&gt;Kiev-&gt;Warsaw</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>Washington</td>\n",
" <td>Peking</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Moscow-&gt;Novosibirsk-&gt;Peking</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>Washington</td>\n",
" <td>Calcutta</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Karachi-&gt;Delhi-&gt;Calcutta</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>Washington</td>\n",
" <td>Bangkok</td>\n",
" <td>4</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Karachi-&gt;Bombay-&gt;Bangkok</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>Washington</td>\n",
" <td>Pyongyang</td>\n",
" <td>5</td>\n",
" <td>Washington-&gt;Baghdad-&gt;Moscow-&gt;Novosibirsk-&gt;Peking-&gt;Pyongyang</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" start end distance \\\n",
"0 Washington Washington 0 \n",
"1 Washington New York 1 \n",
"2 Washington Atlanta 1 \n",
"3 Washington Toronto 1 \n",
"4 Washington Baghdad 1 \n",
"5 Washington London 2 \n",
"6 Washington Madrid 2 \n",
"7 Washington Mexico City 2 \n",
"8 Washington Los Angeles 2 \n",
"9 Washington San Francisco 2 \n",
"10 Washington Cairo 2 \n",
"11 Washington Istanbul 2 \n",
"12 Washington Moscow 2 \n",
"13 Washington Karachi 2 \n",
"14 Washington Riyadh 2 \n",
"15 Washington Paris 3 \n",
"16 Washington Sao Paulo 3 \n",
"17 Washington Algiers 3 \n",
"18 Washington Havana 3 \n",
"19 Washington Bogota 3 \n",
"20 Washington Lima 3 \n",
"21 Washington Sydney 3 \n",
"22 Washington Tokyo 3 \n",
"23 Washington Saigon 3 \n",
"24 Washington Khartoum 3 \n",
"25 Washington Rome 3 \n",
"26 Washington Kiev 3 \n",
"27 Washington Prague 3 \n",
"28 Washington Leningrad 3 \n",
"29 Washington Novosibirsk 3 \n",
"30 Washington Delhi 3 \n",
"31 Washington Bombay 3 \n",
"32 Washington East Berlin 4 \n",
"33 Washington Buenos Aires 4 \n",
"34 Washington Lagos 4 \n",
"35 Washington Santiago 4 \n",
"36 Washington Jakarta 4 \n",
"37 Washington Manila 4 \n",
"38 Washington Shanghai 4 \n",
"39 Washington Osaka 4 \n",
"40 Washington Hanoi 4 \n",
"41 Washington Leopoldville 4 \n",
"42 Washington Johannesburg 4 \n",
"43 Washington Warsaw 4 \n",
"44 Washington Peking 4 \n",
"45 Washington Calcutta 4 \n",
"46 Washington Bangkok 4 \n",
"47 Washington Pyongyang 5 \n",
"\n",
" route \n",
"0 Washington \n",
"1 Washington->New York \n",
"2 Washington->Atlanta \n",
"3 Washington->Toronto \n",
"4 Washington->Baghdad \n",
"5 Washington->New York->London \n",
"6 Washington->New York->Madrid \n",
"7 Washington->Atlanta->Mexico City \n",
"8 Washington->Atlanta->Los Angeles \n",
"9 Washington->Toronto->San Francisco \n",
"10 Washington->Baghdad->Cairo \n",
"11 Washington->Baghdad->Istanbul \n",
"12 Washington->Baghdad->Moscow \n",
"13 Washington->Baghdad->Karachi \n",
"14 Washington->Baghdad->Riyadh \n",
"15 Washington->New York->London->Paris \n",
"16 Washington->New York->Madrid->Sao Paulo \n",
"17 Washington->New York->Madrid->Algiers \n",
"18 Washington->Atlanta->Mexico City->Havana \n",
"19 Washington->Atlanta->Mexico City->Bogota \n",
"20 Washington->Atlanta->Mexico City->Lima \n",
"21 Washington->Atlanta->Los Angeles->Sydney \n",
"22 Washington->Toronto->San Francisco->Tokyo \n",
"23 Washington->Toronto->San Francisco->Saigon \n",
"24 Washington->Baghdad->Cairo->Khartoum \n",
"25 Washington->Baghdad->Istanbul->Rome \n",
"26 Washington->Baghdad->Istanbul->Kiev \n",
"27 Washington->Baghdad->Istanbul->Prague \n",
"28 Washington->Baghdad->Moscow->Leningrad \n",
"29 Washington->Baghdad->Moscow->Novosibirsk \n",
"30 Washington->Baghdad->Karachi->Delhi \n",
"31 Washington->Baghdad->Karachi->Bombay \n",
"32 Washington->New York->London->Paris->East Berlin \n",
"33 Washington->New York->Madrid->Sao Paulo->Buenos Aires \n",
"34 Washington->New York->Madrid->Sao Paulo->Lagos \n",
"35 Washington->Atlanta->Mexico City->Lima->Santiago \n",
"36 Washington->Atlanta->Los Angeles->Sydney->Jakarta \n",
"37 Washington->Atlanta->Los Angeles->Sydney->Manila \n",
"38 Washington->Toronto->San Francisco->Tokyo->Shanghai \n",
"39 Washington->Toronto->San Francisco->Tokyo->Osaka \n",
"40 Washington->Toronto->San Francisco->Saigon->Hanoi \n",
"41 Washington->Baghdad->Cairo->Khartoum->Leopoldville \n",
"42 Washington->Baghdad->Cairo->Khartoum->Johannesburg \n",
"43 Washington->Baghdad->Istanbul->Kiev->Warsaw \n",
"44 Washington->Baghdad->Moscow->Novosibirsk->Peking \n",
"45 Washington->Baghdad->Karachi->Delhi->Calcutta \n",
"46 Washington->Baghdad->Karachi->Bombay->Bangkok \n",
"47 Washington->Baghdad->Moscow->Novosibirsk->Peking->Pyongyang "
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"travel_from(world_Baghdad_visa, \"Washington\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now the longest travel distance is 5 (only for Pyongyang) and all other cities can be reached in 4 or less.\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Redraw our normal map, colored by distance\""
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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J18IhCIKgK+8GGcWKuOkkz+dhF7THorskm16/fk2BAgUyvWsuUqQI169eQwaEJscTo0jBXM9AG2AAfF/QQXvcw7Ys+/55RIJSQT65HgCRqUmM8T/D/yrX1AYYAPXr19ceu7q60qVLF86ePfvRIMPE5O2AxcTERAwMDLQzFFauXEm3bt1QRb8m6Z+st2C8Sxn6lNi9K8nf5+ePnqtWqwkMDMwQTDx79gxHR0dtMNGkSRNcXFywtbX9rF0G169fp0+fPtjb23Pr1q1Mp31K9IyRN/kNjUqB+t4W1I8OgTIJNBqQGyIt3ghphf5I/n/KqpubG7t376Z9+/bs3buXunXrfrQeUqmUGjVqUKNGDby8vLQtHN9//z2mpqbaMRwi4BAE4VvwTQUZBQoU4PXr1yiVygyBRlhYGFZWlvR1rc9qvwv0u30Ua4N8dLcpS438Nqg0GjYE3+ZcZDAxihTtF2iMMkUbZFyJDsNIJqe0yoBBgwZRsGBBChYsSExMDH/++SfPnj1DpVKRmppKhw4dPlrfN4s/Qdo+HmvWrKFx48bpzondtw51VMYxGFmVcv8GGpUSiezt+xEVFZUhmLh79y7m5ubaYKJNmzZ4eHhQpkwZ9PX1c1z+p0pKSmL69OmsX7+eRYsW0aVLl48GNxKZHjKXPshc+nw0/3r16rFjxw7at2/P/v37qVWrVpbrJpVKqVmzJjVr1mT+/PnpAg4zMzNtC0fZsmWznKcgCEJmpHl0sug3FWTUrFkTAwMD/vzzz3RjMhISEjhy5AizZs6k6BE/filVA7VGg09UCJ6PL7Gn8v+4EBXCxahQ5jjVw1rfmASVgnb/HODdvqZmhUoQr0xl+ePr9O80jtjYWB4/fsz69espUqQItra2vH79mvj4eHbu3Mnly5e1gcjHHplJjI9j9JJVePs/QyqR8L/ilvxcwRa9THYYXXH/BXufRrK1gSPtTj7g1++KUbeIGYrQZ3jPnkQ7z8VUr16dp0+f8vr1ayQSCSqVCgcHB6ZMmUKzZs0yrMb5pV24cIG+fftSoUIF/Pz8Pmmg6Ic0atSIzZs306ZNGw4fPky1atkfxf3vgOPy5cvs3r2bpk2bYmZmpm3hEAGHIAg5IVb8zAPMzc2ZOnUqw4YNw8zMLN3sEjs7O3r26sXcXV1wVqiw0DPARJbWQiGTSEhUKdCTSjGT65OsVrEu+E6mZQx1qMI642gOHDiAt7c3RkZG7Ny5k8mTJ9OrVy+uXr1Ky5YtqVevHjNnzuTVq1fpHs+fP+fGjRsZnlcoFHTv3p1ixYppA4/Hd/xICQnnRPNyqNQaep97zPL7Lxherki6Os31DcHnZSy7GpUmv4Gc9g6W7AuMoG4RMyRqFWe8D1KwYEHGjBmDgYEBHTp04NChQ9SqVYu5c+fi6emZLij70hISEvjll1/YvXs3v//+Oz/88EOul9m0aVPWrVtHq1atOHLkiHYfkpyQSqXUqlWLWrVqsWDBAm3A4e7ujoWFhbaFw9nZWYdXkEajSkUdchninoMGMCuK1KYGErmBzssSBEH4pgZ+vrF27VoWLVqkXSejTZs2zJkzh/z58/NDo6acPn+WZJWSwgb56G1XHrf8tiSplMwJuMKt2HBM5fr0siuH15NrrHdthq2hiXbg5xA3d6ptnEO/QQN58eIFBw8e5PDhw4wZM4bIyEjq1auHvb090dHR2sWZPkaj0WBvb4+npyelS5fWBh6jR47gj+9sqW+dNnbjWHA0s28Fc6Zlef4OjWHyjefUL2LOo5gk1tUthYleWqQbFJ9C06P3uNGmAkZyKX19o2g5aATDhw9n0qRJBAUFsWnTJiBt2qm1tTWHDh3SrtT5JZ0+fZr+/ftTu3ZtFi1alOnGZLlp//79DB48mGPHjlGhQgWd5q1Wq7l06RK7d+9mz549WFhYaFs4PjXg0MQGobo0G3Xo5bRBr5r/XzROIoP8pZDaVEdWcyISs2I6uBJBED6Hdwd+lrDJ2uD0j3kSelp7LGaX5AKNSs2lHuNJCHieo/RFWtSj/JQhOq5VxjEZGo0GuVzOuR++o7g87QvjblQiP5x8gH+HSvwdGsOPF56g0mhYX7cUta3N0uXX4dQDupUsSB1rU2oevkdgcAiFChWiT58+2NnZ4enpqT23YsWKeHh4fJYWg/eJiYlh/PjxeHt7s2LFClq0aPHF6rJnzx6GDRvGiRMnPrp/SU69G3Ds3r0bS0tLbQuHk5NTtvJSXvBEfXsDJHxkBVvjwkjLdUVWx1Os8yEIX4GvIcjImyNFviCJTIpDrzbo5Tf7+Mn/kq+EHaWH98iFWmUkkUiwLlyYUMXbL4OQhFSsjfS0/y5gqMeaOqUYdvEpNyPSLyve3sGKfc8iOPg8ijplHSlUqBCQtknXmyWuIa0lIyQk5Itu0nXkyBFcXFzQaDTcuXPniwYYAO3bt2fBggW4u7vj7++fK2VIpVLc3NxYvHgxQUFBLF++nIiICBo1aoSLiwuenp5ZKlv59zjUN37/eIABkPgS9c2VqE6NylGd7e3tOXnyZI7SCoLwaaQSqU4eOq+XznP8DyjStDb2Pdugnz/rUZyxvS0V5oxF3yL7wUlOdenalUW+QUSlKHmdrOD3e2G0tU/ffVCviBnzq9vT9+xj7kQmap9vUTQ/117Fs/lJJH2Gj9Y+36lTJ/bt28e5c+dQKBTMmTMHKysrvvvuu892XW9ERkbSq1cvfvrpJ9atW8eqVat0ElnrQteuXZkzZw6NGzfm0aOsL0Gfky9iqVRK7dq1+e2337QBx+vXr2nYsCGurq54enry4MGDdGl69+6NXC4j+MJGUGRj3xplIup7O1Dd+CNbdRQE4cuSINPJQ9dEkPEe9l1bUmZsH0xL2yM1eP8UTX1LcyyruvDdsqnkK27zGWsIM2bMoNx31WjkfY+mR+/zXQETfnTOOMOika05v1YtRs+zj7gflRZomOjJaGxjwYtEBW26dtee6+rqytq1a7VTcE+dOsWBAwd0uiJnVuzbt4/y5ctjbm7O7du3M0zdzQt69uzJ9OnTadSoUaZbt+eGdwOO4OBgli5dyqtXr2jQoAGurq7MnDmTmzdvsnfvXswNpWy/nIM9WxRxqO5uRaNR6/4CBEH4pogxGR+h0Wh4feEfgnYdIenFa9SpCoJDQihc1I7ClcpSol97jGwKfdH6hU/uieLp/WynnXvvFXElKrDhz4O5ULOcCQ8PZ9iwYdy8eZO1a9dSp06dL12lj1qxYgVz5szh7NmzFC9e/IPnvm+9E4DVq1czd+5cIiMjqV27NitWrMDGxgaNRsPo0aPZunUrKSkpFC9enG3btqUbD6JWq7lw4QK7d+9m06ZNKFPimeKux8YrKdwc93ZDOc9jqdx/qcFQDw7cUVHUQsLazvpUKZp2B3MzWM2gXSkERGho2sANmZktjo6O2sXlDh8+zOTJkwkMDKRs2bKsWLECV1fXDNemVquZN28eq1evJjo6mkaNGrFixQosLS1JTk6mf//+HDlyBJVKhaOjI4cPH861KciC8F/17piM0rbNdJLnw5Aj2mMxJuMzkEgkFKxdhcpLJuO2azG1//ydTVYpJPdvTjmPn75ogPGmfpZDZyIrbJetdBFqGXueRfPThMm5VLPs0Wg07NixA1dXV4oXL46vr+9XEWAADB48mDFjxtCwYUOCgoJylMfp06eZOHEiu3btIiwsjOLFi9O5c2cAjh8/zrlz53j48CHR0dHs3Lkzw6waqVRKnTp1WLJkCZUrV6ZXvSJ0qSThwSsNN4PTt0gcvqeiQ0U54Z5GtCwnY+Q+BQCpSg0dN6TQo6qcFzOM6Fg+hX379mnT/fPPP/Tt25eVK1cSERHBoEGDaN26NSkpKRmuZ8mSJezfv5+zZ88SGhpK/vz5GTIkbUD0xo0biYmJISgoiIiICFasWJGtnXUFQfh6iCAjmyRSKTa2NoSGhn7pqmjpFSlO/uGzCVVm7ePcEBhDrf236NCjV44WltK10NBQ2rZty8yZMzl48CDz5s376r50hg0bxpAhQ2jYsGGOfja2bt1K3759qVy5MgYGBsyePZtLly4RGBiInp4ecXFx+Pv7o9FocHZ2pkiRIpnm8/z5c86cOUPvOgUpbCqhQSkpm6+nX3K+loOUZs4yZFIJ3SrL8QtNC0KuPFOjVMPQ2nL0ZBLauOqn+/lYvXo1gwYNonr16shkMnr16oWBgQGXL1/OUI+VK1cya9Ys7OzsMDAwYNq0aezZswelUomenh4RERE8fvwYmUxGlSpVMDP7fGOZBOG/SCqR6eSh83rpPMdvgI1N3goyAH7fc5hpL/UxbtgWuW0JkGX8YZFaFMDApQZjlm8kITmFJUuWfIGavqXRaNiwYQMVK1bE1dWVGzdu5ImgJ6dGjx5Nv379aNiwIS9eZGE2xztCQ0PTdbWYmJhgZWVFSEgIDRs2ZOjQoQwZMoTChQszcOBAYmNjM81n8+bNODs7U8EubZZRl8pydt5UolC97RW1Nn07I8lIH5KVoFRpCIvVYGMu0U5fVaUkYGf3toXs2bNnLFiwAAsLC+0jKCgo09+FZ8+e0bZtW+15zs7OyGQyXr58SY8ePWjatCmdO3fGxsaG8ePHo1AosvV+5TXqsOsojwxAcaAziv2dUPzVG1WAN6I3WvhcJEh18tC1b2rFT12xsbHB19f3S1dD659//sHLy4tr165hWbw4GqWShPN/kXLnChpFKsjkyPMXwLRlT2SWX7Z7543nz58zcOBAwsPDOX78OBUrVvzSVdKJCRMmoFAoaNSoEWfOnHnvkvD/9u+pwwkJCURERGinDg8fPpzhw4cTHh5Ox44d8fLySreWyRubNm3i+fPnFBuhArUCpQoiEuGov4pW5T78625tJiE0RoNGo0EikXD3wWN27fLDxMSEEydOEB4ejouLC61atcLGxibd499fpkWLFmXdunW4uWW+M+TUqVOZOnUqgYGBNG/enDJlytCvX78svVd5hUajTpvy678bIv0hJSbd66rHf6GydETq0ARZ9QnajfcE4VsigowcsLGx4ciRIx8/8TNISEiga9euLFmyRHsnLJHLMWnwP0wa/O8L1y4jtVrNqlWr8PDwYNSoUYwbNw49Pb2PJ/yKeHh4kJqaSuPGjTl9+nSG8RMKhYLk5GTtv+VyOV27dqVz58507doVZ2dnfvnlF6pXr469vT3Xrl1DrVZTuXJl8uXLh6GhoXY33nddunSJgIAAbt68icXlUWiCLwLw86FUtlz/eJBRo7gUmRSWXVAyqKacZ5RBLr9Dr1696NatG+fOnWP27Nk8evSIR48eERwczOPHj4mNjSUxMRGVSsXw4cMpW7YshQoVokePHgwZMgRXV1cMDQ15/vw5Xbt25cyZMxQoUICyZctiZmaGnp5epteTl2mUySgPdUMTeArU72mFUSZCuC/qcF80z84gb7sHiXHWgk5ByC5pLkw/1QURZOSAjY0NISEhX7oaQFoTfbVq1bSDBPOygIAA+vfvT1JSEmfPnv1PbwY2Y8YMUlNTadKkCadOnUq3uVzz5s3TnTtp0iRmzpyJp6cnP/zwA1FRUdSqVYsdO3YAEBsby6hRo3jy5AmGhoY0bdqUsWPHZihz48aN/O9//8PFxQWFbACKI9eQo2RoHTkNl6YQmfjhpnt9uYSdvfQZvDsVD28F39eT07JlSwoVKqTdvt7V1RUPDw8ePXqEkZERtWvXZt26dcjlchwdHRk4cCC2trYEBwdz6NAhpk+fTmJiIlKpFIlEQv/+/TEzMyMuLo7U1FT09fWpVKkSEomE06dPa1tGTE1N89yqo8+fP6ds2bJER0WiOdgZTeCJLKfVvLiOYm8b9DodRaJvmq1ymzVrRufOnenVq1d2qywIX5yYwpoDoaGhVKlShbCwsC9aj/379zN69Ghu3bqVpwfOqVQqfv/9d2bOnMkvv/zCiBEjvro715zQaDSMGTMGHx8fTpw48VkWElMqlezYsYPZv85k9w/hlLLIOPMjKx5Fyhl8thyvXkcyfvx4+vbtq5P6JSQkEBYWRmho6AcfgDbgKFKkSIbumTePfPnyafO2t7fXpi9QoID2+YoVK+Lr68vTp0+xt7f/5GtQnvNAfWMJqJUfP/lfJEt9Ui0AACAASURBVI7/Q6/1tnTPpaam8uuvv7J161ZCQ0MpWLAgDRs2ZMqUKRnqu2HDBtasWYOPj8+nXILwH/HuFNbydrrZ9uFO8F7t8bt/s+zt7dN16b7RvHlz/vrrr/fmJ1oycqBQoUJERESgVCo/+yJVb4SGhjJ48GD27duXpwMMf39/+vbti56eHpcuXcLR0fFLV+mzkUgkLFiwgGHDhtGsWTOOHTuGqWn27mKzSqFQsHnzZn799VdsbGxY/NvvlDa5hvrKQlAlZTmfcwEqSlsbUqLxcMpFhLNq1SqWL19O0aJFady48Se3LuTLl49SpUpRqlSpD54XFxeXIfAIDg7m6tWr6Z7T19fXBhyvX7/GxMSEgQMHageVxsXFkZiY+MGyskOjVqF+eixHAQaA5sUNNImv0nWbtG/fnuDgYLZt20alSpVISEhgy5YtnDp16qsbpyJ8OdJcnsdx7do1VCqV9t9hYWFUqVLlozt0i5aMHLKxseHatWtfZE8PtVqNu7s7devWZcqUKZ+9/KxQKpXMnz+f+fPnM336dH788Uek0m9zMpNarebHH3/k/v37HDlyJN3d96dKSUlh/fr1zJkzh1KlSuHh4UG9evWAtJYU5V+90Dw6+P5xA/+y5rKa6Sc0xCtklCxZkpkzZxIfH8+MGTOwsrJi2rRpOgk2dEGj0RATE6MNOLp06UKlSpW0a6yEhoZy9+5dEhIStIt+2dvbU6hQIe24ErVaTYMGDZgzZw729vYsXryYffv24ePjg1wuZ/ny5fzxxx/cuHGDFy9e4ODgQMJ8c+QoiEzU8PPBVE48VJOk0FCnhIw9fQwAWHtZyfy/FUQlaqjlIOOPH/SwMU/7+ZdWHoq8wVwATp48SatWrXj48CFFixbN9Drr169P9+7dcXNzo1KlSigUCoyMjJDL5Zw4cYKWLVsSEhKiveHZu3cvnp6e3Lp16zN8CsKX9G5LhqtdB53k6Re8W3v8odbXWbNm4eXlRWhoKMbGxu89T7Rk5NCbaaxfIshYtGgRycnJ/PLLL5+97Kzw8/Ojb9++5M+fn+vXr+ukifprJpVKWb58Of3796dVq1YcPnz4g7+UWZGUlMTq1auZN28erq6ubN++nZo1a6Y7RyKRIG+xAdXxIagf7ofUzKe9aumZMqBPC37cuQqJNH13VqdOndi1axfDhw8nf/78TJs2jSZNmnzRYEMikWinyJYtW5Z8+fIxfvx4hgwZgqenJ6VLl8be3h5fX18cHBxYsmQJEomE+fPnExsbS9u2bXn58iVnzpyhatWqJCcnY2ZmRnJyMk5OTlSoUAFvb29GjhzJ0aNH3xasSgWZhD7bUjAxkHBzrCEmBnApMG29kb8fqfDwTuWvgYaUtZbw8yEFPbakcmqIIQDq4AvarE6ePEm1atXeG2C8y9nZmRUrVmToLrGysuLEiRM0a5a24uOWLVvo0ePzbNQo5B25se/I+2g0GtauXUv37t0/+rfs27y11IEvtVbGzZs3mTt3Llu2bPliXTXvk5qaytSpU2nUqBE//vgjx48f/+YDjDekUimrV6/Gzs6ONm3apJtdkh3x8fHMnz+fEiVK8Pfff7N//368vb0zBBhvSCRS5E2XI2u7F0mJ5mCayZeZqR2SEs2QtdmFvNmaDAEGgEwmo0uXLty5c4dhw4YxYsQI3NzcOH78eJ5bC6JHjx5s2rSJEydO4OTkpF3rw8nJCXd3dy5evMjhw4dZu3Ythw8fxtvbGysrK5KTk7l37x67du3i5cuXXLx4ETc3N6Kioli3bh0eHh7aMsJiNRx7oOaPH/TJbyxBTyahbsm0923HTSW9qsmpZCfFQC5hZnM9Lj9TExj5/yuvKuK1+URERLx3YbWs6tWrF1u2bAHSNhU8duwYXbt2/aQ8BeFDTpw4wdOnT+nfv/9Hz81b31JfkS8xwyQxMZGuXbuyePHiPPflff36dfr06YO9vT23bt36olvD51UymYz169fTvXt32rVrx759+zAwMMhS2piYGP744w9+++03GjRowLFjx7R7hmSpbLtayOxqoUl8jdp/N5q4YECDxMQOqXOHLE+tfBNsdOzYkd27dzNy5EjMzc2ZNm0a7u7ueaIbpUePHtStW5enT5/Ss2fPdK+9evWKxMREqlSpon1Oo9GgUqmQSqUUKlSI5s2b4+7ujre3N3/++ad2zFNgYCAODg4ABEersTSC/MYZrzc0RkNF27f3byYGEqzypT1vb0m68RxWVlY8fPjwk663e/fuODs7Ex8fz65du6hTp84nBy7C1ye3x2S8a/Xq1VStWjVL6xuJlowcsrW1/ewtGWPGjKFKlSp56i4lKSmJCRMm0KJFCyZOnMjBgwdFgPEBMpmMTZs2YWxsTIcOHUhNTf3g+ZGRkUydOpWSJUvi7+/P2bNn2blzZ7YCjHdJjAsgq/wj8nqzkNf7FVmVn3K0doNMJqNz587cvn2bESNGMGrUKGrVqsWxY8e+eMtG8eLFcXBwwNvbm3bt2qV7rUCBAhgZGXH37l2io6OJjo4mJiaG+Pi3rQve3t5cunSJRo0aMW7cuEzLsLOQEpkE0UkZr9XGXMLzqLfPJ6RoiEhIex4AmaH2tcaNG3P16lWCg4OzdG2ZBXG2trbUrFmTffv2sXnzZtFV8o2S6ui/jwkPD+fAgQMMGDAgi/UScuRzd5ccOHCAY8eOsXTp0s9W5sdcuHCBSpUq8eTJE/z8/OjatWueuJPN6/T09Ni2bRsSiYQuXbpkuqT2q1evmDhxIo6OjgQHB3P58mXtkuF5ybvBxsiRI/NMsLF27VpOnz6dYZCtVCplwIABjBo1ivDwcABCQkI4duwYAK9fv6Zfv36sWbOGjRs3cujQIVavXs2yZcsYNGiQNp8iZhKalpEy/M9UohI1KFQazgekjbzvVEnOpmtKfEPUpCg1eBxRUK2YFHvLtD+3EtO3rQyNGzemSZMmtG3blhs3bqBUKomLi2PFihWsW7cuw3UVLlyY4ODgDMFpz549mTdvHrdv36Zt27Y6eAcFIXMbNmzAwMAgy2sziSAjhz5nkBEWFsagQYPYsmXLZ1lr4WMSEhIYOXIkHTp0YNasWezatUts051N+vr67Nq1i+TkZHr06IFSmdaEHhYWxpgxYyhTpgzR0dHcuHGDtWvXfnTK55cmk8no1KlTumCjZs2aHD16NNvBhkYRhfL5bygejUPxYCSKR+NRBi9Do4zLch4lS5bku+++y/S1uXPnUqpUKWrUqIGZmRmNGzfmwYMHAAwcOJCmTZsSFxfHhAkTUKlUDB48mHPnzmkHVmKc9rO+vqsBelJwnZeE3bQkfj+f9hk2dJQxtakenTalUHx6Ek8i1Gzurg+AWmqItOKgdPXZs2cPzZs3p1OnTpibm1O+fHmuX79O48aNM9S9YcOGlCtXDmtr63RrgbRt21a7X4wuZy8JXw8JMp08PkSj0bBmzRo6d+6c5en4YgprDvn6+tKjRw/8/PxytRy1Ws33339PrVq1mDZtmm7yTE4i8dJxVC+eo1EqkFpYYVStIXqFPz7C/fTp0wwYMAA3NzcWLVqUYclsIXuSk5Np3bo1JiYm2NjYsG3bNnr06MG4cePSbU72tVGpVOzZs4cZM2ZgamrKtGnTaNq06QdbutTxd1CFrkGT+AhSM9lgTt8GiXFpZLaDkOYrrbO6Jicn4+Pjw8mTJzlx4gSPHz+mbt26NGnShMaNG+Ps7Jyu3ordLdA8P5Ojsm6/kHDc8hdGjRqNoaHhxxNkQ8mSJVm5cmWmwYnw3/TuFNbv7HSzIuz14I3a43/f1P799980bNiQK1euZHkzSxFk5NCrV69wdnbm9evXuVrOwoUL2bNnD+fOnfvk2SSpwU+I27eG1Cf3UL0MAd5+9FIzS+R2JTBp1A6j6o0yzDCIjY1l/Pjx/PXXX6xYsYIWLVp8Ul2ENE+fPmXmzJls2rSJMmXKcPz4cWxsbL50tXRGrVazZ88epk+fjomJCdOmTeP777/PEGyoXu5GFboGFFn4fdIrhKzoMGQFmn/83PfUyc/PjxMnTnDixAkuXbqEi4uLNqioUaPGB/fTUYddR3moO8QFZa9gQ0sinEcy5I8L3Lp1Cy8vL9q1a6eTLsa9e/fy888/8/Dhw292PZpv0btBRjW7PjrJ82rweu2xLlrORZCRQ2q1GiMjI2JiYnR+R/LGrVu3aNKkCVevXtWOas+pmH1rSDi2C3Vs5IdP1NPDoEwlrEbPR2qYNv/5yJEjDBo0iO+//x4vL6880WXztXv48CGzZ8/m4MGDDB48mIEDB9KjRw+cnJxYsWLFf+6L4n3BhoODAyu9etOgxDlQxXw8ozfklsjsf0ZmmbW79qCgIG1Q8WYvmTfjIRo0aJDtn2mV/x5UZydCfNa6TKOSQFbpJwq08ALSWgRHjhyJlZUVixcvpkKFCtkq/13169fn3r17bN68maZNm+Y4H+Hr8zUEGf+tv2SfkVQqxdraOtf2L3kzXXXRokWfHmDsWkb8oU002H6eSy8/0q+tUJBy5yqv5wwj4uULevfuzU8//cS6detYtWqVCDA+0d27d+natStubm7Y29vz+PFjZs2aRfHixfnrr7+4e/cuw4YN++IzND5V/fr1yZ8/PykpaXunSKVSvL29adOmDWPHjmXcuHHUqFGD5KQE1BHe2QswAJSRqIKWoFGmLTC2YcMGateurX05NjaWAwcOMHToUJycnKhcuTLHjx+ncePGXLt2jQcPHrB06VLatGmTo59pmVN7ZN+vAquyINP/wJlSsCjFXZP/UXfcX0RHRwNpYyv++ecfOnXqhLu7O4MGDeLVq1fZrgfAmTNnCA8PFwHGN06qkerkofN66TzHb0huTmMdO3YslSpVonv37hle8/HxoVatWpibm2NpaYmbmxvXrl3LNJ+kq38Tf3IPmuRETrUoR83CWRusk/LQlwPdGmFqasrt27dFP+8nunXrFu3bt6dhw4a4uroSEBDA1KlT0+3Oampqire3N9evX2fUqFFfbaARGBjI+fPnkUgkHDx4MN1rEomEDh064Ofnx9ixY1GlxoAyKmcFpYSgCtsEpI0BiY2NZdq0abi5uWFra8sff/xBsWLF2L59Oy9fvmTHjh3069eP4sWLf+olAiAr3gC9npeRNV2JxK4umNiCoSWRCWrIZw1FqiKr9yt6PS/TcOQ2GjduTMeOHbWzieRyOYMHD8bf3x9jY2PKli3LwoULPzqtWRAyI0Gqk4fO6yW6S3Kuffv2dOrUiQ4ddLNm/BuHDh1i+PDh3Lp1K8NdVmxsLMWKFWP58uV07NiR1NRUzp8/j7W1daZrJ4R7DiL1/o0c1UOZz5yi83chMxeDO3Pq2rVreHp6cv36dcaOHcugQYM+Ovo/KiqKxo0b06hRI+bOnfvVTQueMWMGx44do3r16jx8+JDDhw+zatUqhgwZgkQiQV9fnwYNGnDwwJ84FLVg+UQbGlUz49rdBMYsDMY/MBkjAwltGuTHa6Qt+nppf/gMqv/D7z8XZfHWcCJilHRyz4/HTxXo4ank7zNngbTpwfr6+rx69YrTp08zefJkAgICMDc3p1+/fjobPJ0ZTUoMJEVS2rEkD5+/QmKU/vdGqVTSunVr7e/vvz9Xf39/Ro8eTUBAAAsWLKBFixZf3WcvfF7vdpfUtM3auhUfcylktfZYdJd8YbkxjTUsLIwBAwawefPmTD/gN6sDdunSBZlMhpGREe7u7tq744YNG2JlZUWBAgXo0q4NEQEPtGlrHrzN+RdpzctJSjWjLj2l/J5bNPjrLsvvvaDq/rczZR7FJNHl4FUsi9hRrly5dHekvXv3ZsiQIbRo0QJTU1OqV69OQECATt+Hr92FCxf4/vvvadeuHe7u7gQEBDB69OgsTS/Mnz8/x48f5/jx43h4eHx1LRqbNm2iW7dudOvWjWPHjvHy5UsGDhxIt27dGD9+PPHx8Rw6dAh19HnQvF39UiaV4DXSjtBjrpxdU4a/r8eyYk/6gaDePjFc3FCGa1uc2Xsqmis3nzFheEuWLFmCm5sbqampxMfHY2RkRL58+di0aRPR0dH89ddfLF++nP379+fadUsMzJFYOPD4tSZDgAFpLRc7duzg4sWLLF68OMPrTk5OeHt7s3jxYsaOHUuzZs24d+9ertVX+G/5XItxZb9eQo7pOshQq9X07t2bgQMHputfflfp0qWRyWT06tWLI0eOEBX1tqlZo9EwceJEQkNDuX//Ps9u32TBpfuZ5rP4TihBCan4tC7PtgaO/Bn4dkCoQq2hz7kA6lqbcfunlvz+++9069ZNu5YAwPbt25k6dSpRUVGUKlWKSZMm6ehd+HppNBrtFK83S4c/fvyYoUOHYmRklK283mx6tX//fjw9PXOpxrrn4+PDs2fP6NixI1WqVKFkyZJs27Yt85OTnqb7Z2VnY6q75EMul2BvY0D/NgU5fzP9GKJxPa2xMJVTzFqfelVMuP8kkUZujpnO2a9fvz4uLi5IpVJcXV3p0qULZ8+e1dm15oSZmRmHDx9m/vz5HDp0KNNzmjVrxu3bt2nWrBn16tVj+PDhREZ+ZMC2IORRIsj4BLrev2TJkiXExsZ+cPt2MzMzfHx8kEgkDBgwgIIFC9K6dWtevnxJqVKlaNKkCQYGBhQsWJBBNctzOTzzgZ6Hn0cxtJw1Fvpyihjr07dMIe1r/7yOJ1GpYkhZa/RSkmhQty4tW7Zk+/bt2nPatWtHtWrVkMvldOvW7ZveVlqj0XDs2DHq1KnDoEGD6NmzJw8fPmTgwIFZ3pskMwULFuTUqVNs376d2bNn67DGuWfjxo24u7trF4rq2rUrGzduzPRcjTr9JnEPnyfTZvRjijXzo0CDW0xZHkJEtDLdOYWt3k7jNjaUEp+kBnVSpvlfuXKFBg0aULBgQczNzVmxYkWuTznPimLFirFv3z769ev33t8bPT09RowYwf3791EqlTg5ObF06VLtom1C1iQEhXFnxlKuD5nBtYFTuP7TdHwnLCD69qftF5MX5dWWDLFB2ifQZUuGr68vs2bN4sqVKx9dD8PZ2ZkNGzYAaf243bt3Z+TIkfz2228MHz6c8+fPExcXhyolCXN55n26L5MU2Bi/HRVfxFgv3WtFjPWRSiRo1Co0yYkUL148XUBlbW2tPTY2Nk6398O3QqPRcPjwYTw9PUlISGDSpEl06tQJmUx3Wy4XLlyYU6dOUb9+ffT19RkzZozO8ta1pKQkdu3ahUql0v58pKSkEB0dja+vb4bxBRK99F0Kw+YGUbG0EZs9HTDNJ2PJ9nD2nc7CoFC9AkgkGYP9rl27MnToUI4cOYKhoSEjR47ME0EGQLVq1Vi2bBmtW7fm8uXL710bpUCBAixbtowff/yRkSNHsnz5chYtWkSTJk0+c42/Lq+v+BK4cT/xT4JQRMVmeD3iqh8m9rYUadWAom3/G+9lbswM0QURZHwCXc0uSUpKomvXrixYsIASJUpkK62TkxO9e/dm5cqVTJw4EYlEgp+fH1ZWVmzs2YIJe05kmq6QkR5hiQpKm6c144clvt0/o7CRHmGJqag1GmQyORIjY54/f07p0rpbZfFrplar2bdvHzNnzkSj0TB58mTatWuXa2tb2NjYcPr0aerVq4eenh7Dhw/PlXI+1f79+5HJZNy+fRt9/bcBbMeOHdm0aROFCxfmyZMnqFQqLl26hM+p86jUb8ebxCeqMMsnw8RYin9gMqv+fEVBi4/8iZLlQ2pWicKFldo9Pd6UHRcXh6WlJYaGhly9epVt27bh7u6eK9eeE+3bt+fRo0e0atWKc+fOfXC8jouLCydPnuTAgQMMHjyY8uXLM3/+fBwdHT9jjb8Oz7b/ReCm/aRGvn9atCohiZi7j4kPDCHO/ynOEwaIQba5JG+GPl8JXbVkjBs3DldX1yztnujv78+CBQu0uzYGBQWxfft2atSoQVxcHCYmJlhYWBASEsKyS3ffm0/LYvlZei+M6FQlYYmpbHgYrn2tklU+jORSlt9/icrIlLPnfTh06FCWN8T5r1KpVGzbtg0XFxfmzp3LjBkzuHnzJu3bt8/1xbPs7Ow4ffo0ixYtYvny5blaVk5t3LiRPn36UKxYMaytrbWPoUOHsmXLFuzs7Dh69Ch6enq0aNGCRJUVEunbYGTOcFt2HI/EqoEvP/36jA6N83+gtP8nz49EzyrTPT2WLVvGlClTMDU1ZcaMGXTs2DG3Lj3HJkyYgIuLC927d0etVn/wXIlEQps2bbh37x5ubm7UrFmTcePGpZth8K0LOfQ3T9f/+cEAY3vofRY+vQ6kBRth3md5uCjzLr2viW4msOo+0BJTWD+BRqPBxMSEFy9eZHmzmH87fPgwQ4cO5datW1hYWHz0/JCQEEaNGsWFCxeIjo7GwsKCli1b4uXlRVBQED179uTBgweUKlWKbj+0ZeHc2VxrXR5Im10yr1px6libkahUMfHac06GxFDISI82xS3Z9fQ1F1q5APAgJolJ155zP16Jrb0Ds2bN0u7u2Lt3b+zs7Jg5cyaQthhQ9+7ds7xd9eegUatIunqahNP7UMXFgFIBcj2k+UzJV68VxrWaIpFlrSFPoVCwdetWfv31VwoVKoSHhwfu7u5f5M7nyZMn1K9fnylTptC/f//PXn52hISEcOjQIQ4ePIiPjw81atSgdevWtGrVSrtWhSriGKon00CTg7UhpMbIHOcjM6+u24p/IolEkq0ZQampqbi7u1OtWjXmzZuX5XQvXrxg0qRJeHt74+npSZ8+fXTaVfe5+fj4MH78eO7evYtMJsPZ2ZnFixdTtWrVLKVXxCVwuefPJIe+vWHyjQ1nbsBVtlVq+cG0ctN8VFo0EQuXr6u19t0As4HNUJ3k+XfoH9pjsax4HuDo6Mjhw4cpU6ZMttO+ePGCSpUqsWvXLurUqaPTej19+pTp06fTPOwataw+PrNh06NXHHwWyZ7Gb69DVtCGwrO3ITU20WndclvsgQ0kXTqGIiwQMtlGHZkecptiGFVrhFm79zeTpqSksHHjRubMmYO9vT0eHh7Ur1//izerPnr0iAYNGjBr1ix69dLNpki6oNFo8PPz4+DBgxw8eJCAgACaN29O69atadq0aaZ/sDQaFUr/wWji/sl2eRLzWshLL/nin8e/ZTfIAIiIiKBmzZqMHz8+28HjjRs3GDlyJPHx8fz222/UrVs3W+nzguyu/5OZR8u3E7hhX7rnshpkABSs+x0VvcbnqP5fyrtBRkMb3XSjng5doj0W62TkATntMlGr1fTp04f+/fvrNMAICQnhxx9/5LvvvqN48eI0mrUCqUWBDOe9TFJw7VU8ao2GgNhkVvm/5Hu7d1pSZHIMXWt+VQGGRqMhcsV0YvevRfH8UeYBBoBKgTIogLhDG4n8YxKafzVTJycn88cff+Do6Miff/7J5s2bOX36NA0aNMgTX2iOjo6cPHmSX375JcP0UI0iCuWzRaTe60fqne5pj3v9UD7/DY0iWud1SU1N5cSJEwwbNgx7e3vatWtHVFQUXl5evHz5ki1bttCxY8f3/rGSSGTIHRciyVc2W+VKTCoiLzUvT3weumBlZcXhw4eZNGkSp06dylbaKlWqcO7cOSZMmECPHj3o2LEjgYGBuVPRXJKd9X+6deumXZ4dwN7eHi8vL5r9Mpw2N/Yx6/ElUtUqklRKJj04T4QiidbX/6T19T+JSE1iU/Bd5gRc0ab3fHSJTjcPUnuxB3VquXH37ttu5oiICFq1aoWZmRlVq1Zl8uTJ6ZYXuHjxIlWrVsXc3DzLLS65Ja92l4gg4xPlNMj4/fffiYqK+uB01ex49eoVY8aMwcXFBRMTEx48eMD06dOx+q4Opm37IzFN3xWjUKuZcO0ZTrtv0en0Q9xtzenpWDDtRakUQ9caWPT5WSd1+1yiN80n8dIxSHk7pbHo9hs8jUvOPEFqCknXThO15lcAEhISWLhwISVKlOD48ePs2bOHo0eP4ubm9jmqny1OTk4cP36cMWPGsHv3btQp4SgejkRxpzvql1sg/hYk3k97xN9C/WITirvdUDwcjUYR8UllR0ZGsnXrVjp16kShQoWYMmUKNjY2HDlyhMePH7Nw4ULq16//wZ1M3yWRmyJ3WonEvDbIPzIOQ88KSf5GyJ2WIZFlb+2RvK506dLs3LmTrl274u/vn620EomETp06cf/+fcqXL0+VKlXw8PD4amZ9ZWf9n6CgoAwrt+7YvIVZTnXZVKEFTxJjOP46ECOZnFll6mClZ8TB79px8Lt2WOln/JmpamHNetdm7KzYEkdzK7p166Z9bciQIeTLl48XL16wcePGdNOxIyMjadGiBcOHDyciIoLRo0fr/o35DxBBxifKyQwTPz8/Zs6cydatW7P8h/h9oqOj8fDwwMnJiZSUFO7cuYOXl5d28BuAaZP2WHQfRaz87S+YXT4DTjUvx8OOlbjexpUplYuiL5MiyWeGUfUmWI2ej+QL7gSanf1ZAFKDn5J44Sgostm3r1SSePUkq6aMo0SJEly8eBFvb28OHjxItWrVPvEqcle5cuU4evQoS+ePIvp6dzTR50Hx4v0JUl+giT6L4v4g1ElPslVWQEAAixYtokGDBtjb27Nr1y7c3d3x9/fn0qVLTJw4kbJly+a4ZUEiM0avzG/IndchtWoBhsVBbgkyM5BbEvRKztOY8uiV3Yie4zwk0pyvP5KX1a9fnzlz5tCyZcscTbc1NjZmypQp+Pr68vTpU5ycnNi8efNHB5V+adlZ/2f06NEZFlXr97/2WKplmMn1qWFhQ0BC1lvtvi/ogLFMD32pjEE1m+Dr60tMTAwqlYq9e/cyffp07d4y73ZP/vXXXzg6OtKjRw/kcjldunTR2fuRE3l1gzQxhfUT2djYEBQUlOXz30xX9fLyomTJkjkuNyEhgSVLlrBw4UJatWrFjRs3sLe3f+/54XZlHTkBGgAAIABJREFUaX7MHx/PUeg9vYMi7Bmkpu2QqQFCkpSUqv89Zm36ol/8yw5+io2NpWXLlhn6Zz+0sFXc/jVo4nM4yj4xnqKPr3L69GnKlSuXw1p/GS5O1hz83RVDXmY9UfJTlI/Go+e0Aol+xq40SJtJc/XqVe34ijfNxqNHj6ZRo0YYGxvr6ArSkxoVQ1pyBhq1ApTRaQttSY05eXUXPhcusblJkVwpNy/p06cPDx8+pG3btpw8eTJHC7rZ2dmxZcsWLl26xIgRI1i6dCmLFy+mRo0auVBj3cjq+j9qtTrdxoIABc3fttQaSGVEKDJfoO3fVBoNG4Jvcy4ymBhFCjK/wwC8fv2apKQklEolRYsW1Z7/7nFoaKjONtv7LxMtGZ8ou90l48ePp1y5cjkesJecnMzixYspWbIkvr6++Pj4sG7dug8GGJC2q2v/YSOwG/gLhWZtodDklVgO+z/2zjssiuv7w+8uvXdpSlOUpiKKvbfErtiNvcVYY6+xRhOJGqNYYuxix16xF+wVQcWCVAFBemdh9/cHXxdXBJamJj/ePPM87sy9c+9s2Jkz95zzOcvQHT0fw1lrGeabwPvvhn51AwMK9s/WqFEDfX19/Pz8pG2jo6NRU1Mj0u8RABufR1H3iC91jz5hX6Dsm+Dk28HMvR/KkKuvsDv4iC7nnhOcnGtoORtpI8jMoF27dujr61OjRg0OHDgA5BY5MzY2llFbPHToEM7OzmVyvZqamtJNKBSipqYm/bx79+5C++YELy2egfGBjCCyg5fK7EpNTeWnn37CzMwMMzMzRo8ejVAoZOvWrURERPDPP//QpUuXcjMwPkYgVEKgbIRA1QKBsiHfd+iEt7f3N/9GXlYsXboUY2NjRo4cmS+INCcpnnTfm6RePUH6vcuIwl4XeJ5GjRpx+/Ztxo4dS8+ePRk0aFCZqhSXFx/0f/z9/WX0f5KSkvD09Mz3nShpayJQzJ9ZIygixuBybCg34yP43a4FR+p258qy3MwKiUSCkZERioqKMllzH79QmpmZERISUprLLFMqYjL+oxRHWvzDMvzGjRuLvawsEonYtGkTtra2XLp0CW9vb/bt2ydXVsulS5d4+PChVC1SIBSiXM0J9Ubt0WzZFbVajWjSui3nzp0r1pzKi4L8syoqKvTr1w9PT09p271799KqnjO6yTFcjkjk7+fv2N2qOtc7O+LzLr/S37GQOH52MsO/pzNWmqq4P8n9f5ccGU77779jwIABREdHs3fvXsaOHcvTp09xdXWV1hL5gKenp1y6JvKQkpIi3SwsLDhx4oT088f+4U+RZMUgSZOVR87Olj+rQZL6gqjwAKnxYGpqyuXLl9HS0uLWrVv4+fmxdOlSGjRoUO46IEVhaWmJoaEhDx6UrKLwvw2hUMjOnTt58eKFVPQt4/kD3v/xM9FzBxG7fCLxfy8i9s/pRC8cybtfhpJ0cheSrPzxR0KhUJrabmFhQa1atViyZAnp6fK97X8JiqP/88cff+Trr1bZBKVK+vn26yqpkJSdSWr254PA03JEKAmFaCsqk6OlzoaH16THFBQUcHNzY+HChaSlpREQEMDOnTulxzt27MjLly/Zs2cP2dnZ7N+/v7RfQ6kQlNF/ZU2FkVFK5F3JePfuHSNGjGDnzp35lvoKIycnB09PT+zt7Tl48CBeXl4cP36c2rVry9U/OzubSZMmsXLlykKLdLVv317mIfo1Kcw/O2TIEPbs2SN9o921axd9m9UHJJwMjaePjQF2umqoKyowxSm/VHOHyrrUMdBAUSigh5U+z+LTALjwNhELQz2GDRuGoqIiLi4u9OzZEy8vLwCGDBkiNW7i4uLw9vZmwIABX+T7SE9PZ9y4cZiamlK5cmWmT5+OSCQiJ2Ir3tdeY9/zKcu2RFLl+ydMcA8FYMPBGOzc/DFt50ufmYG8i829yWZkilFp8JAtR99j1+UiNtUcWbFiBQMGDODEiRMEBwcTGBhIrVq1pNLgcXFxDBgwACMjI6ytrXF3d/8qlWE7duzI6dOnv/i4Xwt1dXWOHTuG59bN+P/ci9g/JpPxyIecWNm4G0l6CqJAf5L2ruXdnB/ICPh8PRRNTU2WLl3K/fv3efLkCfb29hw4cOCbqPKrpaXFnTt3aNCgARoaGjRs2BAnJydWrlzJggULePjwITo6OnTq1Ak3NzdpP7FYTEZGBot+XcK5AN9857VQ06aVgQWDfU/T48FRYrNkDat2hlYYK2sw4NFJht89RrN2rWWOe3h4kJiYiImJCYMGDaJ///5S99WHjKCVK1diYGBQLI2T/09UxGSUElNTUyIiIpBIJAWuTkgkEoYNG8bw4cNp0aKFXOeVSCQcOXKE+fPno6Ojw+bNm2nZsmWx5/f3339TqVIlqZBWQbRp04ZRo0bJyDJ/TQryz+7duxcNDQ2uXr2Kqakpr1+/ptOCSWQE3+Bduoia+nlL+eYa+a/DSC0v0FZNQUhqdq6x8jY1i/uvomQE0bKzs6WrFQMHDsTe3p6UlBSpromp6ZeJD1iwYAFPnjzBz8+PnJwcOnfujLu7O9O751bFDYnMRJQtIfCEEzk5cOZGIr9tjeTUmmrYWqgyeWUYQxcGc2ZtngS1961E7u60JzbLhgb9LmFqakqLFi1YvXo1Xl5eXLhwQdp2zJgxSCQSgoKCiIqKol27dpibmxe6ylIedOjQgblz57JgwYIvOu7XxFhfj7M9G6IUEUiRpoBETHZECPEec9D7cQGqNT8vUmZtbc3Bgwe5evUqkyZNwsPDg9WrV+Pi4lLm85cXc3NzqXvyUxwdHfOtYA0dOpQVK1awceNGTE1NGTZsGN2bt+HppN8YjGxc1VQbVz6u+DO4ct5xNQVFFlVvgkBJEcd5P2H6fTMGDx4sPW5kZMSpU6ekn2fOnEnlypWln5s2bfrNrK6Vh6ujLKhYySglGhoaqKqqyqRcfYqHhwfv37/Pl3b1OSQSCWfPnsXV1ZVff/0Vd3d3fHx8SmRgxMbGsmjRIlavXl2ke8bAwIDq1atz69atYo9T3nzsn4W8VYVdu3bRq1cvNEwtQCD8Xz2WvOySiDT5M01M1ZVpWrsmCQkJ0i0lJUUq4W1ubk6jRo04cuQIu3btKjNXiTzs3r2bRYsWYWhoiLGxMfPmzWPXrl0gzo0nUVESMmeEKcpKQtRUhezzjmNEd0Nq2qqjqiLktwnmXL6XTFRs3pLxzKEmaGsqYF1ZlebNmxdYDTQzM5NDhw6xfPlyNDU1qVatGj///HPu+F+Ypk2b8vz582+myFlxsbKyksbb6Onp0alTpyKDxuPWzEIpIrBY4+TERRO/ZRnZse9YuHAhAwcO/Gy7Fi1a8ODBAwYNGkSnTp0YOXIk796VIL7nCyGRSLh9+zaDBw+matWq+Pn54enpycOHD3NXPGvYYNy6AQKl4r8767k4YNIuf6p6QEAAT548QSKRcPfuXbZs2VLkC1sFslQYGWVAYWmsfn5+LF68mD179hSZrnrt2jWaN2/OlClTmDVrFvfv36djx44lTgucP38+ffr0oWbNmnK1/1ZcJoX5ZwEGDRrEkSNH8PT05IcffuBWbDoxEkW6WOhxMCiWl4nppGeL+dMvUu4xv6ttT2B0LLt27UIkEiESibh37x7Pnz+Xthk8eDDu7u74+fl9sRuNRCIhKipKJor904q4xgaKKH1UbTcyRoSFad4qjq6WItoaCkREf1QETz/3b1EiFhdaRTcqKgqxWIyFhUWB438pVFRUaNWqFTdueCPmLWKCEBOBhG8ntqAoPsTbREZGYmxszIQJEwpsmxUWSOYrvwKPF0ZO9FuSvDYW2U5BQYFRo0YREBCArq4ujo6OuLu7k5mZWaJxy4OUlBQ2bdqEi4sLAwcOlAp07dixg4YNG8rcH+2mj6BSq/oIVeRcjRWArrMdzsunIVDI/zhMTk7Gzc0NDQ0N+vTpw9SpU+nWrVtZXVqZ8q0Gfla4S0pBSlA4QdsOM1W7OhHzN5BmoI+iphqVu7XFqHk9MrOyGDBgAO7u7lSrVq3A89y7d4958+bx6tUrFi5cyA8//FDqGgRPnjzBy8tL5iFZFO3bt2f69OnSmiRfiw/+2VWrVuWrzwK56Xk1atTg2bNnDBw4kEqVKrG2aVVakcWIGsb0u/QSgUDA9JpmHAmJk2tM/RpOnPt5FVOmTGHKlCmIxWJq167NqlWrpG169OjBTz/9RI8ePQqtmFmWCAQCTExMCAkJkaY8h4aGYm5uDv/TivjUCDU1UiI0Mm8VJzElh6TUHMwq5Tdy79z35fTpt/j7+yMWi4mIiCAtLY2cnBwUFBQwMTFBKBQSGhoqrRAsHf8LIkGMhGA81vdAQzMTCVc+OqYG6CCgBgLMyyV4raxRVVWlV69e/Pzzz0CuPPSECRM4c+YM6urqjBo1ih+1UpGkJJIjlrD0cTheQbFoKikw2s6YXx6EEdTXBUWhgKi0LGbfD+VeTAq6yoqMtTdmQDUjzp47z7ITd5FIJBw9elSakbZt2zbc3d0JDw/HyMiImTNn8uOPP7JixQp+/PFHpk6dyqZNm1i5ciVdu3Yt8iUnOzaKpMObEYW9RpKVCQIBQmVVlG1rotV1GAraRddk+hxPnz5lw4YN7NmzhxYtWrB8+XLatm1baBCyQCCg5uJJvN6wj+grd0gLiwTx5x1NqqZG6Dnb4zB3DMICVj9cXV15/brg7J1viW/1777CyCgBMTcfEbzjKKlB4YgSk6mCEryNIfFtDADxD56ibmnO/bT32NXIXer/HH5+fsyfP19qZAwfPrxM4iEkEgmTJk1iwYIF6Ovnj7guiEaNGhEQEEBsbCwGBgalnkdJKcg/++7dO7Zu3crOnTsJCAjA2dmZTZs24eTkhCgylJhFIxjnAOMcTKR9+lXN04H4s6GVzPkaGWtxr3stBBraaHUfhoFVDRn/66eoq6tjZGT0RV0lkJvKu2jRImrXrk1OTg5Lly5l4MCBCNXEwM187fu012fsshB6tdWjamUV5ni8pWU9LUwMlMjIlE0BbdBiII0bX0dLS4uMjAwePHiAr68vmpqa2Nvb4+TkhIODA8OGDePvv/9GUVGRv/76i0WLFn2hqwcxiUi4ASRiaqZI/ttWOpCOhBgk6COkOQJUv9j8SkJaWhr79++Xrs5NmDCBxMRE3rx5Q2xsLO3btUPNSpO+RgrsCXzPlcgkvDs4oKYo5CcfWSG18TeDqK6jxv3utQhMymDA5VdYaKrQ3EzItL7dCJWoyGRkVapUiZMnT2JjY8O1a9fo0KEDrq6uuLi4YGtry/Hjxzl37hyTJ09m7dq1rF69Gicnp3zXIIoMIWG7O6KwQMQJ+V1YWa+ekH7nIkpW1dEbOQ8FnaLvRVlZWRw+fJgNGzbw6tUrRo4cia+vr4w+RVEIBAJsx/bHZkRPwo9c4N2Fm2QlJCERZSNQUEBRSx2D+rWwGtQNJe1/T9mEfysV7pJiErr/DM+WbCDh8XNEicmfbSPOFJHyMhib0ERmWLggyZG9sb969YoBAwbQtm1bmjVrxqtXrxgzZkyZBVweOnSI2NhYRo8eXax+ysrKNG/enEuXLpXJPMqC9PR09u3bR6dOnahRowYPHz5kypQpKCsrs3v3bunNT8nUAvXmnUG5mA8XJWXUG3+HspVdkU0PHTqEQCCgdevWRbYtSxYvXoyDgwOOjo44OzvTpEkTZsyYgYL5KFDIXxOkU1Mdpg8xwW1aIFad/XgXK2LbQqv8J1YyQrnKaHR1dalduzbLli3j+vXrtGrVClVVVcLDw2nZsiVNmzblxYsXODg4UL16dbKzs7l27Rpr167l8uXLxMTElOn1BgcHIxAIyM7O/p+BcQWIB3J/R78tO8bokf98pmcOEIOYi0goQEr+K9O9e3d0dXXR1tbm/PnzTJ8+nZycHPbv389vv/2GlpYWVlZW/DxyGF7+QQCcDI1neI1KmKor565UfGRER6Rmce99CnOczVFVEOKop05/G0MOBceBWEx2bP4Yi06dOlG1alUEAgEtWrSgffv2XL9+XaZN+/btefz4Md26daN169aMGzdOJhYmI+Ax790nkel357MGxgdyYqPIeHCNmKVjcgUACyAkJIQ5c+ZgYWHBP//8w4QJEwgJCWHx4sXFMjA+RkFFGct+Ham/+Veaeq2hyaG1NDm0hoY7lmM77of/nIEhFAjKZCvzeZX5Gf8lbN++XabQjTxEnL7Gm61eZMXJJ1mrLFQg4ZYvTxd5IJFICA0NZeTIkVSvXh0TExNev37NlClTCk0t/RRHR0euXLlS4PH09HSmTZvGmjVrUFQs/kJV+/btv7pehlgs5sqVK4wYMQIzMzO2bt1K//79CQ8Px9LSkjFjxjB9+nSsra1l+un0n0iMhRPJ2XIKNqmoodawHbpDi6682LJlS3766SfWrVtXrpoRwcHBtG3bVmafuro6GzZsICoqioiICFatWoWysjICFVO+b9uA54fyq5SO71uJF0eciDpfG68/qmJqmOsqUVURknnHhcrGygjUbREoG7Fv3z7mzZuXe1xVFW9vb+Lj44mOjmb48OHSscViMXPmzMHU1JTatWvz7Nkz5s+fj4mJCSoqKrRp04ZJkybxzz//UKVKFbZu3Vqq70KCCAnXAdl4kdlzurFp86hCeiYg5iqSovMxsLKyksmkKW+OHj1KQkICmZmZeHh40KJFC8LDw8nKypKJu6lipE9Uam5cxLv0LMzU815APv73u3QRusqKaCrluVfNNZR59yHoWZyTbw5nzpyhYcOG6Ovro6ury+nTpz8bTKukpMSECRN4/vw5QqEQBwcHJk6cSPWqNsRvXEDOu/B8fQoiO/wNsaumk5OUFyCfk5PD6dOn6dKlCy4uLqSlpXHlyhUuXrxIr169Sl1y4VOEigr/mYJ6/yb+80ZGcWtgFEROegZvtnghSvj86kWBiMW8u3qP3waOpk6dOhgbGwMwduxYtLS0ij2Pp0+fFpppsmLFClxdXUuUjQLQrl07zp0791Vy5wMCApg7dy7W1tZMnDgROzs7/P39OXfuHAMHDkRTU5MlS5aQkpLC3Llz8/V//fo13208THarPihZ2YFKAasayqooWVZH220k+mMWynXjuXLlCtHR0Xz33XelvcwyRcFyFqhULrrhJ6SLDXP7FpMOHTrw/PlzxowZw4YNGzh48CBVqlRBR0eHqVOnYmFhwYULFwgPD2fcuHFYWlrSuXNnZs2ahaenJ48fPyYjQ75VBgkBQAml4olDwrerbPlB6ElBQYHbt2+jpKQkox4ZHhOLiUZuzE1hWVPGakokZGWTIsozJt6mZWH8P0Mk/O1bfH198fT05M6dO0RGRtKzZ0+mTZvGu3fvSEhIoGPHjp/9vX8wwAwMDKSrVgEBAaxy0CYnuvjfbfbbNyRs/Z3o6Gh+//13qlWrxoIFC+jRowdhYWGsXr0aO7uiVxQr+DzfauDnf9rI+FADY8KECcTFxfH27VsWLFhQoloAIftPk/62kOJThSDJzMI6Jp3nz5+zdOnSojuUkA8/1M8p4smLnZ0dYrFYKu1d3sTExLB27Vrq169Pq1atyMjI4Pjx4zx58oTp06fLHWCYkpJC9+7dWbJkCTV/mkWlpbswmLgc1dqNUarqiKKFLUo2DqjUbIj+uF+ptNQT7S5D/vVvNkI1CxStFxbL0EjLMaTnFD+u3yl+QJurqysikUia8nrt2jVatWqFvb09xsbGTJ06lZ49e1K1alVSUlJo2bIlt2/fZvXq1UycOJEePXqgp6eHnZ0drVu3xszMDHV1dQwNDaVBkB/YvdsTa4tJGBuOYdnSY9L9ixYeYvDA9QAEB8egKBjIzh3XPmkrRsIL0tPTGTJkCHp6etjb2+Pu7i7VORg0aBChoaF06dIFTU1NqZjS8ePHcXR0RFdXl5YtW8oET1tZWbFixQpq1aqFjo4Offv2ldto+hiJRMKxY8eIj4/HycmJPn36MHfuXJKTkwkJCeGvrTvo6ZC7stHZQp+tL6KJTMsiMSubDc/y7kNmGsrUNdTkd9+3ZOSIeR6fxv7A9/Sw1EcCmFpak5iYyMmTJxk3bhw1atQgPT2dBQsWMHz4cAYPHsyZM2eIiooiObnwFyhHR0dObv8HR0PtYl/vB8LvXqOuoz0vX77kwIED3Lt3j+HDh38RqfoKvg7/aSOjoBoYtWrVkraZNm0aenp6WFtbc+bMGen+bdu2YW9vj5aWFjY2Nmz6exMfVl99k6IZ8OgkXpEv6P3wOP0encA7JkjaN0mUyS8vfeh+/wjjn15gW7g/y+5fQCsn74F24cIFbG1t0dPTY9y4cdI3icDAQFq3bo2BgQGGhob88MMPJCTkuWcKW96dMWMG48aNK7KOSWEIBAK6tG7Lo9//5sm81fjOXonf/DVEnrmOODv/0mtJyMjIwMvLi65du2Jra8vt27dZvHgxYWFhrFy5Um410w98EDtr1KiRNA5FIBCgVqcJhjPXYLxkBya/78X4150YzfZA3bXlV60wW9YIteugWH0NAm1XUCwkYFfJAIF2A7TrbGXOr5707t27UNfb51BWVqZBgwZcu5Yrv3zt2jWaNWtG06ZNZfY1b94cBQUF2rVrx4sXL6SrT+np6bx79w4vLy/Cw8NxdXWlffv2aGtrs3HjRurUqcPkyZMBuH7tIc9e/MG5i7P5dfERnj8v+O35hs/Lz7RNZOGieQQHB/PmzRvOnz8vEwC5a9cuGRn3GTNm8PLlS/r378/q1auJiYmhY8eOdOnShaysvNWDAwcOcPbsWYKCgnjy5IlUNE4ePhg02trazJ07lx07duDo6MjatWvR0NDAxsaGpk2bMuCHgQz+Ljf2Z0BVQ5qZatP+zDM6nH1OKzMdFAWg8L/bybrG1oSnZlHv6BNG+gQypaYZzU21UaxkzqyNO7CwsJDWfUlMTGTZsmVERkZy6NAhHj58SKVKlTh+/DgmJiZSUbaRI0eSmJiIj48P/v7+Ugnys+6/0Hj/ben1NDrux8bnUbQ7/YzqBx4x7U4wMekiBl3JrQ/U/9JLErLyav7M9QkgUyTi0KFDTJ06ladPn8r93VVQOMIy2spjXv9ZCqqB8YE7d+5Qo0YN3r9/z4wZMxgxYoT0Yf8hAjspKYkNy1ew+u4FXqXm9Y8TZZCaI2Kvc2emWNfDI+QRydm5N6K1IY9QFSqyr04XptvU5/z7YCSibMIOnpX2P3nyJPfu3cPX15cDBw7g7e0N5D4wZ8+eTUREBM+fPycsLEwuEa/r169z48YNZs6cWeLvK+7RMx5N/o2u4WIMnoXz7vxNoi/dIcrbh6dL13N78AwCVm4lq4CA18KQSCT4+PgwevRozM3N2bBhA25uboSFhbF7926+//77EsWQALi7uxMaGoqHh8e/fmWipAjVLFGy24iS43aEhl1B3R5UbXI3dQeEht1zy6TbrUeoak7r1q3Zv38/vXv35vLly8Uaq0WLFlKD4vr16zRr1oxmzZrJ7PugbDtw4EAMDAxQVFRk6tSpZGZmEhQUhJOTEyYmJjg7O7N582ZpVsU///xD48aNAViwqAdqasrUrm1JrdoWPPENLXBOvyz4XNt0Dh7wYs6cOejp6VG5cmUmTpxY6LXt37+fTp060a5dO5SUlJg2bRrp6encvJmXxTNx4kTMzMzQ19enS5cuBQqZfUpwcDDp6emkpKSQnJyMv7+/VDVVT08PT09PYmJiCAsLy1X67TYEgVquBP5Clyr49XTmZteaVNNWxVhNWfq3bqquzPYW1fDv6cyNLjUZZGsEgLK1PUaVLfDx8SE+Pp6HDx8iEAiYPXs2cXFxpKWl4e/vT1hYGNHR0SQnJ3Pv3j0WLFiAq6srYrEYb29vevfujZ6eHpaWloQ8upvvuk6HJbCnlS1XOzty4W0ig6++YmYtc3zdaiOWwLYX0dK2LU11uD3ejejoaFxcXL64aux/mYraJV+BwmpgQK6o0KhRo6SGSGRkpPTYxxHYDWo44qJjgn9yXnCUokDAQHMHFIVC6uuaoipUJDwjmRyJBJ/4cAabO6KqoIilmjbtDK0AyIzNW5GYNWsWurq6WFhY0KpVK+mNqlq1arRr1w4VFRWMjIyYMmUKV69eLfQ6c3JymDhxIu7u7iXWb3j99wF8Z67g/c1HKKTkFzeSiHJIDQwj7MBZ7o+eT3KgfNUHX716xfz586latSqjR4/GxsaGx48fc/HiRYYOHVqiuJSPOX/+PH/99ReHDh1CVfXbTlv8EghUzFC0WYCykyfKtQ7mbk67ULT5BYGKrAx6q1atOHjwIH379i1WRlHz5s2lD66YmBhsbW1p3LgxN2/eJD4+Hn9/f5o3bw7AypUrsbe3R0dHB11dXRITE6VBhlu2bOHly5fY2dnh6urK5cuXqVevHr179wbAxCRPX0FdXZmUlILdEgW1jYiIKrBU9+f4tHy3UCikSpUqMuJjH2q65I5VsJBZaVGuXhslC1vSs8VcikgkWywhMi2LP/0j+b5y4doT7zKz2f42A5Ho84XBPodQKKRy5cq0bt2aH3/8ET09PZYsWcLz589JSUnh8uXL6Ovkd5UMq26EkZoSpurK1DfSxNlAAyd9dVQUhHxfRRf//9UHgtyUcg1BrrDawoUL8fX1JTGxpHE3Ffwb+E8bGZBXAyM8PBx/f38iIiKkvt9PbxaA9IbxcQS2ZRNX7iVEkpidp4KnraiCgiDv61MVKpCek02iKJMciQQj5byMEem/PwquKuhGFR0dTb9+/TA3N0dbW5uBAwcWKaO8ZcsWtLS06Nu3b7G+mw+8/ns/IftOkJ0o380yNfgtU7v2Y2j/3LeQj1MOIbeg1oYNG2jUqBFNmzYlKSmJgwcP8vTpU2bNmlXilLRPCQoKYtCgQezdu1emnkAF8tOyZUupoXHx4kW5+jRq1IjExEQ2bdpEkya5Usza2tqYmZmxadMmzMzMsLaUPEO2AAAgAElEQVS25vr16yxfvpwDBw4QHx9PQkICOjo60tVCW1tb9u7dS3R0NDNnzqRXr16kpqaW6fWZmhoXWKob8guZfVq+WyKREBYW9sXFxyB3bgaT/4BKlVnpF4HTocd0OPucatqqTK2Vv/iftJ+WLqaDp3DB7wVNmzbl1atXpZ6LoqIiNjY2nzXkDVXzskBUFYQYffI57X/ZXjliCb89DqeBxyG0tbWlbt1/q0z8t0ZFCus3wKc1MAoiMzNTJgL7re8z6huYy5EQBzpKKigIBLz/qNpfzP/+raRTdF727NmzEQgEPHnyhKSkJDw9PQvN9EhISGD+/Pn89ddfMjdMKysrlJWV8/2AnZ2dEQgEBAcHAxD34Blhh7wRpxVPRri3ZhXGKFeRmdvRo0dxc3PD2tqaq1evMm/ePMLDw1m9ejV169YtU1dGWloabm5uzJ49W+6icxV8nhYtWnDo0CH69+8vVzqnmpoa9erVY9WqVTRr1ky6v2nTpqxatUq6ipGcnIyioiJGRkZkZ2ezePFikpKSpO0/uAeEQqG0MJ2s0m1pb0/K9O7jxm+//UZ8fDxv377Fw8NDpoWxsTFv3uSJW/Xp04dTp05x8eJFRCIRK1euREVFRerC+dJkKaky/kEk27s2JKBvXR671WZVQyu0lD6vCKxgYIzuDz9j1m0wp0+fZuDAgTRu3JgtW7aUScaYQLHkaaVHQ+I49zaRg8M6kZiYKL0HfQtVYCsoP/7TRkZRNTAKIisri8zMTIyMjFBUVOTaM18exMtXB0NBIKCpnjm73j4lIyeb0PQkLrwPRqCggHmXNkX2T05ORlNTE11dXd6+fVtkpsiiRYvo2rUrderUyXfM2tqavXv3Sj/7+flJA7g+EOx5TO4VjE9JDXmLz7Y8jYU1a9bQqVMnQkNDpQJaZZ3rDrk3pR9//BFHR8cifewVyEfz5s2lhoY8OiktWrQgOjpaRmumWbNmREdHS42M7777jg4dOlC9enUsLS1RVVWVWcU6e/Ysjo6OaGpqMmnSJPbt2/fJm3LJsxhy0WHB/KVUrlwZa2tr2rZtS69evWSyy2bPns2vv/6Krq4uK1asoEaNGnh6ejJhwgQMDQ05ceIEJ06c+CqVicViMUOGDMHQpjq1/z6NzqCpKNnWQqAu62KUCIQomluj3qo7Rgu3oNG8M5C7EjJhwgSuXLnCmjVr6NWrF7GxscWag0gkIiMjQ7phYFJ0pwJIyc5BWSjApKYraWlpzJkzp8TnqiA/32rgp0DyHzYj3759y+TJk7lx40a+GhiHDx9m8+bN+Pj4SNsLBAJevXpFtWrVWLduHYsXLyYzM5MuXboQ9/QVOu+SGFbZCd+kaJYH3mVPnc7SvoMen2KydT1cdIxJEGWy4s1d/JPfU1lNC2ftSrwRZHLvbVC+cSC3bHHlypX59ddfefr0KYMHD+bFixdUq1aNQYMG8eeff0oNJSsrKzZv3kzbtm15/vw5zZs359mzZxgZGclcu5WVFSNHjuTYsWNSXZAPmTTz5s0jKCiIx7fuMH3MOCJSElFXVOJ7Q2tpGeSozFQG+55mmrUrO976kynOwc2kOgPM7AHYGf6UiMwUuljYE97aiZUrVyISiVBUVCywNkJZsWbNGrZt28aNGzcqUt/KGB8fH9zc3PD09KR9+/ZfdS5i7iPhRQl7CxBQHyGyNYM2bNjAvn37ioxzKg0CgaBM3s7nz5/PhQsXuHTpkozxlRn4lAzfW4iT4jh47CQObb6nyZjpha4yZGZmMmfOHPbv38/27dvzCb59DisrKxnXEUBj13q8eebHva65SruNjvvhXt+SZia5BuHEm0FYaakwpWauO2dv4HuOh8Sxt3V1UkU5THwQyc2YVPT19VmyZAlDhgyRuRdWUDw+jmcZUDm/dlBJ2BOeJ7Ogo5NfUbi4/KeNjLIkKyGJO4NnkfGu+P7DzeF+5FSvjNflsqtwKpFI+P777+nQoUM+fQHIM0bGjRvH0aNHqV69OlZWVvj4+GBlZUVQUBDXV/1D+uX7WKppE5yeyKyAa0yyrksTPXOpkdHByJqxlnUIz0hm4tOLbHBqh4WattTIWNi4IybLJlC9pqPUyDh16hR2dnYytRF8fHxwcXEp9XVfvXqVvn37cuvWrXyKnxWUDTdu3KBHjx7s2rXrq4qPSchAjDefKn7Khy5CvicqMpo3b97QqFEjXr16RadOnRg/fvxnfzNlRVkYGbt372bevHncuXOHSpUqFdhu7NixODg4MH78eLnOe+HCBYYOHUrfvn1ZtmxZiTSDohePJivgYbH7Aai6tsJwcsl1fCqQ5d9gZPyn3SVlibKuNubd2qCgXnQGQ2h6Em/SEpBIJASkxOEdF8qA8T+V6XxOnDhBWFgY48aNK7TdoEGD2LlzJ+fPn8fOzk4mgK22lhHW6joIBQJs1HVpZWDBkyTZOhQDzR1QESpQVV0XG3UdAtNkJdVFqelkxctGh8tTG6EkhIeH079/f3bt2lVhYJQjTZo04ejRowwaNIizZ88W3aGcEKCKAFdAftn9XDQQ0AQBCmRlZfHjjz+ipaVF69at6datG2PHji2P6ZYZN27cYPLkyZw4caJQAwNyM+Q+XW0ojLZt2+Lr60twcDD169cvkU6F7vBZKFQqfiCsorkNesNnF7tfBfLxrbpLKqqwFgObET3JSkwm8uQVslPTCmyXnpPNb4G3iRVloKmoTA0nB7p171Zm88jMzGTKlCmsX7++yJiHQYMG0bx5c4KCghg8eLDMsSdhb1jx/ArB6YmIJGJEYjHN9WWzNPSV8owqFaEiGTnZMscl2dmIs2TT5M6cOcOiRYt4+fIlYrGYtLQ0atasWZJLlfIhGHfSpEm0a9euVOeqoGgaN27MsWPH6NatG9u3b6djx45fZR5CzBDTEAn3kG9FQwcBTRCSG0hqaWlZZKD3t0RQUBC9evVix44dn618+ilWVlbcv3+/WGMYGBjg5eXFtm3baNmyJfPnz2f8+PFyB2YrV7ZBb/R84jctllteXNHcBoPJy+WqxFrBf4uKlYxiYjdlKFV/7INmNQsEBTzga2jqs7/jUO4v+Is3kW9RUlNlwoQJZRZFvXr1ahwdHeXymVtaWmJtbc3p06dxc3OTOTb75B4a6pmx27kzR+v2oHOlqnJl0HyMgooyihp5b5qfZuYUVhuhOIwfPx4LCwtmzCi6mFkFZUOjRo04fvw4Q4cO5dSpU19tHkLMENIeATUAHT69baWkZCAW6yCgJkK+Q4jeV5lnaUlMTKRz587MmTOHDh06yNXHyspKmqVRHAQCAcOHD+fmzZt4enrSsWNHoqLkL5ug6lAXw+l/ouJUH6FuwSqzCgbGqNZphtG8DSiZVaw+licCgaBMtrKmwsgoARZ9O9JwpztOC8YRKElDYKyPWmVj1C3N0Hashs3IXrnH549DW1+P06dP8/DhQyZPnlzqh21kZCR//PEHK1eulLvPli1buHTpUj6hrnRxDlpKqigLFQhIieNSbMGKigWhrK+DimHeTf3TzJwzZ86Uuqrrpk2buHnzJlu3bv1/q+j5tWjYsCEnTpxg2LBhnDx58qvNQ4AaQuohpOP/XCEOCKiGAEfmzzvHtcuqCKmFgLLPZvoSZGdn07dvX1q2bCl3fAXkvkSUxMj4gK2tLT4+Pri6ulKnTh1OnDghd18lcxuM5qyn0uIdqLfqllsjqEo1FC1syTS24sj7HCot9cRw+p8o6BQid19BmVDhLvmPIVAQotmoFlOfXib2WmyhapPa2tqcPXuWNm3aMGPGDNzd3Uv8sJw1axYjR44sVjR21apV8+0LCwujafNmbD17nnVBD6ilZUQL/cqk5MivEAig62yP8CM5cC0tLdasWUOfPn2kmTldu3Yt1jk/5vbt28ybNw8fH59Sq4NWUDIaNGjAyZMn6dKlC5s3b6ZLly5fbS65dSItAAvpPi1NWy5dukybNkVnTHyrfHgB+VTvpiiMjY1JSUkhNTW1xGq/SkpKLF68mPbt2zNo0CBOnTrFypUr5T6foqEJ+qN+kdmXnZ3NfCMjeqVmYFraTOQK/tVUZJeUgsuXLzN37lyZugaFERcXR+vWrencuTO//vprsce7c+cObm5uBAQElOiBKxaLOX/+PB4eHty6dYshQ4bQW9WM5At3in0uAGVDPRpsXYaqcfm8pURFReHq6sqGDRvo3Llz0R0qKFfu3btH586d+eeff0plOJY1ly5dYu7cudy6detrTwUofnaJh4cH69ev5+bNm1JRsuJgZ2fH4cOHcXBwKHbfT0lMTGTChAncvXuX3bt3U7du3RKfq1evXnTp0oUhQ4aUel4VfJ6Ps0uGWcwrk3NuC817NpVFdknFSkYpuHHjhlRWWR709fU5f/48rVq1QkVFhV9++SVfm+SXwSQ8eUFWYhJKWppo2VmjW7MGEomECRMm8NtvvxXbwEhISGD79u2sX78edXV1xo8fz/79+1FXVycrIYn7r8NJDZYvgEuKghDDhrXLzcDIysqid+/ejBgxosLA+EZwdXXl1KlTdOrUCYlEQrduZRfMXBoaN26Mv78/SUlJaGv/u16bz549y6+//lpiAwPy4jLKwsjQ0dFh586d7Nu3jw4dOjBlyhSmT5/+iRKrfHz33Xd4e3tXGBn/z6kwMkrBjRs3ii0yZWRkxIULF2jZsiXKysrMnDkTcZaIt8cvEentQ2pQONnJefUbFNRV0bA0J0xLAVWBAgMHDpR7LD8/P9atW8f+/fv5/vvv2bZtG40bN5ZZjlXW1cbp10k8mbmS9Lfv5DuxghDDhs44zBkj91yKy9SpU9HV1WX+/PnlNkYFxadevXqcPn2ajh07IhaL6dGjx9eeEqqqqtSvX59r1679qwzSD8J7hw8fxsbGpsTnKW4aqzz069ePxo0bM3jwYM6ePcvOnTuxsLAouuNHfPfdd8yZMwexWIxQWBH+V96URwXVT4mMjGTWrFmcPn2a5ORkbGxs2LBhQ6GlHSqMjBIiFou5ffs227dvL3ZfExMTLl68SIsWLdDIElP3RTwpgaEgFudrm5OWQdLzQLQkEhaY1CY5IAgdh/wxFh8QiUQcOXKEdevW8fr1a3788UeePXuGqalpgX20ba2o8+ds/Ob/RXJgGIiyC2yrbKiHQYNaOM79CYFC+dw4du7cibe3N/fu3au4OX2D1K1blzNnztChQwckEkm+rKWvQevWrbl06dK/xsiIiYmhS5curFixQkaavSSUNMOkKCwsLLh48SJ//PEH9erVY+3atcUqwmhhYYGhoSEPHz6kXr16ZT6/CmQRlrONkZCQQJMmTWjatCmnTp3CyMiIN2/eFKnlUmFklJBnz55haGiIsbFxifqbm5tzdr8Xt0b/Qopi0WJDQoEA8bs4nsxeRa3fJqPjIBv4GRkZyT///MOKFSvQ0NBgzZo1dO/eXe7aIRqWZjTY/juTOrjRRt0YvWwB2SlpSEQ5CFWUQUuN8y+eMOfwWjTNS3bN8vDw4UOmTp3KlStXysQfWEH54OLiwtmzZ6WGRs+ePb/qfNq0aVOm0vXlSUZGBt27d6d///75tGtKgpWVFUePHi2DmeVHQUGBWbNm0a5dOwYMGMCpU6fw8PCQ2y31wWVSYWT8+3F3d8fU1JSdO3dK98kjiljxmlhCiorHsLKyylfRcvv27dK3FnF2Du//2ouJHAbGx2RExeC/0ANRcioSiQQfHx/69++Pg4MDERER3Lhxg8jISHr37l3s4mShoaHsvneNtrtW0sjzD+pvXkq9TYtosH0ZLQ7+xWWdbK4+Lp7wT3F4//49bm5ubNiwAUdHx3Ibp4KyoU6dOpw9e5Zx48bh5eX1VedSr149QkJCiImJKbrxV0QikTBq1ChMTU1ZsmRJmZyzvFYyPqZu3bo8fPgQdXV1nJ2duXHjhlz9PhgZFZQ/gjLaCuLo0aM0aNCAvn37UqlSJZydnfHw8CgyyLnCyCghN2/eLFX556hzPqS8Kb4uBUBaSARHpy2mTp06DB8+nIYNGxIUFMTGjRtLpay5ceNGBg8ejIaGBkrammjaVEbHvirqlU0QKioydOjQErmH5CE7O5t+/frRr18/evXqVS5jVFD2ODs74+3tzfjx4zl48OBXm4eioiLNmjXjypUrX20O8rBs2TKeP3/Ozp07y8wVWB4xGZ9DQ0ODjRs3snr1anr27Mn8+fMRiQpPeW/RogWPHj0iKSmp3OdXQfny5s0b1q9fj42NDd7e3kyaNIlZs2axbt26QvtVuEtKyI0bN0qlPrls0WIO+94hQZSJkbIaQyvXpKl+bj2AczHBnIl5g72mAWdjgtBQUGKClQv1dXPjKmKz0nE/uItAUTLGxsaoq6tLI9MXLlzI69ev8fT0LNZ8MjIy2LJlS6FvKH379mXmzJnExsZiYFC2WSVz5sxBKBSydOnSohtX8E1Ru3ZtvL29+e677xCLxcXy25clrVu35uLFi/Tu3fuLjivJyiDlwiEyHt1ALMrgaNsaRP86BpVqjmh1HoJQM9e1cPDgQf7++29u375dptWDTUxMSEhIID09HTW14tZ5KT5du3alfv36DBs2jGbNmuHp6Vmgbo+qkjKj6zTnxuh5GGjpIBGLUVBWQtPWEushPVAxKFlGTQX5EZazUKFYLKZevXr89ttvQO5K5qtXr1i3bl2hAnIVRkYJePfuHbGxsdjb25eof9rbdxhmSFhl3wo9JVWuxYWz/M0d7DU7YKCce5MISI2jnaEVB126cTr6DauC7rPXuTMCgYBlgbex0tTj+OEjvNdVoV27dtjY2NCmTZsSX9OBAwdwcXHB1ta2wDa6urp07NiRvXv3FkuVUJ6xvby8uHfvXolS5Sr4+tSuXZtz585Jq7Z+DUOjdevWbNiw4YuNJ85II2H7H2S+8iUnKhwkuYHbdY00yXp2n6xn90m7dQ4lyxqEOLdn7NixnDt3DjMzszKdh1AoxMLCgpCQEOzs7Mr03AVhYmLC6dOn8fDwoFGjRixfvpxhw4ZJM9fEomxe/LmDuAf+tM/SQBgURSJ5suXxD58RffkumtUsqD5xEJrWlQsaqgI5KW+3hKmpab40aXt7e/76669C+1W4S0rAzZs3adSoUZHLnd27d0dXV1e6faj+mPI6lCaqhhgoqyEUCGhpUAVzVU1epMZJ+xorq9Oxkg0KAgHtDC2JE2UQL8okOjONp8nvGWHmSObrUJydnRk5ciS7du0q1TV5eHjIZTiUtcvEz8+PcePGcfjw4TJfHangy1KrVi3OnTvHzz//zN69e7/4+DVr1iQ+Pp6wsLByHysnMZaYJT+Sdu0EOZGhUgMjX7uYSDLuXyFjzQx2uy+hTp065TKf0sqLlwSBQMCECRO4fPkyf/31F7179yY2NhZRShoPxi0m/LA3acFvERbgss+MjiX25iMeT/md2Lt+X3TuFRSfJk2a8OLFC5l9L1++xNLSstB+FUZGCZBXhOvo0aMkJCRIt/Xr1wOQlZDE+ffBjPE/R48HR+nx4CjBaUkkZmdJ++p9VP1UVSF3wSldnE2sKB0tRWXUFZQQJeVWpbS0tOTt22KKaX3E3bt3iYmJkasoU5s2bXj37h1+fqW/KcTHx9OjRw9Wr16Ns7Nzqc9XwdenZs2anD9/nqlTp7Jnz54vOrZQKKRVq1ZcunSpXMcRZ6Tx3v1nREHP5e5jqa5ILT9vRNER5TInKyurLxKX8TmcnJy4c+cOlpaW1HWuw5Xhs0jwDUDeaovpEdE8W7aRpBfBco95/fp1atSoUbIJ/0cRCMpmK4jJkydz+/Ztli5dyuvXrzl48CBr1qxh3Lhxhc6rwsgoAcVV+vyUdxmprA56wHhLF7xcunGkbnes1LVBDiliAyU1krOzSMsRoaStCeRmhZibm5d4PuvWrWPs2LFyuSoUFBQYPHhwqVczxGIxAwcOpHPnzvzwww+lOlcF3xZOTk6cP3+eadOmsXv37i869ge9DHkoKgOsIBK2/1EsA+MD2VFhJGxaXOx+8vBphomVlRVqampoamqip6dHp06dynWFR1VVlZUrV/JP39GIgyOL3T8jMobnv/2dL1Nh+/btCAQCDhw4ILO/WbNm+d6qKyhfXF1dOXr0KAcOHMDJyYm5c+eyZMkS6Qp9QVQYGcUkIyODJ0+e4OrqWuJzCIz1QCBAR1EFAO+YIILT5Iu+rqSijoOmIdsin6Fia8mTJ0/YsmVLiR/UMTExHD9+nOHDh8vdZ8iQIXh6ehYZWV4YCxcuJDU1lT/++KPE56jg28XR0ZELFy4wY8aMYgchl4Y2bdpw8eLFUlc7LghJVgaZL31L3F8UHogoquwf9p9LYz1x4gQpKSlERkZibGzMhAkTynzcj5GIxWhGJZY4ADE1NIIEX1nDYceOHejr67Njxw65z5OdXbCY4H8ZoaBstsLo1KkTvr6+ZGRk8PLlSyZOnFhkQb8KI6OY3L9/HwcHhxJXPARwadmMgbUb8fOzi/R9dJygtEQcteSPR5hdrQExgmxq9fieHj16sGjRItq1a1eiuWzZsoUePXoUKx6ievXqVKtWjTNnzpRozGPHjrF9+3b2799fbC2PCv49ODg4cOHCBWbOnCkj4FOeVKtWDYFAwKtXr0p9rt9//52qVauipaWFg4MDR44cIeXCIdIiQnH0ekxAQrq0bWyGiGoHHvI+Q0RCVjZDr76m9mFfnLweM/TqayLTcl2h4qR4WjVvxi+//EKTJk3Q0tKiffv2vH//Xnqu3r17Y2Jigo6ODs2bN+fp06dFzrWwNFZVVVV69erFs2fPpPtatmzJ5s2bpZ8/XcEJCAigXbt26OvrU6NGDZmVhKFDhzJu3Dg6deqElpYWDRo0IDAwkOgrd0kLieBp8nvGP71A9wdHGP/0Ak+T867tXEwwg31P0+3+EQY9PsXF93lzzklNJ3jXMennkJAQrl69yqZNm/D29ubdu7yyB1euXKFy5bxgUSsrK5YvX06tWrXQ0NAgOzubiIgIevbsiZGREdbW1qxZs0ba/u7du9SrVw9tbW2MjY2ZMmVKkd9xBSWjwsgoJvK6SoKDg2nbVrb09NChQ/Hx8QFg6bJlHG7YCy+XboyxdGalfSs6VMqtX9DeyIo/HVrL9D1XvzfmqrnuESNldXb8soy4uDgCAwMZMyavhsjChQvlfnPMyclhw4YNJcoUGTZsWIlcJi9evGDUqFF4eXmVWC21gn8P9vb2XLx4kdmzZxfrbbSkCASCYrlMCqNq1apcv36dxMREFixYwMCBAwm55o2KEL6vrMuxkLxA7ROh8TQ00sJQVQmJBPrYGHC7a01ud6uJqoKAeffzNHHEGWns2bOHbdu2ER0dTVZWFitWrJAe79ChA69evSI6OhoXFxe5VikLE+RKS0tj//79NGzYUK7rTk1NlSp8RkdHs3fvXsaOHStj7Ozdu5cFCxYQHx9PtWrVmDt3LpFnrpOQlsovL33obmzLIZdu9DSpzi8vfUgSZZKek836kEcsrd6MY/V6sNqhNVXVZVNYU4PDpatQO3fupF69evTs2RN7e/siXW979+7l1KlTJCQkIBQK6dKlC7Vr1+bt27dcvHiR1atXS4XBJk2axKRJk0hKSiIwMJA+ffrI9d18y5S3GFdJqTAyiklpRbg+YNKuCZpVi1dw6APqluZY/tCl1HM4efIkZmZmuLi4FLtv7969uXTpUrEUFpOSkujevTvLli2jfv36xR6zgn8ndnZ2XLx4kblz55abmNvHfHCZyENBGWCQ+zduZmaGUCikb9++2Nra8uB/1Yq7W+lz/CMj41hIHN2t9AHQU1GkYxU91BSFaCopMMHRlDvRKXmDSsQMGzaM6tWro6amRp8+fXj8+LH08PDhw9HS0kJFRYWFCxfi6+srU9L7c5iamhIbG0tGRka+a9PW1ub8+fNMnz5dru/k5MmTWFlZMWzYMBQVFXFxcaFnz54yqq5ubm7Ur18fRUVFfvjhBx4/fkxOZiZ3EyIxV9WkraElCgIhrQwsqKKqxe2E3DgNgUBAcHoimeIcDJTVsFKXLR0gzhKRk54J5BoZAwYMAGDAgAFFGqkTJ06kSpUqqKmpce/ePWJiYpg/fz7KysrY2NgwatQo9u3bB4CSkhKvX7/m/fv3aGpqym2Afct8CXdJieZV9qf87yKRSLh582apgj4/IFAQUtt9GuqWxcuZVzU1ouai8Shpll7MR9601c+ho6ND586d5c4gEIvFDB06lObNmzNy5MgSjVnBv5cPhsa8efPYunVruY7VqlUrLl++jPgzBQc/paAMMMh9yDk7O0sNEH9/f+LSch/iTYy1yMgR8+h9KuGpmTyNT+f7yrlv5enZYmbdDaHhMT/sDz6i14UXJIpyyBH/L05Ekqsz8QF1dXVSUnKNkJycHGbNmkXVqlXR1tbGysoKQMad8jkUFBSoUqUKoaF5KyYfri0zMxMPDw9atGhBVFRUIWfJJSQkhDt37sgYX7t375bp+9n5iyXEZqVTSVnWlVxJRYP3onTUFBSZW7UhJ6MD6ffoBPNeXCc0/ZNYNElubMeNGzcICgqiX79+QK6R4efnJ2OMfUqVKlVkriEiIkLmGpYtWyZ1uWzZsoWXL19iZ2eHq6srJ0+eLPJ7qaBkVBgZxeDly5doaGiUKpPjY9SMDXFZMxetGtZQRGaHBNCwNqf28mlo2xdchVVeAgIC8PPzK5WE98eaGeLsbLLik3KLqn0m6O73338nMjJSxi9awf8vatSowaVLl1iwYAFbtmwpt3GqVKmCvr5+qdKsQ0JCGDVqFB4eHsTGxpKQkICTkxMSYW46uVAgoLOFPsdC4jgaHEcbcx00lXJ/w38HvCMwOYPj7e143rsOXm1zUy2lv4pC9HX27NnDsWPHuHDhAomJiVIXiDyBrAXFZSgoKODm5oaCgoLUXauhoUFaWpq0zccGRJUqVWjRooWM8ZWSklKk0PGhFDAAACAASURBVJlQWQkDZTWis1Jl9sdkpWGolCsyWE/XhOV2LdhXpwtV1LRZHfRApq1ASRFFdVV27NiBRCLB2dkZExMTGjRoAFBobM/HAYhVqlTB2tpa5hqSk5M5ffo0ALa2tuzdu5fo6GhmzpxJr169SE1NLejU/wqEZbSVx7wqkJPSpq5+DjUTI+pvWYr99BHo1rZD8X9pqR9Q0FBDpVoV9rx/RfVVM9GuUXTVO3lYv349I0eOREVFpcTnaNGkKbXTFbncfzI3ek7k1sBp3Ow3hZu9J+E7exXJL4MBOHv2LOvWrePQoUOlGq+Cfz/Vq1fn0qVLLFy4UCbwsKwpjsvkc6SmpiIQCDAyMgJg27Zt+Pv7o1Qpb+Wxu6U+J0LjOBISR3dL/by+ohxUFYRoKysQn5nNn/6yKZ0C5YJ/A8nJyaioqGBgYEBaWhpz5syRe84FxWVIJBKOHTtGfHy8VKXY2dmZw4cPk5aWxuvXr2WMvs6dO/Py5Ut27dqFSCRCJBJx7949nj8vPG3XsHEd6uuZEZ6RwqX3oeRIxFyJDSMkPYkGuqbEizK4FR9Bek42SgIhakLFfJkoaqZGZGZlceDAATZt2sTjx4+l29q1a9m9e7dc2SP169dHW1ub5cuXk56eTk5ODv7+/ty7dw8AT09PYmJiEAqF0pIMFWrD5UOFkVEMyioe41OESopU7tEW102Lcf17EQ5zx+CjkUVWxwbU9ZhPM88VKLaqy9q/y0YyOTk5GU9Pz1KVxg72PM7dIbPor2NN9pu3ZES9J+t9ApkxcaSFRRF96Tb3xy7m+pAZTB4+iv3795e5nHIF/05sbW25fPkyixcvZtOmTeUyRmmDPx0cHJg6dSqNGjXC2NgYPz8/mjRpgkqtxigY5tYQqmOogZqiAu/SRbQyzSt9PqJGJTJyxNQ+7Eu38wG0/OiYQF0TBQOTfON9YPDgwVhaWmJubo6Dg0OxYgU+NTK6dOmCpqYm2trazJ07lx07dkirG0+ePBllZWWMjY0ZMmSITHCplpYW586dY9++fZiZmWFiYsLMmTPJzMwsdHzzrq0xsbFiSfWmeEW9oOfDYxyIDGBJ9aboKKkglkjwinpB/8cn6PnwGE+SY5hglRcPJlRWonLP7zh69ChqamoMHjwYExMT6TZixAhycnI4e/Zskd+FgoICJ06c4PHjx1hbW2NoaMjIkSOlsS1nz57F0dERTU1NJk2axL59+1BVVS3irN825S3GVeJ5Scorofw/iL29PXv37v0i6pRubm788MMP9OzZE4DXr1/TsGFDAgMD0dHRKaL3/7F33mFRnF0fvrfQe5MuqFjBXokNazR27C2aYuzoq7HEFmOMUWONJSomltijURE1NsCosYKKDSyggoACSm+77H5/8LG60nFR1Lmvay93Z+Yps7gzZ55zzu8Uzm+//cbJkyfZt29fqdqHrtjCk0N+ZKekF30wkGmkh8eGnzCsLNQnEHjJ/fv3adeuHTNmzHgjgzc/YmNjcXFxIS4uTuNp0nFLJ5MReLpUbbVc3LCet1mj88ll69atHDt27K0LoL3Krfm/EXXIv1RtDV0q0uzPxYg0VJ32Y+DVgOBvq87RSJ9L7r0UjHvTew0IKxnFJj4+nqioqDcqpV4SdHR01J4cXFxc6Ny5c5FldYtCqVSWKuAzN68+fOtBnvgU38AA0ElOJ3jGMrIShHLPAi9xcXHBz8+PBQsWsG7dOo32nauNcOXKFY32C2A6fCoS25JnhonNK2AycILG55PLu5QWz6Wa11AMXUr+3WiZm1D5yz6CgfEBIvxFi8n58+dp0qTJW/PbvW5kQE459JUrV6oi0UvD6dM5T2AeHh6qf4vrG1fIZDzxOUV2avENjFxSwyO5tyYnE+V1IR2Bj5cqVarg7+/PwoUL1TI7NIGm9DJeR2phjcW4n5DaFP9mKjavgMngiejWLJsCaVC4VsbbQsvYEJc5o4lWZBR98P+jbWFK5S97Y93u/U8jfZcIOhnvOWUR9FkY+RkZNWvWpHXr1m/01Ld69WrGjh1bpBRsfjwPvEV6ZNEpcAWRGBxKVnrxLz4CHweVK1fG39+fxYsXv/FK3auUlZEBoF2pJhbTV6NTqxFiY7MCjxPpG6JVxQ3zsT9h4N6xTOaSi52dHbGxsWRlZRV9cBmRnZ3NF5MncLmONRbu9dC2LPi7kejpYlyjMjWnjaBi305vcZYCbxPpu57A+8K5c+eYPXv2WxtPW1s734vFrFmz+PTTTxk7dix6enol6jMyMhI/Pz82bdqUZ9+LFy8YOnQoFy9eRC6X07x5c9atW6e24pAUEgZKQ+Kz0pkReob2lk70ta3Osdhw9kSHEpeVjomWDv1sq9O1Qk6a7fWkZyx6cIke1i78ffUQ7hGB+F29TGZmJoaGOZk0d+/eJTIykgkTJnDnzh309PTo3bs3y5YtQ1tbu0TnKPB+UqlSJfz9/Wnbti1KpbLU+i2v0qpVKwYMGEB6enqJfyvFQauCHVaz1iGLiSB5/0ayHt1FmZUBSiUiLR2kNo4YdRuOTlU3jY+dH1KpFDs7OyIiIqhS5c3T3EvD1KlTSU9PZ9m6tWhpaZHxNJ6wTftIvHWf7PQMUCgRa2uhZ2tFxUFdMW/kVqoHHoG8lIWQliYQjIxikJWVRVBQkCpX+22Q30oGQJ06dWjatCkbN24sccGj9evXM3jwYIyMjPLsUyhyVAj37NlDdnY2X375JePGjePAgQNAjkCOPDmVGJGI70L+pY9tdbr8vwy6qZYuP1Zrga2OATeS45h59wzVDcypapDzFPNclkFydhZ/1v0Mi6aNmLJgHkOGDCEyMlI1fnR0NMuXL6dRo0ZERkbSuXNn1q5dy8SJE0t0jgLvL7mGRps2bVAqlW9c0MvY2JjatWtz/vx52rZtW3SDUqJl44j56B/KrP+SkOsyeRdGhre3N76+vly4cEEVbKtrbUGt6d+89bl8jJRXt0R5nVe54urVq7i4uGBsbFz0wRqiICMDclYzFi9eXGRK2atkZmbi7e3N2LFj891vYWFB79690dfXx8jIiJkzZ6riNwCU8mzCE+OZcieAzx1cVQYGQFNTW+x0DRGJRNQxtqKBsTU3XymKJBbB5/auaIslFLQu0bBhQ5o1a4ZUKsXZ2ZmRI0eqjS/wceDs7ExAQADLly9n5cqVb9xfu3btysxlUh55V3EZ/v7+zJo1C19fX8zMCnaRCHx8CEZGMXjb8RhQuJHRqFEj3NzcSlRwat++fbi5uVGjRo1896elpTFy5EicnJwwNjamVatWJCQkkJ2dnXOASMSp6AdYaOvR0kw9aPNSQjRet07RO/AAvQIPcDkxmkT5y7mbSHXQFucEzBYUPX737l26du2KjY0NxsbGzJgxo0gpZYEPEycnJ/z9/Vm5ciUrVqx4o77atm37RqJc7xvvwsi4e/cuAwYMYNeuXVStWvWtji3wkvKqkyEYGcWgrES4CqOgmIxcZs+ezc8//4xMJitWf0WlrS5dupTQ0FAuXrxIUlIS//77L/BSzlgslfBFzaaYSHX4+cFFsv9/e5Yimx/vn6ePbXV21+/O/oY9aWxiy6viK6JXYpalhvr5+mBHjx5NjRo1uHfvHklJSSxYsKBYUsoCHyZOTk4EBASwatUqli9fXup+3N3duXHjBklJH0f6dGEl38uCFy9e0K1bN+bPn0+bNm3e2rgC7w+CkVEESqWy3K1kAHzyySdUqlSpWAXKgoKCiIyMpGvXrgUek5ycjJ6eHqampjx//pwffnjNxywSoW9lziwXdzIUchY/uIhCqUSuVCBTZGMq1UEiEnEpIZqgpKf5jiExNKBi/8+wtrYmPj5eTUgmOTkZY2NjDA0NCQkJKbJOgsCHT8WKFQkICGDNmjUsXbq0VH3o6enRtGlTzpw5o+HZlU/e5kqGTCajT58+dOnShREjRryVMQUKRqjC+p4SHh6OWCzGycnprY5blJEBOasZCxYseOnSKIA1a9YwevRopNL843xFIhETJ04kPT0dS0tLmjVrRqdOL1PKZDIZT58+xed2ENkiJd9X/YQEeSZLwy+jK5Yyxqk+8++fxzPoIP7xj2lmmr98uGEle0xqVaFGjRoMHDiQypUrY2pqSlRUFEuWLGHHjh0YGRkxYsQI+vfvX8Q3JPAx4OjoSEBAAOvWrWPJkiWl6uNjcpm8LSMjNzBXT0+PX375pczHEyia8qqTIWSXFEGuq+Rtp1kVx8jw8PDAysqKPXv2MHDgwHyPiY+P5++//+bu3bv57k9KSsLCwgI7OzsCAgLU9g0dOlR1ca9cuTLfrZyO8U5/km4/YFGN1qrjulu70N3aJd/+6xpXYEf9roi1tbD5tKVq++vlvu3s7AgJCVHbNm/ePAQEHBwcVFknCoWCqVOnlqh927ZtGT16dBnNrnxhb29PTEwMMplM43Lqr/Lrr7/y33//ce7cOaGwmEChCEZGEbwLVwkUHZMBOSsQs2bN4ttvv6Vz3cY83naIrBdJKORyxFpStC1MOU0i3bp1U1WTfJVbt25x584d6tdXVyFMSEhg7dq1/Prrr7i7u7N7925V+m5K1Vpcm7yI9Cf5u0TyRSzCsmUjHPuUrRiRwIeLg4MDAQEBqvTWadOmFbtt48aNCQ8PJzY2Nt/fwYeElpYWtra2REZGUqmSZio2v86RI0dYtGgR58+fzzcdXuDdUF51MgR3SRG8KyOjOCsZAHUUekzUr8zFUd/z9NR5XgTdIjE4lBeBt3h6/Bz2/1xluMyCGL8Lau2mTZtGx44dWbRokcoVFBMTw7Rp06hSpQqhoaH4+fmxf/9+NX0Qw0oOuP3ohX5F22Kdh1hbiwqtm1J73nhBdEfgjbC3t8ff358//viDn3/+udjtpFIpLVu2zLNS96FSli6TmzdvMnz4cPbt2/fWXcgC7yeCkVEIiYmJhIWFvZWqq69THCMjdOVWQpdtxkmkizgz/ywTI7EW2WFPCFnozQPvPartixYt4smTJ3h5eREWFsbo0aOpVasWaWlpBAUFsWXLFmrVqpVvn6auVWmweg7WHZuj55h/2WqJgR4mri64jBlEnZ//h7iAeBABgZKQa2hs2bKFBQsWFLtdWUqMlzfKysh49uwZ3bp1Y/ny5bi7u2u8f4E3Q6yhl6YRrvyFcOHCBRo1alSmvs2CKMrIuL9+N5H7T6IoZi2QAad38e2zCPro6+E8uBsAwcHBLFy4kOPHjzNq1ChCQkKoUKGCWrvhw4fj4ODA/Pnz1bbrWVtQ58cJZKdnsG38DMQRsdSqVh2RRIzUQJ+K/TtjWqd6Cc9aQKBo7Ozs1GI0Zs2aVWSbdu3aabzSa3mlLNJYMzIy6NWrF0OGDGHw4MEa7VtAM5TXhWLByCiEsnCVODs78/TpUyQSCVpaWnzyySesW7cOR0dHteMKi8lIefSEyP0nim1g5JKdkcmjnb5EmGqz6LdVBAUFMXHiRNatW1dqNVOJni7/pEbTaVAnGg4bVqo+BARKiq2trVqMRlF1hWrXrs3z58+JiIjI81v70HB2dlbp3GgCpVLJiBEjsLOzy5vaLiBQBIK7pBDKSoTr0KFDpKSkEB0djbW1db41GgpbyQj/fR+yF6UTF8qKfcGx6T/TtWtXwsLCmDp16hvLpQcFBdGwYcM36kNAoKTY2Njg7+/Pzp07i7z5icVi2rRpg7+//1ua3btD0+6SBQsWEBISwpYtWxAXoNgr8O4pr+4S4X9MAcjlci5dulSmvkddXV369OnD7du3ATh8+DD169fH2NgYT09PwsPDVcc+fPgQkUjEJu+NtF8ykz5BB9kRdUe1P1ORzeIHl/AMPMBXwf+wJzqEQVd98x23loMTixYtUhU/u3PnDh4eHpiamuLq6oqPj0++7ZKTk2nTpg1eXl4qNc6kpCSePHlSoFy5gEBZkmto7Nmzh7lz5xZ6bLt27T4KvQxNGhl79+5l/fr1HDx4EH19fY30KfBxIRgZBRAcHIyjoyPm5uZlNkZaWhq7d++mWbNmABgYGLB161ZVCmlsbKzKEMjl5N8H+d2tI4tqtGb7k9s8Ts9Z0dj25BZPs1LZUvczFtZoxam4x/mOeS/1BRP99vLT2EkMGDAAmUxGt27d6NixI8+ePWPVqlUMHjyY0NBQtXbx8fG0a9eO5s2b8+uvv6oyRa5evUrt2rULFPoSEChrrK2t8fPzY+/evXz//fcFytHnBn9+6HL1Dg4OREdHI5fL36ifK1euMHr0aA4ePIidXf4CewLlB6F2yXvGuXPnyqxeSc+ePTE1NcXY2JgTJ04wZcoUIEdcq3bt2ojFYtzc3DAyMspTiXR0267oiCRU0Telsr4JD9ISADj9PJKBtjUxkmpjpa1Pz3zEsW4mx/H93XNMqdyYlpVzgjIvXLhASkoK06dPR1tbm7Zt29K1a1d27typahcVFUXr1q3p27dvngBQwVUiUB7INTT+/vvvAg2NqlWrolQquX///juY4dtDW1ubChUq8OTJk1L38eTJE3r27MmGDRvy6OgICJQEwcgogP/++6/M9DEOHDhAQkICmZmZrF69mtatWxMTE8PFixdp06YNVlZWNG7cmISEhDyVSC0NXorf6IilZGTnPK3EZ6VjpfNyOdNKO+/Spu+zB9QysqCecQWU8hwp8qioKBwdHdV8rU5OTmoXqMOHD5Oens6oUaPy9BkYGCgYGQLlggoVKuDn58eBAweYM2dOHkNDJBIJLpNikJqaSvfu3Rk3bhy9evXS7MQEygyxSKmRl8bnpfEePxDehgiXRCLB09MTiUTC2bNnGTRoEN27dyciIoLQ0FD09fXzXCh1rMzy7ctcS5fYrDTV51ff5+Ll3JBnmWn89ugaOhUsgJx0wIiICBQKheq4x48fY29vr/o8YsQIOnXqxGeffUZqaqpan4GBgTRo0KDkJy8gUAZYWVlx6tQpDh48yKxZs9R+P0pFJqN6m+Nu9SdZNwaSFdyXrJuDkYV6kZ146YNyozg5OZXKyFAoFHz++ee4ubmVSFVV4N1TXmuXCEZGPkRERJCRkYGLS/71ODSFUqnk4MGDvHjxgpo1a5KcnIy5uTm6urrcvHmT9PT0PG0qtGqsMhBepbWFI7ujQkiWZxGXlc7BZ3mXhPUlUhZUb8mtjASW+OwGoGnTphgYGLB48WJkMhkBAQEcOnSIAQMGqLVdvXo11atXp2vXrqp5paSk8Pjx4wJFuwQE3gVWVlb4+fnh6+vLzJkzUShkyB8uQnZzIA1szlLTMQPS70JGGKSFoEw8R/a9ychuDSU7Nv9g6fcNZ2fnUmllzJo1i2fPnrFhwwZBoVdAIwhGRj6UdVG0bt26YWhoiLGxMTNnzmTLli24urqydu1a5syZg5GREUuXLs238JCOhSmGVfLm+Q+2q4Wlth6fXz/CtJDTtDRzQCufdDNDqTbew8Zz/NRJZs+ejba2Nj4+Phw9ehRLS0vGjBnD1q1b82SLiEQiNmzYgKOjIz169CAjI4Nr167h5ub2TsTKBAQKw9LSEj8/P04eP0LI4c9QPNsLGY8Qoci/gSIN0u6Q/XgZ8sjf3u5ky4DSuEu2bt3Krl27+Pvvv9HR0SmbiQmUGeW11LtI+SGtEWoILy8vHB0dVQGZ7wKZTIaenl6+EeLxF4O5Pm0J2YWIcR16+oCA549ZWrON2napkQENVs3GpGblN57jypUrCQkJ4bff3v+LssCHh1KpIO3WWCQpFxGX5OopMUJi/w0Sm0GlGvfkyZN8/fXXb6XkemFzWLBgQbGl1M+ePYunpyf+/v64urqW8ewENEViYqLq/eLahQvSFZepN35UvTcxMXnj/oSVjHwoy8yS4iKVSlEoFGRnZ+fZZ96kNuZN66g50OKz0rmVHIdCqSQiPZl9MaE0N7NXbygRY9WioUYMDBAySwQ0j7OzM9bW1mqxPxs3bsTDw6PEfSnifNFKu1qkgTFsTjjf/PiKayE7GX/f1VhYmBMdHV3iccsDJZEWDw8Pp2/fvmzdulUwMN5jBDGu94SUlBRCQkLe+c1TJBKho6OTr7S4SCSizvyJmDepC5KcP6FcqWDFw0B6BO5nakgA7mb2dKvwMqZEpCXFqnkDXGeP0dgchcwSgbJALpezcuXKN+5HEXsIyL9w4Kssm+zIP/8lcvJijuZMRqaC0fOCWDyzC7a2xas2nMubalNoiooVKxIZGZnvQ8qrJCUl0a1bN2bMmEGnTp3e0uwEygJBJ+M94dKlS9SrVw9dXd13PRW0tbULlBYXa0lpsPw77Hu0Q2xpipW2Pt61P+VQI0921u/GyIp10RKLUaBEz9EGx94dqbvoW0QSzfzJU1NTCQsLE558BDTOlClTWLJkCQkJCfnuDwkJoUOHDpibm1O9enX27MmpLhweHo6pqSkKhQJFWhgjZxzGoVOwqt3w78P5deezPP1ZmEhZ/q0jY35+TGp6NvM3RlPZQYehHbNRKpVkZGTg5eWFra0t9vb2TJo0SWX8nzx5EmdnZxYsWICNjQ0jRozI0//y5ctxc3MjKipKE19PsdDR0cHS0rLQMeVyOQMGDKBVq1aMGzfurc1N4ONCMDJeozy4SnIpqhKrSCKm1rQR7LLIIrqWHcauLug52KBrY4meow1Gri7sin+A7fyxVP/fcEQarDsQHBxMrVq10NbW1lifAgIAjRo1wsPDgyVLluTZl5qaSocOHRg0aBDPnj1j586djBkzhlu3blGpUiWMjY25evUqith9nL36HAM9MXfCc7Khzl5NoVUDw3zH7N3OjAY19Bk6+yG/H4hjzfSKkBkFGY+YN28eV65cITg4mKtXr3Lu3Dl+/vlnVdvIyEhVptXatWvV+v3+++/Zvn07AQEBb001U5GeStL+31nb2I6MX6cS+/NY4pZPIf36ebU03cmTJyOTyVi5cqWQSfIBIEapkZemEbSgX+O///5j5MiR73oaQNFGBkBcXBx7Dx3k53v3sLS0BECZrVCtWGwfn8y23bv4/vvvNTo3wVUiUJbMmzeP5s2bM2HCBLXtvr6+ODs788UXXwDQoEEDevfuzd69e3F1daV169acPn2aCu6RAHi2NeXM1RR0dcQkpSqoU1WvwDFXTnGkZu9b/DDKjoo22pCdhlKeyPbt2/H29sbKygqAOXPmMGHCBNVvSiqVMnfuXDWDW6lUMmHCBK5evYqfn98bFyEsDvL4pyRuX0FW+B2yn0bSUB94co/M/9fVywi+gJadE3qN2rAjJotjx45x4cIFITtMoEwRjIxXUCgUnD9/ni1btrzrqQCFl3vPZePGjfTs2VNlYABqLpFhw4bRr18/Zs+erdEKioGBgaqaKwICmsbNzY2uXbuycOFCatasqdr+6NEjLl68iKmpqWqbXC5n6NChALRu3RofHx9spBJa1jekVQMjdhx9jq62mOb1DAoNArW20MLSVEqtyrmu0pxjo6OjcXJyUh33uiKutbV1nhW9+Ph4Nm7cyP79+9+KgZF1/ybP185BHpN/zSIAMtORhYeQ+egeJs9S8N3/t9r3KPB+U14XowR3ySvcunULKysrKlSo8K6nAhS9kiGXy/ntt98K9ac2bNgQfX19zp49q9G5CZklAmXNDz/8gLe3t9oN3dHRkdatW5OQkKB6paSkqNKoW7duzZkzZ/j38lNa1jekeV1DzgencCYomZb1jQoaKn8k+oikptja2qplaryuiJufq8HS0hIfHx+GDBnChQsXSnjmJUMW/Yj41bMKNzBeQazIpoWlHqa+G1AqCtANKYC5c+cyZMiQ0kxToIwprzoZgpHxCmVZr6Q0FGVk+Pr6Ym9vX+jNXiQSMWzYMI2uzqSnp3Pv3j1q166tsT4FygcKuZyshCTkKWnvXGbbxcWF/v378+uvv6q2de3albt37/Lnn38ik8mQyWRcvnyZO3fuADlF0PT09Nhx8AYtGtljbCihgrkW+/0TCozHKBAde9CtyMCBA5k3bx5xcXHExsby448/FutG265dO7Zu3UqPHj24cuUKkKNH8cknn2BiYoK5uTnNmzfn8uXLJZvXa7z4bS7ZzyLVtvU9FYrL7iCq/3WVOvuuMeLMA56mv8y0EQEZNy6Q7Lv1jcYWECgKwch4hbdRr6QkFGVkrFq1qlhR4UOGDOHvv/8mLS1vPZPSEBwcTPXq1QVVwA8ERZaMiL3HuDRiNud6e3F+8Lf8N2AS//WdwPXpS0m8E/bO5jZnzhw1zQwjIyOOHz/Orl27sLOzw8bGhmnTpqn9Tlq3bo2FhSVOlXMyn1rWN0QJ1KuWt2hgYYhNWyISifj++++pW7cutWvXpk6dOjRt2pTvvvuuWH106tQJb29vunbtytmzZ+natSvjx4/n+fPnPHnyhO+///6NfkeZd28gexKe774fG1UktG99Tnd1Iykrmx+CItQPkMtJv+T3zo1JAc1QXgM/BSPjFcpTZgkUHpNx+/Ztbt26RZ8+fYrsx9bWlmbNmrF//36NzEtwlXw4PNp1mAtDpxCybBOJwaFkxMSRFZdAZuxz0iJieOZ/kaDxP3JpxGzSo/Kmf2qahw8f0r59e9VnR0dHMjIyCAgIUG2rXr06hw8fJjY2lvj4ePz8/KhXr55q/86dOwkPD0ds1RNEWiya4EC8fz2k0qLXgu8ecKNdE2PQtkdiOxgAPT091qxZQ3R0NNHR0axYsUJlGLRv3z6Psufr27p3705MTIwqLX7gwIFIJBL09PTo2LEjderUAeDBgwe0bdsWCwsLLC0tGTx4sFoa7507d/Dw8MDU1BRXV1d8fHxIPrQZZXpKoedkpiOls6MpoYk5WTanniTS6ehtav51lfrLdzN77MtA94CAABwcHNTaOzs7c/LkyXz79vHxwdXVFVNTUzw8PFQrSgICuQhGxv8TExOjKlRWXihsJWPNmjV88803xU4h1aTLRMgs+TC4u3o7Yd5/kfowCrIL9s3Lk1NJDA4l0Gs+yfdLCOBJAwAAIABJREFUXnTrXSG26IzI5BNKWlvyRVI2UXIPRJISuleKoFq1akgkEoYNG8bRo0d58eKF2n6lUsl3331HVFQUd+7cISIigrlz5wI5ZQa6detGx44defbsGatWrWLw4MHcCb5e5LjPM+UcjUjAzSxnJUdfKma5eyVu9anHllZV2PDndg4cOFDi87l79y4DBw5kxYoVxMbG8tlnn9GtW7cig9UFyoayFuOaO3cuIpFI7WVjY1PkvAQj4//577//cHd312gGxptSkJGRmJjIzp07GTVqVLH7yvULR0REFH1wEQjl3d8eIpGI+/fzVtR9Ux7tPMyT/SeQpxTfhZYeEUPwzBVkxucvkgWFP/W+bUQiEVKXhYiM3Sl2Ip3UjBhFW5p8tpDTp09rdD7GxsacPXsWkUjEiBEjsLKyonv37jx9+hTIiUHp0KEDOjo6WFlZMWnSJNUcLly4QEpKCtOnT0dbW5u2bdvSpdOnHLj9sMDx5gQ+xnXvNToevU0FPS3m1M9ZoXC3NqKmqR5ikYiaZvr0qlu1VOe6e/duunTpQocOHdDS0uLbb78lPT2d//77r+RfjsAb8zZkxatXr65a0YuOjubGjRvFmpcA5c9VAgUbGVu2bKFDhw4lEvfR09Ojb9++bNu27Y3mlJmZSWhoqGqJV6B0eHh4sHHjxncytiJLRmQJDYxc0h4+4d6a7WUwq7JBJNZGWn0FYpsBoFcZyFvZGCAxRUG6qAoSp6nU7biMXbt20bdv31I94RdGzZo12bx5M5GRkdy8eZOoqCgmTpwIwLNnzxgwYAD29vYYGxszZMgQ4uLiAIiKisLR0VHtIaiigwMxqQUXSZzXsCK3+tTjSs86rPqkEha6OXoYV+NS6XcqlLp/X6fW3qtsuXhTNU5JiIqKUkvtFYvFODo6qmUDCXxYSKVSbGxsVK9c7ZjCEIyM/6e8ZZZA/jEZCoWCNWvWlEoGONdl8iaBXjdu3FBF8Au8n0QeOElaREyp2yfevEd2ZtkviRdVd6O4iEQSpBX/h5brDiTOMxAZNQL9mqBXFQzcEJl6cPBGa6Z4myKx6AhA27ZtOXLkCKNHj+aPP/7QyDxep0aNGgwfPpybN28C8N133yESiQgODiYpKYlt27apfqt2dnZERESgeCXlNDLmKTZGJQtmBRh3PowO9qZc7FGb233qM6xZHdU4BgYGagHi2dnZxMbG5tuPnZ2dWmqvUqkkIiJCLb1X4O0hEik18iqMsLAw7O3tqVSpEgMGDCAsrOigcMHIICclMzg4mCZNmrzrqaiR30rGyZMn0dPTo0WLFiXuz93dHYVCwaVLl0o9J8FVonm8vb1xcXHB3Nyc7t2756k3cfLkSapWrYqZmRljx45V3RCKChR0dnZmyZIl1KlTBxMTE/r3709GRgYxx89xPSGGQVd92RsdSt8gHwZcPcSx2JdZClmKbDY8vs7ga770C/JhZXggmYqcm3502EM6urfA1NQUc3NzWrZsqXbzu3z5MrVq1cLMzIwvvviCjIycp+3Nmzfn+X/7qjto+PDhjB49ms8++wwDAwP8/f2Jj4+nW7duGBsb07hxY2bNmlWq//sAIrEWkgo90aq5Hm23bWjX3oW26xa0qi2l+8AZ/PXXX2pP9I0aNeL06dPMmzePxYsXl2rMVwkJCWHp0qVERuakm0ZERLBz506VqF1ycjKGhoaYmpry5MkTfvnlF1Xbpk2bYmBgwOLFi5HJZAQEBHDI1xfPxiVPI0+VKTDVlqIrEXM1Po2/bzxQ7atWrRoZGRkcPnwYmUzG/PnzC4wL69evH4cPH+bUqVPIZDKWLl2Kjo5OuVsRFtAMTZs2ZfPmzRw9ehRvb29iYmL45JNPiI+PL7SdYGQAV65coVatWujrl/ypoCzJz8jITVstTa0BTWhmCJklmsXPz4/vvvuOPXv2qJQlBwwYoHaMr68vly9f5vr16+zZs4djx44BhQcK5rJnzx7++ecfwsPDCQ4O5o+Nv5Px7DkAz2UZpGbL2FmvK5MqNWL1o6sky3NWKH6PuEFkRjK/uXVkc93OxMnS2fbkNgB7o0IxU4iJjY3l6dOnLFiwQO3/4/bt2zl27BgPHjzg7t27zJ8/v9jfx44dO5g5cybJycm0aNGCsWPHYmBgQExMDFu2bCkzNd4KFSrQq1cvNmzYoLa9WrVqnDt3ji1btjBlypQ3WgU0MjLi4sWLKoOhWbNmuLm5sXTpUiCnzklQUBAmJiZ06dIFT09PVVttbW18fHw4evQolpaWjBkzhq1bt1K31yAQ5+8CKoifGlVk6Y0oavx1lV/vvaDfwEGqfSYmJqxdu5avv/4ae3t7DAwM8mSb5FK9enW2bdvG+PHjsbS05NChQxw6dEioZ/SOKOuYjM6dO9OvXz/q1KlD+/bt8fX1RaFQFPmbFCmFJGkWLVqkSk0rT3h5eVGlShVV/YawsDCaNGnC48ePS20QPX78mAYNGhAZGVmqSrONGjVi1apVuLu7l2p8gRw8PDwYMmQI58+fx8LCQvWknJKSgpmZGffu3cPZ2RmRSMSZM2dUT+/9+vWjQYMGTJ8+PU+fBw4c4IcffuDq1atAzkrG/PnzVcJRU6dO5cWzWIY8lXL54T1mhp7hYKNeSEQ5l5a+QT7Mq9acGgbmdA/cz3q3jtjp5mRY3E6O5+cHF/izXhe2RN4kUkfJxuOHcHFxUZuDs7Mz06dPVwUlHzlyhPHjx/PgwQM2b97Mxo0b1dRnRSIR9+7dw8XFheHDh6NQKNi6NUcgKjs7G11dXW7evEn16tUBmDVrFgEBARpXsAW4fv06Xbp0ITw8PE89j+fPn9OlSxeqV6/Oxo0bkUrLR0UGpVzG0+8GIS9AK6Mo9Ft2xXz0XM1OSuCtkZiYqHq/sWHxtFuK4uvAl8X/TExMCj22TZs21KhRQ6W4mx/CSgblT4RLIZcTeyaQqrEZmF5/yJNDAWTGJ/Dbb7/xxRdfvNGKS8WKFalbty6HDh0qcdusrCxu375N3bp1Sz2+gDqvB88ZGhpiYWGhFjz3apqYvr4+KSk5ugiFBQoW1DY1PR3+P3jQWKqjMjAAdMUS0rPlJMgzyVRkM/bWSXoFHqBX4AFm3P2XRHnOqlpf2+o4mFnSsWNHKleuzMKFC9XGdHR0VL13cnIqUYnzV9vGxsYil8vVtr36XtPUrVuXqlWrsnfv3jz7zM3NOXnyJE+fPsXT05P09PQym0dJEEm1MOjYH5l2yR8YpPaVMBnkVQazEvgYyMjIICQkBFtb20KP++iNDKVSyX///Vcu/IgZz55zZ5E3F4ZO5fr0JdQIS8Du1hNuz1/Lhc+nUeFoIJ83b/fGCn2ldZncunWLypUrlzu30vvM68FzqampxMfHFyt4rrBAwYIQSyVIdAtfzjaR6qAjluBd+1P2N+zJ/oY9OdCwFz6Ncpbv9SVaTO3Um7CwMA4dOsSyZcs4deqUqv2radKPHz9WZUG9HlQYE5M3+PRVt4uVlRVSqVQVw/B632XBxIkTC1zRNDAw4ODBgxgaGvLpp5+qxb+8S05n6vLHnadk6xb/dym1rYj5hIVITMzLcGYCbxORhl4F8e2333L69GnCw8O5ePEiffr0ITU1lWHDhhU6r4/eyAgNDcXQ0PCdR0RH7DvOpa9mEvn3CVLDIlHK1SPrs+JeUM/AkmcrtnN10kKyM0of3e/p6cm5c+dU+fnFRRDh0jyDBg1i06ZNXLt2jczMTGbMmEHTpk1xdnYusm1hgYIFIhJhWLlioYeIRSI6W1Vi3eNrvJDlBG3GZaVzJSHHKLicHo/cvRZKpRJjY2MkEgkSycu4gDVr1hAZGcnz589ZsGAB/fv3B3JWCm7dusW1a9fIyMjIEz/yOhKJBE9PT+bOnUtaWhohISEqV0pZ0bVrV2JjYwssaqatrc22bduoV68eHh4e+RpKb5NDhw7x5Zdf0m3VdiwGeSF1qIy8kFuFyNAE7Rr1sfxuLdoOVd7iTAXedyIjIxk4cCDVq1fH09MTHR0dLly4oLYSmx8fvZHxrlNXRSIRp5dt4P5vO8l8VniULoAiPZP4/64SNHEBCpm8VGMaGhrSs2dPtm8vmd6BkFmiWUQiEe3atePHH3+kd+/e2Nra8uDBA3bt2lWs9oUFChaG87AeiHULr5fxtWMd7HQMmXDbj55X9jMt5DQRGckAPNUFz3HfYGhoiLu7O2PGjMHDw0PVdtCgQSpXSuXKlZk1axaQE0Q5Z84c2rdvT9WqVYuVJbJ69WoSExOxsbFh6NChDBw4sExr5kgkEry8vAqNzxKLxaxcuZI+ffrQvHlzHjx4UOCxZYmPjw9ff/01hw8fpkmTJhi274PVT9tYeC+JLIeqSKzsEJtZITG3RmrrhF6zjljNXk+FOd5ILYtWahR4vyjrKqy7du0iKiqKrKwsnjx5wr59+6hVq1aR8/roAz+/+uorGjRowNixY9+onx07drBs2TJCQkIwMjKiXr16zJw5s8gLqUgkYlvLvlQouA5aAQ3BukNz6vw4gblz53L//n01oa3cwMKvv/463+YBAQF4eXlx/fr1YmeqNGnShGXLlpU6hVDgJQ0aNGDOnDn07NnznYx/6auZJN68V+J2cpQcznrGsA1LaNy4cRnMrHCmTZumyjQpKxITE6lUqRLBwcEFZlbksm7dOn788UeOHDnyVmOVDh48yDfffMPhw4dp1KiRavupU6eYPHky165dQ6lUokxPRSTVQqQtFDP8EHk18HNTI80Efn5xpfiBn8Xho1/J0ETQ57Jly5g4cSIzZszg6dOnPH78mDFjxnDw4MFitZclFl7gKF+UkHAtpFCJ58Jo1aoVSUlJXLt2rVjHy2Qybt68qVaISqB03Lp1izt37lC/fv13Nge3uePRcyjh06wIbD2a0HzKSLp168akSZPUKqSWBSEhIQQHB6NUKrl06RK///47vXr1KtMxTUxMGDp0KGvWrCny2FGjRrFixQo6dOjAv//+W6bzyuXAgQN88803HDlyRM3AANi0aRNffPEFkPMAI9Y3FAyMj4S3IcZVGj5qIyMuLo6oqChq1y65oE0uiYmJzJkzhzVr1uDp6YmBgQFaWlp069aNX375hUuXLuHu7o6pqSm2traMGzdOpeKZ8VTdPZKpyGb94+sMuXaYnoH7+d9tPzIV2VxPesagq75qxw69dpjz926zdfo8FixYwO7duzE0NKRu3brMnDmTM2fOMG7cOAwNDVXqoBMmTMDR0VElbOTh4VHsJ8Lbt2/j5OSEoaFmi0Z9bEybNo2OHTuyaNGiIn2ZZYm+ow11fpqIvlPxpOlFWlKsWjehzvz/MXDQIG7evElsbCxubm4cP368zOaZnJys+l3169ePyZMn06NHjzIbL5fx48ezceNGtUDVgujbty87duygd+/e+Pj4lOm89u/fz8iRIzly5Eie+KjExER8fX0ZPHhwmc5BoHzyNmqXlIbykez9jjh//jxNmzZVC1orTR8ZGRkFPl1JJBKWL19Oo0aNiIyMpHPnzqxdu5aJEycSvkW9LsKGx9d5lJ7EilptMdPSJSQlvsj6kW6pYr777jsePHig5i45d+5cHndJ48aNmTNnDiYmJqxcuZKFCxciEon45Zdf8ugCvI4Q9KkZFi1axKJFi971NAAwrlGZhmvmcG/VNhJvPyA9Mhpee5BRaksxcXHGul0znAZ3U7nWLC0t+fPPP/nnn3/45ptvaN26NcuWLcPCwkKjc2zcuHGZFIgrChcXF9zd3dm2bRvffPNNkce3b9+eI0eO0L17d54/f87w4cM1Pqe///6bMWPGcPTo0Xxjo/bs2UO7du2wtLTU+NgCAqXlo17J0ISrJD4+HktLywLFeRo2bEizZs2QSqU4OzszcuRIVcXDjJiXNQEUSiXHYsMZ7VQPS209JCIRrkaWaBeh5idLTkVZzBoPQ4YMwcLCAqlUyuTJk5HL5djb23P06NEi2wpKnx8mulbm1J7nhfu2xbiMHYxli4aYN6mDhXs9ntubcqGqKU3++AnnId3zjd3p1KkTN2/exMzMDDc3N3bt2vXGKdblhdx01uKeT+PGjfH392fu3LnFy/QpAfv27SvUwAB1V4nAx4fgLimHaCKzxMLCgri4OOTy/DM97t69S9euXbGxscHY2JgZM2aoBJNezQ5JlGeSpVRgp1Myd4RSLkeRVbwsk6VLl1KzZk1MTEwwNTUlMTGRtm3bFstlImSWfNhIdHWoNLQH9ZdOo+GqWTRYMQPnaV+xL/BckYHBhoaGrFixggMHDvDTTz/RvXv3MtezeBu0adMGqVTKiRMnit2mRo0anD17lk2bNjF16lSNGFz79u1j7Nix/PPPPwXG8YSEhBAeHk6nTp3eeDwBAU3y0RoZWVlZBAUF0bRp0zfqx93dHV1d3QJLQo8ePZoaNWpw7949kpKSWLBggerCI9Z6ufphItVBWyQmKjNvEKiuWEqm4qUhka1UkvD/6osiqRSJTl5Xx+s3hjNnzrBo0SL27NnDixcvSEhIwMTEhFatWnHq1KlCi9zI5XKCg4PfaaCiwNunYcOGPHr0qMAqnK/TtGlTAgMDadKkCQ0aNGDt2rVqhdPeN0QiERMmTGDlypUlaufg4MCZM2f4999/+eqrrwp8ACkOf/31l8rAKCzoevPmzQwZMqTcyJ0LvH3Ka0zGR2tkBAUF4eLigrGx8Rv1Y2Jiwrx58xg7diwHDhwgLS0NmUzG0aNHmTp1KsnJyRgbG2NoaEhISIiaxruujZXqvVgk4lOrSqx/fJ34rHSylUpuJ8eTpcjGQdeILKWCiwnRyBUKdkTdRvb/F28tYwNs7Ox4+PCh2gXd2tparQxvcnIyUqkUKysr5HI58+bNIykpCQMDAz777DN27txZ4DmGhITg4ODwxt+VwPuFVCqlVatW+Pv7F7uNtrY2s2fP5t9//2XHjh20bNmSO3fulOEsy5ZBgwZx+fJlQkNDS9TOwsKCkydP8uTJE/r06VMqGfI9e/Ywfvx4jh07VqiBkZ2dzZ9//im4Sj5yxCKlRl4an5fGe3xP0KQI16RJk1i2bBnz58/HysoKR0dHVq9eTc+ePVmyZAk7duzAyMiIESNGqNQPASoNU9dI+KZiXSrpmTDu1kl6Bx1gY2QwSsBAqsV4pwYsD7/CwGu+6IqlWGnrAWDWwJV+/foBORe2XJfGhAkT2Lt3L2ZmZnh5efHpp5/SuXNnqlWrhpOTE7q6uqo6EMOHDy/UZSK4Sj5e2rZti5+fX4nb1axZk3///ZfBgwfTqlUr5s2bp8qqep/Q09Nj5MiRrFq1qsRtDQ0NOXToEHp6enTq1ElN06Aodu/ezYQJEzh+/HiR+hvHjx/HwcGhWMJIAgJvm49WjKt37954enq+83SvQK/5PL8YXKq2cbIMLjawZdqPc4ssUlMY2dnZODk5cfz48XwvVF5eXlSsWJFvv/221GMIvJ8EBwfTp08f7t69W+o+IiIiGDNmDOHh4WzcuJFmzZppcIZlT1RUFK6uroSFhWFmZlbi9gqFAi8vL86dO8c///yDtbV1ocfv3r2biRMncvz48WKl1/fr14+2bduqKt8KfDy8arjuajpVI30OuLhY9V4Q4yolSqWy3FRerfR5T7TNS/GHFEHVDi2Rmhrh5ubG7NmzSUpKKtUcJBIJQ4YMKXA1Q8gs+Xhxc3MjISHhjQI5HR0d8fHxYfbs2fTq1YuJEyeqKskWRWJIGA+3+XB31TbC/vib2LOBKLPfbpyHnZ0dXbp04ffffy9Ve7FYzKpVq+jVqxfNmzdXc2O+zq5du0pkYDx//pzjx4+rrZAKCJQnPkojIzw8HIlE8k7FkHIxb+SG89AeSI1LllViWr8WDeb/jyVLlhAUFERERARVq1Zl5cqVZGaWVKM8pzLrn3/+mSdILTs7m+vXrwtBnx8pYrGYNm3alMpl8ioikYj+/ftz8+ZNEhIScHNz459//sn3WEWWjMd7jnLp61kEjZvHvVXbeLTNhwfrd3F9+jIufD6V0BVbyHpROqO6NEycOJHVq1eXOohTJBIxZ84cJk+eTKtWrQgOzrt6uWPHDiZNmsSJEyeKLRC4Y8cOOnfuXKoVFoEPCyEmoxxx7tw5Pvnkk2LX7ChrnAZ1xWX0QHQqFF12Wayng8Un9WmwfIYqO8XJyYnNmzdz8uRJTpw4QY0aNdi+fXuJIvtr1qyJo6MjJ0+eVNseGhqKtbU1pqamJTspgQ+G0sZl5IeFhQWbN2/G29ubMWPGMHToUFVKN0D60zgufT2L0OVbSLxxF3myuuKmUiYj5f5jHu88zKUvZxB7Lkgj8yqKRo0aYW9vX+xSAQUxevRoli1bRocOHTh79qxq+/bt2/n22285fvw4bm5uxe5v8+bNQsCnACDoZJQryour5FUcPTvQ5I8FOPTuiEElB0RSdREuHSszbmQmoP9Vd+ovm45EVztPH7Vr18bX15fNmzezatUqGjRowLFjx4qdqz9s2DB2bdlE0qGtxK+ZTfyv35G26WdGNayK8g3S8ATeb3KNDE2Gb3Xo0IEbN25QoUIF3Nzc2LFjBxmxz7nq9RPJoeGQj4H87Z0Ajj576WpIj3rG7QXreXbmCg8fPkQkEhVrpWHUqFH8+OOPQE6hwFeLoDk7O+cxtHPJFed6U/r168e2bdvw9PTE19eXbdu2MWXKFE6cOFEiA+PGjRs8ffqUdu3avfGcBATKig8+qTo9Jo6w3/eSHhlDdpYMsURCraDHNKzfAmW2ApGk/NhZulbm1Jz6NQq5nPiLwaRFxJCdkYmupRkW7vW4tGkja4/74D60b6H9tG7dmvPnz7N//368vLxwcHBg0aJFeYopvUpW5AN6pt2nXtodkna+LF1tA/SViHg6YxA61etj3OcbJCaalY4WKL84Ozvj7e0NwP3796latarG+jYwMGDp0qX079+fr7/+GvmafdjKSybxnxX3gtClm6gwM/9qw/mxbt26kk4VgF69ejF58mSNSOx36NABX19fOnTogFgs5ty5cyXODtm0aRPDhg17o7IIAh8O5edOps4Ha2Qk3LjHg/W7SAmLIOu1SqU1JYakbzvKhX+vYdm8AS6jBiASl58/kVgqxap53pTRr776iipVqhAdHV1kNolIJMLT05Nu3bqxadMmevToQYsWLfjpp59wcXFROzbFbz9J+zageBFLRYO8KyQSlMgjw5BHhpF56xJmo75Hp5pQjfVjQSQSqVYzNGlk5NKkSROOr9rItelLyVM8pRhkRMfy+K8jGp/X60ilUsaNG8fKlSvZunXrG/cXGhqKrq4uEomEf/75p0RGhkwmY/v27WouFwGB8kj5ubNqkOhjZ7kxYxnPL9/IY2DkoszK8e0+2u7L1UkLUWTJ3vIsS46ZmRkDBgwo0ZOYlpYW33zzDXfv3qVu3bo0a9aMsWPH8vTpUwBS/Q+SuHsNiheFqzr+78JDFgc/QR4TQfzqWWSFvb8CSwIlp127dpw6dUr12dfXl3r16mFqasonn3yiFsh4584dPDw8MDU1xdXVVa0y6fDhwxk1ahQdOnTAyMiI1q1b8+jRI57sPY5EoeRWchzjbp2kZ+B+xt06ya3kOPIjW6lkw+Pr9Ak6yOfXj/DPyZdz27VrV55Vu+XLl9O9e3fVHGbNmlXkOSsUChYuXEiVKlWwsLCgX79+9O7dG19fX2JiYor3xRXAli1bmD59OgEBAVy8eBFvb2+mT59ebJfU4cOHqVatWpkYfQLvJ0Lg51si7sJ17v76Jz63Avnf7fyD1U7FPWJ6yL9ATu2P+AvXuD5jGcr3QALZy8uL9evXqzJInJ2d0dPTw9DQEDMzM7p06ZJvuqGBgQEzZswgJCQEbW1tatWqxZIZU0j46zeUyfkbYgWhiIvh+brvUcrLv2EmoBnatGmDv78/CoWCoKAgvvzyS9avX098fDwjR46ke/fuZGZmIpPJ6NatGx07duTZs2esWrWKwYMHqylmbt++ndmzZxMXF0e9evUY2L8/qeGRJMmzmH33LD2tq7KvQQ9621Rj9t2zJMnyZksdjQ3jQkI0a107sNq1Pace3FLt6969O6Ghody7d0+1bceOHQwaNKhE5/zrr79y4MABTp8+TVRUFGZmZsyaNYv+/furKfeWlM2bNzNjxgxOnTqlCrg+c+YM/v7+jBgxolhxJULAp8DriDT00jTvhZHx6o3U2tqaL774It88e4U8m7srtpAV96LQ/tpZOrGwRquXG5QQf+EakX8XvxDSu6JGjRrUq1ePXbt2qbYdOnSIlJQUoqOjsba2Zvz48QW2t7S0ZPny5Vy5cgWXR0EoE/J/UiwKedQjUk/7FH2gwAeBo6MjZmZm3Lx5E29vb0aOHEnTpk2RSCQMGzYMHR0dLly4wIULF0hJSWH69Oloa2vTtm1bunbtqiZb36VLF1q1aoWOjg4//fQTFy9fJjImiksJ0djrGtLe0gmJSEwbi4o46hpxISE6z3xOx0fgaVOVCjr6GEu16W9bXbVPX1+fHj16qMa8d+8eISEhqpWM4rJ+/Xp++uknHBwc0NHRYe7cuezdu5cxY8awbt06MjIySvw9btq0iVmzZuHn50eNGjVU2y0tLTl16hSPHz+mb9++hfb97NkzTp8+Td++hcdmCQiUB94LIwNe3kiDgoK4fPky8+fPz3NMzLGzpEXkvSAVB6Usm+h/zrzpNN8KXl5erFy5Ms/Sqq6uLn369OH27dtAjhrc559/jpWVFU5OTsyfP1+V1hpw6iQ/BVxjblAErnuv0dznBldiU9gTFkeTg8HU+/s6f4WpF017kSlnkN9davx1lT7HbxN6aI9q34QJE3B0dMTY2JiGDRty5kzOdxkTE4O+vr5aAbbAwECsrKyQyYSVkPeJ3LiMR48esXTpUkxNTVWviIgIoqKiiIqKwtHREfErMU5OTk48efJE9TlXzh5ypLfNjI2JS08lPiudCtp08i3DAAAgAElEQVQGamNW0DEgTpa37ke8LAMrbX3VZ+vX2g0aNEhlZOzYsYOePXuir69PSXj06BG9evVSnWPNmjWRSCSYm5vToEEDNUO/OPzxxx/Mnj2bU6dOUb169Tz7c2XItbW16dy5c4Hietu2baNHjx4YGRmVaHyBDxvBXaIh7O3t6dy5Mzdv3iQxMZGvvvoKW1tb7O3tmTV7FnJZ/kuNGx5f53+3/UiVyzge+1DNldLx0l/4PnuA545fMTUxYezYsaobeHZ2NpMnT8bS0pJKlSqxevXqYqfKlRWdOnUiNTU1T9BXWloau3fvVsk2jx8/nsTERMLCwjh9+jRbt25l06ZNAGTeu8HV6OfUNNUj2LMuPZzNGftfGNefp3Gmqxsr3SsxO/AxqbJsVf/7Hz7Hy82W6551cTXTZ/SuY8hjclwzjRs35tq1azx//pxBgwapnsZsbGzw8PBgz56XBsm2bdsYMGAAWlp5q8cKlF9yjQxHR0dmzpxJQkKC6pWWlsbAgQOxs7MjIiJCTaPl8ePH2Nvbqz6/6s5LSUnhRVISlnqGWGjr8SwrVW3M2Kw0LLX08szFQkuX2KyXGhrPstT1NDp27EhcXBzXrl1j586dJXaVQI4xdPToUbXzzMjIwN7engkTJrBixYpix1D88ccffP/99/j5+eVrYOSio6PDjh07qFmzJh4eHqrYqVyUSiWbNm1i+PDhJT4fAYF3wXtnZERERHDkyBHq16/PsGHDkEql3L9/n0unz3I+LJSjseqSvQqlkuXhVwhPS+Tn6q0wkOZ/Y7v4IppVNduy9+sp7Nmzh2PHjgHg7e3N0aNHuXbtGkFBQQWWdH+biMVixo8frypB3bNnT0xNTTE2NubEiRNMmTKF7Oxsdu/ezc8//4yRkRHOzs5MnjyZP//8EwDF86c4GujQv7IlErGIbhXNiUqTMdHVFh2JmNa2xmiJRTxMeekPb2tnQrMKRuhIxEytY0fgs0TCb1wFYMiQIVhYWCCVSpk8eTKZmZkqP/ywYcPYtm0bkGO07dy5k6FDh77Nr0zgDZDJZGRkZODu7s7p06f54osvWLduHRcvXkSpVJKamsrhw4dJTk6madOmGBgYsHjxYmQyGQEBARw6dIgBAwao+jty5Ahnz54lKyuL2bNn06RRIxzs7GhiYkNkRgp+cY/JVioIiI/gUXoSTU3zZlK1MnfkQMw9YrPSSJZnsTsmRG2/VCqlT58+TJkyhefPn9OhQ4cSn/eoUaOYOXMmjx49AiA2NlYlxtWxY0cyMzP5999/i+zn999/VxkY1apVK/J4iUTCmjVr6N69Oy1atCA8PFy1LzAwkNTUVFq1alVIDwIfI4IY1xuSeyNt0aIFrVu35uuvv+bo0aOsWLECAwMDTLV16O1Qg9PxL5+S5EolPz+4QLI8i3nVWqArKThjt79dDQyl2lhp6dGmTRuuXbsG5JRbnjBhAg4ODpiZmTF9+vQyP9fiMGzYMPz9/cnOzubAgQMkJCSQmZnJ6tWrad26NZGRkWRlZalJp7+6bK2QybDSffl96EpyQn6s9LRe2SYmVf7yidRO/2V6q4GWBFNtKVGPcy7AS5cupWbNmpiYmGBqakpiYqJKybFHjx7cvn2bsLAwTpw4gYmJCU2aNCmDb0WgLPjss8/Q09OjYsWKJCUlsX79ery9vRk3bhxmZma4uLiwefNmIKfUu4+PD0ePHsXS0pIxY8awdetWtfiDQYMG8cMPP2Bubk5gYCA7du3CsEpFjLV0+LFaC/bGhNI76CB7okP4sVoLTLR08s6pQiUamtgw6sYJxtw8QVuXvCJWgwYN4uTJk/Tt2xeptOTZ+hMmTKB79+507NgRIyMjmjVrxsWLF4EcQz93NaMwvL29mTt3bonTf0UiEXPnzmXChAm0bNmSGzduADkBn8OHD1dzRwkIAIhRauSlad4bnYwDBw7Qvn171edLly4hk8le6kUolMjS0lUl0AGiMlIIS0tglWs7tIr4UZpp6QKgVCjQ19dXBZbm+phzefX9u8TIyIhhw4apFW2SSCR4enoycuRILly4gJaWFo8ePVLl37+6bC3WLZl/GiAq7WWp7lRZNglZcuwrV+XMmTMsWrSIU6dO4erqilgsxszMTLWUrKurS79+/di+fTshISHCKsZ7xMOHD9U+/+9//6NChQp06tSJTp065dvG1dWV06dPF9inpaVlnjRsk8HdSLh2BzcsWeuW/6rDkpoeqvcSkZjRTvUY7ZSj1+LYtxNLr5xSO75ly5b5ujNyDSIADw8PIiMjVZ9fPV+xWMykSZOYNGlSvvMZOnQos2bNIiwsjMqVK+fZv2HDBubPn4+/v38ebZriMm7cOCwtLWnfvj07d+5k165dBAYGlqovAYF3wXtrDjs6OqKjo0NcXBwJCQk8DX/EkY7D8a79qeqYinpGfFu5MTNDzxCRnlysfiU66mJUtra2ahehN6lGqWnGjRtHSkqKKhJdqVRy8OBBXrx4gZubG/369WPmzJkkJyfz6NEjli1bxpAhQwDQqugC4pIpBfpHJXIpNoWsbAW/3IiivrUZlRt/QnJyMlKpFCsrK+RyOfPmzcsTtPb555+zefNmfHx8VHMQeP/QZB2TVzFr6IpRtUqlaqvnYEPlL3treEZFY2BgwFdffcXq1avz7MvNTHkTAyOXAQMG8Oeff9KzZ08cHBzKRWFHgfKHSKSZl6Z5b40MW1vb/2PvrMOiytoA/pugQ0BBBBWsNRDE2BVzjbUbXVSw10Kx1lx1bcVca1XUVbC7W1R0sTEQE0VFCVFElI6J7w8+iaVhKJ3f88zzzNz7nnPeGeXe9563aNu2LRMnTiQiIgKxng4fNUX4RKQtKtWydEUGl7dkqu8VguOybi8tVFejXMef0xyzs7Nj9erVBAUF8fnzZ5YsWaLw75JXKleujJqaGra2tmhra6Orq8uMGTPYtm0bFhYWrF27Fi0tLSpXrkzTpk2xt7dnyJAhAIjLmSFQTb8NnRXdzQ1Y9TAYy8MPePgpho2DbRFq69KuXTs6dOjADz/8gJmZGerq6ul2fJo0aYJQKKRevXqYm5sr6idQUsg0b96cmzdv5qnTb1YIBAKsl05Gu5p5rsbFqYux+NMRVYNSCtUnp4wePZpt27alMapdXFxYtGgRly5dokqVKgpZp23btlhYWPD69evk+CYlSkoCJcZdkhHbt29n2rRp1KpVi8jISMrrlaabqlE6ubaG5kjkMqY8u5Jmy/W/aJmZUNqmDmxMOTZs2DCeP3+OlZUVurq6jB07lsuXLxebfgGnTp3CycmJR48epesqq6+vn+kFafDgwfQ0gIh96wE5lXTUCeibth+DV3er5PcrbczTnBNoaFNm8HggyU2zZcuWNK6bKVOmpFuzQoUKeYryV1J8KFWqFBYWFty4cYMWLVrkenxqV8V/USmlTYN1s7g/eQmRz14hi88ixVkAaqZlWfzwMqH3bjDEumaudVEEFStWpHXr1ri5uTF27Fg2bNjA4sWL8fDwyNCFkleCgoLw9fXl0qVL9OjRg48fPzJ+/HiFza+k5FMQ6aeKQCBXZGvFIkYaG8eN/lOIDchbyd9KQ3pSdUTvLGXOnDnDyJEjkyPOixq5XI61tTXLly/PdQS9LC6W0Lm/kfjmea7XVa/TmDJT1+RY3svLizZt2hAQEKDM7y/hTJ8+HbFYzLx58wpkfrlMxod/7/By13EC7j7EIFXgp0hLAy0zU4xaNaTir+3xe+NP8+bN2bVrV5qYrcLk+vXrDBgwgAkTJrBs2TIuXbqkUAMDwNnZmdevX7Np0ybevn1L27Zt6dmzJwsWLEj3cKHk++HLly/J7882H6eQOdv/uzr5falS+d8hLLHukowQaahT0a4DYu3cBzXqWlSl0sAe6Y7HxsZy+vRpJBIJQUFBzJ07lx490ssVFQKBILk4V24RqmtgMGE54nLmuRqnWs0Kg/FLcyw/cOBAfvnlF1atWqU0ML4BCiou4ysCoZCyLX7iZfPqnK4gxmrRBKpPHIzF3DE02DCHn7YupFL/bojU1ahevToHDhzA3t6eR48eFZhOWdGoUSMSExOZN2+ewncwIOlBInUZ8YoVK+Lp6cn58+cZOXIkUqk0mxmUfA8IkCvkpWi+KSMDkqLMH2hKiRXkvA+JTo1K1P1rGiL19B1I5XI5s2fPRl9fn7p161KzZs0Ce4LLK/b29ty+fTtNr4acomJkQpkZ61GpWhvU0hc9Sk14ggR5jfoYzliPUE09x2ts27aNL1++KAsIfSM0btwYb2/vDEv7K5Lz58/TuGNbyrZuREW7Dpi0b4Zu9UrpntybN2/OypUr6dy5M+/e5a3ib35Yt24dsbGxVK1alUqV8ha8mhU3btxAIBAkF9kDMDQ05NKlS7x8+ZLevXsrPEZGSclDKFDMS+F6KX7KomXBggXsCH6CxYTBaFczQ6iWeVXJLwIpRi0b0mDDXFT1dDOU0dTUxMvLi8jISD58+ICrqyu6uhnLFhUaGhoMHTqUtWvX5mm82MAIo7mulPl9OVHlqxOaSJLBIRQh0NBCXLYCGjZtuFC1JVOeRiBQzbmBoeTbQ1NTkwYNGhRom3GZTIa7uztt27bNkbyDgwNDhw6lS5cuREdHZz9AQaxdu5YVK1Zw9epV/P39k+tZKJKvFT7/a1zp6Ohw6tQpBAIBHTt2zLQMuRIlRck3FZPh5ubG3LlzuXHjBsbGxkm+3SteBBw6T8LHT0jjExGIRYg11dG1qkGvtfPZcegA9evXz37yYk5gYCBWVla8fv06X3606dOnoyGXMHXkUOTxsQg1tBAZmiJU1yA6OpoaNWqwd+9emjRpokDtlZQ05s+fT0REBMuWLSuQ+R88eECvXr1ytTsnl8sZMmQIYWFhHDlypMCDs9esWcOqVavw8PBI7g3k7+/PP//8o7A1oqOjKV++PI8fP8bExCRDGalUipOTE7dv3+bMmTMYGaUPflfybZI6JuNii8wbY+aG1pdTHlYVEZPxzRgZ586dY8CAAVy5ciVNdcGsWLlyJTdu3EjTV6Mk06dPHxo1asS4cXkPAGrYsCFLlizJNHNg586drF69mlu3bimrDn7HXLt2jbFjxxZYYahly5bh7+/PunXrcjUuISGBjh07UqtWLdasyXlgcm5ZvXo1q1evTjYwIKns+A8//MDz588xNDRUyDo7duxgz549nD59Oku5r27dvXv3cv78eWWa+HdCSTAyvom7xP379+nfvz+HDh3KsYEBSempHh4eeYplKI6MGzeOtWvX5jkQ7PPnzzx58oRGjRplKmNvb49IJErugaLk++THH3/kxYsXfPr0qUDmz42rJDWqqqocPHiQixcv5ikYOiesXLmSNWvWcPny5TSFsQwNDenZsyebNm1S2FqpAz6zQiAQMG/ePJycnGjWrFmRBcEqKTqUgZ8FxJs3b+jSpQsbNmygadOmuRqrra2No6Mjy5cvLyDtChcbGxsMDAyyferJjCtXrtCoUSPU1DIv0iUUClm1ahXTp08v8MA/JcUXVVVVmjRpkmX58LwSGxvLjRs3aNmyZZ7G6+npcfr0aZYuXarwhoZ//fUX69at4/Lly1SsWDHd+XHjxrF+/XoSEhIyGJ07/P39efDgAV27ds3xmLFjx7JkyRJat27N9evX862DkpKDstV7AfDp0yc6dOjA5MmT6dkzb2WFx4wZw4EDB4okKl3RCAQCxo0bl+cnuIsXL9K6dets5WxsbGjZsiWLFy/O0zpKvg1atWrFxYsXsxfMJZ6enlhbW+crwNrMzIxjx44xbNgwvLy8FKLXihUrWL9+PR4eHpn2MLK0tKRGjRocPHgw3+tt27aNPn36ZGn0Z4S9vT3btm2je/funDlzJt96KFGSH0qskREXF0f37t3p0KFDvmIQDA0NcXBwKLCt1cLm119/5cmTJ3naLs2pkQFJxYE2bNhQbIqSKSl8Cqpexvnz5/PkKvkvDRo0YMuWLXTr1i1do7fcsnz5clxcXLh8+XK2TRLHjx/PqlWrMmzOllNkMlmOXSUZ0b59e44dO8bgwYPZtWtXnvVQUnIorq3eS2Tgp0wmo0+fPggEAvbs2ZPvAER/f3/q16/Pq1evFBLoUtTMnz+fgICAXPmGg4ODqV27NqGhoTmOyp87dy5Pnjxh3759eVVVSQlGKpViaGjI48ePU7ohKwArKys2b95Mw4YNFTLfmjVrcHFx4fr16+jp6QEQ9SqAV66Hif8Qhizh/1lnWpqYdv8Fo+YNEKS6pixbtoxNmzbh4eFB+fLls11PJpPxww8/sGPHjizjm7LCw8ODcePG8eDBg3xV9Hz8+DHt27dn8uTJjB07Ns/zKCmepA78vNJqlELm/PnS+uT33212ycSJE/Hy8uL8+fOoqyumZkO/fv2wtLRk6tSpCpmvKHn//j01atTAz8+P0qVL52jMzp07OXz4MIcPH87xOjExMdSoUYPdu3fnOh5GybeBra0tvXr1UlhPmnfv3mFhYZErYzcnjB8/Hh8fH3bNWULgrpNEvQ5A8iV9TJFQTQXNiiYYtWxI5SE9WbZsGf/88w8eHh6YmprmeL01a9Zw7dq1PBvgAwcOxNramgkTJuRpfGrevHlD27ZtsbOzY968ecoy5N8QqY0MTwUZGc0UbGSUOHfJqlWrOHPmDEePHlWYgQFJDb1Wr16d3Da9JFO2bFm6devG5s2bczzm4sWLue79oKmpyeLFixk/fjwyWc4rrCr5dlC0y8Td3Z3WrVsrvMbFihUraCrUw2vaMj57P83QwACQxScS9eINr92OcKDHcFy3bMm1gQEwaNAg3N3dCQgIyLWukZGRHDt2DAcHh1yPzQgzMzOuXr3KmTNncHR0VJYh/0Ypru6SEmVkHDx4kOXLl3PmzBkMDAwUOreVlRXW1tZs375dofMWFePGjWPdunUkJmbRyfL/yOXyXMVjpKZv376oqKh8M7+bktyh6OBPRcVj/JeQM560FOqhkcP7qzwhEd3gz7h1GZxpEays0NXVZeDAgbmu8wGwf/9+WrRoodCiWoaGhsnp+n369FGWIVdSaJQYI+Pq1auMGjWKEydOpMlNVyTTpk1j2bJl34SlX7duXSpVqsSRI0eylfXz80v2I+cWgUDAqlWrmDFjhjKl9TukZs2axMXF8fr163zP9bWUeG67CZubm3PhwoVMz0ti4ni99VCmuxeZIRIIiLr9iA8et3I17itjxoxhy5YtuS5z7urqmueAz6zQ0dHh9OnTyOVyOnXqRGRkpMLXUFJ0KFNY88GzZ8/o2bMnO3fupG7dugW2TrNmzShTpkyObswlgZyms164cIHWrVvn2VfbsGFDWrVqhbOzc57GKym5CAQChblMfHx80NPTU3i1yrd7TxEb9D5PY2XxCQQcOp+nsZUrV6ZJkya5Klz3/PlzXrx4QceOHfO0Znaoqamxb98+qlSpQqtWrQgNDS2QdZQo+UqxNzJCQkLo0KEDS5YsKZBt1NQIBAKmTZvG4sWL85V+Vlzo1q0bgYGB3LlzJ0u5vLpKUuPs7IyLi0u+UwWVlDwUZWQo0lUSHh5O586dMTQ0xNrRgT99rxKaEJN8/l18NL8/9aDbnSNMfXaFtf73WPwyZcfiRngwwx6eo8fdowzd68L9KynN4JYsWYKpqSk6OjpUr149S3fR+PHjWb16dY5jlrZt20a/fv1QUcm8sWN+EYlEuLi40K5dO5o1a8bbt28LbC0lhUdhx2QsWrQIgUCAk5NTlnLF2siIjIykU6dODBkypNDahHfp0oWYmJgCyf8vbMRiMU5OTln2cJDJZHh4eOTbyChfvjzjxo1jypQp+ZpHScnjq5GRX8NckUaGTCZj8ODBPLl6k72Ne6EqFPG3//3k84v9blJDy4CD9brR39SCix9T6r0Exkay6OVNRla05kDdrvyoVYbuvXqSkJCAr68vf//9d3Jn5nPnzmW58/Lzzz+jpqaGu7t7tjpLpVK2bdtWKNc6gUDAggULcHR0pGnTpjx58qTA11RSsAiRK+SVE27evMnmzZuxsrLKgV7FlMTEROzs7KhXrx4zZ84stHWFQiGTJ09myZIlhbZmQTJ06FBOnjxJSEhIhue9vb0xMjLKdfR8RkyaNImbN2/i6emZ77mUlBwqVaqEuro6T58+zfMcMTEx3Lp1K9PGfLmldOnS9OzZE5W4RFTiJdib1ORhZJJr4EN8DL7R4QwwtUBFKKS2Thls9FOCOy9/CqChXjnqlyqLWCikl3F14uLjuX79OiKRiPj4eJ48eUJiYiLm5uZUqVIlUz1yU4X3woULGBsbY2lpmf8fIIeMGzeORYsW0bJlS27evFlo6yopuXz58gUHBwe2bNmCvr5+tvKFamTIpDKeHPdit8MqtnRYwKbWc/in3Xx29FrOjQ3nSIhJiniWy+WMHDkSoVDIhg0bCj2v28HBgadPnxZYh8nCRF9fn969e+Pi4pLheUW4Sr6iqanJkiVLlCmt3yH5dZn8+++/1KtXDx0dHYXoExMTw4gRI7Bs34rutw8x8akHUdJEpHI5YYmx6IhVUReJk+UNVTWT339KjMUo1WehQEBZXT2CgoKoWrUqq1atYs6cORgZGdGnTx+Cg4Oz1KVv377cu3ePZ8+eZSlXUAGf2dGvXz9cXV3p2rUrZ8+eLfT1lSiGwnKXDB8+nF69etGqVasc6VVoRsatze64dl7E6ak7CLj5go/P3xHuH0qYXwjB91/z74rjuHZ25tzM3cybM5cHDx6wb98+xGJx9pMrGFVVVSZMmMDSpUsLfe2CYMyYMbi4uBAfH48sLgZJSAAJb18gCQ3m8sULCjMygOReC9u2bVPYnEqKP61bt86XkaHo1NUVK1bg6+vL5aMnOdHcnhU1vzZbk2Ogok6kJIE4qSRZPnW8hoGKBh9SfZbL5byP/JK822dvb8/Vq1d58+YNAoEg2wJ+6urqjBgxIku3ZXh4OGfPnqVv3755+Lb5p2PHjhw9epSBAweyZ8+eItFBSfFn8+bN+Pn5MX/+/ByPKfA7uFwu59yfe3ly3IvE6Cxys+Xw+U0o3m9D+Sj7yLHLx9DW1i5o9TJl2LBhODs74+fnR9WqVYtMD0VQq1YtetSryZMp/TAmHllMJHKJBIFYhckqodQIvIsk1AaxYf5LQ39Nae3evTu9evVS2JOpkuJNy5YtcXJyQiqV5qmQ1vnz53F1dc3z+omJiWkK6YWHh6OhoYGJZQ38DHTY4Z2S4lpWTYsftPTZEfSEQeVr8yI6nJufg7HRS3KZ/GxQgX2Pn3H/y3ssdQw59uUNmro6NG7cGF9fX4KCgmjSpAnq6upoaGjkaNfO0dGRWrVqsXDhwuQtZrlchkCQ9Jy3d+9e2rVrp/D6P7mhcePGXLx4kQ4dOhAWFpZtQN/XGBxlBdHiQUGkn6bG19eX6dOn4+npiaqqao7HFXhZ8SvLjnJn2xUksblrfVylZW16bhqRpodAYfPnn38SGhqaqauhJCD9EkbYqqnEvHqKODFzI09YqjRqtepj4DgXgTj/ke0DBgygfPnyLFq0KN9zKSkZ1KpVi507d1KvXr1cjQsKCsLKyooPHz7kyUAxNzdP16hv8ODBvHr1ijt37mCoqU1XLVPW+N/jzI89EQmEBMdFsfyVFy9jPlNd24ByalrI5HImVv4RgKufgnALfMjHxFiqG5qw48JpLCws8PHxYejQoTx9+hQVFRUaN27Mpk2bclSwa8hAB/rUjqNl+S/IY0JBlgBCFVDTY+vFt1TptYI2nfLWTVqR+Pv707ZtW/r27cucOXOSjQi5XI4s8BqyO6uQf34FkjgQCECsicCwNiKbqQhL1yhi7b8vUpcVv9v+N4XMWf/sluT3qcuKf23Yl/pvVCqVIhAIEAqFREdHZ9gxuECNjMiQz2y3XUrU+y/ZC/8HkZqYjkv7U6tzgwLQLGd8+PCBGjVq8OTJE4yNjYtMj7wi+RjCxyVjkATlsFCSQIharfqUmbom34bG1xvHnTt3qFSpUr7mUlIycHJywszMjMmTJ+dqnJubG2fOnCmwRnsJnyO40X8KCR8+ZSqz0O8GFdR1GVDeIu0JkYgak4ZQwTZ3BcJSI5fLkV6dQ8zD/Yii3qKSmR2la46w4s+IflmNQFRwKaw54cOHD3To0IGGDRuydu1aCPwXqedsCH8OCZkU8dIojcCgBqL2Lgj1Kheuwt8phWlkfP78mcDAwDSygwcPplq1akyfPh0LC4sMd7UKdJvg+rozeTIwAKTxEh7suaZgjXKHkZER9vb2JbINvCwulrC/JmZpYNx4H8mPR32SPzc69oALFy/x6e8Z6WQ9PT2pXr16jtc3NTVl/PjxypTW74i8Bn8WVCnxr7z7Es6J4OckpLr++UZ9IjguCplcjtfnEK6HB9NYP/1uhEH9Wph2zVmAW0bI5TIkpwYhu/s36rFZGBgAEf7IHu1AcqgbcknR9lAyMjLCw8ODZ8+e8bdTcyRnhsH7u5kbGACxYciDriE51A3Zu6xr8yhRPAVd8VNPT4/atWuneWlpaWFgYEDt2rUzdZvlyMhYsWIF3bt3B5IspwEDBmBoaIiZmRkLFixI9km6ubnRtGlTJk2ahL6+Pg7LR+Ebk7KN+SkxApfgI8x6vZl/3h3n6Md/2fshKX/c9d1Jrn3xSbPupCML2fVPUk+McePGUaFCBXR1dalfv36aNMk5c+ZgZ2fHgAED0NHRwcLCIk0Bqnv37lG3bl10dHT49ddf6d27d47TYidOnMjmzZvTWIzFCXNzczQ0NNDR0UFPT4/GjRvj4uJCxOldJPr75mFGOXFP7pAQ4JfmaLNmzfD1zd18kyZN4vbt2/z777950ENJSaNFixZcu3aNhIScu0bzWko8p3h4eGBjY4Npvy5UseuAWCspa+RTYhyTnl2m290jrH9zn7Hm9aiqlSodTwB61jWwXjoZoTjvzdqkFxOBNXYAACAASURBVCYg9zsO0syNhh8WxnLx+ddWBjLkAVeQHLdHLk+6ri5atIihQ4dmOj67sup5RVdXl9Mbp2FX4SmC6HfZyvt/kqE2KQZJ2EskZ35DFpH75nBKvj1yZGTs3LmT/v37A0mZCl++fOHVq1dcuXKF7du3pwnYunXrFtWrV+fhpbv8rGfNwVCP5AChvR/cqaBmxCzzIfyi/yP3I1NuWvV1auAd9Tz5c3D8Rz7HR2D8KSn488cff8Tb25tPnz5hb2/Pr7/+mibQ6/jx4/Tp04fPnz/TtWvX5KClhIQEevTowaBBg/j06RN9+/bNVdnwSpUq0bZtWzZu3JjjMYXNiRMniIyM5M2bN0ybNo0lS5Ywcu7iPM8nj4og8siW7AWzQUNDIzml9VvoB6MkawwMDKhWrRpeXl45HuPt7U2ZMmWoWLGiQnWRy+WsWrWKvn37snPnTiZMmECN3wdTZURvtKtWpLGRGbutO3OigS2udTrQzjDFpadhWhaTTi2o//csRBppOz2bm5ujqqrKx48f0xy3trZGIBCkqXgr++SH7MVRkOYuHg1A/vYKshcnAJg+fTr//PNPruf4L3kxRoS3F1JaLQ/N1ML9kF6alPtxSvJMUXRhvXz5Mn///XeWMtkaGY8fP8bf35/OnTsjlUrZt28fzs7O6OjoYG5uzsSJE9PU5jczM2PYsGHEhUdjrV6NSGkMUdJYPksiCYz/QBv9nxALRJirl6OmlnnyuFpalfiY+IWPiZ8BuB/li5V2VRLCY4GkXO7SpUsjFouZOHEi8fHxaZ6smzZtSseOHRGJRPTv358HDx4ASZXJJBIJY8eORUVFBVtbW3766aec/4rA1KlTWbVqVbHvXFiqVCm6du3Kduc57Pd5ybPPscRLZcy/H0jDYz7UPfyAP7zeECvJPBr+cXgMbU4/odLk5dj16plsyF2+fJny5cvnWqfevXujoaGhTGn9TshtV9aCcJXExsYycOBA3NzcuHnzZpoU7Yq9O2CzfSm15zqhX782WpXLo1HeGE1zU3QtqlJ56K/YbF+CxZ+jEKpknHxXqVKlNGmeDx8+JDY2Np2c7NZiiP2Y7niOkMYhe7AZiUSSvWwBIQ26CZ+eZy+YCfJQH+SxmcfBKPk+yNLIkMvl7NixAzs7O9TU1Pj48SMJCQlpuqCamZkRFBSU/PlrgKRQJERVmBS8FC9PJEISjYZQPfkYgJ44JUVVLBBhpVWF+5HPkcnlPIjyo652dQTCJD/PihUrqFmzJqVKlUJPT48vX76keZpIHZipqalJXFwcEomE4OBgTE1N0/iLKlSokKsfqU6dOtSpUydXjY6KEsuEj5TTVOF2aBTO3kG8iozjbPtaeHapTUhMIqsfZb71efJtODtaVOVa9zr43L+Pm5tbvnT5mtI6c+ZMIiIi8jWXkuJPbuMyFG1kvH37lqZNm5KYmMj169czLPktEAkxbt2IButn0XjPXzQ9tIYm+1bScOsiqgz7FbG2ZvqJU9G/f3+2b9+e/Hnbtm0MGDAg+fOpU6eoa10HA1tXqsyPZf65tDsZu+5KqLYglnKzYlh8ITHNufnnEuizLZ5Bu+MpPeA0rhtWMGfOHPr165css2PHDszMzChdujQLFy7Mzc+TIZs3b6Zq1aoYGBjQtWvX5OJiMq+/UBsbwqbridRaHEvZP2MYezgheWdaKpMz9UQCJrNiqL4oljNP0+5WBgf40/UXGwwMDKhatSqbN29OPpedi1tJ7hEgV8hL0WRpZHh6erJ79+5kV0mZMmVQUVFJky729u3bDEtSaxnqoqKZkkurI9IiVhZHgizlj+qzJG3r5Xr/d5m8jA1ERSDGTN0YXRN9PD09WbJkCfv37yc8PJzPnz9TqlSpHPVKKFeuHEFBQWlkAwJy7yucNm0aS5cuLRHb/tLoCMpqqPI5QcLulx+ZXbcC+mpitFVEOFkYc/xt5k8XQ34wwlhTFX0RdGxqg7e3d771+fHHH2nTpo2yS+t3QLNmzbhz5w4xMTHZykZHR+Pl5cXPP/+skLWvXLlCw4YN6du3L7t370ZTM2tjIa/Y2NgQERHB06dPk3d3UxsBWlpauC4dz4f5Ghz9TY1NNyQce5S0I/E0RMaYQwls7auK/ywNwmLkBH5Jex078VhKDysRH+ap09cq7fXmyZMnODo6smPHDoKDgwkLC0sX8Z8bLl26xB9//MH+/ft59+4dZmZm9OnTByApTRU4/VTK9XHqeP2uzqEHEs77Ju2Ebrkp4fQTKbd+V+fGeHWO+KTVdcCuBEy14ggODubgwYNMnz49zS5XZi5uJXmjRLZ6d3JyQiwW07RpUyCpe5+dnR0zZsxIjgH466+/0vyBfcWohil6ZobJn/VVdDBVM+JCuBcSuZQ3cSE8jU6b226mboxAIODUp2vU1fkBHWM9rOwaExkZiVgsxtDQEIlEwrx583L8VNyoUSNEIhF///03EomEY8eOcfv27RyNTU3z5s0xMDDg6NGjuR5b2AhUVAmJTUAqkxMrldHp3FMsDnpjcdCb/pdfEBaf+Rasocb/d5oEQjS1tYmKispUNjc4OzuzadMmXr/OYTqtkhKJtrY21tbWXL9+PVvZK1eu0KBBg3wX3ZPL5axduxY7Ozu2b9/OpEmTCrxA1NfdDHd3d2rUqJHmQatFixZYVtBAKJBjaSLErq4Yz5dJN+bDPlI61hLRrIoINbGAOe1UEP5HVRszId1qixEKBahLwtKcO3jwIJ07d6Z58+aoqakxf/58hPmoJbRr1y6GDBlCvXr1UFNTw9nZmRs3biTFlvw/w2VyKxX0NARU1BfycxURPsFJ3+XQAyljmompoCfEQFPA5FYpu9QBn2Vcey1jYW8z1NXVsba2ZujQoWl2gzNzcSv5tsiy4uejR4/4888/0xxbu3YtY8aMoXLlyqirqzNs2DCGDBmSbqxAKKRys1pwKuVYH6NfOBB6iXn+W6mgZkQd7arISBsfUFe7Ou7ht+lftgOG1U3QNixFu3bt6NChAz/88ANaWlpMmDAhxy4PVVVVDh8+zNChQ/njjz/o0KEDnTt3zrBoSFZ8LR+8aNEibG1ti3WVO59oOSExibQrr8f6pyFc6FiLcpo5r9AGINDWRaihDV+yfyLNCSYmJkyYMIHJkydz8OBBhcyppHjy1WXyyy+/ZCmnCFdJXFwcI0eO5N69e9y4cYPKlQunPkP//v1p3rw5r1+/TuMqgaTg96ljF/D4cQwJUoiXQE+rpAyV4Ag55UulXDu01ASU/s+GS3m9lPN/rVrL3JNJu7+7du1KPv7fmiI5zc7JTG7ZsmVpPleqVIlHU5OCXsvqpOijqQpR8fKU76KXYuBU1E+Re/dFjoEm6KS67piZmaVxiWTm4i6KVhLfArkN2iwssjSBtbS00u1S6Ovrs3PnTkJDQwkICGDWrFnJlvSgQYO4evVqsmzDEW1Y32wmZVSSCnqUVinFSJMezKs0jGEm3YiTxVNKlPYpRk+sjZmaMeX0y9Lgt6T8dJFIxJYtW4iIiODdu3dMmTIFf3//5IvYnDlz2LlzZ/Ic5ubmyOXy5P+sDRo0wNvbm6ioKA4cOEBQUFCeghi7detGZGQkHh4euR5bGERERHDy5El+W72VnjXLU0tfE/sqhsy7F8jHuKQL1buYBC6/yz4dV8XEDKG2rkL1mzhxInfu3OHKlSsKnVdJ8SKnwZ/5NTICAgJo1qwZsbGxhWpgQNINs1KlSpw+fRpbW9s05+zt7enasQ0vZ+sTukCTYY3EyZ7ucrqCNO6RmAQ5Yf+x41M/v0ycu5rZs2fj4OCAXC5nzpw59O7dG7lcjlwuJzo6GhUVFdzd3ZOPZfYyMzNLJzdkyBAmT56c/DkqKgqxWMzr16+pVqtOlr9BOV0BgZ9THhIDPqd8r3KlBHyKgajElN2NzFzrSr5tsjQyfvzxR6pVq5bnyTX0tPhp2C+o6yWZ6gFx7wlL/IJMLsc35i1PYvyppZWSOpYgS+RmxGNs9GtTvb01lZrUzPPaqbly5QohISFIJBK2bduGj48P7du3z/U8QqGQKVOmFLs28F26dEFHR4cKFSqwcOFCfp84kXXD7QH4w9oUMx01up1/Rs0D97H3eMGriKyzZORCEZrNOilcT2VK6/eBjY0Njx8/zrK2TEBAAKGhodStWzdPa/z77780bNiQXr16sXfvXrS0tPKqbp7ZsmULly5dSrd2ZGQkBhWtUDeqhtdbKfvupbgnba1EnH4i5dprKQkSOXPPJSLL7AFU1wxhrbQN03r16sXJkye5evUqCQkJzJo1K1cdj7/2ePn6srOzw9XVFW9vb+Lj45k+fToNGzbE3NwcoaFVlnP1rCNi3VUJgZ9lhMfIWXYpJd6ugp6QRuYi/jyVtI6Pjw9btmzBwcEhx7oqyR3FNSYjy32pFStW5HuB+v1/Jj4ylruuHkQG+LPz/VliZPGUEmvRvUxzTNWS4jaex7xlx/uz/KBdEbtednRwVtx/Rl9fX+zs7IiKiqJKlSocPHiQcuXy1gzMwcGBWbNmce/evVz3aCgIUuflpyYh4CUffe+j/uUT0+qYMq1O+ieIRmV18OqeciG50dUSgJcRsVy8eIcZs2Ynu5VatGiRrwCzr9jZ2bF27Vrc3Nz47TfFlMFVUrxQV1fHxsaGf//9ly5dumQo4+7uzi+//JLreAK5XM769euZN28e27dvp127dopQOU9UqVIlw+Pr169n4sSJjAkNoZm5hJ51xHyJS7p41zIWsrqHKgN3JRCdIGdcc5U07pPUCIysEKjrpTlmYWHBunXrsLe3Jzo6mt9//z1Xu7IdO3ZM83nGjBnMnz+fnj17Eh4eTuPGjdm7dy8AQptpwOYMZknit4ZiXoTK+fGvOHTUBExoIeayX4rBs31UdcZ6aGJiYoK+vj5z584tsKJrSoqvu6TAG6R9xffMPbxcPfjoF0J8Bn5+sboKBpXLUqNDPWwc2xbrmIcVK1bg5eWV/MdYXIk8vYuIw5uRx+Q8eFNU2hiZwyRGOa/k5cuXuLm50aCBYvvH3Llzhy5duuDr64uurmJdMkqKB87Oznz48IGVK1dmeL5Pnz60a9eOwYMH53jOuLg4Ro8eze3btzl69GimN/nigjzmI4k7m0JkHipfqukj7nkUYbmi690EkHigE/K3l/M0Vlh7AOJ2GxSrkJI0pN4tfNo1fQJGXqh5PCX0IHXvkrxSaEbGV0IeveWmy3miP0QgSUxEJBajpqtBXfumVGllWayNi69ERkZSqVIlbt26VewvdJEnthN5aieyiOyL4oiMyqM/bCbqFg2Qy+Xs2bOHCRMmMGTIEGbPno26unq2c+SUwYMHU7ZsWRYvzntlUiXFl1u3bjF8+PAMMwakUilly5bF29s7x0/hQUFB2NraUrFiRVxdXfOdkVJYSL03Ib06D+LDcz5IpI6wzm+IWy4tOMVyiCwiEMnBzhD+IlfjBGXrI+59FoFKwaQRK0kitZHxrJtidv9rHEsJMC6RRsa3wsyZMwkLC2PDhuJvqcf7PSLyyBYSA14g/RiS9qRQiNi4AqrVrNDtNRJx6bJpTr9//55Ro0bx9OlTtm7dio2NjUJ0Cg4OxtLSEi8vr0IN2FNSOEgkEsqUKcPz588xMjJKc+7OnTsMHDiQx48f52iuq1ev0rt3b5ycnJg2bVqJeBBJjfTWChK8ViGKz0H1S1VdhDV+TerEWky+Z2LIA95ubE0F7fRVTTNCYNwAcY+DCDQNsxdWki+URsY3zNc28E+fPqVs2bLZDygGSCM+E3VmJ5L3QcglEgSqqqhVs0KrVQ8EKpmnuMrlcg4cOMDYsWPp378/8+bNQ0NDI9/6LFy4kHv37nHo0KF8z6Wk+NGlSxf69++PnZ1dmuOLFi0iNDQ0U1fKV+RyORs3bmTWrFls27aNDh06FKS6Bcq8wY2xr/mJitoxEBuWXkBVB0rXQGTRH1Gd4hWrNHfuXHxunGePoxmEPoAv/umFBGLQr4LQtDGilkuVOxiFRGoj43l3e4XM+cPR3cnvlUZGETNq1Cj09PRYtGhRUatSKISGhuLk5IS3tzeurq40btw4X/PFxsZSs2ZN3NzcaNGihWKUVFJsWLlyJb6+vri4uKQ53qJFC6ZOnZql0RAfH4+TkxPXr1/n6NGj+cpyK2pOnDjBpEmT8PHxQSXqNWfm/cKPtcqjp6uJQKgKGvoI649DZKqYXUJF4u7uzqBBg7hz5w7lypVDHh+B9O4a5EE3k9rRC4QIxOoIq3ZGWHsgAnHu6g8pyR+pjYwXPfpmIZlzqh1J6cujNDKKmFevXvHTTz/x6tWr7yqA8dChQzg5OdG3b18WLFiQr/LN+/fvZ9GiRdy9exeRKO8ttZUUP3x8fOjVqxfPn6c02YqMjMTExISQkJBM006Dg4Pp2bMnJiYmuLm5oaOjU1gqK5zo6GgsLCzYsmULrVu3JjExEX19fYKDg4v9NSMoKIgGDRqwZ88e5UNAMaUkGBl5r0erhMqVK9OmTRs2bdpU1KoUKj179uThw4eEhIRQp04dPD098zzXr7/+io6ODq6urgrUUElxwOKHarTXlhAw35FQ59GELhmD/4LRDGpSN1PD9MaNG/z000907tyZAwcOlGgDA2D+/Pk0adIkuRPso0ePMDMzK/YGRmJiIn369GHMmDFKA6OEUBSt3nOkl3InI394e3vTqVMnXr16letS5d8CR48eZdSoUfTq1QtnZ+c8FUW6e/cunTt3Vqa0fiNII8L5sms18X4PSQh+g+g/8YuJQjGaZtXQ+LElOl0HIfh/rYxNmzYxc+ZMXF1d6dRJ8cXgCpvHjx/TokULHj58mFxCe+PGjdy8ebPYG9VTpkzh0aNHnDx5Ml+9UZQULKl3Mvxs+yhkzqqHU0ozKHcyigHW1tZYWlqmKWv+PdG9e3cePXpEeHg4VlZWXL58Oddz1K9fnw4dOiikbbWSoiUh8BWh84cT43kS6bv0BgaAikxC4uunRBzaxMdl44mPimTkyJGsXLkST0/Pb8LAkMvljBo1ijlz5qTp0XH79m1++umnItQse44fP86+ffvYsWOH0sAoQRTXip/K/0EKYOrUqSWmDXxBYGBgwI4dO1i9ejX9+vVj9OjRue7eunDhQrZs2cLLly8LSEslOcHf3x+BQIBEknmn3syQfAwhbOVkJEE57LQrlRD/4Drn+7Xifcg7bt26RfXq1XO9bnFk+/btxMTEMHLkyDTHb926RcOGDYtIq+x5/fo1Q4cOZe/evZQuXbqo1VGSC4qru0RpZCiAFi1aoKenx7Fjx4palSKlc+fOPHz4kJiYGCwtLXPUJOsr5cqVY+LEiUyePLkANVTyFXNzcy5cuJD8ee/evejr6/PmzZs8z/lp/Syk79KPr7DnLq8j4zIdZ6UJbg4dvxlXWVhYGFOnTmXDhg1pgpkjIyN5/fo1lpaWRahd5sTHx2NnZ8f06dNp1KhRUauj5BtBaWQogK9t4JcsWcL3HuKir6+Pq6sr69evZ9CgQYwcOZKIiIgcjZ0wYQL3798vtl1uv1W2bdvG6NGjOXXqFGZmZnmaIyHgJYmBaXehJJl2/kqLCDlx9z2/mb+dP/74g19//TVdOf67d+9Sp04dVFRUMhlZtEycOJGKFSsybty4olZFSR5Q7mR843Tr1o3Pnz/nKSbhW6RDhw48evQIqVSKpaUl58+fz3aMuro6y5YtY8KECd+t66mw2bRpExMnTuTcuXNp6p7s2rWLihUrUqZMmTSxMrdv36ZRo0bo6elRrlw5nJycSEhIIPLIFuRRX6iw5y5uzz/Q7MQjmp98RM8LvgC0O/OU6gfuc/xNUtXL3X6hND3xiNqHvBn8rx8BL32J876eobumRYsW/PPPPwC4ubnRpEkTJkyYgJ6eHpUrV+b69eu4ublRoUIFjIyM2LZtW2H8dBly48YNTp06xYIFC9KdK86ukn379nH27Fm2bt1abCqNKvk2UBoZCkIkEhXLNvBFSalSpdi8eTObNm1i2LBhDB06NMv235CUHqurq8vWrVsLScvvlw0bNvDnn39y8eLFdE/dV69exdfXl4sXLzJv3jyePn0KJP0/X7lyJR8/fuTGjRtcvHiR9evXk/g2pRbG+cDPHG9bg4sdLTj0S1KMxbkONfH9tS5dzQy4FhLB4gdBbGhSmbvdrSivqcpoj2dEexzOkd63bt3CysqKsLAw7O3t6dOnD15eXvj5+bFz506cnJxyHROkCCQSCY6OjixfvjzDqPziGvTp6+uLk5MTBw8eVEg2gZKiQRn4+R3Qr18/Hj58yP3794talWJFu3btePjwIWKxmNq1a3P69OlMZQUCAatWrWLWrFnZGiRK8oe7uzs2NjYZxgjMnj0bDQ0N6tSpQ506dZIbndWvXx8bGxvEYjHm5uaMGDGCK5c9kMen9LUYXcsYfTUxGuKMLy9H3nyid+UyWBpooiYSMq2OKfc+RvHm3fsc6V2pUiUGDx6MSCSid+/eBAQEMGvWLNTU1Gjbti2qqqr4+fnl4RfJH2vXrqVMmTL06ZNxKmFxNDJiYmLo1asXixYtwtrauqjVUZIPlO6S7wA1NTUmTJjA0qVF3z2xuKGrq4uLiwtubm6MHj2aQYMGER6ecWfKevXq0bFjR2VKawHj4uLC8+fPGTp0aLp4iNRpl5qamsk7A8+fP6dz584YGxujq6vL9OnT+Rj6Mc14E63M++AAvI9NxDSVjJaKCH01Me8+52z3IXWvoK89dP57rLB3MgIDA1m4cCHr16/P0N0QHBxMbGxssWsGOHr0aKytrRk6dGhRq6LkG0VpZCiY4cOH4+7uzqtXr4palWJJ69at8fHxQUtLC0tLS06cOJGh3MKFC9m6dSt+fn7IE2OQ3llL4slBJB7rS+LJgUiuL0Qe97mQtf+2MDIy4uLFi3h6ejJq1KgcjXF0dKRGjRq8ePGCiIgIFi1ahFwgQCDOeTBjWQ0VgqITkj/HSKSEx0soZ6CXXMwtJiYm+XxISEi6OYob48ePZ/To0fzwww8Znv+6i1Gc4h1cXV25ffs2Li4uxUovJXlDuZPxnaCrq8vw4cNZvnx5UatSbNHR0WHdunXs3LmT8ePH079/fz59StsG29jYmHmTfsN/U3sStzdCemU6ct8DyP2OI/c9iOzGIhJ3NiHxWF9kH3yK6JuUfExMTLh06RJnz55lwoQJ2cpHRkaiq6uLtrY2z549Y8OGDQCIDDLvRGyoLuZtVIpR0d3MgP2vw3gcHkO8VMaSB8HULa1F1Z+aYGhoiKmpKTt37kQqlbJ169ZiXzvlzJkzeHt788cff2QqU9xcJT4+PkyZMoUDBw7kqUqvEiU5RWlkFADjxo1j7969fPjwoahVKda0aNECHx8fDAwMqF27NkePHk0+J311lt8MjtO87Dv47AfI0k/wxR+533Ekh3sgfbCl8BT/xqhQoQKXLl3i4MGDWd4oAZYvX87u3bvR0dFh2LBh9O7dG4DwqvVIzOQhaEJtE36/+RqLg96cePuJpsa6TLI0YfjVl9Q/6sObqHg2dG2MTsekVtWbN29m2bJllC5dmsePH+e7229BEhsbi5OTE+vWrUNdXT1TueKUWRIREUGvXr1YtWoVtWrVKmp1lCgIgVCukJfC9VL2LikYHB0dKV26dIapbErS4+npyZAhQ2jQoAHr/+iD1o1JEBWc8wnUDRA1m4/IalCaw4MGDaJ8+fKZ/jtoa2vj4+NT7HzlJYVHjx4xd+5crl/15FwHC/Ti8hasq9HwF0qPW6xg7QqemTNn8uLFC/bt25epjEwmQ19fn5cvX1KmTJlC1C49crmc3r17Y2BggIuLS5HqoiT/pA6OD7LvoZA5TXcfSX6v7F1SjJk0aRIuLi5ERkYWtSpFRmZVJa9cuZJOtlmzZjx48ICKJmUI2euQOwMDIO4T0huLkEe8zdWwqKgopYGRB548eULv3r1p3bo1P/30E8/9XmLefwwC7dxflMTGFSnlML4AtCxYnj17xsaNG1m5cmWWcr6+vpQpU6bIDQyAdevW4efnx6pVq4paFSUKRiiQKeSlcL0UPqMSAKpUqcIvv/zy3bWBz4zUVSV//vnnDGU0NTVZ1Nucyv9pmSDNYeVIooKQ3nDOp6ZKsuLp06f07duXli1bUq9ePV6+fMnkyZPR0tJCu2V3tNv1RqCVc0NDZGSKvuNcxGWMsxcuRnxtgDZz5kxMTEyylC0urpLbt28zb948Dhw4kKVrR0nJRBn4+R0ydepUVq5cSXx8fFGrUqRkVFXy119/xdjYmFKlStG8eXMeP36MXC5H+uIYw/bG4XQoga7/xKH/RwyX/WScfiLlp79iKTMjhirzY5l/LiHNGtdeS/l5bRxlemymQoXyuLm5JZ8LDw+nU6dO6Ojo0LBhwzSBhAKBoEhqKpQ0fH19cXBw4Oeff8bKygo/Pz+mTp2KtrZ2GrlSPYdTqs9oxKaVkGRxvRJoaKNatTZlpqxGrVrx7OWRFbt37yY8PJzRo0dnK1scgj4/ffqEnZ0dLi4uVKlSpUh1UfJ9oTQyCpC6detiYWHBrl27ilqVIiOzqpIdOnTgxYsXfPjwgXr16uHg4ID84yMIS6ocue++hGmtVQhbqEGTSkK0VGFrXzU+zNfg6G9qbLoh4dijpNLTb8NldP0nnlFNxQTN1eDuvllpCgvt2bOH2bNnEx4eTtWqVZkxY0bh/gglmOfPn9O/f3+aNWuGhYUFL1++5I8//kBHRyfTMdqtbQl1mM7i559RqVYHURljhHplEOobIipbHvX6P1Nm6lqM5rmhYmJeeF9GQYSHhye7Q8VicbbyRW1kyGQyBg4ciK2tLba2tkWmh5KCpbjuZGT/F6IkX0ydOpVRo0YxaNAghMLvz6Zzd3enZcuW6apKDhkyJPn9nDlz0NfX5/PbB2gnJsWwdLEQ0bhSUgdLdSH8XDWlm6WliQC7umI8HMccBAAAIABJREFUX8roVhv23pPSqpqI3nXFgAwDaSBG1sOT5W1tbZMv8g4ODvz+++8F9XW/Gfz8/Jg/fz6nT59m3LhxrFu3LlddUte5bKRc1/6UnT0buVSCLDoKgViMQEOrxNdkmDFjBt27d8+RCyQ2NpanT59St27dQtAsY5YvX05YWBiHD+esbLsSJYrk+7vrFTItW7ZER0fnu20Dn1FVSalUyrRp06hSpQq6urqYm5sD8PHDu+Rx5fXS3ohuv5HSdkMcprNjMJwZw+YbEsKik+YL+CynculU8gnRacZmVr1SSXpevnzJ4MGDsbGxoUqVKvj5+TFz5sxcGRhfvnxh3759DB+eZOgJRGJEunoINbVLvIFx+/Ztjhw5wqJFi3Ik7+3tTY0aNZIrkxY2//77L3/99Rf79u0rtt1flSiG4rqToTQyChiBQMC0adNYvHjxN9PKOjdkVFVy9+7dHDt2jAsXLvDlyxf8/f0BkKunRN//91Y0YHcCnSxEvJypQegCTYY1EvP116ygJ+BVWMpvK9A0LMBv9G3y+vVrfvvtNxo2bEjFihXx8/Nj1qxZeUph27ZtG23btqVcuXIFoGnRIZVKcXR0ZOnSpejr6+doTFG6St6/f4+9vX1yh1ol3zbFtU6G0sgoBLp37054eHiGqZvfA/+tKhkZGYmamhqlS5cmJiaG6dOnAyAsYwE6GV8Mo+LkGGgIUFcR4PVWyr57Ka3A+9QTcemFlIPeEsJjRey8/olLly4Vyncr6fj7+zNs2DB+/PFHTE1NefHiBXPnzkVPTy9P88nlctavX5+jgMiSxvr169HV1aVfv345HlNUmSVSqRQHBwcGDx5M+/btC319JUq+ojQyCgFlG/i0VSVfvHiBmZkZpqam1KpVCxsbGwAEGgYIDGtnOH6NrSrzziVSekYMC90T6VknJZyoor6QY7+pseqKhKoLonH88286depEy5Ytefr0KREREYXyHUsSb9++ZcSIEdSvX5+yZcvy/Plz5s2bl+Mn9My4ePEiKioqNGvWTEGaFg+Cg4OZN29epg3QMqOodjLmzZuHTCZjzpw5hb62kqKhuLZ6V1b8LCTi4+OpXLkyp0+fpk6dOkWtTrFFGnAV6dFekJCHImYCMaJWyxBZDyc2NhZ3d3cOHz7MyZMnqVy5Mj169MDW1pbq1asrXvESwtu3b3F2dmb//v2MGDGCiRMnUrp06ewH5pAePXrQrl07Ro4cqbA5iwN9+vShSpUqueoMHBYWRuXKlfn06RMikSj7AQri/PnzDB48mLt376aJR1Ly7ZG64mfY4I4KmbO06+nk98qKnyUINTU1xo0b913vZuQEYfkmCExs8jRWUNYaoeUgIKndd9euXXFzc+Pdu3c4OzsTGBhIq1atsLCwYObMmdy7d++7iZMJDAxk1KhR1K1bl1KlSuHr68uiRYsUamC8ffuWK1eu5MqdUBJwd3fn9u3buU59vn37Ng0aNChUAyMwMJCBAweya9cupYHxnSEQyBTyUjRKI6MQGTlyJOfPn+f169dFrUqxRSAQIO66O/eGRhkLxD0OIBCppjuloqJC69atWbduHQEBAWzZsoWEhATs7OyoVKkSEyZMwNPTE6lUqqBvUXwICgrCyckJKyur5M6pixcvLpAS1xs3bqRfv37pCnSVZOLi4hg1ahRr165FU1MzV2ML21WSmJhI7969GTt2LC1atCi0dZUUD5TZJUrQ1dVl2LBhrFixoqhVKdYIVDQR9zqJoGoX0Mj6ZigVa3PtjZC39f9GoGmU7dxCoRAbGxuWLl3KixcvOHHiBHp6eowZMwYTExOGDx/O2bNnSUhIyHau4kxwcDBjx47F0tISdXV1nj17xtKlSzE0LJjMm/j4eP7555/kDKJvhcWLF2NlZUWnTp1yPbawjYzp06ejp6fH1KlTC21NJUqyQxmTUciEhIRQq1Ytnj17hpFR9jfF7x3ZpxfIbi1B9u4OxIaBJA5EaqCuh8DICtFPE1l34Dq7d+/G09MzRxUYM+Ply5ccOXKEI0eO8OTJEzp27IitrS3t27dHS0tLgd+q4AgJCWHx4sVs376dQYMGMWXKlELZNt+1axeurq5pGuKVdF68eEGjRo24f/9+rlNA5XI5hoaG+Pj4ZNvbRBEcO3aMcePGcffuXYW6wJQUb1LHZHwe1lYhc+ptPp/8XhExGUojowgYOXIkhoaGzJ8/v6hVKTHIJXEQ9Q55QgQCFW3QNkagknTjl8lktGnThtatWyenw+aX4OBgjh07xpEjR7h58yatWrXC1taWzp07Y2BgoJA15HI5sjeXkN39G3lkQJIBJRCBihbCcg0Q2UxDoJOzG9T79+9ZsmQJbm5uDBgwgKlTpxZqnYrGjRszefJkevRQTLvpokYul9OuXTvatWvHxIkTcz3+1atXNG/enMDAwALQLv1aNjY2nDhxolg0YlNSeJQEI0PpLikCJk2axIYNG77rNvC5RSBWR6BXCaFRHQT6VZINDEhygbi6urJy5UoePHigkPVMTExwdHTk/PnzvHnzhp49e3LkyBHMzc1p06YNGzZs4N27d9lPlAnS50dI3NkU6fG+yP3PQ9hT+PIaPvtB6ANkPltI3NWcxMM9kMd8zHSeDx8+MGnSJGrWrIlEIuHRo0esWrWqUA2M+/fvExgYSJcuXQptzYJm//79hISEMHbs2DyNLyxXSVxcHHZ2dsycOVNpYHznFHRMxrp167CyskJXVxddXV0aNWrEqVOnstVLaWQUAVWrVqV169Zs3ry5qFX5ZqhYsSLLly+nf//+Cu96q6+vT//+/Tly5Ajv3r3D0dGRa9euUatWLRo3bszy5cvTdHbNDundv5Fe/B0+eENidOaC0e+Qvz5P4v4OyL68SXMqNDSUKVOmULNmTeLj43n48CFr1qwplK35/7Ju3TpGjBiRL1dVceLLly/8/vvvuLi45LkU961btwrFyPj9998xNzdnzJgxBb6WkuJNQRsZ5cuXZ8mSJdy7d487d+7QqlUrunfvjo+PT9Z6Kd0lRcO9e/fo1q0bL1++RFU1fUaEktwjl8vp0aMHNWvWxNnZucDXS0hIwMPDg8OHD3P06FGMjY2xtbWlR48eWFpa4ujoiKmpKX/++WfyGOmzg0gvTYLY0NwtZmiJit1ZwqIkDBw4kPPnzzN8+HD++OMPKlSowIsXL6hataqCv2H2hIeHU7lyZZ49e0bZsmULff2CYOzYscTGxubrIaBJkyYsWLCAli1bKlCztOzZs4dZs2Zx584dhWxrKyl5pHaXRIz4RSFz6m5MiavK7v+VgYEBzs7OjBgxIlMZpZFRhLRp0wZ7e3sGDx5c1Kp8M3z48AErKysOHz5M48aNC3w9c3Nz3r9/j0gkQk1NDWNjY6KiolBRUUk2OBo2bIhQKEQuk5K4wwY+PsnTWl5xten6lx9WVlZERUXh5eUFJKX9FpWR8ddff3H37l127dpV6GsXBPfu3aNjx448fvw4zwGUiYmJ6Onp8e7du1w1lssNz549o1mzZri7u2NtbV0gaygp/qQ2MiIdWytkTp0NF5PfZ2ZkSKVSDhw4wIABA7h79266LtupUbpLipBp06axdOlSZDLFF0D5XjEyMmLDhg0MHDiQ6OgsXBEK5MSJE0RFRfH48WPEYjEODg4cOHAANTU1hg4dSvny5Rk9ejQ+h+ZCuF+e1ykvCODenZsMHDgQNTU1BX6DvCGTydiwYcM306dEKpUycuRInJ2d85Wh8fDhQ8zNzQvMwIiOjqZXr144OzsrDQwlhcrDhw/R1tZGTU2NkSNHcuTIkSwNDFAaGUVKq1at0NLS4vjx40WtyjdFjx49aNSoEVOmTCnUdY2NjWnXrh0PHjygbt26BAQE0KNHDzw8PDh06BDn96wGaVL9jUSpHJNZMTwISjIw+26Pp+LcpDb2rdfF8SQkxfAMi5ZjuzUey3nv6NWlXYbxHxcuXKBatWro6+szevToQqlk6u7ujra2No0aNSrwtQqDjRs3oqamxsCBA/M1z+3btwssCFMulzNq1Cjq16/Pb7/9ViBrKCmZFEbFz+rVq+Pt7c3NmzdxdHRk4MCBPHr0KMsxSiOjCPnaBn7JkiXfTXnrwmLNmjWcOHECd3f3QlszMDCQM2fOpHNbVK9enQkTxnM7IOXf+MxTKca6AuqYJv0Jtqsh4vFUDQLnaGBdXsjA3SnBq+OOJKAuhjezNNg0rBpbt25Nt/bJkyfx8vLiwYMH7N+/n3PnzhXQt0xh3bp1jB49OlcNw4orISEhzJ49mw0bNiAU5u+yWJCZJVu3buXu3bu5btSm5NunMFq9q6qqUrVqVRo0aJC8k7Zy5cosxyiNjCKmR48ehIWF4enpiVwiIeHlY2Lv/Uus9zUS/J8hV7pS8oSenh5btmxhyJAhhIeHF+ha3bt3R0dHhwoVKmBkZMTcuXPTyfTr1ZmzD6OIiEv6I959V4p9/ZRsjEE/idFRF6AmFvBnWxV8guV8iZUjlck54iNlVnsVtP7H3nlHRXF1Afy3u/SqiA1QELtYsIMN7B2xYMGGLUYTsUQTjRpLTNQkdo29IAawY++KXbChImKiCBZsFBGkbfv+4HOVAFLcpZj5nbPn7M68d9+dUXbuvtt0RdS2zPqX9tSpUylRogQVK1akdevWBAcHa+6CSW8Rf+nSJdzd3TW6TkExefJkhg8fTu3aWXcBzguayiy5desWU6dOZefOncWmOJzAl41Cocgxm+/LyDkrxkgkEqaPG8PjZdN5eaA8sldPQfr/kta6+miXq4BeXQeMuw9FbCREkOeF9u3b06NHDzw9PfH29tbYOv7+/rRr146zZ8/i7u5OdHQ0JUqUyDDGwtIKx8p67L0tp0cdCcfC5CxyTU+PlCuU/HREyu7bcqITlYj//wM1+p2SZKkImQIqmP7/oEiEtbV1Jh0+ruppYGBAYmKiZi72/6xZs4YhQ4bkuZ9HUeT06dOcP3+e0ND8BeR+zNu3b4mIiMjRT50fuW5ubixbtoyaNWuqVbbAl4Em+o58zNSpU+natSsVKlQgISEBHx8fAgICcqyVIRgZhYhSqeSt3yra3TuGUjcZ2bPwjANSk5FG/o008m+SLp/AqNsgjDv0KxxliykLFy6kfv367Nmzh169eml0LScnJzw8PJg8eTL+/v4ZT+qaMLhZKTYFRCFTQFMbMZam6RuJfjflHLgr58hXutiYiYhPgbIzk1ECpY1ASwxP4pXUKCMCLX0eP36s0evIiZSUFDZt2sTFixcLVQ91kJqaytixY1m+fLladgeuX7+Ovb19vutrZIVSqWTEiBG0bdv2i9k5Eih+vHjxgkGDBvHixQtMTU2pW7cuR44coWPHjp+cJxgZhcibjfN5d+EwpKXkOFYe/Zy3O9eiTErExFUI+MothoaGeHl50bNnT5o3b67xWg4TJkzAxsYmk7tCJBLTo00DPP96yqsEKd+1/vAQSkhRoqsFpQxFJKXBzMNS1TmJWIRrHQnzjktZ516CJzpOeHn9go2NjUav41Ps2LGDBg0aULVq1ULTQV38/vvvVK9enR49eqhFniZcJStXriQ8PFyju3ECxR9N72Rs2bIlX/OEmIxCIuHAVpIuHc3RwKi+8yaRiek+rwmnbjNz7jySAk9lOdbIyIjw8PAsz32KgIAArKys8jyvuODo6MiwYcMYPXq0xgNsS5cuzZAhQ7LsS2PYfBI96+kREavEtY5EdXxQIy0qlhRT6edk7H9Poal1xj/LpT11SExVUvGnN4yYtbnQ66q8D/gs7oSHh7N06VKWL1+uNpnqziwJDAzk559/ZufOnejp6alNroBAQSHsZPwLGxsbkpOTCQ8PV22fbtiwgW3bthEQEKCWNZQKOe8uHEaZkpTj2Ptu9TPOTUsh8chfGDTNXHhF03744szs2bNp0qQJXl5eeHh4qE1uREREpmOrV6/Ocqy4QisqWJSmR1oURrofMgOMdEXsHpax7sWgRh/+NEsbidgzXA9Jk8lot8ocVPpvwym/vzhyw7Vr13j58iVdunTR2BoFgVKp5Ntvv2XKlClZxrjkl6CgIP744w+1yIqNjaVfv36sW7cOW1tbtcgU+HLJKTOksBB2MrJAJpOxbNkyjclPvnQc2fPInAdmg/TZI9Ie3cvTHLlcnu/1vgR0dXXx9vZmypQphRbTEBcXx5ZAKSPaWOZ57u0YY1x+uUh0dPbN0gqCVatWMWbMGCQSSc6DizB79uwhMjKSiRMnqk3ms2fPSE1NpVKlSp8tS6FQMGTIEPr06YOrq6satBP40imIOhn5QTAysmDKlCn88ccfvHnzJtO5S5cu0bhxY0xNTWncuDGXLl0CwM/Pj0aNGmUYu2TJElxcXID08q9DhgyhdOnSVO/Wl2XBj1H8/xfoo4QU+py8T61dN6m7O5gxFz+4PCr4XudRwgeXSlyqjAEHrmNW0x4nJyciIz8YKyKRiAcP0itKenh4MGbMGLp06YKhoSFnzpzh8OHD1KpVC2NjYywtLbP9xbV8+XJq1apVIG2qC5K6desyadIkhg0bVuBVVtevX0+FChXo3K0Hzt9sBJPc/noWI7JsTv2Z96hr35CGDRuqyokXNDExMfj7+xf7IlAJCQlMmDCB1atXq7Vv0Pv6GOqoX/Hbb78RFxdXID14BAQ0iWBkZEGjRo1wdnbO9BCOjY2la9eueHp6EhMTw6RJk+jatSsxMTG4uLhw//59/vnnH9V4Hx8fVTT4uHHjiI+PJzw8nD39nNgdEcOO8BgA/rgdRavyJoT0tifItS7DqpXJVre9EbF41i7PvSnu2NvbM3DgwGzH+vj4MH36dBISEmjRogUjRoxg7dq1JCQkEBISQps2bTLN+fnnn9myZQtnz579IuM0pkyZQlJSEqtWrSrQdUeNGsW7d+9Ys2YNEpt2aPXcDTbteZGYzZ+gWBtK1URcfzRabgfRNijJwoULWbp0KV27dmXt2rUFXsBt06ZNuLi4YG5uXqDr5gelQoEi8S3yuNcoUpIz3KtZs2bRrl07WrVqpdY11VWE6+zZsyxdupTt27erNUtF4MumIIpx5QchJiMb5s6dS/PmzRk/frzq2KFDh6hatSqDBw8GYMCAAarKkh4eHvTo0UPVGfGff/4hLCwMFxcX5HI527dv5+bNmxgbG2NlqM1XNcqyOyKG/pXN0RaLePYujZfJUsob6NCktFG2erWxMMWhjDHaSjm//PILpqamPHnyhAoVKmQa26NHD5o3bw6Anp4e2trahIaGUq9ePUqWLEnJkiVVY5VKJZMmTSIoKIgzZ858sV0dtbS02Lp1K46OjnTo0IHq1asXih5i85qcM/2WXw79zfH5nSH6Lkp5KogkiLQNEFfvg7jWAESSjA+Znj17YmdnR69evbh8+TKrV69GX19f4/rK5XJWr16Nn5+fxtf6HNKehpOwd2N6IbuUJJDLQEsbiakZevVbElmxLn/99VeOpZDzQ2BgIFOmTPksGS9fvmTgwIF4eXl9kUa+wH8PYScjG2rXrk23bt1YsGCB6lhUVFSmIDFra2uePXsGgLu7O76+vkD6LoKrqysGBgZER0eTlpammiuSaGFpoMOLpPRUxR/trVAC3Y6H0fbQXfweZu93tzD4//aulhZGRkaYmZkRFRWV5dh/Gx67d+/m8OHDWFtb4+TkxOXLl1Xn3rx5w7p165g2bdoXa2C8p2rVqsyZM4chQ4Ygk8kKTY/Vq1fTd9g4tNsuQrvfUXTcz6Az4CTaffYjqTMkk4HxnmrVqhEYGEhaWhrNmjXLV0ZRXjl69CilSpXSWLnsz0X+9g2vfxnD67lfkXz5GPLnkSjiXqN4G4ci9hXSR2Ek7FlP2u/j2OnRVe27MXK5nGvXrn3W/ZHL5bi7uzN8+PAcaw8ICPwbkUiplpe6EYyMTzBnzhzWr1+vMiIsLCwyxEAAPH78GEvL9EC+Dh06EB0dTXBwML6+vipXibm5Odra2qq5YgNjopLSKGeQ/hApo6/Nb02sue5al/lNrJlx7XGGOIyPiUpKrwYqMTAiMTGR2NhYLCwsshz7b99w48aN2bdvH69evcLV1ZW+ffuqzpUsWZKDBw8ybNiwL6LIUk6MGTMGExMTFi5cWCjrP3v2jNOnTzNo0KB8zTc0NOSvv/5i+PDhODo6cvDgQTVrmJGinLYqi33F63mjSb17FWVi5jiqjymnDbYvwohd8aNa3U3379+nTJkyn9W99X05+lmzZqlLLYH/EmKlel7qVkvtEr8gqlSpQr9+/VR59F26dOHvv//Gx8cHmUzG9u3bCQ0NpVu3bkD6VnyfPn2YMmUKsbGxtG/fHkgvHd63b19VfMSrCrVYH/aKXjbpX0gHH8fx/P/Gg6mOBEQgySZ47ExUPEFxqWg7uTJz5kyaNm2apavk36SlpfHXX38RHx+PtrY2JiYmmTIEnJ2d+euvv+jZsyeBgYH5u2nFBLFYzKZNm1i2bBk3b94s8PU3bNhA//79MTY2zrcMkUjEuHHj2Lt3L2PGjGHmzJkaySJ6+PAhV69epV+/wq826+HhwYwZM1SfFSnJxPwxCdnTzJ1pp12NZGnI88xCpGkkXwvgjdfvatPrc4twHTt2jE2bNuHj41PsM3cEBD5GMDJy4KeffuLdu3cAlCpVioMHD7Jo0SJKlSrFb7/9xsGDBzNsvbq7u3Py5Enc3NzQ0voQ8rJixQoMDQ2xtbWl8+yl9LSzoZ9tupFxK+Yd3Y+HUX3nTYafe8CcBhWoaJSxbsJ7XG3MWBYWjWVbF65fv85ff/2V62vx9vbGxsYGExMT1qxZw7Zt2zKNad++PZs3b8bFJV3+l0yFChVYtGgRQ4YMybHJjzqRSqWsW7eOMWPGqEVes2bNuHbtGhcuXKBLly5qT3NdvXo1w4YNK5DYj49xdnamZMmSn/y3STjghTQiLMtz8xtbM6F2+awnyqQkXz2DPE499+pzinA9efKEoUOH4uPjo/GKtAJfLkU1hVWkFHqMFwpxG+fz7sxeyGsqpY4eJj1HYNKjcKs+fikolUp69+5N1apVC8x1smfPHhYvXsyFCxfUKlcmk/Hjjz+yY8cOdu7cSePGjT9bZlJSEhUrVuTq1atqqf+QWyIiIqhcuTKmpqasXbsWNzc3IH0nw8rKinnz5qFUKnk1fXC2RkZuMGzvRslhP2Q4JpPJMvxAyA0NGzZk5cqVODo65mmeVCrF2dmZ7t27M3Xq1DzNFRCIj49XvZf9oJ54Ka2FQar36ojPE3YyCokSHlPQrdUo54EfIVUoeahrhrGLh2aU+g8iEolYu3YtW7duLbBYlNWrV6ttF+NjtLS0+O2331i0aBFdunRh3bp1nx134Ofnh4ODQ4EaGABbt27FwcEBDw8PvLy8shyTcvsyy49foOHeWzT0v43vw+gMdWUmXongt9vPVONPPntDxyOh2O0KxvVEGPfikki9dx2lXIaNjQ0LFy6kbt26GBoaIpPJWLhwIZaWlhgbG1O9enVOncq6nH9ycjL37t3D3t4+z9c5depUzMzM+P777/M8V0DgY4pqCqtgZBQSIokW5pOXoFe/BWjnXBBIpG+IjmMHxpz7h3nz5hWAhv8dSpcuzZo1axg6dKjGS7P//fff3Lp1iz59+mhsjd69e3PhwgWWLVvG8OHDSU5OzpccpVJZaAGfW7duZeDAgQwcOJBjx47x8uXLTGMObvyT9Xef4dOmGhe61ebKq4Rs5d2JTWJyYCQLGltzu1c9BlYuzfDzD0l6/QLZy/Sic76+vhw6dIg3b97w8OFDVq5cydWrV0lISODYsWPZNqW7efMmtWrVyrM7ae/evezevRsvLy/EYuGrWODzELJLBDIh0tGl1HeLMRszBx27xohNzDKNEZuVQbdeM0pN+A3L8fM5dfo0f/31F7/88kshaPzl0qNHD1q0aPHZdQ5yYs2aNQwfPhxd3axjbtRF9erVCQwMJCUlJcc0V6VSifzxOWQXf0Z2ciKy8z8h/3svgVcuER8fX+DplBcuXCAyMpK+ffvSsGFDKleujI+PT6Zx/kG36VvJnOqm+uhribOPvwB8Hr5mYBVz6psbIhGLcLMthY5YxPVn0SjepRsnnp6eVKhQAX19fSQSCampqYSGhiKVSrGxsaFy5cpZys5PEa7w8HBGjx7Njh07MDPL/HcvIPClIBTjKmREYjEGDu0xcGiP7OVT3p07iPxNNIjEaJmXw9DZBUmJD4Gl5cuX58yZMzg7OyMWi5k2bVohav9lsWzZMurWrcuxY8c08mBNTk5m69atBVYW3MjICB8fH1asWIGjoyObN2/O0NhMmZaI4sYq5A8OQuzfIP1oF0eiQ5lEPXzG1ESU/BoMCy4g0cvLiw4dOqgCqt3d3fHy8srQZyQmJobH0XHUKvmhloiqhkwWPHuXxq5HMWz5+7XqWJpCwcsUOaL/V9X8OEurSpUqLF26lNmzZ3P37l06duzI4sWLs0wXDwwMzNP/l5SUFNzc3Jg5c2aRrTsiUPwoqg3SBCOjCKFV1gpTt69zHPdvQ+OHH37IcY5AzpiamrJp0yY8PDy4fft2hoqo6mD79u00adKkQOMbRCIRnp6eNGzYkH79+jFixAh++uknRPEPke0fBDF3s54oT8NKPw0rApH6tkHSZhES204a1zc5OZkdO3Ygl8spV64cSqWSpKQkEhMTGTBgAAEBAbx9+5aVK1dSw0ib50kfvsLe15DJCgsDHcbZlcfTLuNuh7hEKSSm6cbMv+vKuLu74+7uztu3bxk9ejQ//PAD3t7emWQHBQXx008/5foaJ06cSOXKlfn2229zPUdAoLgiuEuKKRYWFpw5c4YNGzaorbW0ALRt25aePXsybtw4tcvWVMBnbmjevDnXrl3j7NmzDO/dhtRdrtkaGGY/JhEe81HWU3wE8uPfIH94RGP6xcTEcP78eb799ltSU1OpW7cucrmcpKQkqlfvyN4XAAAgAElEQVSvTrly5Xj+/Dl16tRh5MiRxMXFMWPxCnZGxPFPfDLJMgXLsqqJ8X8GVDZn24PX3Ix+l264yOScehZPSsnySEpmrv55//59Tp8+TWpqKnp6eioXyr+Jjo4mOjo61+XpfXx8OHXqFBs2bFBLIzUBARVihXpeakbYySjGWFpaZtjRmDRpUmGr9EWwYMEC6tevz65du9QWoHn9+nVevHiRwV2haXx8fFi8eDFhYWEYGxtjb2/P7FkzsQkcjiQh+/oQsb8aZD747gXy098hLmuPyCj72IeciI2N5e7du9y9e5fQ0FDV++TkZOzs7Hj8+DEODg78+OOP2NnZYWFhgUgkYseOHXh6etKuXTuMjY0RiUR069ufUZuW0e/0NUQiEePtyrM7IhbdLIIo65UyZGFja2Zcf0xEQip6EhGNy5jQcVrW/x6pqalMnTqVe/fuoa2tTbNmzVi3bl2mcUFBQTRq1ChXgZv37t1j/PjxnDx5EhMTk7zfPAGBT6CJoE11INTJ+AJ48uQJzs7OjBs3jgkTJhS2Ol8EV65cwdXVleDgYMqVK/fZ8kaOHImtrS0//vijGrTLmcWLF7NgwQLWrFlDx44d0dHR4ejRowTsXcv8uhdBnr1r4VMoa49Et+OyHMfFxsZmMCLeGxVJSUnUqlULOzs77OzsVO8tLS3z9cs++fYVYpdPRZmUyD/xybQ7EsrDvg3QEucsS8vKlrLzfRBJ8v9ba/bs2aSlpfHrr79+cty7d+9o0qQJkyZNYsSIEfleT0DgYz6uk8GsvKdQZ8mcYNVbddTJEIyML4THjx/j7OzMhAkT8PT0LGx1vgimT5/OnTt32Ldv32dtbb9584ZKlSoRFhZWIBUd4+PjsbS0ZPPmzaoiVu+Rbu9E0KUAvtsnJeylAn1tcK2jxe8u2uhopV+j7uQk7k7Vo4q5mJF+qehpi3gcp+D8QwW7xlfFcdolPCdM4siRI+jp6dGpUycaNGhAWFiYyqB4b0x8bFB8jjGRHXv37qVZbBivT+xl4oW/EQMbW1XJcZ7ErCxmnr+gW+3zvpi7dOnCV199haura7ZjlEolQ4cORSwWs3nzZsFNIqA2PjYyRHPqqUWmctYt1Xt1GBmCu+QLoWLFihlcJ0JQ2ecza9YsmjRpwpYtWxg2LP8VVrdu3UrHjh0LrGT05cuXSUlJoWfPnhmOK98+RhkbhkQs4ncXbRpaiXkar8RlQyprLonwbJV119ftN2XsG6GL/3AxyfLndGllzz8vU5FIJMTFxbFt2zbCwsLo2bMnnTt3xs7ODisrqwJ5mK5duxaPy5cRy6U0LWXALw0sc5wjKW1BiWFTP9vAUCqVBAUFsWHDhk+O27hxIzdv3iQwMFAwMAT+cwhGxheEtbW1ytAQiURFtmtmcUFHRwdvb2/atGlDmzZtsLa2zrMMpVLJ6tWrWbt2rQY0zJqYmBjMzc0zlcZWxD2EpNc0sPoQP2BjJmKkgxbnwxV4tspaXnc7Cc0qpQc96iHnWlgUK1atpkuXLlhZWbFu3Tp8fX0LJSbo6NGjqvfvLh3l3cndpD5+gCgpc2EuSWlLdGxrYNJ3LNrl8/5v+W/Cw8PR19fPtgsyQHBwMNOmTeP8+fMYGGQR6yIgoC40ELSpDgQj4wvDxsYmw45GYWUzfCnUqVOHyZMn4+HhwalTp/JcmTEgIACJRELLli01pGFmSpUqRXR0dOYeHMkxAPz9WsH3+9O48VRBUhrIFGQwPP6NVYkPv76j34FUrmTQoEEYGhoC6cbts2fPspteYBg264Rhs07sXLUEyfl9tGxYH+QyRNo6aFtXw7jLQMQGRmpbL6ciXPHx8bi5ubF8+XJq1KihtnUFBLJCXYGf6o6fEFJYv0AqVarEmTNnWLBgQYH+gv5SmTx5MmlpaaxYsSLPc1evXs3XX39doNvkjo6O6Onp4e/vn/GEQWlAxLjdaVQvI+buD/pE/2LA3M7afCoy62PNzQ1BW0tMZGSk6tjjx4+xtMzZTVFQHL52m5dO/Sg9ZQmlp67A/LtFmPYZrVYDAz7d3l2pVDJixAjat2/PgAED1LqugEBxQjAyvlBsbW05ffo0v/zyC+vXry9sdYo1EokELy8v5s2bR1hY7jt+Pn/+nBMnTjB48GANapcZU1NT5s6dyzfffIO/vz9v377l7NmzjJy6FM+9UhJTwURXhJEuhL1SsO6yLNeyJTqGuHV1Yvr06SQkJBAZGcnixYsZNGiQBq8obwQEBODs7KzxdT7V3n358uVERESwZMkSjeshIABFt0Ga4C75gqlcuTKnT5+mdevWiMViIXXuM6hSpQpz585lyJAhXLp0KVetwDdu3Ejfvn3VEqGdVwYMGEBYWBjDhw8nLi4OLS0trK2tWdqnJm5vwxi7K41FAVLsLcW41ZMQ8CCX/lyzqqzYtAtPT09sbW3R09Nj1KhRDB8+XLMXlEsiIiJITk7WuHtCKpVy69YtGjZsmOnclStX+OWXXwgMDNR4jxoBgaKOkML6H+Cff/6hdevWzJ07t8g8DIojSqWSTp060aJFC2bOnPnJsTKZjEqVKnHgwIF8tQDPK1KplEuXLnH06FGOHDnC48ePad++PZ06daJjx46q4ET5oxPI9w8E2bt8rSNu+j1aLWapU3W1smXLFo4ePYqfn59G17l+/TpDhw4lJCQkw/GYmBgaNGjA8uXL6dGjh0Z1EBD4OIVVsqCmWmTKp95TvRdSWAVyRdWqVTl16hRt27ZFLBbj4eFR2CoVS0QiERs3bqRBgwZ07dqVBg0aoFRIUUQfRpFwDRRpINJCrF+ZY9eNsLKy0qiB8fTpU44cOcLRo0c5deoUVapUoXPnzqxatYqmTZtmudsitmmHomw9lM8u5X1BsxpIGo1Xg+aaoyBdJf+Ox1AoFAwZMoS+ffsKBoaAwP8RjIz/CNWrV+fkyZMqQ2PIkCGFrVKxxMrKiiVLljDx2yEc2+qGOOkOpDwG5KoxcqC2jhjvn21RJP2N2KCaWtZOTU3l4sWLKsPi+fPndOjQAVdXV1avXk2ZMmVylCESidDqsR3pzi7w+k7uFze1QavrFkR6JT7jCjRPQEAAU6dO1fg6QUFBODg4ZDi2cOFC4uPjc6z+KSCgCYpqWXHByPgPUaNGDU6ePEm7du0Qi8VFKlivONG/ey1alDJEHLs/2zHlzRTAA2Rh45BYjkJSNn89UCIiIlQukICAAGrWrEmnTp3YsGEDjRo1yrJpV06I9M3QdjuMbF9flC9vgSwp+8FiLTCrjlZXL8Tm6tmO1RQRERGkpKTkullZblEkxpNwwIu08DCU0jQQi+j+Opga+g1RymWIJFoEBASwfPlyrl69irZ21kXNBAQ0idDqXaBIULNmTU6cOEG7du0QiUQMHDiwsFUqVigS7yEPn0l5s/SMjJ/XR/HwaSpb5mTTvl0WjfzpnyASISnTGw8PD6ysrJg3b16Ww1NSUjh37pxqtyI2NpaOHTvSv39/qlevTlRUFLNnz/7s6xDpm6HV7wSKR8dQ3PgTZXQovPuoi6luSUSlaiCu5Y649iBEEp3PXlPTvHeVqCtdWPrqGfHbliCNvI/8dcYOr01MJHBiGy9DziG3qcXQX9fj5eWFlZWVWtYWEPhSEIyM/yC1atXixIkTtG/fHrFY/J/I47exseHly5dIJBJVV801a9ZQoUKFXMtQKqTIHs2CtOxbimeJPB75s/WIjBtnefrhw4ccOXKEI0eOcP78eerUqUPnzp3Ztm0b9evXVxUAu3//ft7WzQGRSITEthMS204oE5+zas5YKlsY06F7P8Rm1RCZVVXreppGnfEYqf/cJnb1LOQvnmQ/SC5D9jQcxZNwdnWoRcMWzdSytoBAviiiFT+FOhn/Uezs7Dh+/DiTJk1i+/btha1OgXDgwAESExN5/vw5ZcuWZdy4cXmar4g+CMkR+Vtc+hr5s/RW4VKplMOHD+Pp6UnVqlVp2bIlN27cYOjQoURGRnLx4kVmzJhBw4YN81xhNL+IjMpzOcqAmNIdkFTpWuwMDFCfkSGNiiB21cxPGxgfcfV1Av13nSf69wkoZdLPXl9A4EtCMDL+w9SuXZvjx48zYcIEduzYUdjqFBh6enr06dOH0NBQAA4dOkT9+vUxMTGhQoUKmdwRW7duxdramjLVBvDrxqdUcw3hVNBb1fk0qZLhsyMo1ToY+/6hXL/3IT00+H4STYfco1TrYPp8tY4Tx4+xZMkSFi5cSMmSJSlfvjxSqZS9e/eydetW3r37MPfRo0c4OTlhbGxM+/btiY6O1uh9iYmJwczMTKNraIpHjx6Rmpqap3gMGxsb9PX1MTIyomzZsgwbNozExETi1v2M/FXuy6Q3LWPM2W61Sbt/i3i/VflRX0DgsxGJlGp5qRvByPiPU6dOHY4ePYqnpye7du0qbHUKhKSkJLZv367KDjA0NGTr1q28efOGQ4cOsXr1alVJ7tDQUMaOHcu2TUuIPOZIfKKcZ6/SMsg7eD4et/YleXWyHt1amjLh9/RfwGlSBW7fh+Pe2YwXJ+rRr50RL1+9Yvz48Zw9exZPT0/Gjx9PZGQkjx8/Rl9fP0P3XHd3dxo2bEh0dDQzZ87Ey8tLo/clJiaGUqVKaXQNTZHfeIz3u1s3btzg6tWrzJk8Eemz8FzPlyk+/lJWknLnCkqFPNvxAgIaQ6xUz0vdaqldokCxo169ehw9epRvv/2W3bt3F7Y6GsPV1ZUSJUpgYmLCiRMnmDJlCgDOzs7UqVMHsVhM3bp1GTBgAGfPngVg165ddO/enWaNKqAjSmDWaItMD7Jm9Yzo3NwUiUTEwM5m3H6QDEBgyDukMiWe/cugrSWiT7uSNK5npaoCWapUKXr37o2BgQHGxsZMnz5dte7jx4+5evUqP//8M7q6urRq1Yru3btr9P7ExsYWeyMjv1haWtK5c2dunT+N351HtD50lxo7b9J8/x22PXitGnf5ZQKN/W/zZ+gLGuy9xXeBEapjALIXj5n37VdYWlpibGxM9erVOXXq1OdenoBAsUUI/BQAwN7eniNHjtCpUyfEYjE9e/YsbJXUjr+/P+3atUMul7Nv3z6cnJwIDQ0lMjKSqVOnEhISQlpaGqmpqbi5uQEQFRWVHhyqeAcoMdATU8o0Y9pouVIf/oz09cSkpCqRyZQ8fy3ForR2BqPE2sJE9T4pKYmJEydy9OhR4uLiAEhISEAulxMVFUXJkiVVnU4hvdvpkye5ixPID8XVXaJUKgkICODHH3/Mt4wnT55w+PBhOhjrYK4rY3OrKlgb6XDldSJDAv6hnpkhdczSW7W/TpHyJk3GZZc6KJQQHPPBxfUw5i1r9u3gauh9LCwsiIiIQC4XdjYENE9RTWEVdjIEVNSvX58jR47w9ddfs2/fvsJWR2NIJBJ69eqFRCLhwoULuLu74+LiwpMnT4iPj+frr7/mfbX98uXL8/TpU0RaJQEJySkKYuJz99AoZ65N1GspH1fuf/w8UfV+0aJF3L9/n8DAQN6+fcu5c+eA9Idm+fLliYuLyxCj8fjxYzVcfdbIZDISExMpUaJoF9vKioiICNLS0qhWLe9Fz97vbrVo0YJWLVsyrr41bS1NsTHWRSQS4VjGmFblTAh6naCaIxaJmFTHAl2JGH2tjF+hYhGkymSEhoYilUqxsbGhcuXKn32NAgLFFcHIEMhAgwYNOHToEKNGjWL//uyLTRVnlEol+/btIy4ujpo1a5KQkICZmRl6enoEBQXh4+OjGtunTx8OHDjA5ZuvSROVZu76KHLb7sehjiFaEli5/TUymRL/gCSu3vqwE5GQkIC+vj4lSpQgNjaWOXPmqM5ZW1vTqFEjZs2aRVpaGhcuXODAgQPquwn/Ii4ujhIlShRYNos6+Zz6GP7+/rx584bIyEj+XL4MfYmEM1HxuBwPo/buYOx2BXPm+VtiUz90qjXT1UJPkvV9qmSsx8+dmzF79mzKlClD//79iYqKyve1CQjkGrFCPS91q6V2iQLFnkaNGnHo0CFGjhzJwYMHC1sdtdG9e3eMjIwwMTFh+vTpeHl5YWdnx59//slPP/2EsbExc+fOpW/fvqo5dnZ2rFixggGDhmPd4TTGBhLKmGmjq53zn46OtpjtC23xPhRD2fa32Hk6iV69eqvOT5gwgeTkZMzNzXFwcKBTp04Z5vv4+BAYGIiZmRlz5szRaCn44uoqAThz5oxaUldFOrqkisR8deEho2uU5WbPetztY0/r8iZ8bFbmZMr0aWTHhQsXiIyMRCQS8cMPP3y2bgICOVFUs0uEmAyBLGncuDEHDhyge/fubNmyhS5duhS2Sp9FREREtuf69OlDnz7Zl/328PDAw8MDxbtQ3tz4inkbn2NZNr109MxRFhnG2ljokhrYQPW5YU1DgrzTy3FLLMcgsRypOmdhYUFAQECG+aNHj1a9t7W15fz58zlemzoorpkl7+Mxpk+frh55ZuVIUygx09NCSwRnouI59+It1Uvo52r+w7epvJUa0CE1FT09PfT19VEoimaRJAGBgkDYyRDIlqZNm7J//348PDw4evRoYatTaBw4cICkpCTeKSrw9a+PqW2rj035vJXZfvnWBFHZoltZtbhmljx69AipVJqveIysKOcymDlNKjH2Qji1d9/CPzKW9pa5j1ORlSzDz/tOYm5uTrly5Xj16pXQME2gYCiiKazCTobAJ3FwcGDfvn306NEDb29vOnbsWNgqFTj79u1j8ODBvHv3DiMjA05vbodIlPtiTTItK75dFIXxltFs2LABPT09DWqbP4qruyQgIIDWrVvnKx4jq92tlEq16VjZAg/brO+FY1ljrrrWzfaYvYMjQd5Z96UREPgvIuxkCOSIo6Mje/fuZfDgwRw/fryw1SlwZsyYgbW1NYMGDeLFi1fYu+xEVMIJtHL4hSvWR2RYBz279fjtOYdUKqVt27a8fv360/MKgeLqLlFnv5JDhw5Rp25dLhpUQGSSd4NLy9KWEoMmqUUXAYE8o+HAz/nz59O4cWNMTEwoXbo03bt3JyQkJGe11HmNAl8uzZs3Z8+ePQwcOJCTJ08WtjoFxvnz53F0dGTYsGFs2rQJXV1dRGJdtKstRqvGekRmnUC3IkiMAC0QG4BOOUSmzZFUXYRWrc2Idcugr6+Pr68vbdq0oWnTpqqS5kWF4ugueR+P8blGRlxcHEOHDsXT0xNvb28mrPfFtM9XyAyMcy1Dy8IGs/ELkJgWv90ggS8DkViplld2BAQEMHbsWC5dusTp06fR0tKiXbt2xMbGflIvwV0ikGtatGjBnj176NWrF35+frRt27awVdIo69evZ8aMGXh7e9OhQ4dM58UGtoir/IJSngxpz1HK34FYD5FOWURaJpnHi8X8/PPPVKtWDWdnZ7Zt25al3MIgJiaGunXr5jywCPHo0SNkMhlVq+a/mduBAwcYM2YMvXr14tatWxgZGQEgb9yemVOmMbN5DQzevYHU5Czni03M0K5QhZJjZqNlVibfeggIFHWOHTuW4bO3tzempqZcvHjxk9WIBSNDIE+0bNmSXbt20adPH3bs2EHr1q0LWyW1I5VKmTRpEidPnuTChQs5PsREEn3Qt80xtfE9gwcPxsbGhr59+/LTTz8xZsyYz1f6MymOOxnvU1fzE48RGxvL+PHjuXz5Mn/99RdOTk4Zzo8bNw4jh3ZUXfEnqSGBvNq9gcibV6liYw0iESJdfXQq1cCk50i0ylqp65IEBPKPBtJPP0VCQgIKhYKSJUt+cpxgZAjkGScnJ3bu3Imbmxs7d+5Um0+8KBATE4Obmxv6+vpcuXIFU1NTjazTsmVLLly4QLdu3bh//z6LFi1CIpHkPFFDFMeYjPy6Svz9/fnmm29wc3Pj1q1bGUq3A+zcuZPAwEBu3LiBSCRCr44DtyOjWXH5CUeX+KcbGfkwbAQEviTGjx+Pvb09jo6OnxwnxGQI5AtnZ2e2b9+Om5ubqhx2cSckJIQmTZrQuHFj9u/frzED4z2VK1fm8uXLhISE0KNHDxISEnKepCGKW3ZJfuIxoqOjcXd35/vvv2f79u0sXbo0k4Hx7Nkzvv32W7y9vTOcu3PnDnXq1EEkFgsGhkDRpABTWCdNmsSFCxfYvXt3jj+OBCNDIN+0adMGPz8/evfuXWBFozTF/v37adOmDXPmzGHhwoUFtqtQokQJjhw5gqWlJc2bN9dof5JPUdzcJeHh4cjl8lzHY+zZs4e6detSvnx5goODadGiRaYxCoWCYcOG8c0339CkSZMM594bGQICRRVNB36+Z+LEifj6+nL69GlsbW1zHC+4SwQ+i7Zt2+Lr60uvXr3Yu3dvll/eRRmlUsn8+fP5888/OXjwYKaHS0Ggra3NmjVrWLp0qSpduKD1KMruEqVSSWpIEO/OHUSZmgIieP00ioHOjjnuKrx+/Zpx48YRHBzMrl27aNasWbZjV65cSUJCQpbdXO/cucN333332dciIFCcGT9+PH5+fgQEBFCjRo1czREpc9vtSUDgExw/fpxBgwbh7+//yS/yokRSUhLDhw8nPDwcf39/LCwscp6kYQ4cOMCIESNYuXJlhh4qmiQlJQUTExNSU1OLlCtAKU3j7QEvUq6fQxoVkSnDI01LFyPb6hg064Rhuz6I/tXcbefOnXh6ejJ48GDmzJmDvn72pcFDQ0NxcnLi8uXLVKlSJeM6aWmYmpoSGxv7SRkCAgVNfHy86r3B1rJqkZk05KXq/ccu42+++QZvb2/8/f2pVauW6riRkZEqKysrBCNDQG0cO3aMwYMHs2/fvhyDgQqbJ0+e4OrqSq1atVi3bl2RengEBwfj4uLCV199xfTp0zX+4I+KiqJhw4Y8f/5co+vkBUViPNG/TyTtn9s5D5ZooVfXkVLjFyDS0eXVq1d88803hISEsHnzZhwcHD45PS0tjaZNmzJ27FhGjRqV6XxISAi9e/fm/v37+b0cAQGNUJBGRnbfQ7NmzWL27NnZyhNiMgTURseOHfHy8qJHjx5cuXKlsNXJlkuXLtG0aVP69+/P1q1bi5SBAWBvb09gYCD79u1j6NChpKamanS9ouYqUaQk83qhZ+4MDAC5jJSb54leMpntfr7UrVuXypUrc/PmzRwNDEj/kqxYsSIjR47M8vydO3eoXbt2Xi5BQKDgEavplQ1KpTLL16cMjPdqCQiojc6dO7NlyxZcXFwICgoqbHUysXnzZlxdXdmwYQNTpkwpUu6Bjylfvjxnz54lKSmJdu3aER0drbG1CjqzxMbGBn19fYyMjChXrhweHh4kJiaqzset+xnpw7t5lvsu+DLP1i9g//79LFiwIFc9Ys6fP4+Xlxfr16/P9v9CSEiIEPQpIJBPBCNDQO106dKFTZs20a1bN65evVrY6gAgk8mYNGkS8+fP59y5c8Widb2BgQE7duygZcuWODg4cO/ePY2sUxiZJQcOHCAxMZHg4GBu3rzJ/PnzAVAkviXtwZ18ydQSwYCGNWjcqGGuxsfHxzNkyBDWrVtHmTLZV+sUMksEigMFlV2SVwQjQ0AjdOvWjY0bN9KtWzeuXbtWqLrExcXRpUsXQkJCCAwMzHVUdFFALBbz66+/MmPGDJycnDTSN6Yw3SXlypWjY8eOBAcHA/B0xxrGHbhEvT23cNh3h2Uhz1H8P2xsR3g0PU+EMfvGE+x2BdN8/x2uvU5kR3g0Tfbdxn7PLfwuXif58gkAUlNTmTx5MhUrVqRs2bJ8/fXXJCd/CB719PSkQ4cOdOvW7ZM6CkaGQLFApKaXmhGMDAGN0b17d9atW0fXrl25ceNGoehw7949mjZtSu3atTl8+HCOJXCLKh4eHuzcuZNBgwaxdu1atcouzEJcT58+5ciRI6qMju+WruWtVM7F7rXZ2bYauyNi2BEeoxp/M+YdNUvoc7tXPXrYmPHNpXBuxSZxvlttljlWYmbQI16e3APADz/8wN9//01wcDAPHjzg2bNnzJ07F4Bdu3Zx+fJlFi9e/En9EhISePnyJZUrV9bQHRAQ+LIRjAwBjdKjRw/WrFlD586duXnzZoGuffjwYZycnJg2bRqLFy9GS6t4l4VxcnLi/PnzLF68mEmTJiGXy9UitzDcJa6urhgbG1OhQgXKlCnDnDlzkMvl7A+NYGo9S4y0JVQw0uWrGmXZHfHByKhgqEs/W3MkYhHdK5oRlSRlgl15dCVinMqboC0WER71EqVSyfr161myZAlmZmYYGxvz448/4ufnR1RUFN988w3btm3LVPHz39y9e5eaNWsWasl3AYFcoeHAz89RS0BAo/Ts2ZPVq1fTuXNn1ba4JlEqlfz++++MGjUKf39/hg0bpvE1C4qqVaty5coVbt26haurq1pKkReGu8Tf35+EhAQCAgIICwsjOjqa6Oho0uQKrAx1VOMsDXR4kSRVfS6t98FQ1JOk7+2W1tf+6JiYdympvH79mqSkJBo2bEiJEiUoUaIEnTp14vXr1wwbNoyxY8fmquCZ4CoREPg8BCNDoEDo1asXK1eupFOnTty6dUtj66SkpDBkyBD8/Py4cuVKsSkMlhdKlizJ0aNHKVeuHC1btuTJkyefJa8w3SVOTk54eHgwefJkzM3N0RaLefouTXU+KimNcgban5CQGZGWNubm5ujr63P37l3evHnDmzdviI+PZ/78+cTHxzN9+vRcyRLSVwWKDcJOhsB/nT59+rBixQo6derEnTv5yyD4FFFRUTg5OSGVSjl//jwVKlRQ+xpFBW1tbdatW8egQYNwcHD4rCyewu5bMmHCBE6cOMHVq1fpUNWS325HkSiV8/RdKuvDXtLLJm+6SUqWRiwWM2rUKCZOnMirV6+A9NbwM2bMwNvbO9euMyF9VaDYIBap56VutdQuUUDgE7i5ubF06VI6dOhASEiI2uQGBQXRpEkTevToga+vLwYGBmqTXVQRiURMnjyZVatW0aVLF3bt2tMy6YUAACAASURBVJUvOYWZXSKVSrl27RpWVla0atUK6wpW6GlJaH4ghF4n7+NqY0Y/2zzoJhZj0Co9W2ThwoVUqVIFBwcHTExM6Ny5M507d851UzWlUim4SwQEPhOhrLhAoeDr68t3333HiRMnsLOzUx1XSpNQBK9F8TgAZCmACLT0EVftjthuMCJJ5q3zbdu2MWnSJDZs2ICLi0vBXUQR4ubNm7i4uDB27FimTp2apyJj5cqV48aNGwXWu0WhUHD+/Hl8fX3ZvXs3VatWZcCAAbi5uVG2bFleTR+ENCJ/Jbx1ajWizIw1mY7/+OOP3Llzh/379+f63rx48QI7Ozuio6OLbNE2gf82H5cVN9qrnrLiiT2zLiueX4p3uL1AsWXAgAEolUrat2/PyZMnqVmpLPIz36N4fg3ePAQy2r7yx6eR31iF2KoFEqf5iLQNkMvlTJs2jd27d3PmzJkMxsp/jfr163PlyhVcXFy4f/8+69atQ0dHJ8d5SqWyQNwlSqWSa9eu4efnx/bt2zE3N2fAgAFcvXoVGxubDGONOvbnjc9SlAnxWQvLBrFZGUz6fJ3p+IULF9i8eTPBwcF5MhZCQkKoXbu2YGAICHwGgpEhUGi4u7ujUCgY6daG455l0El8mP1ghQxiwlDEhKF8GUxSu824Dx9HcnIyQUFBRar3RmFhaWnJuXPnGDRoEO3bt2fPnj3Z3hdlWiLKV7dJjomgSy1ttBMeoNSppfYHamhoKL6+vvj5+QHpxuWJEyeoWbNmtnMMnboji35O4lE/lO/e5modcQlzTPuORa+GfYbjb9++ZfDgwaxbt46yZfP2S09wlQgUKzQQT6EOBHeJQKGifPeS6PXNMJW/yNO8O6908Enux4JFK9DWzlv2wZeOQqFg2rRp7Nmzh4MHD1K9evUP56JDkV9ZiPLlDYiPBOX/a23oGEPJakiqdEfcYAwinexbN+fEo0eP8PPzw8/Pj5iYGPr378+AAQNo0KBBnoyYhOM7SDzqi/zFU/69s6VCooVWuQqYuo9Hv36LTKc9PDzQ0dFh3bp1eb6O4cOH07RpU0aPHp3nuQICBUEGd8mB8mqRmdj9QzdmwV0iUCSwsbEhKiqKqKgozM3NVcft7e25desWjx49yrQl/h7Z0dF5NjAA6pRJY6EdaAkGRibEYjELFy6kevXqtGrVCl9fX1o7t0J2ZCTKiFOQEpt5UloCvLyO/OUN5He9kTgvQFI59/1dXrx4wY4dO/D19eXBgweqTKIWLVogFucvvty4Q18MnVxIPL6T5KBTyKOfo0xLAZEIka4+WmWtMHBywbB5Z0RZZIvs3r2bixcv5rsIXEhICCNGjMjXXAEBgXQEI0NALVSqVAlfX1/GjRsHpG81f9wnIiuUCVEoX+c/w0QRdQWlNBmRdtFq1V5UGD58OLa2tgzo35eLUytipfj7w85FtijhzUMe+o6m+synSKXSbNM94+Li2L17N76+vty4cQMXFxdmzZpF27ZtqVq1Kr179863gfEesa4eJt0HY9J9MPL4GBSJb0EkQmxcAolxiWznRUVFMXbsWPbt24eRUd53ZRQKBaGhoUKNDIHiQxF1lwgprAJqYfDgwWzdulX12cvLiyFDhqg+v+94Wbp0aaytrZk3bx7SSwvg3XMeRCto92cKpWckYfFTEgO9U1XzQl8o6Lw2hXIzk6gwO4mFp9KrP6bKlHy3JRRLi3JYWFgwYcIEUlPT5zk5ObF7924gPehPJBJx+PBhAE6ePIm9fUa/fXHAxsYmx+ZoIpGIBw8eZDjm7OzMnRUdKJt2LxcGxkckp7eWV7zKWM8kMTERX19fXFxcsLGx4ejRo4wdO5aoqCi8vLzo1KmTxtxXEtNSaFtWQtvC5pMGhlKpZPjw4YwZMwYHB4d8rRUeHk6pUqXUsl0sIPBfRjAyBNSCg4MDb9++5d69e8jlcrZv386gQYNU58eNG0d8fDzh4eGcPXuWrVu3snln+oN/zlEp7apJeDlXn/CZ+oxtkf7LOSFFSee1KXSoLiHiJ31Cp+rTukr6f9kFJ6UERcq5+msjbt26RVBQEPPmzQPSjYyAgAAAzp07h62tLWfPnlV9dnJyKqjbUugok6IxibuGdj5bb8gv/0pqair79u2jf//+WFlZ4e3tjZubG0+ePGHXrl307t0bff2is5u0atUq4uLicl3VMyuEoE+BYodIrJ6XmhGMDAG18X4348SJE9SoUQNLS0sAldExf/58jI2NsbGx4bvvvsPnQnoshrYEIuMURL1Voqctonml9Cfi4XtyyhqLmOisjZ62CGM9EU2s08/53pTzY3ttShvKKV26NLNmzcLb2xtINzI+NiqmTZum+nz27NlibWQ8ePAAJycnTE1NMTc3p1+/fgC0atUKgHr16mFkZMT27duJi4ujW1sHLCfdp+zMJFw3pvD0jUIlq/2fKcw+mobzyhRKTU+iy7oUot9lDLBcue0ohgb69O3bF5lMxoMHDzh8+DCnTp3it99+U40LCAjAysqqAO7Ap7l37x5z5sxh27Ztn7Wj8j59VUCg2CBU/BT40hk8eDA+Pj5s2bIlg6skOjqatLQ0rK2tVcesra15Fpfu+vi1a3o9hxbLU7H/PZktQTIAnrxRYlsq6/+iz+OVWJcUgVKhkhcVFQWAo6Mjf//9Ny9fviQ4OJghQ4bw5MkToqOjCQoKUj2QiyMzZ86kQ4cOxMXF8fTpU1UMzLlz5wC4desWiYmJ9OvXD7lczpBGYv6Zrs+D6froa4uYsFeaQZ7fTTnr+unwdLY+UhksCch4/lpEMhE7xnLt2jXOnj1bIA3u8ktaWhqDBg1i3rx5ua7qmR3CToaAgHoQjAwBtWFtbU2lSpU4fPgwvXr1Uh03NzdHW1ubyMhI1bHHjx9jWVIXgHImIla76RLxkz6r+ujguSeNB9EKKpQQER6jyLQOQHlTEZFxSpDoqeS9r1hpYGBAw4YNWbZsGbVr10ZHR4dmzZqxePFiKleunCEDprjx/j5GRUWhp6dHixaZ0zbfU8pEl561lRjopO8CTW2rzfnwjHEZQxtrUa20GH1tEb3rSbgVlfF+T++gTVnJK+rUqcOwYcPw9fXVyHWpgzlz5mBhYcFXX3312bIEI0Og2CEWq+elbrXULlHgP83GjRs5ffo0hoaGqmMSiYS+ffsyffp0EhISiIyMZPHixbi3Ta/fsPuWTLWNX1JfhAiQiKBLTQkvE5QsPyclVaYkIUVJUGT6Q7KfvYQFJ6XEaFcmOjqauXPnZogBcXJyYuXKlSrXiLOzc4bPxZXffvsNpVJJkyZNsLOzY9OmTdmOTYp7xdhtL6g6Lxnz6Um0/TOFN8kgV3xwiZQ1/rA9aqAj4l1qRhkVTEUgTz/48W5RUePixYts2rSJDRs2fHZBsZSUFCIiIjLUFxEQEMgfgpEhoFYqV65Mo0aNMh1fsWIFhoaG2Nra0qJFC9zd3Rnx40rQNeHaEwUtl6di9mMSvTansshVh0qlxBjriTj8lR6HQuVUnJOM3cJkzj5MN0amtdOmga0xDb7ZQ506dWjQoAEzZsxQrefk5ERCQoLKNfLvz8WVcuXKsX79eqKioli7di1jx47NlFHynkV/buKflzLOe+oR/YsBp8am7/rkpfzek3gliNPdWR/vFhkaGpKUlKQa9+JF3mudqIv3VT3Xrl2b56qeWREWFoatrS26urpq0E5AoIAoojsZQp0Mgc8mIiIiy+NaWlp8XFB227ZtmcakmdVgfrcg5nfLWrZdeTHHvtbLdFxPW8Sir1uxqu/+LOd17Ngxw9q1a9fmSyhuu3PnThwdHbGysqJkyZKIRCIkkvRg2LJlyxIeHk6VKlUASEhKQ09XmxL6MmKTlMw7If2U6CyZf0LK2hal+PvuXTZv3qz6N7S3t2fRokXMmDGDtLQ0li5dqr6LzCPjx4+nbdu2amuOJ7hKBIolQp0MAYHMSFrMBqO8d/98mWJIzyX3uHv3rvqVKsJcvXqVpk2bYmRkhIuLC8uWLaNSpUoAzJ49m6FDh1KiRAl27NjBxIkTSREZYTErmZbLU+hQPe9/7i1rlqDGV3tp27YtkydPpkOHDkB6kG+9evWwsbGhQ4cOqiyXgmbPnj2cP3+eJUuWqE1mSEiIYGQICKgJoXeJQKEjD/VBfn4WJObS329ijaTjGraeesj333/PwoULGTZsmNAtMwuUbx4h9W0DSa/yNT+1tAPGQ06pWSv18Pz5c+zt7fH398fR0VFtcrt06cLo0aPp0aOH2mQKCGiCDL1LAqqoRWai8wf3qzqK0Qk7GQKFjqSWO5JO66CMPWhnXwJaqWPKjSgJNyy/R1KxFcOGDePs2bMsXryYwYMHk5CQUIBaFw9EJSohKtsgX3OTlPqMWHmdJUuWIJfnoVpoAfC+qufo0aPVamCA4C4REFAngpEhUCSQWLdGe9AFJD38EFXqACWrgnEFMKkIZtURVe2Bdt9DRLf2YfD4X1R9UWrVqkVQUBD6+vo0atSoSNdxKAykUinfHtQjLDZzXMsn0TbCyHE887YFsX//fhwdHbl165ZmlMwHf/75JzExMcycOVOtcuPi4oiLi8u2oZ+AQJGliAZ+Cu4SgSKLUi5N77gpzhif3L9/fypVqsT8+fMzHPfx8WH8+PHMnTuXr7/++j/vPklISKBPnz7o6Ojgt2U1OseHonx+DZSyT0/UN0dSfwwSx6lA+q7Bpk2bmDZtGiNHjmTmzJmFWkY8LCyMli1bcvHiRapVq6ZW2RcuXOC7774jMDBQrXIFBDRBBnfJOfX8LSS2+lv1XnCXCHzRiCTamQwMgGXLlrFp06ZMuxbu7u5cvHiRtWvX0rdv3wx/gP81nj9/jpOTEzY2NuzduxfDUlZo9T2KpO1iRJaOoFcy8yTTSoiq9UKrzyGVgQHpjddGjBjB7du3efDgAfXq1VP1hilo3lf1/Pnnn9VuYIDgKhEoxhTRnQzByBAodpQtW5aFCxcycuRIZLKMv8qrVavGlStXKFOmDA0aNODq1auFpGXhce/ePZo1a0avXr1Ys2aNqlW7SKKNpN4ItPufRMvtMOKm3yOu44G4/hgkrf9Ae8hltLt7Iy6Tdc+OcuXKsWPHDv744w8GDx7MqFGjiIuLK8hLY+7cuZQrV47Ro0drRL5gZAgUV5RisVpe6kYwMgSKJe9TNZctW5bpnJ6eHqtWrWLhwoV07dqVpUuXfhE1MnLDhQsXcHZ2ZtasWcyYMSNbl5G4TF20WsxCq8MqtNr8gaTBGEQ6xrlaw8XFhbt376Kjo4OdnR27du0qkPt78eJFNm7cqJaqntkhpK8KCKgXISZDoNjy8OFDmjZtSlBQELa2tlmOCQ8Pp1+/flhYWLB582bMzMwKWMuCY/fu3Xz99dds27aNjh07Fsialy5dYuTIkVStWpVVq1ZprBPr27dvsbe3Z8mSJRpLLVUqlZiZmXH//n3KlCmjkTUEBNTJxy5hwyvqMY7fOdxRvRdiMgT+01SuXJkffviB0aNHZ/tL2tbWlosXL1K5cmXq16/PpUuXCljLgmH58uV4enpy7NixAjMwAJo1a8bNmzdp0KAB9evX588//0ShyLqp3ecwYcIE2rRpo9HaFc+ePUNHR0cwMAQE1IhgZAgUayZOnEhMTAxbt27NdoyOjg6LFy9mxYoV/K+9+46K4voCOP7dXepKEwQRLFgxdsSKIPYWNZoYNSZGTTR2jUn8RcEaY0/RxF5+MbbY5aexRAVBNDEWMIooEQuCDRVpUnZZ9vcHySpRFHAxqPdzzpyzzMx78waPcJn35t7u3bsze/bsIvlF+G/Izs5m7NixLFq0iCNHjlC/fuFyYjwLc3NzJk+eTEhICOvWrcPHx4fIyMgC95NXoLht2zZCQkKMmtXzcWSqRLzQiunCT6ldIl5oJiYmrFixgo4dO9KxY8cn/hXatWtX6tWrxzvvvENwcDCrV6/G0dHxOY7WuDIzM+nfvz+xsbH8+uuv//pUUI0aNQgNDWXp0qX4+voyfPhwxo8fn2ehMX22jvRjQaQe2Ep24m30Gg2oVCgtrTCvXg/rNwYQn6Zh2LBhbN++HWvr/K0ZKawzZ85Qq9bjF70KUewVQYBgDMVzVEIUQP369enfvz8ff/zxU88tX748wcHB1KtXDw8PD0JCQp7DCI0vMTGR9u3bo9Fo2L9//78eYPxNqVQydOhQwsPDCQ8Px8PDgyNHjjxyXuqBrcT7vUfC4kloIk+QdT0G3Z0b6G7Fob1yntS9G7jl35fjI99i2IcDjJ7V83HkzRIhjE+CDPFSmDx5MseOHWPXrl1PPdfU1JSZM2eyYsUKevfuzbRp04pd2uwniY2Nxdvbm7p167Jp06Z/NTFWXsqWLUtAQABffPEFPXv2ZNiwYSQnJwOQuHEhSRsXor16AbR5V4bNToinvpmGj7Kvoksu+ldlZbpEvNCK6XSJBBnipaBWq1m2bBnDhg3Ldw2TDh06cPLkSQIDA2nXrh03b94s4lE+uzNnzuDl5UX//v2ZN2+eocx7caRQKOjRowcRERFotVpq1qzJb3P8uL9/C/r7yfnuJysmijtzx6DXZBTZWLOysjh//jw1atQosmsI8SqSIEO8NFq1akWbNm3w9/fPdxsXFxcCAwPx9vamfv36HDhwoAhH+GyCgoJo3bo1c+bM4bPPPisWadPd3NywtLTEysqK0qVLM2DAAFJTU3OdU7JkSZYvX87a/65AcXQP+rSCF7LTXowg+X+rjDTqR0VHR1OmTBmsrPIu0CdEcaZXqoyyGZsEGeKlMnfuXLZs2cJvv/2W7zYqlYqpU6eydu1a+vXrx4QJEx7JJPpvW79+Pb1792bjxo288847//Zwctm5cyepqamEhYVx/Phxvvzyy1zH9Xo92dnZeNy/RlmLwq81zwg/XGRJv2Q9hnjhyXSJEEXP3t6e+fPnM3DgQDQaTYHatmrVirCwMI4dO0arVq2Ii4srolHmn16vZ86cOYwbN47AwEBatmz5bw8pT66urnTs2JGIiAhatGiBv78/zZo1Q61Wc/HiRf67cgUtd0VQfXM4zXacYW307VztF0fexHP7H3gGnOani3co99NJLqfkTJG8HRjF6pCjZJzKyXOyatUqvL29DW3Pnz9P27Ztsbe3x93dnU2bNhVo7LIeQ4iiIUGGeOn06NGDKlWqMGvWrAK3LV26NHv37qVDhw40aNCA3bt3F8EI80en0zFq1CjWrl3Lr7/+Wux/CcbGxrJ79248PDwAWLNmDcuWLSMlJYVydlbY6zL4oXkVzvWox1dN3JgaFsuZhDQADl5PYnnULda3qsbhzrU4Gv+YKZWsLNKO7Hlk9/3792nbti19+vQhPj6en376iWHDhnH27Nl8j11eXxUvPHmSIcTzoVAoWLhwId9//32hkkIplUr8/PzYvHkzQ4YMYezYsWif8BZEUUhPT+ftt9/m7NmzhIaGFlm6bmPo1q0bdnZ2eHt74+vri5+fHwD9+/enZs2amJiYoMpMp3UZa9yszVEoFDR1sqa5sw3HbucEEz9fvUfPiqVwt7XE0kTJx7XKPPZaek3mI/t+/vln3NzcGDBgACYmJtSvX5+33nqLLVu25PseZLpEiKIhQYZ4KZUtW5apU6cyaNCgQmf39PHxISwsjHPnzuHj48OVK1eMO8g83L17l9atW2NhYcGePXuMUj+gKAUEBJCYmEhMTAyLFi0yvFJbrly5BycplQTFJdB133lqbT1FzS2nOHgjmYTMnLUvt9K1lClhajjdRW32+IspH13sGhMTw++//46dnZ1hW7duXb7fFkpLSyMuLo6qVavm846FKIaUKuNseTh06BBdu3bF1dUVhULBqlWr8jcsI92eEMXOkCFDAFiyZEmh+yhVqhQ7duzg7bffplGjRgQEBBhreI91+fJlvLy88PHxYe3atXlmy3wRPPz2S5a5mo+CIhlcvTTh3etytkc9Wpax4e9lnE6WptxIe/C06Hpa7vU0ahMl6VnZKNU5b388HECUK1cOX19fEhMTDVtqaiqLFy/O1zgjIyOpVq0apqamTz9ZiGJKr1AaZctLamoqtWrVYv78+QXKzSN
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@orbeckst
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Note that the position of Lagos in the current graph layout is misleading because it looks as if it is connected to New York and Madrid while in truth the New York–Madrid edge passes through behind Lagos. I'll evbentually update the layout to fix this.

@orbeckst
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If the notebook does not display on GitHub, view it nbviewer https://nbviewer.jupyter.org/gist/orbeckst/8534574a179a63edd3f5ea4704a52efb

@orbeckst
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Lagos layout is fixed.

@orbeckst
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