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orochford/Brim and NetworkX First steps Notebook Final Basic.ipynb

Created November 24, 2020 15:31
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Brim and NetworkX First steps Notebook Final Basic Fuzzy Hairball
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Brim and NetworkX First steps Notebook Final Basic.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import zqd as zqd\n",
"import pandas as pd\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"\n",
"space = 'tzng'\n",
"#space='2020-09-01-Emotet-epoch-3-infection-with-Trickbot-gtag-mor119.pcap'\n",
"\n",
"zql = '_path=conn | cut id.orig_h, id.resp_h, proto | sort id.orig_h, id.resp_h'\n",
"\n",
"# Create ZQD client instance\n",
"c = zqd.Client() \n",
"\n",
"# Send ZQL query to ZQD\n",
"s = c.search(space, zql)\n",
"\n",
"# Create dataframe and flatten json/dictionary\n",
"df = pd.json_normalize(s)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Validating our data\n",
"Now that we've imported our data into a Pandas Dataframe, we should conduct some validation to make sure everything worked out as expected"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1021951"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# How many records does our dataframe contain?\n",
"len(df)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>proto</th>\n",
" <th>id.orig_h</th>\n",
" <th>id.resp_h</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>icmp</td>\n",
" <td>10.0.0.111</td>\n",
" <td>10.47.1.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>tcp</td>\n",
" <td>10.0.0.111</td>\n",
" <td>10.47.1.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>tcp</td>\n",
" <td>10.0.0.111</td>\n",
" <td>10.47.1.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>tcp</td>\n",
" <td>10.0.0.111</td>\n",
" <td>10.47.1.20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>tcp</td>\n",
" <td>10.0.0.111</td>\n",
" <td>10.47.1.20</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" proto id.orig_h id.resp_h\n",
"0 icmp 10.0.0.111 10.47.1.10\n",
"1 tcp 10.0.0.111 10.47.1.20\n",
"2 tcp 10.0.0.111 10.47.1.20\n",
"3 tcp 10.0.0.111 10.47.1.20\n",
"4 tcp 10.0.0.111 10.47.1.20"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let's take a look at the first 5 records\n",
"df.head(5)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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>proto</th>\n",
" <th>id.orig_h</th>\n",
" <th>id.resp_h</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1021946</th>\n",
" <td>udp</td>\n",
" <td>172.31.255.5</td>\n",
" <td>10.0.0.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1021947</th>\n",
" <td>udp</td>\n",
" <td>172.31.255.5</td>\n",
" <td>10.0.0.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1021948</th>\n",
" <td>udp</td>\n",
" <td>172.31.255.5</td>\n",
" <td>10.0.0.1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1021949</th>\n",
" <td>icmp</td>\n",
" <td>204.42.254.5</td>\n",
" <td>10.47.26.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1021950</th>\n",
" <td>icmp</td>\n",
" <td>fe80::215:17ff:fe84:c13f</td>\n",
" <td>ff02::2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" proto id.orig_h id.resp_h\n",
"1021946 udp 172.31.255.5 10.0.0.1\n",
"1021947 udp 172.31.255.5 10.0.0.1\n",
"1021948 udp 172.31.255.5 10.0.0.1\n",
"1021949 icmp 204.42.254.5 10.47.26.25\n",
"1021950 icmp fe80::215:17ff:fe84:c13f ff02::2"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# And the last 5\n",
"df.tail(5)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"proto object\n",
"id.orig_h object\n",
"id.resp_h object\n",
"dtype: object"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Which columns and data types are in our DataFrame?\n",
"df.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"proto 0\n",
"id.orig_h 0\n",
"id.resp_h 0\n",
"dtype: int64"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Let's check that there are no empty fields\n",
"df.isna().sum()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# If there are, let's drop them\n",
"df.dropna(axis=0, how='any', inplace=True)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"664"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# How many unique source hosts are in our dataframe?\n",
"df['id.orig_h'].nunique()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"9657"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# How many unique source hosts are in our dataframe?\n",
"df['id.resp_h'].nunique()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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>proto</th>\n",
" <th>id.orig_h</th>\n",
" <th>id.resp_h</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>1021951</td>\n",
" <td>1021951</td>\n",
" <td>1021951</td>\n",
" </tr>\n",
" <tr>\n",
" <th>unique</th>\n",
" <td>3</td>\n",
" <td>664</td>\n",
" <td>9657</td>\n",
" </tr>\n",
" <tr>\n",
" <th>top</th>\n",
" <td>tcp</td>\n",
" <td>10.174.251.215</td>\n",
" <td>10.128.0.238</td>\n",
" </tr>\n",
" <tr>\n",
" <th>freq</th>\n",
" <td>972472</td>\n",
" <td>279014</td>\n",
" <td>315260</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" proto id.orig_h id.resp_h\n",
"count 1021951 1021951 1021951\n",
"unique 3 664 9657\n",
"top tcp 10.174.251.215 10.128.0.238\n",
"freq 972472 279014 315260"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Describe our columns and associated metrics\n",
"df.describe()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Generating a Network Graph\n",
"NetworkX is a Network Graph library that supports the generation, creation, manipulation and visualization of network graphs. Network Graphs are very useful to model and analyze data that represents flows, relationships or connections. This makes the especially useful to analyze data from social networks, email communications, or in our example, network data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our data is now in a usable format to generate a network graph of the TCP/IP connections\n",
"\n",
"Network Graphs view the world through Nodes and Edges. Translating these to our network world, a Node is a host, and an Edge\n",
"is a connection between two hosts. We can also dress the Edges (our connections) with data that desribe them. In our example \n",
"we will distinguish between TCP, UDP and ICMP traffic\n",
"\n",
"\n",
"Because our ZQL query already returned our data in a way we can directly use, we can use the networkX \"from_pandas_edglist\" \n",
"function.\n",
"Our Data:\n",
"[(id.orig_h id.resp_h), proto]\n",
"[(Source Node, Target Node), Edge Attribute]\n",
" <----- EDGE ------------->\n",
"\n",
"networkx.from_pandas_edglist expects the input to be the Source and Target Nodes, followed by any additional attributes.\n",
"In our example, setting \"edge_att=True\" means that any additional values in our pandas dataframe will be added as edge attributes.\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# Create our graph and create our edge and node lists\n",
"G = nx.from_pandas_edgelist(df, source='id.orig_h', target='id.resp_h', edge_attr=True, create_using=nx.DiGraph())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Networkx suppports 4 basic Graph types (see https://networkx.org/documentation/stable/reference/classes/index.html). For our purposes we want to use what is called a Directed Graph, so that we can map the direction of our connections.\n",
"\n",
"Let's start investigting the graph we've just built"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"9696"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# How many nodes are in our dataset?\n",
"G.number_of_nodes()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"17638"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# How many edges?\n",
"G.number_of_edges()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DiDegreeView({IPv4Address('10.0.0.111'): 288, IPv4Address('10.47.1.10'): 15, IPv4Address('10.47.1.20'): 24, IPv4Address('10.47.1.30'): 32, IPv4Address('10.47.1.50'): 30, IPv4Address('10.47.1.51'): 14, IPv4Address('10.47.1.52'): 14, IPv4Address('10.47.1.53'): 14, IPv4Address('10.47.1.54'): 15, IPv4Address('10.47.1.55'): 13, IPv4Address('10.47.1.56'): 13, IPv4Address('10.47.1.58'): 18, IPv4Address('10.47.1.100'): 45, IPv4Address('10.47.1.142'): 13, IPv4Address('10.47.1.200'): 14, IPv4Address('10.47.1.208'): 61, IPv4Address('10.47.2.1'): 21, IPv4Address('10.47.2.10'): 19, IPv4Address('10.47.2.20'): 29, IPv4Address('10.47.2.30'): 13, IPv4Address('10.47.2.50'): 12, IPv4Address('10.47.2.51'): 13, IPv4Address('10.47.2.52'): 13, IPv4Address('10.47.2.53'): 13, IPv4Address('10.47.2.54'): 14, IPv4Address('10.47.2.55'): 12, IPv4Address('10.47.2.56'): 12, IPv4Address('10.47.2.58'): 22, IPv4Address('10.47.2.100'): 81, IPv4Address('10.47.2.142'): 12, IPv4Address('10.47.2.200'): 13, IPv4Address('10.47.2.208'): 14, IPv4Address('10.47.3.1'): 12, IPv4Address('10.47.3.10'): 19, IPv4Address('10.47.3.20'): 12, IPv4Address('10.47.3.30'): 15, IPv4Address('10.47.3.50'): 44, IPv4Address('10.47.3.51'): 15, IPv4Address('10.47.3.52'): 15, IPv4Address('10.47.3.53'): 15, IPv4Address('10.47.3.54'): 16, IPv4Address('10.47.3.55'): 13, IPv4Address('10.47.3.56'): 13, IPv4Address('10.47.3.58'): 16, IPv4Address('10.47.3.100'): 19, IPv4Address('10.47.3.142'): 27, IPv4Address('10.47.3.200'): 15, IPv4Address('10.47.3.208'): 12, IPv4Address('10.47.4.1'): 13, IPv4Address('10.47.4.10'): 14, IPv4Address('10.47.4.20'): 29, IPv4Address('10.47.4.30'): 14, IPv4Address('10.47.4.50'): 20, IPv4Address('10.47.4.51'): 13, IPv4Address('10.47.4.52'): 13, IPv4Address('10.47.4.53'): 13, IPv4Address('10.47.4.54'): 14, IPv4Address('10.47.4.55'): 12, IPv4Address('10.47.4.56'): 12, IPv4Address('10.47.4.58'): 31, IPv4Address('10.47.4.100'): 22, IPv4Address('10.47.4.142'): 12, IPv4Address('10.47.4.200'): 13, IPv4Address('10.47.4.208'): 12, IPv4Address('10.47.5.1'): 13, IPv4Address('10.47.5.10'): 15, IPv4Address('10.47.5.20'): 12, IPv4Address('10.47.5.30'): 13, IPv4Address('10.47.5.50'): 12, IPv4Address('10.47.5.51'): 13, IPv4Address('10.47.5.52'): 13, IPv4Address('10.47.5.53'): 13, IPv4Address('10.47.5.54'): 14, IPv4Address('10.47.5.55'): 12, IPv4Address('10.47.5.56'): 12, IPv4Address('10.47.5.58'): 16, IPv4Address('10.47.5.100'): 18, IPv4Address('10.47.5.142'): 12, IPv4Address('10.47.5.200'): 12, IPv4Address('10.47.5.208'): 13, IPv4Address('10.47.6.1'): 13, IPv4Address('10.47.6.10'): 15, IPv4Address('10.47.6.20'): 29, IPv4Address('10.47.6.30'): 16, IPv4Address('10.47.6.50'): 29, IPv4Address('10.47.6.51'): 14, IPv4Address('10.47.6.52'): 14, IPv4Address('10.47.6.53'): 14, IPv4Address('10.47.6.54'): 14, IPv4Address('10.47.6.55'): 13, IPv4Address('10.47.6.56'): 12, IPv4Address('10.47.6.58'): 33, IPv4Address('10.47.6.100'): 66, IPv4Address('10.47.6.142'): 13, IPv4Address('10.47.6.200'): 13, IPv4Address('10.47.6.208'): 12, IPv4Address('10.47.7.1'): 13, IPv4Address('10.47.7.10'): 15, IPv4Address('10.47.7.20'): 14, IPv4Address('10.47.7.30'): 17, IPv4Address('10.47.7.50'): 12, IPv4Address('10.47.7.51'): 13, IPv4Address('10.47.7.52'): 13, IPv4Address('10.47.7.53'): 13, IPv4Address('10.47.7.54'): 14, IPv4Address('10.47.7.55'): 12, IPv4Address('10.47.7.56'): 12, IPv4Address('10.47.7.58'): 33, IPv4Address('10.47.7.100'): 23, IPv4Address('10.47.7.142'): 12, IPv4Address('10.47.7.200'): 13, IPv4Address('10.47.7.208'): 12, IPv4Address('10.47.8.1'): 14, IPv4Address('10.47.8.10'): 20, IPv4Address('10.47.8.20'): 30, IPv4Address('10.47.8.30'): 18, IPv4Address('10.47.8.50'): 65, IPv4Address('10.47.8.51'): 16, IPv4Address('10.47.8.52'): 16, IPv4Address('10.47.8.53'): 16, IPv4Address('10.47.8.54'): 17, IPv4Address('10.47.8.55'): 15, IPv4Address('10.47.8.56'): 15, IPv4Address('10.47.8.58'): 34, IPv4Address('10.47.8.100'): 42, IPv4Address('10.47.8.142'): 14, IPv4Address('10.47.8.200'): 16, IPv4Address('10.47.8.208'): 16, IPv4Address('10.47.21.1'): 14, IPv4Address('10.47.21.25'): 29, IPv4Address('10.47.21.55'): 21, IPv4Address('10.47.21.65'): 14, IPv4Address('10.47.21.80'): 20, IPv4Address('10.47.21.81'): 19, IPv4Address('10.47.21.82'): 17, IPv4Address('10.47.21.186'): 13, IPv4Address('10.47.22.1'): 12, IPv4Address('10.47.22.25'): 37, IPv4Address('10.47.22.55'): 23, IPv4Address('10.47.22.65'): 13, IPv4Address('10.47.22.80'): 30, IPv4Address('10.47.22.81'): 15, IPv4Address('10.47.22.82'): 16, IPv4Address('10.47.22.186'): 22, IPv4Address('10.47.23.1'): 12, IPv4Address('10.47.23.25'): 23, IPv4Address('10.47.23.55'): 27, IPv4Address('10.47.23.65'): 15, IPv4Address('10.47.23.80'): 21, IPv4Address('10.47.23.81'): 20, IPv4Address('10.47.23.82'): 17, IPv4Address('10.47.23.186'): 23, IPv4Address('10.47.24.1'): 11, IPv4Address('10.47.24.25'): 42, IPv4Address('10.47.24.55'): 17, IPv4Address('10.47.24.65'): 11, IPv4Address('10.47.24.80'): 26, IPv4Address('10.47.24.81'): 23, 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IPv4Address('172.20.0.10'): 4, IPv4Address('172.20.0.13'): 4, IPv4Address('172.20.0.14'): 4, IPv4Address('172.20.0.15'): 4, IPv4Address('172.20.0.16'): 4, IPv4Address('172.20.0.17'): 4, IPv4Address('172.20.0.18'): 4, IPv4Address('172.20.0.19'): 4, IPv4Address('172.20.0.20'): 4, IPv4Address('172.20.0.21'): 4, IPv4Address('172.20.0.22'): 4, IPv4Address('172.20.0.27'): 4, IPv4Address('172.20.0.28'): 4, IPv4Address('172.20.0.29'): 4, IPv4Address('172.20.0.30'): 4, IPv4Address('172.20.0.31'): 4, IPv4Address('172.20.0.32'): 4, IPv4Address('172.20.0.33'): 4, IPv4Address('172.20.0.34'): 4, IPv4Address('172.20.0.35'): 4, IPv4Address('172.20.0.36'): 4, IPv4Address('172.20.0.41'): 4, IPv4Address('172.20.0.42'): 4, IPv4Address('172.20.0.43'): 4, IPv4Address('172.20.0.44'): 4, IPv4Address('172.20.0.45'): 4, IPv4Address('172.20.0.46'): 4, IPv4Address('172.20.0.47'): 4, IPv4Address('172.20.0.48'): 4, IPv4Address('172.20.0.49'): 4, IPv4Address('172.20.0.50'): 4, IPv4Address('172.20.0.56'): 4, IPv4Address('172.20.0.57'): 4, IPv4Address('172.20.0.58'): 4, IPv4Address('172.20.0.59'): 4, IPv4Address('172.20.0.60'): 4, IPv4Address('172.20.0.61'): 4, IPv4Address('172.20.0.62'): 4, IPv4Address('172.20.0.63'): 4, IPv4Address('172.20.0.64'): 4, IPv4Address('172.20.0.69'): 4, IPv4Address('172.20.0.70'): 4, IPv4Address('172.20.0.71'): 4, IPv4Address('172.20.0.72'): 4, IPv4Address('172.20.0.73'): 4, IPv4Address('172.20.0.74'): 4, IPv4Address('172.20.0.75'): 4, IPv4Address('172.20.0.76'): 4, IPv4Address('172.20.0.77'): 4, IPv4Address('172.20.0.78'): 4, IPv4Address('172.20.0.83'): 4, IPv4Address('172.20.0.84'): 4, IPv4Address('172.20.0.85'): 4, IPv4Address('172.20.0.86'): 4, IPv4Address('172.20.0.87'): 4, IPv4Address('172.20.0.88'): 4, IPv4Address('172.20.0.89'): 4, IPv4Address('172.20.0.90'): 4, IPv4Address('172.20.0.91'): 4, IPv4Address('172.20.0.92'): 4, IPv4Address('172.20.0.97'): 4, IPv4Address('172.20.0.98'): 4, IPv4Address('172.20.0.99'): 4, IPv4Address('172.20.0.100'): 4, IPv4Address('172.20.0.101'): 3, IPv4Address('172.20.0.102'): 3, IPv4Address('172.20.0.103'): 3, IPv4Address('172.20.0.104'): 3, IPv4Address('172.20.0.105'): 3, IPv4Address('172.20.0.106'): 3, IPv4Address('172.20.0.111'): 3, IPv4Address('172.20.0.112'): 3, IPv4Address('172.20.0.113'): 3, IPv4Address('172.20.0.114'): 3, IPv4Address('172.20.0.115'): 3, IPv4Address('172.20.0.116'): 3, IPv4Address('172.20.0.117'): 3, IPv4Address('172.20.0.118'): 3, IPv4Address('172.20.0.119'): 3, IPv4Address('172.20.0.120'): 3, IPv4Address('172.20.0.125'): 3, IPv4Address('172.20.0.126'): 3, IPv4Address('172.20.0.127'): 3, IPv4Address('172.20.0.128'): 3, IPv4Address('172.20.0.129'): 3, IPv4Address('172.20.0.130'): 3, IPv4Address('172.20.0.131'): 3, IPv4Address('172.20.0.132'): 3, IPv4Address('172.20.0.133'): 3, IPv4Address('172.20.0.134'): 3, IPv4Address('172.20.0.139'): 3, IPv4Address('172.20.0.140'): 3, IPv4Address('172.20.0.141'): 3, IPv4Address('172.20.0.142'): 3, IPv4Address('172.20.0.143'): 3, IPv4Address('172.20.0.144'): 3, IPv4Address('172.20.0.145'): 3, IPv4Address('172.20.0.146'): 3, IPv4Address('172.20.0.147'): 3, IPv4Address('172.20.0.148'): 3, IPv4Address('172.20.0.153'): 3, IPv4Address('172.20.0.154'): 3, IPv4Address('172.20.0.155'): 3, IPv4Address('172.20.0.156'): 3, IPv4Address('172.20.0.157'): 3, IPv4Address('172.20.0.158'): 3, IPv4Address('172.20.0.159'): 3, IPv4Address('172.20.0.160'): 3, IPv4Address('172.20.0.161'): 3, IPv4Address('172.20.0.162'): 3, IPv4Address('10.47.2.155'): 48, IPv4Address('5.9.250.164'): 2, IPv4Address('23.73.187.161'): 1, IPv4Address('23.111.11.83'): 1, IPv4Address('34.238.2.227'): 1, IPv4Address('51.15.138.17'): 1, IPv4Address('91.189.94.16'): 1, IPv4Address('91.189.94.25'): 2, IPv4Address('104.16.18.96'): 1, IPv4Address('104.16.25.4'): 5, IPv4Address('104.16.109.208'): 2, IPv4Address('104.16.113.208'): 3, IPv4Address('104.20.68.222'): 1, IPv4Address('104.24.4.71'): 1, IPv4Address('138.201.81.199'): 1, IPv4Address('151.101.196.143'): 1, 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IPv4Address('204.11.201.10'): 1, IPv4Address('204.11.201.12'): 1, IPv4Address('212.59.0.1'): 1, IPv4Address('213.199.225.30'): 1, IPv4Address('213.199.225.40'): 1, IPv4Address('138.236.128.112'): 1, IPv4Address('198.137.202.56'): 1, IPv4Address('65.19.178.219'): 1, IPv4Address('82.220.91.173'): 1, IPv4Address('87.124.126.49'): 1, IPv4Address('146.164.48.5'): 1, IPv4Address('194.71.144.71'): 1, IPv4Address('195.111.92.55'): 1, IPv4Address('4.53.160.75'): 4, IPv4Address('27.124.125.252'): 3, IPv4Address('62.149.0.30'): 3, IPv4Address('85.25.148.4'): 3, IPv4Address('85.199.214.98'): 3, IPv4Address('91.232.160.1'): 3, IPv4Address('131.234.137.63'): 3, IPv4Address('144.217.65.182'): 3, IPv4Address('163.172.25.19'): 3, IPv4Address('185.117.82.66'): 3, IPv4Address('193.25.222.240'): 3, IPv4Address('193.225.50.68'): 4, IPv4Address('193.225.118.162'): 3, IPv4Address('217.147.223.78'): 3, IPv4Address('128.30.2.26'): 1, IPv4Address('128.31.0.63'): 1, IPv4Address('129.250.35.251'): 1, 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IPv4Address('65.52.7.224'): 1, IPv4Address('104.17.102.175'): 1, IPv4Address('104.17.106.175'): 1, IPv4Address('104.211.224.23'): 1, IPv4Address('167.114.225.65'): 1, IPv4Address('167.114.234.163'): 1, IPv4Address('192.35.177.64'): 1, IPv4Address('10.47.4.218'): 6, IPv4Address('8.254.194.238'): 1, IPv4Address('8.254.220.94'): 1, IPv4Address('72.21.81.240'): 2, IPv4Address('10.10.5.1'): 3, IPv4Address('208.80.154.15'): 1, IPv4Address('10.47.5.150'): 17, IPv4Address('23.73.198.122'): 3, IPv4Address('151.101.65.140'): 1, IPv4Address('216.239.32.116'): 1, IPv4Address('10.47.5.151'): 37, IPv4Address('23.75.51.218'): 2, IPv4Address('34.206.176.106'): 1, IPv4Address('52.85.83.116'): 1, IPv4Address('52.216.129.91'): 1, IPv4Address('54.175.13.65'): 2, IPv4Address('54.192.136.18'): 1, IPv4Address('65.54.226.151'): 2, IPv4Address('151.101.196.233'): 4, IPv4Address('172.217.5.200'): 1, IPv4Address('172.217.11.69'): 6, IPv4Address('10.47.5.152'): 59, IPv4Address('23.44.161.156'): 2, IPv4Address('23.75.33.57'): 1, IPv4Address('34.203.66.121'): 1, IPv4Address('34.230.192.110'): 1, IPv4Address('34.234.255.200'): 1, IPv4Address('52.7.148.249'): 1, IPv4Address('52.85.83.20'): 1, IPv4Address('52.85.83.56'): 2, IPv4Address('52.85.83.94'): 1, IPv4Address('52.85.83.119'): 1, IPv4Address('54.230.86.40'): 1, IPv4Address('72.21.91.66'): 1, IPv4Address('104.16.124.44'): 1, IPv4Address('104.154.119.74'): 1, IPv4Address('107.23.135.50'): 1, IPv4Address('172.217.14.104'): 3, IPv4Address('208.89.23.51'): 1, IPv4Address('216.58.193.197'): 4, IPv4Address('10.47.5.153'): 46, IPv4Address('35.226.96.66'): 1, IPv4Address('52.87.59.123'): 1, IPv4Address('52.160.91.170'): 1, IPv4Address('52.183.47.176'): 1, IPv4Address('52.219.74.62'): 1, IPv4Address('65.55.163.221'): 1, IPv4Address('68.67.129.83'): 1, IPv4Address('72.21.91.97'): 2, IPv4Address('75.98.171.111'): 1, IPv4Address('104.16.88.20'): 1, IPv4Address('104.16.108.18'): 1, IPv4Address('104.17.168.182'): 1, 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IPv4Address('10.47.24.163'): 2, IPv4Address('10.47.24.167'): 2, IPv4Address('10.47.24.169'): 2, IPv4Address('10.47.24.170'): 5, IPv4Address('10.47.24.178'): 2, IPv4Address('10.47.24.179'): 2, IPv4Address('10.47.24.182'): 2, IPv4Address('10.47.24.185'): 2, IPv4Address('10.47.24.196'): 2, IPv4Address('10.47.24.205'): 2, IPv4Address('10.47.24.206'): 2, IPv4Address('10.47.24.212'): 2, IPv4Address('10.47.24.213'): 2, IPv4Address('10.47.24.215'): 2, IPv4Address('10.47.24.218'): 2, IPv4Address('10.47.24.224'): 2, IPv4Address('10.47.24.234'): 2, IPv4Address('10.47.24.235'): 2, IPv4Address('10.47.24.240'): 2, IPv4Address('10.47.24.250'): 2, IPv4Address('10.47.24.253'): 2, IPv4Address('8.26.197.27'): 1, IPv4Address('8.254.92.155'): 1, IPv4Address('23.61.199.193'): 1, IPv4Address('23.74.25.192'): 1, IPv4Address('72.21.80.6'): 1, IPv4Address('72.165.119.60'): 1, IPv4Address('88.221.81.192'): 1, IPv4Address('192.16.16.5'): 1, IPv4Address('192.26.92.30'): 1, IPv4Address('192.35.51.30'): 1, 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IPv4Address('10.47.2.213'): 2, IPv4Address('10.47.2.214'): 2, IPv4Address('10.47.2.215'): 2, IPv4Address('10.47.2.216'): 2, IPv4Address('10.47.2.217'): 2, IPv4Address('10.47.2.219'): 2, IPv4Address('10.47.2.220'): 2, IPv4Address('10.47.2.221'): 2, IPv4Address('10.47.2.222'): 2, IPv4Address('10.47.2.223'): 2, IPv4Address('10.47.2.224'): 2, IPv4Address('10.47.2.225'): 2, IPv4Address('10.47.2.226'): 2, IPv4Address('10.47.2.227'): 2, IPv4Address('10.47.2.228'): 2, IPv4Address('10.47.2.229'): 2, IPv4Address('10.47.2.230'): 2, IPv4Address('10.47.2.231'): 2, IPv4Address('10.47.2.232'): 2, IPv4Address('10.47.2.233'): 2, IPv4Address('10.47.2.234'): 2, IPv4Address('10.47.2.235'): 2, IPv4Address('10.47.2.236'): 2, IPv4Address('10.47.2.237'): 2, IPv4Address('10.47.2.238'): 2, IPv4Address('10.47.2.239'): 2, IPv4Address('10.47.2.240'): 2, IPv4Address('10.47.2.241'): 2, IPv4Address('10.47.2.242'): 2, IPv4Address('10.47.2.243'): 2, IPv4Address('10.47.2.244'): 2, IPv4Address('10.47.2.245'): 2, IPv4Address('10.47.2.246'): 2, IPv4Address('10.47.2.247'): 2, IPv4Address('10.47.2.248'): 2, IPv4Address('10.47.2.249'): 2, IPv4Address('10.47.2.250'): 2, IPv4Address('10.47.2.251'): 2, IPv4Address('10.47.2.252'): 2, IPv4Address('10.47.2.253'): 2, IPv4Address('10.47.2.254'): 2, IPv4Address('10.47.2.255'): 2, IPv4Address('10.47.3.0'): 2, IPv4Address('10.47.3.2'): 2, IPv4Address('10.47.3.4'): 2, IPv4Address('10.47.3.5'): 2, IPv4Address('10.47.3.6'): 2, IPv4Address('10.47.3.7'): 2, IPv4Address('10.47.3.8'): 2, IPv4Address('10.47.3.9'): 2, IPv4Address('10.47.3.11'): 2, IPv4Address('10.47.3.12'): 2, IPv4Address('10.47.3.13'): 2, IPv4Address('10.47.3.14'): 2, IPv4Address('10.47.3.15'): 2, IPv4Address('10.47.3.16'): 2, IPv4Address('10.47.3.17'): 2, IPv4Address('10.47.3.18'): 2, IPv4Address('10.47.3.19'): 2, IPv4Address('10.47.3.21'): 2, IPv4Address('10.47.3.22'): 2, IPv4Address('10.47.3.23'): 2, IPv4Address('10.47.3.24'): 2, IPv4Address('10.47.3.25'): 2, IPv4Address('10.47.3.26'): 2, IPv4Address('10.47.3.27'): 2, IPv4Address('10.47.3.28'): 2, IPv4Address('10.47.3.29'): 2, IPv4Address('10.47.3.31'): 2, IPv4Address('10.47.3.32'): 2, IPv4Address('10.47.3.33'): 2, IPv4Address('10.47.3.34'): 2, IPv4Address('10.47.3.35'): 2, IPv4Address('10.47.3.36'): 2, IPv4Address('10.47.3.37'): 2, IPv4Address('10.47.3.38'): 2, IPv4Address('10.47.3.39'): 2, IPv4Address('10.47.3.40'): 2, IPv4Address('10.47.3.41'): 2, IPv4Address('10.47.3.42'): 2, IPv4Address('10.47.3.43'): 2, IPv4Address('10.47.3.44'): 2, IPv4Address('10.47.3.45'): 2, IPv4Address('10.47.3.46'): 2, IPv4Address('10.47.3.47'): 2, IPv4Address('10.47.3.48'): 2, IPv4Address('10.47.3.49'): 2, IPv4Address('10.47.3.57'): 2, IPv4Address('10.47.3.59'): 2, IPv4Address('10.47.3.60'): 2, IPv4Address('10.47.3.61'): 2, IPv4Address('10.47.3.62'): 2, IPv4Address('10.47.3.63'): 2, IPv4Address('10.47.3.64'): 2, IPv4Address('10.47.3.65'): 2, IPv4Address('10.47.3.66'): 2, IPv4Address('10.47.3.67'): 2, IPv4Address('10.47.3.68'): 2, IPv4Address('10.47.3.69'): 2, IPv4Address('10.47.3.70'): 2, IPv4Address('10.47.3.71'): 2, IPv4Address('10.47.3.72'): 2, IPv4Address('10.47.3.73'): 2, IPv4Address('10.47.3.74'): 2, IPv4Address('10.47.3.75'): 2, IPv4Address('10.47.3.76'): 2, IPv4Address('10.47.3.77'): 2, IPv4Address('10.47.3.78'): 2, IPv4Address('10.47.3.79'): 2, IPv4Address('10.47.3.80'): 3, IPv4Address('10.47.3.81'): 3, IPv4Address('10.47.3.82'): 3, IPv4Address('10.47.3.83'): 2, IPv4Address('10.47.3.84'): 2, IPv4Address('10.47.3.85'): 2, IPv4Address('10.47.3.86'): 2, IPv4Address('10.47.3.87'): 2, IPv4Address('10.47.3.88'): 2, IPv4Address('10.47.3.89'): 2, IPv4Address('10.47.3.90'): 2, IPv4Address('10.47.3.91'): 2, IPv4Address('10.47.3.92'): 2, IPv4Address('10.47.3.93'): 2, IPv4Address('10.47.3.94'): 2, IPv4Address('10.47.3.95'): 2, IPv4Address('10.47.3.96'): 2, IPv4Address('10.47.3.97'): 2, IPv4Address('10.47.3.98'): 2, IPv4Address('10.47.3.99'): 2, IPv4Address('10.47.3.101'): 2, IPv4Address('10.47.3.102'): 2, IPv4Address('10.47.3.103'): 2, IPv4Address('10.47.3.104'): 2, IPv4Address('10.47.3.105'): 2, IPv4Address('10.47.3.106'): 2, IPv4Address('10.47.3.107'): 2, IPv4Address('10.47.3.108'): 2, IPv4Address('10.47.3.109'): 2, IPv4Address('10.47.3.110'): 2, IPv4Address('10.47.3.111'): 2, IPv4Address('10.47.3.112'): 2, IPv4Address('10.47.3.113'): 2, IPv4Address('10.47.3.114'): 2, IPv4Address('10.47.3.115'): 2, IPv4Address('10.47.3.116'): 2, IPv4Address('10.47.3.117'): 2, IPv4Address('10.47.3.118'): 2, IPv4Address('10.47.3.119'): 2, IPv4Address('10.47.3.120'): 2, IPv4Address('10.47.3.121'): 2, IPv4Address('10.47.3.122'): 2, IPv4Address('10.47.3.123'): 2, IPv4Address('10.47.3.124'): 2, IPv4Address('10.47.3.125'): 2, IPv4Address('10.47.3.126'): 2, IPv4Address('10.47.3.127'): 2, IPv4Address('10.47.3.128'): 2, IPv4Address('10.47.3.129'): 2, IPv4Address('10.47.3.130'): 2, IPv4Address('10.47.3.131'): 2, IPv4Address('10.47.3.132'): 2, IPv4Address('10.47.3.133'): 2, IPv4Address('10.47.3.134'): 2, IPv4Address('10.47.3.135'): 2, IPv4Address('10.47.3.136'): 2, IPv4Address('10.47.3.137'): 2, IPv4Address('10.47.3.138'): 2, IPv4Address('10.47.3.139'): 2, IPv4Address('10.47.3.140'): 2, IPv4Address('10.47.3.141'): 2, IPv4Address('10.47.3.143'): 2, IPv4Address('10.47.3.144'): 2, IPv4Address('10.47.3.145'): 2, IPv4Address('10.47.3.146'): 2, IPv4Address('10.47.3.147'): 2, IPv4Address('10.47.3.148'): 2, IPv4Address('10.47.3.149'): 2, IPv4Address('10.47.3.157'): 2, IPv4Address('10.47.3.158'): 2, IPv4Address('10.47.3.159'): 2, IPv4Address('10.47.3.160'): 2, IPv4Address('10.47.3.161'): 2, IPv4Address('10.47.3.162'): 2, IPv4Address('10.47.3.163'): 2, IPv4Address('10.47.3.164'): 2, IPv4Address('10.47.3.165'): 2, IPv4Address('10.47.3.166'): 2, IPv4Address('10.47.3.167'): 2, IPv4Address('10.47.3.168'): 2, IPv4Address('10.47.3.169'): 2, IPv4Address('10.47.3.170'): 2, IPv4Address('10.47.3.171'): 2, IPv4Address('10.47.3.172'): 2, IPv4Address('10.47.3.173'): 2, IPv4Address('10.47.3.174'): 2, IPv4Address('10.47.3.175'): 2, IPv4Address('10.47.3.176'): 2, IPv4Address('10.47.3.177'): 2, IPv4Address('10.47.3.178'): 2, IPv4Address('10.47.3.179'): 2, IPv4Address('10.47.3.180'): 2, IPv4Address('10.47.3.181'): 2, IPv4Address('10.47.3.182'): 2, IPv4Address('10.47.3.183'): 2, IPv4Address('10.47.3.184'): 2, IPv4Address('10.47.3.185'): 2, IPv4Address('10.47.3.186'): 2, IPv4Address('10.47.3.187'): 2, IPv4Address('10.47.3.188'): 2, IPv4Address('10.47.3.189'): 2, IPv4Address('10.47.3.190'): 2, IPv4Address('10.47.3.191'): 2, IPv4Address('10.47.3.192'): 2, IPv4Address('10.47.3.193'): 2, IPv4Address('10.47.3.194'): 2, IPv4Address('10.47.3.195'): 2, IPv4Address('10.47.3.196'): 2, IPv4Address('10.47.3.197'): 2, IPv4Address('10.47.3.198'): 2, IPv4Address('10.47.3.199'): 2, IPv4Address('10.47.3.201'): 2, IPv4Address('10.47.3.202'): 2, IPv4Address('10.47.3.203'): 2, IPv4Address('10.47.3.204'): 2, IPv4Address('10.47.3.205'): 2, IPv4Address('10.47.3.206'): 2, IPv4Address('10.47.3.207'): 2, IPv4Address('10.47.3.209'): 2, IPv4Address('10.47.3.210'): 2, IPv4Address('10.47.3.211'): 2, IPv4Address('10.47.3.212'): 2, IPv4Address('10.47.3.213'): 2, IPv4Address('10.47.3.214'): 2, IPv4Address('10.47.3.215'): 2, IPv4Address('10.47.3.216'): 2, IPv4Address('10.47.3.217'): 2, IPv4Address('10.47.3.219'): 2, IPv4Address('10.47.3.220'): 2, IPv4Address('10.47.3.221'): 2, IPv4Address('10.47.3.222'): 2, IPv4Address('10.47.3.223'): 2, IPv4Address('10.47.3.224'): 2, IPv4Address('10.47.3.225'): 2, IPv4Address('10.47.3.226'): 2, IPv4Address('10.47.3.227'): 2, IPv4Address('10.47.3.228'): 2, IPv4Address('10.47.3.229'): 2, IPv4Address('10.47.3.230'): 2, IPv4Address('10.47.3.231'): 2, IPv4Address('10.47.3.232'): 2, IPv4Address('10.47.3.233'): 2, IPv4Address('10.47.3.234'): 2, IPv4Address('10.47.3.235'): 2, IPv4Address('10.47.3.236'): 2, IPv4Address('10.47.3.237'): 2, IPv4Address('10.47.3.238'): 2, IPv4Address('10.47.3.239'): 2, IPv4Address('10.47.3.240'): 2, IPv4Address('10.47.3.241'): 2, 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IPv4Address('10.47.4.203'): 2, IPv4Address('10.47.4.204'): 2, IPv4Address('10.47.4.205'): 2, IPv4Address('10.47.4.206'): 2, IPv4Address('10.47.4.207'): 2, IPv4Address('10.47.4.209'): 2, IPv4Address('10.47.4.210'): 2, IPv4Address('10.47.4.211'): 2, IPv4Address('10.47.4.212'): 2, IPv4Address('10.47.4.213'): 2, IPv4Address('10.47.4.214'): 2, IPv4Address('10.47.4.215'): 2, IPv4Address('10.47.4.216'): 2, IPv4Address('10.47.4.217'): 2, IPv4Address('10.47.4.219'): 2, IPv4Address('10.47.4.220'): 2, IPv4Address('10.47.4.221'): 2, IPv4Address('10.47.4.222'): 2, IPv4Address('10.47.4.223'): 2, IPv4Address('10.47.4.224'): 2, IPv4Address('10.47.4.225'): 2, IPv4Address('10.47.4.226'): 2, IPv4Address('10.47.4.227'): 2, IPv4Address('10.47.4.228'): 2, IPv4Address('10.47.4.229'): 2, IPv4Address('10.47.4.230'): 2, IPv4Address('10.47.4.231'): 2, IPv4Address('10.47.4.232'): 2, IPv4Address('10.47.4.233'): 2, IPv4Address('10.47.4.234'): 2, IPv4Address('10.47.4.235'): 2, IPv4Address('10.47.4.236'): 2, IPv4Address('10.47.4.237'): 2, IPv4Address('10.47.4.238'): 2, IPv4Address('10.47.4.239'): 2, IPv4Address('10.47.4.240'): 2, IPv4Address('10.47.4.241'): 2, IPv4Address('10.47.4.242'): 2, IPv4Address('10.47.4.243'): 2, IPv4Address('10.47.4.244'): 2, IPv4Address('10.47.4.245'): 2, IPv4Address('10.47.4.246'): 2, IPv4Address('10.47.4.247'): 2, IPv4Address('10.47.4.248'): 2, IPv4Address('10.47.4.249'): 2, IPv4Address('10.47.4.250'): 2, IPv4Address('10.47.4.251'): 2, IPv4Address('10.47.4.252'): 2, IPv4Address('10.47.4.253'): 2, IPv4Address('10.47.4.254'): 2, IPv4Address('10.47.4.255'): 2, IPv4Address('10.47.5.0'): 2, IPv4Address('10.47.5.2'): 2, IPv4Address('10.47.5.3'): 2, IPv4Address('10.47.5.4'): 2, IPv4Address('10.47.5.5'): 2, IPv4Address('10.47.5.6'): 2, IPv4Address('10.47.5.7'): 2, IPv4Address('10.47.5.8'): 2, IPv4Address('10.47.5.9'): 2, IPv4Address('10.47.5.11'): 2, IPv4Address('10.47.5.12'): 2, IPv4Address('10.47.5.13'): 2, IPv4Address('10.47.5.14'): 2, IPv4Address('10.47.5.15'): 2, IPv4Address('10.47.5.16'): 2, IPv4Address('10.47.5.17'): 2, IPv4Address('10.47.5.18'): 2, IPv4Address('10.47.5.19'): 2, IPv4Address('10.47.5.21'): 2, IPv4Address('10.47.5.22'): 2, IPv4Address('10.47.5.23'): 2, IPv4Address('10.47.5.24'): 2, IPv4Address('10.47.5.25'): 2, IPv4Address('10.47.5.26'): 2, IPv4Address('10.47.5.27'): 2, IPv4Address('10.47.5.28'): 2, IPv4Address('10.47.5.29'): 2, IPv4Address('10.47.5.31'): 2, IPv4Address('10.47.5.32'): 2, IPv4Address('10.47.5.33'): 2, IPv4Address('10.47.5.34'): 2, IPv4Address('10.47.5.35'): 2, IPv4Address('10.47.5.36'): 2, IPv4Address('10.47.5.37'): 2, IPv4Address('10.47.5.38'): 2, IPv4Address('10.47.5.39'): 2, IPv4Address('10.47.5.40'): 2, IPv4Address('10.47.5.41'): 2, IPv4Address('10.47.5.42'): 2, IPv4Address('10.47.5.43'): 2, IPv4Address('10.47.5.44'): 2, IPv4Address('10.47.5.45'): 2, IPv4Address('10.47.5.46'): 2, IPv4Address('10.47.5.47'): 2, IPv4Address('10.47.5.48'): 2, IPv4Address('10.47.5.49'): 2, IPv4Address('10.47.5.57'): 2, IPv4Address('10.47.5.59'): 2, IPv4Address('10.47.5.60'): 2, IPv4Address('10.47.5.61'): 2, IPv4Address('10.47.5.62'): 2, IPv4Address('10.47.5.63'): 2, IPv4Address('10.47.5.64'): 2, IPv4Address('10.47.5.65'): 2, IPv4Address('10.47.5.66'): 2, IPv4Address('10.47.5.67'): 2, IPv4Address('10.47.5.68'): 2, IPv4Address('10.47.5.69'): 2, IPv4Address('10.47.5.70'): 2, IPv4Address('10.47.5.71'): 2, IPv4Address('10.47.5.72'): 2, IPv4Address('10.47.5.73'): 2, IPv4Address('10.47.5.74'): 2, IPv4Address('10.47.5.75'): 2, IPv4Address('10.47.5.76'): 2, IPv4Address('10.47.5.77'): 2, IPv4Address('10.47.5.78'): 2, IPv4Address('10.47.5.79'): 2, IPv4Address('10.47.5.80'): 3, IPv4Address('10.47.5.81'): 3, IPv4Address('10.47.5.82'): 3, IPv4Address('10.47.5.83'): 2, IPv4Address('10.47.5.84'): 2, IPv4Address('10.47.5.85'): 2, IPv4Address('10.47.5.86'): 2, IPv4Address('10.47.5.87'): 2, IPv4Address('10.47.5.88'): 2, IPv4Address('10.47.5.89'): 2, IPv4Address('10.47.5.90'): 2, IPv4Address('10.47.5.91'): 2, IPv4Address('10.47.5.92'): 2, IPv4Address('10.47.5.93'): 2, IPv4Address('10.47.5.94'): 2, IPv4Address('10.47.5.95'): 2, IPv4Address('10.47.5.96'): 2, IPv4Address('10.47.5.97'): 2, IPv4Address('10.47.5.98'): 2, IPv4Address('10.47.5.99'): 2, IPv4Address('10.47.5.101'): 2, IPv4Address('10.47.5.102'): 2, IPv4Address('10.47.5.103'): 2, IPv4Address('10.47.5.104'): 2, IPv4Address('10.47.5.105'): 2, IPv4Address('10.47.5.106'): 2, IPv4Address('10.47.5.107'): 2, IPv4Address('10.47.5.108'): 2, IPv4Address('10.47.5.109'): 2, IPv4Address('10.47.5.110'): 2, IPv4Address('10.47.5.111'): 2, IPv4Address('10.47.5.112'): 2, IPv4Address('10.47.5.113'): 2, IPv4Address('10.47.5.114'): 2, IPv4Address('10.47.5.115'): 2, IPv4Address('10.47.5.116'): 2, IPv4Address('10.47.5.117'): 2, IPv4Address('10.47.5.118'): 2, IPv4Address('10.47.5.119'): 2, IPv4Address('10.47.5.120'): 2, IPv4Address('10.47.5.121'): 2, IPv4Address('10.47.5.122'): 2, IPv4Address('10.47.5.123'): 2, IPv4Address('10.47.5.124'): 2, IPv4Address('10.47.5.125'): 2, IPv4Address('10.47.5.126'): 2, IPv4Address('10.47.5.127'): 2, IPv4Address('10.47.5.128'): 2, IPv4Address('10.47.5.129'): 2, IPv4Address('10.47.5.130'): 2, IPv4Address('10.47.5.131'): 2, IPv4Address('10.47.5.132'): 2, IPv4Address('10.47.5.133'): 2, IPv4Address('10.47.5.134'): 2, IPv4Address('10.47.5.135'): 2, IPv4Address('10.47.5.136'): 2, IPv4Address('10.47.5.137'): 2, IPv4Address('10.47.5.138'): 2, IPv4Address('10.47.5.139'): 2, IPv4Address('10.47.5.140'): 2, IPv4Address('10.47.5.141'): 2, IPv4Address('10.47.5.143'): 2, IPv4Address('10.47.5.144'): 2, IPv4Address('10.47.5.145'): 2, IPv4Address('10.47.5.146'): 2, IPv4Address('10.47.5.147'): 2, IPv4Address('10.47.5.148'): 2, IPv4Address('10.47.5.149'): 2, IPv4Address('10.47.5.157'): 2, IPv4Address('10.47.5.158'): 2, IPv4Address('10.47.5.159'): 2, IPv4Address('10.47.5.160'): 2, IPv4Address('10.47.5.161'): 2, IPv4Address('10.47.5.162'): 2, IPv4Address('10.47.5.163'): 2, IPv4Address('10.47.5.164'): 2, IPv4Address('10.47.5.165'): 2, IPv4Address('10.47.5.166'): 2, IPv4Address('10.47.5.167'): 2, IPv4Address('10.47.5.168'): 2, IPv4Address('10.47.5.169'): 2, IPv4Address('10.47.5.170'): 2, IPv4Address('10.47.5.171'): 2, IPv4Address('10.47.5.172'): 2, IPv4Address('10.47.5.173'): 2, IPv4Address('10.47.5.174'): 2, IPv4Address('10.47.5.175'): 2, IPv4Address('10.47.5.176'): 2, IPv4Address('10.47.5.177'): 2, IPv4Address('10.47.5.178'): 2, IPv4Address('10.47.5.179'): 2, IPv4Address('10.47.5.180'): 2, IPv4Address('10.47.5.181'): 2, IPv4Address('10.47.5.182'): 2, IPv4Address('10.47.5.183'): 2, IPv4Address('10.47.5.184'): 2, IPv4Address('10.47.5.185'): 2, IPv4Address('10.47.5.186'): 2, IPv4Address('10.47.5.187'): 2, IPv4Address('10.47.5.188'): 2, IPv4Address('10.47.5.189'): 2, IPv4Address('10.47.5.190'): 2, IPv4Address('10.47.5.191'): 2, IPv4Address('10.47.5.192'): 2, IPv4Address('10.47.5.193'): 2, IPv4Address('10.47.5.194'): 2, IPv4Address('10.47.5.195'): 2, IPv4Address('10.47.5.196'): 2, IPv4Address('10.47.5.197'): 2, IPv4Address('10.47.5.198'): 2, IPv4Address('10.47.5.199'): 2, IPv4Address('10.47.5.201'): 2, IPv4Address('10.47.5.202'): 2, IPv4Address('10.47.5.203'): 2, IPv4Address('10.47.5.204'): 2, IPv4Address('10.47.5.205'): 2, IPv4Address('10.47.5.206'): 2, IPv4Address('10.47.5.207'): 2, IPv4Address('10.47.5.209'): 2, IPv4Address('10.47.5.210'): 2, IPv4Address('10.47.5.211'): 2, IPv4Address('10.47.5.212'): 2, IPv4Address('10.47.5.213'): 2, IPv4Address('10.47.5.214'): 2, IPv4Address('10.47.5.215'): 2, IPv4Address('10.47.5.216'): 2, IPv4Address('10.47.5.217'): 2, IPv4Address('10.47.5.219'): 2, IPv4Address('10.47.5.220'): 2, IPv4Address('10.47.5.221'): 2, IPv4Address('10.47.5.222'): 2, IPv4Address('10.47.5.223'): 2, IPv4Address('10.47.5.224'): 2, IPv4Address('10.47.5.225'): 2, IPv4Address('10.47.5.226'): 2, IPv4Address('10.47.5.227'): 2, IPv4Address('10.47.5.228'): 2, IPv4Address('10.47.5.229'): 2, IPv4Address('10.47.5.230'): 2, IPv4Address('10.47.5.231'): 2, IPv4Address('10.47.5.232'): 2, IPv4Address('10.47.5.233'): 2, IPv4Address('10.47.5.234'): 2, IPv4Address('10.47.5.235'): 2, IPv4Address('10.47.5.236'): 2, IPv4Address('10.47.5.237'): 2, IPv4Address('10.47.5.238'): 2, IPv4Address('10.47.5.239'): 2, IPv4Address('10.47.5.240'): 2, IPv4Address('10.47.5.241'): 2, IPv4Address('10.47.5.242'): 2, IPv4Address('10.47.5.243'): 2, IPv4Address('10.47.5.244'): 2, IPv4Address('10.47.5.245'): 2, IPv4Address('10.47.5.246'): 2, IPv4Address('10.47.5.247'): 2, IPv4Address('10.47.5.248'): 2, IPv4Address('10.47.5.249'): 2, IPv4Address('10.47.5.250'): 2, IPv4Address('10.47.5.251'): 2, IPv4Address('10.47.5.252'): 2, IPv4Address('10.47.5.253'): 2, IPv4Address('10.47.5.254'): 2, IPv4Address('10.47.5.255'): 2, IPv4Address('10.47.6.0'): 2, IPv4Address('10.47.6.2'): 2, IPv4Address('10.47.6.3'): 2, IPv4Address('10.47.6.4'): 2, IPv4Address('10.47.6.5'): 2, IPv4Address('10.47.6.6'): 2, IPv4Address('10.47.6.7'): 2, IPv4Address('10.47.6.8'): 2, IPv4Address('10.47.6.9'): 2, IPv4Address('10.47.6.11'): 2, IPv4Address('10.47.6.12'): 2, IPv4Address('10.47.6.13'): 2, IPv4Address('10.47.6.14'): 2, IPv4Address('10.47.6.15'): 2, IPv4Address('10.47.6.16'): 2, IPv4Address('10.47.6.17'): 2, IPv4Address('10.47.6.19'): 2, IPv4Address('10.47.6.21'): 2, IPv4Address('10.47.6.22'): 2, IPv4Address('10.47.6.23'): 2, IPv4Address('10.47.6.24'): 2, IPv4Address('10.47.6.25'): 2, IPv4Address('10.47.6.26'): 2, IPv4Address('10.47.6.27'): 2, IPv4Address('10.47.6.28'): 2, IPv4Address('10.47.6.29'): 2, IPv4Address('10.47.6.31'): 2, IPv4Address('10.47.6.32'): 2, IPv4Address('10.47.6.33'): 2, IPv4Address('10.47.6.34'): 2, IPv4Address('10.47.6.35'): 2, IPv4Address('10.47.6.36'): 2, IPv4Address('10.47.6.37'): 2, IPv4Address('10.47.6.38'): 2, IPv4Address('10.47.6.39'): 2, IPv4Address('10.47.6.40'): 2, IPv4Address('10.47.6.41'): 2, IPv4Address('10.47.6.42'): 2, IPv4Address('10.47.6.43'): 2, IPv4Address('10.47.6.44'): 2, IPv4Address('10.47.6.45'): 2, IPv4Address('10.47.6.46'): 2, IPv4Address('10.47.6.47'): 2, IPv4Address('10.47.6.48'): 2, IPv4Address('10.47.6.49'): 2, IPv4Address('10.47.6.57'): 2, IPv4Address('10.47.6.59'): 2, IPv4Address('10.47.6.60'): 2, IPv4Address('10.47.6.61'): 2, IPv4Address('10.47.6.62'): 2, IPv4Address('10.47.6.63'): 2, IPv4Address('10.47.6.64'): 2, IPv4Address('10.47.6.65'): 2, IPv4Address('10.47.6.66'): 2, IPv4Address('10.47.6.67'): 2, IPv4Address('10.47.6.68'): 2, IPv4Address('10.47.6.69'): 2, IPv4Address('10.47.6.70'): 2, IPv4Address('10.47.6.71'): 2, IPv4Address('10.47.6.72'): 2, IPv4Address('10.47.6.73'): 2, IPv4Address('10.47.6.74'): 2, IPv4Address('10.47.6.75'): 2, IPv4Address('10.47.6.76'): 2, IPv4Address('10.47.6.77'): 2, IPv4Address('10.47.6.78'): 2, IPv4Address('10.47.6.79'): 2, IPv4Address('10.47.6.80'): 3, IPv4Address('10.47.6.81'): 3, IPv4Address('10.47.6.82'): 3, IPv4Address('10.47.6.83'): 2, IPv4Address('10.47.6.84'): 2, IPv4Address('10.47.6.85'): 2, IPv4Address('10.47.6.86'): 2, IPv4Address('10.47.6.87'): 2, IPv4Address('10.47.6.88'): 2, IPv4Address('10.47.6.89'): 2, IPv4Address('10.47.6.90'): 2, IPv4Address('10.47.6.91'): 2, IPv4Address('10.47.6.92'): 2, IPv4Address('10.47.6.93'): 2, IPv4Address('10.47.6.94'): 2, IPv4Address('10.47.6.95'): 2, IPv4Address('10.47.6.96'): 2, IPv4Address('10.47.6.97'): 2, IPv4Address('10.47.6.98'): 2, IPv4Address('10.47.6.99'): 2, IPv4Address('10.47.6.101'): 2, IPv4Address('10.47.6.102'): 2, IPv4Address('10.47.6.103'): 2, IPv4Address('10.47.6.104'): 2, IPv4Address('10.47.6.105'): 2, IPv4Address('10.47.6.106'): 2, IPv4Address('10.47.6.107'): 2, IPv4Address('10.47.6.108'): 2, IPv4Address('10.47.6.109'): 2, IPv4Address('10.47.6.110'): 2, IPv4Address('10.47.6.111'): 2, IPv4Address('10.47.6.112'): 2, IPv4Address('10.47.6.113'): 2, IPv4Address('10.47.6.114'): 2, IPv4Address('10.47.6.115'): 2, IPv4Address('10.47.6.116'): 2, IPv4Address('10.47.6.117'): 2, IPv4Address('10.47.6.118'): 2, IPv4Address('10.47.6.119'): 2, IPv4Address('10.47.6.120'): 2, IPv4Address('10.47.6.121'): 2, IPv4Address('10.47.6.122'): 2, IPv4Address('10.47.6.123'): 2, IPv4Address('10.47.6.124'): 2, IPv4Address('10.47.6.125'): 2, IPv4Address('10.47.6.126'): 2, IPv4Address('10.47.6.127'): 2, IPv4Address('10.47.6.128'): 2, IPv4Address('10.47.6.129'): 2, IPv4Address('10.47.6.130'): 2, IPv4Address('10.47.6.131'): 2, IPv4Address('10.47.6.132'): 2, IPv4Address('10.47.6.133'): 2, IPv4Address('10.47.6.134'): 2, IPv4Address('10.47.6.135'): 2, IPv4Address('10.47.6.136'): 2, IPv4Address('10.47.6.137'): 2, IPv4Address('10.47.6.138'): 2, IPv4Address('10.47.6.139'): 2, IPv4Address('10.47.6.140'): 2, IPv4Address('10.47.6.141'): 2, IPv4Address('10.47.6.143'): 2, IPv4Address('10.47.6.144'): 2, IPv4Address('10.47.6.145'): 2, IPv4Address('10.47.6.146'): 2, IPv4Address('10.47.6.147'): 2, IPv4Address('10.47.6.148'): 2, IPv4Address('10.47.6.149'): 2, IPv4Address('10.47.6.150'): 2, IPv4Address('10.47.6.151'): 2, IPv4Address('10.47.6.152'): 2, IPv4Address('10.47.6.153'): 2, IPv4Address('10.47.6.155'): 2, IPv4Address('10.47.6.156'): 2, IPv4Address('10.47.6.157'): 2, IPv4Address('10.47.6.158'): 2, IPv4Address('10.47.6.163'): 2, IPv4Address('10.47.6.164'): 2, IPv4Address('10.47.6.165'): 2, IPv4Address('10.47.6.166'): 2, IPv4Address('10.47.6.167'): 2, IPv4Address('10.47.6.168'): 2, IPv4Address('10.47.6.169'): 2, IPv4Address('10.47.6.170'): 2, IPv4Address('10.47.6.171'): 2, IPv4Address('10.47.6.172'): 2, IPv4Address('10.47.6.174'): 2, IPv4Address('10.47.6.175'): 2, IPv4Address('10.47.6.176'): 2, IPv4Address('10.47.6.177'): 2, IPv4Address('10.47.6.178'): 2, IPv4Address('10.47.6.179'): 2, IPv4Address('10.47.6.180'): 2, IPv4Address('10.47.6.181'): 2, IPv4Address('10.47.6.182'): 2, IPv4Address('10.47.6.183'): 2, IPv4Address('10.47.6.184'): 2, IPv4Address('10.47.6.185'): 2, IPv4Address('10.47.6.186'): 2, IPv4Address('10.47.6.187'): 2, IPv4Address('10.47.6.188'): 2, IPv4Address('10.47.6.189'): 2, IPv4Address('10.47.6.190'): 2, IPv4Address('10.47.6.191'): 2, IPv4Address('10.47.6.192'): 2, IPv4Address('10.47.6.193'): 2, IPv4Address('10.47.6.194'): 2, IPv4Address('10.47.6.195'): 2, IPv4Address('10.47.6.196'): 2, IPv4Address('10.47.6.197'): 2, IPv4Address('10.47.6.198'): 2, IPv4Address('10.47.6.199'): 2, IPv4Address('10.47.6.201'): 2, IPv4Address('10.47.6.202'): 2, IPv4Address('10.47.6.203'): 2, IPv4Address('10.47.6.204'): 2, IPv4Address('10.47.6.205'): 2, IPv4Address('10.47.6.206'): 2, IPv4Address('10.47.6.207'): 2, IPv4Address('10.47.6.209'): 2, IPv4Address('10.47.6.210'): 2, IPv4Address('10.47.6.211'): 2, IPv4Address('10.47.6.212'): 2, IPv4Address('10.47.6.213'): 2, IPv4Address('10.47.6.214'): 2, IPv4Address('10.47.6.215'): 2, IPv4Address('10.47.6.216'): 2, IPv4Address('10.47.6.217'): 2, IPv4Address('10.47.6.218'): 2, IPv4Address('10.47.6.219'): 2, IPv4Address('10.47.6.220'): 2, IPv4Address('10.47.6.221'): 2, IPv4Address('10.47.6.222'): 2, IPv4Address('10.47.6.223'): 2, IPv4Address('10.47.6.224'): 2, 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IPv4Address('172.20.0.209'): 2, IPv4Address('172.20.0.210'): 2, IPv4Address('172.20.0.211'): 2, IPv4Address('172.20.0.212'): 2, IPv4Address('172.20.0.213'): 2, IPv4Address('172.20.0.214'): 2, IPv4Address('172.20.0.215'): 2, IPv4Address('172.20.0.216'): 2, IPv4Address('172.20.0.217'): 2, IPv4Address('172.20.0.218'): 2, IPv4Address('172.20.0.219'): 2, IPv4Address('172.20.0.220'): 2, IPv4Address('172.20.0.221'): 2, IPv4Address('172.20.0.222'): 2, IPv4Address('172.20.0.223'): 2, IPv4Address('172.20.0.224'): 2, IPv4Address('172.20.0.225'): 2, IPv4Address('172.20.0.226'): 2, IPv4Address('172.20.0.227'): 2, IPv4Address('172.20.0.228'): 2, IPv4Address('172.20.0.229'): 2, IPv4Address('172.20.0.230'): 2, IPv4Address('172.20.0.231'): 2, IPv4Address('172.20.0.232'): 2, IPv4Address('172.20.0.233'): 2, IPv4Address('172.20.0.234'): 2, IPv4Address('172.20.0.235'): 2, IPv4Address('172.20.0.236'): 2, IPv4Address('172.20.0.237'): 2, IPv4Address('172.20.0.238'): 2, IPv4Address('172.20.0.239'): 2, IPv4Address('172.20.0.240'): 2, IPv4Address('172.20.0.241'): 2, IPv4Address('172.20.0.242'): 2, IPv4Address('172.20.0.243'): 2, IPv4Address('172.20.0.244'): 2, IPv4Address('172.20.0.245'): 2, IPv4Address('172.20.0.246'): 2, IPv4Address('172.20.0.247'): 2, IPv4Address('172.20.0.248'): 2, IPv4Address('172.20.0.249'): 2, IPv4Address('172.20.0.250'): 2, IPv4Address('172.20.0.251'): 2, IPv4Address('172.20.0.252'): 2, IPv4Address('172.20.0.253'): 2, IPv4Address('172.20.0.254'): 2, IPv4Address('172.20.0.255'): 2, IPv4Address('10.128.0.211'): 2, IPv4Address('10.128.0.212'): 3, IPv4Address('10.128.0.213'): 2048, IPv4Address('10.128.0.220'): 1, IPv4Address('10.128.0.222'): 3, IPv4Address('10.128.0.227'): 1, IPv4Address('10.128.0.231'): 6, IPv4Address('10.128.0.244'): 11, IPv4Address('10.128.0.246'): 4, IPv4Address('10.128.0.247'): 11, IPv4Address('10.128.0.248'): 41, IPv4Address('134.71.1.17'): 5, IPv4Address('172.30.255.1'): 2, IPv4Address('172.30.255.2'): 4, IPv4Address('162.208.119.40'): 1, IPv4Address('172.31.255.3'): 1, IPv4Address('172.31.255.5'): 1, IPv4Address('10.0.0.1'): 1, IPv6Address('fe80::215:17ff:fe84:c13f'): 1, IPv6Address('ff02::2'): 1})"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# How many degrees?\n",
"G.degree()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Check if the graph is directed\n",
"G.is_directed()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visalizing the Network Graph\n",
"Now we have created our network graph, we can visualize it.\n",
"With a nice small dataset, this works exceptionally well, even if its still quite ugly. We can clearly see the connections eminating from the central node"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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5gvgmH4dZOAzN6cWKh0k2VhH6+DVCy14CIPe4yxG6A9HHRqu0LGQ6QevrD2TnKRT7mnA4zJo1azBNk7fffhuv17tHe1N77L1w+OGH4/f7eeedd9iwYcOenk5xAOEoGU3gyLPxjJxup7Qzu22oJuMEZ11IdN1iOt57kvqHrydw5Nm4Rx4K2xmLEETXfUjHe08qDVfR73R0dFBaWoqUknA4TCqVori4GI/Hw+mnn86tt96K1+vdqXPtURhwXl4e4XCYREL5LSp64pt64q5prwts7VVzB/BOPh5H4TA0lxcrFibRWEV4xWv736aZZoCl9jUOJA455BCWL1/Oe++9x7Rp09iwYQMXX3wx48eP57777suO68umu9tCd/78+cybN09tlim2oUvg7soGWZed9oAxG2g6voO+SvjTd0GmcQ09iLw5VxFesYC2N/8vM0gAvX//FIOL6dOns379eioqKvjoo4+y/YsWLeLkk0+mubk527fXN9JSqRQFBQXMnDmTJUuWDEidIcUgRQjCq/5DeOXryFSckkvuwlkyapthdQ9fT7x2DULTAdD9+ZRe+nsSdZ8fGOYDK01o2cvZl9HPFxEqGk7OrAvo+PAZrEgb2whcTe+RP0IxuFi8eDHBYJCDDz64R78Qgr6U163ZLaGrktcoeqPg9BvwjD6C8MrXaV/4GI7ikb2OzTvhSvxT5mRfS8sicOTZNP3ztv5Y6j5H8+aiu/yYxSMoOGUeWGmiXyzFirRTdMGvaXjyZkhs8frpIXCFZmdHUwwq2tvbmTp1Khs3bqSiooKamhquv/56vva1r+30OXYrOKKgoIBp06YhhNid6YoDFM0TxDNyOkLTCK1cgHfS7F36jAhNwz3yUDR3YB+ucu+jeYI4ikfiGTeTwrN+ipE3BAAr3EqyeSORT96g/d3HkKkETc/fCQKa/nVbJgKvF5TAHbTcdtttHHbYYXg8HkaNGsW7777LK6+8wv/8z//s1Pw+Nd2PPvqoRxxyJBKhoKCA5uZmPB4PQghM01QbaYMNwwWp/o8C9E0+Dikl6fYG4tWryD/pB32Ob3vj/2h74/8w84aQc9Q3cVUeBFLinXw8nR/0X82q3aXLO8Pw59P0wu8oOPU6hG6SqFtLsmUT+SdfS9Nzt5Nqqyf4lXMRmo7mdJN7zMVogUIan7h5y8l0B6STKBvv4Keuri6bk7ewsJDNmzdTVVXFzJkzmTp1Kqeddlqf8/sUugcffDCLFy9m/vz5PPDAAyxbtozy8nIOPvhgwuEw77//vhK4g5EBELiA7YdrOulYuQBn+QTMnJJex+YeeylmfgVCNwmvfouGp35B6aV3Y+aW4igc1n+L3k26e2d0LnmOdEcjNX+8FACZiCGtNMnmatzDD0FoBvG6L5CpGOlQC56xX2HTn6/o6dmQTqD5CzBzSkhHO0g1bRygO1PsDB6Ph3A4TGVlJVOnTmX16tWMHTuWVatW7ZnQXbp0KZdccgmnnXYas2bN4rPPPmPlypUkk9tPRqIYBGgmWAPz99Gctp9ieOXrBLsXlNwO3dM5+iYfR/iTN4muW4w5/VQ01875O/aGkV9B7rGXYRZUEN/8OS0vzyf4lfPp/OgF0q21e3Ru2NY7wzd1Dt7xR2WPd3zwNJF1H5JsWE+yYT0AkdVvYRaNwDNmBkI3kKkERefeinvYVGBLZYx451ZZ00wXJFXuksFGV+BXU1MTd999N3fddRcffvhhtvJEX/QpdPPz8wE77Hf+/PkUFRVRW7vnH1rFPiQjcB3lE7BioX7VmKx4mFjNJ1ltbpcQW9ynrNhu5i3NPKI7S0fjHjkdIQSRNQsxC4YSWvYiVmcTjiHjSLXVY4Vbd+8aGe+M0Mf/BpkGKbfx0BCmC0fRCJxDxhOrWoYVC2HklJBs2UTu7MsQhoPic26h7e2HaPrXr5DpJMLhZsjVD6J7c2h85jdE17xnn18J3EFNVVVVVrPVdZ1TTz2VU089tc85fQpdwzBYvXo1ZWVlbN68JZGz1+vdawl9FXsP4fIjMqkRdZdvm5Ll+5pkYxWxDR/jGTMDzenpdZwVCxGvXYNr6GTQdMKr3yJevZK8476NlYyTaKza5Wt7DzkZK9RCsnED0rLsjSihY+aWkdi0mpxjLiUw/VSaXrqHRO1n+A//Op3v/2OXr9PlnSE0jdDHr23XQyNn1gVYiRgd7z9Fyfm/Qg8WEl23mKZnf4uRMblYsRC+qXNxDz8ENI2WV/9E0/O/w/Dnk6hdYwtcxaBH13Xy8/Nxu90kk0nmzZvHggUL+pyzQ5exrh26jo4OhBDEYjElcAcpMh5G+POQsRBWItrv/q6dH78GVorCM27c5lj7wieI1ayi+JxbkFaatrceItlSA0LDzC+n8MybMPPLsVIJQstf3aXrusccSXjpC9nXqdZa2nNLyZl1AelIG0awmNCyl2lf+Bia2w9C4Js8G0fRMJqfu72PM/eku3cG0KeHhuZw9ajp5hl1GEawmETdWsycEtwje/rN+6edQt2D1yGLR+IoHY0sGErRWT9F6PZXdMNvz8hstCkGE+l0Gq/Xi2EYjBs3jjfeeINvf/vbvPzyy73O6TMirbS0VA4dOpTly5eTTCYxTZN4PL4v1q7YqwxgpJOm25qftEg0VuEdfzTeScfS8uqfSHc0YuSVYcWjWOFWHGVjKDh5HkawCLD9dCOfv7frfrqGA4FApuJ4D/oqWBb5c6+m+dU/Evn0HWQqgZlbBqaTdOtmrEQU17CpFH79Z7S8+HvCmVy9O7w1bw5WLIRnzAzS0U7iVR+h+fKyfsldSCtlu4MZTsxgEcGjvklsw3JCS19AOD34DjqB3NmX9xDWrW89RMfCx2z/XEAYDgDy5n4Pz+gjqb7z67v2nij6jUAgwPTp01m9ejW5ubls2LCBcDi8exFp7e3t1NbWZgWtEriDB80TxIp0kBWuQiAMJzIZYyDdjjSnD2E4CBz6NaLrl2JFQzT+83/JP/H7OMvGsum+b2MEiqi49lHa3nqIxmd+TelFd9iTrTQd7z25S9fTA4WUXfkAkUwwhu7NJd3ZjLTSGP4CXCOmYQSLiVUtI9mwnrLL/0DTc3eQbNpAaOkL+A4+caeFrnf8Uch0kugXS9FMF87yCeQcfTEN/7iFkovuwFFYSaqziU1/vAzNm8uQ7/0fsS+W0PjUrQhdxzPhGHKPvYS6h/4LI1iI/5BTEZpGomE9oaXP4x51OOlIG4Wn30CyaQPO8olImabuof/a1T+Doh/p6Ojg9ddfRwjRwwzbG30K3VQqpTbOBilmwXDim1ZteeSUMiNwBxhNQw8U4h4xnbZ3HyPZUAVIwisWkGqrw1E0gmRjFan2eoIzz6fz7vNJNleT6mym5dV7SbXs2udNplPE1y/NPupbqQSxjR9Te/9VpDsacI85EpmIIlNxdH8+bW89RKLucxAarf/5q53RzJOTCcvtG1flFOI1n5Bub4BAIYHDTsdVMRHPqMMJr/oPjmMuId3ZDELgP/hENE3DPXIayDSat5CCk69F6AbukYfR9uaD6P4CjLxyGp/4OYEZ59L2+v2gm7Y7WTphV1FW+Rn2K5xOJ1OnTuX999/vdcwOI9IqKiqyJSwUg4f4xmWD0sbnLB+PEIKOxc+Q7mzCyCnCd9BX0Vw+QstexlEyEiOnhETjRjSHCyOnhFjNpzT+83/JmXkBuSdeswtXE+TMuoDGf91GfONKvJNmA6B7cig49Tp0by5GsJhkw3p8k48n3dEEDhcIDSNYTGD6abhHHkr+id+3T6eboOkIpwfh9NqvxZaviBUPY0U7QYAVbc96aJhFw0k22mlNNXcArDS6Lw8rnaL+0ZsAyDvhu1n7rO4OIJNxmv55G3V/vRqjYCi6O0DhWT8lf+41+A85Gc3lz1xVCdz9BSkl8Xi8T4ELO9B0k8mkypGr2CXM3DLSoVZS7fUYOaVYkXY0tx9n+UQin7+P5vSiOb3ITM4BzeklXr0SR8FQvBOOovnVe8Fw7JTnhaN0NP6pc2l76yF0fxGGLw8BmPnlOEtHg9BwVkykc/krpCPtaE4vkUwhS0fpGCKfL6LoG78AzUDzBMmb8z0cxSPQDDuXb8cHTxPd8DHpUDM5R1+CFQthpeKA6OGhoTk9WJn7CX/yBkbeEFoX3E/Ly/OxNVWBmWPbra1knFR3X1wpiVctI161bK+8/4qBRdM0vF5vn0nAlAqr2Gvo3tzs776DTqDx6VtBd5COdtrCKKcYKx7BSkQQDjcAViJCOtKOWTScRP0XxDYsxzf1JEKL/7XD63nGH0063IoVacMsGMrG28/MHguv+g/C4UZzuHEWjyRevRKEhu4vxIp1Eln9FsIwaX3tL7afrOFEc3p6RNGlOppINm2k9OLfYRYMRaaTJDavBWnhnXxcdpyMR9AcbtoXPkH7wicQQqfgaz+m8alfZDKHpaj96zUIzSD3q1cQWfPu3ni7FYMQy7J2mHVRCV3FXiPwlfNJh2wtzswbgnB6STVtJNy2GbNoBN5JxxFZ/Tap1jochUOxEjFSrXWYuUPQnF5iG1eQ7mgkvGLnXMacFRNpePIW0DSKzrppG9/g6vkX0fH+09nsXRU/eJRUqBnN6aXuoR+T7mgkuu4DhMONTMRo+tevCBzxdYJHfJ3oF0uIbVhOyQW/wlE0DAChOdG8QUBgBAqz10k0rMcsrMQ5dBK8I3EOm4xn9OFUXv+8vY67zsVZOYXCr/2EyOfvIePK5fLLzG5lGVMotsZRMRnfpGPASiOtNE0v/h6ZSuIeeTjC4cbMKyO0cgGJhnXo/nyMYDHt7z6KWTQM3Z+PFY/gmzqHIVfcT97xV+zUNdsW/IV0uA3PuFnbDcaQ8TDpjkaKvvE/GMFiOj96ETNvCJrpxMyvwD36CAJHnI1ryAR0Xx55c6/Gf8jJRKuW0/Ts7RSecWM2XFlaaWQqgdB09EAhrW/+nXTMjsCLrH0f78RjCa9YgGvoZBK1a0jUfwFAom4dMpUkUbuGZNtm2t95FISGa9hU8k/5oW3HPeWHBA4/c7/LrqbYPfr00xVCKCu+YufYQQJuzeXDioW6jRMYBUPxjJhG9IvFCIeHVHs9Vng7yb17I5NzVnP58E44Gs2bS3zTaorOuona+79HqivPgtDsfAfplD3Hsn8Kw7T7MuvOP/U6fBOPpe6RG4hvXGmHJuuG7XMr5bbr0nR0Xx65R1+MZ+wMqu++ACNvCKnmGmQyhnC40d0BfAefRDrUQueSZ+3zaDpoBkaggCHfsUu8RDesoH3hoyRqP0Omkioibf9n98r1KKGr2BkKzrixR+Lysiv+QvOLv0fGI+Sf9AOE6aR94eN0fPgvyi6b3yMstuyy+QiHi01/+jaOklE4h4yn470n2FnBW3bFXxCGk4YnfopvyhwC00/Dikfo/Ogl2t56EKTEWTGJ4vN+aedi+GwRzqGT0JxeEps/o/7xnyF0g/JrHtpuZFn9Ez9H9+SQP/d7WLEw9Y/fhG/KHPwHn4S0Uj1qwCWba4jVfILuDtD49K1UXv98tgZc5LNFhD56Ee/E2fgPnrvNdaLrFmMlY7gqpyJlmvqH/otUy6Y9+rsoBpS9W65HoehO8/N30gzIVMLOGysEubMvo+Xf97Hpz99BplM4CispPvdWjJxiANre+JvtuVC3Fu+4r1B45o20vPonOj/8J7viJlX7lysRuomrYhLJTHKf2geuJt3RkB0T3/gx6fYGjJxiwqvfsv8hpJPo/gJ0TwDvxGN7Tbaeaq8nMO0UhOFA9zlwD59Gsmkj0koTWvYKeqAgW8HYzC/HzC8nmdGwrVSC6LoPSTZvInDoaXb5Hm3719k6LDj/xB9Q/+gNqnzPAYjSdBV7RODwMwnO+iZWuJVNf/oWZVf8uc88ul2kw63U/PEyyi67GzO/Atj9MOCc468gvOwlcmZdiGfsDKx4hM1/u5bi835J7f1X4SwdS/F5t2bHdyx5jvCKBSQa1oOVpuzK+7NrjlYty4YsO8rG4B42lWRzDXlzv4cVC9Hw+M+y1wmteJ3mF+5EZFzgHKVjCB55NsnmGtre+H/2xTKRgkiJTMURTi9C03skbpepJM2v/rFbRrJSnKWjSTR8AVIeGDXjvnwoTVexb3CPmYFmmDuVuLwLmUtK2G8AACAASURBVE7R9Ozt+CYflxW4dn9il8OAAdpeuw9n+URco49ASknbW3/HN+WEHh4G3TF8+QRnfIP2954g1d6YXXM60p4NWfaMOoy2tx4ivPpthKZTfec5tqvYpONwjzkSIJv3t8sbIVH7qe0m1o3uNePa3nqQ0m/di2Y4eiRu1725GP6CbEayziUv0PrafeSf9mOEbhwwNeMUNsp7YT8icPiZOEpG4Z9+WnbHeyAx8ivsIATsxOW+ycchU0maXvw9NX+8lI13nk3tX79PdN3i7JxYzSfU/PESYtUriaxZSOM/byMVakFaaVoXPLDbWl28ZhU1vzuHjg/+SWzDcgKHfg0pJTKVJFa9guq7zqP1P39FSoln7Aw8Y44k1boZI7c0e47IZ+/ZQRrjZtr5I75yLsnGKpwVExl63VOU/+ARrFgoq8XuKO/v1jXjfFPnoru8CMPEN/k4nEPGE123OJuRzMgpJtVWR8eiJ9H9BQjNwD3yUDs6TnHAoDTdQY5ZOIxkYxWOigkEZ15A57JXSHU0EV791hbTp+FAaHo2yqu/CM66EITokbi8K9FMyfm/Irz2fUKLn6PhyZtxj5lB4Rk30PbOI2juALnHX0nbWw8S+ew9ohuWkz/3+4SWvbRH65HJGG3/+SsIjZo/XopMxrMlcaxYiI4P/kWi/guKvvEL4ptWYyWiGIGi7Pxk4waE28+mP19pmxeKRwBgFo9EGCa6YeI76Hja3vo7gSPOoX1R31q5a+hk277c2WTbu2dd2HOA6JlXIdXeQP2jN+Gffhptbz+Mo3CovRE4ZByxL5bs0XujGDwoTXcwIzTSmZBR30Fz0EwnQ75zH2WX3UPZpfdQdtk9ABSfe6v9OJ07pP+WZjrxjjoUITTCKxZkw2K7a22mv4Dc2ZehufxY0U5aXvkDMhGl6Oyf0/Ly3eQefRElF/4amYjS8u9792g9ZsloPOOPRnMHKDzzJkovutNO5yg0hOGg5KLbCR59MfGaTwgte4nwigWY+eXZfAgA6WgHsfUfkXPUhVRc+yjOIeMBQWztB0grjRULEVqxALNoOFJaO/QuiK79gJyZ5+M//Ew0Xx4tL92DTCXsTbhV/yFevdJOYg6kOpuof/RG/AefSGz9R1nTi2Y6EZmyQIoDA6XpDmaEZmuxDjeezO627s3ZZpjuzbFLxJSOxlV50B5rjDuDd8IxSCkhlSD86TsUnnHDNmOSzTVEq5ZhxcMI3bB373WT2j9fAVaa5hfuwj3mCMzC4STr92yzKNlWT+CQk4nXrMRVeVA2yxjYXhV1D15H4Zk/RUpJ6ON/k2ypxT3yUJLN1Wz+27UkGqvQXD6EZhD6+N94x820I8w+eJrImnfZ+Nsz0JweXJVTyD32csIrXtthmXSZStD65oPIdAIr0oEVaukRqpx7wncx88sBCC1/lVRbHW1v/d325d34MaFlL+OddFyfVTgU+x9K6A5GuooRSgsr1AJAzT3fBM2AdKJHTa6uUFOARO1qrGTcfmztwytlb+CsmIhm2olhhs57fLtjAoefSWzDcjvqzJeXXWvLv+9DWin8B59E/SM34D/0dNozQlfzBG0tr3AYmtOLFQ+TbKyiY8nzfSfBiXXQ/OJdOCunIlNxyq/6Kxt+fRoYDkrO+yXOsrEkWzZBOkmiqZrK6/5B61t/Jx1qJjD9NKLrlxL5bBHC4aL4nFvsTbVnfwtAzrGXYYXbiNWsovCMG7CSMToXP7vD98g74Rh8h5xEw+M/peLax6j7+48IzrwAmYjSvvAx/AeflB0b/Mp5pNobSLXX4586F2E4iK5fikwmcA2bSnjFAvyHnkZ4xetY0Y6d+hspBidK6A5C8udeQ/Nzv0UYJkVn34KjZCTNL88n1boZK9qxTU2uLszCYRSc+l9E1y/e5zve2g42d6S0aHr+DtANXMOnZf95AFjJGELTaXji5+Qe9y06lzyPMF14Jx9P3uzL6Fj6Ap2Ln81Wnsg/6fsgdMKfvIkVCyETkR7X8k6ZQ94JVxLf8DENT91Kwz/+h9KL7kCYTmQiSt0j16N7cvBPmWP3JWP2P6eM/dk9YhqxzZ8h0ylkrJONt5+FWTQMzXQhpUR3B/AffBKdd59PomkjicYNPcwSvRH+7D3Cn76DEShA6GY2u1rLgr8gE1Gq7zwbAN2fj2voZJLN1RSfeytaJhlQvG4t6WQT3rFfof2thxCGi7LvPkDn4mdpf/uhff6PVbFvUEJ3sKGbeMceSfNzdtJs19BJAOTMupDa+75D4Iiv9+rIrzl9aA6n7ay/k+kRdxerj6QtUkqaX7ybdLiNorNvpv29J7aabBH+9B1yj70UI68cR8loZCqBq2ISwnBgBosJzvhGVtMTmg6aZgvMUDOe8UcTrfoIzXBgxTrJmXUhmm7iHjEN19DJxNYvxYpHELqJFDGKzr4FoenUP/5TDH8+qfZGqu84K7uc8Kr/YBRUIuNhnEMnk+pototDmi4Mf34mW5kL4XDT9Ozt5M/9Hv7DzsA9+ghi1atoeeEuO+n4VrhHHEK0ajnCdNH2zsNYiYht042HcQ47GKFpFJ9zC6n2Bjbdexnopv1Ek8E1bIpdiUM3KDzrJppfupvOD/+JHigi/9QfEd+4sl9MSYq9ixK6g410kurf2wUNY1XLCa96A+/EY2zBg8QxZGyP4dJK21FLVhqkRdNL99j1uvZxgvNkYxVWMp41MXSn5ZU/bNHatjqe6mwiuu5DNJcf3+SvEln7AcGjLqD2j5fjKKoEwDN2BmBreqlEAzKVACtt24adHvJPmWeH9K79kKanbyVRuxpjzAwSdetIbP4MACsRzeR6MEhs/syOOtMN0E0cJSO3lAjKsOn+q2x7eTpF+ZV/pv7xnxGrXkm6o8n2IsDOFeybMgdn2VicZWPtpNVfLMFRMpLEptUIlw8ZCwEgnF6scBuVP3yCaNUy21SRiJFo3ohwevCOn4l/yhwAjGBRDzNRF61v/d1OvA44Ciu3WbNn1OEASvDuZ6iItEGGUTSC/OO/Q/0j19vRXjMvQDOdtL37KO0LH6f4nP/BVXlQdnzb2w/T/u6jPc4RmHEuSEnHe9u3te4NNE+Q8qv+H8JwZCv9ukdOJ7TsZbuKghBbkttICU4vrpKRxDd9agvRre+7cDiuIWMJr3oDmU7iHn4Iek4J8Y0rSTau7zm2YCh5x32Lln//mVRLzVZnst2w8k/9Ec0v/h5n+XjiGz62+wX2WkwXQgiMnFJ8k4610zhWLc/Ywi3bdp5xNbNvVre15oy9XA8UInSzR0IdrBS+qScSOPJsav98BZo/H6uj0bZLd7PBCocL3ZePFe20td5UHDTD/qeaiVrrstl3Cd2CU+ZtN2ot9+iLcA6dRP3D16uotcGHikjbX9CdnqxJQUJWU7SrzQrEVjvZObMu6FHqu4vI532XDNlTrEg7m/92LYVn/YzgjHMIApE1C8mZdWHWLCBTcSKfvmNPiIeJbfiYwOFfx3fISdTeezk9fFQb1xNqXE/hN35BYtOndC57Ca21FmfZOHRvLrGqpVvGNm2k4clbKDjtx7T8+89Y4S32YgSgmUgrjebyUnjmT2l44qckGzdmsowJSMWRUpJsXE/r61+Aw22X5ukyEXQXuIBZUEnJhb+h+q5vIAwH6VAzjuJRW7wXMj9Dy14itOI1SKew2hvQnF6E6YRu7tMyEcNRNIK8OVehmS47F8TL8+2yQi01thfKVjb78Oq3aXv7IVJt9RjBQvJPnofQDRqf+TUlF/8O57ApSujuRyg/3UFGvHoltfdfReDIs+0ih9hRXKnOZpCW7Xu6E+woWmpvkI500PTsr7OvuyK9uvLCFp5+PZXXP48eLEbzBPFOtKvhxtYvxSioRDjcVF7/PBU//AcgEKYb97Cp5Mw8j/y512SqHYN38mwcZWMRphvh8mPkDQEpMYIlWJFWvFPmgG7imXw8wnThqjyIjncfQ8aj6E43pd+8naE/fILcoy7EnXlK0Lw5eCccjVlYScHcq9GcbsyS0dl7CWQCGZwjpuMorLRz/xZUIhMxzLwK3MMPRgsUovnysr7AngnH4B03E83txywZRcnl8ym/6v/Z9nVAL6hE8xeQaq0ltOzlbGSamV+Oo2wsmidoR8hJa4tJJRGl6bk7yJ19OUN//E9yj/sOzc/dgbN0DEawmOaX59O56Kl9/rdW7D2UeWGQIRwejLwyCk6eR93ff0TR2T8ntPzfxKpX4iwbQ+HXfrLdeelwG7ENy3GPOszeyHrh90Q/64eyMEIj96tX0rn42WySGEdBJVYiSsEp8wh/8iYtr/0FmYgg00kcJaPtvLmRdoTTi5lbantlxMMgNMyi4aTa6uzkMKYLV+VU8udcRc09F27jF6v7C0h3NuGZcAyRT97YcqBbbl/h8mfsrJk8tlLa/7xKx5Dc/Dk7m9FMyxSTlJkaaXqgwLa3alrPTGAZLwWEwPDn28nMu687485n5JWDwC4Xn0rauX0TUUBgFg0j2dDTpCIMZzezjMR3yCmElr9ij61bl+nu229Y0a/0al5Qmu4gQ6YSJOvWYvgLyJ/zPZqevZ3wygXovlzyTriqx9j2hU9Q/8TP7RdC0PnRS9T84RI2/eFiop+/108Ltmj9958IzjiH8u8/jLNkNOHPFgJgxSN2OGvJSDRvDkZOCcJwogeLQWg4ikdSePoNlFx6t30LTi/J+nXIRBQzbwi6N5fEpk9oePJmNLffFppgJxZHYMUjoBlEPltoa5xkvDqsNK4R9uddxkLknXgNzsop2c1GhCC5+TNAgm5SdPbNeCYcY2uk23EFM8sn4p9+mi1whYZr9OFZQWnmlfcY66qYBEiseBjvxNnowUyYse7AO/FY23SgG6Raasg99jJyT/guCDuE2dbiy3AUjaDy+uepvP55yq99HN2fj0wlKTjrvwkc8XUAQkufxzNuJmUX/47ya/4OhrkX/6iKfYnSdAcp5d9/BN2z6+Vbdjc94p7iKBlF4MizcVZMZtM9F2a0uTJ8B30VK9pJ6JM3sTqbstUeuii55C6i6z6k/e1H0AOFWJE2fNNOo/P9f/Q4v7NiIvFNn9rzt/LMEE4PuieHVHtD5twSzR20C06KjHDurgUaDsC27er5Q0k3b8zYdHueVw8Wk26vR7h8aE4P6fYGMJyYeUNINnyRGaUBlr0uIdC9uXjGHEmifh3JpmqsWKed3tEVwDPiELtGWiIOSFvTzy8nZ9aFNDzxcxxlY+0UkcUjKThlXnYdrW8+aCd276qAgYB0kuLz/hfX0Em0vvl/xDd9Snzjij3/Qyr2FkrT3Z8QpgthOnZr7u6mR9xTEnVrafrnbWz6w8WZkjQG6Y4m0uEOOhY/awtc3YHQTTwTjkG4fNlNo/a3HwEk6Y4GAkeeg3fCUWS1Vt0ETSdevcrWVLcWuA4PRl6F7UkgLYTDjXAHsSJtyEQUKxFFuPyYRSPsc5ouSCXsyr8FQ3HkZWzk0srmOLA3KwXp9nr7UCyE0B0YuWW225mVovz7DwPgKBkJQqPo3FvBsrBiIWLVq/BOPAb3qMMy55bIaDvhT95EJmLowWKcFZMoOOWHlFz4G+J1n4O0shnbuhOtWkboo5cwi0eSf/oNOIaMh1Qc4fTgyEQlxjetQWhqT3x/Qf2lBiEyGaN1wQPkzr4czbHzyU6sRIzW13c/PeJeoUsoWkmkBZ0fPt3tWAKJIO/4b1Nz9xvogSJiGz/uMT22fhmxjSsRTo+dpzadJCuAt0EgNQ0r3Jrt6V5pV/cX4B0/i0Rj1ZYsXcmYvbxwK1a4NVttwsgrRzNdJDavQcZ7RrwBpNo24xlzJLHqVSSba6i599sAJOo+B9NF2xt/Qzjd9lqlhWfsTNoXPYVn/NFEPn07a0tGCHKO/iYyGafp2d/abmhIEBqdH72E0HSMYHH2uvHNnyMcblKttTT/85fZfs/oI7OfjXRnI6n2xt7+IopBhjIvDGJ8U08k97jLe9Th2h5ddbhaFzzQf47yDjdCWshkHNeIaXgnHE3L639FRtp2OFUYji2bQsK+L91fSDranhWKgO0vqxvkzb6Mllf+uGW+vxDN6SadEZg9xiOzG1t6oIh0qGUbF7C9i2ZfE4nmCWLFQjjLJ+AoHknnslcg2TPdph4owoq0gWZSfN6txGo+oW3BXzIHHQhNgGZQ8YNH6Fj0FO3vP9V7yXbDgW/KCXYiofS+vEfFbqDMC/sjoWUvUf/w9UQ+fw8rlbDzBXTDSsaxUgkin79H/cPX94/AFZrtzG+l0Vx+HEUjkPEIvkmzM36udgVd4Q72mOYZfxRmwVCE04t71OHogUK8E48F3cRZPgHf5Nno/gLADrzQ/YW2sEwnaXm1Z9pH2dlIumkjgVnf7NGPtaWyrx4strOMaTr+w/pO9q77C/BOmWNv8G11r8Jw4qyYZJsWnF50fz6OiondxmzRS6xYGPeowyk4eR6di5+xw7C3CtlOdzRk0jsm7X8+8QjuCUdnDiZsD4l4mPZ3HyM44xycZWPQvLnZ+ZoniOYO2OXjDzuD0EcvY+ykG6FicKDMC4OcLlup5g7gnXw8jsJhaC4vVixMorGK8IrX+i3rlPegE4h+vggzv4Lic39B67uPkm6tI7p+Ce3vP41MJu3NobwyXMOm0LnkhWxyGtewqRjBIkLLXyVStRxn6WhSHY32Tn6kPRNVZwso21MgQWjZq1jR9i2JXXQDLInwBjGCxQgkmjcXKxGDVAIjt4RUe70dnBAPZbRoSXjVm9u/IYcHEhFKL/09zS/PJx1q3maItFIIw4HmzycVasFKxEhXr+o2QOIadRixtR9mM6/p3hxyjr+C+LrFpDqbstnN0HQ7jWXDFwjdILbpU+I1q4jXrulxTeFwEzzybKSVJueoi2h4/KcAOIcdbG+uSoitX4qrcrKd9lFpufsXUspeG13PTap96Ztwerftc3ikZ+xXpPegOdv0C9MlM2rgHjfXyMMkmj7g78F2m6Ztv19sp19oEqFJ4fBsOS40qQeKpHPoQduM906aLUsv/8N2z+8Zf7Qsv/ZxqXlzB/49UG17bXFvclWZFxQ7xMgpwTPxGMxMeKrmyWHoj57GLKggumE54Y9fwVE+CYTtRysTEYTDvcWvdquNsK0rIeQe9x0w3d0u2NPnNNVcjWvkds1j2z1/l51422Gard2C7d6VMWf0dh7N5bej5XR7PZo/f7vjhcu3zXyzaLidxMbhxigYirNyin1AWrb2LzSMvHLMggoCh51Oyfn/S2DGOfZZHO5MXuHjaX/vCdyjj8B/6Ol4JhxLcNYFOErHkH/SNbS98bcem4iK/QSl6aq2o6a5A1IYDmnklklhuqTmDkhH8cie4zRjr11Pzykd8HvuanknX7uLc/rQ7k3Xlt+FZj8NZH76p39NCtMt9YJKKQyH1DxBmXPsZRLdkOiG1ANF0jX6CDnk6r9LQJpFwwf8vVGtz9arpqu8FxQ7pOK6p9BMJy3/vo/wp+8gEzE0j98OFuiLrQIhdp6eBRv3jD09195cS4aMLVnz5GIlwrgqpxBb9yHoDtyjppPY9CmWtCARxVEyGuFwk+5oJNXRiKN4ZCYIQn01BznKe0Gxe2ieLV4IVjIGmoaUcscCF3ZO4BrbCwLZBYGyw6CAPRVOuzm/l0TzAGQ2F61IK0iL2BeZEvUZF7yic26BVBIjWEzB6T9Bc7hIttQi42GsaAdF5/2SgjNutBP/KPY7lKar6BPNX4jhDZJorMLIKcGKhdFMF/5DT6P19b/uhWTp+0CTHHRs/x6NnFJSbZszQ2z9RxgOO+S5ehWuyoMwgiV0LulZjy0w41xyZp5PrHoljU/duk35IsWgQGm6it3D6my0I9zSKVLNNVjhVlJtm2n99317qTrFgS5wobd7zApcw5l5opDo3hyCR54NSITpIla7GuHwIDJVoTVvDronYAfLpBLknXAl3snH99udKPYcJXQViv5G6D1fp+K2r7WEVKgV3ZcPCKxYJ8m6tfgPOYmKax9D6CakktnQZffI6fgmzSbvhCuzeRgUgx9lXlAoBgGavwAr3Lb9kGWh2UEgoRZAZouOCtOF7IrCU5WBBxvKvKBQDGasTjshelceYMAWtr480HSsUDNgp4MMZsKfK+Y9TuFp/0XhGTduG8KsGLQooatQDBJ0d4B4ppoxABJbu00nES4/JZf+HiEE0bV2/buGJ2/BM3YGwuXLpqFUDH6UeUGhGBQIgkddSOeS5+0oM6FlTAb2V1DzBDFySuwS88IAK4nuy7Md7uNhpOGArZO1KwYSZV5QKAY3kva3/p4N69V8eZjdNsesSLudeQ2B5gtiFg6j+Ju/RegGur8ATWiYBUMHaO2KXUEJXYViINjagwFwjzoy+7vV2Yxn7JE9arZF17yL5vRQ/I1fkGysIvTRS3akWmczVrSDZGNVf6xcsYcooatQDAQyU63YsyVXbmzDRz2GtL/5IN7Jx2Vfa94cis77X1oXPABAaNV/KDj1R5R/934A9JySfb1qxd5AJbxRTbUBaLqdIEgPFmX7fIeeseW42DZxTsEZN0r3uJlS9xdIs2i4LDr/Nonpkq5hU6XuL9irSYdU2+OmEt4oFPsrwuFBpmJgZTbJDAe6O4AV60Smt1TLUAwq1EaaQjG46D0hjvDkbHnhcIO0cI04dEtfKkG6s4mh1z1FztEX4xoxDUNtou03KE1XoRhsONyQsAtaCpcP3R1AcwdItdZixcJ02YM1d8AuVSStfVx8U7Eb9KrpqhppCsVAkMk17Cgbi9BN4tUrtxxLxhHuIDLajoxHScVC0FqLMBxZgQv0W208xd5FmRcUiv6glxJCido1PQUugLSQ0fbM71uErKN0zL5anaIfUUJXsQv0kZhb0TdbRYrpuVslIN8mGbv9XrvGzMj2OMsn9JkcXRgONG8ORm4pGM49Wq5i36Fsuop9i+6AdGKgVzH4EHoPLVa4/MhYZ99zdLPvHMZCw8yvwFkxgfDqt5HJmO28pOy9A4HyXlDsBbppY3pOKXqguO+yNLD/C1zd3PGYvtB0hCcH5/Ce37+8U37Y47XMCtM+3s8dJY2XEplOoTm9yGQ8I9gthMuHo3zibixesS9QQlex83TTmNJtm7FinYiukuYHKntaHcNKIyNtxNcv7tHd8vwdPcclY/ZPTSd4zGWAAKHhnTInU8p+W2HsmXRcTzOCppEOtxDduMpedypu24cTMVzlE3EMmbBn96LYKyjzgkIxWBA6ZlElyfovevZrur0R16dpQYDuhFSsaxKYTkhG99lyFX2izAuKPcMsGp7NeqW5fAjDaSdj0QzMwkqEy7fdJC6KrejyYtie9iotNKd/2zlWGtLp7DxH6dhtzR5SItiyWRc8+iL8B30V4fBuvYA9Wr5iz1GarmKnMAuHkWyuzoacau6AXZI9lQBNt3O7plN2akLDRJhu5G74kQqXDxkL7aVVa8Ae5pfVjIHdiMr483brsEv3hFu2Geo/4mw000n72w9j76AJzOIRpDqbkJH2/lqxwkZpuoo9I9m4oYd2ZUU7EN18T30Hn4SViaIinUb35m59ip1C7pUKw13shYTe3QSucAf2/Hw7ZFvtd8shncDM83uaGTJ/g5KL7iR35vnkfOVczIIKAjO+gXfKCSSbqpXAHWQooavYSeSWzZ7MF11mXhsFQ/FNPGbLcWmRatqwe5dJxvdwnfvu8VnvnhOhO+5e+reH0On7a9fz4VIYjm6H0vgnH4f3oOO3eJJkhHLdgz9k05+vIB1uJdm6mehni4isfgthmHb9tF6CMxT9jzIvKPYcodk2Siu9TRCAYtcQDg8yGcMsHE6yYR04PJCIAOA7+GTy53yX6rvOxYqFEKarx9yKax+j4YmfY+SWkj/36h7H6h+7iVSolXRbHTK1p//YFDuByr2g2IsYTtsdqQtpQfpAFrZ7wTa8Fd1t18LltwVhKoHMCNhk43oAjGARqcYNdKVprX/ylqzANXLLyD36ItwjpyOlRcNjPyPR8AXxurVE1izENXQyuV+9AsOXhxEoItFUjUzt537TBwDqmUOx6/SiKWndbZ57/Dg7eHbZNbevlwO9eGvoJr2uXzMRDg/+qXOzXTLWCakk/umn25otIBy2Fptu20yXySEdaSfd2YR79BFU/PAJco66kMZnfk2ytY7mF+8mHWkj9/jvUHrJ78g99jKE4aDp2dtpW/g4oVX/sTOUoR5eBxoldBU7j+HEKKjs0SXcfnRfnm171A2ywkZKtvvxEhrO8vGYRcN7dLtGTMsc7xJWuycchMO9W/Pc42Zlf8+be02P8/Sazau35OHpJL2tP+e4y5GJCB0f/CvTI8BwoHlzCS170fYGAWTc1nj1bu939PNFpNrr8U87BSE0PKMOwwgW0/LKH4hVLUPz5uCbeCya00toxWuEP3uP+MaPaX/3UUinuvnwKgYUVa5HtV1pZtFwieGQCF0CUvPkSO9BJ0gQ0jFknPROOUFqnqBdOsZwbpmr6RIhpHAHpHC4pWf8UVLz5UlAusd+RQa/cp50jZwu0XSpB4ulq3JK7+vQDembMkd6xs2SsFVZG8201wdSuAPSyB9qX7uXc2nBYikc7p7lcXRHj/MKp3cn3ptty+sAMjDjvO3264FCWfzN30rvpOOy60Xo0jV8WuY+jO2W7AkefZE0ckq33FNXiR7dlMJ0SWE4JUKTGA6puQJS8+ZKI2+IFKbLLhEktAH/DH1JmirXo9jLZDZ4dH8hRk4R8epPMAuG4h51KLGNK/COP4pUWx2dS18A7F14PVBEqm0zZt4Qku312UTdaBpGThmp9npbS+zalNuarM+qAGTv47qPF1pmTG8fZYGjfDwkEyTq12bWs4Pz9nU9aWGWjUN3eoitX7rVcYH3oBNI1q8jHW5DJqJYqQRGsIiSC35N0wu/w8yvILz6LWTaQibC9v12W4uRV4F/+inonhya/nUbvqlzs5tm0kpT+5fv9AqBoAAAIABJREFU4j/4RJxDD6L+keuR6RS+KXMILX1+1+9HsScoP13FXiYRQTg9CNOJkVMK/7+9Mw+Pqr4a/+dus2cmmex7RGVHRFF2pCqu1LUuBVtQ31q31mpba1upVKnVtz+1tda1VtqK+1rUqnUtryAKsioCgoGEkBCyTSaZ/X5/f9xkSCAJW1b8fp7nPE/mrufOZM6ce+5ZEMQbd2FGmhHREIrTSyxQbRkNYaI4vSh2FyTiaL5stDY9GxyDjidevwPVmYK9cCRGemHLms5yVgVoBv4zrkdNzetQPfcxp+EaNtXapzVkoRkd9IoQxHaWgm5YHdF0eweVdS3779V+cfd61e1HdXlBM9DsThTdhuJOJfXk/9m9v2bDPXQKqdPmYCaiZJx7M57Rp+EoOoZQ6UoiZetIOfYMNGcKKcefhevo8XsZ/3htGdGqrwmufgsA//Srk+tiNWUkgrU4jjqR6hd+i/+0a3AUjkRzuCn4ybPYi0Z3or+kV5HhBSmHJIpq3boqqlCdXqGl5li3vh1MplVTMlr26fhWHKzbbs9xMwQglNbb7r3OqQjv+O8ILS1/934p6clbZ8XjF4rdLYyMYqE6fcltFKe3g+MpAsMpUDWh2F1CdaSIgpteEPnXLRCtIYPW8ELaGT/a+5o8foGiCHvRMUJLzbWWuXwi47xbhOpO7eD6skTBjxcKQBhZgwSaIVBUYcsbIrIuuUMU3PicUHSbMPKGdPm+qy7ruopu/pcovuU1UXzLayL3igcEul1o3izhP/1aUXzLa8JRPFo4jzpRGNlH9f3/yjdLZHhBMvBQDAe6Px8zHCTRUGV5rEKAomEvHI6i2Qh/vcLaWNNRNBveKZcRWPJM1yXIbfvSdlTmq+nWg6eD0xrrO7fnYhXfxEtQXV4CS58nEawFRUVLSSfRVE/Gt3+G66gTqH3vcZrWvmO1ZtwPMs7/Jc4jTwAhSDTVU/HoVThKxpBxzs+JlH9O9YvzUQw7Iiob3/QynYYXpKcrpddFdXpF9uw/Ct+k7wpb3hDLk7S7hebLFq5hJ1nbKbsffnknXCxsOUdb3qjDYz346uTBVUei+wuth3ptH6jpdoFmCFvhyPbbd+ChH5Bord55i36akVympWS0894dQyaLvB88LFSXT6huv1B0m9D9BQdxTkOortQ2dxD7/95I6THp1NOVxRGSXseMR6h7+0FyZ99LuGwdtsxiIhUbST//lzhLjqUq0kSsphxF0zBDQZo+fx/MBHpqDmnfuoLGFa8R3v4lxEJonnQSTbUU/fwVGpY+R8PihahOH2aoAQwHxMLE67a3nFmAopBxzs1Eq0uJVW8j9NUya5Wqoxh2jPQCUqd+j+pX7kKEg+T94CFUp5ftj16Nomrkfv8eFGcK5X+8FEU3yPrunVT946eA1YnNM/oMmj5/HyO9gESwluxLbqfi8etJNAfIu/IBVIeHpg1L2fXKnZgNVRjpBbiHTQUhSP3W5TR8/CIiHKD5q09wFI/GN/ESRDxKrHor0cpNBNe8s3cKWyKG2VzfZoHo8c9QcvDI8IKkb1B1fFMvo+GDBS2vrVaH7uEnYS8YRsNHT6PYPSQCO9HcfstwajqOomMIb12De9hkolVbcA6eTGDJUx2eQjEc+CbPIrj6TTyjTye08WMiFV+i2l2Y0RCKpidv4/1nXE/te49DPEbqSd+n/v2/JY8hYmFUpw9hxlAUFc3jB80gXlOGQGlfLKJa0xrQ7RCL4B55Mk3r3gMERu7RZJz5Y2reeojYrlI0dxp5P3iYHU/cQMqYM/CMPh0zFGTn8/Ow5w3Gf9o17a5HmAlEIkHzpo8JLHmG2K5t3fyhSLoRGV6Q0s9EMwSKZj14UxSh6DahunzCPfJk4T/t2j22t26XXcOnCa3lIZl7xDRhzx8m9IySNsfbIwdVUYTjyBOEZ8xZwsgs6VwXRRFZF/9WZF06v90xNE96y3pV6OmFXT/c0m1WaMJwJMMYisPT5nrbhy0U3SYcR54ofJO+KxSbU3gnzxQ5VzwgjIzi3dsYjqTkX/M3YS8cuddxpPRbkQ/SJAMFBXvRSBLNgZZOZQq6P49EYy22vMEoikJ46xo0dyqoGolANYrNiS1vCJGta+i84Y6C4rSGPxrZR1rTGVq3VVQU3UCxOTGbdt+mKzZXshdCsqnP/rSebPegzkAxbBTd+CyRys1ULrgBx6DjCW9ZgZaaC8IkZ9bd6N4MYjXlhMu/QHN6qX5pPsW3tM+trVx4C+6R3yJl9OkAmNEwde89TnDVvw/g/ZX0EjJP95uA6vLhHXcB6TNuIvPCuaTPuAnvuAva90ToZ2i+LDxjz7EGONqc2AqGo2gG8Zpt6P583CNPRvP4sRcMI1L+Bfb8YWjuNIzsQSQC1ahuP4pmkHH2jRT85Ol2xzayjkBPL7Be2N2ohgPV6SXrO78BYeI8eoKVEaFqeI6bQdaFtwGg2N2g6agOD75J3wXNwF4wgqyLrPWteb+K3YW9YASqI4Wc799rXY83C62lNFrzZqG6fRipOQCohh1QiO7YBIpGoqGS7O/+Dt2bYembXkDK6NMwMov2671TbQ7STrkSW8tED8nAQHq6hwG2nKPxTrgI15FjEUK0fLktzFgEFIXQ5uUElj5PtHJTL2qmoKflIIQg0VCF5svBPWQCgeWvtZsSbBUsCBSbE0W3I6LNmM0B9NRc9IwCwpuX4xwykdDGj1E0HXvJGMJffQyqjnv4VEKlazAbq9udWfX40Tx+Yju/bldgoBgO7IUjiFZuxjV4PMFVb6J60jEjTZZ32mZbzZuFZ9QpNCx93lrQUuix+2BWCpv7mNMwmxuSD+Ucg8YSrfgSMxxs2aZ129Z990gra0lRy5nzR+w5RxGrq6DikatwHzOdcOkqEo01tKvEU1RsuYNRNI14QzWJwM5D/qQk3Y70dA9XPMeeSfas3yNiEbY/+kPK75/Jzhfnkwg1ApZ3peo2XEePJ3vW7/Ece2bPK6XbrcwBBPG6HSTqK0EIzEgT3vEX7fbkVGsShYhaVWxmsJZEfSVmc4O1b30F4a8+AVUnWvkVqs2JiEcJb1oKAnwTL6Hpiw8xG6tRdDuKs3W+mII9b6hlzFuNqKJgZA3CyDmK8JbPMJvrad6wpOX8IQxf1l7VX4lAtfWj1ZrHu2foosVhaVrzNpHyL5KLw1uWWwa3RRcjowgQeMdd2NJ9bQ9fxjQtLz/7yPZvY0oGOTPvwpY/DM/xM1B0G7lXPEDRT1/EM/o0IhUbSZ02B9WdCsbBNfqR9D7S6A5gXMNOIu2UK4nXV1H79oNkzPgpBT96EsWwU/v2g+22VVQV1XCQdvKVPW9445HkFAnXkMkU3vSCZWziUbb/ZbbluWkGRvYRHejSwc1VImo13zbjbSYpCBr+b6FVxKAoFP70eWxZg2j1BkObPyW6fX2yzaJ79OmkHHeWtQwABbOlAEJEm5OZAIojBRQFW/5QFIeH4Nr/AKCn5XZ6uYrLh9lZY3BFwTVkIqo3k8AnL4MwUWwuFJsLI7MY3+SZ2AtH4D3xfBSlfdlz6pRZ6KnZKIqCLesI9LRcYrXbUXSDlNGn4SgahdncYGVgyKm/AwZpdAcois1J+lk/QjUcNH3xAc6jTsRRNBLV5iR1ymU0b1iK2dIesC09GQdUXakU3PgsBT9eCDYnaDreCd+hfvGTaO5UXIMnUPiTZyxP10wQ27GRpvUfsq/euao7Dd/ES8m/6lEyL7gV1ZmCc/B4Cn70JEbWEahuP7sW3UNs1zb0zCIUw4F72FR0bwbe42eAohDbWYpr8AQU3W55nqqK88ixlgecUUT+tQsouKEl9UwIohUbEZEgImR5rPH6StQWT1p1tx/Pk3nuL7BlDcKWO9hqWamoZF58e7IBTnRXGapmYM8biury4Rl1CorNSWzXNhzFo4mUfY575Mldvgd17z9BrLqUhiXPEt66xlqoKITL1u539ZqkfyBjugMUz3Ez8J96FU3rP6TmtfusJ/CaDkIg4hEU3Ub2Zf+LvY1xDaxYRHDVm8Sqt+0RY+w+XEMmk/Htm9j12n00b1oGIrHXbbuakoFIJPBPv4r6D//R0qi7a1pH04h4NKm35fUq7cfP6PZ2Zb2qNwsRrEXEo6SfczOJxp3Uv/8EALa8oUQrvsQ1dDKZ591Cw5LnqP/0FYiGAdF5poKiWddlvUB1+/CMOpVYTRmhrz4lZew5YCYIrnsPRbchEjFrSkSLEVbsbqtfrqLgKD4GkYiTM+suK00zESNWX8mOv15L0c9eAhQilZuo/2ABiuHANWQSde8+hm/KLBoWP0nK2HMJfPxCj3yWkkOi05iuNLoDlIIfL0Rz+QCoevpXuIZOJmXMWQTXvEPDkmcQ8SgZ3/4ZjuJjkvs0b1hC/ZJnEbEwtuwjCX39WbeNO/cc922Ca95Gc6diNtVhyx1Mxtk3EqstZ9dr9+EeNoXorq2IRBzMBEZaHuln/ghUjbr3F9C4/NVODYfq8lFw/T8Jl66ketG9uI4eR7x2O8KMI2IRYtWlLWlacfYMTziOOI60k6+k+pW7iNeUAwI9vYjsi25DT82m7L5LQVUwco4m69ybKX/4B9Ykh7Z01ovBcJA27XK8x5+NGQ6y/eEfYIYbd/eIgN0TlM0Euj8PzzHT8Yw4mfK/zMY9/CSaPn+f1G9djm/chcTrq9j+8JXtrz0lE83lJV5XYfVPUDUQoKWk4z/jOmreuB8zWHPgH5ikp5FG93DDO/FS0qZeRqK5gYpHr7G+7AhQFHyTvkvgk5fJnvn7dp4uwPbHrsaWdQSoGprbT+MnLx26MpqB9/gZJJrq0VLSSZs2J7mq+l9/QPdlkXbSbOoXL7SmGLTBN+m7pE6ZRfPmT6l+4Y5ODa8tdzB6ag56ajZpJ80GIFS6ip0v3oF78AQyvv0ztj92Nf6Tr8RRPJqyP38PZ8kYVKen3ZDGhiXPES7/nOyLfwtAtGoLte88amU5qBqq04stqwQ9NYfwtrVEKzZ0fekePwXX/4NEcwM7nriBROOuDrZSUHQDI72Q3Mv/RHjbOqqeugXf5MsILHueguv/iWrfs+UkCCGoeeNPRHZsxDfxUiJlaxGxKJEdGxHREIlgXYvH3UmTHUlfIgdTHm4EljyDa/B46t55FNXtQ0/Nxnn0OBoWP4m9aBRiyXMYaXv3mvWOPYfGFa9jZB+BlpLeLbrY84cQbY1Pblvbbl2seiuuo8cB1oOhlONnUH7/LApueAqtTf6wo+gYUk44r/MfASGI7dqGa/D45CJb1hEQi5B26lXJa2v64r/Yi0aR9z9/YeezvyF1ymXtDuObeDG+Nq9t2YOsW3vTCoPULV5IrLqUwKevdlkIobrT0L0Z5M6+DwDN5SPvqocRkRBmPIyIhGlc+QaJxl1o3kzM5nr8p18HQHDtO6juNOKBKlyDJ3ZocAMrFtHwf09jhgLYCkfhHjyeWPXXRKq/IF5XgerwtAlxWOl2IhZts0zSX+nS6NpsNgKBAPn5+dTUyFuYfoPhQHenkmhuIB7YReZ35lL15M2o5SmgGTStfgvXkAkdfpkdhaOo/7+niH3+Ac2ff9At6ui+HOtBU0tPg7aIWBjV7k6+bv1bRELQxuiqhh1bZkmn54hWbrLyeNvkIO95LEfhKIKr3qLs3otBmLhHnoJz8IT9uoaGj57ZywvvCrOpDr3oGOoXLySyYyOaO43mLxeDAFueFVrR3KmIWAjN5UNEm9FcPhLNAZo+/wDMOM1ffGgZewQZ3/4ZDUueo2n9f4nVlLeLS0fL1rLt/13QctE6CLNNSpqFbN04cOjS6EajUTweD/H4wfYWlfQIsTCJpnrrCXssROWCG8A0k+NhmjctI/+av+21mxAmVc/9BsNfgF4yBlveUOr+81C3qKTanIhIM+oegyEVw5HMogisWERw9dsA1H3wdzLPuzm5Xah0FfUf/r3Lc4hoiMCni3CUjEHRDKJVm61jvf83Ms77BVXP/QZb7mCoKQeg6fP3LQMnEsnCgz2pXHgLkYoNKKqGYjjQUtLJvfxPVC28hWjlV13q07z+QzzHnon/9OvY8fj1pE2/mtDGpYS2rGD7o1eRcdZPSJ0yy9LdNGn+6hN2LbonaVCFomLLHZQ8nm/ixfgmXtzuHDufv53wtjUU3vQ8O5/7DeFt68AU6Gk5ydS7vWLQkn7NPsML8XgcRVHoKvYr6X1ELEzgk5cQ0RD+M3+MnpbLzmd+DaZJypiz0JKFArsxQ40kAtW4h04m3lRnzSTrBmK123EUjiC682uMzOJ264zMYqI7v8Y9bAq6Jx3X4IkEWnJNW0k0N1D98p24R5y8z1leka2rqHryZrwTLqLho2et8mHdSF5b+pw/otqcJEKNRCo2UPefR1B0Y6/Cg7b4T7s62c8ALAPpnXARu17+/T6vPbjq34S2LEfzpBHesgJUnfxrF7D9ocupefMBdH8+RmYxTV98SO2//9w+Zh0LI+JxRKLzkEC0+msAy9M1E8nKtHhtBSCS+dCSgcN+xXQvueQSgsEgr70mh9v1J/TMI4hVbqLuvb9aVU12DyIUILDydRTdlvSyWlEdHjRvFpEdm9A8aTS2eJ2HSrRyE55jptO48g1yLvtDu3WekSez6/X7cI+Yhr34GAIrXsPIHtRum+aNSzH8hW3Gr+/rfF+1GEQF1ZNGrK6SyPYvUZ0+dr50J4nmenJn3kXTuvcQZhzPyNP3KjzoCkVVcR55AqrT2/n49TYkAlYJcrx2O+5R0wl/vRLNnYai26h9+yHi9ZWdHidW9ZVV9hwLo2g2FHV36ny8YafVX8LpJW3abOINO2le/1/MWAQRaUZIg9uvsNlsRKNRnE4noVDn4Z4usxfGjh0rli9fzrRp0/jwww97Qk/JIaI6vaROnkntfx5Gdfkwmxvwn349gWUv4Jt4CYlgXfJpfUfZA92FlpJB2rQ52AuGU/HXa8n7nwfRfVkABD552WrOHY/gGjIJ1Z2KGawjY8aNVD13G2a4CSOz2Ipxdoch0QxUw4EtbwjhLSvIu/qxZNOZPalceEuyGs3w55M69Xs4io/BjEWoX7ywe7I79gNbzlF4J1yE88gTUTQNRVGp/+hpAp++igg3A+bBTymW9AqTJk1iw4YN1NTUIIQ4uJSxVqMbj8eJx+OceuqpfPTRRz2mtKR7UJ1eK4VMCNDtVngoEcdIzyfvyr9gxsL7FbM8EDLO/xWuo8e389Q6o+6//yQR2EXGjBsB2PX6HzHDQUKbPu4WXdJn3IRn5MnUf/Q04dLV5My6q9NtIxUbMNILUTSDpvX/pfY/D5N7+f0YabkE175Hzev3dotO+4vq9JI98/fUvv0QkbJ1yHSwgYGqqmRkZDB16lSWL19OaWnpoTW8mT9/Pk6nUxrcfsnet81mKICakgGqhnPQcRT99AXs+UNxDZls9WB99/FuNbgAgaXPI9p0DjsQFN3WrmHModKa1dC07j08o07pclt73hBUuwtFN/CMOgV7/jBCm5dbx3G4u9y3JzBDARo+foHIjo0A6OkFOI44Dj2jKFmVJ+l/2Gw2pk+fTmVlJdu2dT3RY7+M7rx58xBCMHfu3G5RUNKdtG0RaGBklqDYXJiNNYCV2xqvryJSto7Ap69S9sdLeqTpdbRyE3XvPo4ZPbDwgBkNE6veul+x0/0+ZqSJcPkXJIK1uIZMOrCdld2epRlu6jadDoTItrXJB27xmjLCX39GfNc2GcPtx0QiERYuXMj69etxufZO1WzLATW8Uffj1lHShyRixKpLrWkHwgTTJF67ncpn54KiWst7MCYYXPVv6t57HDMWRph7V5YJM2H1TjATCDNBIhSg9t3HiJR/3q16xKpLCa5+u9PCg1bMcJDQlhWIeBRhJgh+/j6RsnU4jzgOMxYhWl2675NpNrzjLiBl3IXJXhCqJ/2QWi0mGncdwgh4SW8yefJkLrzwQq66yirQWbhwIaWlpV3us18x3baUlJSwdevWQ1ZWcviy+6HQCdCmqXpPPshri+L0ghkn8/xf4Sw5tt26tmXAieYGdj43j1htOSiqNQl4ymU4jxiDGY9S/ufvIyJd96bQvJnk/eBhVMNOItRIzRt/Ivz1SqsT2pBJRMu/OKjG8WpKOmZzYP/GA0n6BE3T+Ne//sVFF13EiBEjiMVifPbZZyiKgqIoh/YgrS3Lli1j8ODB3H333dx9993dexWSwwrV6cU96lRsmSWoDjdmuIlodSlNazsYI97NpJ/3S6IVG2haY/XD9YyeTuq0y/crdSzeWEv1q78nWr6+w/WuEd/CDDUSq9pCoqmW/KsfR0/NTq7f9dp9NH3xoRVuNxO7m99IDhsKCwu59NJLuffee0kkEtjtdhYvXswJJ5wA0KXRPeDeC+PGjWPevHnS4Er2iRkK9FrK1Z7Uv/c4iqaTe8WfQYGdz8xFT80hZcxZ+9zXDDeSaOh4BI7n2DPxjr+Q8JYV2CZdQuU/f97hdt7xF2LPPhIUhebNy4lsW2eNkT8QWlpBSvoXiqJw4403cv/99zN9+nQWL17M5ZdfzowZM7jjjjuYOXNm1/sfqKcLsHXrVkpKSg5Vd8kAorX5tpFZgmp3Y0aarNjpmp73Wg8W1ZVK/tV/RbU5aFz9NoFPXrLa5Aaqk/0RWnOJW+lqwq6eXkjunPtQDQeh0lXUvPUQibrt2PKGkHnuL5LH2vXafWjeDNKmfg+AqmfnEt3xVUsnOMlAxm63I4QgHo/jcDgYM2YMa9asYfPmzUyfPp1IJEJFRQWBQKB7PN36+nqWLVvGSSedRCwW45lnnmHOnDkkuihjlAxs9jX00jflsj4aerlvzOZ66t57nLRTrkTzZBCvKSfjvFtwHXUiFY9dS+WTN1Nw3QIAqp6bhz1vCIlgbafZHd4JF6FotmTZsv/066n51/9iyyyh+tW7yf3+Pcltg5+9TvCz19F92aDpGFkliHiMaMWXvXHpkh4iFovhcDiIxWI0NzezefNmXnzxRVatWsXGjRv57LPPGDp0aJdhrAMyurFYjFtvvZUvv/wSTdOw2+0cffTR+P1+lixZcsgXJOlfuEefgf/U/0mWp+75b9RqgF1Hj8c56Djq3u3YQ+xLgqv+TbRy0+4ZZ5qNir/9mHiwFswYzZs/xVE8Gs/o6S0/HJ3kLysqnqGTUVSV5o1LsWUUJfN4g2vfAxEnVLqaWM02Ijs2YEZDuIZNxTN8Kjufvx1Z4DCwKS4u5tRTT6W2tpaXXnoJIQS33XYbCxYs4IILLqCgoIBHHnmEoUOH7vNYBxVegN0hBrvdjmmaxONx2RTncMJwknbSZXjHnosQgvoPFiQ7hHX2UKqrW/N+g6bjGX0GjqJR1Lx+n9UwR9X2GSIxMorImX0fqmGn9j+PYEabadqwBKIh8n7wMJVP3ozq8FgN3BXFmsoRi5Ix40bK7p9l5fyaMg1sIOHxeBg1ahTLli0jLS0Nu93OnXfeyezZs/e5b7c+SGuluLg4aWRvvfVWysvLKSwsZP78+Qd7SEl/IhYiuOZdXEeNp+rZucTrKpK1/8E173T4UKp16GW0clO3V7x1G4k4wc9ea9fNbH9cBdXhSXr2ZixMIliHLaOIaMUGFM1AT8slWvkVRkYhRnohkcqvSMR2IeIxRDQsDe4AJBKJsGzZMkzTpKamht/97nf7ZXD3RbdOjvj3v/uxhyM5YGI7t1gzu3RbcpQ5JNAzCgmufbfDTIBI+XoSwdpe17XH0XZ/VVTDQaRxF/a8IUQrNiASMcxoCM2dRrR6G9HqrUS2f0lk+3qa1r3bspMuDe8AIxbbnSPt8/n41a9+1S3HPSSj29oIJ5FI0NDQwIoVK7DZbGia1mVrM8kAIx7DNXwqzV98CKpmTRPuwIAkmhuofuX3+E+7ltr/PHJYNdeObFtLuGwdmjuNxs/eAJEg3tKdrOKxq5Pb7Xqlkx680uAOSBRFwTAM3nrrrW475iHV9bY2wrnrrrt45ZVXAJgwYYI0uIcFiiWqDgiiOzahefxg2BHhICIaouz+y6xZYi20PmByDZ6A55jpfaZ5T6D7C7DlDqb27Yex5Vj5t7q/wOoNrChWMxpVBxQUe+83ypF0L7NmzWL16tWoqkphYSHjxo3rvoMLITqV448/XhwoVVVV4umnnxa//OUvBVa4TMphIGpKplBcqdZrzdZ+vaoJQNgLhgvPmDNF8S2vifSzb+pznbtbjMwSoehtr10RqLpQbC6BZnSwj7W+r/WWcuDi9XqFzWYTBQUFYtKkSQdsB4HlndnVbu9goygKDz30EA8++CAej4fhw4czaNAg7Hb7vneW9FvMxmpEc731oqUZi5aSTv51C1qKAhQ0jz/ZVrEv2iL2NPHGGlwjvoWemmN5tgqodqfVSCjZI6FtRoeQYYUBxg9/+ENyc3N58803Oe6447j99tu7/yTd7em2Ze7cuX3+iyWlZ8VeOFLYS44VGA6htnjCimEXuj+/z3Xbb9EM4R13gVAdKUJxei2vtcV731Ns+cP6Xl8pPSaqqoqSkhIxZswYsXz5cvHEE090u6fbrdkLrTzwwAMsWLCAlStX9sThJf0Bw4miQHTn14iI1XfWbOn36jjiONDtxGsPsNdAL6PYXNjzh6C5UvFNnkVoywp8k2biHjoJMxYBRaHikausVosttGtZKTMSDjs2bNjAokWL2LhxI8cffzxr167t9nP0iNHNy8vj1ltv5a233iIUCmG321m6dGmPXICkj4iFEJ2sCm1c2quqHAz2ghHEG6uJ7izFbK4nWlNGrHobu/71Bxo+eoZYyxTePYnt2LD7hTS4hx0nnngiuq7z5Zc9WK7dk+GFX//612L27NlCCCFisZi47rrr+vz2QYqUvUQ3BCh9r4eUPhFVVZN/33XXXcJut4vs7GyRnZ0tvF6vMAxDZGdni3g83i3hhV4bBTF//nz+8pe/9NbpJJJOUZ2+9gviMWtMj9LF16FlKoTk8EHXdfx+P2eKMICRAAAJAUlEQVSffTZjxowBYMaMGZSWlrJq1SpWrVrF7bffzpgxY1i1ahWapnXLeXvN6M6bN48tW7YwbNgwHA4HTqczOf5nfxpLSw4vdH/BbiPXyeevunzYi0a15L+C4kxBdXr3+xyqJ53MC+fiGjalpaLOwgw1dLxDV71r41EsZ0hyuBCPx6mtrcXlcvHyyy8jhGDEiBHk5OQkxefzYRgGOTk53Xfi3gov7EkwGBTjxo3r81sLKf1LtNQc6+8Osgds+cOEnpYrHIPGdrjeXnys8E64qH3OrNJy6yjzZaWAyMmx/r9aQwo7d+48JBvXGfR29sL+EIvFyM212u2NHz+ejz/+uK9UkfQjEvWV1h9tswTsHogEie7YBGaceN0Oa7kjBcOXjRlpItG4i8jWVUS2rmrZSWkJGQCarcVTlXzT0XXL5BmGwfDhw8nMzOx1HXokvBCPxwmHwyQSCRKJBOFwmHg8zrJly9iwYQOmaVJVVcWbb76JoiisXLmStLQ0GWaQtKHN/0LrcMg9sgXSJs8kVrWZRP2ODgY4Cqs8V3dIg/sNRlVVVFXFZrNRWFhIba3VjOmUU07h5Zdf7hulOnOBxSGEF2677ba93PrbbrtNPPXUU6KkpES4XC6Rk5MjRowYIS688ELx85//XLjd7j6/9ZAiRcrhJWeffbYAxC9+8Yu2t/5i06ZNhxA82Dd0EV7o0ZjuvpgyZcpeb9LcuXPFq6++2ucflhQpUgauaJompk+fLu644w4BiMzMzGQaGCAyMjLEwoULe8y20R9SxtrSGn6YOHEigwYNYsqUKQQCAUshVeXcc89tt73s2yCRSPYHVVVJT0/H6XTy2GOP8cADDzB06FDWrFmTTAMDWLRoEeeff37fKNmZNRY96Ol2Fn4QQohQKCR8Pp+YOXNmn/9aSpEiZWCI3+8Xw4cPF4BIT08XXq9XZGRkiMsuu0zU1tbu6YV+M8MLpaWlAhB2u1243e6kPPnkk0IIIYqLi/d6Y7/++usOQxJSpEj55oiqqsJms1psDho0SNx9990iPz+/x2zVwUB/TBlrO2OtI0pLS/daZpomeXl5HHXUUXz1VT+dwSWRSHoUXdcpKSlh48aNLFu2jIyMDG6++ea+Vmu/6ZOY7sEghODKK6+kqqqKNWvWJH81brvttr5WTSKR9CKqqjJ79mzy8vLIyMjoa3UOmAFjdK+55hrWr1/PokWLcDqdyeXz5s0jHA4TCoXw+Xwy11ciOYz49NNP2bFjBwsWLMBms6EoCjabjTfeeKPv8mwPkT4LLxwIW7du5ZFHHsFut7ergX7kkUeYNWsWQ4YMYevWrX2ooUQi6QmKiorIysqiuLgYj8dDXl7egG8ROyCM7v7Ef4UQXHHFFZSWlvLGG2/gdDqZMmUKZWVlJBIJysvLe1FjiUSyv6SmpuLxeJLf0ZNOOol169ah6zqrV69m+vTpTJs2jeuuu46NGzf2sbaHzoAwuvtDa/jhnXfewTAMwuEwQgjpAUsk/RhFUTBNk4qKCsDqiaBpGm+++SYvvPAC8+fPZ+zYsVRVVfHYY4/xxBNP9LHG3UBnaQ2iFyrSuos9088MY+/JrIZhCL/fn0w1kSJFSv8RRVHE0KFDRSAQSH6vw+GwuPzyy0VKSorIysoS99xzTx9amQOD/pin29d0VKABCI/H0+f/gFKkHG6iKIpQVVWsXr1aCCHEPffcI3RdT445v/7669sZ3IEO/a0MuD8wb968dm/E3LlzAQgGg32smURyeJCZmUlKSgper5dzzjmHlJQUVq5cSSKRoKioiJSUFLZv305ZWRl//vOfSUlJ6WuVe4XDJqZ7qLROsZBIJPuPoigYhkF2djZVVVVEo7vbaFZXV/PEE08wZ84cABYvXsy1117Lddddx9ChQ3n11VcHZJ7toaKILrICxo4dK5YvX96L6vQPtm7dSklJSV+rIZEMCBRF4YorruCvf/1rX6vSb1AUZYUQYmxH66R71wGtKWodiayAk3xTKSkp4dFHH2XatGnMmTMn+Z0wTVMa3ANAGt0DZM9YsDTCksMRwzCw2WwUFBRw+umnk5eXR1VVFbfffjsjR47k/vvv72sVBywyvNDNzJs3j9/+9rd9rYZEckCoqkpRURFTp07l73//e1+rM+CR4YVepK0n3NopzW63ywd1kn7DggULWL9+PSkpKfj9/mRPgxkzZvDAAw/0tXqHPTJ7oQfZV/lyK7FYjBtuuIGnnnqKeDxOU1NTL2gnOdywpeUQravca3nr/2AkEuGaa67hRz/6EU6nk3nz5nHTTTf1tprfeGR4YQCwatUqzjvvPFnS/E1EUazyAiD5h6qhaDqg4PFncebFs3nwzl+T7pFjrfoLXYUXpKc7ADj22GM7bOoOUBOM8I+lpbz1eSXb6kI0RxPUL15Iw0dPt9vOXjiSSNm6nldWcgAogABFxVE0ivSzf4LuzdxrK00Bt10n3W1jWK6X0YWpfOe4AmlkByjS0z1MqQlG+MNbG3hj3Q4C4XhfqyPZT5yGypjCNE4akikN6wCmK09XGt1vADXBCC98Vs6XOxrZFYxQ3RimOhihvjlGYt8hZ0kPoauQ53MyMt8nvdfDDBle+IaT7rHzw6lHdrq+NUTxzvqdVDdGCIRjRBMmpjTI3YKC5cEWpbs4fXgO359QIo3rNxjp6Uo6pdVDXl1Wz8aqRpqjCULROFFT0BxJ8E22yQqgKmDX1WS8NTPFQYbHztDcFOm1fsORnq7koNiXh9yWtgZ6/Y4ANU1RmqMJEqYYMMZZaRXFMqhOm0a62y4fXkm6FWl0Jd3CwRjo1hjzzkCY+lCMhCkIxxOoCigoJIBoLEFCCBLm3sdpNZIOXUEoCqYA0xSYQiRDIwqgqmDXNQpSnZwxUt7eS/oWaXQlvc6BGGiJ5HBD1qZKJBJJLyKNrkQikfQi0uhKJBJJLyKNrkQikfQi0uhKJBJJLyKNrkQikfQi0uhKJBJJLyKNrkQikfQiXfZeUBSlGpCdsyUSieTAKBZC7N0cmX0YXYlEIpF0LzK8IJFIJL2INLoSiUTSi0ijK5FIJL2INLoSiUTSi0ijK5FIJL3I/weogPHPoXYKtwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Draw our connection network\n",
"nx.draw_networkx(G)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But if you try this with a larger data set, you get what's affectionately called the \"fuzzy hairball\" by data scientists.\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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