{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Copying Marilyn Monroe's loves from [http://www.thelovesofmarilynmonroe.com/the-lovers/](http://www.thelovesofmarilynmonroe.com/the-lovers/)\n",
"\n",
"First, some imports..."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import requests\n",
"from bs4 import BeautifulSoup\n",
"import re\n",
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Read in the data\n",
"\n",
"We're just going to scrape it from their page."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"response = requests.get(\"http://www.thelovesofmarilynmonroe.com/the-lovers/\")\n",
"doc = BeautifulSoup(response.text, 'html.parser')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" image_url | \n",
" name | \n",
" occupation | \n",
" place_of_meeting | \n",
" relationship_type | \n",
" year | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" https://static1.squarespace.com/static/5623852... | \n",
" Andre De Dienes | \n",
" Photographer | \n",
" Photoshoot | \n",
" Relationship | \n",
" 1945 | \n",
"
\n",
" \n",
" 1 | \n",
" https://static1.squarespace.com/static/5623852... | \n",
" Arthur Miller | \n",
" Screenwriter | \n",
" 20th Century Fox | \n",
" Marriage | \n",
" 1955 | \n",
"
\n",
" \n",
" 2 | \n",
" https://static1.squarespace.com/static/5623852... | \n",
" Ben Lyon | \n",
" Actor | \n",
" 20th Century Fox | \n",
" Romance | \n",
" 1946 | \n",
"
\n",
" \n",
" 3 | \n",
" https://static1.squarespace.com/static/5623852... | \n",
" Billy Travilla | \n",
" Costume Designer | \n",
" Film Set | \n",
" Romance | \n",
" 1952 | \n",
"
\n",
" \n",
" 4 | \n",
" https://static1.squarespace.com/static/5623852... | \n",
" Charlie Chaplin, Jr. | \n",
" Actor | \n",
" filmset | \n",
" Romance | \n",
" 1947 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" image_url name \\\n",
"0 https://static1.squarespace.com/static/5623852... Andre De Dienes \n",
"1 https://static1.squarespace.com/static/5623852... Arthur Miller \n",
"2 https://static1.squarespace.com/static/5623852... Ben Lyon \n",
"3 https://static1.squarespace.com/static/5623852... Billy Travilla \n",
"4 https://static1.squarespace.com/static/5623852... Charlie Chaplin, Jr. \n",
"\n",
" occupation place_of_meeting relationship_type year \n",
"0 Photographer Photoshoot Relationship 1945 \n",
"1 Screenwriter 20th Century Fox Marriage 1955 \n",
"2 Actor 20th Century Fox Romance 1946 \n",
"3 Costume Designer Film Set Romance 1952 \n",
"4 Actor filmset Romance 1947 "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"loves = doc.find_all(class_=\"gallery-project\")\n",
"elements = []\n",
"for love in loves:\n",
" element = {\n",
" 'name': love.find(class_='project-title').text.title(),\n",
" 'occupation': love.find('strong', text=re.compile('.*Occupation.*')).next_sibling,\n",
" 'place_of_meeting': love.find('strong', text=re.compile('.*Place.*')).next_sibling,\n",
" 'year': love.find('strong', text=re.compile('.*Year.*')).next_sibling,\n",
" 'relationship_type': love.find('strong', text=re.compile('.*Type.*')).next_sibling,\n",
" 'image_url': love.find('img')['data-src']\n",
" }\n",
" for key in element.keys():\n",
" try:\n",
" element[key] = str(element[key].text)\n",
" except:\n",
" element[key] = str(element[key])\n",
" elements.append(element)\n",
"df = pd.DataFrame(elements)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Building a graph\n",
"\n",
"We'll use the `name` and `place of meeting` columns to try to build a graph, and add in the `year`, `type` and `occupation` columns as edge attributes."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Ignore matplotlib warnings\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('Andre De Dienes',\n",
" 'Photoshoot',\n",
" {'occupation': 'Photographer',\n",
" 'relationship_type': 'Relationship',\n",
" 'year': '1945'}),\n",
" ('Photoshoot',\n",
" 'David Conover',\n",
" {'occupation': 'Photographer',\n",
" 'relationship_type': 'Romance',\n",
" 'year': '1945'}),\n",
" ('Arthur Miller',\n",
" '20th Century Fox',\n",
" {'occupation': 'Screenwriter',\n",
" 'relationship_type': 'Marriage',\n",
" 'year': '1955'}),\n",
" ('20th Century Fox',\n",
" 'Ben Lyon',\n",
" {'occupation': 'Actor', 'relationship_type': 'Romance', 'year': '1946'}),\n",
" ('20th Century Fox',\n",
" 'Frank Sinatra',\n",
" {'occupation': 'Actor',\n",
" 'relationship_type': 'Relationship',\n",
" 'year': '1954'}),\n",
" ('20th Century Fox',\n",
" 'Hal Schaefer',\n",
" {'occupation': 'Vocal Coach',\n",
" 'relationship_type': 'Rumour',\n",
" 'year': '1954'}),\n",
" ('20th Century Fox',\n",
" 'Joseph Schenck',\n",
" {'occupation': 'Company Owner ',\n",
" 'relationship_type': 'Rumour',\n",
" 'year': '1947'}),\n",
" ('20th Century Fox',\n",
" 'Marlon Brando',\n",
" {'occupation': 'Actor ', 'relationship_type': 'Rumour', 'year': '1955'}),\n",
" ('20th Century Fox',\n",
" 'Robert Slatzer',\n",
" {'occupation': 'Writer/reporter',\n",
" 'relationship_type': 'Marriage/relationship',\n",
" 'year': '1946'}),\n",
" ('20th Century Fox',\n",
" 'Tommy Zahn',\n",
" {'occupation': 'Actor', 'relationship_type': 'Romance', 'year': '1946'}),\n",
" ('Billy Travilla',\n",
" 'Film Set',\n",
" {'occupation': 'Costume Designer',\n",
" 'relationship_type': 'Romance',\n",
" 'year': '1952'}),\n",
" ('Film Set',\n",
" 'Edward G. Robinson Jr',\n",
" {'occupation': 'Actor', 'relationship_type': 'Romance', 'year': '1956'}),\n",
" ('Film Set',\n",
" 'Elia Kazan',\n",
" {'occupation': 'Film and Stage Director',\n",
" 'relationship_type': 'Romance',\n",
" 'year': '1950'}),\n",
" ('Film Set',\n",
" 'Howard Hughes',\n",
" {'occupation': 'Film Director',\n",
" 'relationship_type': 'Romance',\n",
" 'year': '1952'}),\n",
" ('Film Set',\n",
" 'John Carroll',\n",
" {'occupation': 'Actor ', 'relationship_type': 'Rumour', 'year': '1947'}),\n",
" ('Film Set',\n",
" 'Mel Torme',\n",
" {'occupation': 'Musician ', 'relationship_type': 'Romance', 'year': '1955'}),\n",
" ('Film Set',\n",
" 'Milton Berle',\n",
" {'occupation': 'TV Entertainer ',\n",
" 'relationship_type': 'Romance',\n",
" 'year': '1948'}),\n",
" ('Film Set',\n",
" 'Yves Montand',\n",
" {'occupation': 'Actor', 'relationship_type': 'Romance', 'year': '1959'}),\n",
" ('Charlie Chaplin, Jr.',\n",
" 'filmset',\n",
" {'occupation': 'Actor', 'relationship_type': 'Romance', 'year': '1947'}),\n",
" ('Fred Karger',\n",
" 'Columbia Pictures',\n",
" {'occupation': 'Vocal coach',\n",
" 'relationship_type': 'Relationship',\n",
" 'year': '1948'}),\n",
" ('Columbia Pictures',\n",
" 'Natasha Lytess',\n",
" {'occupation': 'Drama coach',\n",
" 'relationship_type': 'Romance',\n",
" 'year': '1948'}),\n",
" ('Georgie Jessel',\n",
" 'Party',\n",
" {'occupation': 'Entertainer',\n",
" 'relationship_type': 'Rumour',\n",
" 'year': '1948'}),\n",
" ('Party',\n",
" 'Milton H. Greene',\n",
" {'occupation': 'Photographer',\n",
" 'relationship_type': 'Rumour',\n",
" 'year': '1955'}),\n",
" ('Party',\n",
" 'Robert F. Kennedy',\n",
" {'occupation': ' ', 'relationship_type': 'Relationship', 'year': '1961'}),\n",
" ('Party',\n",
" 'Spyros Skouras',\n",
" {'occupation': ' President of 20th Century Fox',\n",
" 'relationship_type': 'Rumour',\n",
" 'year': '1951'}),\n",
" ('Hans Jorgen Lembourn',\n",
" 'Unknown',\n",
" {'occupation': 'Writer', 'relationship_type': 'Rumour', 'year': '1958'}),\n",
" ('Unknown',\n",
" 'Sammy Davis Jr',\n",
" {'occupation': 'Entertainer',\n",
" 'relationship_type': 'Romance',\n",
" 'year': '1954'}),\n",
" ('Henry Rosenfeld',\n",
" 'New York',\n",
" {'occupation': 'Dress Manufacturer',\n",
" 'relationship_type': 'Romance',\n",
" 'year': '1959'}),\n",
" ('James Bacon',\n",
" 'Restaurant',\n",
" {'occupation': 'Writer (columnist and author)',\n",
" 'relationship_type': 'Romance',\n",
" 'year': '1948'}),\n",
" ('Restaurant',\n",
" 'Joe Dimaggio',\n",
" {'occupation': 'Baseball player',\n",
" 'relationship_type': 'Marriage',\n",
" 'year': '1952'}),\n",
" ('John F. Kennedy',\n",
" 'Dinner Party',\n",
" {'occupation': 'President',\n",
" 'relationship_type': 'Relationship',\n",
" 'year': '1950'}),\n",
" ('Jim Dougherty',\n",
" 'School',\n",
" {'occupation': 'Marine', 'relationship_type': 'Marriage', 'year': '1942'}),\n",
" ('Johnny Hyde',\n",
" 'Racquet Club',\n",
" {'occupation': 'Agent',\n",
" 'relationship_type': 'Relationship',\n",
" 'year': '1949'}),\n",
" ('Jose Bolanos',\n",
" 'Mexico City',\n",
" {'occupation': 'writer/producer',\n",
" 'relationship_type': 'Romance',\n",
" 'year': '1962'}),\n",
" ('Nico Minardos',\n",
" 'Film set',\n",
" {'occupation': 'Actor',\n",
" 'relationship_type': 'Relationship',\n",
" 'year': '1952'}),\n",
" ('Sydney Chaplin',\n",
" 'racquets club',\n",
" {'occupation': 'Actor', 'relationship_type': 'Romance', 'year': '1947'})]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"g = nx.from_pandas_dataframe(df, source='name', target='place_of_meeting', edge_attr=['year', 'relationship_type', 'occupation']) \n",
"g.edges(data=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We **don't need to build the graph again**, we can just start drawing it!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Let's start by pulling the dataframe into a graph..."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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GU6dOxcKFC7Fz50789ttvOp2o8wIDA5Geno7ly5fDz88Pf/jDHzBv3jwIIRATE4PnnnsO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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"nx.draw(g)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Which is pretty ugly! So let's style it a little bit..."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WrBjbt29n8ODBrF69miJFigCwefNmHn/8ceLiDnpFSjaQjO9oNBb/S+F0fK0j\nkUjQFvgPPvz4wcxKOefClz/egs9r/gUUAOoDa5xz3XOcpxVwNX5J5Qx81hNe8+d28uiuNwKYjF9T\ntDu3HfDFyM6C7FHw3BNwd3DcD+HDk0MVC2wFrgRW4sOwT8ysAv5nAkB3fO0iB3wKhM+O2uqcy8Ss\nCPgpkMmHMYAW+B84T0AR4KqweymLn2kZbjV+plLIhrDvU/G1eU4mjYHh5B4GhRTA39Nc4BL25oQi\nInKK0wwhEZG/K18Udhq+kGoMOf/Bn5YG6ekwfjwZl1zCU0WLMmrUKObOncsTTzzB999/D8DixYvp\n1KkTxYoVwzlHq1at2Lx5M61atSIj2P79oosuIjMzkwULFhAVFUXNmjVJTExk3rx5jB8/nqVLl2Jm\ndO/enREjRlCiRImDCYOy8LOAduJ/EWwGnAbcAXyJwiCJEGZ2KVAJGO2cm4sPR27JsdvHzrkZzrns\nYL2dvLzmnFvnnNuGX2KZc8ZKbfIIB27ApwEB9r+erB0EPoMrzewsoIhzbuZ+dt+fQsBI59wS59xu\nfN3nfPifBVuC+9zqnEtwzhUJfs0tcEk8zOsDPiEbDrznM6XtzrnZwU3r8H8u4SoCa4/kesfRhcDH\nHFytqHz4ZXGzgHOP5aBEROT4USAkInIMBYvAHlLx1KN04fAOQbn+rB+K/yi9oHOclpHByMRELsnK\nYtCgQZQsWXJPILRkyRISEhJ4+umn6datG/Xq1WPy5MlUqVKF/PnzM2eOL9Fz3nnnMXXqVLKzsyld\nujRNmzYlOTmZSpUq8cYbb/DSSy9RtmzZA408FALtAN7BfxJfFL8E5mvU7UYi0+3A5865UAgyghzL\nxoCDbcV+oBkrRfI6sMJBXuDfwHwoA3TC1/Q6XPmAjmaWaGaJ+HAYIMk5F5oh1M78MjfMrJyZNcnl\nPD/jC83vVyZ+2lTokRF8/VJgF7infEHr8PuZBNQ0s5vMLJ+Z3YJfXvXJId3liXEO8Dk5GggcoPtw\nFP6/j2/xM9BEROQUp0BIROTv5hA6BF2MX0KRjG/B9dgHH7B26lQSExOpXbs2AGvWrOGCCy5g82Zf\nkqdGjRosW7aMatWqUbVqVSZO9OVJrrrqKlJSUkhLS6NgwYJ07tyZBg0aHMyIQyFQIvA2vv5GMfxy\nk+koBJIIFuya1QpoaGYbzGwD0Bk418zCZ2rk/E1+v7/Z5yIF/zMjEfZNjfaM5SBPFAdcAGvwZYeO\nJBDKwodFg4oeAAAgAElEQVQQ+YJfVwG3OeeGh+2zGr+Ebie+i+CZuZznXQ5i+Pfhp0aFHncEXzeg\nDWRt9EWq91zb+Tpl1wOP45e2dQb+5Zw71NrVx1sV/M/WfbqHOef2NAz47rvv+Pzzz9myZcuemaBB\nFjxuKr4Jm4iInMIUCImIHAdmdpqZTTKzzcG20ZPMrHzY9mlm9lywPXGymU00s2JmNtzMdprZ7GCX\nodD+Z5nZVDPbZmbLzKxVaNtQeOVsiCuEL/rQ/yDHeB5QA/j26aeZNm0aGRkZtGzZkt69e/P0009z\nxRVXsHjxYkqVKsXKlSuJjo5m8eLFvPzyyyQkJNCrVy8GDBhAfHw8EyZMoGbNmhQpUoRGjRqxZMmS\nPdepXLkyL730UvY555yTXbhwYXfppZf+vmrVqhvwIdC9+E+fFQKJeM3w/z+cjV/e9Q+C/6vi6/Pk\nZSNQ9RCuswCoORq2pEFar8Mba0ja834WU0Pn3KojOM8twK/Ahc65QvgVaznLFw1wzlV1zhV2ztVw\nzr0G4Jyb5pzzP2Od2wRMWQXZV+ZxoWn4BC38EVb1Ojvavz/fOOf2qRnknJvunKsTXK5Wzzn3fdi2\nS51zQ8Oev+2ca3Rob8FRVwZfOyqBsJAsPAx6++236dixI8899xxdu3ZlyJAhJCf/pfpSHP5zhEuO\nz7BFRORYUCAkInJ8BPBLoCrha0ykAQNz7HMzvoNNOaAaMDN4TFFgCdATwMzi8Z/OjgBKBo/7r5md\njVnJblD/TfyUm0XAFQc5wNn437war15N6yuvpE+fPkRFRfHHH3/w4osvsmPHDho2bEjfvn25//77\n6dq1KykpKSxZsoRt27bRr18/AoEAv/76K61bt+aVV15h8+bNXHPNNVx33XXs2rUrE0jOzs7OHjx4\n8JYePXo0i4uLKzFjxozMKlWqnMneIrEistftwDvOuT+ccxtCD/zPj1vNLK8GIUOAs4PLrcYf6CLO\nuV+BZ26GtqdDzKVHNmY7H153zn13JCdxzn2Eb4X+QXAG0CJ8gfzD8QJ+JdghS86XL+vl6OgiwP8O\n89oni6LAd/gW8uHFt/eEQXPmzGHkyJHMmDGDb775hmuuuYYlS5bwyy+/AH9ZUhbHkc0AExGRE805\np4ceeuihxzF64D94bp/L6//AFycN3++psOcDgClhz68D5ge/vwn4Nsf53gR6Oni0PGQPBrcDnNvP\n4x1wUeASwBUMfijeCVx2TIxz/fq5efPmuTJlyrhhw4a57OxsN3r0aAe4+fPnu6ysLBcTE+Pmz5/v\ncnrmmWdcy5YtQ08zMjMzk0qXLp01dOjQD51zF7J32Udo7P2AwSf6z0oPPfQIPmCcg6z9/fzYzyPL\nwdgTfg+539e9DlIO5X4mRUe7uAIF3A033JCZnp7+pHPOTvh9HN6joHNugXMu3YVJSkpyDz74oMvI\nyHCpqamue/furnjx4u7TTz/ds8+DDz7oHnzwQZeHxJPg3vTQQw899DjMh2YIiYgcB2YWZ2Zvmtnq\n4Cfd3wBFzCz8U9rwFtJpuTwPFX+tBFwYKrQaLLZ6K76+Re1xYJODOzXETzPKy0X4giFJ+Johi4En\n09Nh4UJq1apF3bp16dq1KwkJCdx9990AFCxYkC1btpCenk61atX+cs61a9dmly9fPgPYDAyMioq6\nYsOGDbPbtWv3Eb5lNpz8rZhFItlhz6Zx/rgXju5wjhLnBgNd2NumPm9mEBfHtS+/TMquXYwfPz4q\nOjr6KU7NDlvRwKfAGcHv9yhQoAC3334727ZtIzk5mccee4z27dszevRovvzySwDq1KnDzp07c9YS\nCjnY0lIiInISUiAkInJ8dMEXO73QOVcYuCz4+uH8Y/pPYLrzbZZDj4LOufuAIvXwfYQ34YuPtNrf\nmcKUAm7E96Fm+3ZGjBjB8uXL+f7779mxYwerVq0C/MzS4sWLExMTw8qVK0OHZ+BrU29MTU39YcSI\nEdODp+xsZnPwDYpOlVbMIpHNt1UPBScHLR2yesNyg4XHZmBHgXMz+PFH44YbsoiJgdjYfbfHxkJM\nDDRvDtOnw333hW8tALQ8jqM9GvLha/2cB8Tk3FigQAHq1KnDoEGDuOyyy9i6dStPPfUUZ5xxBg88\n8AB33HEHb731Fl26dCF//vw5D08Beh/7WxARkWMlr3XnIiJydBXCz/JJNLOiBOsBHaZJwItm1gb4\nIPjaP4DkFNj5EfAvfMXQwhx88r8V+AioCXDaaSQlJREdHU2xYsVITU3lySef3LNvIBDgjjvuyH74\n4Yfde++9t6VUqVLvP/DAA4s+++yzD1avXl0Z+MnMrsDPhHoI2AV8n/OaInKScm4wvq7MAHyQsL8f\nJdn4mUGP9YbLgQlm1tw5d0iB0nGQDxjFBRfEMH68sXkzDB0KCxfC9u1w2mlQqxa0awclSuR1/MGW\nZTsZGL7DWiNydJ3MysoiKmrvBNWePXsSFRXFjTfeyPvvv89jjz0GwIIFC2jbti3nnHNOznOn4j8/\neOXYDV9ERI41BUIiIseew/+jeQSwBViH/yWr2WGdzLkkM7sK+E/wEcB3wHkkCxa+C9mdIJCFn5I0\nfD/nmsnetVpxQGPg1ZgYqFWLtm3b8tlnn1GuXDmKFi3Ks88+y6BBg8jOzk4FEvv06TPyvPPOK12x\nYsXLgQ7BMYx2zi0zs9uA1/EFsucD1znncnYHEpGTmQ+F5gDdgGvwP8vCp9Sk4UOHycALMc7NwexN\n4P+AT83sX865ncd72PtxEX62op+ZWaIEPPponjvv3r2b33//nW+//Za5c+cyaNAggNrB4/e/5OzE\nM+BVNm5sxrvvxvHzz7BjByQkkFq9OnEdO7I1EOB///sf2dnZdOvWje7duxMXF0ebNm149dVXeeyx\nx3j77bf54osvKF26NNdff33o3Gn4LndtUDMAEZFTmjl3sv99JiJy6jKzn4BnnHMH7PJzlC5YElhN\nLksDDlpMDPzxR/gn5LuBTGAb8B4wCr8kRH+BiEQKsxL4jme1gSL48mM/A+/i3OZ9d7UA8AZwPnC1\nc25bHmctCLwInI7vevUKfgbksXIevoB/4dw2/vnnn8ydO5dJkyYxZcoUMjMzqVmzJo0bN2bw4MEs\nWLCAokWLpgTPs/wYjvPIjRw5mA8+aM/nn/tpQOl7S0Jl5M9PVCDAd4UKMbtxY2ZmZrJ06VJmzpxJ\noUKFGDRoEP3792fu3LkkJyfzzTff0KRJE4oVKwZ+Jth8/Eyww6ozJSIiJw8FQiIix4iZ1QTmAGc5\n51YfxwuPA27gcOrEmfnaGWPHhkKgLewNgRajEEhEDoL5PuYvAVcB/3TObcyxSwn8JMVy7A2wU/Gh\nUHeOzc+aOHyQ9ZdiOADXXXcdFStWpGXLlnTv3p0RI0ZQsWJFANq0acOtt97K1VdfnQTci5/xeXJq\n124ko0ffTHq675WWh2wgEBcH/ftzz/z5fP3110yfPp0yZcqwcuXKPU0DsrOzCQQC4D8c+BWoj+9F\nICIipzgtGRMROQbMrC9wG/D4cQ2DvBeAJuSoGXFQYmOhS5f1wNv4+kS/HN2hiUgkcM45M3sUHxx8\nY2ZXOuf+DG4uAnyHX75VIOywOHzNscLAgxz9UCgVX5S/am4bJ06cuOf7qlWrMmTIEO6//37WrFnD\n2rVrWbduHfhZTZdylAIhM2sHtHfOXXo0zsdNNw1h4sSbSUs74K4BgNRU6NqVN/v3p2uhQlSoUIGS\nJUuyZs0awDcRCIZBmfjGAI1QGCQi8rehLmMiIseAc+5x51w559xrJ+Dih9UhCEijQIGHqV+/LNAD\nhUEicgSc1xv4Hz4UqoYPVKYDldg3DAqJB+7A1yE6Fv9OnXGgHb799lsWLFjAvHnzeOqppxg4cCCX\nXHIJrVu3Bl+bp2H4/ma2yszSzCzZzDaY2VAzK5jryY+lF154eOhHH9156QHCoMX4aVtF8cnc+amp\nTO7cmf4338x//vMfAoFAKATCT/QiG9934NLg19C2dmb23TG5FxEROS4UCImI/B05N5i9odCBin5m\nB/d7hO3bXz3WQxORyOKcGwD0jYuLm56SkjIDOAOIzrlfhw4d+OWXX8CHQq3wS1WP9mz2b/Dt0v8i\nIyODt956i8cff5wOHTowYcIE7rvvPpo2bcp9991H7N4W9afz12Vn1znnCuI7Pp6HL8R9PF2W8f33\n/cnIOOCO1wH/BDYAm4DXgEK7dsELL1CrVi3ALxMLcsAO4BJ8Q4Rjzsy0gkFE5DhRICQi8nflQ6GG\nwHh88c+cHxunBV8fDzQM7i8ictQ55/5v6dKlOwOBQC1yKXof6mj18ccfE6xvGYfvbDaBXMKjIzCL\nPELyQCDAp59+ykMPPUTHjh3JysqiVq1atGrVirJly4bvmg7Uyu0czrkNwGf4YAgAM0sws/fMbLOZ\nrTaz7sHC22G72EAz22FmS82scY5jh5jZejNba2bPmVlUcFs7M5tRrVq14cVOO236zZMnR93L3u6R\nRXIZ3xbgd+Bu/PSsAvikpwHA5MnYjh173guA5557bnd0dHSKmc03s1/MrHnw2jWAwcDFwZlRiWZW\nNvh96JFqZnuW/ZnZnWa2xMy2m9lnZlYpbJszs45mtpyTvWC3iMjfiBJ4EZG/M+fmADceSocgEZGj\nLB8wtkKFCpUJtXwP07lzZ8aNG0erVq3o0KFDaJkS+FCoEfA50JRDXwabm1/II2CKiopiwIABlCxZ\nkkGDBrFo0SIKFy7Meeedx5VXXknRokVxzhEMZC4Afsp5DjMrHxzrV2Evvw4k4GsXFQvez3pgSHD7\nhcCHQHHg38A4M6sS7M42FD+Rpzp+5tQkfB2kN0PHdurU6bwH0tPJ6N2bUbt28Ta+QFNuigVPdBvQ\nHrgYKLV38PDpp+G7p86aNavP7t27h+InFLUEhplZdefcEjO7l7/WPyq493Q2nOCHz2Z2A/AkfoLS\ncuAJYCS+QHVIs+B7ceACSCIiclRohpCISCRwbjPO9ce5tjh3ffBrf4VBInKMBYBhwBVAbM6Njz/+\nOOvWrWPYsGFcddVVFCtWjOzsbLKyspg/fz7BYy7At4svdBTGkwkszWtjyZIl6dGjB3PnzqVJkyYk\nJCQwYsQI3n//fWDPUqo4ctQRAsabWRI+rNkE9ARC4dHNQDfnXJJzbhUwAGgTduwm4BXnXIZzbhSw\nDLjWzErhZ0k97JxLcc5tAl4Ono8aNWoULVeunHXu3Dk63+LFxO7adcCbN+BroDJ+TXEZ4DKCU3LS\n0uC330K7pgHNJkyY8Lxzbp1zLjs4tuX4P4/9X8fsceAs4M7gS/cCLzjnljjnMoHngX+EzxIKbt/m\nnFMgJCJynCgQEhEREZFj5Q38rJC/dD3s168fixcvZtSoUbz66qtUq1aNP//8kzfffJOmTZtSp04d\nFixYAH6JWS18QejTjsKYppFHB7MZM2awbNky/vOf/9CkSROeeOIJevXqxZgxYwDCZy/Vz3FoM+dc\nIfyMprPws30Ifs0PhHebXA2UC3u+1rl9+sOvBsriC2/nB9YHl2Ql4mcGlQRKPvTQQ09VqlQpAAQI\nLvU6GOWBgcDK4IXigbahjUlJBMdyGzDVzNoGl4uFrn9O2L3lysya4rvFNQsLdyoBr4adZxs+nwp/\nH/5ERESOKwVCIiIiInIsXIfPGv4SBg0cOJBhw4YxadIkxo8fz7Zt2yhUqBAtWrRg/fr1ADlr98Tg\ni1HPwgciR2IGkJzbhtKlS7NmzRoKFy5MdHQ0GzduZPLkydSv7/OfUG0d/OSav8xYcs5Nxy/z6h98\naQuQgQ9EQiriW7iHlLOwpCm4fR0+INkFFHfOFQk+Cjvn6gPf5M+fP2HPYQkJQC7r8Q6gAtARWBQa\nf3x81o4dOxLxy9YqAW8BnYBizrkiwV1Dl/lLqGZmZwLvAq2cc+EBz5/APWH3UcQ5F+uc+z5sn1xD\nOhEROXYUCImIiIicaGYlMXsUs/cxmxj8+miw/tepqjG5hEEA559/Pj///DMAM2fOZMOGDXzzzTfc\nc889VKlShUKFCtG/f39KlPC3H1yqFY0PVuaw78ySQzUbiMptQ61atahfvz4XX3wxbdq04YknnuDr\nr7/mnnvuyblrKlAnj/O/AvzTzM51zmUBo4E+ZlYoGLI8gl9GF1ISeNDM8ptZS6AGMNk5tx5fb2iA\nmRU2s8D5559f85NPPvkRqBwIBPbeQ+3aEBNDKWANsDuPgW3Hr2Vbga+svQX4P+AigJgYtu3aNSsl\nJSVUqykeH9JsBjCzO/AzhEI2AuXNrEBwe2HgY+Ap51zOMkaDgW5mVjO4b0LwXkVE5ARSUWkRERGR\nE8WsHr5FeVP8L9/hdXbSgGcwmwK8gHOzT8AIj0SutWCcc1x88cUAZGZm0rJlSx5++GGioqIYO3Ys\nn376KX379qV8+fLMmTOHunXrEggEyM7OJhAI5MfPzpmLr4n8+2GMaxV5dBoD6N+/PzNnziQ1NZVA\nIMDll19OIBAgJSWF+Pj40G6h2kbTc7m/zWb2HtADuBF4AF9Y+jd8h7K38DlMyI/4VvZb8CFLC+fc\n1uC2tsCL+GLYhZKTkwM7duwINQjbI7ttWwI9e3IFUBMojf/Ud0uOsRUI3vyVwW0FgcuDgyMzM+v5\n777ri1/mh3PuFzMbgG9clg28h59dFfIVsBjYYGbZQAvgTOBlM3s57P0o6Jz7yMwKAh8EQ7EdwFRg\nTM73T0REjh/bd8myiIiIiBwsM2vHXzstHezB9+ILDMcQNmt7FVAFv84o+MldNj5I6IJzg49wvLH4\nGSuXAZ87547lLI3rgA/IY5ZQuKSkJN555x2++OIL+vTpQ61atdi6dStdu3YlISGBV155JechWfhu\niZeynyLR+/Ft8Ni/yMjIIDExkbVr17J+/XoWLFjAjBkzaN26NbfccgtZWVlERUWBby9/9WFc+3BE\nAWOBf5Lj/QyNJ6VJE2KnTiVwOP+2N3M49xHO3XhURisiIqcELRkTERGRiGVmq8zsyhyvtTOzvDp3\nH+r57zKzpWaWZGYbzWyymRUKC4PiOPC/xwLB/QYEjzsSLfCdxosd4zAIYCJ+tknK/nbKzs5m3Lhx\njB49mtdeew2AkSNHMnHiRN555x02bNjA008/nfOwKKAofvbKuYcxtq/wHcf+YtmyZdx222306tWL\nIUOGsHDhQsyMadOmAfvUETr/MK57OAw/qyjPMGj9+vW0+eUXMqNyXQl3YL748wtHOlARETm1aMmY\niIiIyDFgZg3x7bWvds7NM7OiwHWzfO2ZUBh0KEKh0Bycm3OYw6oE/Bps/X1IzCzfYRz3OH6y08Pk\ncb+BQIAmTZpw1llnkZCQQLt27bj88suZPXs206dPp0OHDixatGifY4LLxwxIwM/2+Sd+6dXB+gEf\nVCXk3FC5cmUefPBBzjvvvPCi1pxzji+fE1b/uRA+XNt4CNc9HH2BVuTy/gVnKjFkyBDOvv12CpQr\nh+vSBUs7pM7tqfjZZ4f735SIiJyiNENIREREZD/M7AkzWxmc5fOLmTU/yEPrATOdc/MAnHPbnHPv\n1vMtuWPSgC74hCYBv34p/Nf44fh2U8WBPntfjpkC/cxsZrCF93ozGxgq7Bsc71lmNtXMtpnZMjNr\nFXy9N76uzU1mlmxmdwVfv9PMlpjZdjP7LFjjJXQuZ2YdzWw5sPyQ3jjPAU8Bz+CDh7/Izs6mdOnS\nXHjhhaxatYpSpUrRs2dPJk2aROHChWnbtu2eGkKzZs0C2PMcP3umEPAl0PAQxjWbfes17VGwYEGu\nvfZaypYtS2ZmJvPmzePtt9+mTJkybNy4T/aTjv8zPpYexzcCiw9/ceDAgfTr12/P81KlSvH777+z\npWVLbMAAXFwcWQc6sw+2QmHQES1FFBGRU5NmCImIiIjs30qgAbABaAkMM7PqwS5Q+/Mj8GwwiPkc\nmON89tMUCHTFV+T9Hl8E+Ef2/aTuO2AZ8Cu+evG/gRoQKA71L4ZmM+ELoDwwBbgfeMXM4vHFensE\nr1MLmGpmi5xzPc3MAdWdc7cBmNkNwJP4ej/LgSeAkUD9sKE0Ay4kjyLRB6kvvtX7S+QIYsKWYFGt\nWjUWLlzIc889R9WqVVm4cCGtWrWiU6dOfPfdd/Tu3Zv69evTu3dvAoEAzrnQjJ14YDK+iPOnBzGe\nLfjCxrl2cRsyZAhjxowhIyOD2NhYfvvtN5o0aRIKoULXLYhv0DXpEN+Lg3U3/s/xLzODOnXqtOfr\nSy+9xNVXX82sWbOYMWMGFzRrRpl69fjmqqtomJJCICoKwmcMxcZCVpYDJrJ797OaGSQiErlUVFpE\nREQilpmtwk/CCV8KVQD4Ka9C0WY2H+jpnPv4QEWlzawpPqxpAOS7En6aAnUDEBuPX7eUswDOKnxR\n6T/xaQ/4QOgR4Gb/NA3ogXP9g9d4GGjonGtuZjcBnZxzDcLG8CawzjnX28x6sW8gNAX40Dk3JPg8\ngA9uajjnVgcDpMbOua/yeAsPVTvgv+QyOye4DIy0tDSGDRvGI488wq233srgwYP59ttvGTx4MBs2\nbKBWrVr89ttvjB07lvz58+85LigVaAOMO4ixTAKuzW3D119/zW+//ca5555LhQoVCAQCfPnllyxc\nuJA+ffqEF5aeyb7h2dHSAt/Va5/3KTU1lbi4vfnQTTfdxC+//MLMmTOZMWMG48aNY+XKlWRlZdGw\nYUN6dewIQ4fCwoWwfTskJGRz5pk7SU+/mD59DqcYt4iI/I1ohpCIiIhEumbOuS9CT0IhT9jztvg8\npnLwpYL4EOmAnHNTgCnBoOXymTB5CBRojl9vVG0/x5YO+z4On9IA/Aqxt8HDs826Bjflw7dhB78C\n7UIzSww7PB/wfh6XqQS8GmwvHmJAOWB18Pmf+73JQzMUfyt/CTsCgQBZWVnExsZy55137ikmPWvW\nLEaPHk3NmjV59913yZcvH8OGDWPhwoWcc845FChQgMzMTPLlywf+/RgG3EPe9xzyFb4De3TODZdf\nfjmXX345sDeocs7xySef0KdPn/AAqjb+/Tqan7BeRS7vz9b/Z++8w6Mq2j58z6YnpBMSQglNQEFC\nDyVIEYM0KVGq0kUQEZUmAgIqoKhgAWmCIL299F4MRTrSQZASQklCCAkl2dSd74/ZXTZLAsHXVz91\n7uuaK7vnzJmZc3av7O7vPM/vSUxk3LhxdOvWjblz51KmTBmWLFnC22+/TWhoKPv27SMiIoLjx4+T\nmppKnTpKpzINHGhZrwlIRJlh/5GvqUaj0Wj+pmhBSKPRaDQajSYPzH46M4HnUX5A2eYIIfHoI3Mi\npTQB2xsKkXgKCr+OqjV/kScvkdUXKA9ph6CKlPKeOULoZfPuq8BOKeUL+RzuKjBWSrngUct/wiU+\njuWoSJ5l2KVDOTg4WKNvRo4cycWLF5kyZQolS5ZkwIABODo6kpmZiY+PD+3atSM8PJyJEyfi5+en\nFqpSudyA6ag0skd54xxE6XIPCUIAly5dIiEhgcuXL3PhwgWio6MZO1a5OdkYSwugFOql/COog4pu\neiiCyt/fn9q1axMaGkqtWrX44osvAPjmm2/w9fUlNDSUNWvWUKPGA1sjm+gpCdxFWVVpMUij0Wg0\ngDaV1mg0Go1Go3kUHqgf0wkAQojuQMX8HCiEaCWE6CCE8BWKmkfArxbqC1gPVNjRDSAblXuUno9x\n7wEuKsrmvhCiPEojsrAOKCuEeE0I4WRuNYQQT+cx3DRgmBCignnN3kKI/3U5elB+Py3IpSS9g03p\n9NKlS9OkSRPefvttPDw8MBqN7Ny5k0mTJtG0aVMqVqxI/fr1SUtL4+jRo0RGRmK2Q3BDVXIb/Ig1\nHOURld7GjRvH8OHD2bRpE1lZWURGRtK8+UMZZtmojL4/gkoo/6McBtIWewcpJTVr1qRt27acOnWK\nlStXWvuMGTOGYcOGMW1aTv3LJpIpBWiEsqTSaDQajQbQEUIajUaj0Wg0eSKlPGNOp9qHSrn5Efg5\nn4cnAW8Dk1FRKLHNYXtnaAi4fQEMQ5Wpuo+KFNqcj0HHguygRKl04CSwBPVjH3PEUAQw0dwMwHGU\n9pTb+a00myMvNkdD3UGZUi+z9Clfvrxzbsf+AfyEKhe/GZWGlyPqymIY3alTJwCMRiMHDx5kxowZ\ntG7dmv79+wPKWPmXX36hYsWKzJgxwzZ6xx0YDXihzJntI51SgOs8SAXMwfvvv09ISAhZWVm4uLhg\nMBi4dOkSJpOJMmXK2BpLh6OMuP8bygBR5uvw0DUAlTIWHBzM8uXLOXDgAC+++CJxcXH07duXCRMm\n0KdPH7y8vHIbOxVohhLANBqNRqOxok2lNRqNRqPRaP4shCiE8uZx/b1DSEhrBS3XKq+Zdqi0pyXA\nUinl6T9moQhUxa4JKJ+ha8AClPBxij82jawKShzy4hGpeBcvXqRv3740btyYIUOGWLcvW7aM9u3b\ns2vXLsLDlbd3LkbTM1CimP265wOd85rzs88+47vvvqNx48Z07twZFxcXZs2axezZs22NpU+Tz6ix\nPCgC/AL4Aw65dfjqq6/YtWsXt2/f5r333uOll17i+PHjNGzYkJo1a5KZmcn27dtzO9SISifc8F+s\nT6PRaDT/ULQgpNFoNBqNRvNnIsR/gFb8vtR9E7AKKSPVUEKgUpbamdsdYClKHPpvqkj1BL4hZ0pV\nBpAJ3AbmAguBs//FHLY8A+wCfHnEddm6dSsvvPDAHmnjxo20b9+e5cuXExERwfnz58nIyKBixYo5\nomtQ0UBLUKXcTTZDvg5Mwi5NC+DMmTN069aNLVu2EBUVxdSpU9m8eTM1atTg0KFDtl0zUJE9mb/j\nvP2Bw6iCcrlG7i9ZsoTJkyeze/duGjduzPXr1xkwYAB9+vTh5s2b7Nu3j2bNmuVWcc2Iykxc/DvW\npdFoNJp/AdpDSKPRaDQajebPZTwqquf3kGY+HgCpOCClHIiK5OmNEhl2CCGOCyGGCyGeesI5BDCW\nh2I8o9MAACAASURBVP11nFHCSTFgCErIiEalZZV98lPJwRkgDLgFZNnvtNzAtBWDoqKi6Ny5M/Pn\nzyciIgKTycS1a9fo3LkzP/30k60YhHndHVARTrbCy0FyCkRWSpcuzb179/Dy8qJ169bExsayc+dO\nnJycuHPnjm3XdKDC7zhnT2AnEGy7psTERKZPn27tdO3aNaZOncr06dNxdXVl/PjxjB49mjFjxuDu\n7k6rVq1wcnIiOzvbPipqIFoM0mg0Gs0j0BFCGo1Go9FoNH82QvRBmR7naWqcC+pHvpSPqpxlHl4Y\ngLpAe1TK0A0eRA5deszhNYHt2PjZZGdns3btWlq3bp1b/3SUqBILzEZF4lx47NnkTjFgLxAIOOXW\nQUpJfHw8wcHBLFq0iDZt2rBixQpOnz5N8+bNKViwIC+//DIbNmygSJEi9oenotLT2qIiexxR0UO5\n+iR9/vnn7Nu3j4YNGzJ79mxKlixJr169aNasmf2Y76LS0vKLK8ozKBS79MELFy5Qp04d+vXrx6hR\nowAlEnXv3p3JkydTvHhxOnTogBCCWbNm4e7+0FsoFSUafvIE69FoNBrNvxAdIaTRaDQajUbzZ6NE\nnYGoH++5RqjYYOIJxCA1vDRJKXdLKd9CedRYIoj2CyEOCSEGm02kc+NV7ESKqKgo2rZtS506dejZ\nsycXLuTQe1xQVb1KASOAE6hqVkOBkvlZrw1XgepADEqweQghBEFBQRw9epT27dszY8YM1qxZg4uL\nC/379+fEiROUK1eO1NTU3A53R5l6bzavOQs4l9diMjMziY6O5vjx4/Tu3ZsPP/zQXgyyjFn/Cc7R\nEViNqiqW4zpbDKsPHz7MqlWrGDBgAKBKzgcGBvL555/z448/cufOHT777DPc3d2xu7mbghKmxj7B\nejQajUbzL0VHCGk0Go1Go9H8VQhRHVVsrBnK8NjNZq8Rlb61ARiPlIf/++mEI9AA5TfUFhXJswRY\nLqW8irpZeBOVdmalVatWjBw5kurVqxMZGcnzzz/Pm2++ae/TY48lLS4amIWKUIrJ51L9UJ5CZVCC\nkxWLT44lRapdu3bUr1+ft956i7i4OIoWLUqbNm1YtkwVSktJScHDQ1kE2azXiBKuGqOiafqRi6F1\namqqNQInLi6O6OhoTp06haOjI926dbMd7wp5VCuzw4BKW2uBXXSYxaQ6MzMTJycnkpOTad26NSVK\nlOCHH37g0KFDLFq0iH379vH1118TFhaWm3n2CqArf6zpt0aj0Wj+oWhBSKPRaDQajeavRogA1A/5\nSoAPkIwSLOYiZcL/ZkrhhCpX3w5oDfz6xhtvHPzuu+9eNxgMVpPljIwMihYtys2bNwFV8eq3337j\niy++wM3NLdexc8Eibl1EiUPLUJXLHoUXsAPlz5NnVbYff/yRmTNnMmDAAGbPno2LiwszZszg2rVr\nzJ49m8TERBo1akSvXr2AHKJQGiqS6WvgK5SnTw7u3bvHhAkTSEtLw2g0kpaWxsGDB2nQoAHffPON\nbddMlIh1/xHnI4DvgNewM7G2iEEJCQlMnDiR8uXLU7FiRUJDQ2natClFixZl6tSpuLq6kpycjI+P\nT25i0A7U65j9iDVoNBqNRmNFC0IajUaj0Wg0/3KEEM5A41WrVk1s3rx5OUfHB77Lu3btok+fPpw5\nc4azZ88yZcoUSpUqxXvvvcfp06fx9vamaNGiD435iOihVFSkzHnge2A5yn8oN9xR6V3VyBk9lYO9\ne/fSp08fsrOz2bZtG/v27WPv3r2kp6fTuXNnBg4cyDvvvMMrr7xif2g6yl8pKK/xJ0yYgK+vL4UL\nFyYoKAgvLy8GDBjAtGnTCAmxZt3dAV5CRTXlxSfAO+RS0QxUJNNzzz1H165d+fnnn0lLS2P16tUA\nNGvWjLS0NLZu3YoQwlYIAiVsHQaeJ480O41Go9FockMLQhqNRqPRaDQaUCJNIipCyUqzZs0wmUxc\nunQJg8HA0KFD6dixIwDvvvsuPj4+jB8/nlu3bpGdnU1gYGCOQS2pXY8QhxxQVca+R6U8xdv1cQHW\nAOHYpVnZik7Hjx/Hx8eHkJAQ3njjDUJDQ3nttdfw9PRkypQprF69mlGjRlG3bl37NWSgDKxzXaAl\nhcuWli1b0q1bNyIjIy1rSAeGo4zCc+MdcqncZhvls2TJEuLi4hgwYAChoaFMmDCBJk2acP/+fQoU\nKMCePXsIDw+3Hzcd+BVlIJ6Sx9wajUaj0eSKNpXWaDQajUaj0YASFRxsN6Snp3Py5Ek2bdrEsWPH\ncHV1JTw8HFdXVy5fvkxCQoK18tiSJUsYMWIE9+7d4/jx41y9ehUABwcHq2iTnZ1tb4LsjhJ8qgAT\nUF48B4E3gADLMlCeO5tQApIVy7gmk4nQ0FBCQkI4d+4cJ06c4PXXX8fT05Nz586xefNmgoKCcHbO\nWUzMZDJBHhXGQAlOTk5OJCQksGXLFkaPHk3dunW5ffs2zz77rO0aXFAROrnRlVzEINsy8ZcvX6Zs\n2bKsX7+eypUr88EHH9CkSRMuXbrEp59+SlpamlUMsrl+mSgT7oZoMUij0Wg0vwPHx3fRaDQajUaj\n0fwLeBU70WL79u2EhoYC4OzsTO3atVm5ciVDhgzh7NmzGAwGwsLCAIiJiaFChQp4enryxhtvEBQU\nRMGCBSlevDhDhgzB1dUVBweHhya1wZJKVQN4GuXtcxQVObQS5XX0A8oMO0falUVYiYmJITAwkMzM\nTHbs2EHhwoX58ccfKVeuHG+++Saenp4cPnyYuLg4WrRogcFgsETp5BodJITgp59+omPHjlStWpXK\nlSvzzjvv0KhRI/z9/e27V89liFbAVHJJR7Nci+7du2MwGJg0aRKBgYEULlyYVq1aAdCzZ08aNWqE\nq+sDCyWzAJUNJAD1gKTc1q7RaDQazePQgpBGo9FoNBqNxgFoj12EUK1atahSpQoAjo6OZGRkEBcX\nByixqGzZsgCcPn2apKQkmjVrRkJCAgkJCfTv398qxFSvXp1du3bh4uLCwIED8fLysqZ7SSkxmUz2\nYlEByxKAisAU4BDKkDrTvNYcolBGRgYffPABERER/Pzzz7Rt25aEhARKlCjByJEjkVISHh5Oz549\nOXXqFFu2bOGbb76x9+N5iLp163LixAkCAgI4e/YsSUlJODg4WI2gbfAGCqGqtIGK3FmInRi0YcMG\nbt++zauvvsq3335LTEwM27dvB+Dll1/mwIEDhIaG8tRTT1G5cmVGjhwJ5EiPkyjT8bpA3CMX/3dB\niELkbqo+539lqq7RaDQaLQhpNBqNRqPRaOAp7MQgAD8/vxzP27dvz7VrqjhYeno6Xl5eAMybN4/M\nzExq1KjBrFmzqFq1Kp07dyYzM5NnnnmGb7/9lrFjx/L5558za9Ys3n33XYQQ1rLuj4kcsohD4UBl\nlN9PPOp7rLUkvbOzM1999RURERGcP3+e5ORkXnzxRVq3bk3RokWpW7cujo6OXLx4kblz59KpUydW\nrlxJmzZtHnlhnJ2dKVSoEMuWLePnn3/G0dGR3r17ExkZyTvvvGN7jYyo6Kb15r9rsYu4slzTbdu2\nUadOHRwdHTl06BCzZs2iZ8+etGrViiZNmtClSxdcXFwoWbIkgH1FsXvAc0D0Ixf+d0CIGsAwoClK\n6LIVz4zARwixERiPlIf+ghVqNBrNPxrtIaTRaDQajUaj8SIPU2VbIiIi6NGjBwBdunRh5cqVNG/e\nnFWrVlG6dGnc3d1ZuXKltZrX0aNH8fHx4fXXX6dq1aqEhYWxa5cqxLV9+3a6d+9OvXr1mD59OtnZ\n+aqWXgAlAhXPbb0FCxZk586dlChRgqFDh/L2229TtWpVNm7cSO3atTl16hTZ2dl06dKFUqVK4eGR\na8Gvh9i3bx+TJ0+mYsWKvPHGG+zatYsrV66wePFiAMvaC6Aimp4BtpFHNbFSpUrh5OTEtWvX6Nu3\nL9999x2rVq1i9uzZALi6ulK+fPm8xKAUoDHKhPvvjRB9gChUWp0rD6fVuZm3twKizP01Go1G8wei\nI4Q0Go1Go9FoNIeAy6j0rHzx3HPPsW/fPmJjYzlx4gT+/v5cv36dgwcPsmbNGgCio6NJT0+3VvZa\ntWoV7733Hrt372bq1Km0bNmSatWq8eGHH1KjRg2qVKnC6dOnCQkJwdPT83FLsJhBS2zEIU9PT3r1\n6pWzo7MzWVlZAMycOZOBAweycOFCevfubdvNRB43S7dt20a9evVyjNugQQMOHDhg280BFenSF8hz\n8YUKFaJevXq8++67zJs3j1dffRUvLy/mzJnDrVu3GDJkSI7+NmJQKtAS9Vr91QjADyiBitg6yZMY\nWytx50tyiaDKBYO535cIAVJOe9LFPjy9KA+cklLq30IajeZfjY4Q0mg0Go1Go9FIlJBxlyesWFW4\ncGGaNGlC9erV8fT0ZM6cORQoUIC4uDh++eUX/P39CQwM5NatW9y4cYO6deuyYsUKXnrpJV5++WUq\nVqxISkoKJ06c4P79+3z44YfWyJsbN26QkpJzOVJK+2iidHPLk6ZNmxIfH8/gwYMB+PLLLzly5AjF\nixe3dMkC7qBK0D9EWFgYp0+fBsBoNAJQpUoVQkJCAGxT3qqiPHAeGW3VokUL+vfvz9KlS0lNTaVx\n48Z0796d5OTkvA4xAp2Anx41bn4QQty3aSYhhNHmeWfbrihPpDpAF+BjVBrcedR75AawA9gCnEX5\n/+RnATXIvxhki0UUqi6EaGx3Hrbn890TjqvRaDT/WrQgpNFoNBqNRqMB2AMUAQYBR1AiS+ojj7DD\ny8uLl19+GQBfX1/q1avH88+rauwzZ86kTJkyOQylPTw8uHv3LmXKlCEgIIAzZ86QnZ1Ns2bNAJg6\ndSpjxowB4NChQ6SkpCCEsPccSgfG57XW7OxsPDw8WL16NdeuXeObb74hLS0NX19faxfgFtATSMtt\njNq1a1O+fHkA3NxUZlPlypUZNmyYfVeBnReTpUz8ypUr+eKLLxg4cCDJyck0bdqUtLQ0bt68ibu7\nO40bN2bs2LE5jjGTihLrVue2tidFSlnA0oCY6tWrd5FSNpVS9pdSVgQ2ABfM814xP58CfAC0QPlN\nuaEitLxQ0VBFgX1AcD6WMAyVCvZ7cAWGSSm32Z6H+Vw6ovyVvv6dY2s0Gs2/Di0IaTQajUaj0Wgs\n3AemoUqolwCGAsf5HeKQi4sLzZs3p2HDhgAEBATQo0cPnJyc8PT05MqVKwAsW7aMO3fuEBgYyJkz\nZwgICKBIkSLcu3ePpKQkKlZUWWwvvfQSgwYNonPnzuzevdtWNHFFRZy0z22NlopgLi4uLFq0iFdf\nfdVaxt1kMkmTyZSMioLZQi7l4UGloY0fP55z587x5ptv0qBBAyIiIti+fTv37t175HUQQrBlyxbG\njh1L3bp12bx5Mx999BGBgYEEBQXRu3dv7ty5g5ubm6WKmPWv+XyGA3Pzc83zwIAS+uoDvYDPgc3A\npZCQkJCxY8fOR0X+fAMMMRqNTfv161e6cOHCrkWLFnUdPHiwd2ZmZgHAsGnTJsqUKcMnn3xCwYIF\nKVKkCBs2bGD16tWiVKlSbq6urueFEANtzv1TIcQCIcQSIcR9JyFOXYJmY8BQEPUGs4Q8zUOVTbNl\nHOpFtTuXZggRYLtRCFHSfI16SSnPmbe1EUIcF0LcFULECCE+sL8wQojuQohrQogEIcTgXNa9SAhx\nTwhxQghR+Ukuukaj0fwd0IKQRqPRaDQajSY34oDJqMpepVERIqdQUTTGJx2sV69e1uihZs2asXXr\nVqpWrcrq1atp27Yt1atXZ8OGDdSuXRtQEUGZmZmEhYVx5MgR3N3dCQ8Pp2vXrkAO0SQKJWStA14i\nD1HIIiBZqoJJKaXRaMysVq3aFSFEEg/SoB5CSonRaGTatGl4eHjg4+NDWFgYBw8efKQgZJlz3bp1\nLFiwgNjYWAoWLMiIESMAeOedd4iIiGDq1Km5mWqnAJOAr/Kc4AEGlNF2I6A3MBHYjorwSQN+Q0UY\nfQUMBCKAkgAGg8EZ8EaZYhtGjRrFiRMnOHnyJEeOHCEqKooJEyZYJ4qOjsbJyYm4uDjef/99evTo\nwfLlyzl58qT4z3/+sxEYK4QoYrO2NiiR0aciZDUCZw/Um2sg8Ka5U1uUEdFlmwPnoXLV7C8rqkQ9\nAEIIV2AFMFdKucym311Ump0P0BoYJIR40Wa/A0r4LAM0M6+7lN26Z5uP307+XgeNRqP5W6GN1DQa\njUaj0Wg0j+M6KhXna5Tw8Aoqxaqkef8TpQDVqVOHnTt3cvr0aXx9fQkOVplGSUlJFCmitIR58+bh\n7+9PuXLleOutt3jllVfo3Lmz/VD3UD/aLWxHiR2beFCuHsghIFme3zcYDPWOHTvWA9ghhIiQUv4M\nhNhPIoRg/fr1XL58mVWrVrFs2TKOHDlC3759rdFGtlgqg2VmZuLs7IyHhwfjx4/n6tWrzJkzBz8/\nP+bMmcPdu3epVq0aTk5O9mlwKSg9ZKTNNgegGCplqwxQHuXbUwYIQvkfZaJMnt3I6WNk2fZYFixY\nwLx58yhYsCAAw4cP5/3332f48OFIKfHw8GDw4MEYDAY6dOjA22+/zaBBg/Dw8KBZs2aFgYvAs6j3\nDMB2KeVPAF8JcedjEAPNi+sAvI1SFz2ASGC++aQPA4lAk4eX6EZOv6JvzUPkcOOWUm63efqLEGIp\nKkpqk832UVLKNOCQEOJX87iXzPt2SCm3Aggh5gHd83P9NBqN5u+EjhDSaDQajUaj0TwJMagUrWeA\np4FRKKNhI3l48ORFhQoVrGKQlJKePXsyePBg2rRpw86dO6lUSf3uj4qKon17lTxkMplsh3AG1tsN\n+zPQABUhIsmdFKCxm5vbceAdYCOw89KlS8fIIzXOksYGUK5cORo3boynp+dDglB2djYGg4E7d+4w\nefJk4uLiaN++PevWraNRo0aUKFGCHTt2MG7cOOrXr0/Dhg0JDw+3HcKI0kNOoyK0dqHElTTztmWo\n6/+2+TyLom7yuqMifdx5jKm1PVJKa4uLi7OaZQOUKFGC69evk52djRCCgIAADAYDaWlpVj+lwMBA\nS/fS5vXbinHxlgfe4BpgsziLQmWxDe8KLDA/no8yBcrj7rUPgBCiG6osfTspZaZtByFEXSHETnM6\n2B2gG1DQpku2lPKWzfNUu3XHPWKfRqPR/CPQEUIajUaj0Wg0mt9LNDDB3EqjLF96oMyFDYBLfgcS\nQtCxY0c6duzIr7/+ypkzZwgNDSUqKoq7d+9SpUoVIEcZdo4cORJXvXr16sAeKaVtztURlC/QbpRI\nYnsTNBWVInQQVOoYMFwIcb9Dhw799+/fL23nsFC1alVu377NjRs3qFSpEikpKfZRPZhMJhwcHLh9\n+zYDBw5k9+7dXL9+nQEDBrBp0yY6derE2bNnOX/+PN9++y2hoaHWaCIbnFFpemE8HHn1u7+7WwQf\nIURu0VLWx0FBQVy5coXSpUuTmJhIVFQUAQEBODg4EB0dTWxsLM8++yxVqlShV69e1rHNBAghrksp\nDUKIEqhoq2JCiC+AMkOhwqPWWB+leu0HFvGw0mdDshCiEio6qLWU8noufZYCY4HZUso0IcQ09G8f\njUajyYH+p6jRaDQajUaj+SO4iPIBHgeURWUEdUeVLndECR35onz58taqXgaDgcmTJwNYBQ2A7Ozs\n+2vXrv0ZlcZWSAixHFgC7JNSmlDRNNVRhsmlUNFCaUBLVBRRDqSU4wsUKGDMysqa5Oz88FJdXFzo\n06ePdX4PD4+H+ljSxFq2bEnnzp2JiIhg165dTJs2jTfffJMjR45w//59jEYjpUqVQkppLwaBSg3z\nzu+1yuU8rCKTrdBjKwTZilBGo5H9+/cTFxdHnTp16NixI6NGjWL79u0sW7aM+Ph4nn/+eTIyMjhw\n4AB+fn6cPHmS9evX06NHD+uclrGcnZ0rpqenz0NFBklUxNBNYC8gpYroyTWCSQCvoUyQ/FEvXi4Y\nr6iItBXAp3apYZZzFaiInkSzGFQHlea4Mv9XUqPRaP75CLuylhqNRqPRaDQazR/J06jsn26o3/lP\nJA49gjTADzAKIcqjfvC3A3xRaVVLgANSSgMqYikDSEZVTMuTxMTEa/7+/kUe1edRnDx5knfffZdt\n27YBcOzYMUaMGIGfnx8DBgygWrVq+R7LVgDLbZvle7x9H3tSUlI4evQo58+fx83NjY4dO5KYmEip\nUqWoXLkyfn5+ZGRk4OXlxaxZs+jcuTPr1q0jICCADh068Omnn5KWlkbp0qVJSUkhNDQUo9FIoUKF\n2Lp1K7GxsQQFBZGRkZEaGBiYkJyc/IGUcqEQ4lOgoJSyF0BFITpnwrxzZkHoPqpmfQIPcrl+Q6mJ\n41D16XMhrRgMv6bS5lJy2b9VStlGCNERFblmMYWOAxyllL3M75dTUkrrzXEhxH5gspRyvv26c+uv\n0Wg0/wS0IKTRaDQajUaj+bOoyANxyBslDDn9zrFWo6pH5UAIUQElDrVH+eksNbfDMn9ffCeaTKa3\nDQaDQ657b96EOXPgxAm4cwfp7Y2oVAm6d4eAALKysmjVqhUtW7ake/fuuLi4MH/+fJYtW0atWrUY\nNiwPmQPIysoiJiaGixcv4ufnR7Vq1XIVhXIjLi4OJycnEhMTmT59OgDjx4/HwcGBJUuWsHr1akqX\nLo3RaKR69ep07tyZIUOGcPToUbZu3QpAQEAA58+fZ9WqVZw5c4YJEyZgMpkQQmAwGPD392fdunU8\n88wzeHvnGsRkBAYB3+W5UCH+g4oSytXL9B4QCPyKci+3wwSsQsrIx14QjUaj0TwWbSqt0Wg0Go1G\no/mzOAUMRxkh10WVVY9DRXpkPuI4e+4CP+S2Q0p5Wko5GmV63QIVEbQQuCiE+FQIUVU8WmGZYzAY\nMh7aeugQtG0LISEwahQsWADr1iEWLIDRozEVLUpCvXo4Hj1Kt27duHz5MhMmTODGjRssWLCAmjVr\nsn79ei5evJjrpGlpaTg7O9O3b1+++OILRowYwf79+3OIQVevXmXv3r3cvXvXvKRDdOrUidatW9Oo\nUSP69evHqlWrCAkJISkpic8++wwHBwdat27NlClTaNKkCYmJicybNw+TyURgYCD16tUjJUUF2pQq\nVYorV65YvZDu3r2Lg4ODNb0sLCyMgwcPWsWgdevWceuWrS8zbqiIsEcxnkeYj3+LcsrORQzCfNz4\nx4yv0Wg0mnyiBSGNRvNXUQIIBcqh/xdpNBrNvw0JHAeGotK5nkNV1EpAZRJlPeZ4R2AzgBBCCiHK\nPDSB4qSUcgQqC6mted5lQojzjo6OY4UQobmIQyeApsCNrKwsY3p6OnLqVGjQAFatgrQ01WwxGjFk\nZOC3Zw8ZderQ5NIl6tevz5UrV+jRowcNGjRg+PDhmEwmsrKsp5YjWsnFxQVPT082b97M5s2bqVmz\nJnPnzrXuHzZsGG3btmXUqFEMGDCA+/fvYzKZWLduHR9//DFnzpzh5MmTGI1G3n77bd566y2OHDnC\nrVu3uHnzJq+//jpTpkwhJCSE+/fvc/PmTQoVKoTRaLRWTwsICODy5cu0bt2aXbt2sWHDBmJiYli+\nfDmJiYnMnDmTy5cvU6NGDZ5++ml++OEHkpKS7C/9s4985aQ8BAwkl2puQcD3qDyvXEgFBiLl4UeO\nr9FoNJp8o3+EaTSaPxsDqurHWVQp3V+ALYDXX7kojUaj0fzvEUK4CCFmCSGuCCHuCSGOCSFeRH0W\nvAcEdu3adWjhwoXvubu7U79+/ezo6Ghr9bAGDRowffr0DJSRdH5K3LsAoVLKzlLK16SUz50+fdq/\nbdu2Zby9vT9wcnI6ivIg2mKuWmVhJ1DG0dGxu9OMGZli0CBITVWWyHkQjVKpDFlZOA8fToNff+X7\n779nyZIldOvWjcaNG9OuXTvKlStnOSQNJX5Zrg0FCxYkOTkZAH9/f4KCgsjMzOT48eMcOHCAbdu2\nsXXrVs6fP8+GDRvo378/KSkphIWFUaBAAc6fP2/1FfLz80MIQUpKCpMmTaJmzZosXbqUnj17YjKZ\niI+PJzg4mNTUVBITEwHw8vJi//79+Pv7M2nSJNauXUvr1q3ZtGkTsbGxFClShNGjR7Nx40bOnj3L\nihUreOqpp+wvRenHvipSTuOBKGSybI4DLqHyCm0w8UAMmvbYsTUajUaTb7Qxmkaj+TNxAH4kPr41\nc+e6cuKEK3fugKdnA0qVOsPZs3VZseLKX71IjUaj0fzPcASuoiqMx6DKvy8VQjwrpYwWQvijUoJ6\nValSZV18fPzMxo0bN75w4YIj4JmdnW04duzYKmCM7aBOTk6gIk8rmVst89/CKDFBAAUuXrwo6tat\nS/fu3Tl16hRBQUHGefPmre/ateuzwAYhxB2U39ASKaWJ/ftnGt5/34nUh4JZHolrdjbGwYO5W7ky\n3o0ace7cOTp16mStymVe0xvAFMsGKSVVqlThp59+oly5cqxfv56RI0fi5OTE/v37qVevHmlpaXh7\ne9OhQweio6MxmUzUrl2bESNG8OKLLzJ06FDLtcDT0xMfHx/i4uIoU6YMR48eZfny5Rw4cIDExERO\nnz5NpUqVMBgMpKcrn+2+ffvi6Kh+HoSFhbFw4cIc5yWlxMfH53Gn75KviyTlNIQ4jPKOboaKmHKz\n6WFEvW4bgPE6Mkij0Wj+eLQgpNFo/iyc2Lx5K999F86WLcqo80HIvQNubkXIzr6Mo+MasrPHmkPK\nNRqNRvMPQkqZAoy22bROCHEZqIYKsmkLnJZSLgMQQrwB3BJCVPH19e2dlJQ0YM+ePa1mzpyZVLt2\n7UO7d++OBvjqq6/OlilTxuHWrVuiU6dOpilTphhsMsGsEaijRo2iTp06TJw40bLJvUuXLs936dKl\noDl1rBbwtrOz8wlvb2+nEsDXqak0MHduANQDdqDyymqjzIkKonLeQJW0AthsMrG1Xz8uVKvGj9k0\nRAAAIABJREFU/PnzqVmzJtHR0ZQsWZIjR4506dat201fX1+v8PBwoqKi+OWXX4iIiKBdu3Y0btyY\nmJgY9uzZw8GDB1m0aBENGzYkOTmZwMBAUlNTiY2NxdXVFVdXV2JiYgAIDg7m8OHDZGRkcOzYMdav\nX8/ixYupWLEiNWrUYMaMGbRs2ZKkpCSysrKoWLEiH3/8MZUrV2bkyJF07dr1ka9fPsyt01DRv/lD\niTyRCBEAdEWJeD6oanAngLlImZDv8TQajUbzZEgpddNNt39xQ4Wrl/ofz+MiP/rojHRzk1IIKVXQ\nvXwR5BzzY2sTwiQhRUKf/8G5SqDMX33NddNNN910Uw1VUCoNKG9+/jUw1bzfRUpZ2dfX9+pnn322\nVkq5Nzw8PHP69OmZUspkKWWqVAfJ5s2by6SkJHnlyhVZsGBBuXHjRpkbgYGB8vvvv7ffnCKlLG6e\nv4gQ4vaKFStuZly7lrXFyUn6gbxp/oyqD7IUyHMgU83Ph5r3XVafMTLT5jNtlIOD7Ni2rXWis2fP\nZps/i+4CR+rWrWsqVqyYPHXqlMzMzJSrV6+WLi4u8syZM/LAgQPyxRdflEWLFpXLli2TPXv2lMOH\nD5fXrl2TPXv2lJMnT5b169eXTZo0kUOGDJFSSrlnzx75+eefy9jYWOnj4yMnT54s7927JxcuXCh9\nfHzkrVu3pJRSbt68WQYGBsr4+HjZq1cvGRkZmev1ekKMUsrrUkov+T9+3+imm2666fbHNO0hpNH8\ngxFCRAshbgohPGy29RJCRFmeSykLSCkv/cHzSvO8joA748adyhw37ulCRiNCPvBf2Ii6HZgDKQWq\nTPCXCNHnj1yXRqPRaP7/IIRwAhYIIeZKKTOAVuHh4eHdu3d/AZVWdh/YWa5cueCAgIDmQG0HBwdH\ng8HgiCpZb00vev/99/Hx8aF48eI0bNiQY8eOAWAymXLMmZiYSJEiReyXkonZCNnHx6dXmzZtHNq2\nbevttGCBwwsODlRH5SxZ6I5yqHYD2gHHHnGOUggMly9b1mLavXv3bPMuPylltczMzNRu3bpRoUIF\nHB0dqVChAr6+vtaIoiZNmhAbG0vZsmUZPXo0165do02bNgQGBtKtWzcAdu3axfTp0/Hx8aF///4M\nGjSIrVu38tRTT9GvXz8KFChAx44dKV++PGvXrgUgIiKCV155heeff54NGzZYy9TnA4mqCHcHldKV\ngYrs2gqMAGqgxC6NRqPR/A3QKWMazT8fB2AAMO5PnjepaNGibdm5czRjx5bZmJaGL6p8TD6xiEKH\neULfACGEo5TycRVqNBqNRvPn4w88m5mZWal+/frvCSEKbt68ORzoDGRVqVLFMysry/aGpdf9+/fx\n8np03YGgoCDrY3d3d+7fV17NlnLpoMQhX19f1q1bR3p6Ok2aNMHV1RXU582zwI7mzZv3W758uZeP\nj48ykc7MJBNoaDuXzWN3bFyhc0FkZYHZJNpgMJgaNGjQyHa/0WhMKVasmPWmTWBgIJ6enixcuJBP\nPvmEa9eu0bJlS0qUKIGXlxdz5sx5aI5vvvmGXr165dh248YNQkJCcmwLCQnh+vXr1ue9e/dm8uTJ\nfPDBB/j7+9t2tYg+2YCreds14DdUZbhzwAVzi8OuWppGo9Fo/j7oCCGN5p/P58AgIUSuLpC25XqF\nEG5CiC/N1V/uCCH2CCHczPteEkKcFkIkCyGihBBPP2pSX1/f5ZUqVZrJpEnlMBr5Eehi16cBqrws\nwBwgHBgE+AIlgQ3qBuww8/zdhRBnzVVpLpl9JSzn0EAIcU0IMVQIEQf8YN4+WAgRK4S4IYSwOnma\n93kLIX4UQiSYz3eEEMJg3ldGCLHTfA1uCSGWPPoSazQajcYOB6AKKhD0K2AfyhfmhslkWtWrV6+J\nQoiQDRs2eDg7O7sAHoB3xYoVDcePH7cOkpKSwsWLF6lQoQJSyvx42AAPIoMOHjzIggULAOjVqxcG\ng4G1a9fi4OBg290JqAOsK1++vM9rr71GcnIyyU2akIxSRt7Px5y5rcwDSDUaLU8db926FQKQkJBQ\n2Xx+FuEFwFopzNnZmd27d7N06VIGDhz4WEHMnuDgYK5cyVmjISYmxhodlZWVZerVq5epU6dOmd99\n9x3nz59PQwk+61Gm3m8BzYHiqM/iMkBT1KX4AdgNxKLFII1Go/lbowUhjeafz2EgCqW1PI4vUMae\ndQA/YAhgEkKUBRYB7wABqOj5tUII57wG2rZt26uHDx70St60yZAkJbuBVo+Z/ABQDrhlnrgXCJOD\nQys8PAKAm0ALlDlod2CSEKKqzeFB5jWHAL3NZYwHAS8ATwGN7ab7FpVyUApV7aaLeVyAj4EtKG2q\nqLmvRqPRaPJHF+A2qnT7ZOBtlFmzN+D85ptvep87d85h7dq1uLm55TiwTZs2nDp1iuXLl5Oamsro\n0aOpVKkS5cuXRwhBYGAgly5dQprTjy2RQCdPngTg7t277Nu3j9OnTwPw66+/sm3bNu7evUu1atUI\nCgri7t277Ny501re/cKFC3Ts2LFFbGxsg65duzqtXbuWzZs3k+3pSRrqA/RaPk46APXF2jYHuzKw\nKymJmJgYoqOj+fTTTx0AvL29o4CWRqPRmJ2dnfHQBezShbfeegsnJyfCw8PzMXtOmjVrxvnz55k3\nb54xMzPz7qJFi7LOnDnDiy++eAFY89prr+2KiYm5OHXq1AaOjo5jy5Urd9R8o6cFMByYC/yM+uzV\noo9Go9H8Q9GCkEbz7+BDoL9QVTxyxRwd0wMYIJUpZLaUcq+UMh1oD6yXUm6VUmaihCM3lHBkTxEA\nT0/Pwi1LlmRJdjZLgJd4EHeeFyHA66jbyl1Rtx5vOjo68OKLU6WU66WUF6ViJ0qwqWdzuAkYJaVM\nl1IaUdYOP0gpT0m7qjZCCAegAzBMSnlPShkNfAm8Zu6SaV5OsJQyTUq55zFL12g0Go3iaWAaSrz3\nBApgEzxz5coVpk+fzrFjxwgKCqJAgQIUKFCA+fPnI6UkICCAFStWMGLECPz9/Tl06BCLFy9GSsnx\n48dp1KgRS5cuxc/Pj/bt29O6dWsApk6dyldffYWXlxcuLi7cuXMHgPLly+Pk5ERcXBxPP/00np6e\n7N+/n0uXLlGhQgW8vb2JjIykZs2aolChQoZixYqxevVqxo0bR8CqVRRDhdmaeDzuKCWlLqpM1n7g\nBTc32letSrly5ShZsiRly5YFwOztt8TT09PT/JmUg9dee41Tp07x6quvPnJOKaXMysoyonx7slDR\nRun+/v7Rs2bN2jxw4MB4Nzc3hy5dupy+c+dOvaCgoKeEEB8tXry4clxcXDMvL6+9t27dGoUSffIT\nCKXRaDSafxDaQ0ij+RcgpTwlhFiH+rJ3No9uBVGazcVc9gUD1thzKaVJCHEVs/hjQ0lgLyiz0C7e\n3gzLykICn+Vjnfa+DAD309PB1bWVEKIpMArl5Wkwdzlpc0iClDLN5nkwcMTmuW3sfEFUisAVu/2W\n8xmCihI6KIRIAr6UUs5Go9Fo/g0IUYjcS4DP4fElwL8AXGw3pKamcvbsWS5cuECNGjWs0T0WTCZT\nDq+f2rVrM3fuXK5fv86cOXPYuHEjhQsXZuzYsfj6+tKtWzdGjBjBhx9+SGpqKtu2bePnn39m1KhR\nREREMGjQIHbu3AlA0aJFEUIQExPDs88+y82bNyldujQrVqzI8wTCwsLU8TdvQkgIpD34aImy69vN\n3Cx8ZG5WpKTTkCHsHTOGzz77jOHDh7No0SIcHR0B3H799Vc/IYQRpTlZ75sEBATg4eFhEYSygFTz\nLnfz4xjg7M6dO0+gUr3KA0MBZ/P1Lx4ZGekXGRnpjCoDvxD4VS1JHkFFwJqXKLNROpZGo9Fo/mVo\nQUij+fcwCvgFFQmTG7dQpX9Lo0wjbbmBuQILgFAmDsWA6zZ9yqLCy61fMuu5uBCLujUcTu5KU35I\nu33bAKxApSGsllJmCiFWkdOywT6kPda8RgvFbR7f4kEU0Bmb/dcBpJRxqGAlhBDhwDYhxC4p5YXf\neQoajUbz/x8haqB825qi/qfa5nMZgY8QYiMwHikP5TGKGzYR6Hv37iU8PJzIyEiSk5PZunUr77zz\nDhUrVsRoNJKYmEjRokWJjo5m7ty5tGvXjsTERJo0acKoUaNo2bIlS5YsoUCBAhw6dIgzZ87QsmVL\n3n//fW7fvk3jxiob+Nlnn6V8+fJcvHiRIkWKEBsbCygvnZMnT1K7dm0aN25MWloaV69epWTJknle\nhuzsbOUxVKgQNG2KXLUqR4XMJ7iepDRoQGSfPhw/fpzAwEAuX77MqlWr6NChg7mL8EhPT88C0pyd\nndOEEFmA67fffptZsWLF7KeeemodSoz7DWXifBG4ZzeTA+ozz/b1MqCitAAiUBG9M1Ci0AJgNcoc\nWqPRaDT/YnTKmEbzL8EsZixBeTnktt8EzAYmCiGChRAOQojaQggXYCnQXAjxvLlM8EAgHXM0EEos\nOoDy8HkQ+u7jw1pgDbmbbeaXjAIFslB3PBOALHO0UMRjDlsKdBNCPCOEcEcJYpZzzTbvHyuE8BRC\nhADvAfMBhBCvCCGKmrsnoX4Y5SdjQKPRaP6eCNEHFQDTChWp4mbXw828vRUQZe6fGzlEhmLFihEW\nFsayZctYvnw5bm5u1tLnc+fOZcCAAQA4Oztz4cIFrly5wjPPPEOhQoVo1qwZr7/+Oi+99BLBwcEA\nPPXUUwghuHPnDo6OjsTHxwPg5eXF/v37KViwIGFhYVy8eJGlS5eybNky7t69y2+//QZgjRLKC6sY\nBPTv358FxYuT7eSUr0toj3R15cWoKJo0aUJgYCDx8fHcunWLEiVKIKW0Rkq5uLg4CiHcb9y44dK2\nbdtTBoPh7tChQ2/v37//OaAjyuR5OarCvb0YBFATu6zsa9eusXDhQlJTLYFFFEBFD1UCxqBuEF1H\nGX7XQ98k1mg0mn8lWhDSaP5dfIQqepIXg1BpWIdQhqCfAQYp5TngVZS58i2gJdBSSpkBVAf2oMxC\nrf9TTCYTolIlKri6UuG/WbGzM16pqctRQtZSlEDTCaUz5YmUciPqi+4O1F3VHXZd+qOKx1wyr38h\nShADqAEcEELcN88zQEp5CY1Go/mbIoSYI4T4JI+dfVDRo+48/ruhJWX3S3tRSAhRQgjRJzMzM8Wy\nLSgoiEuX1L9Pb29vXFxcrOXQS5cubRVFgoOD8fPz48aNG/j5+eHo6Iinpyeg0r5MJhNJSUk4OTnh\n6elJTEwMbdu2ZcWKFQghmDZtGkWKFCEwMJACBQrwySefMH/+fHbt2sWECRN48803AVi3bh1hYWF5\nnpxFDHr55ZdxdXXFoVYtPnBxIeMJRSHp7s4nPj50mjiR1NRUXnjhBQYOHMj169epWrUqQogcFdOc\nnZ0NwcHBpsWLF1dq0aLFIfM1niGEGCmECBWPLq/WFjsBb8yYMYwYMYKGDRvSoUMHrl3LYYvtah4/\nGFVNbB0qLXAZEInyftJoNBrNvwHLHQrddNNNt9/RwqUyZc7Bjh07pNFolDI+XqYbDFLC728ODpkS\nAv4fnKtuuumm23/VUBE4vf6iuecAnzy0D2pISLH/3/s9yHIgC4AsBLIpyLsP/49OkVDdZo4SgMzI\nyLgjbShUqJA8fvy4XLp0qaxfv75MSEiQUkp59OhR+dJLL8mrV69KKaUcPXq0HDt2rJRSyoYNG8rV\nq1dLKaWMioqSvXv3lkePHpVSSvncc8/JCRMmSCmlXLFihQTkc889J7dt2yZ/L4cPH5YZGRlSSinX\nrl0r3333XSmllI0bN5bjxo2T44oXl+mOjlIKYX8NcjYhpHR3l18//bR1jOTkZFmuXDm5evVq67lL\nKWV6erqUUsrs7Gz75aQYjcZOQANgIipN7AqqYlsE4Gz3OsbYDxAYGGh93KJFC+u1zGM+W+5IVZzh\nZynlm1LKYjIf7y/ddNNNN93+nk1HCGk0mt9LY2ATKgzdSmxsLO+99x4zZszgm8WLOR4cjHzkjc1H\nIsnOXsPjTUw1Go1G8/sYhl260U7gA2ARKj/pLKrUZC64mo+3x932Sf369Wnfvj2LFy8mMTGRRYsW\nYTQaKVasGFJKoqOjAbh58ybHjysLuxIlSrBnjyrwaIkUsqR6ffDBBzRo0ACAtm3bAjBr1iyef/75\nJzjtB2zatIkaNWowaNAg7t+/T4sWLRg1ahRjxoyhRIkSDBs2DId+/Xje0ZEr1aqBqyu42WXUubmp\n7W3awM6dNFuzhokTJyKlJDY2luDgYJo2bUrBggXZv38/s2bN4oMPPmDv3r1WQ20prT5F7q6urjOl\nlPWllAOBMihfp2uoipk3hRBLhRCvrl27thqqUIKVmJgYq0dScnIyoaGhHDr0wPLJ1sDbZk4LXqjU\nsjrABB54F30MVOW/ywDXaDQazf8ztCCk0Wh+Dy1QhpQ50s+ys7MpXLgw33//PWvXrmXHjh04ffgh\nwv6Lc/4xorwTNBqN5h+FEOJ1IcQFIcRtIcQaIUSwebsQQkwSQtwUQtwVQpwUQlQ073MRQnwhhIgR\nQsQLIaYJIdzM+xoIIa4JIT4QQtwSQkQLITrbTesrhFgvhLgnhDjQSZlIN8Xu++AhoDZQxfzcD1Vy\nzJJHZEQZyYWAwRvaughxUAhRC5W6xIwZMyhevDgFCxZk7Nix1KlTh3fffZdly5ZRt25dhg4dSkBA\nAH379iU4OJgvv/ySESNG8N133xETE0PRokVZvnw5v/76K6B8fyZNmsThw4cpXbo0L7/8Mn369OHq\n1asPXdc9e/ZQrFgxoqKi8v1aPPvss1SrVo2zZ8/Sr18/4uPj8fb2xtfXl0qVKgHKk+ed+fMJOXQI\nYmJgzBh47TVo0UL9HTNGbV+xAlmtGmXKlLG8zhw8eJA7d+7g5OTE999/z4gRI9i0aROvvPIKPXv2\nZNOmTda+NrgDg4HFUkpnKeUZKeWnUso6QDnUDZmXd+/e/XNaWlqOqm5r1qzB3V1pclu2bCEhIYFa\ntWoBsGDBAnbv3m3taztndna2vUDkgfLvK42qvrkTlTY+C3gRu2pyGo1Go/n7oQUhjUbzpLyC8vLJ\ncQfYYsSZlZVFhQoVmDRpEklJSWxJSiJ93Dhwd899tLxJBQYi5eE/aN0ajUbz/wIhRCOU2N0OKIxK\nB1ps3h0BPIeq3Oht7pNo3vepeXtlVNRIEeBDm6GDUNEiRVAazgwhRDmb/R1QhsK+wIVfYSYPV2gk\nDNiMcuL/GVVBwJZBwBFUVYHrIF9WkSOzUClObN269e65c+fYvn07H330EYGBgWzZsoVvv/2WY8eO\n8emnn1p9dBISEggLC7OaH5ctW5bffvuN3bt3s3nzZs6ePYuTkxNTpkxh0aJFbNiwgbt37zJ79myr\n6GFh06ZNdOzYkRUrVlgjiPJDoUKFiIyM5IUXXqBatWr069ePq1evUqlSJVatWkWzZs04ffo0kZGR\nAJj8/WHwYPjxR1i7Vv0dPBgCAoCHhB1iY2Np164dAMeOHSMiIoLz58/j5OTEJ598wsGDB619P/30\nUz7++GPLUw/UDZg9gL9lo5QyXko5W0rZevz48WddXV1zfJ+fOHEiISEhlC1bltGjR9OtWzeaN29O\nfHw8//nPf7h8+TIAUVFRrFmzhqysLED5J1nWbjI9VEfBGRUR7Ad0QxWpSEYJU12wi1LSaDQazd+E\nvzpnTTfddPtbtW5SylRph8WPICUlRb700kty1qxZUkopt2/fLuvXry9//PFHmf7111K6u0vT4/wX\nwGT2pejz/+B8ddNNN93+sIbZQwglnkyw2V4AyER58DQCzgO1UKb+lj4CZYRf2mZbbeCy+XEDIAvw\nsNm/FBhpfjwH+N5mX7NguJPX/+INIFuA9AbpAfJdkFkgs0G6gjxm0zcT5pvHLAHII0eOfC2lzJZS\nyho1asgZM2bI5557TpYvX15u27ZNpqWlyevXr8sbN25IR0dHmZmZKS9fviwBq5+Q5dhFixZJKaUs\nW7asXLVqlcwNQI4bN04WL15cnjx50naXUUqZLKXMsD/mzJkzcubMmdbPr6NHj8rQ0FC5bNky+dln\nn8nIyEgZFxcnb9++LU+cOGE9zs5/J0VKOVQqLz1TroszExsbK+Pj42XNmjVlRkaGjImJkbVq1ZLF\nihWTP/zwg5RSynXr1kkPDw956NAh+8PTpZTXpJRlZc73lJ+UMs22Y1JSknz66aellFLevn1bVqlS\nRV66dElKKeW+fftky5YtZXx8vJRSypEjR1p9jt577z357bffykOHDkmTKeep2D/PhXvmNR6TUg7O\nZZ266aabbrr9P206Qkij0eSXfsAUHi5FjMFgIC0tjcjISMLDw+nRowcAjRo14ssvv2TWrFks9PIi\na/t2RJs24OqKtE8jc3UFgyEDWAnUR8pp//Mz0mg0mr+GYFRUEABSyvuoKKAiUsodKPPgKSivmBlC\nCC8gABWZeUQIkSyEsERnBNiMmySlTLF5fsU8l4U4m8epGSrqI1eaAmtR5SZXY1aTUPlCaagcIguO\nynfGStmyZfcC9/k/9u48zsb6///44zXDNCO7LFkKxSdLixZ92mRLyZYvLUpCRKXlwy+tIuVDiy2K\nFmVppUUfkpRCFFFZW2SXJWMZjFnMzHn//nifmY5jFjN287zfbudmzrmu6329r6OcM6/r9X69gEKF\nCmFmzJ49m/Xr19O6dWvKli1LzZo1qVGjBpGRkRmt48F3JUtXqFAh4uPjAdi4cSPnnBN61gMNHTrU\ntWnTJqV27dr7gT/wnSMfwy9jawzsSd/XOUe3bt245557eOCBBxg7diwREREMGzaM2NhY7rrrLi69\n9FLatm3Lpk2bOP/88wGfNRNSfycRH9x7Hh+Y244P6h0gPdOmXLlypKWlUbRoUX777TcqVarEt99+\ny8MPP0yzZs34888/ueOOOxg7diyXXnrpAcfi/57OBBYRzMIKagrsDz3f559/nnF8sWLFuOyyy5g4\ncSIAy5Yto2zZspQpU4Y9e/awfft26tatC8Cnn37KsmXLGDx4MNWrV2fjxo0sWLCA7du3H5TxFAgE\nwjOI0lvaX4jvZroYX+9oKL6lfWT4+yIiIicGBYRE5FD0xheXPCA/37l/Vhps2rQJM+O6667jk08+\noXv37lx11VUA9OrVi9WrV1Pg3/+Gjz+GDRuw0PoL7dqlULv2CAKBijjXBi0TE5FT22bg7PQnZnY6\nfknQJgDn3MvOuUuAmvglYo/gAw6JQC3nXPHgo5hzLrSwf4ngWOnOCp4rUwE4aF1QuAigET5taTl+\nXVA0vu1ViLjQJ/Hx8cvJ5DtmpUqV+OKLL4iLi8t4JCUlUaFChZymQaVKlVi1apXDB5r24LOhNuNX\nt3Hvvfc+NXLkyM2RkZGPAucBdwDDgW+AFYQEJcyMb775hlatWjF37lwqV65Mr169GDBgAGPGjCE6\nOpp77rmHrl27Urly5X/ei3+CQQn4lXPvB58vBy7AB6ISD3j/Qgo4n3nmmXTr1o327dszYsQIChQo\nQM+ePSlcuDBNmjTh0UcfpW3btmzZsoWNGzcSERER+jkbgS/jNA3oFHztdsJaxN94440MHTo049zJ\nycns2OFXHH7zzTfUqFEDgJ9++om0tDQuvPBCFixYQOHChenXrx/vv/8+devW5emnn2bcuHFcfvnl\nfPbZZwd83kdERBxwXWGi8TeOKgAPAJ8Du/HZam3I5KaSiIgcPwoIiUh2DHgOX0rigGBQIBDAzEhK\nSiItLY1zzjmHevXqccMNN7BkyRIaNWpE165dmT59Oi1atAitieDrLPj6C44pU3bz3nt1WbjwQdRN\nTETyh/eBTmZ2kZmdBvwXWOCcW2dml5nZ5WZWEL9ELAkIOOcC+Jo/Q82sDICZVTCz68PGfsbMoszs\nGnz9mUlZTSLFZ7Qkhr/+Gb6g0S58gaEf8dWE/43/4tgZ6ImPxqRC4hjYHbwOAEaNGrWKTAoOd+/e\nnSeffJL1631yVGxsLJ999llW00tKS0tLCwQCqcDutm3bbujRo8eOyZMnP7t///4G55577pVmdgG+\nuDH9+/efmJKSUi8QCDxoZveGjbUDuDP0WgsUKMDHH39M1apV+fTTT/nqq6/o0KED9evXZ8OGDZQs\nWZI777yTwoULh2fD7MPXcno17BxbgbrAzOA+mWrbti1jx45l27ZtpKT4hKJ69erRuHFjHn/cN2z7\n5ZdfaN68OV9//fVB2Tn4gMpI/E2a+uEbS5QoQalSGeWG6NmzJ/Xq1QPg7LPPZvny5WzdupURI0aQ\nmppKjRo1mDRpEo0bN+bMM89k1apVlChRgvLly/Pqq68yaNAg3nrrLcyMbdu20b9/f3r16sUPP/yQ\n1SWGisQHrE4H2gJvBd+n2w/lYBEROQaO95o1PfTQ44R9mHNumPM1Eg6QXkPh999/dy1btnQ33XST\nW7JkiXPOuc2bN2fs07p1azdo0KDww9OlOud2OOdqngDXqoceeuhx1B/4GkJ3B3/ujk+02QlMBSoG\nX28ELMVnwmwH3gUKB7dF44NHa/BZMr8BDwa31ccv03kyeNwG4M6Qc48Fngt5Xj8CNjtIDK8fNBtc\nQ3ClwBUGVw3c8yHbE8A9BK48uKLgouAHfKCiMj6GVMA5961zzl177bXujTfecM75z4XBgwe76tWr\nu8KFC7uqVau6xx57LM05F7d69eoEwO3fv/8359w7zrkHS5UqtbhChQoPB+cbCTwFrAX24puhpb9n\nDjg3+HMV/FK5Lpn8HbR2YXXwAoGAu+OOO1yHDh0yXgurExQq3jk33PnPx6z+niOccy+4TD47Q8dO\nr8vToEED17x5c+ec/0wdN26cW7p0qfvjjz9c7dq1D6hflJycHD6XHIv7hNq4caPr2bOnu/nmm13D\nhg3d4MGDnXPOnX/++W7OnDnOOee++eYb161bNzd//nznnHNdu3Z1Tz75pNu1a5fr1KnU3mm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pKamhFjisQvIZ+BLxx92Jxzbu/evaMGDRqUhq87dHXHjh2//Ouvv/qH7mdmzczsFzPbY2Ybzaxf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\nGPxcr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MH06dPZsmULKSkpXHrppZEBoQLA9cBwIDMvL0RERERE5BRTEfiQGMGgpUuXMnXq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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20, 20))\n",
"\n",
"layout = nx.spring_layout(g, iterations=40, k=0.07)\n",
"\n",
"nx.draw_networkx_edges(g, layout)\n",
"nx.draw_networkx_nodes(g, layout)\n",
"nx.draw_networkx_labels(g, layout)\n",
"\n",
"# Edge labels!\n",
"labels=dict([((u,v,),data['relationship_type']) for u,v,data in g.edges(data=True)])\n",
"nx.draw_networkx_edge_labels(g, layout, edge_labels=labels)\n",
"\n",
"plt.axis('off')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Coloring the nodes: Places of meeting vs. the relationships"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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lBwKlkmoCj4ZAS0kbRcR/F9PE58BqBe2p8H1WO0vZaOC8nKHxW7n73Q/mtl+l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\ndFAnQuDRj5BuuJRQJTcrsfYpjq83ISXxVuBhM/te0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9tcYCLwfjzWOec2SZLqSLobuJKw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\nJFUwQ5skSZIkVbD/D6haZe58P3WeAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"plt.figure(figsize=(15, 15))\n",
"\n",
"g = nx.from_pandas_dataframe(df, source='name', target='place_of_meeting', edge_attr=['relationship_type', 'year', 'occupation']) \n",
"\n",
"layout = nx.spring_layout(g,iterations=30, k=0.05)\n",
"\n",
"# Pull out the places, draw them\n",
"places = [node for node in g.nodes() if node in df.place_of_meeting.unique()]\n",
"nx.draw_networkx_nodes(g, layout, nodelist=places, node_color='#8dd3c7', node_size=500)\n",
"\n",
"# Pull out the people, draw them\n",
"people = [node for node in g.nodes() if node in df.name.unique()]\n",
"nx.draw_networkx_nodes(g, layout, nodelist=people, node_color='#fb8072', node_size=100)\n",
"\n",
"# Draw the edges and the labels\n",
"nx.draw_networkx_edges(g, layout)\n",
"nx.draw_networkx_labels(g, layout)\n",
"\n",
"plt.axis('off')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# But wait, where's Marilyn?"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" image_url | \n",
" name | \n",
" occupation | \n",
" place_of_meeting | \n",
" relationship_type | \n",
" year | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" https://static1.squarespace.com/static/5623852... | \n",
" Andre De Dienes | \n",
" Photographer | \n",
" Photoshoot | \n",
" Relationship | \n",
" 1945 | \n",
"
\n",
" \n",
" 1 | \n",
" https://static1.squarespace.com/static/5623852... | \n",
" Arthur Miller | \n",
" Screenwriter | \n",
" 20th Century Fox | \n",
" Marriage | \n",
" 1955 | \n",
"
\n",
" \n",
" 2 | \n",
" https://static1.squarespace.com/static/5623852... | \n",
" Ben Lyon | \n",
" Actor | \n",
" 20th Century Fox | \n",
" Romance | \n",
" 1946 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" image_url name \\\n",
"0 https://static1.squarespace.com/static/5623852... Andre De Dienes \n",
"1 https://static1.squarespace.com/static/5623852... Arthur Miller \n",
"2 https://static1.squarespace.com/static/5623852... Ben Lyon \n",
"\n",
" occupation place_of_meeting relationship_type year \n",
"0 Photographer Photoshoot Relationship 1945 \n",
"1 Screenwriter 20th Century Fox Marriage 1955 \n",
"2 Actor 20th Century Fox Romance 1946 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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GERER6tUV1vdFbVlz4NISTGBLA6WwxmZJUbduXTpw4AB98803FB0dXeLju7m5kaenJ23d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\nWMYYY0wF/g8x59gOs+ZVvwAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = nx.Graph()\n",
"\n",
"for i, row in df.iterrows():\n",
" # Create a node for Andre, for Arthur, etc\n",
" # And add the rest of the row as attributes for that node\n",
" g.add_node(row['name'], attr_dict=row.to_dict())\n",
"\n",
" # Then draw an edge between \"Arthur Miller\" and \"Marilyn Monrow\"\n",
" g.add_edge(\"Marilyn Monroe\", row['name'])\n",
"\n",
"nx.draw(g)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" | \n",
" image_url | \n",
" name | \n",
" occupation | \n",
" place_of_meeting | \n",
" relationship_type | \n",
" year | \n",
"
\n",
" \n",
" \n",
" \n",
" 0 | \n",
" https://static1.squarespace.com/static/5623852... | \n",
" Andre De Dienes | \n",
" Photographer | \n",
" Photoshoot | \n",
" Relationship | \n",
" 1945 | \n",
"
\n",
" \n",
" 1 | \n",
" https://static1.squarespace.com/static/5623852... | \n",
" Arthur Miller | \n",
" Screenwriter | \n",
" 20th Century Fox | \n",
" Marriage | \n",
" 1955 | \n",
"
\n",
" \n",
" 2 | \n",
" https://static1.squarespace.com/static/5623852... | \n",
" Ben Lyon | \n",
" Actor | \n",
" 20th Century Fox | \n",
" Romance | \n",
" 1946 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" image_url name \\\n",
"0 https://static1.squarespace.com/static/5623852... Andre De Dienes \n",
"1 https://static1.squarespace.com/static/5623852... Arthur Miller \n",
"2 https://static1.squarespace.com/static/5623852... Ben Lyon \n",
"\n",
" occupation place_of_meeting relationship_type year \n",
"0 Photographer Photoshoot Relationship 1945 \n",
"1 Screenwriter 20th Century Fox Marriage 1955 \n",
"2 Actor 20th Century Fox Romance 1946 "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head(3)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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SqVMQFRfDrPLf1Lz3U+34+wMnTijfzqBBwJ9/Kt+ONlJpbzGAqgMabb++1AgTWIZGs3Hs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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = nx.Graph()\n",
"\n",
"# We're going to give each node a NODE_TYPE attribute\n",
"# so we can pull them apart later and make them\n",
"# look different\n",
"g.add_node(\"Marilyn Monroe\", node_type='marilyn')\n",
"\n",
"for i, row in df.iterrows():\n",
" # Add the node for the person\n",
" g.add_node(row['name'], node_type='person')\n",
" \n",
" # Add the node for the place of meeting\n",
" g.add_node(row['place_of_meeting'], node_type='place')\n",
" \n",
" # Add a connection from the place to Marilyn Monroe\n",
" # And a connection from the place to the person\n",
" # We'll give these EDGE_TYPEs so we can find them later\n",
" g.add_edge(\"Marilyn Monroe\", row['place_of_meeting'], edge_type='meeting_place')\n",
" g.add_edge(row['place_of_meeting'], row['name'], edge_type=row['relationship_type'])\n",
"\n",
"nx.draw(g)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('Marilyn Monroe', {'node_type': 'marilyn'}),\n",
" ('Andre De Dienes', {'node_type': 'person'}),\n",
" ('Photoshoot', {'node_type': 'place'}),\n",
" ('Arthur Miller', {'node_type': 'person'}),\n",
" ('20th Century Fox', {'node_type': 'place'}),\n",
" ('Ben Lyon', {'node_type': 'person'}),\n",
" ('Billy Travilla', {'node_type': 'person'}),\n",
" ('Film Set', {'node_type': 'place'}),\n",
" ('Charlie Chaplin, Jr.', {'node_type': 'person'}),\n",
" ('filmset', {'node_type': 'place'}),\n",
" ('David Conover', {'node_type': 'person'}),\n",
" ('Edward G. Robinson Jr', {'node_type': 'person'}),\n",
" ('Elia Kazan', {'node_type': 'person'}),\n",
" ('Frank Sinatra', {'node_type': 'person'}),\n",
" ('Fred Karger', {'node_type': 'person'}),\n",
" ('Columbia Pictures', {'node_type': 'place'}),\n",
" ('Georgie Jessel', {'node_type': 'person'}),\n",
" ('Party', {'node_type': 'place'}),\n",
" ('Hal Schaefer', {'node_type': 'person'}),\n",
" ('Hans Jorgen Lembourn', {'node_type': 'person'}),\n",
" ('Unknown', {'node_type': 'place'}),\n",
" ('Henry Rosenfeld', {'node_type': 'person'}),\n",
" ('New York', {'node_type': 'place'}),\n",
" ('Howard Hughes', {'node_type': 'person'}),\n",
" ('James Bacon', {'node_type': 'person'}),\n",
" ('Restaurant', {'node_type': 'place'}),\n",
" ('John F. Kennedy', {'node_type': 'person'}),\n",
" ('Dinner Party', {'node_type': 'place'}),\n",
" ('Jim Dougherty', {'node_type': 'person'}),\n",
" ('School', {'node_type': 'place'}),\n",
" ('Joe Dimaggio', {'node_type': 'person'}),\n",
" ('John Carroll', {'node_type': 'person'}),\n",
" ('Johnny Hyde', {'node_type': 'person'}),\n",
" ('Racquet Club', {'node_type': 'place'}),\n",
" ('Jose Bolanos', {'node_type': 'person'}),\n",
" ('Mexico City', {'node_type': 'place'}),\n",
" ('Joseph Schenck', {'node_type': 'person'}),\n",
" ('Marlon Brando', {'node_type': 'person'}),\n",
" ('Mel Torme', {'node_type': 'person'}),\n",
" ('Milton Berle', {'node_type': 'person'}),\n",
" ('Milton H. Greene', {'node_type': 'person'}),\n",
" ('Natasha Lytess', {'node_type': 'person'}),\n",
" ('Nico Minardos', {'node_type': 'person'}),\n",
" ('Film set', {'node_type': 'place'}),\n",
" ('Robert Slatzer', {'node_type': 'person'}),\n",
" ('Robert F. Kennedy', {'node_type': 'person'}),\n",
" ('Sammy Davis Jr', {'node_type': 'person'}),\n",
" ('Spyros Skouras', {'node_type': 'person'}),\n",
" ('Sydney Chaplin', {'node_type': 'person'}),\n",
" ('racquets club', {'node_type': 'place'}),\n",
" ('Tommy Zahn', {'node_type': 'person'}),\n",
" ('Yves Montand', {'node_type': 'person'})]"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"g.nodes(data=True)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('Marilyn Monroe', 'Photoshoot', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', '20th Century Fox', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'Film Set', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'filmset', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'Columbia Pictures', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'Party', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'Unknown', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'New York', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'Restaurant', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'Dinner Party', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'School', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'Racquet Club', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'Mexico City', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'Film set', {'edge_type': 'meeting_place'}),\n",
" ('Marilyn Monroe', 'racquets club', {'edge_type': 'meeting_place'}),\n",
" ('Andre De Dienes', 'Photoshoot', {'edge_type': 'Relationship'}),\n",
" ('Photoshoot', 'David Conover', {'edge_type': 'Romance'}),\n",
" ('Arthur Miller', '20th Century Fox', {'edge_type': 'Marriage'}),\n",
" ('20th Century Fox', 'Ben Lyon', {'edge_type': 'Romance'}),\n",
" ('20th Century Fox', 'Frank Sinatra', {'edge_type': 'Relationship'}),\n",
" ('20th Century Fox', 'Hal Schaefer', {'edge_type': 'Rumour'}),\n",
" ('20th Century Fox', 'Joseph Schenck', {'edge_type': 'Rumour'}),\n",
" ('20th Century Fox', 'Marlon Brando', {'edge_type': 'Rumour'}),\n",
" ('20th Century Fox',\n",
" 'Robert Slatzer',\n",
" {'edge_type': 'Marriage/relationship'}),\n",
" ('20th Century Fox', 'Tommy Zahn', {'edge_type': 'Romance'}),\n",
" ('Billy Travilla', 'Film Set', {'edge_type': 'Romance'}),\n",
" ('Film Set', 'Edward G. Robinson Jr', {'edge_type': 'Romance'}),\n",
" ('Film Set', 'Elia Kazan', {'edge_type': 'Romance'}),\n",
" ('Film Set', 'Howard Hughes', {'edge_type': 'Romance'}),\n",
" ('Film Set', 'John Carroll', {'edge_type': 'Rumour'}),\n",
" ('Film Set', 'Mel Torme', {'edge_type': 'Romance'}),\n",
" ('Film Set', 'Milton Berle', {'edge_type': 'Romance'}),\n",
" ('Film Set', 'Yves Montand', {'edge_type': 'Romance'}),\n",
" ('Charlie Chaplin, Jr.', 'filmset', {'edge_type': 'Romance'}),\n",
" ('Fred Karger', 'Columbia Pictures', {'edge_type': 'Relationship'}),\n",
" ('Columbia Pictures', 'Natasha Lytess', {'edge_type': 'Romance'}),\n",
" ('Georgie Jessel', 'Party', {'edge_type': 'Rumour'}),\n",
" ('Party', 'Milton H. Greene', {'edge_type': 'Rumour'}),\n",
" ('Party', 'Robert F. Kennedy', {'edge_type': 'Relationship'}),\n",
" ('Party', 'Spyros Skouras', {'edge_type': 'Rumour'}),\n",
" ('Hans Jorgen Lembourn', 'Unknown', {'edge_type': 'Rumour'}),\n",
" ('Unknown', 'Sammy Davis Jr', {'edge_type': 'Romance'}),\n",
" ('Henry Rosenfeld', 'New York', {'edge_type': 'Romance'}),\n",
" ('James Bacon', 'Restaurant', {'edge_type': 'Romance'}),\n",
" ('Restaurant', 'Joe Dimaggio', {'edge_type': 'Marriage'}),\n",
" ('John F. Kennedy', 'Dinner Party', {'edge_type': 'Relationship'}),\n",
" ('Jim Dougherty', 'School', {'edge_type': 'Marriage'}),\n",
" ('Johnny Hyde', 'Racquet Club', {'edge_type': 'Relationship'}),\n",
" ('Jose Bolanos', 'Mexico City', {'edge_type': 'Romance'}),\n",
" ('Nico Minardos', 'Film set', {'edge_type': 'Relationship'}),\n",
" ('Sydney Chaplin', 'racquets club', {'edge_type': 'Romance'})]"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[edge for edge in g.edges(data=True)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Let's draw it more nicely"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
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5RMwr7rfwYa3ePbs19yUu22sXppx+Um3me+zb5AP9MoU/PuUDani38DEi5gBTip7IluKf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7ZIqg8MxaX2vWFm680s28zeNbMbQobGSXpR0lpJv0rqFjLHzZLmBvt+k3RKyL4Bkr6WNCKI+A4p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\nYII=\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 15))\n",
"\n",
"layout = nx.spring_layout(g,iterations=50, k=0.05)\n",
"\n",
"nx.draw_networkx_edges(g, layout)\n",
"\n",
"# Highlight the marriages\n",
"marriages = [(source, target) for source, target, data in g.edges(data=True) if data['edge_type'] == \"Marriage\"]\n",
"nx.draw_networkx_edges(g, layout, edgelist=marriages, edge_color='orange', width=3)\n",
"\n",
"romances = [(source, target) for source, target, data in g.edges(data=True) if data['edge_type'] == \"Romance\"]\n",
"nx.draw_networkx_edges(g, layout, edgelist=romances, edge_color='green', width=3)\n",
"\n",
"marilyn = [node for node, data in g.nodes(data=True) if data['node_type'] == \"marilyn\"]\n",
"places = [node for node, data in g.nodes(data=True) if data['node_type'] == 'place']\n",
"people = [node for node, data in g.nodes(data=True) if data['node_type'] == 'person']\n",
"\n",
"nx.draw_networkx_nodes(g, layout, nodelist=marilyn, node_color='lightgrey', node_size=1000)\n",
"nx.draw_networkx_nodes(g, layout, nodelist=places, node_color='#8dd3c7', node_size=500)\n",
"nx.draw_networkx_nodes(g, layout, nodelist=people, node_color='#fb8072', node_size=100)\n",
"\n",
"nx.draw_networkx_labels(g, layout)\n",
"\n",
"plt.axis('off')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Okay, I give up, let's take it somewhere else\n",
"\n",
"## Save it as an adjacency list\n",
"\n",
"In an adjacency list, the **First thing** is your node. Everything after that is **nodes that it is connected to.**\n",
"\n",
"**DOWNSIDE:** It doesn't save any extra information for the connections."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"nx.write_adjlist(g, 'marilyn_adj_list.txt', delimiter=',')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"#/usr/local/lib/python3.6/site-packages/ipykernel_launcher.py -f /Users/jonathansoma/Library/Jupyter/runtime/kernel-4b7f6739-ab9a-4afa-b889-5b372b85fc96.json\r\n",
"# GMT Thu Aug 24 15:50:01 2017\r\n",
"# \r\n",
"Marilyn Monroe,Photoshoot,20th Century Fox,Film Set,filmset,Columbia Pictures,Party,Unknown,New York,Restaurant,Dinner Party,School,Racquet Club,Mexico City,Film set,racquets club\r\n",
"Andre De Dienes,Photoshoot\r\n",
"Photoshoot,David Conover\r\n",
"Arthur Miller,20th Century Fox\r\n",
"20th Century Fox,Ben Lyon,Frank Sinatra,Hal Schaefer,Joseph Schenck,Marlon Brando,Robert Slatzer,Tommy Zahn\r\n",
"Ben Lyon\r\n",
"Billy Travilla,Film Set\r\n"
]
}
],
"source": [
"!head -n 10 marilyn_adj_list.txt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Save it as an edge list\n",
"\n",
"This is... a **list of edges.** The first element is a node, the second element is a node, and then there's any extra data about that relationship.\n",
"\n",
"**DOWNSIDE:** Doesn't store attributes about the nodes"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"nx.write_edgelist(g, 'marilyn_edge_list.txt', delimiter=',')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Marilyn Monroe,Photoshoot,{'edge_type': 'meeting_place'}\r\n",
"Marilyn Monroe,20th Century Fox,{'edge_type': 'meeting_place'}\r\n",
"Marilyn Monroe,Film Set,{'edge_type': 'meeting_place'}\r\n",
"Marilyn Monroe,filmset,{'edge_type': 'meeting_place'}\r\n",
"Marilyn Monroe,Columbia Pictures,{'edge_type': 'meeting_place'}\r\n"
]
}
],
"source": [
"!head -n 5 marilyn_edge_list.txt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Save it as a GEXF\n",
"\n",
"GEXF is a fancy XML format that you can use a ton of places!"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"nx.write_gexf(g, 'marilyn.gexf')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\r\n",
"\r\n",
" \r\n",
" \r\n",
" \r\n",
" \r\n",
" \r\n",
" \r\n",
" \r\n",
" \r\n"
]
}
],
"source": [
"!head -n 10 marilyn.gexf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How do we open this?\n",
"\n",
"Go get [Gephi](https://gephi.org/)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}