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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 1296x576 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"%matplotlib inline\n", | |
"import matplotlib\n", | |
"import geopandas\n", | |
"import pandas as pd\n", | |
"import geoplot\n", | |
"\n", | |
"world = geopandas.read_file(\n", | |
" geopandas.datasets.get_path('naturalearth_lowres')\n", | |
")\n", | |
"\n", | |
"visited_countries = [\n", | |
"'Australia',\n", | |
"'Belgium',\n", | |
"'Canada',\n", | |
"'Denmark',\n", | |
"'France',\n", | |
"'Greece',\n", | |
"'Indonesia',\n", | |
"'Italy',\n", | |
"'Italy',\n", | |
"'Lebanon',\n", | |
"'Mexico',\n", | |
"'New Zealand',\n", | |
"'Puerto Rico',\n", | |
"'Spain',\n", | |
"'United Arab Emirates',\n", | |
"'United Kingdom',\n", | |
"'United States of America'\n", | |
"]\n", | |
"\n", | |
"# Make sure that all of the specified countries exist.\n", | |
"visited = pd.DataFrame({'key': visited_countries, 'visited': [1] * len(visited_countries) })\n", | |
"visited['found'] = visited.key.isin(world.name)\n", | |
"unknown = visited[visited['found']==False]\n", | |
"assert unknown.shape[0] == 0, unknown\n", | |
"\n", | |
"travel = world.join(visited.set_index('key'), on=\"name\").fillna(value={'visited': 0})\n", | |
"geoplot.choropleth(\n", | |
" travel,\n", | |
" hue='visited',\n", | |
" edgecolor='gray',\n", | |
" linewidth=0.5,\n", | |
" cmap='binary',\n", | |
" figsize=(18,8), \n", | |
");" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.7.5" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 2 | |
} |
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