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@knaaptime
Created May 8, 2020 00:47
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Loading manifest: 100%|██████████| 3/3 [00:00<00:00, 1667.49entries/s]\n",
"Loading manifest: 100%|██████████| 5/5 [00:00<00:00, 11908.87entries/s]\n",
"Loading manifest: 100%|██████████| 5/5 [00:00<00:00, 10613.12entries/s]\n",
"/Users/knaaptime/anaconda3/envs/maxp_emp/lib/python3.7/site-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.cluster.spectral module is deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.cluster. Anything that cannot be imported from sklearn.cluster is now part of the private API.\n",
" warnings.warn(message, FutureWarning)\n",
"Loading manifest: 100%|██████████| 3/3 [00:00<00:00, 1818.34entries/s]\n"
]
}
],
"source": [
"import osmnx as ox\n",
"import momepy\n",
"import geosnap\n",
"import matplotlib.pyplot as plt\n",
"from pyrosm import OSM"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"dc = geosnap.Community.from_census(state_fips='11').gdf\n",
"dc = dc[dc.year==2010]\n",
"dc.plot()\n",
"bbox_geom = dc['geometry'].unary_union\n",
"bbox_geom\n",
"osm = OSM(\"../data/us-south-latest.osm.pbf\", bounding_box=bbox_geom)\n",
"osm.bounding_box"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"osm = OSM(\"../data/district-of-columbia-latest.osm.pbf\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"dc_bounds = osm.get_boundaries()"
]
},
{
"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",
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"\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>admin_level</th>\n",
" <th>boundary</th>\n",
" <th>border_type</th>\n",
" <th>id</th>\n",
" <th>timestamp</th>\n",
" <th>version</th>\n",
" <th>tags</th>\n",
" <th>geometry</th>\n",
" <th>osm_type</th>\n",
" <th>name</th>\n",
" <th>operator</th>\n",
" <th>ref</th>\n",
" <th>website</th>\n",
" <th>changeset</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>8</td>\n",
" <td>administrative</td>\n",
" <td>None</td>\n",
" <td>34310859</td>\n",
" <td>1437271602</td>\n",
" <td>19</td>\n",
" <td>{\"source\":\"TIGER/Line\\u00AE 2008 Place Shapefi...</td>\n",
" <td>LINESTRING (-77.11977 38.93428, -77.11929 38.9...</td>\n",
" <td>way</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>9</td>\n",
" <td>administrative</td>\n",
" <td>suburb</td>\n",
" <td>329740250</td>\n",
" <td>1579700137</td>\n",
" <td>10</td>\n",
" <td>None</td>\n",
" <td>LINESTRING (-77.01492 38.95670, -77.01453 38.9...</td>\n",
" <td>way</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>9</td>\n",
" <td>administrative</td>\n",
" <td>None</td>\n",
" <td>329959214</td>\n",
" <td>1583392990</td>\n",
" <td>6</td>\n",
" <td>{\"place\":\"suburb\"}</td>\n",
" <td>LINESTRING (-77.01281 38.97387, -77.01328 38.9...</td>\n",
" <td>way</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>9</td>\n",
" <td>administrative</td>\n",
" <td>suburb</td>\n",
" <td>330116427</td>\n",
" <td>1550221718</td>\n",
" <td>5</td>\n",
" <td>None</td>\n",
" <td>LINESTRING (-77.00023 38.94724, -77.00087 38.9...</td>\n",
" <td>way</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>9</td>\n",
" <td>administrative</td>\n",
" <td>suburb</td>\n",
" <td>330131688</td>\n",
" <td>1560154501</td>\n",
" <td>5</td>\n",
" <td>None</td>\n",
" <td>LINESTRING (-77.01682 38.94641, -77.01666 38.9...</td>\n",
" <td>way</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" admin_level boundary border_type id timestamp version \\\n",
"0 8 administrative None 34310859 1437271602 19 \n",
"1 9 administrative suburb 329740250 1579700137 10 \n",
"2 9 administrative None 329959214 1583392990 6 \n",
"3 9 administrative suburb 330116427 1550221718 5 \n",
"4 9 administrative suburb 330131688 1560154501 5 \n",
"\n",
" tags \\\n",
"0 {\"source\":\"TIGER/Line\\u00AE 2008 Place Shapefi... \n",
"1 None \n",
"2 {\"place\":\"suburb\"} \n",
"3 None \n",
"4 None \n",
"\n",
" geometry osm_type name operator \\\n",
"0 LINESTRING (-77.11977 38.93428, -77.11929 38.9... way NaN NaN \n",
"1 LINESTRING (-77.01492 38.95670, -77.01453 38.9... way NaN NaN \n",
"2 LINESTRING (-77.01281 38.97387, -77.01328 38.9... way NaN NaN \n",
"3 LINESTRING (-77.00023 38.94724, -77.00087 38.9... way NaN NaN \n",
"4 LINESTRING (-77.01682 38.94641, -77.01666 38.9... way NaN NaN \n",
"\n",
" ref website changeset \n",
"0 NaN NaN NaN \n",
"1 NaN NaN NaN \n",
"2 NaN NaN NaN \n",
"3 NaN NaN NaN \n",
"4 NaN NaN NaN "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dc_bounds.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x104201110>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 248,
"width": 335
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dc_bounds.plot()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"dc_roads = osm.get_network(network_type='driving')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'geopandas.geodataframe.GeoDataFrame'>\n",
"RangeIndex: 22135 entries, 0 to 22134\n",
"Data columns (total 29 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 access 1187 non-null object \n",
" 1 bicycle 785 non-null object \n",
" 2 bridge 434 non-null object \n",
" 3 cycleway 644 non-null object \n",
" 4 foot 504 non-null object \n",
" 5 highway 22135 non-null object \n",
" 6 junction 166 non-null object \n",
" 7 lanes 6994 non-null object \n",
" 8 lit 95 non-null object \n",
" 9 maxspeed 1028 non-null object \n",
" 10 motorcar 1 non-null object \n",
" 11 motor_vehicle 72 non-null object \n",
" 12 name 10927 non-null object \n",
" 13 oneway 6416 non-null object \n",
" 14 overtaking 15 non-null object \n",
" 15 psv 1 non-null object \n",
" 16 ref 862 non-null object \n",
" 17 service 2758 non-null object \n",
" 18 sidewalk 2887 non-null object \n",
" 19 smoothness 69 non-null object \n",
" 20 surface 1871 non-null object \n",
" 21 tunnel 140 non-null object \n",
" 22 width 3 non-null object \n",
" 23 id 22135 non-null int64 \n",
" 24 timestamp 22135 non-null int64 \n",
" 25 version 22135 non-null int8 \n",
" 26 tags 11241 non-null object \n",
" 27 geometry 22135 non-null geometry\n",
" 28 osm_type 22135 non-null object \n",
"dtypes: geometry(1), int64(2), int8(1), object(25)\n",
"memory usage: 4.7+ MB\n"
]
}
],
"source": [
"dc_roads.info()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"dc_bldgs = osm.get_buildings()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"dc_bldgs = ox.project_gdf(dc_bldgs)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"#dc_bldgs.plot()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'Polygon'"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dc_bldgs.geometry[1].geom_type"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"dc_bldgs = dc_bldgs[dc_bldgs.geometry.geom_type=='Polygon']"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loop 1 out of 2.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Identifying changes: 100%|██████████| 161143/161143 [00:13<00:00, 12246.37it/s]\n",
"Changing geometry: 100%|██████████| 3115/3115 [05:44<00:00, 9.04it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loop 2 out of 2.\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Identifying changes: 100%|██████████| 139851/139851 [00:11<00:00, 12681.04it/s]\n",
"Changing geometry: 100%|██████████| 64/64 [00:08<00:00, 7.13it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Inward offset...\n",
"Discretization...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" 0%| | 12/139776 [00:00<3:53:15, 9.99it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Generating input point array...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 139776/139776 [05:38<00:00, 412.99it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Generating Voronoi diagram...\n",
"Generating GeoDataFrame...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Vertices to Polygons: 100%|██████████| 14184333/14184333 [12:32<00:00, 18854.70it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dissolving Voronoi polygons...\n",
"Preparing limit for edge resolving...\n",
"Building R-tree...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
" 2%|▏ | 43/1994 [00:00<00:10, 184.85it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Identifying edge cells...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 1994/1994 [01:08<00:00, 28.94it/s] \n",
" 0%| | 9/4108 [00:00<00:46, 88.41it/s]"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cutting...\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 4108/4108 [00:48<00:00, 83.93it/s] \n",
"/Users/knaaptime/anaconda3/envs/maxp_emp/lib/python3.7/site-packages/momepy/elements.py:437: UserWarning: Tessellation contains MultiPolygon elements. Initial objects should be edited. unique_id of affected elements: [33, 251, 1684, 1772, 2104, 2119, 3435, 15507, 15512, 18256, 18407, 18528, 18868, 18912, 18979, 19021, 19291, 19305, 19484, 19491, 26816, 30364, 30990, 31019, 35534, 36715, 45819, 45982, 46308, 46677, 56190, 69559, 70826, 80945, 80946, 80950, 81005, 81007, 82317, 82319, 82325, 82408, 84008, 84009, 84010, 94517, 94598, 94603, 94741, 108774, 108878, 126680, 138735, 138771, 138792, 138923, 138928, 138930, 138934, 138936, 138941, 138950, 138957, 138958, 138961, 138962, 138970, 138973, 138974, 138979, 138982, 138984, 138986, 138987, 138997, 139008, 139011, 139020, 139023, 139032, 139042, 139043, 139276, 139488, 139537, 139571]\n",
" \"unique_id of affected elements: {}\".format(list(uids))\n"
]
}
],
"source": [
"\n",
"buildings = momepy.preprocess(dc_bldgs, size=30,\n",
" compactness=True, islands=True)\n",
"buildings['uID'] = momepy.unique_id(buildings)\n",
"limit = momepy.buffered_limit(buildings)\n",
"tess = momepy.Tessellation(buildings, unique_id='uID', limit=limit)\n",
"tessellation = tess.tessellation"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'geopandas.geodataframe.GeoDataFrame'>\n",
"Int64Index: 139684 entries, 0 to 139850\n",
"Data columns (total 37 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 addr:city 15704 non-null object \n",
" 1 addr:country 13911 non-null object \n",
" 2 addr:housenumber 117159 non-null object \n",
" 3 addr:housename 100 non-null object \n",
" 4 addr:postcode 62115 non-null object \n",
" 5 addr:place 10 non-null object \n",
" 6 addr:street 117343 non-null object \n",
" 7 email 18 non-null object \n",
" 8 name 2121 non-null object \n",
" 9 opening_hours 122 non-null object \n",
" 10 operator 123 non-null object \n",
" 11 phone 245 non-null object \n",
" 12 ref 4 non-null object \n",
" 13 url 23 non-null object \n",
" 14 website 351 non-null object \n",
" 15 building 139684 non-null object \n",
" 16 amenity 732 non-null object \n",
" 17 building:levels 48468 non-null object \n",
" 18 building:material 22 non-null object \n",
" 19 craft 10 non-null object \n",
" 20 height 207 non-null object \n",
" 21 internet_access 10 non-null object \n",
" 22 landuse 5 non-null object \n",
" 23 levels 7 non-null object \n",
" 24 office 170 non-null object \n",
" 25 shop 164 non-null object \n",
" 26 source 82374 non-null object \n",
" 27 start_date 19 non-null object \n",
" 28 wikipedia 402 non-null object \n",
" 29 id 139684 non-null int64 \n",
" 30 timestamp 139684 non-null int64 \n",
" 31 version 139684 non-null int8 \n",
" 32 geometry 139684 non-null geometry\n",
" 33 tags 138859 non-null object \n",
" 34 osm_type 139684 non-null object \n",
" 35 changeset 230 non-null float64 \n",
" 36 uID 139684 non-null int64 \n",
"dtypes: float64(1), geometry(1), int64(3), int8(1), object(31)\n",
"memory usage: 39.6+ MB\n"
]
}
],
"source": [
"buildings.info()"
]
},
{
"cell_type": "code",
"execution_count": 31,
"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>uID</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>POLYGON ((324341.977 4306283.310, 324339.291 4...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>POLYGON ((324259.649 4306285.818, 324256.271 4...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>POLYGON ((318962.380 4311800.296, 318961.760 4...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>POLYGON ((318826.288 4311927.918, 318825.662 4...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>POLYGON ((318946.517 4311894.672, 318946.516 4...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" uID geometry\n",
"0 0 POLYGON ((324341.977 4306283.310, 324339.291 4...\n",
"1 1 POLYGON ((324259.649 4306285.818, 324256.271 4...\n",
"2 2 POLYGON ((318962.380 4311800.296, 318961.760 4...\n",
"3 3 POLYGON ((318826.288 4311927.918, 318825.662 4...\n",
"4 4 POLYGON ((318946.517 4311894.672, 318946.516 4..."
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tessellation.head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"tessellation.to_file(\"../data/dc_tess.shp\")"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12fb3f850>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 258,
"width": 241
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tessellation.plot()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"buildings.to_file(\"../data/dc_buildings.shp\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:maxp_emp]",
"language": "python",
"name": "conda-env-maxp_emp-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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