{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Network Distance with LION map\n", "We will attempt to use networkx library with the lion map to calculate network distance for people walking between two points\n", "- Download the zipfile\n", "- Extract and save the zipfile\n", "- Open the line shapefile\n", "- Extract nodes\n", "- Calculate network distance!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We will use the following libraries to achieve our purpose." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "import geopandas as gpd\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "from shapely.geometry import box, LineString, Point,MultiPoint\n", "import os\n", "import sys\n", "import requests\n", "from zipfile import ZipFile as zzip\n", "import fiona\n", "from scipy.spatial import cKDTree\n", "import numpy as np\n", "\n", "sys.path.append(os.path.realpath('..'))" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "'H:\\\\Work\\\\GIS_exploration\\\\code'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "os.getcwd()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.8.6\n" ] } ], "source": [ "print(fiona.__version__)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Downloading and Extracting the NYC Lion file\n", "- This does not need to be run repeatedly" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "url = r\"https://www1.nyc.gov/assets/planning/download/zip/data-maps/open-data/nyclion_19b.zip\"\n", "\n", "# download the file contents in binary format\n", "r = requests.get(url)\n", "# open method to open a file on your system and write the contents\n", "with open(\"../input_data/nyclion_19b.zip\", \"wb\") as file:\n", " file.write(r.content)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "File Name Modified Size\n", "lion/lion.gdb/a00000001.freelist 2019-05-13 12:48:56 4440\n", "lion/lion.gdb/a00000001.gdbindexes 2019-05-13 12:42:56 110\n", "lion/lion.gdb/a00000001.gdbtable 2019-05-13 12:48:56 385\n", "lion/lion.gdb/a00000001.gdbtablx 2019-05-13 12:48:56 5152\n", "lion/lion.gdb/a00000001.TablesByName.atx 2019-05-13 12:48:56 4118\n", "lion/lion.gdb/a00000002.gdbtable 2019-05-13 12:42:56 2055\n", "lion/lion.gdb/a00000002.gdbtablx 2019-05-13 12:42:56 5152\n", "lion/lion.gdb/a00000003.gdbindexes 2019-05-13 12:42:56 42\n", "lion/lion.gdb/a00000003.gdbtable 2019-05-13 12:44:22 1825\n", "lion/lion.gdb/a00000003.gdbtablx 2019-05-13 12:44:22 5152\n", "lion/lion.gdb/a00000004.CatItemsByPhysicalName.atx 2019-05-13 12:48:56 4118\n", "lion/lion.gdb/a00000004.CatItemsByType.atx 2019-05-13 12:48:56 4118\n", "lion/lion.gdb/a00000004.FDO_UUID.atx 2019-05-13 12:48:56 4118\n", "lion/lion.gdb/a00000004.freelist 2019-05-13 12:49:38 57688\n", "lion/lion.gdb/a00000004.gdbindexes 2019-05-13 12:42:56 310\n", "lion/lion.gdb/a00000004.gdbtable 2019-05-13 12:49:38 399741\n", "lion/lion.gdb/a00000004.gdbtablx 2019-05-13 12:49:38 5152\n", "lion/lion.gdb/a00000004.spx 2019-05-13 12:49:30 45078\n", "lion/lion.gdb/a00000005.CatItemTypesByName.atx 2019-05-13 12:42:56 12310\n", "lion/lion.gdb/a00000005.CatItemTypesByParentTypeID.atx 2019-05-13 12:42:56 4118\n", "lion/lion.gdb/a00000005.CatItemTypesByUUID.atx 2019-05-13 12:42:56 4118\n", "lion/lion.gdb/a00000005.gdbindexes 2019-05-13 12:42:56 296\n", "lion/lion.gdb/a00000005.gdbtable 2019-05-13 12:42:56 1803\n", "lion/lion.gdb/a00000005.gdbtablx 2019-05-13 12:42:56 5152\n", "lion/lion.gdb/a00000006.CatRelsByDestinationID.atx 2019-05-13 12:48:56 4118\n", "lion/lion.gdb/a00000006.CatRelsByOriginID.atx 2019-05-13 12:48:56 4118\n", "lion/lion.gdb/a00000006.CatRelsByType.atx 2019-05-13 12:48:56 4118\n", "lion/lion.gdb/a00000006.FDO_UUID.atx 2019-05-13 12:48:56 4118\n", "lion/lion.gdb/a00000006.freelist 2019-05-13 12:48:56 4440\n", "lion/lion.gdb/a00000006.gdbindexes 2019-05-13 12:42:56 318\n", "lion/lion.gdb/a00000006.gdbtable 2019-05-13 12:48:56 701\n", "lion/lion.gdb/a00000006.gdbtablx 2019-05-13 12:48:56 5152\n", "lion/lion.gdb/a00000007.CatRelTypesByBackwardLabel.atx 2019-05-13 12:42:56 4118\n", "lion/lion.gdb/a00000007.CatRelTypesByDestItemTypeID.atx 2019-05-13 12:42:56 4118\n", "lion/lion.gdb/a00000007.CatRelTypesByForwardLabel.atx 2019-05-13 12:42:56 4118\n", "lion/lion.gdb/a00000007.CatRelTypesByName.atx 2019-05-13 12:42:56 4118\n", "lion/lion.gdb/a00000007.CatRelTypesByOriginItemTypeID.atx 2019-05-13 12:42:56 4118\n", "lion/lion.gdb/a00000007.CatRelTypesByUUID.atx 2019-05-13 12:42:56 4118\n", "lion/lion.gdb/a00000007.gdbindexes 2019-05-13 12:42:56 602\n", "lion/lion.gdb/a00000007.gdbtable 2019-05-13 12:42:56 2504\n", "lion/lion.gdb/a00000007.gdbtablx 2019-05-13 12:42:56 5152\n", "lion/lion.gdb/a0000000a.gdbindexes 2019-05-13 12:44:48 116\n", "lion/lion.gdb/a0000000a.gdbtable 2019-05-13 12:44:48 3247250\n", "lion/lion.gdb/a0000000a.gdbtablx 2019-05-13 12:44:48 665632\n", "lion/lion.gdb/a0000000a.spx 2019-05-13 12:44:48 1609750\n", "lion/lion.gdb/a0000000b.gdbindexes 2019-05-13 12:44:56 66\n", "lion/lion.gdb/a0000000b.gdbtable 2019-05-13 12:45:24 5491953\n", "lion/lion.gdb/a0000000b.gdbtablx 2019-05-13 12:45:24 1172512\n", "lion/lion.gdb/a0000000c.gdbindexes 2019-05-13 12:45:30 66\n", "lion/lion.gdb/a0000000c.gdbtable 2019-05-13 12:45:42 6406110\n", "lion/lion.gdb/a0000000c.gdbtablx 2019-05-13 12:45:42 527392\n", "lion/lion.gdb/a0000000d.freelist 2019-05-13 12:48:44 20824\n", "lion/lion.gdb/a0000000d.gdbindexes 2019-05-13 12:48:30 116\n", "lion/lion.gdb/a0000000d.gdbtable 2019-05-13 12:48:44 126137796\n", "lion/lion.gdb/a0000000d.gdbtablx 2019-05-13 12:48:44 1136672\n", "lion/lion.gdb/a0000000d.spx 2019-05-13 12:48:30 4362262\n", "lion/lion.gdb/gdb 2019-05-13 12:42:56 4\n", "lion/lion.gdb/timestamps 2019-05-13 12:47:14 400\n", "lion/LION - Street Name Labels.lyr 2013-09-24 18:10:22 18432\n", "lion/LION Streets - Generic.lyr 2017-02-10 07:51:36 21504\n", "lion/LION Streets - Roadbeds.lyr 2017-02-10 07:54:38 21504\n", "lion/LION - Generic.lyr 2017-02-10 07:48:08 24576\n", "lion/LION - Roadbeds.lyr 2017-02-10 07:49:32 24576\n", "lion/LION - Nodes.lyr 2012-08-17 13:19:50 11776\n", "lion/LION - Street Direction Arrows (ArcGIS 10x).lyr 2013-01-15 10:58:06 22528\n", "lion/LION - Street Direction Arrows (Requires Maplex).lyr 2013-03-12 14:22:44 22528\n", "lion/TrafficRepArrows.style 2012-09-27 08:32:40 598016\n", "lion/ReadMe.txt 2014-03-17 15:27:04 7758\n", "altnames_metadata.html 2019-05-13 12:49:22 38976\n", "altnames_metadata.pdf 2019-05-13 14:35:58 129541\n", "lion_metadata.html 2019-05-13 12:49:12 199830\n", "lion_metadata.pdf 2019-05-13 14:35:22 483768\n", "node_metadata.html 2019-05-13 12:49:32 42396\n", "node_metadata.pdf 2019-05-13 14:34:28 135027\n", "node_stname_metadata.html 2019-05-13 12:49:40 32999\n", "node_stname_metadata.pdf 2019-05-13 14:36:56 123835\n", "Done!\n" ] } ], "source": [ "fp = \"../input_data/nyclion_19b.zip\"\n", "# opening the zip file in READ mode \n", "with zzip(fp, 'r') as file: \n", " # printing all the contents of the zip file \n", " file.printdir() \n", " \n", " # extracting all the files \n", " #rint('Extracting all the files now...') \n", " file.extractall(\"../input_data/\") \n", " print('Done!')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Get layers from GDB" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "gdb_file = r\"../input_data/lion/lion.gdb\"\n", "layers = fiona.listlayers(gdb_file)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "View the layers" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "node\n", "node_stname\n", "altnames\n", "lion\n" ] } ], "source": [ "for layer in layers:\n", " print(layer)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Open the lion layer\n", "It was impossible to read in this layer with the old version of `Fiona`. Please ensure that your `Fiona` version is the most up to date." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "gdb_file = r\"../input_data/lion/lion.gdb\"\n", "lion_gdf = gpd.read_file(gdb_file, driver='FileGDB', layer='lion')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "{'init': 'epsg:2263'}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lion_gdf.crs" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "lion_gdf = lion_gdf.to_crs({'init': 'epsg:4326'})" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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StreetSAFStreetNameFeatureTypSegmentTypIncExFlagRB_LayerNonPedTrafDirTrafSrcSpecAddr...LHi_HyphenRLo_HyphenRHi_HyphenFromLeftToLeftFromRightToRightJoin_IDSHAPE_Lengthgeometry
0EAST 168 STREET0UBTDOT...6995967165996995967162251001000000396.030947(LINESTRING (-73.90346685871668 40.83035379646...
1WEST 192 STREET0UBADOT...986399589863992798401000000279.360514(LINESTRING (-73.9012006771837 40.866613078249...
2UNION AVENUE0UBWDOT...10791016108410171079101610842728001000000618.327133(LINESTRING (-73.90117669122948 40.82438890917...
3UNION AVENUEBEHAGEN PLAYGROUND0UBWDOTN...NoneNoneNone000021279501000000N618.327133(LINESTRING (-73.90117669122948 40.82438890917...
4DELAFIELD AVENUE6UBTDOT...46454600466446014645460046642187601000000670.281037(LINESTRING (-73.90695663477764 40.89360793519...
\n", "

5 rows × 118 columns

\n", "
" ], "text/plain": [ " Street SAFStreetName FeatureTyp SegmentTyp \\\n", "0 EAST 168 STREET 0 U \n", "1 WEST 192 STREET 0 U \n", "2 UNION AVENUE 0 U \n", "3 UNION AVENUE BEHAGEN PLAYGROUND 0 U \n", "4 DELAFIELD AVENUE 6 U \n", "\n", " IncExFlag RB_Layer NonPed TrafDir TrafSrc SpecAddr ... LHi_Hyphen \\\n", "0 B T DOT ... 699 \n", "1 B A DOT ... 98 \n", "2 B W DOT ... 1079 \n", "3 B W DOT N ... None \n", "4 B T DOT ... 4645 \n", "\n", " RLo_Hyphen RHi_Hyphen FromLeft ToLeft FromRight ToRight Join_ID \\\n", "0 596 716 599 699 596 716 2251001000000 \n", "1 63 99 58 98 63 99 2798401000000 \n", "2 1016 1084 1017 1079 1016 1084 2728001000000 \n", "3 None None 0 0 0 0 21279501000000N \n", "4 4600 4664 4601 4645 4600 4664 2187601000000 \n", "\n", " SHAPE_Length geometry \n", "0 396.030947 (LINESTRING (-73.90346685871668 40.83035379646... \n", "1 279.360514 (LINESTRING (-73.9012006771837 40.866613078249... \n", "2 618.327133 (LINESTRING (-73.90117669122948 40.82438890917... \n", "3 618.327133 (LINESTRING (-73.90117669122948 40.82438890917... \n", "4 670.281037 (LINESTRING (-73.90695663477764 40.89360793519... \n", "\n", "[5 rows x 118 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lion_gdf.head()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "We need to clean the `lion_gdf` a little so that non-pedestrians accessible routes are not included.\n", "\n", "`FeatureTyp <> 'F' AND FeatureTyp <> '9' AND FeatureTyp <> '1' AND FeatureTyp <> '7' AND FeatureTyp <> '3' AND TrafDir <> '' AND NonPed <> 'V'`\n", "\n", "Source: https://pointsunknown.nyc/tutorials/04_Q3_SpatialAnalysis.html" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "226977" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lion_gdf['Street'].count()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "lion_gdf['todrop'] = (lion_gdf['NonPed'] == 'V') " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "False 201908\n", "True 25069\n", "Name: todrop, dtype: int64" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lion_gdf['todrop'].value_counts()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "lion_gdf['todrop'] = lion_gdf['FeatureTyp'].isin(['F','9','1','7','3'])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "False 202573\n", "True 24404\n", "Name: todrop, dtype: int64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lion_gdf['todrop'].value_counts()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "T 96024\n", "W 44976\n", "A 40322\n", " 34499\n", "P 11156\n", "Name: TrafDir, dtype: int64" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lion_gdf['TrafDir'].value_counts()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "lion_gdf['todrop'] = lion_gdf['TrafDir'].isin([' '])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/plain": [ "False 192478\n", "True 34499\n", "Name: todrop, dtype: int64" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lion_gdf['todrop'].value_counts()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "lion_gdf['todrop'] = (lion_gdf['NonPed'] == 'V') | \n", " (lion_gdf['FeatureTyp'].isin(['F','9','1','7','3'])) | \n", " (lion_gdf['TrafDir'].isin([' ']))" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "False 166475\n", "True 60502\n", "Name: todrop, dtype: int64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lion_gdf['todrop'].value_counts()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Save the clean version in a new dataframe" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "clean_lion_gdf = gpd.GeoDataFrame(lion_gdf.loc[lion_gdf['todrop'] == False])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Checking that those observations were dropped" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "False 166475\n", "Name: NonPed, dtype: int64" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(clean_lion_gdf['NonPed'] == 'V').value_counts()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "False 166475\n", "Name: FeatureTyp, dtype: int64" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clean_lion_gdf['FeatureTyp'].isin(['F','9','1','7','3']).value_counts()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "False 166475\n", "Name: TrafDir, dtype: int64" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clean_lion_gdf['TrafDir'].isin([' ']).value_counts()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "clean_lion_gdf.drop(['todrop'], axis = 1, inplace = True)" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 113, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "clean_lion_gdf.plot(figsize=(10,10))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "skip" } }, "source": [ "### Save the lion layer as a shapefile" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "fp = r\"../intermediate_data/clean_lion_line.shp\"\n", "clean_lion_gdf.to_file(fp)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Test case\n", "We will use two points that are across from each other, but has a highway between them. The network analysis route should move along the road until it find a road that can cross under the highway.\n", "\n", "To see the points:\n", "\n", "Destination point: https://www.google.com/maps/place/40%C2%B044'13.9%22N+73%C2%B051'50.6%22W/@40.737199,-73.8662467,17z/data=!3m1!4b1!4m5!3m4!1s0x0:0x0!8m2!3d40.737199!4d-73.864058\n", "\n", "Origin point: \n", "https://www.google.com/maps/place/40%C2%B043'56.9%22N+73%C2%B051'42.0%22W/@40.732484,-73.8638547,17z/data=!3m1!4b1!4m5!3m4!1s0x0:0x0!8m2!3d40.732484!4d-73.861666" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "fp = r\"../intermediate_data/clean_lion_line.shp\"\n", "lion_graph = nx.read_shp(fp)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lion_graph" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "This is the key to calculating the right network distance. The graph must be undirected for pedestrian distance. " ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "undirected_lion_graph = lion_graph.to_undirected()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "undirected_lion_graph" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Writing the Graph to shapefile creates the nodes and edges" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "fp = r\"../intermediate_data\"\n", "nx.write_shp(lion_graph, fp)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Read the `node` as geopandas dataframes" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "fp = r\"../intermediate_data/nodes.shp\"\n", "node_gdf = gpd.read_file(fp)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [ { "data": { "text/html": [ "
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FIDgeometry
00POINT (-73.90346685871668 40.83035379646685)
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" ], "text/plain": [ " FID geometry\n", "0 0 POINT (-73.90346685871668 40.83035379646685)\n", "1 1 POINT (-73.9023800533195 40.82964662740077)\n", "2 2 POINT (-73.9012006771837 40.86661307824997)\n", "3 3 POINT (-73.90207336386543 40.86699910556131)\n", "4 4 POINT (-73.90117669122948 40.82438890917424)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "node_gdf.head()" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "node_gdf.crs = {'init': 'epsg:4326'}" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "node_gdf.plot(figsize=(10,10),markersize=1);" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "target_xy = (-73.864058, 40.737199)\n", "orig_xy = (-73.861666,40.732484)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "We place the geometry of the `nodes` into the an numpy array and put the array into scipy's cKDTree. This turns the \"index into a set of k-dimensional points which can be used to rapidly look up the nearest neighbors of any point.\" Super fast nearest-neighbor matching." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "nB = np.array(list(zip(node_gdf.geometry.x, node_gdf.geometry.y)) )\n", "btree = cKDTree(nB)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Here we are finding the nearest node to our target_xy." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.7438436323677245e-05 66053\n" ] } ], "source": [ "dist, target_node = btree.query(target_xy,k=1)\n", "print(dist, target_node)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "The distance measure above will be important for us to calculate the entire distance (distance from origin_xy to orgin_node + network distance + distance from target node to target_xy)." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Lets view the node and the geometry of that node." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "66053 POINT (-73.86404739259665 40.73716309568955)\n", "Name: geometry, dtype: object" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "node_gdf['geometry'].loc[node_gdf['FID'] == 66053]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Repeat for the origin node." ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2.6730270855641812e-05 76256\n" ] } ], "source": [ "dist, orig_node = btree.query(orig_xy,k=1)\n", "print(dist, orig_node)" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "76256 POINT (-73.86164235281636 40.73247153733231)\n", "Name: geometry, dtype: object" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "node_gdf['geometry'].loc[node_gdf['FID'] == 76256]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "View the contents in the graph" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "[(-73.90346685871668, 40.83035379646685),\n", " (-73.9023800533195, 40.82964662740077),\n", " (-73.9012006771837, 40.86661307824997),\n", " (-73.90207336386543, 40.866999105561305),\n", " (-73.90117669122948, 40.82438890917424),\n", " (-73.90050540472349, 40.826007622001576),\n", " (-73.90695663477764, 40.89360793519608),\n", " (-73.90695595783123, 40.89544764345081),\n", " (-73.90706510075327, 40.89927414148254),\n", " (-73.9071219824245, 40.89929111645273)]" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(undirected_lion_graph.nodes)[0:10]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "In the `undirected_lion_graph`, the labels of the nodes are by default the coordinates. We will change it to intergers for ease of finding them. " ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "undirected_lion_graph = nx.convert_node_labels_to_integers(undirected_lion_graph, first_label = 0)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list(undirected_lion_graph.nodes)[0:10]" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Checking that `undirected_lion_graph` has the nodes from above." ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#target node\n", "undirected_lion_graph.has_node(target_node)" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#origin node\n", "undirected_lion_graph.has_node(orig_node)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Network analysis!" ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "route = nx.shortest_path(G=undirected_lion_graph, source=orig_node, target=target_node, weight = None)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Capture the route nodes and turn it into a `LineString`" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "route_nodes = node_gdf.loc[route]" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "route_line = LineString(list(route_nodes.geometry.values))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Make a geodataframe to store the data" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "route_geom = gpd.GeoDataFrame(crs=node_gdf.crs)\n", "route_geom['geometry'] = None\n", "route_geom['id'] = None" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "Add the information into the geodataframe" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "route_geom.loc[0, 'geometry'] = route_line" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "route_geom.loc[0, 'id'] = str(list(route_nodes['FID'].values))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Now is the time to convert the data into `epsg 2263`." ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "{'init': 'epsg:4326'}" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "route_geom.crs" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "route_geom = route_geom.to_crs({'init': 'epsg:2263'})" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "Calculate network distance of the route!" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "route_geom['length_ft'] = route_geom.length\n", "route_geom['length_miles'] = route_geom['length_ft'] *0.000189394" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " geometry \\\n", "0 LINESTRING (1022595.221231206 206165.993610297... \n", "\n", " id length_ft \\\n", "0 [76256, 58177, 66289, 76111, 72542, 72541, 813... 2893.217327 \n", "\n", " length_miles \n", "0 0.547958 " ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "route_geom.head()" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "route_geom.plot(figsize = (10,10));" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "fp = r\"..\\intermediate_data\\lion_test_route_shapefile.shp\"\n", "route_geom[['id','geometry']].to_file(fp)" ] } ], "metadata": { "celltoolbar": "Slideshow", "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }