{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Session 4: Geometric operation and Data classification\n", "*Written by Men Vuthy, 2021*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Overview:\n", "\n", "In this session, we are going to learn about operating geometric functions (i.e. intersection, symetrical difference, union, and difference) and how to classify the data based on specific criteria and map classifiers. These operations are very common in GIS; however, here we will do it Python programming language. It is important to know how it can be done since it will help you deal with large amount of data or big-data.\n", "\n", "After this session, you will understand how to:\n", "\n", "* conduct overlay analysis such as clipping or intersection, union, difference, etc\n", "* conduct a loop operation of overlay analysis\n", "* aggregate the geometries\n", "* classify data features based on standard classification methods\n", "* create custom classifier for data feature classification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Downloading dataset**\n", "\n", "The data used in this lesson is retrieved from the book titled \"[Hands-On Data Visualization](https://handsondataviz.org)\". The data shows the location of bicycle theft in London reported by the [Metropolitan Police Service](https://data.police.uk/data/). Visualize the interactive map of bicycle theft [here](https://handsondataviz.github.io/leaflet-heatmap/). The data source is given as a list of coordinates (lat and lon) of location where the bicycles were stolen in a csv file format. Thus, to conduct geometric operation, we need to convert these coordinates into a GeoDataFrame with an appropriate coordinate reference system. \n", "\n", "- [Bicycle theft in London in January-July 2020](https://github.com/HandsOnDataViz/leaflet-heatmap)\n", "\n", "![bicycle-theft](img-markdown/bicycle-theft.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1. Geometry operation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### a. Spatial overlay analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Geometric operation such as interection, union or difference is usually known as overlay analysis. The overlay analysis is one of the spatial GIS operations which aims at creating a new layer based on the overlaying shapes of two geometries and on the attribute information. In other words, it allows you to identify the relationships between two polygon features that share all or part of the same area.\n", "\n", "Typical overlay operations are:\n", "\n", "![overlay](img-markdown/overlay_operations.png)\n", "\n", "\n", "Source: [Vector Spatial Analysis - QGIS](https://docs.qgis.org/2.8/en/docs/gentle_gis_introduction/vector_spatial_analysis_buffers.html#figure-overlay-operations)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's get started to work on practial examples. \n", "\n", "From now, we will learn how to conduct overlay operations on our data of bicycle theft in London. The question is \"*How many and where the bicycle theft in the southern area of Thames river in London?*\"" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import necessary module\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "import shapely.speedups\n", "%matplotlib inline\n", "\n", "# Let's enable speedups to make queries faster\n", "shapely.speedups.enable()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s first read the border data and see how it looks:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Set file paths\n", "border_fp = \"data/greater_london_const_region.shp\"\n", "south_river_fp = \"data/south-area.shp\"\n", "\n", "# Read files\n", "border = gpd.read_file(border_fp)\n", "south_river = gpd.read_file(south_river_fp)\n", "\n", "# Plot the layers\n", "ax = border.plot(facecolor='#28B463', edgecolor='white')\n", "south_river.plot(ax=ax, facecolor='None', edgecolor='blue')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The green area is London city which we want to use for conducting overlay analysis, while the blue polygon is the boundary of the southern area of Thames river. \n", "\n", "We will clip the green area within the blue polygon by using a function called [overlay()](https://geopandas.org/docs/user_guide/set_operations.html) from `geopandas`. This function takes few inputs such as:\n", "\n", "1. geometries data (i.e. the data we want to clip or make difference)\n", "2. boundary geometries (i.e. area for clipping or making difference)\n", "3. type of overlay operation: `how` (i.e. `how=intersection`, `how=difference`, `how=union` and `how=symmetric_difference`)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before conducting overlay operation, it is better to check whether or not the coordinate systems of each data are consistent. It will result in an error if their crs are not the same." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Ensure that the CRS matches, if not raise an AssertionError\n", "assert border.crs == south_river.crs, \"CRS are not the same between layers!\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, it can be sure that both data have the same crs. Thus, we can start the overlay analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Intersection**" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "intersection = gpd.overlay(border, south_river, how='intersection')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NAMEAREA_CODEDESCRIPTIOFILE_NAMENUMBERNUMBER0POLYGON_IDUNIT_IDCODEHECTARESAREATYPE_CODEDESCRIPT0TYPE_COD0DESCRIPT1idNamegeometry
0Havering and Redbridge GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY1111207441452E3200000917089.120215.025VACIVIL VOTING AREANoneNone1South Thames RiverMULTIPOLYGON (((552057.328 178434.366, 552047....
1Croydon and Sutton GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY2211205641443E3200000513033.6410.000VACIVIL VOTING AREANoneNone1South Thames RiverPOLYGON ((531409.308 171042.621, 531439.333 17...
2Bexley and Bromley GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY3311206641448E3200000221444.820373.731VACIVIL VOTING AREANoneNone1South Thames RiverPOLYGON ((549944.025 181074.392, 549992.231 18...
3South West GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY4411207641453E3200001315259.573198.064VACIVIL VOTING AREANoneNone1South Thames RiverMULTIPOLYGON (((522034.141 178039.708, 522044....
4Lambeth and Southwark GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY8811206241446E320000105716.068147.597VACIVIL VOTING AREANoneNone1South Thames RiverPOLYGON ((535280.948 177955.306, 535280.821 17...
\n", "
" ], "text/plain": [ " NAME AREA_CODE \\\n", "0 Havering and Redbridge GL Assembly Const LAC \n", "1 Croydon and Sutton GL Assembly Const LAC \n", "2 Bexley and Bromley GL Assembly Const LAC \n", "3 South West GL Assembly Const LAC \n", "4 Lambeth and Southwark GL Assembly Const LAC \n", "\n", " DESCRIPTIO FILE_NAME \\\n", "0 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "1 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "2 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "3 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "4 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "\n", " NUMBER NUMBER0 POLYGON_ID UNIT_ID CODE HECTARES AREA \\\n", "0 1 1 112074 41452 E32000009 17089.120 215.025 \n", "1 2 2 112056 41443 E32000005 13033.641 0.000 \n", "2 3 3 112066 41448 E32000002 21444.820 373.731 \n", "3 4 4 112076 41453 E32000013 15259.573 198.064 \n", "4 8 8 112062 41446 E32000010 5716.068 147.597 \n", "\n", " TYPE_CODE DESCRIPT0 TYPE_COD0 DESCRIPT1 id Name \\\n", "0 VA CIVIL VOTING AREA None None 1 South Thames River \n", "1 VA CIVIL VOTING AREA None None 1 South Thames River \n", "2 VA CIVIL VOTING AREA None None 1 South Thames River \n", "3 VA CIVIL VOTING AREA None None 1 South Thames River \n", "4 VA CIVIL VOTING AREA None None 1 South Thames River \n", "\n", " geometry \n", "0 MULTIPOLYGON (((552057.328 178434.366, 552047.... \n", "1 POLYGON ((531409.308 171042.621, 531439.333 17... \n", "2 POLYGON ((549944.025 181074.392, 549992.231 18... \n", "3 MULTIPOLYGON (((522034.141 178039.708, 522044.... \n", "4 POLYGON ((535280.948 177955.306, 535280.821 17... " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "intersection.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let’s plot our data and see what we have:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "intersection.plot(facecolor='#28B463', edgecolor='white');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Difference**" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "difference = gpd.overlay(border, south_river, how='difference')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NAMEAREA_CODEDESCRIPTIOFILE_NAMENUMBERNUMBER0POLYGON_IDUNIT_IDCODEHECTARESAREATYPE_CODEDESCRIPT0TYPE_COD0DESCRIPT1geometry
0Havering and Redbridge GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY1111207441452E3200000917089.120215.025VACIVIL VOTING AREANoneNonePOLYGON ((551329.848 179223.210, 551325.201 17...
2Bexley and Bromley GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY3311206641448E3200000221444.820373.731VACIVIL VOTING AREANoneNoneMULTIPOLYGON (((553318.724 178598.531, 553382....
3South West GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY4411207641453E3200001315259.573198.064VACIVIL VOTING AREANoneNoneMULTIPOLYGON (((523299.645 177410.580, 523300....
4Ealing and Hillingdon GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY5511205441442E3200000617124.6430.000VACIVIL VOTING AREANoneNonePOLYGON ((504288.900 193543.098, 504292.998 19...
5Brent and Harrow GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY6611206041445E320000039370.0640.000VACIVIL VOTING AREANoneNonePOLYGON ((517376.114 194089.315, 517378.181 19...
\n", "
" ], "text/plain": [ " NAME AREA_CODE \\\n", "0 Havering and Redbridge GL Assembly Const LAC \n", "2 Bexley and Bromley GL Assembly Const LAC \n", "3 South West GL Assembly Const LAC \n", "4 Ealing and Hillingdon GL Assembly Const LAC \n", "5 Brent and Harrow GL Assembly Const LAC \n", "\n", " DESCRIPTIO FILE_NAME \\\n", "0 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "2 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "3 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "4 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "5 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "\n", " NUMBER NUMBER0 POLYGON_ID UNIT_ID CODE HECTARES AREA \\\n", "0 1 1 112074 41452 E32000009 17089.120 215.025 \n", "2 3 3 112066 41448 E32000002 21444.820 373.731 \n", "3 4 4 112076 41453 E32000013 15259.573 198.064 \n", "4 5 5 112054 41442 E32000006 17124.643 0.000 \n", "5 6 6 112060 41445 E32000003 9370.064 0.000 \n", "\n", " TYPE_CODE DESCRIPT0 TYPE_COD0 DESCRIPT1 \\\n", "0 VA CIVIL VOTING AREA None None \n", "2 VA CIVIL VOTING AREA None None \n", "3 VA CIVIL VOTING AREA None None \n", "4 VA CIVIL VOTING AREA None None \n", "5 VA CIVIL VOTING AREA None None \n", "\n", " geometry \n", "0 POLYGON ((551329.848 179223.210, 551325.201 17... \n", "2 MULTIPOLYGON (((553318.724 178598.531, 553382.... \n", "3 MULTIPOLYGON (((523299.645 177410.580, 523300.... \n", "4 POLYGON ((504288.900 193543.098, 504292.998 19... \n", "5 POLYGON ((517376.114 194089.315, 517378.181 19... " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "difference.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let’s plot our data and see what we have:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "difference.plot(facecolor='#28B463', edgecolor='white');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Union**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "union = gpd.overlay(intersection, difference, how='union')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NAME_1AREA_CODE_1DESCRIPTIO_1FILE_NAME_1NUMBER_1NUMBER0_1POLYGON_ID_1UNIT_ID_1CODE_1HECTARES_1...POLYGON_ID_2UNIT_ID_2CODE_2HECTARES_2AREA_2TYPE_CODE_2DESCRIPT0_2TYPE_COD0_2DESCRIPT1_2geometry
0Havering and Redbridge GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY1.01.0112074.041452.0E3200000917089.120...NaNNaNNaNNaNNaNNaNNaNNaNNaNMULTIPOLYGON (((552057.328 178434.366, 552047....
1Croydon and Sutton GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY2.02.0112056.041443.0E3200000513033.641...NaNNaNNaNNaNNaNNaNNaNNaNNaNPOLYGON ((531409.308 171042.621, 531439.333 17...
2Bexley and Bromley GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY3.03.0112066.041448.0E3200000221444.820...NaNNaNNaNNaNNaNNaNNaNNaNNaNPOLYGON ((549944.025 181074.392, 549992.231 18...
3South West GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY4.04.0112076.041453.0E3200001315259.573...NaNNaNNaNNaNNaNNaNNaNNaNNaNMULTIPOLYGON (((522034.141 178039.708, 522044....
4Lambeth and Southwark GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY8.08.0112062.041446.0E320000105716.068...NaNNaNNaNNaNNaNNaNNaNNaNNaNPOLYGON ((535280.948 177955.306, 535280.821 17...
\n", "

5 rows × 33 columns

\n", "
" ], "text/plain": [ " NAME_1 AREA_CODE_1 \\\n", "0 Havering and Redbridge GL Assembly Const LAC \n", "1 Croydon and Sutton GL Assembly Const LAC \n", "2 Bexley and Bromley GL Assembly Const LAC \n", "3 South West GL Assembly Const LAC \n", "4 Lambeth and Southwark GL Assembly Const LAC \n", "\n", " DESCRIPTIO_1 FILE_NAME_1 \\\n", "0 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "1 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "2 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "3 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "4 Greater London Authority Assembly Constituency GREATER_LONDON_AUTHORITY \n", "\n", " NUMBER_1 NUMBER0_1 POLYGON_ID_1 UNIT_ID_1 CODE_1 HECTARES_1 ... \\\n", "0 1.0 1.0 112074.0 41452.0 E32000009 17089.120 ... \n", "1 2.0 2.0 112056.0 41443.0 E32000005 13033.641 ... \n", "2 3.0 3.0 112066.0 41448.0 E32000002 21444.820 ... \n", "3 4.0 4.0 112076.0 41453.0 E32000013 15259.573 ... \n", "4 8.0 8.0 112062.0 41446.0 E32000010 5716.068 ... \n", "\n", " POLYGON_ID_2 UNIT_ID_2 CODE_2 HECTARES_2 AREA_2 TYPE_CODE_2 DESCRIPT0_2 \\\n", "0 NaN NaN NaN NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN NaN NaN NaN \n", "3 NaN NaN NaN NaN NaN NaN NaN \n", "4 NaN NaN NaN NaN NaN NaN NaN \n", "\n", " TYPE_COD0_2 DESCRIPT1_2 geometry \n", "0 NaN NaN MULTIPOLYGON (((552057.328 178434.366, 552047.... \n", "1 NaN NaN POLYGON ((531409.308 171042.621, 531439.333 17... \n", "2 NaN NaN POLYGON ((549944.025 181074.392, 549992.231 18... \n", "3 NaN NaN MULTIPOLYGON (((522034.141 178039.708, 522044.... \n", "4 NaN NaN POLYGON ((535280.948 177955.306, 535280.821 17... \n", "\n", "[5 rows x 33 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "union.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let’s plot our data and see what we have:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "union.plot(facecolor='#28B463', edgecolor='white');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, that was how we make intersection, difference and union in overlay analysis in Python. \n", "\n", "However, it is not yet done to answer our question above. We are looking for the number and location of bicycle theft in the South part of London based on the data from the Metropolitan Police Service. The data is `data/bicycle-theft.csv`, and it has to be convert to a `GeoDataFrame` for overlay analysis.\n", "\n", "**Practical exercise: Bicycle Theft in London**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let's first read the data into Python using `pandas.read_csv()` to read `.csv` -file." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
latitudelongitude
051.5522000.153621
151.5451100.165546
251.5363260.076951
351.5356120.079154
451.5374400.080059
\n", "
" ], "text/plain": [ " latitude longitude\n", "0 51.552200 0.153621\n", "1 51.545110 0.165546\n", "2 51.536326 0.076951\n", "3 51.535612 0.079154\n", "4 51.537440 0.080059" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# import necessary module\n", "import pandas as pd\n", "\n", "# Set file paths\n", "bicycle_fp = \"data/bicycle-theft.csv\"\n", "\n", "# Read files\n", "bicycle = pd.read_csv(bicycle_fp)\n", "bicycle.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Create a point geometry of bicycle theft by using `Point()` from Shapely and `gpd.GeoDataFrame()`" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Since we will create Points, so we will use Point function from Shapely\n", "from shapely.geometry import Point\n", "\n", "# Create an empty list\n", "point_geo = []\n", "\n", "# A loop for creating point geometry\n", "for i,j in zip(bicycle.longitude, bicycle.latitude):\n", " \n", " # make point geometry using Point function\n", " point = Point(i,j)\n", " \n", " # locate all the result in the empty list created above\n", " point_geo.append(point)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Now we have a list of point geometry, but it is still a list not a geodataframe. To be able to conduct analysis, we have to convert a list to a `GeoDataFrame` which will contain a proper coordinate system and so forth. Because the latitude and longitude are in decimal degree, the crs should be `epsg:4326` which is the world coordinate system - WGS 84. \n", "\n", "* You can also determine the crs from latitude and longitude by importing them to Google Earth Pro and save it as a kmz file. After that, by import this kmz file to QGIS, you can clearly see its original crs. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
geometry
0POINT (0.15362 51.55220)
1POINT (0.16555 51.54511)
2POINT (0.07695 51.53633)
3POINT (0.07915 51.53561)
4POINT (0.08006 51.53744)
\n", "
" ], "text/plain": [ " geometry\n", "0 POINT (0.15362 51.55220)\n", "1 POINT (0.16555 51.54511)\n", "2 POINT (0.07695 51.53633)\n", "3 POINT (0.07915 51.53561)\n", "4 POINT (0.08006 51.53744)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pyproj import CRS\n", "\n", "# Create a geopandas dataframe\n", "wgs84 = CRS.from_epsg(4326)\n", "geo_bicycle = gpd.GeoDataFrame({'geometry':point_geo}, crs=wgs84)\n", "geo_bicycle.head()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "geo_bicycle.plot()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\a9418\\AppData\\Roaming\\Python\\Python37\\site-packages\\pyproj\\crs\\crs.py:68: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", " return _prepare_from_string(\" \".join(pjargs))\n" ] }, { "ename": "AssertionError", "evalue": "CRS are not the same between layers!", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mAssertionError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Check if the crs of geo_bicycle is consistent with others'.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;32massert\u001b[0m \u001b[0mgeo_bicycle\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcrs\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mborder\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcrs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"CRS are not the same between layers!\"\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mAssertionError\u001b[0m: CRS are not the same between layers!" ] } ], "source": [ "# Check if the crs of geo_bicycle is consistent with others'.\n", "assert geo_bicycle.crs == border.crs, \"CRS are not the same between layers!\"" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create plot to view the geometry location when the crs are different\n", "fig, ax = plt.subplots(figsize = (5,5))\n", "border.plot(ax = ax, facecolor='#ADB6B5', edgecolor='white')\n", "geo_bicycle.plot(ax = ax, markersize = 0.2, color='blue')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Since the crs are not consistent with each other, let's change its original crs to fit with others' crs." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\a9418\\AppData\\Roaming\\Python\\Python37\\site-packages\\pyproj\\crs\\crs.py:68: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", " return _prepare_from_string(\" \".join(pjargs))\n" ] }, { "data": { "text/plain": [ "{'init': 'epsg:27700'}" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Re-project new crs\n", "geo_bicycle = geo_bicycle.to_crs(border.crs)\n", "geo_bicycle.crs" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Check if the crs of geo_bicycle is consistent with others'.\n", "assert geo_bicycle.crs == border.crs, \"CRS are not the same between layers!\"" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create plot to view the geometry location when the crs are the same\n", "fig, ax = plt.subplots(figsize = (5,5))\n", "border.plot(ax = ax, facecolor='#ADB6B5', edgecolor='white')\n", "geo_bicycle.plot(ax = ax, markersize = 0.2, color='blue')\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Great! Everything is okay, right now! Let's see the location of bicycle theft in a map." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a figure with one subplot\n", "fig, ax = plt.subplots(figsize=(5,7))\n", "\n", "# Plot the layers\n", "border.plot(ax=ax, facecolor='#ADB6B5', edgecolor='white')\n", "geo_bicycle.plot(ax=ax, markersize = 0.2, color='blue')\n", "south_river.plot(ax=ax, facecolor='None', edgecolor='red', linewidth = 1.5)\n", "\n", "plt.show();" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "geo_bicycle.to_file('result/resut.shp')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* As we can see, there are a lot of bicycle theft in the South part of London. Let's use `overlay()` to extract the location points inside the polygon based on `intersection` method." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "# Clip the points inside the red polygon\n", "bicycle_south = gpd.overlay(border, south_river, how='intersection')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let's see the number of bicycle theft in the South of London" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The number of bicycle theft in southern London is: 9 bikes.\n" ] } ], "source": [ "print('The number of bicycle theft in southern London is:', len(bicycle_south),'bikes.')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let's plot 3490 location in a map" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a figure with one subplot\n", "fig, ax = plt.subplots(figsize=(5,7))\n", "\n", "# Plot the layers\n", "border.plot(ax=ax, facecolor='#ADB6B5', edgecolor='white')\n", "bicycle_south.plot(ax=ax, markersize = 0.2, color='blue')\n", "south_river.plot(ax=ax, facecolor='None', edgecolor='red', linewidth = 1.5)\n", "\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* It's time to save the result to a GeoJSON file that is commonly used file format nowadays for storing spatial data." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# set output path\n", "outfp = 'result/bicycle_south.shp'\n", "\n", "# export to GeoJSON\n", "bicycle_south.to_file(outfp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### b. Data aggregation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data aggregation is very uselful when you want to combine or merge geometries together based on its similarity; for example, grouping the same type of fishes, building, region and other similar categories. As in our case, we are going to categorize the region of New York into East, West, Central and Long Island by zone in the column `NYSP_ZONE`.\n", "\n", "For doing the aggregation we will use a function called `dissolve()` that takes as input from the column that will be used for conducting the aggregation:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let's first read the data" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
NAMEABBREVGNIS_IDFIPS_CODESWISNYSP_ZONEPOP1990POP2000POP2010POP2020DOS_LLDOSLL_DATENYCCALC_SQ_MIDATEMODShape_LengShape_Areageometry
0AlbanyALBA97409936001010000East2925942945653042040NoneNoneN532.7917792017-11-10166077.8342421.379924e+09MULTIPOLYGON (((608219.061 4737612.320, 608193...
1AlleganyALLE97410036003020000West5047049927489460NoneNoneN1035.2091312019-04-26210499.3392792.681179e+09MULTIPOLYGON (((250193.017 4712087.456, 250192...
2BronxBRON97410136005600000Long Island1203789133265013851080NoneNoneY42.3139582019-10-04110631.2507681.095926e+08MULTIPOLYGON (((593060.323 4516716.000, 593002...
3BroomeBROO97410236007030000Central2121602005362006000NoneNoneN715.2874652019-04-26227933.3320211.852586e+09MULTIPOLYGON (((465447.405 4671514.322, 465436...
4CattaraugusCATT97410336009040000West8423483955803170NoneNoneN1324.3092192019-04-26276084.5055603.429945e+09MULTIPOLYGON (((215534.406 4715146.842, 215536...
.........................................................
57WyomingWYOM97415836121560000West4250743424421550NoneNoneN596.8226332018-09-20176096.9252321.545764e+09MULTIPOLYGON (((217004.051 4751905.154, 217012...
58YatesYATE97415936123570000Central2281024621253480NoneNoneN375.7715392018-02-08141535.6387139.732438e+08MULTIPOLYGON (((338694.813 4736525.498, 338999...
59MadisonMADI97412536053250000Central6912069441734420NoneNoneN660.7675202018-07-18256920.3836501.711380e+09MULTIPOLYGON (((428112.869 4778465.622, 428112...
60OneidaONEI97413136065300000Central2508362354692348780NoneNoneN1257.2121432018-03-09307349.0341353.256165e+09MULTIPOLYGON (((482676.562 4747513.488, 482378...
61JeffersonJEFF97412136045220000Central1109431117381162290NoneNoneN1286.0108072018-11-06722815.7610713.330753e+09MULTIPOLYGON (((390245.995 4859325.132, 390310...
\n", "

62 rows × 18 columns

\n", "
" ], "text/plain": [ " NAME ABBREV GNIS_ID FIPS_CODE SWIS NYSP_ZONE POP1990 \\\n", "0 Albany ALBA 974099 36001 010000 East 292594 \n", "1 Allegany ALLE 974100 36003 020000 West 50470 \n", "2 Bronx BRON 974101 36005 600000 Long Island 1203789 \n", "3 Broome BROO 974102 36007 030000 Central 212160 \n", "4 Cattaraugus CATT 974103 36009 040000 West 84234 \n", ".. ... ... ... ... ... ... ... \n", "57 Wyoming WYOM 974158 36121 560000 West 42507 \n", "58 Yates YATE 974159 36123 570000 Central 22810 \n", "59 Madison MADI 974125 36053 250000 Central 69120 \n", "60 Oneida ONEI 974131 36065 300000 Central 250836 \n", "61 Jefferson JEFF 974121 36045 220000 Central 110943 \n", "\n", " POP2000 POP2010 POP2020 DOS_LL DOSLL_DATE NYC CALC_SQ_MI DATEMOD \\\n", "0 294565 304204 0 None None N 532.791779 2017-11-10 \n", "1 49927 48946 0 None None N 1035.209131 2019-04-26 \n", "2 1332650 1385108 0 None None Y 42.313958 2019-10-04 \n", "3 200536 200600 0 None None N 715.287465 2019-04-26 \n", "4 83955 80317 0 None None N 1324.309219 2019-04-26 \n", ".. ... ... ... ... ... .. ... ... \n", "57 43424 42155 0 None None N 596.822633 2018-09-20 \n", "58 24621 25348 0 None None N 375.771539 2018-02-08 \n", "59 69441 73442 0 None None N 660.767520 2018-07-18 \n", "60 235469 234878 0 None None N 1257.212143 2018-03-09 \n", "61 111738 116229 0 None None N 1286.010807 2018-11-06 \n", "\n", " Shape_Leng Shape_Area \\\n", "0 166077.834242 1.379924e+09 \n", "1 210499.339279 2.681179e+09 \n", "2 110631.250768 1.095926e+08 \n", "3 227933.332021 1.852586e+09 \n", "4 276084.505560 3.429945e+09 \n", ".. ... ... \n", "57 176096.925232 1.545764e+09 \n", "58 141535.638713 9.732438e+08 \n", "59 256920.383650 1.711380e+09 \n", "60 307349.034135 3.256165e+09 \n", "61 722815.761071 3.330753e+09 \n", "\n", " geometry \n", "0 MULTIPOLYGON (((608219.061 4737612.320, 608193... \n", "1 MULTIPOLYGON (((250193.017 4712087.456, 250192... \n", "2 MULTIPOLYGON (((593060.323 4516716.000, 593002... \n", "3 MULTIPOLYGON (((465447.405 4671514.322, 465436... \n", "4 MULTIPOLYGON (((215534.406 4715146.842, 215536... \n", ".. ... \n", "57 MULTIPOLYGON (((217004.051 4751905.154, 217012... \n", "58 MULTIPOLYGON (((338694.813 4736525.498, 338999... \n", "59 MULTIPOLYGON (((428112.869 4778465.622, 428112... \n", "60 MULTIPOLYGON (((482676.562 4747513.488, 482378... \n", "61 MULTIPOLYGON (((390245.995 4859325.132, 390310... \n", "\n", "[62 rows x 18 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Set filepath\n", "fp = \"data/NY_counties_shoreline.geojson\"\n", "\n", "# Read file using gpd.read_file()\n", "ny_state = gpd.read_file(fp)\n", "\n", "ny_state" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot geometry\n", "ny_state.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we look at column `NYSP_ZONE`, each geometry belongs to different zone. Sometimes, there are so many categories in a long list. Then it will be hard to observe every row. Therefore, in order to quickly check how many categories and what they are in each columns, we can just simply use function called `.unique()`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Now, let's check the categories in column `NYSP_ZONE`" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['East' 'West' 'Long Island' 'Central']\n" ] } ], "source": [ "# check categories in column\n", "print(ny_state['NYSP_ZONE'].unique())" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
geometryNAMEABBREVGNIS_IDFIPS_CODESWISPOP1990POP2000POP2010POP2020DOS_LLDOSLL_DATENYCCALC_SQ_MIDATEMODShape_LengShape_Area
NYSP_ZONE
CentralMULTIPOLYGON (((387917.657 4859852.977, 387818...BroomeBROO974102360070300002121602005362006000NoneNoneN715.2874652019-04-26227933.3320211.852586e+09
EastMULTIPOLYGON (((610809.635 4533652.000, 610804...AlbanyALBA974099360010100002925942945653042040NoneNoneN532.7917792017-11-10166077.8342421.379924e+09
Long IslandMULTIPOLYGON (((580478.885 4490937.000, 580407...BronxBRON974101360056000001203789133265013851080NoneNoneY42.3139582019-10-04110631.2507681.095926e+08
WestMULTIPOLYGON (((181132.417 4760968.000, 181499...AlleganyALLE974100360030200005047049927489460NoneNoneN1035.2091312019-04-26210499.3392792.681179e+09
\n", "
" ], "text/plain": [ " geometry NAME \\\n", "NYSP_ZONE \n", "Central MULTIPOLYGON (((387917.657 4859852.977, 387818... Broome \n", "East MULTIPOLYGON (((610809.635 4533652.000, 610804... Albany \n", "Long Island MULTIPOLYGON (((580478.885 4490937.000, 580407... Bronx \n", "West MULTIPOLYGON (((181132.417 4760968.000, 181499... Allegany \n", "\n", " ABBREV GNIS_ID FIPS_CODE SWIS POP1990 POP2000 POP2010 \\\n", "NYSP_ZONE \n", "Central BROO 974102 36007 030000 212160 200536 200600 \n", "East ALBA 974099 36001 010000 292594 294565 304204 \n", "Long Island BRON 974101 36005 600000 1203789 1332650 1385108 \n", "West ALLE 974100 36003 020000 50470 49927 48946 \n", "\n", " POP2020 DOS_LL DOSLL_DATE NYC CALC_SQ_MI DATEMOD \\\n", "NYSP_ZONE \n", "Central 0 None None N 715.287465 2019-04-26 \n", "East 0 None None N 532.791779 2017-11-10 \n", "Long Island 0 None None Y 42.313958 2019-10-04 \n", "West 0 None None N 1035.209131 2019-04-26 \n", "\n", " Shape_Leng Shape_Area \n", "NYSP_ZONE \n", "Central 227933.332021 1.852586e+09 \n", "East 166077.834242 1.379924e+09 \n", "Long Island 110631.250768 1.095926e+08 \n", "West 210499.339279 2.681179e+09 " ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# dissolve polygon based on zone\n", "polygon = ny_state.dissolve(by='NYSP_ZONE')\n", "polygon" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from matplotlib.patches import Patch\n", "from matplotlib.lines import Line2D\n", "\n", "# Create a figure with one subplot\n", "fig, ax = plt.subplots(figsize=(5,5))\n", "color = ['#528413', '#2088B2', '#D86E3F', '#B52735']\n", "\n", "# Plot boundary\n", "polygon['geometry'].plot(ax=ax, color= color)\n", "\n", "# Add legend\n", "plt.legend(loc=2, handles=[Patch(color='#B52735', label='West'), \n", " Patch(color='#528413', label='Central'),\n", " Patch(color='#2088B2', label='East'),\n", " Patch(color='#D86E3F', label='Long Island')])\n", "\n", "plt.title('New York State')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, we have merged 62 geometries into 4 geometries based on regions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Data classification" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data classification is a common method in GIS to add symbology to the data based on specific criteria or map classifiers. The well-known map classifiers in GIS include Equal Count (Quantile), Equal Interval, Logarithmic Scale, etc. Each classifier is described in [Data classification methods](https://pro.arcgis.com/en/pro-app/latest/help/mapping/layer-properties/data-classification-methods.htm).\n", "\n", "In Python, we will use `Pysal`-module which is an extensive library including various functions and tools for spatial data analysis. This module includes various classifiers for data visualization. The classifiers in `Pysal`-module are as follows:\n", "\n", "* Box_Plot\n", "* Equal_Interval\n", "* HeadTail_Breaks\n", "* Jenks_Caspall\n", "* Jenks_Caspall_Forced\n", "* Jenks_Caspall_Sampled\n", "* Max_P_Classifier\n", "* Maximum_Breaks\n", "* Natural_Breaks\n", "* Quantiles\n", "* Percentiles\n", "* Std_Mean\n", "* User_Defined\n", "\n", "Check further details in [Source code for mapclassify.classifiers](https://pysal.org/mapclassify/_modules/mapclassify/classifiers.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section, we use the data of US COVID-19 Daily Cases by counties from [Harvard Dataverse](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/HIDLTK) to classify data based on ready-made classifiers in `Pysal`-module and self-made classifier to visualize the data features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### a. Pysal classifier" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let's start first by importing the data" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 3108 counties.\n" ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
County NamStatePOP10HHD10covidgeometry
0Autauga CountyAL54571.020221.06879.0POLYGON ((-86.90310 32.54063, -86.90312 32.540...
1Baldwin CountyAL182265.073180.020847.0POLYGON ((-87.99069 30.55550, -87.99051 30.560...
2Barbour CountyAL27457.09820.02296.0POLYGON ((-85.42982 32.04599, -85.42986 32.046...
3Bibb CountyAL22915.07953.02584.0POLYGON ((-87.31227 33.08623, -87.31218 33.087...
4Blount CountyAL57322.021578.06571.0POLYGON ((-86.74919 33.99760, -86.74903 33.997...
\n", "
" ], "text/plain": [ " County Nam State POP10 HHD10 covid \\\n", "0 Autauga County AL 54571.0 20221.0 6879.0 \n", "1 Baldwin County AL 182265.0 73180.0 20847.0 \n", "2 Barbour County AL 27457.0 9820.0 2296.0 \n", "3 Bibb County AL 22915.0 7953.0 2584.0 \n", "4 Blount County AL 57322.0 21578.0 6571.0 \n", "\n", " geometry \n", "0 POLYGON ((-86.90310 32.54063, -86.90312 32.540... \n", "1 POLYGON ((-87.99069 30.55550, -87.99051 30.560... \n", "2 POLYGON ((-85.42982 32.04599, -85.42986 32.046... \n", "3 POLYGON ((-87.31227 33.08623, -87.31218 33.087... \n", "4 POLYGON ((-86.74919 33.99760, -86.74903 33.997... " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# import necessary module\n", "import geopandas as gpd\n", "\n", "# input filepath\n", "fp = 'data/Covid19_confirmed_cases_for_US_counties.shp'\n", "\n", "# read data\n", "dataframe = gpd.read_file(fp)\n", "\n", "# check the number of counties\n", "print('There are',len(dataframe),'counties.')\n", "\n", "# check the head row in dataframe\n", "dataframe.head()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot covid confirmed case\n", "dataframe.plot(column=\"covid\", legend=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see from the dataframe and the map, there are more than 3000 counties with the information about covid confirmed cases, population and households, while the data is plotted by default without specific classification. Hence, by using ready-made classifiers from `Pysal`-module, we will be able to create classes for plotting." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Plot covid confirmed case with different classifier" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# import necessary module\n", "import mapclassify" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "StdMean \n", "\n", " Interval Count\n", "--------------------------------\n", "( -inf, -61551.10] | 0\n", "( -61551.10, -25738.23] | 0\n", "( -25738.23, 45887.53] | 2971\n", "( 45887.53, 81700.40] | 69\n", "( 81700.40, 1190603.00] | 68" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Standard Deviation classifier\n", "dataframe.plot(column=\"covid\", scheme=\"Std_Mean\", k=5, cmap = 'Blues', legend=True);\n", "\n", "# Table of classification\n", "mapclassify.StdMean(y=dataframe['covid'])" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "EqualInterval \n", "\n", " Interval Count\n", "--------------------------------\n", "[ 0.00, 238120.60] | 3094\n", "( 238120.60, 476241.20] | 10\n", "( 476241.20, 714361.80] | 3\n", "( 714361.80, 952482.40] | 0\n", "( 952482.40, 1190603.00] | 1" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Equal interval classifier\n", "dataframe.plot(column=\"covid\", scheme=\"Equal_Interval\", k=5, cmap = 'Blues', legend=True);\n", "\n", "# Table of classification\n", "mapclassify.EqualInterval(y=dataframe['covid'], k=5)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Quantiles \n", "\n", " Interval Count\n", "--------------------------------\n", "[ 0.00, 815.00] | 623\n", "( 815.00, 1771.60] | 620\n", "( 1771.60, 3557.20] | 622\n", "( 3557.20, 8737.20] | 621\n", "( 8737.20, 1190603.00] | 622" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Equal count (Quantiles) classifier\n", "dataframe.plot(column=\"covid\", scheme=\"Quantiles\", k=5, cmap = 'Blues', legend=True);\n", "\n", "# Table of classification\n", "mapclassify.Quantiles(y=dataframe['covid'], k=5)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "NaturalBreaks \n", "\n", " Interval Count\n", "--------------------------------\n", "[ 0.00, 37041.00] | 2929\n", "( 37041.00, 150249.00] | 160\n", "( 150249.00, 297315.00] | 14\n", "( 297315.00, 534430.00] | 4\n", "( 534430.00, 1190603.00] | 1" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Natural break classifier\n", "dataframe.plot(column=\"covid\", scheme=\"Natural_Breaks\", k=5, cmap = 'Blues', legend=True);\n", "\n", "# Table of classification\n", "mapclassify.NaturalBreaks(y=dataframe['covid'], k=5)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "BoxPlot \n", "\n", " Interval Count\n", "--------------------------------\n", "( -inf, -7016.00] | 0\n", "( -7016.00, 1044.25] | 777\n", "( 1044.25, 2501.50] | 777\n", "( 2501.50, 6417.75] | 777\n", "( 6417.75, 14478.00] | 356\n", "( 14478.00, 1190603.00] | 421" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Box plot classifier\n", "dataframe.plot(column=\"covid\", scheme=\"Box_Plot\", k=5, cmap = 'Blues', legend=True);\n", "\n", "# Table of classification\n", "mapclassify.BoxPlot(y=dataframe['covid'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Plot population, household and covid with `Quantiles` classifier" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# Initialize subplots \n", "fig, (ax1, ax2, ax3) = plt.subplots(ncols=3, nrows=1, figsize=(20, 10), sharey=True)\n", "\n", "# Equal count (Quantiles) classifier\n", "dataframe.plot(ax=ax1, column=\"POP10\", scheme=\"Quantiles\", k=5, cmap = 'Reds', legend=True);\n", "dataframe.plot(ax=ax2, column=\"HHD10\", scheme=\"Quantiles\", k=5, cmap = 'PiYG', legend=True);\n", "dataframe.plot(ax=ax3, column=\"covid\", scheme=\"Quantiles\", k=5, cmap = 'Blues', legend=True);\n", "\n", "# Add titles\n", "ax1.set_title(\"Population\")\n", "ax2.set_title(\"Household\")\n", "ax3.set_title(\"Covid19\")\n", "\n", "# Remove axis\n", "ax1.axis('off')\n", "ax2.axis('off')\n", "ax3.axis('off')\n", "\n", "plt.tight_layout()\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Assign classes to dataframe (Additional)**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By using `make()` function we can take the number of desired classes from classifier as input parameter." ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
covidqt_covid
06879.03
120847.04
22296.02
32584.02
46571.03
\n", "
" ], "text/plain": [ " covid qt_covid\n", "0 6879.0 3\n", "1 20847.0 4\n", "2 2296.0 2\n", "3 2584.0 2\n", "4 6571.0 3" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a Natural Breaks classifier\n", "classifier = mapclassify.Quantiles.make(k=5)\n", "\n", "# Rename the column so that we know that it was classified with natural breaks\n", "dataframe['qt_covid'] = dataframe[['covid']].apply(classifier)\n", "\n", "# Check the original values and classification\n", "dataframe[['covid', 'qt_covid']].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### b. Custom classifer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The purpose of this section is to classify the data feature based on criteria which can be whatever, such as:\n", " \n", "```\n", " 1. the households are less than 7500\n", "\n", " AND\n", "\n", " 2. confirmed covid cases are less than 5000\n", " ------------------------------------------------------\n", "\n", " IF TRUE: ==> The areas are less dangerous.\n", " IF NOT TRUE: ==> The areas are very dangerous.\n", "```\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let’s create a fuction called `custom_classifier` that takes two above criteria into account:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "def custom_classifier(row, src_col1, src_col2, threshold1, threshold2, output_col):\n", " # If the value in src_col1 is LOWER than the threshold1 value AND the value in src_col2 is LOWER than the threshold2 value, give value 1, otherwise give 0\n", " \n", " if row[src_col1] < threshold1 and row[src_col2] < threshold2:\n", " row[output_col] = 1\n", " \n", " # If area of input geometry is higher than the threshold value update with value 1\n", " else:\n", " row[output_col] = 0\n", "\n", " # Return the updated row\n", " return row" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Apply the function we created to the dataframe." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
County NamStatePOP10HHD10covidgeometryqt_coviddangerous_area
0Autauga CountyAL54571.020221.06879.0POLYGON ((-86.90310 32.54063, -86.90312 32.540...30
1Baldwin CountyAL182265.073180.020847.0POLYGON ((-87.99069 30.55550, -87.99051 30.560...40
2Barbour CountyAL27457.09820.02296.0POLYGON ((-85.42982 32.04599, -85.42986 32.046...20
3Bibb CountyAL22915.07953.02584.0POLYGON ((-87.31227 33.08623, -87.31218 33.087...20
4Blount CountyAL57322.021578.06571.0POLYGON ((-86.74919 33.99760, -86.74903 33.997...30
...........................
3103Sublette CountyWY10247.03906.0765.0POLYGON ((-109.49667 42.26333, -109.49213 42.2...01
3104Sweetwater CountyWY43806.016475.04159.0POLYGON ((-111.04910 44.13237, -111.04911 44.1...30
3105Teton CountyWY21294.08973.03719.0POLYGON ((-110.60681 40.99626, -110.60690 40.9...30
3106Uinta CountyWY21118.07668.02158.0POLYGON ((-107.63350 43.64635, -107.63353 43.6...20
3107Washakie CountyWY8533.03492.0898.0POLYGON ((-105.07914 43.81301, -105.07914 43.8...11
\n", "

3108 rows × 8 columns

\n", "
" ], "text/plain": [ " County Nam State POP10 HHD10 covid \\\n", "0 Autauga County AL 54571.0 20221.0 6879.0 \n", "1 Baldwin County AL 182265.0 73180.0 20847.0 \n", "2 Barbour County AL 27457.0 9820.0 2296.0 \n", "3 Bibb County AL 22915.0 7953.0 2584.0 \n", "4 Blount County AL 57322.0 21578.0 6571.0 \n", "... ... ... ... ... ... \n", "3103 Sublette County WY 10247.0 3906.0 765.0 \n", "3104 Sweetwater County WY 43806.0 16475.0 4159.0 \n", "3105 Teton County WY 21294.0 8973.0 3719.0 \n", "3106 Uinta County WY 21118.0 7668.0 2158.0 \n", "3107 Washakie County WY 8533.0 3492.0 898.0 \n", "\n", " geometry qt_covid \\\n", "0 POLYGON ((-86.90310 32.54063, -86.90312 32.540... 3 \n", "1 POLYGON ((-87.99069 30.55550, -87.99051 30.560... 4 \n", "2 POLYGON ((-85.42982 32.04599, -85.42986 32.046... 2 \n", "3 POLYGON ((-87.31227 33.08623, -87.31218 33.087... 2 \n", "4 POLYGON ((-86.74919 33.99760, -86.74903 33.997... 3 \n", "... ... ... \n", "3103 POLYGON ((-109.49667 42.26333, -109.49213 42.2... 0 \n", "3104 POLYGON ((-111.04910 44.13237, -111.04911 44.1... 3 \n", "3105 POLYGON ((-110.60681 40.99626, -110.60690 40.9... 3 \n", "3106 POLYGON ((-107.63350 43.64635, -107.63353 43.6... 2 \n", "3107 POLYGON ((-105.07914 43.81301, -105.07914 43.8... 1 \n", "\n", " dangerous_area \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 \n", "... ... \n", "3103 1 \n", "3104 0 \n", "3105 0 \n", "3106 0 \n", "3107 1 \n", "\n", "[3108 rows x 8 columns]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create column for the classification results\n", "dataframe[\"dangerous_area\"] = None\n", "\n", "# Use the function\n", "result = dataframe.apply(custom_classifier, src_col1='HHD10', src_col2='covid', threshold1=7500, threshold2=5000, output_col=\"dangerous_area\", axis=1)\n", "\n", "# See the first rows\n", "result" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 1857\n", "1 1251\n", "Name: dangerous_area, dtype: int64" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Get value counts\n", "result['dangerous_area'].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There seems to be 1857 less degerous areas and 1251 very dangerous area from our classification." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let's see where those area are located." ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot\n", "result.plot(column=\"dangerous_area\", cmap = 'brg', linewidth=0);\n", "\n", "# Add legend\n", "plt.legend(loc='best', handles=[Patch(color='#25EB1C', label='less dangerous'), \n", " Patch(color='blue', label='very dangerous')])\n", "\n", "# Use tight layour\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "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": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 4 }