{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Session 5: Plotting Static and Interactive Map on Leaftlet\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 how to plot static and interactive map in Python. We will start from plotting normal maps using commonly-used plotting functions from `Matplotlib` library, and how to customize the map for a good-looking visulization. Then, we will learn adding different kinds of standard basemap or tiles to the static maps, and making interactive maps with various types of data features such as chorolepth map, etc. Map plotting is a very useful task in putting your data or results into a proper visulization for reports, presentations or research papers.\n", "\n", "After this session, you will understand how to:\n", "\n", "- plot static map with different background map\n", "- plot interactive map with different pop-up information\n", "- know about GitHub community and repository\n", "- know how to create a Webpage in GitHub with various template, and how to clone repository to local computer\n", "- know how to share your interactive map as a webpage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 1. Static map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From previous sessions, we have plotted several maps already using the `plot()` method in geopandas, which is actually the function from `matplotlib.pyplot` library. Here we will review this function again to plot our data before stepping into more advanced static map." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### a. Plotting Geodataframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let's first import necessary modules for plotting" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# input filepath\n", "cali_fp = 'data/california_covid.shp'\n", "road_fp = 'data/National_Highway_System.shp'\n", "\n", "# read data\n", "cali = gpd.read_file(cali_fp)\n", "road = gpd.read_file(road_fp)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'init': 'epsg:4326'}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cali.crs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Remember to check coordinate reference in the first place." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'init': 'epsg:4326'}\n", "{'init': 'epsg:3857'}\n" ] } ], "source": [ "print(cali.crs)\n", "print(road.crs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Reproject `crs` of california dataframe" ] }, { "cell_type": "code", "execution_count": 5, "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" ] } ], "source": [ "# Set CRS of Pseudo-Mercator epsg:3857\n", "CRS_Pseudo_Mercator = road.crs\n", "\n", "# Reproject geometries using the crs of road\n", "cali = cali.to_crs(crs=CRS_Pseudo_Mercator)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Basically, we can visualize the data geometry using the `.plot()` -function in Geopandas." ] }, { "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": [ "# add geodata to the plot\n", "my_map = cali.plot(facecolor='None', edgecolor = 'black', linewidth = 0.1)\n", "\n", "# Add roads on top of the california border\n", "road.plot(ax=my_map, color=\"red\", linewidth=0.2, label='road')\n", "\n", "plt.legend()\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### b. Customize plot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, we will add following features to the map:\n", "* figure size\n", "* label\n", "* title\n", "* legend\n", "* color, etc.\n", "\n", "Adding legend depends on data type. As for boundary or polygon geometric data, we can add legend by using `Patch`-function from `matplotlib.patches` module." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# adding another module for legend\n", "from matplotlib.patches import Patch\n", "from matplotlib.lines import Line2D\n", "\n", "# Initialize subplots so we can set the figure size\n", "fig, my_map = plt.subplots(figsize=(6, 6))\n", "\n", "# add geodata to the plot\n", "cali.plot(ax=my_map, facecolor='None', edgecolor = 'black', linewidth = 0.1)\n", "\n", "# Add roads on top of the california border\n", "road.plot(ax=my_map, color=\"red\", linewidth=0.2)\n", "\n", "# Set label\n", "my_map.set_xlabel('longitude')\n", "my_map.set_ylabel('latitude')\n", "\n", "# Set title\n", "my_map.set_title('California State')\n", "\n", "# Add legend\n", "plt.legend(loc='best', handles=[Patch(facecolor = 'None', edgecolor= 'black', label='County'),\n", " Line2D([0], [0], color='red', label='Road')])\n", "\n", "plt.show();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As for color, you can set it in different way whether it's the color name or color code, and matplotlib will regconized all of them. You can find the color code from [htmlcolorcodes](https://htmlcolorcodes.com) and the color map from [Colormaps in Matplotlib](https://matplotlib.org/stable/tutorials/colors/colormaps.html).\n", "\n", "Besides, customize legend of the plotting is also a bit difficult for beginners. To adjust legend of the plot in geopandas, `mak_axes_locatable`-function is used to set the location, size, and pad of the legend. The detailed description and example are written in [Mapping and Plotting Tools](https://geopandas.org/docs/user_guide/mapping.html).\n", "\n", "* Okay, let's try to add legend, and save figure as png\n", "\n", "**Bar legend**\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Import function for customizing legend\n", "from mpl_toolkits.axes_grid1 import make_axes_locatable\n", "\n", "# Initialize subplots \n", "fig, ax = plt.subplots(figsize=(6, 6))\n", "\n", "# customize legend\n", "divider = make_axes_locatable(ax)\n", "cax = divider.append_axes(\"right\", size=\"3%\", pad=0.2)\n", "\n", "# add legend\n", "cali.plot(ax=ax, column = 'POP10', \n", " cmap=\"viridis\",\n", " legend=True, legend_kwds={'label': \"Population (min)\"},\n", " cax=cax)\n", "\n", "\n", "\n", "# Set label\n", "ax.set_xlabel('longitude')\n", "ax.set_ylabel('latitude')\n", "\n", "# Set title\n", "ax.set_title('California State')\n", "\n", "# Remove the empty white-space around the axes\n", "plt.tight_layout()\n", "\n", "# Save the figure as png file with resolution of 150 dpi\n", "outfp = \"result/static_map_1.png\"\n", "plt.savefig(outfp, dpi=150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Box legend**" ] }, { "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": [ "# Create one subplot. Control figure size in here.\n", "fig, ax = plt.subplots(figsize=(10,5))\n", "\n", "# Visualize the travel times into 9 classes using \"Quantiles\" classification scheme\n", "cali.plot(ax=ax, \n", " column=\"covid\", \n", " linewidth=0.03, \n", " cmap=\"Reds\", \n", " scheme=\"quantiles\", \n", " k=5, \n", " legend=True, \n", " )\n", "\n", "# Re-position the legend and set a title\n", "ax.get_legend().set_bbox_to_anchor((1.7,1))\n", "ax.get_legend().set_title(\"Covid19 - confirmed cases\")\n", "\n", "# Set label\n", "ax.set_xlabel('longitude')\n", "ax.set_ylabel('latitude')\n", "\n", "# Set title\n", "ax.set_title('California State')\n", "\n", "# Remove the empty white-space around the axes\n", "plt.tight_layout()\n", "\n", "# Save the figure as png file with resolution of 150 dpi\n", "outfp = \"result/static_map_2.png\"\n", "plt.savefig(outfp, dpi=150)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### c. Adding basemap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sometimes, it's also important to add background map to your data visualization. In order to add the basemap or tiles, we use [contextily](https://contextily.readthedocs.io/en/latest/intro_guide.html#Fine-tune-zoom-levels), the package for contextual tiles in Python. To access contextily and get a background map to go with your geographic data is to use the `add_basemap` method. Map tiles are typically distributed in [Web Mercator projection (EPSG:3857)](https://spatialreference.org/ref/sr-org/epsg3857-wgs84-web-mercator-auxiliary-sphere/), hence it is often necessary to reproject all the spatial data into Web Mercator before visualizing the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let's first import `contextily` package" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import contextily as ctx" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Confirm the crs of our data" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'init': 'epsg:3857'}\n" ] } ], "source": [ "print(cali.crs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Next, we can plot our geodataframe and add a basemap to our plot by using a function called `add_basemap()` from contextily:" ] }, { "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": [ "# Initialize subplots \n", "fig, my_map = plt.subplots(figsize=(6, 6))\n", "\n", "# Classify the data feature to 5 classes using Quantiles classifier on covid confirmed cases in California\n", "# Also add a little bit of transparency with `alpha` parameter\n", "cali.plot(ax=my_map, column=\"covid\", linewidth=0.03, cmap=\"Reds\", scheme=\"Quantiles\", k=5, alpha=0.8, legend=False)\n", "\n", "# Add basemap\n", "ctx.add_basemap(my_map)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that is how we added a basemap to the map. The default basemap is called *Stamen Terrain*. However, there are a lot of providers host, so you can switch easily between backgrounds by giving the basemap source. The list of providers are described below:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['AzureMaps',\n", " 'BasemapAT',\n", " 'CartoDB',\n", " 'CyclOSM',\n", " 'Esri',\n", " 'FreeMapSK',\n", " 'Gaode',\n", " 'GeoportailFrance',\n", " 'HERE',\n", " 'HEREv3',\n", " 'HikeBike',\n", " 'Hydda',\n", " 'Jawg',\n", " 'JusticeMap',\n", " 'MapBox',\n", " 'MapTiler',\n", " 'MtbMap',\n", " 'NASAGIBS',\n", " 'NLS',\n", " 'OPNVKarte',\n", " 'OneMapSG',\n", " 'OpenAIP',\n", " 'OpenFireMap',\n", " 'OpenRailwayMap',\n", " 'OpenSeaMap',\n", " 'OpenSnowMap',\n", " 'OpenStreetMap',\n", " 'OpenTopoMap',\n", " 'OpenWeatherMap',\n", " 'SafeCast',\n", " 'Stadia',\n", " 'Stamen',\n", " 'Strava',\n", " 'SwissFederalGeoportal',\n", " 'Thunderforest',\n", " 'TomTom',\n", " 'USGS',\n", " 'WaymarkedTrails',\n", " 'nlmaps']" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir(ctx.providers)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After determining the source provider, you can select the type of tile after source name. Check the type of tile in *Stamen* source provider." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['attribution', 'html_attribution', 'name', 'url', 'variant']" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir(ctx.providers.Esri.WorldImagery)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['attribution', 'html_attribution', 'max_zoom', 'name', 'url']" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dir(ctx.providers.OpenStreetMap.Mapnik)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also preview each provider here: [Leaftlet-providers preview](http://leaflet-extras.github.io/leaflet-providers/preview/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Now, let's plot with the source provider `Stamen.TonerLite` and `Esri.WorldTerrain`." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialize subplots \n", "fig, my_map = plt.subplots(figsize=(6, 6))\n", "\n", "# Add geometry\n", "cali.plot(ax=my_map, column=\"covid\", linewidth=0.03, cmap=\"Reds\", scheme=\"Quantiles\", k=5, alpha=0.8, legend=False)\n", "\n", "# Add basemap\n", "ctx.add_basemap(my_map, source=ctx.providers.Stamen.TonerLite)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialize subplots \n", "fig, my_map = plt.subplots(figsize=(6, 6))\n", "\n", "# Add geometry\n", "cali.plot(ax=my_map, column=\"covid\", linewidth=0.03, cmap=\"Reds\", scheme=\"Quantiles\", k=5, alpha=0.8, legend=False)\n", "\n", "# Add basemap\n", "ctx.add_basemap(my_map, source=ctx.providers.Esri.WorldTerrain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Cropping map layout**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to zoom the map in or out, we normally set the limit of x and y axis by using the function called `.set_xlim()` and `.set_ylim()`. See example below:" ] }, { "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": [ "# Initialize subplots \n", "fig, my_map = plt.subplots(figsize=(6, 6))\n", "\n", "# Crop the figure \n", "my_map.set_xlim(-15000000, -12000000)\n", "my_map.set_ylim(3500000, 5500000)\n", "\n", "# Add geometry\n", "cali.plot(ax=my_map, alpha=0.8, legend=False)\n", "\n", "# Add basemap\n", "ctx.add_basemap(my_map, zoom=5, source=ctx.providers.Esri.WorldTerrain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Adding basemap from URL**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not all provider sources would work when we add to the map because you might need to register to receive the access token for using their basemap. Sometimes, you also need to add url or link to the basemap by yourself. To do so, we need to parse its url in a way that contextily wants them to be. Let's see the example below that we add map from [CARTO basemap styles](https://github.com/CartoDB/basemap-styles#1-web-raster-basemaps):" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Initialize subplots \n", "fig, my_map = plt.subplots(figsize=(6, 6))\n", "\n", "# Crop the figure \n", "my_map.set_xlim(-15000000, -12000000)\n", "my_map.set_ylim(3500000, 5500000)\n", "\n", "# The formatting should follow: 'https://{s}.basemaps.cartocdn.com/{style}/{z}/{x}/{y}{r}.png'\n", "# Specify the style to use\n", "style = \"light_all\"\n", "cartodb_url = 'https://a.basemaps.cartocdn.com/%s/{z}/{x}/{y}.png' % style\n", "\n", "# Add geometry\n", "cali.plot(ax=my_map, alpha=0.8, legend=False)\n", "\n", "# Add basemap\n", "ctx.add_basemap(my_map, zoom=5, source=cartodb_url)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So now we have light basemap token from CartoDB. You can use this method with other urls for different basemap from [leaflet-providers](http://leaflet-extras.github.io/leaflet-providers/preview/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2. Interactive map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section, we will learn how to plot interactive maps using Leaflet. To plot on Leaflet map, we use `Folium`, a Python library used to visualize data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### a. Creating a simple interactive map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s create a simple interactive map without any data on it. We just visualize `CartoDB positron` on a specific location of the a world." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# import folium module\n", "import folium" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Create an interactive map\n", "m = folium.Map(location=[11.549816028087228, 104.996065119751], zoom_start=10, tiles='CartoDB positron', control_scale=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, making map using `folium` take few necessary inputs such as:\n", "\n", "- `Location`: takes lat and lon values as an input to determine where to show in the map\n", "- `zoom_start`: determine the zoom level of the map\n", "- `tiles`: determine what basemap to be used as background. Check [documentation](https://python-visualization.github.io/folium/modules.html#folium.folium.Map).\n", "- `control_scale`: take Boolean value (True or False) to show the scale bar on the map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let’s see what our map looks like:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### b. Adding custom basemap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Besides using built-in basemaps in the [documentation](https://python-visualization.github.io/folium/modules.html#folium.folium.Map), we can also add basemaps from different sources by providing the information of custom basemap and using `.add_to()`-function. Check the method to add map: [Python folium package for satellite map](https://gis.stackexchange.com/questions/290861/python-folium-package-for-satellite-map) and [Beginner guide to python Folium](https://bikeshbade.com.np/tutorials/Detail/?title=Beginner+guide+to+python+Folium+module+to+integrate+google+earth+engine&code=8).\n", "\n", "Let's see how to add custom basemap:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Google Map**" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a Map instance\n", "m = folium.Map(location=[11.549816028087228, 104.996065119751], zoom_start=10, tiles='OpenStreetMap', control_scale=True)\n", "\n", "# Add custom base maps to folium\n", "Google_Map = folium.TileLayer(\n", " tiles = 'https://mt1.google.com/vt/lyrs=m&x={x}&y={y}&z={z}',\n", " attr = 'Google',\n", " name = 'Google Maps',\n", " overlay = True,\n", " control = True\n", " ).add_to(m)\n", "\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Esri Satellite**" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a Map instance\n", "m = folium.Map(location=[11.549816028087228, 104.996065119751], zoom_start=10, tiles='OpenStreetMap', control_scale=True)\n", "\n", "Esri_Satellite = folium.TileLayer(\n", " tiles = 'https://server.arcgisonline.com/ArcGIS/rest/services/World_Imagery/MapServer/tile/{z}/{y}/{x}',\n", " attr = 'Esri',\n", " name = 'Esri Satellite',\n", " overlay = False,\n", " control = True\n", " ).add_to(m)\n", "\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Google Satellite Hybrid**" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a Map instance\n", "m = folium.Map(location=[11.549816028087228, 104.996065119751], zoom_start=10, tiles='OpenStreetMap', control_scale=True)\n", "\n", "Google_Satellite_Hybrid = folium.TileLayer(\n", " tiles = 'https://mt1.google.com/vt/lyrs=y&x={x}&y={y}&z={z}',\n", " attr = 'Google',\n", " name = 'Google Satellite Hybrid',\n", " overlay = True,\n", " control = True\n", " ).add_to(m)\n", "\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### c. Saving map as html" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To save interactive map as html, we can do it in a similar way we save other output we learned before. We can just set the extension `.html` and `save()`-function. Let’s save the map above as a html file `CartoDB_map.html`:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# set output filepath\n", "outfp = 'result/CartoDB_map.html'\n", "\n", "# save file to folder\n", "m.save(outfp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### d. Adding layers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many options in adding layers to the map. \n", "\n", "**Point or Marker**\n", "\n", "Let's start by adding a simple marker to our map by using function [folium.Marker()](https://python-visualization.github.io/folium/modules.html?highlight=marker#folium.map.Marker.)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a Map instance\n", "m = folium.Map(location=[11.549816028087228, 104.996065119751], zoom_start=10, tiles='OpenStreetMap', control_scale=True)\n", "\n", "# Add marker\n", "folium.Marker(\n", " location=[11.564284459999666, 104.93113969788683],\n", " popup='Royal Palace',\n", " icon=folium.Icon(color='red', icon='home'),\n", ").add_to(m)\n", "\n", "#Show map\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Icons** : There are many icons you can find. You can run the code `help(folium.Icon)` to see the detail information about Icon in module folium.map or set the icon name from [Ionicons](https://ionic.io/ionicons).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let's add a point list of Bicycle Theft in London that we have created from session 4." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "228\n" ] } ], "source": [ "import geopandas as gpd\n", "\n", "# Filepath of bicycle data\n", "bike_fp = 'data/bicycle_theft_London.shp'\n", "\n", "# Read dataframe\n", "# Length of data is too long for computer to run, so let's select 2% of random points from the total data\n", "bike = gpd.read_file(bike_fp).sample(frac =.02)\n", "\n", "print(len(bike))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " FID geometry\n", "3107 3107 POINT (538111.972 189364.987)\n", "2082 2082 POINT (528146.006 174656.978)\n", "8996 8996 POINT (516377.011 178781.048)\n", "4002 4002 POINT (514030.988 169733.988)\n", "6247 6247 POINT (525223.997 184235.997)\n", "... ... ...\n", "7580 7580 POINT (541874.011 183722.955)\n", "7009 7009 POINT (512808.019 175132.948)\n", "3463 3463 POINT (533606.020 187073.001)\n", "9026 9026 POINT (529264.967 192450.045)\n", "6860 6860 POINT (533111.004 190340.985)\n", "\n", "[228 rows x 2 columns]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bike" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* In folium map, Map tiles are typically distributed in Web Mercator projection - `WGS 84 (EPSG:4326)`, hence it is necessary to reproject all the spatial data into Web Mercator before visualizing the data." ] }, { "cell_type": "code", "execution_count": 30, "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" ] } ], "source": [ "Bike = bike.to_crs(epsg=4326)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* In folium map, it's better to add point as a point list because it will be convenient when you want to customize the point info and shape." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# Create a point list from bicycle theft geometry in the following format\n", "Bike_coord = [[point.xy[1][0], point.xy[0][0]] for point in Bike.geometry ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Adding markers to map" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a Map instance\n", "m = folium.Map(location=[51.5, -0.0853387883651203], tiles = 'Cartodb dark_matter', zoom_start=10, control_scale=True)\n", "\n", "# Write a loop to add points one by one to the map\n", "for coordinates in Bike_coord:\n", " m.add_child(folium.Marker(location = coordinates, icon = folium.Icon(color = 'lightgray', icon='ok-sign')))\n", "\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Add markers with ID popup " ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a Map instance\n", "m = folium.Map(location=[51.5, -0.0853387883651203], tiles = 'Cartodb dark_matter', zoom_start=10, control_scale=True)\n", "\n", "# Write a loop to add points and ID one by one to the map \n", "for coordinates, ID in zip(Bike_coord, Bike.FID) :\n", " m.add_child(folium.Marker(location = coordinates, popup = ID , icon = folium.Icon(color = 'lightgray', icon='ok-sign')))\n", "\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Polygon**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A polygon geometry can be added to interactive map by using `folium.features.GeoJson()`. Let's first import London boundary data." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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NAMEAREA_CODEDESCRIPTIOFILE_NAMENUMBERNUMBER0POLYGON_IDUNIT_IDCODEHECTARESAREATYPE_CODEDESCRIPT0TYPE_COD0DESCRIPT1geometry
0Havering and Redbridge GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY1111207441452E3200000917089.120215.025VACIVIL VOTING AREANoneNonePOLYGON ((552057.328 178434.366, 552047.261 17...
1Croydon and Sutton GL Assembly ConstLACGreater London Authority Assembly ConstituencyGREATER_LONDON_AUTHORITY2211205641443E3200000513033.6410.000VACIVIL VOTING AREANoneNonePOLYGON ((531409.308 171042.621, 531439.333 17...
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" ], "text/plain": [ " NAME AREA_CODE \\\n", "0 Havering and Redbridge GL Assembly Const LAC \n", "1 Croydon and Sutton 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", "\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", "\n", " TYPE_CODE DESCRIPT0 TYPE_COD0 DESCRIPT1 \\\n", "0 VA CIVIL VOTING AREA None None \n", "1 VA CIVIL VOTING AREA None None \n", "\n", " geometry \n", "0 POLYGON ((552057.328 178434.366, 552047.261 17... \n", "1 POLYGON ((531409.308 171042.621, 531439.333 17... " ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Filepaths\n", "fp = \"data/greater_london_const_region.shp\"\n", "\n", "# Read Data\n", "london = gpd.read_file(fp)\n", "\n", "# Check the data\n", "london.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Besides adding polygon geometry to the map, let's also set the layer selection button visible by using `folium.LayerControl()`-function." ] }, { "cell_type": "code", "execution_count": 35, "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/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a Map instance\n", "m = folium.Map(location=[51.5, -0.0853387883651203], tiles = 'Cartodb dark_matter', zoom_start=10, control_scale=True)\n", "\n", "# Plot a polygon map\n", "folium.features.GeoJson(london['geometry'], name='London').add_to(m)\n", "\n", "# Add control layer\n", "folium.LayerControl(collapsed=False).add_to(m)\n", "\n", "#Show map\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Customize polygon map:* https://nbviewer.jupyter.org/gist/jtbaker/57a37a14b90feeab7c67a687c398142c?flush_cache=true" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Multiple layers**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to create more layers, we use the function called `folium.FeatureGroup()`, and then we use `folium.LayerControl()` to show a button for layer selection." ] }, { "cell_type": "code", "execution_count": 36, "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/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a Map instance\n", "m = folium.Map(location=[51.5, -0.0853387883651203], tiles = 'Cartodb dark_matter', zoom_start=10, control_scale=True)\n", "\n", "# Plot a polygon map\n", "folium.features.GeoJson(london['geometry'],\n", " name='London'\n", " ).add_to(m)\n", "\n", "# Create a layer for bicycle theft\n", "bike_layer = folium.FeatureGroup(name=\"Bicycle theft\")\n", "\n", "# Write a loop to add points and ID one by one to the created layer \n", "for coordinates, ID in zip(Bike_coord, Bike.FID) :\n", " bike_layer.add_child(folium.Circle(location = coordinates, popup = ID , radius=1, weight= 5, color='yellow'))\n", "\n", "# Add bike layer to map\n", "bike_layer.add_to(m)\n", "\n", "# Add control layer\n", "folium.LayerControl(collapsed=False).add_to(m)\n", "\n", "#Show map\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### b. Heatmap\n", "\n", "[Heatmap plugin](https://python-visualization.github.io/folium/plugins.html#folium.plugins.HeatMap) is available in Folium plugins, which a popular one in leaflet that creates a heatmap layer from input points. There are two ways to import the function such as : `from folium import plugins` or `from folium.plugins import Heatmap`." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from folium import plugins\n", "\n", "# Create a Map instance\n", "m = folium.Map(location=[51.5, -0.0853387883651203], tiles='cartodbpositron', zoom_start = 10, control_scale=True)\n", "\n", "# Add input layer of bicycle coordinate\n", "plugins.HeatMap(Bike_coord).add_to(m)\n", "\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### c. Choropleth map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choropleth map is a very common map plot in folium. To plot this map, we use `folium.Choropleth`-function which can read the geometries and attributes directly from a geodataframe. Check out how to plot [Choropleth map](https://www.python-graph-gallery.com/292-choropleth-map-with-folium)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As for our case, we will plot Choropleth map using the world data from geopandas dataset. This data is descibed in [Mapping and Plotting Tools](https://geopandas.org/docs/user_guide/mapping.html)." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Let's import data from geopandas dataset using `geopandas.datasets.get_path`" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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pop_estcontinentnameiso_a3gdp_md_estgeometrygeoid
0920938OceaniaFijiFJI8374.0MULTIPOLYGON (((180.00000 -16.06713, 180.00000...0
153950935AfricaTanzaniaTZA150600.0POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...1
2603253AfricaW. SaharaESH906.5POLYGON ((-8.66559 27.65643, -8.66512 27.58948...2
335623680North AmericaCanadaCAN1674000.0MULTIPOLYGON (((-122.84000 49.00000, -122.9742...3
4326625791North AmericaUnited States of AmericaUSA18560000.0MULTIPOLYGON (((-122.84000 49.00000, -120.0000...4
........................
1727111024EuropeSerbiaSRB101800.0POLYGON ((18.82982 45.90887, 18.82984 45.90888...172
173642550EuropeMontenegroMNE10610.0POLYGON ((20.07070 42.58863, 19.80161 42.50009...173
1741895250EuropeKosovo-9918490.0POLYGON ((20.59025 41.85541, 20.52295 42.21787...174
1751218208North AmericaTrinidad and TobagoTTO43570.0POLYGON ((-61.68000 10.76000, -61.10500 10.890...175
17613026129AfricaS. SudanSSD20880.0POLYGON ((30.83385 3.50917, 29.95350 4.17370, ...176
\n", "

177 rows × 7 columns

\n", "
" ], "text/plain": [ " pop_est continent name iso_a3 gdp_md_est \\\n", "0 920938 Oceania Fiji FJI 8374.0 \n", "1 53950935 Africa Tanzania TZA 150600.0 \n", "2 603253 Africa W. Sahara ESH 906.5 \n", "3 35623680 North America Canada CAN 1674000.0 \n", "4 326625791 North America United States of America USA 18560000.0 \n", ".. ... ... ... ... ... \n", "172 7111024 Europe Serbia SRB 101800.0 \n", "173 642550 Europe Montenegro MNE 10610.0 \n", "174 1895250 Europe Kosovo -99 18490.0 \n", "175 1218208 North America Trinidad and Tobago TTO 43570.0 \n", "176 13026129 Africa S. Sudan SSD 20880.0 \n", "\n", " geometry geoid \n", "0 MULTIPOLYGON (((180.00000 -16.06713, 180.00000... 0 \n", "1 POLYGON ((33.90371 -0.95000, 34.07262 -1.05982... 1 \n", "2 POLYGON ((-8.66559 27.65643, -8.66512 27.58948... 2 \n", "3 MULTIPOLYGON (((-122.84000 49.00000, -122.9742... 3 \n", "4 MULTIPOLYGON (((-122.84000 49.00000, -120.0000... 4 \n", ".. ... ... \n", "172 POLYGON ((18.82982 45.90887, 18.82984 45.90888... 172 \n", "173 POLYGON ((20.07070 42.58863, 19.80161 42.50009... 173 \n", "174 POLYGON ((20.59025 41.85541, 20.52295 42.21787... 174 \n", "175 POLYGON ((-61.68000 10.76000, -61.10500 10.890... 175 \n", "176 POLYGON ((30.83385 3.50917, 29.95350 4.17370, ... 176 \n", "\n", "[177 rows x 7 columns]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "# Create a Geo-id which is needed by the Folium (it needs to have a unique identifier for each row)\n", "world['geoid'] = world.index.astype(str)\n", "world" ] }, { "cell_type": "code", "execution_count": 41, "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/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a Map instance\n", "m = folium.Map(location=[0, 0], tiles = 'cartodbpositron', zoom_start=2, control_scale=True)\n", "\n", "# Plot a choropleth map\n", "# Notice: 'geoid' column that we created earlier needs to be assigned always as the first column\n", "gdp = folium.Choropleth(\n", " geo_data=world,\n", " name='World gpd per capita',\n", " data=world,\n", " columns=['geoid', 'gdp_md_est'],\n", " key_on='feature.id',\n", " fill_color='YlOrBr',\n", " fill_opacity=0.7,\n", " line_opacity=0.2,\n", " highlight=True, \n", " threshold_scale=9,\n", " legend_name= 'World GDP per capita').add_to(m)\n", "\n", "# Add control layer\n", "folium.LayerControl(collapsed=True).add_to(m)\n", "\n", "#Show map\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### d. Tooltip" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Tooltip is a method to add pop-up messages to the map. Tooltip works when plotting the polygons as GeoJson objects using `features.GeoJsonTooltip`. Let's see how to add pop-up message with this tooltip method." ] }, { "cell_type": "code", "execution_count": 42, "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/html": [ "
Make this Notebook Trusted to load map: File -> Trust Notebook
" ], "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Create a Map instance\n", "m = folium.Map(location=[0, 0], tiles = 'cartodbpositron', zoom_start=2, control_scale=True)\n", "\n", "folium.features.GeoJson(world[['geometry','name','gdp_md_est']],\n", " name=\"World GDP per capita\",\n", " style_function=lambda x: {'color':'red','fillColor':'transparent','weight':0.3},\n", " highlight_function=lambda x: {'weight':1, 'color':'green', 'fillColor':'green'},\n", " tooltip=folium.features.GeoJsonTooltip(fields=['name','gdp_md_est'],\n", " aliases= ['Country', 'GDP per capita'],\n", " labels=True, \n", " sticky=True\n", " )\n", " ).add_to(m)\n", "\n", "# Add control layer\n", "folium.LayerControl(collapsed=True).add_to(m)\n", "\n", "# Show map\n", "m" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read more about Tooltip in the code [here](https://nbviewer.jupyter.org/gist/jtbaker/57a37a14b90feeab7c67a687c398142c?flush_cache=true)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "# set output filepath\n", "outfp = 'result/world_gdp.html'\n", "\n", "# save file to folder\n", "m.save(outfp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Additional Resources**\n", "\n", "https://nbviewer.jupyter.org/github/python-visualization/folium/tree/master/examples/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Github template**\n", "\n", "- https://html5up.net" ] } ], "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 }