{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-03-19T00:51:18.665440Z", "start_time": "2020-03-19T00:51:16.838796Z" }, "hide_input": false }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "from IPython.display import Image\n", "import pandas as pd\n", "import cartopy.crs as ccrs\n", "from cartopy.feature import NaturalEarthFeature, LAND, COASTLINE, OCEAN, LAKES, BORDERS\n", "from cartopy import feature as cfeature\n", "import warnings \n", "# this will allow us to use the code in peace :) \n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lecture 20:\n", "\n", "- Learn about geoplot and geopandas\n", "- Learn a bit about coordinate systems (UTM versus WGS84, as examples)\n", "- Learn something about Hawaiian volcanism\n" ] }, { "cell_type": "markdown", "metadata": { "hide_input": true }, "source": [ "By now we have learned a great deal about plotting and map making. In this lecture we will pull together a number of concepts and add some new tools (geoplot and geopandas). **Geopandas** is a software package built on top of **Pandas** that is made for dealing with spatial data. **Geoplot** is built on top of **matplotlib** and has a number of mapping tools that we can use. **Geoplot** is to **cartopy** as **seaborn** is to **matplotlib**.\n", "\n", "If you haven't installed these, you can use **conda** on your command line or within this notebook (on macs). " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#!conda install geoplot -c conda-forge\n", "# and \n", "#!conda install geopandas" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-03-19T00:53:54.110019Z", "start_time": "2020-03-19T00:53:51.186407Z" } }, "outputs": [], "source": [ "import geopandas as gpd\n", "import geoplot as gplt\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By now you should be familiar with the rudiments of **cartopy**. We will now learn how to make more complicated plots using the volcanoes active over the last 6 million years as an example. We downloaded the data from this website: https://www.navdat.org/NavdatSearch/Search.cfm by setting the Age filter to 6 (Ma) and exporting the data as an excel spreadsheet which in turn got saved as a tab delimited text file in _Datafiles/navdat.txt_) \n", "\n", "The first new thing we need to grapple with is the **geopandas** overlay on **Pandas**. This is a very powerful, but also complicated software package. The first thing we will use it for is wrangling our volcano dataset into a form that we can plot with **geoplot**. \n", "\n", "A **Geopandas DataFrame** differs from a **Pandas DataFrame** in that it has a **geometry** field which can be points, polygons or other spatial data types. \n", "\n", "\n", "We'll approach this as follows: \n", "- we need to first read in the data set with **Pandas**\n", "- make a map as we did in Lecture 18\n", "- turn the **Pandas DataFrame** into a **geopandas** one by putting in the _geometry_ information required by **geoplot**.\n", "- Use **geoplot** to do some new stuff. " ] }, { "cell_type": "code", "execution_count": 4, "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", "
SAMPLE IDCALCULATED AGECALCULATED MAX AGECALCULATED MIN AGELATITUDELONGITUDESTATE
082-970.00.0060.00241.4090-122.1945CALIFORNIA
197-40.00.0060.00241.4272-122.1600CALIFORNIA
299-12A0.00.0060.00241.4258-122.1635CALIFORNIA
399-140.00.0060.00241.4153-122.1793CALIFORNIA
499-150.00.0060.00241.4298-122.1695CALIFORNIA
\n", "
" ], "text/plain": [ " SAMPLE ID CALCULATED AGE CALCULATED MAX AGE CALCULATED MIN AGE LATITUDE \\\n", "0 82-97 0.0 0.006 0.002 41.4090 \n", "1 97-4 0.0 0.006 0.002 41.4272 \n", "2 99-12A 0.0 0.006 0.002 41.4258 \n", "3 99-14 0.0 0.006 0.002 41.4153 \n", "4 99-15 0.0 0.006 0.002 41.4298 \n", "\n", " LONGITUDE STATE \n", "0 -122.1945 CALIFORNIA \n", "1 -122.1600 CALIFORNIA \n", "2 -122.1635 CALIFORNIA \n", "3 -122.1793 CALIFORNIA \n", "4 -122.1695 CALIFORNIA " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Read in the data file\n", "df=pd.read_csv('Datasets/navdat.txt',sep='\\t')\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make the map (cribbing from Lecture 18). " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "proj = ccrs.LambertConformal(central_longitude=260, central_latitude=33)\n", "ax = plt.axes(projection=proj)\n", "ax.set_extent([-130, -70, 15, 52], crs=ccrs.PlateCarree())\n", "gl=ax.gridlines(ylocs=np.arange(0,90,15.),xlocs=np.arange(-180.,180,15.),\\\n", " linewidth=2, linestyle=\"dotted\")\n", "\n", "ax.coastlines();\n", "\n", "ax.add_feature(BORDERS,linestyle='-',linewidth=2)\n", "states_provinces = cfeature.NaturalEarthFeature(\n", " category='cultural',\n", " name='admin_1_states_provinces_lines',\n", " scale='50m',\n", " edgecolor='purple',\n", " facecolor='none',\n", " linestyle='dotted')\n", "ax.add_feature(states_provinces);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now for the new stuff. We nedd to use the **.GeoDataFrame** method of **geopandas** to put in the geometry field required by **geoplots**. " ] }, { "cell_type": "code", "execution_count": 6, "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", "
SAMPLE IDCALCULATED AGECALCULATED MAX AGECALCULATED MIN AGELATITUDELONGITUDESTATEgeometry
082-970.00.0060.00241.4090-122.1945CALIFORNIAPOINT (-122.1945 41.409)
197-40.00.0060.00241.4272-122.1600CALIFORNIAPOINT (-122.16 41.4272)
299-12A0.00.0060.00241.4258-122.1635CALIFORNIAPOINT (-122.1635 41.4258)
399-140.00.0060.00241.4153-122.1793CALIFORNIAPOINT (-122.1793 41.4153)
499-150.00.0060.00241.4298-122.1695CALIFORNIAPOINT (-122.1695 41.4298)
\n", "
" ], "text/plain": [ " SAMPLE ID CALCULATED AGE CALCULATED MAX AGE CALCULATED MIN AGE LATITUDE \\\n", "0 82-97 0.0 0.006 0.002 41.4090 \n", "1 97-4 0.0 0.006 0.002 41.4272 \n", "2 99-12A 0.0 0.006 0.002 41.4258 \n", "3 99-14 0.0 0.006 0.002 41.4153 \n", "4 99-15 0.0 0.006 0.002 41.4298 \n", "\n", " LONGITUDE STATE geometry \n", "0 -122.1945 CALIFORNIA POINT (-122.1945 41.409) \n", "1 -122.1600 CALIFORNIA POINT (-122.16 41.4272) \n", "2 -122.1635 CALIFORNIA POINT (-122.1635 41.4258) \n", "3 -122.1793 CALIFORNIA POINT (-122.1793 41.4153) \n", "4 -122.1695 CALIFORNIA POINT (-122.1695 41.4298) " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ " \n", "gdf=gpd.GeoDataFrame(df,geometry=gpd.points_from_xy(df.LONGITUDE,df.LATITUDE))\n", "gdf.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that **Geopandas** put in a new column, called _geometry_ with the lat/lon as a tuple with the geometry type of _POINT_. \n", "\n", "Now we can just plot the points with **pointplot** from **geoplot** to make the heat map! As with **seaborn** we can use one of the columns to determine color (**hue**), so in this example, we color the points by age:\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "# same as before: \n", "proj = ccrs.LambertConformal(central_longitude=260, central_latitude=33)\n", "ax = plt.axes(projection=proj)\n", "ax.set_extent([-130, -70, 15, 52], crs=ccrs.PlateCarree())\n", "\n", "ax.coastlines();\n", "\n", "ax.add_feature(BORDERS,linestyle='-',linewidth=2)\n", "states_provinces = cfeature.NaturalEarthFeature(\n", " category='cultural',\n", " name='admin_1_states_provinces_lines',\n", " scale='50m',\n", " edgecolor='purple',\n", " facecolor='none',\n", " linestyle='dotted')\n", "ax.add_feature(states_provinces);# The NEW stuff!\n", "\n", "gplt.pointplot(gdf,ax=ax,hue='CALCULATED AGE',legend=True);\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many more plots that we can make with **geoplots**. See this website for all the options: https://residentmario.github.io/geoplot/plot_references/plot_reference.html\n", "\n", "Let's go back to the data set you look at in Lectures 15 and 18 and make a better heatmap that with **plt.hist2d()**. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "#Read in the data file\n", "df=pd.read_csv('Datasets/WUS_navdat.txt',sep='\\t')\n", "gdf=gpd.GeoDataFrame(df,geometry=gpd.points_from_xy(df.LONGITUDE,df.LATITUDE))\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "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", "
SAMPLE IDCALCULATED AGECALCULATED MAX AGECALCULATED MIN AGELATITUDELONGITUDESTATEgeometry
0PENL-327.0030.0025.0037.9483-110.7789UTAHPOINT (-110.7789 37.9483)
1PENL-527.0030.0025.0037.9550-110.7881UTAHPOINT (-110.7881 37.955)
2PENL-627.0030.0025.0037.9564-110.7878UTAHPOINT (-110.7878 37.9564)
3U19A\\S1-2240D12.8512.8012.9037.2734-116.3703NEVADAPOINT (-116.3703 37.2734)
4U19BA1-1935.8S13.1613.1513.1737.2943-116.3130NEVADAPOINT (-116.313 37.2943)
\n", "
" ], "text/plain": [ " SAMPLE ID CALCULATED AGE CALCULATED MAX AGE CALCULATED MIN AGE \\\n", "0 PENL-3 27.00 30.00 25.00 \n", "1 PENL-5 27.00 30.00 25.00 \n", "2 PENL-6 27.00 30.00 25.00 \n", "3 U19A\\S1-2240D 12.85 12.80 12.90 \n", "4 U19BA1-1935.8S 13.16 13.15 13.17 \n", "\n", " LATITUDE LONGITUDE STATE geometry \n", "0 37.9483 -110.7789 UTAH POINT (-110.7789 37.9483) \n", "1 37.9550 -110.7881 UTAH POINT (-110.7881 37.955) \n", "2 37.9564 -110.7878 UTAH POINT (-110.7878 37.9564) \n", "3 37.2734 -116.3703 NEVADA POINT (-116.3703 37.2734) \n", "4 37.2943 -116.3130 NEVADA POINT (-116.313 37.2943) " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "# same as before: \n", "proj = ccrs.LambertConformal(central_longitude=260, central_latitude=33)\n", "ax = plt.axes(projection=proj)\n", "ax.add_feature(BORDERS,linestyle='-',linewidth=2)\n", "states_provinces = cfeature.NaturalEarthFeature(\n", " category='cultural',\n", " name='admin_1_states_provinces_lines',\n", " scale='50m',\n", " edgecolor='purple',\n", " facecolor='none',\n", " linestyle='dotted')\n", "ax.add_feature(states_provinces);# The NEW stuff!\n", "\n", "ax.coastlines()\n", "# but with the KDE plot. \n", "gplt.kdeplot(gdf,ax=ax);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That made a contour plot for the locations of volcanoes in the Western US. What we were after was a heatmap in which color indicates density of volcanoes. We can do that with the **shade** argument and we can also specify a colormap with the familiar **cmap** argument. Maybe **cmap=inferno** is appropriate? " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "# same as before: \n", "proj = ccrs.LambertConformal(central_longitude=260, central_latitude=33)\n", "ax = plt.axes(projection=proj)\n", "ax.add_feature(BORDERS,linestyle='-',linewidth=2)\n", "states_provinces = cfeature.NaturalEarthFeature(\n", " category='cultural',\n", " name='admin_1_states_provinces_lines',\n", " scale='50m',\n", " edgecolor='purple',\n", " facecolor='none',\n", " linestyle='dotted')\n", "ax.add_feature(states_provinces);# The NEW stuff!\n", "\n", "ax.coastlines()\n", "# but with the KDE plot. \n", "gplt.kdeplot(gdf,ax=ax,shade=True,cmap='inferno');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**geoplot** also allows us to access open source datasets like OpenStreetMap using **gplt.webmap()**. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function webmap in module geoplot.geoplot:\n", "\n", "webmap(df, extent=None, figsize=(8, 6), projection=None, zoom=None, provider='OSM_A', ax=None, **kwargs)\n", " A webmap.\n", " \n", " Parameters\n", " ----------\n", " df : GeoDataFrame\n", " The data being plotted.\n", " projection : geoplot.crs object instance, optional\n", " The projection to use. For reference see\n", " `Working with Projections\n", " `_.\n", " ``webmap`` only supports a single projection: ``WebMercator``.\n", " extent : None or (min_longitude, min_latitude, max_longitude, max_latitude), optional\n", " Controls the plot extents. For reference see \n", " `Customizing Plots#Extent\n", " `_.\n", " zoom: None or int\n", " The zoom level to use when fetching webmap tiles. Higher zoom levels mean more detail,\n", " but will also take longer to generate and will have more clutter. There are generally\n", " only two or three zoom levels that are appropriate for any given area. For reference\n", " see the OpenStreetMaps reference on \n", " `zoom levels `_.\n", " provider: str\n", " The tile provider. If no provider is set, the default OpenStreetMap tile service,\n", " \"OSM_A\", will be used. For reference see `the contextily documentation \n", " `_.\n", " figsize : (x, y) tuple, optional\n", " Sets the size of the plot figure (in inches).\n", " ax : AxesSubplot or GeoAxesSubplot instance, optional\n", " If set, the ``matplotlib.axes.AxesSubplot`` or ``cartopy.mpl.geoaxes.GeoAxesSubplot``\n", " instance to paint the plot on. Defaults to a new axis.\n", " kwargs: dict, optional\n", " Keyword arguments to be passed to the underlying matplotlib `Polygon patches\n", " `_.\n", " \n", " Returns\n", " -------\n", " ``AxesSubplot`` or ``GeoAxesSubplot``\n", " The plot axis.\n", "\n" ] } ], "source": [ "help(gplt.webmap)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/conda/lib/python3.6/site-packages/geoplot/geoplot.py:1685: UserWarning: \"webmap\" is only compatible with the \"WebMercator\" projection, but the input projection is unspecified. Reprojecting the data to \"WebMercator\" automatically. To suppress this warning, set \"projection=gcrs.WebMercator()\" explicitly.\n", " f'\"webmap\" is only compatible with the \"WebMercator\" projection, but the '\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gplt.webmap(gdf,figsize=(10,10),provider='OSM_A');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The big advantage of **geopandas** is the ability to plot polygons. Polygons outline geological features such as formations, age units, etc. Coastlines are really polygons too. In the rest of this lecture, we will explore making maps with some geologically interesting polygons - historical lava flows in Hawaii. \n", "\n", "We will proceed as follows: \n", "\n", "- get the coastline of the Big Islanad of Hawaii into a **geopandas.DataFrame**.\n", " - make a quick plot of Hawaii as a lightgreen polygon in a sea of lightblue. \n", "- find the elevation data for the Big Island of Hawaii.\n", " - make a heatmap of the elevation data\n", " - make a contour plot of the elevation data (a topographic map). \n", "- find the lava flow outlines from https://pubs.usgs.gov/of/2007/1089/.\n", " - these data are in Datafiles/BigIslandData.shp and are in Universal Transverse Mercator and we really want them in lat/lon (in fact, on the WGS84 ellipsoid). Converting between different coordinate systems just means we to know the transforms. Here is a big list of them: http://spatialreference.org. \n", " - plot the converted polygons on the topographic map. \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read in the coastlines for the State of Hawaii, filter for the Island Hawaii (it's the big one with the active lava flows) and plot the outline with the **plot** method on **geopandas** **DataFrames**. " ] }, { "cell_type": "code", "execution_count": 14, "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", "
objectidwatersqmiisletotsqmicreatedbyagencypublishdatfeatureuidcreatedatemodifieddamodifiedbydeliverydasourceidseveritycommentsst_areashast_lengthsgeometry
010554.722000Kauai554.7220NoneNone1899-12-30T00:00:00.000Z{48E33DCC-4DD7-4387-8928-A02D83F9AAEB}NoneNoneNone2016-09-13T00:00:00.000ZNoneNoneNone1.436729e+090POLYGON ((-159.3870541757948 22.22195921261835...
1200.424376Niihau72.3687NoneNone1899-12-30T00:00:00.000Z{27E5BE15-4622-4A10-A364-2AC06476F3FB}NoneNoneNone2016-09-13T00:00:00.000ZNoneNoneNone1.099133e+060POLYGON ((-160.0969985981299 22.01466051044132...
23071.944300Niihau72.3687NoneNone1899-12-30T00:00:00.000Z{40D98504-C043-410B-B68E-32EA92678F0D}NoneNoneNone2016-09-13T00:00:00.000ZNoneNoneNone1.863355e+080POLYGON ((-160.0615397711178 21.99650558702817...
340597.069000Oahu598.9200NoneNone1899-12-30T00:00:00.000Z{C54FC846-8A66-45DB-AB2F-1BEA3891B5CA}NoneNoneNone2016-09-13T00:00:00.000ZNoneNoneNone1.546408e+090POLYGON ((-158.0034759970235 21.69940062560496...
4500.712330Oahu598.9200NoneNone1899-12-30T00:00:00.000Z{1C2967E7-3099-42C8-84ED-1D3481F90CDE}NoneNoneNone2016-09-13T00:00:00.000ZNoneNoneNone1.844934e+060POLYGON ((-157.960706185876 21.36956956858352,...
\n", "
" ], "text/plain": [ " objectid water sqmi isle totsqmi createdby agency \\\n", "0 1 0 554.722000 Kauai 554.7220 None None \n", "1 2 0 0.424376 Niihau 72.3687 None None \n", "2 3 0 71.944300 Niihau 72.3687 None None \n", "3 4 0 597.069000 Oahu 598.9200 None None \n", "4 5 0 0.712330 Oahu 598.9200 None None \n", "\n", " publishdat featureuid \\\n", "0 1899-12-30T00:00:00.000Z {48E33DCC-4DD7-4387-8928-A02D83F9AAEB} \n", "1 1899-12-30T00:00:00.000Z {27E5BE15-4622-4A10-A364-2AC06476F3FB} \n", "2 1899-12-30T00:00:00.000Z {40D98504-C043-410B-B68E-32EA92678F0D} \n", "3 1899-12-30T00:00:00.000Z {C54FC846-8A66-45DB-AB2F-1BEA3891B5CA} \n", "4 1899-12-30T00:00:00.000Z {1C2967E7-3099-42C8-84ED-1D3481F90CDE} \n", "\n", " createdate modifiedda modifiedby deliveryda sourceid \\\n", "0 None None None 2016-09-13T00:00:00.000Z None \n", "1 None None None 2016-09-13T00:00:00.000Z None \n", "2 None None None 2016-09-13T00:00:00.000Z None \n", "3 None None None 2016-09-13T00:00:00.000Z None \n", "4 None None None 2016-09-13T00:00:00.000Z None \n", "\n", " severity comments st_areasha st_lengths \\\n", "0 None None 1.436729e+09 0 \n", "1 None None 1.099133e+06 0 \n", "2 None None 1.863355e+08 0 \n", "3 None None 1.546408e+09 0 \n", "4 None None 1.844934e+06 0 \n", "\n", " geometry \n", "0 POLYGON ((-159.3870541757948 22.22195921261835... \n", "1 POLYGON ((-160.0969985981299 22.01466051044132... \n", "2 POLYGON ((-160.0615397711178 21.99650558702817... \n", "3 POLYGON ((-158.0034759970235 21.69940062560496... \n", "4 POLYGON ((-157.960706185876 21.36956956858352,... " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# read in the data as a geopandas dataframe\n", "hawaii=gpd.read_file('Datasets/Coastline.shp')\n", "\n", "# take a quick look at the format:\n", "hawaii.head()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are data from all the Hawaiian islands, so we should filter for the Big Island, which is actually named \"Hawaii\" too. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Select only the data from island called \"Hawaii\". \n", "bigIsland=hawaii[(hawaii.isle=='Hawaii')]\n", "fig, ax = plt.subplots(figsize=(8,6)) # make fig and ax objects\n", "#Set the ocean to blue.\n", "ax.set_facecolor('lightblue')\n", "# plot the polygons from the geometry column\n", "bigIsland.plot(ax=ax,edgecolor='black',linewidth=1,facecolor='lightgreen');\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, that was pretty easy. Now let's put on the topography. First, let's make a heatmap of the elevation data. In Lecture 19 we learned how to make **meshgrids** to use **plt.contour( )** and **plt.contourf( )**. There is a cool way to make the same plot using **tricontour( )** and **tricontourf** from the **matplotlib.tri** module. \n", "\n", "To make life easier, we can use the **matplotlib.tri.tricontourf()** function. This takes unstructured x,y,z data and constructs all the meshes for us. \n", "\n", "But we have to import the function first, as this is a new one. It has a number of functions which you can explore (try **help(tri)** after importing the module. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import matplotlib.tri as tri" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "# read in the elevation data as a Pandas DatFrame. \n", "bigIslandElev=pd.read_csv('Datasets/BigIslandElev.csv')\n", "# plot longitude as x, latitude as y and elevation as z:\n", "x=bigIslandElev.lon.values\n", "y=bigIslandElev.lat.values\n", "z=bigIslandElev.elevation.values\n", "ax.tricontourf(x,y,z);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Well that was relatively painless. Now let's plot the same data, but as a contour plot." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "#Setting the ocean to blue.\n", "ax.set_facecolor('lightblue')\n", "bigIsland.plot(ax=ax,edgecolor='black',linewidth=1,facecolor='lightgreen')\n", "\n", "ax.tricontour(x,y,z);\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and a few whistles and bells:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "#Setting the ocean to blue.\n", "ax.set_facecolor('lightblue')\n", "bigIsland.plot(ax=ax,edgecolor='black',linewidth=1,facecolor='lightgreen')\n", "\n", "ax.tricontour(x,y,z,colors='k',linewidths=1,levels=np.arange(-5000,5000,1000));\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can read in the flow polygons and convert them from UTM to WGS84. \n", "\n", "But first what are 'UTM' and 'WGS84'? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Coordinate Systems \n", "\n", "There are many coordinate systems, but the two used with GPS are geodetic latitude/longitude/elevation and UTM (Universal Transverse Mercator). \n", "\n", "Lat/Lon/Elevation: The prime meridian and the equator are the reference planes used to define latitude and longitude. The geodetic latitude of a point is the angle from the equatorial plane to the vertical direction of a line normal to the reference ellipsoid. The geodetic longitude of a point is the angle between a reference plane and a plane passing through the point, both planes being perpendicular to the equatorial plane. The geodetic elevation is at a point is the distance from the reference ellipsoid to the point in a direction normal to the ellipsoid. We will be using the reference ellipsoid known as WGS84 (although there are many so be careful!) \n", "\n", "The Universal Transverse Mercator (UTM) coordinates define map locations (2D) within zones. Zone numbers designate 6 degree longitudinal strips. The letters go from A (south pole) to Z (north pole). So Each zone has a central meridian (CM). Northings/eastings are measured from the equator and the CM. San Diego is in zone S11, for example. \n", "\n", "It turns out that with **Geopandas**, conversion is pretty straightforward, once you know the details of what coordinate system you are in. For this exercise, the data are from Hawaii and are in zone 4 based on the NAD83 ellipsoid in units of meters. We want them in longitude/latitude on ellipsoid WGS84. \n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image('Figures/coordinateSystems.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets set our conversion strings, read in the data and first take a look at the geometry field in UTM. " ] }, { "cell_type": "code", "execution_count": 21, "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", "
IDISLANDVOLCANOSTRAT_CODESYMBOLAGE_GROUPAGE_RANGENAMENAME0UNITROCK_TYPELITHOLOGYVOLC_STAGECOMPOSITIOSOURCEAgesgeometry
05522Hawaiimloa209Qk51A.D. 1843Kau BasaltNoneNoneLava flowsPahoehoe and aashieldTholeiitic basaltWolfe and Morris, 1996a1843.0POLYGON ((862851.7650805543 2185118.765394682,...
15715Hawaiimloa209Qk51A.D. 1880-1881Kau BasaltNoneNoneLava flowsPahoehoe and aashieldTholeiitic basaltWolfe and Morris, 1996a1881.0POLYGON ((909140.8345211237 2184113.619989122,...
25733Hawaiimloa209Qk51A.D. 1855Kau BasaltNoneNoneLava flowsPahoehoe and aashieldTholeiitic basaltWolfe and Morris, 1996a1855.0POLYGON ((899049.8753678566 2183325.490410618,...
35787Hawaiimloa209Qk51A.D. 1935Kau BasaltNoneNoneLava flowsPahoehoe and aashieldTholeiitic basaltWolfe and Morris, 1996a1935.0POLYGON ((868383.95149384 2181757.819505497, 8...
45986Hawaiimloa209Qk51A.D. 1880-1881Kau BasaltNoneNoneLava flowsPahoehoe and aashieldTholeiitic basaltWolfe and Morris, 1996a1881.0POLYGON ((879570.0329822211 2179034.793769511,...
\n", "
" ], "text/plain": [ " ID ISLAND VOLCANO STRAT_CODE SYMBOL AGE_GROUP AGE_RANGE \\\n", "0 5522 Hawaii mloa 209 Qk5 1 A.D. 1843 \n", "1 5715 Hawaii mloa 209 Qk5 1 A.D. 1880-1881 \n", "2 5733 Hawaii mloa 209 Qk5 1 A.D. 1855 \n", "3 5787 Hawaii mloa 209 Qk5 1 A.D. 1935 \n", "4 5986 Hawaii mloa 209 Qk5 1 A.D. 1880-1881 \n", "\n", " NAME NAME0 UNIT ROCK_TYPE LITHOLOGY VOLC_STAGE \\\n", "0 Kau Basalt None None Lava flows Pahoehoe and aa shield \n", "1 Kau Basalt None None Lava flows Pahoehoe and aa shield \n", "2 Kau Basalt None None Lava flows Pahoehoe and aa shield \n", "3 Kau Basalt None None Lava flows Pahoehoe and aa shield \n", "4 Kau Basalt None None Lava flows Pahoehoe and aa shield \n", "\n", " COMPOSITIO SOURCE Ages \\\n", "0 Tholeiitic basalt Wolfe and Morris, 1996a 1843.0 \n", "1 Tholeiitic basalt Wolfe and Morris, 1996a 1881.0 \n", "2 Tholeiitic basalt Wolfe and Morris, 1996a 1855.0 \n", "3 Tholeiitic basalt Wolfe and Morris, 1996a 1935.0 \n", "4 Tholeiitic basalt Wolfe and Morris, 1996a 1881.0 \n", "\n", " geometry \n", "0 POLYGON ((862851.7650805543 2185118.765394682,... \n", "1 POLYGON ((909140.8345211237 2184113.619989122,... \n", "2 POLYGON ((899049.8753678566 2183325.490410618,... \n", "3 POLYGON ((868383.95149384 2181757.819505497, 8... \n", "4 POLYGON ((879570.0329822211 2179034.793769511,... " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Set Conversion Strings\n", "UTM4='+proj=utm +zone=4 +ellps=GRS80 +datum=NAD83 +units=m +no_defs'\n", "WGS84='+proj=longlat +ellps=WGS84 +datum=WGS84 +no_defs'\n", "\n", "#Get Big Island Flows and convert to WGS84\n", "bigIslandFlows=gpd.read_file('Datasets/BigIslandData.shp',crs=UTM4)\n", "# in UTM4\n", "bigIslandFlows.head()\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the polygon for the first flow (ID=5522), we can see how the POLYGON column has points like (862851.7650805543 2185118.765394682,...). These are the Easting and Northing of a point on the flow with ID 5522. How do I know which is easting and which is northing??? (HINT: think about the definitions). " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 POLYGON ((862851.7650805543 2185118.765394682,...\n", "Name: geometry, dtype: geometry" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bigIslandFlows.loc[bigIslandFlows.ID==5522]['geometry']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can convert between coordinate systems when we read the file in like this: " ] }, { "cell_type": "code", "execution_count": 23, "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", "
IDISLANDVOLCANOSTRAT_CODESYMBOLAGE_GROUPAGE_RANGENAMENAME0UNITROCK_TYPELITHOLOGYVOLC_STAGECOMPOSITIOSOURCEAgesgeometry
05522Hawaiimloa209Qk51A.D. 1843Kau BasaltNoneNoneLava flowsPahoehoe and aashieldTholeiitic basaltWolfe and Morris, 1996a1843.0POLYGON ((-155.5387719000084 19.72830027097852...
15715Hawaiimloa209Qk51A.D. 1880-1881Kau BasaltNoneNoneLava flowsPahoehoe and aashieldTholeiitic basaltWolfe and Morris, 1996a1881.0POLYGON ((-155.0981627643755 19.7101726402176,...
25733Hawaiimloa209Qk51A.D. 1855Kau BasaltNoneNoneLava flowsPahoehoe and aashieldTholeiitic basaltWolfe and Morris, 1996a1855.0POLYGON ((-155.1944049010803 19.70513334985187...
35787Hawaiimloa209Qk51A.D. 1935Kau BasaltNoneNoneLava flowsPahoehoe and aashieldTholeiitic basaltWolfe and Morris, 1996a1935.0POLYGON ((-155.4867369901313 19.69695826679061...
45986Hawaiimloa209Qk51A.D. 1880-1881Kau BasaltNoneNoneLava flowsPahoehoe and aashieldTholeiitic basaltWolfe and Morris, 1996a1881.0POLYGON ((-155.3807645030818 19.67028018736004...
\n", "
" ], "text/plain": [ " ID ISLAND VOLCANO STRAT_CODE SYMBOL AGE_GROUP AGE_RANGE \\\n", "0 5522 Hawaii mloa 209 Qk5 1 A.D. 1843 \n", "1 5715 Hawaii mloa 209 Qk5 1 A.D. 1880-1881 \n", "2 5733 Hawaii mloa 209 Qk5 1 A.D. 1855 \n", "3 5787 Hawaii mloa 209 Qk5 1 A.D. 1935 \n", "4 5986 Hawaii mloa 209 Qk5 1 A.D. 1880-1881 \n", "\n", " NAME NAME0 UNIT ROCK_TYPE LITHOLOGY VOLC_STAGE \\\n", "0 Kau Basalt None None Lava flows Pahoehoe and aa shield \n", "1 Kau Basalt None None Lava flows Pahoehoe and aa shield \n", "2 Kau Basalt None None Lava flows Pahoehoe and aa shield \n", "3 Kau Basalt None None Lava flows Pahoehoe and aa shield \n", "4 Kau Basalt None None Lava flows Pahoehoe and aa shield \n", "\n", " COMPOSITIO SOURCE Ages \\\n", "0 Tholeiitic basalt Wolfe and Morris, 1996a 1843.0 \n", "1 Tholeiitic basalt Wolfe and Morris, 1996a 1881.0 \n", "2 Tholeiitic basalt Wolfe and Morris, 1996a 1855.0 \n", "3 Tholeiitic basalt Wolfe and Morris, 1996a 1935.0 \n", "4 Tholeiitic basalt Wolfe and Morris, 1996a 1881.0 \n", "\n", " geometry \n", "0 POLYGON ((-155.5387719000084 19.72830027097852... \n", "1 POLYGON ((-155.0981627643755 19.7101726402176,... \n", "2 POLYGON ((-155.1944049010803 19.70513334985187... \n", "3 POLYGON ((-155.4867369901313 19.69695826679061... \n", "4 POLYGON ((-155.3807645030818 19.67028018736004... " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bigIslandFlows=gpd.read_file('Datasets/BigIslandData.shp',crs=UTM4).to_crs(WGS84)\n", "bigIslandFlows.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now notice how the polygon is in longitude/latitude:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 POLYGON ((-155.5387719000084 19.72830027097852...\n", "Name: geometry, dtype: geometry" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bigIslandFlows.loc[bigIslandFlows.ID==5522]['geometry']\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And now for the plot!" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# from before\n", "fig, ax = plt.subplots(figsize=(8,6))\n", "#Setting the ocean to blue.\n", "ax.set_facecolor('lightblue')\n", "bigIsland.plot(ax=ax,edgecolor='black',linewidth=1,facecolor='lightgreen')\n", "\n", "ax.tricontour(x,y,z,colors='k',linewidths=1,levels=np.arange(-5000,5000,500))\n", "\n", "# now the flow polygons: \n", "bigIslandFlows.plot(ax=ax,column='Ages',cmap='magma',legend=True,legend_kwds={'label':'Date of Eruption (A.D.)'})\n", "plt.xlim(-156.2,-154.8)\n", "plt.savefig('hawaii.jpg');\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 2 }