diff --git a/data.zip b/data.zip new file mode 100644 index 0000000..fa41153 Binary files /dev/null and b/data.zip differ diff --git a/data/World_Seas.cpg b/data/World_Seas.cpg new file mode 100644 index 0000000..3ad133c --- /dev/null +++ b/data/World_Seas.cpg @@ -0,0 +1 @@ +UTF-8 \ No newline at end of file diff --git a/data/World_Seas.dbf b/data/World_Seas.dbf new file mode 100644 index 0000000..c4812f8 Binary files /dev/null and b/data/World_Seas.dbf differ diff --git a/data/World_Seas.prj b/data/World_Seas.prj new file mode 100755 index 0000000..f45cbad --- /dev/null +++ b/data/World_Seas.prj @@ -0,0 +1 @@ +GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137.0,298.257223563]],PRIMEM["Greenwich",0.0],UNIT["Degree",0.0174532925199433]] \ No newline at end of file diff --git a/data/World_Seas.shp b/data/World_Seas.shp new file mode 100755 index 0000000..16a08c4 Binary files /dev/null and b/data/World_Seas.shp differ diff --git a/data/World_Seas.shp.xml b/data/World_Seas.shp.xml new file mode 100644 index 0000000..9059997 --- /dev/null +++ b/data/World_Seas.shp.xml @@ -0,0 +1,1403 @@ + + +2016011416180200FALSE20050927133425002005092713395600Densify World_Seas DISTANCE "2 Kilometers" "0.0000009 DecimalDegrees" 101.0Microsoft Windows 2000 Version 5.0 (Build 2195) Service Pack 4; ESRI ArcCatalog 9.0.0.535enWorld seas represents the boundaries for the major oceans and seas of the world. The source for the boundaries is the publication 'Limits of Oceans & Seas, Special Publication No. 23' published by the IHO in 1953. (http://ioc.unesco.org/oceanteacher/resourcekit/M3/Formats/Geography/OceansSeas.htm)The dataset was made in VLIZ for use in the gazetteer.VLIZ25 january 2005World SeasWorld_Seasvector digital data\\Fms\shared\datac\Geo\arc-maps\lat-long\world\World_Seas.shpground conditionCompleteAs needed-180.000000180.00000090.000000-85.470291-180.000000180.000000-85.47029190.000000BoundariesOceansSeasWorldWorld OceansnonoShapefileVLIZMicrosoft Windows 2000 Version 5.0 (Build 2195) Service Pack 4; ESRI ArcCatalog 9.0.0.535World_Seas-18018090-85.4702911-18018090-85.4702911enFGDC Content Standards for Digital Geospatial MetadataFGDC-STD-001-1998local timeVLIZ20050927http://www.esri.com/metadata/esriprof80.htmlESRI Metadata ProfileISO 19115 Geographic Information - MetadataDIS_ESRI1.0dataset2,7582,758VLIZDownloadable Data002file://\\Fms\shared\datac\Geo\arc-maps\lat-long\world\World_Seas.shpLocal Area Network2,758ShapefileVectorSimplePolygonFALSE101FALSEFALSEG-polygon101GCS_WGS_1984Decimal degrees0.0000010.000001D_WGS_1984WGS_19846378137.000000298.257224GCS_WGS_1984101World_SeasFeature Class101FIDFIDOID400Internal feature number.ESRISequential unique whole numbers that are automatically generated.ShapeShapeGeometry000Feature geometry.ESRICoordinates defining the features.NAMENAMEString100Name of ocean or Sea.IHOIDIDString16Unique identification number of ocean or sea according to IHO.IHOGazetteer_Gazetteer_Number4VLIMAR gazetteer IDVLIZ20050927Limits of Oceans and SeasInternational Hydrographic Organization19533Special publication nr 23http://ioc.unesco.org/oceanteacher/resourcekit/M3/Formats/Geography/IHO1953/s23_1953.pdfpaperIHOMaking of a waterbackground: based on the World Countries 2004 dataset was a waterbackground made. This is one polygon that contains all the ocean and sea features of the world.ArcView Gis 3.2, ArcView 9World Countries 200420/01/2005VLIZPieter DeckersMaking the single features: based on the 'Limits of Oceans and Seas', the waterbackground was subdivided in individual features for each ocean or sea.ArcView Gis 3.2, ArcView 925/01/2005VLIZPieter DeckersIHOWorld Countries 2004CD-ROMWorld Countries 2004Qk3uNwEAAAAAADYAAAAoAAAAyAAAAIUAAAABABgAAAAAALg3AQAAAAAAAAAAAAAAAAAAAAAA//// +//////////////////////////////////////////////////////////////////////////// +//////////////////////////////////////////////////////////////////////////// +//////////////////////////////////////////////////////////////////////////// +//////////////////////////////////////////////////////////////////////////// +//////////////////////////////////////////////////////////////////////////// +//////////////////////////////////////////////////////////////////////////// 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+//////////////////////////////////////////////////////////////////////////// +//////////////////////////////////////////////////////////////////////// diff --git a/data/World_Seas.shx b/data/World_Seas.shx new file mode 100755 index 0000000..2f23c9c Binary files /dev/null and b/data/World_Seas.shx differ diff --git a/data/hybas_na_lev00_v1c.cpg b/data/hybas_na_lev00_v1c.cpg new file mode 100644 index 0000000..cd89cb9 --- /dev/null +++ b/data/hybas_na_lev00_v1c.cpg @@ -0,0 +1 @@ +ISO-8859-1 \ No newline at end of file diff --git a/data/hybas_na_lev00_v1c.dbf b/data/hybas_na_lev00_v1c.dbf new file mode 100644 index 0000000..4a282c0 Binary files /dev/null and b/data/hybas_na_lev00_v1c.dbf differ diff --git a/data/hybas_na_lev00_v1c.prj b/data/hybas_na_lev00_v1c.prj new file mode 100644 index 0000000..a30c00a --- /dev/null +++ b/data/hybas_na_lev00_v1c.prj @@ -0,0 +1 @@ +GEOGCS["GCS_WGS_1984",DATUM["D_WGS_1984",SPHEROID["WGS_1984",6378137,298.257223563]],PRIMEM["Greenwich",0],UNIT["Degree",0.017453292519943295]] \ No newline at end of file diff --git a/data/hybas_na_lev00_v1c.qpj b/data/hybas_na_lev00_v1c.qpj new file mode 100644 index 0000000..5fbc831 --- /dev/null +++ b/data/hybas_na_lev00_v1c.qpj @@ -0,0 +1 @@ +GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]] diff --git a/data/hybas_na_lev00_v1c.sbn b/data/hybas_na_lev00_v1c.sbn new file mode 100755 index 0000000..99d2f71 Binary files /dev/null and b/data/hybas_na_lev00_v1c.sbn differ diff --git a/data/hybas_na_lev00_v1c.sbx b/data/hybas_na_lev00_v1c.sbx new file mode 100755 index 0000000..80ac058 Binary files /dev/null and b/data/hybas_na_lev00_v1c.sbx differ diff --git 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b/data/oceans.qpj new file mode 100644 index 0000000..5fbc831 --- /dev/null +++ b/data/oceans.qpj @@ -0,0 +1 @@ +GEOGCS["WGS 84",DATUM["WGS_1984",SPHEROID["WGS 84",6378137,298.257223563,AUTHORITY["EPSG","7030"]],AUTHORITY["EPSG","6326"]],PRIMEM["Greenwich",0,AUTHORITY["EPSG","8901"]],UNIT["degree",0.0174532925199433,AUTHORITY["EPSG","9122"]],AUTHORITY["EPSG","4326"]] diff --git a/data/oceans.shp b/data/oceans.shp new file mode 100644 index 0000000..2bc5e74 Binary files /dev/null and b/data/oceans.shp differ diff --git a/data/oceans.shx b/data/oceans.shx new file mode 100644 index 0000000..d0d0693 Binary files /dev/null and b/data/oceans.shx differ diff --git a/data/prism_precipitation_july_climatology.tif b/data/prism_precipitation_july_climatology.tif new file mode 100644 index 0000000..e1b6c88 Binary files /dev/null and b/data/prism_precipitation_july_climatology.tif differ diff --git a/environment.yml b/environment.yml new file mode 100644 index 0000000..9ccd50c --- /dev/null +++ b/environment.yml @@ -0,0 +1,14 @@ +name: geopandasenv +channels: +- conda-forge +dependencies: +- python=2.7 +- geopandas +- geojson +- pysal +- pyepsg +- rasterstats +- requests +- folium +- seaborn +- jupyter diff --git a/install-conda.md b/install-conda.md new file mode 100644 index 0000000..4a79909 --- /dev/null +++ b/install-conda.md @@ -0,0 +1,98 @@ + +### What is Conda? +Similar to [pip](https://pypi.python.org/pypi/pip), [**conda**](http://conda.pydata.org/docs/) is an **open source package and environment management system** for installing multiple versions of software packages, their dependencies and switching easily between them. While it originally was developed to support Python, it now supports multiple languages. It works on Linux, OS X and Windows. This [Aug. 2016 blog post](https://jakevdp.github.io/blog/2016/08/25/conda-myths-and-misconceptions/) from Jake Vanderplas provides nice clarifications about conda and where it fits in the ecosystem of Python packaging and environments. See also [this Continuum Analytics blog post for a great, comprehensive introduction to conda](http://www.continuum.io/blog/conda-data-science) targeted to data scientists; it also has links to a presentation (Youtube and slides) on the same material. + +For additional help you can consult the [UW GeoHack conda introduction](https://geohackweek.github.io/Introductory/00-conda-tutorial/). + +### Anaconda or Miniconda +[Anaconda](https://www.continuum.io/why-anaconda) is a data science platform that comes with a lot of packages. At the core, Anaconda uses the conda package management system. A list of packages included can be found [*here*](https://docs.continuum.io/anaconda/pkg-docs). If you don't have time or disk space -- or the inclination -- to install the entire distribution, try [Miniconda](http://conda.pydata.org/miniconda.html), a bootstrap version of Anaconda, which contains only Python, essential packages, and conda. Other packages have to be installed individually. + +**NOTE: We will be using Python 2.7 for this geopandas workshop.** + +### Installing Anaconda + +1. To install Anaconda, please click on the link below for your operating system, and follow the instructions on the site: + **NOTE: FOR Windows and OSX Graphical installation, make sure to do a custom install and uncheck the box `modify PATH`** + + ![OSX Custom Install](https://docs.continuum.io/_images/pathoption.png) + + - [Windows](https://docs.continuum.io/anaconda/install#anaconda-for-windows-install) + - [OSX](https://docs.continuum.io/anaconda/install#anaconda-for-os-x-graphical-install) + - Linux: see below + + ```bash + url=https://repo.continuum.io/archive/Anaconda2-4.2.0-Linux-x86_64.sh + curl $url -o anaconda.sh + bash anaconda.sh -b + export PATH=$HOME/anaconda2/bin:$PATH + conda update --yes --all + ``` +2. Once Anaconda installation step is finished run `python` in the command line to test if Anaconda is installed correctly. **Note: For windows, please use Windows powershell as the command line. It should be preinstalled, if not click [here](https://msdn.microsoft.com/en-us/powershell/scripting/setup/installing-windows-powershell).** +If Anaconda is installed correctly, you should have this prompt, which emphasizes **Anaconda**: + +```bash +$ python +Python 2.7.11 |Anaconda custom (x86_64)| (default, Dec 6 2015, 18:57:58) +[GCC 4.2.1 (Apple Inc. build 5577)] on darwin +Type "help", "copyright", "credits" or "license" for more information. +Anaconda is brought to you by Continuum Analytics. +Please check out: http://continuum.io/thanks and https://anaconda.org +>>> +``` + +### Installing Miniconda + +#### Windows +Navigate to http://conda.pydata.org/miniconda.html and download the proper installer for you Windows platform (32 or 64 bits). +We recommend to download the Python 2 version of Miniconda as not all packages are Python 3-compliant yet. You can still create new Python 3 environments using the Python 2 verson of Miniconda, so you are not limiting yourself. + +When installing you will be asked if you wish to make the Anaconda Python your default Python for Windows. +If you do not have any other installation that may be a good option. If you want to keep multiple versions of python on your machine (e.g. ESRI-supplied python, or both 32 and 64 bit versions of Anaconda), then don't select the option to modify your path or modify your Windows registry settings. + +#### Linux and OSX +You may follow manual steps from http://conda.pydata.org/miniconda.html similar to the instructions on Windows (see above). Alternatively, you can execute these commands on a terminal shell (in this case, the bash shell): + +```bash +url=https://repo.continuum.io/miniconda/Miniconda2-latest-Linux-x86_64.sh # On MacOSX, replace Linux with MacOSX +curl $url -o miniconda.sh +bash miniconda.sh -b +export PATH=$HOME/miniconda2/bin:$PATH +conda update --yes --all +``` + +### Creating the `geopandasenv` conda environment + +Download the `environment.yml` file by going to [this link](https://raw.githubusercontent.com/BiG-CZ/BiG-CZ-Toolbox/master/geopandas/environment.yml), right clicking with the mouse and choosing `Save as...` + +Open a terminal window where you saved the file and type the commands to create the environment and "activate" it. +```bash +conda env create environment.yml # Will create an environment called "geopandasenv" +source activate geopandasenv # OSX and Linux +activate geopandasenv # Windows +``` + +The `geopandasenv` conda environment includes `geopandas` and its dependencies, which include (for vector-handling packages) `shapely`, `fiona`, `pyproj`, `descartes` and `pysal`, in addition to `pandas` and `numpy`. These will be handled automatically by the conda environment. Additional conda packages available in the environment include `pyepsg`, `geojson`, `folium` (for interactive maps in Jupyter notebooks), `rasterstats` (for simplified raster-vector analysis), `requests`, and `psycopg2` for access to vector data stored in PostGIS (though this `Maptime` workshop will not include PostGIS). + +### Starting Jupyter notebooks + +On Windows and MacOSX you may have a conda GUI application already installed, specially if you installed Anaconda. That application should let you select the `geopandasenv` environment, then launch Jupyter notebook with that environment. + +Otherwise, on the command shell, you can launch Jupyter notebooks (after activating the environment) like this: +```bash +jupyter notebook +``` + +### Removing and recreating the `geopandasenv` conda environment + +To delete the conda environment, first "deactivate" it if you've activated it in your shell session: +```bash +source deactivate # OSX and Linux +deactivate # Windows +``` + +Then remove the environment: +```bash +conda env remove -n geopandasenv +``` + +You can create it again, from scratch, using the command described earlier. diff --git a/lessons.md b/lessons.md new file mode 100644 index 0000000..898e6fe --- /dev/null +++ b/lessons.md @@ -0,0 +1,18 @@ +# Introduction to GeoPandas and related vector geospatial processing with FOSS Python + +This [Maptime Meetup workshop](https://www.meetup.com/MaptimeSEA/) is adapted from materials prepared for the [University of Washington GeoHack week event](https://geohackweek.github.io), Nov 14-18, 2016. We'll be using [those materials ("Vector Data Processing using Python Tools")](https://geohackweek.github.io/vector/) directly in some cases, as is. + +## Python Preparations + +This workshop will rely on **conda** to set up the required Python 2.7 environment and packages. [See here](https://github.com/BiG-CZ/BiG-CZ-Toolbox/blob/master/geopandas/install-conda.md) for details on how to get set up. All demonstration will be done on [Jupyter notebooks](http://jupyter.org). The `geopandasenv` Python conda environment you will create includes Jupyter. + +## Materials and Lessons + +We'll follow the "lessons" used in the [UW GeoHack tutorial](https://geohackweek.github.io/vector/), jumping back and forth from those materials to the updated Jupyter notebooks. All materials can be [downloaded from here](https://github.com/BiG-CZ/BiG-CZ-Toolbox/tree/master/geopandas) so you can run the code on your computer. These include [GIS data files](https://github.com/BiG-CZ/BiG-CZ-Toolbox/tree/master/geopandas/data) and the [two Jupyter notebooks](https://github.com/BiG-CZ/BiG-CZ-Toolbox/tree/master/geopandas/notebooks). The data files can be grabbed more easily as [a zip file (18 MB)](https://github.com/BiG-CZ/BiG-CZ-Toolbox/raw/master/geopandas/data.zip). Make sure to reproduce the directory structure of the `notebooks` and `data` directories found on the github repository. + +1. [**Geospatial Concepts.**](https://geohackweek.github.io/vector/02-geospatial-concepts/) What is 'vector' geospatial data all about? +2. [**Encodings, Formats and Libraries.**](https://geohackweek.github.io/vector/03-encodings-libraries/) What are the common ways to encode vector geospatial data in Python, and how much is borrowed from broader encoding standards? +3. **GeoPandas Introduction.** What is GeoPandas? What functionality and advantages does GeoPandas offer over other Python geospatial tools? What geospatial storage, analytical and plotting capabilities does it include? What is its relationship to Pandas? [Download the Jupyter notebook](https://github.com/BiG-CZ/BiG-CZ-Toolbox/blob/master/geopandas/notebooks/geopandas_intro.ipynb) to run it locally, or view it [statically but nicely rendered on nbviewer](http://nbviewer.jupyter.org/github/BiG-CZ/BiG-CZ-Toolbox/blob/master/geopandas/notebooks/geopandas_intro.ipynb). The original materials with extra formatting and PostGIS content (and original notebook) can be [found here](https://geohackweek.github.io/vector/04-geopandas-intro/) on the UW GeoHack web site. +4. **GeoPandas Advanced Topics.** What additional capabilities does GeoPandas provide, including data access, plotting and analysis? How does it integrate with other common Python tools? How do GeoPandas data objects integrate with analyses of raster data over vector geospatial features? [Download the Jupyter notebook](https://github.com/BiG-CZ/BiG-CZ-Toolbox/blob/master/geopandas/notebooks/geopandas_advanced.ipynb) to run it locally, or view it [statically but nicely rendered on nbviewer](http://nbviewer.jupyter.org/github/BiG-CZ/BiG-CZ-Toolbox/blob/master/geopandas/notebooks/geopandas_advanced.ipynb). The original materials with extra formatting and PostGIS content (and original notebook) can be [found here](https://geohackweek.github.io/vector/06-geopandas-advanced/) on the UW GeoHack web site. + +For lessons 1 and 2 we'll go directly to the GeoHack tutorial site. diff --git a/notebooks/geopandas_advanced.ipynb b/notebooks/geopandas_advanced.ipynb new file mode 100644 index 0000000..a705722 --- /dev/null +++ b/notebooks/geopandas_advanced.ipynb @@ -0,0 +1,1490 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "# GeoPandas: Advanced topics\n", + "[Emilio Mayorga](https://github.com/emiliom/), 2017-2-6" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 1. Introduction" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "We covered the basics of GeoPandas in the previous episode and notebook. Here, we'll extend that introduction to illustrate additional aspects of GeoPandas and its interactions with other Python libraries, covering fancier mapping, analysis (unitary and binary spatial operators), raster zonal stats and geopandas. \n", + "\n", + "**Here are the main sections in this episode / notebook:**\n", + "- Read HydroBASINS Pacific NW / Western Washington from a shape file.\n", + "- Dissolve into larger watersheds, and reproject\n", + "- Plot `choropleth` map based on calculated watershed areas\n", + "- Choropleth map as an interactive map with folium\n", + "- Spatial join, `sjoin`, of polygons on points\n", + "- rasterstats: \"zonal\" statistics from polygons on rasters" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 2. Set up packages and data file path\n", + "We'll use these throughout the rest of the tutorial." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import os\n", + "import json\n", + "\n", + "import matplotlib.pyplot as plt\n", + "# The two statemens below are used mainly to set up a plotting\n", + "# default style that's better than the default from matplotlib\n", + "import seaborn as sns\n", + "plt.style.use('bmh')\n", + "\n", + "from shapely.geometry import Point\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "from geopandas import GeoSeries, GeoDataFrame\n", + "\n", + "data_pth = \"../data\"" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 3. Read HydroBASINS North America / Western Washington\n", + "- Read [HydroBASINS](http://hydrosheds.org/page/hydrobasins) \"all-levels\" (lev00) hierarchical watersheds dataset for the Pacific NW, from a shape file. **Watersheds in the dataset are at the finest (highest resolution) \"Pfastetter\" hierarchical level, level 12.**\n", + "- In the [original UW GeoHack Week tutorial](https://geohackweek.github.io/vector/06-geopandas-advanced/), this exercise involved reading geospatial data from a remote PostGIS source." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "hydrobas = gpd.read_file(os.path.join(data_pth, \"hybas_na_lev00_v1c.shp\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "14866" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(hydrobas)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "We'll apply a filter to the dataset to select only the Pfastetter level-4 watershed with code 7831: `hydrobas['pfaf_4'] == 7831`. This is **most of Western Washington.** Watershed polygons will still be read at their original level 12 resolution." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "hydrobas_ww = hydrobas[hydrobas['pfaf_4'] == 7831]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "413 polygon features returned. Let's examine the attributes for the first feature." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "413" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(hydrobas_ww)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "coast 0\n", + "dist_main 0\n", + "dist_sink 0\n", + "endo 0\n", + "geometry POLYGON ((-123.35 46.36666666666669, -123.3493...\n", + "hybas_id 2147483647\n", + "main_bas 2147483647\n", + "next_down 0\n", + "next_sink 2147483647\n", + "order 1\n", + "pfaf_1 7\n", + "pfaf_10 2147483647\n", + "pfaf_11 2147483647\n", + "pfaf_12 2147483647\n", + "pfaf_2 78\n", + "pfaf_3 783\n", + "pfaf_4 7831\n", + "pfaf_5 78310\n", + "pfaf_6 783101\n", + "pfaf_7 7831010\n", + "pfaf_8 78310101\n", + "pfaf_9 783101010\n", + "sort 19945\n", + "sub_area 135.4\n", + "up_area 135.4\n", + "Name: 3908, dtype: object" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hydrobas_ww.iloc[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "**Plot a categorical map, with coloring based on the aggregating column `pfaf_7`.** Watershed boundaries are at the high-resolution Pfastetter level 12." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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TokQJJvZszU9N63xxf8fd73DziS+Gejr0a+XKhBU7SJGnsieH4hjviYiOY+2R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\npSSzo9ustXTrM4ChQ4ciFot/6t7/JXIztHlGMKxcuRIPDw8OHz5Mp06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Hes9Zi9famXkK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mZlMStjxN2XYahrirG1sWHjZndMTEz+kgeAf1zHKH5I9k0b06ZhVSIiY0hJzeD1u2ja2dfmsP8N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ctZstmzdx4fw5PkRFMaRHC6pVKEFBY0PaNa2Z73OQy+Us2XyUI+dus3vlRGavO4rPfV8qlC+H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\n/bu0YNfKqUhJSZGSmsHlkIdExXwhMPQV7yJjWb9+A00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CcvZPH794y8kTxxntNIYNGzeh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9osCampqaSlyevU6uvro6Sk9Pv8T+ezs7LJzlIiNS0NTQ0NMtNSaNy4MbGxsWX2P3TkKIbN\n2pCamkpE8CkUlYS8fxHOh5eRIBCgoKBIBR1d6pq2Jz9PjHoFWWZjfOxbAAybtERRSRl3p9ms9XCj\nn/Vwho+fhHXndoWf+2i76WT8odikqalJs5ateXAnhIunjpGanMTjh/fp3KsvLdp1QL+mAQoKCohE\nInJzc5k5ZghvX8mSQ1b8pIssEokwatiYTQdO8D46iq3eHhjWbUCeWMyF44fpO3Qkubm5cvevrVOR\ng7u2UUFDg7rGjfBYMBepVMrw8ZPJzctD+Y/MU5FIxNvXL1kwzRYVVVWOXwtDSUmpMDP1x/z+DE1N\nTTyc5siym6fOZtzUWeTm5ZH7x2elqanJ3nNXEIlE7N++meVbfDh07gZx31No2KQpg0aOLby/3Nxc\nNDS1C+UZATS1tFBWVpad/+PFvWvFdK7cjsTWeTOZ2SJ0/3S+2Pz+EFv4+fzgbq0Z3K01N+49Z6zj\nepynDcVp8mByRSI27L3A6l1nsJ3vw5SFm1AWKiGRStHV0UQszuN7kuy+pozswbI5I4uNP6JPe7qZ\nN2X74cus3nmKi9cfsG7RJDq1MflL8wPZYkuzgip5f/DFf/X8f/58vJetZfCYfkyda8dqDx80NTXR\nr2HA5jXbsR47gGbtjTnsdxzDWnXIz89HIpGgpaWNSCQiJyeHnJycYuPnicUoKAjKfX0A/x1H6Tmk\nMxt817LA3lXufMSTR/gf3cf0ibOZNH6K3P3p6uhSv25D9h/ew7BBI8r8/rU0bYXLMifex75nUN/B\nzHOdTVZOJtOmTcPa2hr4Z75fRSJRYebxP3F+f/X8v5QMZW9vz6dPn1BUVCQ+Ph5lZWU8PDyQSqUE\nBgayYsUKuT4uLi707dsXCwsL8vLy6NKlC7dvy2fQ/YzfyVDlx4oVK3gSL6LLCNlub5VNZ+7cCqFm\nzZpl9n3w4AEzZs0mLT2DpO8luwk1dPQK68sCIBAwaMYizm71ZMnRUFTV1cnOTCdg12oib1wsbBby\n4kOJmb2fYt/jNnsKMVFvUPojVvRDn/nE1dBi8dMeLRsxdKwtU+Y5y43zM84e8WflIpn+67qd++nY\nVZ6+BODpbM/Fk0c5fOkmdRsYI8rORklZucRsaPMG+lSuWg2PDdto3lKejvFnSCQS7t++if3E0YyZ\nNIM5C5eU2Scs5Dpnjh6kWvUaTJm3oJhb+kn4A6YMH8Dkkb3YsGTKL8fZsv8Czt57mTKqFyscbQqz\ngCUSCRevP6BJA8MSS/v9wNU7kRy9cIvjAbfZ7D6N8dayMIBIJKZOp4n0sDBDS1OdnBwxqqpCUlIz\n0dHWwGHSYLqPdaOdaUMObyr9M1q94yS+/gGoqijz+lrJtYFLw7uPcfSzc+fT1wQCT14tV7zzZ+w/\nshevtR5oa2lj2bEzwwaNoE3LdkgkEoaM7U9SclK5uahuHs7cDg3h1l/grorFYpq2a8CyhZ6MHiav\n5BQV/Zp+w3sRFfGh1DFOnjvOwmVOvLj/tpgHyGfLGtq0bEfH9sXdwd4bvPDbvwOhUMjs2bNxc3Mr\nc3PzG/+z+JeSoX5OYtq8eTP6+vqYm5uzfft2jI2NS+zToUMHgoKCsLCw4MaNG7RtW7ZM2W+UH4qK\nikgKipShjFtbsstvN+7Llsq1dXJyQkNDg0WLFqGoqEibNm24F3qX9+/fIxKJkEqlrPPx4cL584V9\nMlOTUFFRKVpBS6Wc3eqJsqoakgKZGIa6hhYGDUx4eiuIgj/mcnTvDmynz5Wbg4FhHQ6cDy52TCKR\nMKBDCzZ6LWXlFj+iXj7nXdRr0lJTqG5Qq8xnMGjUOFq0NWdETwu+fvksdz41OYnj+/0IOHUM2xlz\nqftH5nNJKlH5+fnMGDMEqVTKseC7vxQyiI2Jxn3+bGLfvyMzPR0EAtTU1Tnk58shP1/GTZnJLOfF\npfZvb9mF9pZdCp/BzzAwrINAAALK5hj279aWYwG32XkkiMPnbmJQozI5IjGfviYUqmIpCASEX9xE\ngzrFE8HOX73HqDmrMTKoxvC+FoVGFkBVVRkFBQGh4a94e9NP7rqf4hL4lpjKij8StkrDgqlDeRPz\nmaMXbmHcbSpe820Y0qvkhDCA1+8+Mc1tC9+T0oj98h0NdZnsZNUqVUtsH3L3Bt7rvZBKJVTSq4zd\nuClYWcie6/hRE+jbsz+e3kt5FPmQsxdP07pFG3zX7cJ33U6s+nZgy46NjB0xvkzRhFuhIaipqiEW\ni8tdUEJJSQllZWW+ff9W4vmnL57KQjc3r9DNqmSqVdj9u1SuVKXYNQeN6sPLNy/ZsceX9as2FysS\n72zvyvvYGBSFAhYt+vs1cv9/4r+JR/u3JRgTEhLQ09Mrdmz6dFmKeZ8+fWTSYqNGcejQIRwdHUsa\n4jf+JjIyMov932nYZPbv38+3b9/k3Pa7d+9m48aNVK5cmSNHZDEfJSUl6tevj5aWFs2aNcPTw4PJ\nkyezd+9eNmzYQEREBHFxcSQlJXH37l28vGRlwCpV02f5GEuWDm3L4iGtOb9jJR27dENTSxvtihU5\ne7TkLOSSoKCggHGz5ty4HEi/9qaM698NDyeZwH6P/mUrIV04eQTbwb2QAqatii/kJBIJo/t05sDO\nrdjNdixTHcp7kRPPIh6xfs+hXxrZF08iGd2nM1lZWfQbMoJL959xPzqOm89iCHv7Fbs5jhzc5cut\nq5fLfgBQ6F7/Ad1KlVm6Zgt+x68weu4amvScgX57G85fld9NGepX4fbx1fTp3JpqlSvSqJ4Bndo2\nxddzBhnPT3J5vycSqRQVZfls04Drshquzy774uctvzBqZlyH2gYlG7iZi33Rr6ZHnVLO/8DjlzGc\nunSXVib1+PQ1gdgvpScHbTsYQOuB9mRk5tCxdWMC97jjMn0YUqmUxERZ0ltqairT503CtGNjmrZr\nwKRZtmiqSTA1rsbXL++YMnciTds1YN3m1QBU0q0kq1t78Q4Xjl0i6l0UFr3bIsoVYTvGju17t9Km\niym9rbsWi6VKJBLevovizIVTiEQi5s925n1sDM3aG+Pm8Wsvyw9kZWeRn59fIm0o/PEjXN0X0LlT\nV9q0KH0DEvYwlG5WRTzoyCfhvHj9gj1b/Rk5dDQOrnPIzC56D7x49YxrN4NZs3ZNueb4T8CXL79W\no/u/hN+CFf+BaNioMaPcNhdW2MlMTWbrvBGkJSVQQUOT06dO0rq1TIM1PT2dVatWsX37duzt7Vmy\npMi9WR4eW3Z2Nu/fv+fmzZusX7+elNRUOlh2oWbtOgwcPgajBsZMHz2EiPuhaGppczXyTbnvQ5Sd\nzcLZk/keH8eqLX5UN6hFl+b16DXAmsn2TgiFQnR09eT6RT4IY/roIQwYNprxM+agbyC7B7FYTOiN\nq+zZup6Yt284eS2sRFrPz7geFIDrrEl4b9tTrLrP6+dP8VwwF5OWrXHxlL28Z44bSkJ8PMeDS04U\nAnCZaceNoADC3n4tM7O6NMGEoHOnWOY4CwUFBbr06ktwwHnUVFV4cdm33NQb425TUVNRJvzCxmLz\n+J6UilGniXRs1ZSg/SXzaQdN8eRe5GuuHvIqpCyBbAdStfVY3GaOKEYP+p6USsTzd4X82MkLN3Iu\n+D7qqirYDOmC78EAvj86LPc8rt6JZKXvce49fsOg7u04tHEBEomEnuMX8+BxFPkFBSgqKlLwR+Kf\ntpYG00b3ooGRPi2a1Cu2U/+WkMKm/RfYuOcse3wPyrlWJRIJIyYM4eWrF+zYuIeO7S0IDLrIgmUO\nzJnqwJQJ02jbxYzklGT+DAEC2rc1J+xBKPNmOjFm2Fi0tEoXuvhRVehmwB30axTPbfHe4MWZCye5\ndy1Crp9EIsGiVztyRDlkZmYUluSLjolm7OQR6FbUJfBkMBKJhOYdGjNhjF1h+TypVIpJe2OePn1S\nWOD9n47/Jh7tb0P7HwapVEq1atVx2hOEiloFTq135U14KLmiHAwbmvD983uOHDpIp06d5Pr9OWZT\n0hc9Ojqa+/fv8/zFCx48eMiH9++pWKkSlatUZajNJCy69pAb51Pse6YOH0hS4ndqGtamqWlLdCrq\nMnDUOI7t28Wn9zG8efGMgvx88gvy0dDUom1HS+5cDyYrMwOpVFpYYSfw9HHcneagqKiIklDI/GVe\n5OWKefE0ElFONrevXUGcm4uJWSv8ThbFhx+F3sFtzhQy0tPQq1wF38OnMSiDGvIp9j2zbYYT9/kT\nw8fbMdtlaaGrrlebpmhqaRP3+SN5efmA7GfSa6A17j5bSxwv/usX7Kz7kJKUSGhU2av1XykTiUQi\nlJWVUVBQID8/n4EdzcjOTOfppa1Ur1J2Wbs6FhMxqlWNZsa1WeFog7KyEkpKSjTvPZPo2DjSnpZe\nyeV5VCx2CzYQHfuViIubMdSXcajffYyjWa+ZjOpvyfwpQzCuKzMivcYv5vbDF6ipqqBRQZXUtEx0\ntDRY5zaJWjUqYzXKhc3LpmE7tBsrt53g+MVbfIpLRJyXTz3D6qxfPJnO7WUUrMFTl3PrwXNun5At\nbnz9L7JkzmgqVdQql1xiPzt3boQ9wWnOQqZMmFbsnEQiYZq9HTduX6eWQW0a1G3A7bBb5P5RCk8o\nFHLn8oNCOUSJREJmZgYKSopoqGuweoMXB47sA4GAs4cDfhk7btnJhBHWo1kwt7g35fT5kyx0X0DA\niSty/b/GfcGyjzmtW7ShX68BjB42jsArF7F3mYWhgSFnjgQUyi62sGjKhDF2zJ42D5AtgswsmvDq\n1av/GLH+34b2fwG/DW35oaurS5WatVFQEGBcry6+WzbJamiePceSJYsJDw8v1DV99eoVhoaGhSXl\nMjIyiI2NpUmTJpw9e5ZH4eFkZ2eTK8olIjKCL1++YNmtF5WqVMW8S3cqV6lGTcPa5ZrX6+dPWefh\nRlpKMt/j48jJlvFG6zdqTKeuPaluUAtNTW0Cz57g9rUr9LMeycRZ9gyxaks948a4eq3jxZMI1ixd\nSD3jxtQwqMWtYBnVpWat2giVhbyPfksr845s9S+SJXwfHcX4gT2pVqMGB84Fl6taT1jIdZym2qKh\npUlKUhIqqqoIhcpY9uiNUb2GbPb2IPDeU5SEQnq1aUqFCho4LPGkS+8BpbqXrbu0I+7LZ6QSKdX0\n9XHz8sGgjhHhYXcwadlazvD/FQnA5MQEerc1ITJgs1zM9c84EXgH2/k+AFRQV0WUK6agQIJAAFIp\n1Kiqx9sbu345hkQiwaTXTIRCRfZ429OiqcwoOCzfxY7DlzAyqMbBjfNRQIH21g5s85xFXEIyZ4Pv\n4e/jSN1a1RGLxUR/jGes/RrexMgWHirKQtqaNsRmSFd6dmpRWLXoB2p1sGXyyJ4sni1f17i8sBrp\njIKyHgd3HSvxfOM29QABBvoGCIVC0tLTqFqlGn6b9pUZs5VIJIyyG8bT54+ZMHYS9tMd5WK3IXdv\nMHn2BHZu3FMYN/4Zw8cP5lXUK1Z7rENbS5vKlaqQmZlBQlICDgvn0KGdBe3atOfAkX18/vIJ29ET\ncXMqyr94+foFA0f14frFOxjoG5CSmsLqDV7EfIwm+Grwf0wS1G9D+7+A34a2/Lh16xZv376levXq\n9O7dG4FAQFRUFHaTJmPZqRNLly5BKBQSGxuLmZkZQ4ZY4+e3i0ePHjF9xgzeRUcDUKVaNQaOGIuO\nrh7KKipUra5Pa3OLvyy0XhrOHTuE9+IFJe7uMjPS8fFYhI6uHlVr1GD7Om+yszJRVVOjTUdLvH33\nkJ2VSVfTBrj7bKXXQBlN4cLJI6xwccB2xlym2C/Ac8FcAs+coHbd+uw/e7lEI/s+Oor92zZhPdYW\nE7NWfIp9z9Au7bHs0YfV22R1eLMzM9nk7cHVi+cQi3Op17ARe05fQpSdjaWJEefvRPySU7tr41r2\n+W7g+NW75ObksMTh/7F3nlFRZFsbfmigGyQqJkBFQTHnhBkx55xzAhETKuasiDljDghmUVExKyqi\nYk6YEEUEBESQTNM01d8Phh4ZsjP3zneVZy3XkqqTqihq1zln73fb8f7NK1REItTU1EiVySiipUWl\nKtVJSkpkj/t5UlJS8m1oj+zbyUbHRfh77cK4dPY5TSF9ObaH9TLat6jL6Z0LiEtIYs5qF+zH9OKC\n1wPmrDnApBHdWDlrVJ59PvELoLetI9+iYnGw7sOiqUOUx/vYriAyOgZVVVWaN6jG+X1LAIhLSKLN\nkLkEhX4lWSpDEATU1dXQ0tTAdd002jSrk2NfXccsIS4hiTsn1/yUpGVG/2WaDGeSjT124yZnOZ+Q\nlEDdZtW54H6VksVLoaOjQ1xcHNra2gVyzFm1cQWuR/YjCALNLVqye8t+IH0lokVHC6pWrobrzqyx\n7YIgsGLdMg4c3odYLCY1NVXpV6GmpoZcLkdFRQVNDU1MK1RkzbINWWa+7z/407lvO1YuXouX91Xu\nP75Pxw4dmDV7FuXLly/A3fp3KTS0/wKFhvbnqVipEtFRUQweY0No0CfevXrBhfPnuXHjBtOnT8fN\nzY06derQpGlTEv5wwFm+eQeNmluip/fPp6q6efkCuzevJTDAn3qNm7DV9USm8+MH9eLpg3vo6Rcl\nJUWKfjEDVjrv5dbVSzx9cBfzajWp26gJ/q9fst95I0cu3sykl5xhbDMeXc0iWridvUrZCn++nN/6\nveD29SscP7CHuNgYihoUJ/Z7NHYO87l24QyhwZ+5+jizxuyPvHz6CP1iBlj37w7A+XvPc/wAkcvl\ntKljTpfe/Zi5dJXy+JuXz4mKjKC5VXuePfTlnvcNLp89RVhIekpDVVVVTEwrIggCqbIU1NTFqIvF\nlChVioGjrLFo0VrZVlhoMMO6tsHQQAeXdfY5GqKM5d2cDHKzvjMI+xrN6ys70NDInxfthr0eLNl8\nmJjnxzMd97hyD/cLPriun45IJOJrVAwVWoymeFFdFk0ZTAkDPSqVN1IuMedG074z+BYVi+e+xXnO\n2HMiNj4Ro8bDKKpfFN/rT7L9fXXt34GQL8HYT5jBsVNHCI8IIz7hT6c0DYkGFUwq0KldF1o1t6Ja\nlZz1nmUyGWcvesVJzK0AACAASURBVDBnsQOXT3thWt6MTTvWs2v/dh7efK5MKCAIAmMnjeLhY1+k\nKVJEIhF9e/THceEqwiLC+BQUiJ6uHlXMq+brIzf6ezRN2zXA0NAQOzs7unTpkq/Qvv9vxMTE/FKp\n8goN7S/OlKlTkeiXYNyUP+JKl85DgzQ2bliPQqHg0qVL2NlNpFHzljRuaYV5tRqYV82fYPzPMK5f\nN0KDgxg8ejxDrSdkOpcxm9zrfp4adesTG/OdAe1b8D0qXequaDEDkpISkSYlI5enol/MAGlyMpcf\nvc6yZPvW7wUr5s4gKjKC6G+RtGzXCRUgLjaGx753KKKlRZNWVsxdsQ5tHd30bD6HXVFVU2XaguV0\n7z84U3uuO7dyYPsmZCkyZbLu0kbGHLl4iyLa2ackk8lkOFgP57HvHbzyoXr1Y72zxw9x//ZN/N+8\nolHTFqSkpCCVSvF//ZLw0BAaNG3BVtc/jdur50+ZMW4o0VFRBN89kGXZVRAE5q11ZbPLWXxPrc+U\nezaDhMRkqrW3paSBHo/ObsrXWEPDv2FuZZ1jmxn4B4ZSt8sknJfaZsoclB0b9nrwOiCINwEhvA/8\nQkJSMlsWj881s1B+KN1wKAlJyZQvV4FeXXtjM9pOabwEQaBy/T+X7+vVaUCNqjWxnzgDDbEGcfFx\nuB7Zz6OnD3n56jlJyUmUL1eB00c8c01J16ZbS5KlSVw76837D+/pO6w7MybPwmZU+rO/dNVCDh5z\nxXbMRGxGT8g1o09eyFJldO7blnr16+Hs7PxTOXUL+c9QaGh/cR49esTQYcM54XUPDQ1NNjstRltV\ngZOTEwqFAsvWrRlsMxmrjl0z1fuZfJwZHNi+mesXzhL17RvFS5aivJkZdRs3Q1dPn8XT7Rg40poJ\nDnMz1ckQjwAyeeVKk5J4+tBXGV+aMbbQoE8kJMQzsmeHbLPv/Mi2NY74eF39Y284kV6DRzBjUVYx\nldwY178bsd+/M27KDGrUrc9H/3c0bNYyV+O5e9Na9m5Zx9T5Sxn4h1xkfsnt/ntfu4yDzQgu+L7A\noETJTOcsKhqiUCiYMa43G/Z50LhOZfwDv/AtOl25poppGR575pyY/prPU/pMWEHsixM5lvmRu49f\n027YfAJu7snVEat+18kogCe59P3y7Sf6T3Qi7Gs0JsYl0dfVpn/XFlQxLUPrJrXy9TwGBIXxJuAz\n3dpkDo/J2Jtu36IuSckyfJ+9RSLR4KbnXfT19YmJiaFh69o0btCEiTZTaVSvUa79BXwMYJj1AIyN\nyuLu6pFjuYSkBKy6tKCMURlOHTrHnCUzOXnmOOudNiNWFzNxxng2rtyaKe71Z1m3dTWBIQEcPnz4\nf2YvNid+tTjafyR7TyH/f2nQoAFlypTh8b07NGvdltoNLHDZspbU1FQuXbpEsjQFy/ads9SLj4//\nKQ/FzU6LObRnB1Vq1OLb13A0NDR4eOc2t65eQi6XIxZLsLbPmvvS0/0oIydMwcZ+VqYXnEaRIpmM\nLKTH2ero6TGosyUWLVvnGaYzwWEeExzmMaiTJSIVlQIbWQCJRIJcnkq7rj0BMDTOKjuqpqaWaezG\nZcsh0dBg+1qnAhnapw/uMX5QL07duE9SUiLTxgwh9vt3Shoa0nvwCKIiv6L+g4FPiI9jx/pVPLp7\nG4VCgUhVla1u52ncojXBgR+I+h4HwFzb/sybNDDXvssYFidNnsbXqBiK6eW8NymXy5GmpKKupoZI\npJKjkRUEgfbD5vMxOBzvY6tz7FcQBLqNXUJRPW2eX3TGxLhkti9buVxO3wlO+D59i6BQoFAoUCgy\npF0VSFPSVcUkYjWMShpgWq40956+JSlZyuQR3XD6Y/85ITGZKm3HY9GmLu3bdGLlkrWUK2vCm3ev\nqFOjTp7Pf0XTiky1nc785XOYPHMCK5eszXY2ql1Em12b99FveE9iYmJYNGspHudOEhsbg/PuLTRt\n3LxARjbjA+yOrw/HTx/GsnkbmjdpwY79zpy7eIatW7f+zxtZSI+j/ZX2aHOj0ND+Igzo34/jB3bT\nrHVbmlu14+yxg5QqlS4qsHzTjn/EwUkulzN+YE9ePX+CwxInmrSyordlY+Y4rqVB0+b5aqNl2455\njmX5bHvOnUgX1yhqUJwNe/MnUB/w7g0f/d9S2rgMd25cyza7UG70HTqaWRNGZzmeEB/HoI6tlHlo\njcuWY9rC5STExxPzPZqixQyIj4srUF8xf6zg9G6dPiur3aAxE2bM48zxQ2xasZg97p64H3Rh6qjB\nCAqBoI8BqKurY1yuPO7X7mbaj87gwI4trN24mnmTBhIR+Z2rPk9pZVGTsoaZ4yrNKxhTqkRRKrT4\n81pVVODYljnExiew7eAFXrwNJC0tXWGqcZ3KKBQKrAbPQV9Xi2ljeilz1X6LjqNp3+lEfY/n3ql1\nue7HdhyxkPjEZO6dWoeL+1XW7DpFiiwVXe0ilC5RFDU1Vd5+CEEQBDQ1xCyeMoQimhJUVUWoq6ki\nUhWhrqpGOaMSlDMqwVWfp7i4X+NTSARTRvWgbdM6NK5bWdmftpYmIfcOsOPQBZZtOUrd5tWxbGGF\nz73brFi3lOkT8xagGNBnMLLUVDZtX0fd5tUxLW9G8yYtGTl4VKYY2To16wLQqW8bVFRUEASBC1fP\nExsXi9PigolIdOzTBoUgkCYIiCXqoKpg9uIZdOnSlaNHj1KnTvYOZYX8/6Vw6fgXISUlBTMzM9xv\n3MegePqLNeJLKN1b1Of8veckJSbQr20zBowcp8y/WpDwEoBnD32xGdiTnUc9qNPQgtiY73S2qEX7\nrj1ZtHZLnvU7W9RCmpyM1/P3uZYbP7AnAe/esHzzjkwOQflhw7IFHHXZTSlDI876ZBUFyI0MA3//\nQ2YN6I6NapAml7Nx/xGCPrxnz+a1RISHoaqqiqqq2h+hSWupUNE8U73sloblcjmhnz8xddRgUlKk\nDB8/ic69+6Gr+6dTSPcW9fkWEU5aWhoqIhElS5VGQ7MIrmeuKL2qs5MEDP8SSo8W9enYqj437r1A\n8Ud/3ds0xqRMSebbDVRqIv84xriEJJr2mcHnL5GoqYqoWaUCo/q2ZXB3S3wevWL0zI2kpqYRl5ik\nDBG677GBwx432OJ6DgAf99w9ha/cfkIvm+Wc3D4PiVidrmMWU7e6GTWrmKAmUiUxSUqKLJUm9aoy\nfkin/8iS4t5jl5m2fA9VKlfH7/ULXHccoUnjpvmuf8LjGF7e1/B9cJeExAQ0NTUpVaIU8rQ0IiMj\nSJHJlPcnA+uR4ylvYopIJEIFFaWncVJyIqlyOT73bhH57StFimhRv05D3r1/S2hYMDNnzURDQ4PO\nnTujoqLyyy2zQqHX8b9CoaH9+4wdZ41J1doMHJV1CTMuNoYuFrWRyVKUhiS/hlYmk7FtzXIunz2d\n7lz1wE957uzxw6yYO52trifynNW67XZm68plGJUpx2aXo9nOygDi4mLo2KA6xUuV5uzt/OcyDgsN\n5vWLZzz2vcPJgy4AlChZGt2i+pQ2KsPEmfMxNa+CTCbj4R1voiK/csXzNN+/fSMlJYXgTx9ZvmmH\ncuk4gx4t6mNaqTIb9uWdihDgo/9bJg7vT1TkVwxKlMS0kjkmZpU4c+wQqTIZKiIRpQyNcNyymxq1\n62apL5VKuXvzOt++htO+a89M6lhhocEMaN+CFKmUFVt306ZTN+W50OAgZo0fzfu3r2jQpBlbXE+w\n33kD1zw9iAj7QlJSzqEzX6NiuOL9hP5dmmcx4C/ffsKi9zR0tYtwwnkOSzYf5u4fHttOM0cyeWT3\nfN2XRj2m/pmW7wdaNqzOgsmDaFo//7l1f5b+dk6cv/GQovrF2L5+N/XrNvipdhzXLsXl0J9pJQ30\ndYiKicfMxJCiulr06tAEpx3umJpWonr1GgiCgEIQ8DjjgUwmY+TIkairqVO5SmUaNmxIbGwsp0+f\npkqVKgwaNAjtHJzvfiUKDe2/QKGh/fucPXuWjVu3sfPY2WzPZ/yqM/Z38jK0F0+7c/PqRe7cuIpI\nJKJVu05Y28/MJLwwcXg/Ht65TaeefVm8bmuWNuRyOW9ePmPOhLFEfg2ncQtLPgd+IOJLKI5bdvM1\n/As9Bw7L5D0ZFhpMz5YNWbfbleZWeXuhHnfdy4Htm/n2NQJ1sRixWELjFpYMGm2N54mj+L/2443f\ncwBMTM2IjYkhLjYGiViCQcmSVKpanSJFtDAzr8qQcbaZ2r5+8RzzJlkzY7EjfYdmXVb+67VudFyE\nu9s+ylUwo3qdelw4dZzSRsbExnynR/8h1LNoht/Tx9jNnFfgFYW3fi+wHtAd/aLFMDGrxON7PjRu\nYYmaujqP7vqQlJiAuro6puZVsiRxABjapTUB797SxaoRRzY55Hs7QRAElm0+wqzx/ZQhQQMmrsT3\n6VuC7rjke/w9rZdx1ecp358dpXbnSYSERyFWVyVVnoYgCPRomy7D+J9k0qLt7DtxlQc3niFSEf20\nilL9ljWpYlqa83sXE5uQREXLsexdPYWBXVspy4SEfaNRr2mcv3CJatX+/IjIT9rQ34FCQ/svUGho\n/z5hYWE0adqUc3efoaGhmWd5qVSaY3iA/2s/hnVrSxmT8lh17IrNtNlZlq5ePn3E2L5dKWNSnhPX\n7ipf3DcvX2DuZGvS5H9mGKrb0IL23fvQql0HHt27w57Na/kc+AFIjyeduWw1PQcMISryKxOG9CYk\n6BN33mXNyvNXtq1xxG2XM607dmG4zSSq1KiVpcyr508Z27cLbp7XWbNoNgCb9h3Jl4LU6N6d+PQh\ngGkLliLR1PpjuViErp4+dRs1ISryKysXzOT29SsoBAGxWMLICVNoatkGp3kzCAsJ5uqTt8RER7Fq\n4Sy8LnpiVKYcoyfZo6tXlGat26KmpkZszHeeP3pAVORX9IoWQyKRYGhcJlP8cJs6lTA1r8qaHfvR\n1S/KMZfduB/cz5fgz4yaaE8Lq/ZUrVk71+u5c+Mas2xHoVAItLaoxeo5owsct2q3YBsHTl2nilmZ\nbEOEXgd8ZvLindSvYcayaUOVM+Rz1+8zcNIqjm6Zhd3C7dgM7sQ8uwEAnLx4h+HT12VyZvpPIAgC\nZZuOJCYugdo16+DueqbAbSxaMQ93j2P4XXbGuHRx2g2bx+v3wYT6umYpu+XAOe6/i2LvPpd/YPS/\nFoVxtP8ChYb2n8GydWsmzF5M3UZN/lY7gztZEhvznfP3nudYJiY6ik4WtbCfv5TE+Hg+B37A79kT\ngj99pGa9Bqzd5YpYosHODasIDQpUZrURiUQIgsCkWQsZaj2BNYvncPLQATQ0NElJkaKjo8vuE+cw\nyUce0o6NatC+a0+mLVyeY5mAd28Y0sWK26+D8h3nmsGX4M/0smyEiopKuhewAhQokKemIpZIkKWk\noKOrx7ipDvQePAI1NTVCg4PobdkYg+IlsHWYyxPfu1w9f4YiRbQYZTeV00dciQj7giwlBZFIlZKG\nhoT/kepPEATUxWIUivQ+ylUwo0uf/umCF7ducPnhq2wTLeQXQRDwunSe+ZOtKW1kTPiXULyPrWL5\n1qN8jYqlvHFJNCRiJBJ1imhImDyqexZnKu3qvZX7kNuWTWBYLyscnY9x9Jw3oRFRyFPllCyuT3Rs\nAgpBQb0aZuxZNYWEJClNe0+nY6v6PH31gfo1K3HC+U8tYKdtx3F0Pop2EU3shnVhweTMcc7/JLsO\nX8TBaR/P777N1zPh+8iX5asW8elzIDJZCkunDWPa2F4MmbKac14P8D29nmoVs6Z3fPjcn2EOm7l5\n63auL+JC/vcpNLS/EVPtpyHRM2DsH+IVuZFTHKdcLqdTo+pUqFiZXcezX4bOYM3iObi77UddLKa0\nURn0iuqzdMN2jMuaIJfLGdK5NSFBgZSrYEanXn0xM69K/SbNuXHRkw49eiv7j4r8SmeLP2ejJUsb\nUr6iOWu2789x5hn0MYDBnVvjsGgFPQdlTbCdwaUzJ1k0zQ6HJU70HVqw2dL1i+eYO3Ec6/a40bz1\nnyIMYaHB3Pe+SYnShlm8m2UyGZY1TZUzeuNyJtRpaMHC1Zlnf0lJSVw5dxp3t730HDCMy2dPEhjw\nXpkBKeDdG9YumsOLJw9RU1Nnzc4DNG7RCt/bN6jXuFmBPxomDuvLw7s+iEQiGjRtwZYDx+jXpgmf\nPwUiFospWz59S0CemopcLichPo7kxAQWTxnMpJHdsZ3vzDmvB8TFJxF814WJC7dz5tp9FAoFYnU1\n6lY3RV1NDfsxvejYqj5SqQw3Dy/W7DxJaEQUkO4JnJiYjAKYMa43S+yHZhrj45fv8bz+gLV7TiMS\nqRDovQ/tIhI8rtynfcu66Oum710Gh0Vm+QAoCIIgYFBvEFqa2hw7cJoKf9GhfvXGj72uO/EPeEd0\nTDSR3yIxK2dIz/YWdGndiJTUVMbP28qXiCiW2g9l8qgeOfY1dvZmylRuwJw5c3Ms8zvyqzl4FRra\n34hDhw5x5aYP81dvQhAEpowaROD7d2w/dErpfPTsoS+nj7jRsWc/mrS0zNLGjvWrOLjLmWtP3ua6\nvJqRYSbDA/ZHBZ79zhs4fcSN71FR7Dh6mpr5cDrJMPxv/V5w/MAefLzSEwS4X7+Xyah4HDvEvVte\n3LpygfJmlXA5fSnXcTYxN6aZZRtWbN2Tp3ESBAFP96P4PX1MXFwML5884tvXiFyz9mTHnIljuXn5\nArOWr6HngCHZlomNjWX5zMncvn4FVTU1VFVV2XvyApWqZHYKksvlyiw++7ZuYL/zBgyKl8CiZWsa\nNm2Z6YMlN5pUMmKY9UQEIU2ZnF4mkyHI5dneP0EQ2OS4iKMuu1FRUUGsrsbw3lYsnz4cba30rQmp\nVIZIRJ73NSExmSKaEkQiEZMWb2f/8atEPzuaYz1BEKjcxoZv0bEIggJBoUBFBcoZlSDiWwxJySlU\nq1SOBrUqMaS7pTLcKKPuvDUHcDl5nbrVTalQtjRTRvXIskTepJc9L94FoaKigq6uLo3qW1CyeEnu\n3r9DYNBHShTTp1n9KujraWM/phcVTQw5dfkudgu3EZ+QRP0aldi3Zipm5QxzvfaBU9bSvG0Pxo0r\nmKDJr07hHu2/QKGh/Wewt7fnwIEDqKiooFe0GMlJiZQ2NCYo8APq6upMnrsY59WOKBQCKVIpxUuW\nQktbB3WxmFKGRkxf5Ijd0L5UqlKNNTsPZNtHZEQ43ZvXQxAEJBoa1G3UhNYdu6KvXxT3Qy4EvH1N\nfFwsdRtZMGvJqhy9i/MiLi6G3q0aY2pehV3H/txLa2JuTGlDY/oNH83gMeNzaSEdy5qmdO83ONfl\nZYC2dSsTHxeLSFWV0obGaGhqYmpeGatO3WjWul2ucnc71q3kxmVPUqRSeg4aTnDgR86fOsbtN59R\nV8+afB3SDe3CKTY8uOON45bdNGrWAm0d3UxlNjou5Oj+3fz4ZzpknC1vX74gIiyU0M9BKBQKypY3\nZf7K9dRpaJFtX4Ig0MTcmONXbudrSf5HPn/8wMCOLRnYrSW7VkwqUN3sSEhMpmzTEayaNQrrwZ1y\nLCeVyjh05gYGRXXpbFmfvcev4nbai5F92lLOuCTLtx4lMiqWkPBvqKupYlquNApUCAxO96pvbVGL\n4LBIIqNj+RadHucsFqtR1rAESckphH2NZuronrS2qMnZ6w+48+g1n79EoqOtiefeRdkuBVdpY0NZ\no+JsXz6Riia5G1gAr7vPGTh5NU+ePvufyRP73+J3MrS/zry9EAC6d+/Otete2DrM486Na9jOmEsp\nQyPkcjm9WjXEefVyzKvVYMWW3YSGBHPx5DGSk5OQSqW89XtOb8t0AYVFa7LK6AmCgEwmY/fGNaiL\nxVx76s/eLeu46unBxmULSJWnUqq0IS2s2jF2ikOu2W7yg66uPqMn2rNpxWKSk5PZud6J0ODPCGlp\nOB9yx6hM1hdhdvQfPobD+3YyYcbcHGe+y2dNJT4uNlvJw+xIiI9jRI/2yFJSSEpMIDExkRq16xEf\nH8z2tSuU5axqV2TYuAlY22cvjjB2ygx8b9+kas1amYzsvq0b8HQ/QlhoCAtXb8KyfWc0ihTJdubq\n/9oPxznTGT+oFyVLGxIXG0NTyzbMd9qg1Gj2dD8KCgUXPdwZP212ntf3I+VMzeg1aDiXzp8sUL2c\n0NbSRE9Hi/BvuX9ca2iIGTOgg/Jn26FdsB3aRflzx1b12XHoAg5OeylhoIeaqio1zE3o1d6C+RMH\nZrpXgiCQlJzCut2nCP0axVO/DyQlS3GcMRyAts2zhlllR0x8AmNatM+XkQXYf/IGkyZPKTSyvzmF\nM9pfDHd3d3bu2c+2I6fzLJtdeInXRU9WzncgKSmRBk2aMXiMLSGfAtm5cTUx0en7bCKRiMXrnOnQ\nvdd/5Bp+ZKbtKN69eol5tRrcvnaZ8maVaNS8JdMW5D47/RGZTEaPFvWJ/hZJw6Yt2OqWVeO3s0Ut\nWrTtwJzluav4CILAMZfd7Nq4BomGBqWNjalSozYDRoxVCla8efkciUSCUbnybFm5hNNH3NDV02f5\nxh2cP3UMv2dP0NHVZYTtVEBg5vhRVK5ek/4jxtCuay8mDu3L6xfPqN2gEbOWrcr3DPSqpweuO7fS\npKUVJ9z2UaFiJdbsPEBYSDDVatfFbZcz29c5oadflImz5tOtb/5zvgYHfmRQp1YYlzZg94qJfzvm\ntXk/B8Ijv/P22o6/tU9n0WsagcHhRDzKX4xzBks2HmKf+1WCfFzyXefU5bsMn7aOd9d35pqq8PX7\nzzgfvIBYTcRBj5vs3LWbLl265Fj+d+V3mtEWGtpfjHPnzrHbxY11ew7mWTanOE5BENi1cQ3HXHaT\nlJigPL7F9TgJ8XFcPnMKBfDA5ybq6mLmr9pAq3Y5LwHmhVQqZca4YTx/9AA1dXUqV6uBVJrM58CP\nJP6Qwmz9noMFllX8Ef/Xfozq3YnGzVux/of7c/b4YZzmzUAkEqEulqAiUqF48ZLUbdSEUROnUqKU\nIRsdF3HR4wQpycmkpaXR3KodyzZsz1eIUFxcDO3rV0MhpEsamphWRE1NjQ/+bxk02oYj+3ZSroIZ\nIZ8/IfyhBnXk4s0sSlMF4bHvXeyG9lHKAZpVrsKe457IBTlLZ0zmzo1rqKqqoS4W06BJsxy3CX4k\nOPAjC6fZ8vrFc8YP6cwc2/4UL6abZ73siIj8jmmrMdz32EAN84K/bAVB4Oi5W4ybk65I5ndlGxXK\nlM53fcetR1mx7TjfHh9BU1OSZ/llW46wZudJLC1qcnbPohzLbdx/lnV7TmMzfgKfAj9SvoIp1tbW\nPx2v+ytTaGj/BQoN7T9DREQE7dt3oGOvfrTt2hMT04o5BsdnxNHGREchUlVF94fctK9fPGXa6CHo\n6Gjz+XO6mk+x4iWIiY6iiJYWJUoZ0qSVFeFfQrh55SLXn7zLMZVctuMM+8L4gT35EpLedhEtbezn\nLyUhPg6PowcpoqVFuy49kaYk47J9MzKplPHTZjHKzv5v3J30mNrRvTvhevYqbrucueftRVJCAuXN\nKtGlz0CKaGkhT5Vx5ZwHIZ8/8T3qGwDqYjFdevWjbuOmNGrWkmLFC7YUGP0tktDPnxjbrxtnbz+h\nlJERo3p14vWLpwDcevUJBIGerRqSlJSIUZlyGBqXYdCY8TRq1vKnrvWt3wu+fQ2ntHFZpowcyLev\nERiVLUeRIlokJSUS+z2axIT0D6kSpUqzxfV4voz7ijnTuH7xnDK3sZqqKhUrGDO6bxvshnfLo3Y6\nNnO34HHFl7AHbgXS4f7wOYxe1sv58DkMkUgFo5IGhIR/o3yZUvTp2JTE5BSu+jylmJ42mxbb5CgL\nmZQkpUSDwWhIxJzeOZ+WjWrk2GdGmkC7YV1YPn1Yjg5cX6NiqNVpEte9blCxYsH2wX9HCuNo/wUK\nDe0/R3h4OPbTpvH8+XM0tbRp360X/YaPQUc381e1QqHgyrnTrFk0GxUVFQaOssawTDlkKSl88H/L\n8QN7CA8Pp3Pnzjx5kq4bPGi0DVPnLcnUTsdGNVBXV2fRmi1KGcYfxTD8X/thN6wfKVIpmpqaNLNq\nx7XzZ0iRSlm3242mlm3yfNkudZjMY987nCmAJGNOdGpck+hvkUg0NOnapz8TZy7I8SMhIT4ODc0i\nWZY3o79Fsn7ZAvT0i3LP24u4mBjqNGyMlrZOejaiFq2x7JA5Y9KWlUtxP7ifW36BQHq6Oy1tHarU\nrIVB8ZLo6OrRvf9gzrkfJfrbV968eM6XkM8sWe9Mxx59/vZ1B7x7w871KxGpqiGRSFAXi/G+dpnE\n+HiKFS9OQnwcs5evKVBfSQkJXPA4ga/3DXy8rmLVpBaLpgymfs1KOdY5fOYGtgu2Mc9uADNt+uar\nn3tP3rDf/SonLvhgVs4Ql7XTlDPhvccuc8XnKdfvPEesrkabZrV59OI9aYKAv9fuHNsUBIFeNsu5\nducZQT4uOc7OL956TF9bRxJfn8p1jM5unpy59YZznufzdU2F/FoUGtrfFLlczpMnT9i5cxeenuco\nV8GUeSs3oKOrh3G58sTFxtCxYXXatm3L8uXL2bJlK9IUKZoamoglYgxLl2b69OlA+pK0q9tBvK5f\no3Ovfsx1Wq80PnFxMUwZMZC3fi9w87yOg/UIvoR8RlVNjQnT57Jl1VLqWzSja58BeF+/zK0rF2nZ\ntgO3va7S3Ko9q7fvy/NaLp52Z4nDJGYvW51rzGx+yBDfz2m/9q88uuvDjSvnefnkEfLUVFJTU4n5\nHk1SQgJq6mro6unTzKodLx8/RCaTIU1OIjIinHFTHBhlN5W5k8Zx6+olhLQ0howdz+Q5iwE4tGc7\nm52WoK4uxqhsOb5HR5EiTWbuinUYlzNBV0+fgR1aUsygBEZly7Fs04480wVmEBjgj4amJkf37+bp\ng3tIk5NJS5MzY9EKZUrCDKnLQxduoKWtjYPNCALevkGvaDHsHObRvX/BBCNuXr6A07zpaElU8ffa\nlW0ZQRDQLEwvAAAAIABJREFUq9mP1k1q4bFrQZ4fWB8+hzFi+nqev/5IWaMStLKoyfZldnmOJTgs\nkqptbXBdP4PeHbJPHJARTqZbsy+TRnTHwbq3Mk73R+yX7WLXkUv4Xd5OhbKlMp1TKBQc9LjB09eB\n3Hn0mm8xibx+8zbP8RVSGEf7r1BoaP+zCILAvHnzuXfflxfPnjF7+RpSZCn4v3rJ+ZPHsLObyLJl\nS3NtIyoqisuXL7Nu/Xr0i5di26GTmV6ULaqZIEtJAaBVu468fvGMyIhwyptV5NgVn0xtbVm5lKP7\nd3H0kne+w3/WLZ3PCbd9FCtmwJR5S/N0xhIEgVXzZ2JsUp5KVapx7cJZRCoqGJuUx6B4SZbPtufQ\nhRtUrFw12/qnDruyY50TcbExaOnoULNufTSLaCGRaCCRaGDVqRuNW7TKtu5mpyUc3ruDppZt8L19\nE/v5S+k5cFimUJ/Rfbrw9uUzbvqlC0YkxMfRv11zEuLjkKWkoFAoKFGqNObVanLf5yY29rMYbjMx\nz/u0dslcTrimf7xo6+hQq15DdPWLEhX5lUf3fKhSvRZlylcgKTGB+7dvZpK6jIuLUe7hmlerQXmz\nSpiYVmT0xPwt2fdr04QKpbS5sH9JtucHTV7JldvPCLvvmi/BDcetR1m35zSbF9kwtJdVnuV/JEPX\n2EBfhxtHV2aJd42NiUFPX5+5q13YeeQiqalpbFgwLpOnM6Q/RyUbDGbKqB4smPSnA1lkdCzWc535\nHBHHiJGj0NTUpGbNmtStmz8P5t+dwj3af4FCQ/vfY+HCRWzb5kyjxhYYGhpy+tRJ7O3tWbBgQbbl\nfX19OXz4CB4ep6nbyILkpGQe+d6hlKERx6/dJUWazJSRA3nzMl2uUaKhSVEDAyLCvtBjwBBsps7M\ntKcZHBRIvzZNGTNpOuOmzCjQ2KMiv+I0bwY+XlcpW96UqjVrU6dBI6rWqss7vxcULV6c+hbN0NbR\n5bjrXtYvnY+qqhpyeSr6RYuRmJgACkhNlQEgUlXFtKI5IlVVVP+QQ4wI+4L/6/QMRVaduuKw2Omn\nZA+d5k7H49ghVFVVSUtLQ1VVFRPTiohEImW2oNU79mfrSBYR9oWwkM/KuNixfbvw8tkTqteuy9qd\nB3LcI/a+dpmZ40cye9lqKphXpnb9RpnO+96+wa4Nq0lMTEQmlVLO1IxN+49kacf/zSuGdW1DUQMD\n4mJjEYlEGJUph7q6OvUtmtFvxJhMySUy6NigKraD2jFv4p/J59PS0vgYHIHjlqO4X7rD/jX29Ouc\nv/zFjXtNA4WC+x4b8lX+r6zdfRLHrcfQ1JCwwmE47ZrXVXoMZxjaDLqNWYLPo1c0b1CdjYusMStn\nyNsPwTTv54AgKHh6fgsmxn+GfrUbvpB6jVsya/YctLS0fmp8vzOFhvZfoNDQ/neRyWSEhYVhYmKS\nbTaRwMBAbt++zanTp/H3f0/voaNo27k7xuXS/zBivkfTv20zihVPX9Z8+fQxa3bsp1b9RspZbucm\ntYn6GkHfoaNwWOKkbNtuaB9Cgj79rf1W39s38HQ/xqN7PkqHJYmGBnK5HEEQ0NDQIDkpiTET7Rn5\nhwPVjzOoqMivrF08F69LnoglEixaWCKVSnngcwsVFRXmrlhH174DC+Sokx1zJo7D65InKBQMGDGW\nu7euU7FKNTQ1i2BcrgJjJ0/Ld1seR9zYvHIpshQpZcubMnPpykya1m9ePmfCkN6UMjTm6GXvnx6z\n39PHOM6dTtCHALxff0IkErFj3UrCv4QQHxvDs0f3SU5OZsWW3Vh1/DNs5eCubWxdvYwbh1cQFZPA\n2esPeB0QSvjXKFLTBL5/j2VQ95Y4L52QY9+CIKCioqJ8HjsMn0945HeeX8y/KtdfCQr9yojp6/Dz\nDyJFlsqALi1xnDEcDXWVTIZWEAQcnY9x5OwtPn+JpFbl8vj5B9GwViWuHnTM9Cz4+QfRduh8/F69\nRkdH56fH9jtTaGj/BQoN7X+fnB70jRs3smnzZppbtadmvQZ06tUv22xAzx8/wLp/d0QiEUPG2maS\n9bty7hRO8xwoUao0EV9CmeO4VrnnN9N2FLeuXMT5oDsNmuRvZpMTl86cZPH0iew/fYmqNWsjCAL3\nbnnhffUi+gbFsZ0+J9f69255MXX0YE7dvI9xWRMueJxgyfRJGJczoYxJefxfv0IuT6WZZRuGWk/M\nIo+YHzI8nW2mzWL0D17TBU2TB+mJHHxuXOXkQRdev3iGiooKZU0qUL5iJXy8rlKrfkNWbdv3UzPw\n4MCPLJ01hRePH1K0mAGjJ06l/4jsZQMzNK4z6NpnABdOn0AQBNTUVDGvaEbX7j1o3doKHR0dzM3N\naWNlydRh7RjYLetyu0KhYO+xKyxzPkZUdCx6Otp0a9OQw2duYmZiyNPzWwp8PdmxescJ1u05jUgk\nYmz/tiybMVJ5LiomnojI71SrVI5rPk+ZvXo/bwJCeOK5mcqmZTK108d2BWlifY4dO/6PjOt3pNDQ\n/gsUGtr/Pjk96HXr1UO3qAF73HP3nhQEgSaVjBCJRNx+81np2DDDeji3r1+hVr2GrNi6G5ftmzh5\n6AAqgFgiQZqcDH/8f/G6rZmSl0O6k4Q0OYkiWtq5zigFQWBoVytSZamcuHangFefTs+WDQkLDebO\nuxDl+D1PHuX+7Vs8f/SAIlpaVK1Vh7s3rxMTHYVEooG6WEztBo0ZYTspy9JsTmx2WsKhPds5etmb\nChXNkcvlJCYmoqenhyAISsec3K5XJpOxa8Mq4uPjSE1JoVOvfiQnJXHV04Ornh4oFAouP3qNftFi\nBboHGXrHrWqaUsrQiHlOG3Lce/4RQRC4ff0yM8ePYunSpZQqVYq0tDR69OiBpmbmDzNvb2/sJ0/g\nydkNiMXp+9Rfo2KYtGQ34ZExJCZJUaiosX7jJho2bMizZ88YNXIEKkIqs8b3xePaA8K+fldmFqpq\nVoZJw7tQqXzB1ceCwyKZv86NkxfvMMumDwsmD8bjyj3sl+9FgQo1zMsxrGcrerVvQqeRC3n25iP3\nTq3HvIIxCoWC8G/fqd9tKuc8L1CjRs5hQYXkTqGh/RcoNLT/PMnJyaxbt46iRYsyfvx4VFVVM53P\nKY7Nzs4OQVyEaQsd8+yjXf2qNG/dlkVr/5xxXD1/lgVTbFi764AycXtGdp7RE+1RVxdz+/plwkJD\niImOwtS8MiqoIJfLkctTifgSSmpqqrK97PLdVqlZm+1rHbl+0ZND570KrN+bgcexQ6yc70D/YaPz\n1EIODvzIqxdP+fDuLV6XzhES9Ilmlm1Yv/dQvvrq17YZampqWHXqxt4t69Kz3vyRak9FRUWpZ1yr\nXgPGTnagZt36DOjQgq/hYco2xBIJqTIZOnr6xMWk/80YlChJVORXxkyejnU+sjZlcOvqRWZPGIMg\nCGhp65CaKuOWX2Cuxj4hPg5tHV1uXj7PyvkzSUpKJEUq5dOnT+jq5ixe8fLlS7p26UxCYhLq6mro\n6WgTF5/A2LHj6N6jBxKJBDMzs0x7nUlJSaxa6cT379+pU6cujS0skEqlSKVSrl65zLGjR3h+YTM6\nWnnnXs6OHQc9mb5iH22a1SPwSxSOjk40bdaMgwfdOHvGgwcPH9OtrQVnr95DV0eL1k3rcP66L3o6\nWrTv2Bln520/1W8h6RTG0f4LFBraf56tW7dy5sIlUEDpEsVYtnQp5cuXz7asXC4nLS2NgYMG8ebN\nW1bt2E+1Wnl7TzqvdsR15xbad+vJnOVrOeqym08f3nPV04MFqzbSuXd/Zdn2Daph2a4Tc53WKY95\nX7uMx1E31MUSZWxn2fIVGG4zCZlMRlRkBH2tmmDRsjWylBRePn2MLEWKqpoa8tRUTM0rc+Tirb91\nnzYsW8CxA3vwLmC+2mcPfbEZ2BMXj8t5JlyH9CXkKSMHIpenMmDkOG5dvsCnjwGMnz4bXb2idO07\nkNvXL7PFaSnhX0IQiUQUNSiOi8dl9IoWU44tY/ZrPaA7b14+p2XbDoy3n13g5A2j+3RGSEtj0dot\nuGzbhEWL1nTqlXNc61VPD5bMmESlKtUIDgpkz+7dNGvWDIlEkuUjLicUCgUpKSl8/PgRPz8/+vbt\n+1P74M+fP6dH9674e+36aUMbG5+IUeNhLFq0iKFDh2JgkHm5/evXr5w+fZrb3jdp174jAJUrV+bt\n27e0atWKChWyOoMV8vtSaGh/U5YvX06CoMYwazt2bVzFNU8PHj96pBSSyIhji4+Px7xyZVRIF5o4\nf+85xUuWyr3xHzi0ezs71q9EJktBXSzGqEw5atZrwDyn9ZleouMH9eJz4AfMq1Vn5da9+ZIvBDjn\nfoT9WzegWUSL9t17063vQBba2/LpQwCREeGs2XmAlm075N1QDsjlcppXKYtCoaDPkJHMXLoy3/Us\na5piO20OQ8bZFrhfm4E9CHj7ht3Hz2JqXiXTubDQYJ7ev4dV5+7ZZg0SBIHuLeqTnJjI9Wf+Be4b\nwGm+A1fPeeD1/H2eZaO/RTKoQ0vc3FxRVVWlRIkSmJmZ/VS/f5cPHz5g2aolDWpVpGL5MvRs2wgd\nLU3U1dUw0NehrFH+VLuWbj7C7eef8Tx/8T884kKy43eKo/17LpWF/L9GmpKCWCIhKTGBV8+ekpiY\nmOl8aGgoAHFxcUgkEqrUSE+8bt0/fzJ6GQwZZ8uMJekZa1RVVbGfv5QFqzZmmanYzpiDPDUVX++b\njO7bObumsqVb30GcuvmAQxduMGL8JIoVL8FWN3c87z6jYbMWzJ8yntDgoAKN+UdEIhHlKqQbjdNH\n3RjevR3BQYF51tvnvIFUmYygjwEEB34scL9T5i9DT78oU0dnFYYwNC5L5979szWyHscOMbB9C2K/\nR7Pzh/SBBcWgREllmFNerF44i2HDhtKsWTMsLCz+NSML8OnTJxKTkomTqlChRjOGz9jImHk7sFm4\nh4Y9p3HT92Webdz0fcmhcz7sd3H9L4y4kOzIeP/8DhQa2l+Y5ORkNDQ0UFNX58mDe6xZvTrbF3eR\nIkVIk8txct5L01ZWhAZ/JlWWvxdwBpWr1UQkEiFNTkY1h6/U2vUbceXxG05cv8tH/3e47szdk1Qm\nkzG4syXDu7fjwZ3sw1U2uxyjQsVKDOpoWWBjGxjgz9i+XWhSyYjwLyFMX+TIIc/rxMZ8p69VExqb\nlWbrqmU51i9TthxisYRz7kcY98fHSfS3SK5fPIcsH/fPuKwJW9yOE/0tEgebEfke9+oFM1FRVeXo\nZe8cxTbyIjDAH7cdW+nUI28JxKhvkTy8e1upEvZv07p1a+ynTuW0x1kmTJjA4ydP8b3/EG+fu2za\nvIX+E1fSb+KqXNsopq+t/PsopJD/NIWG9hemWLFivH/zCm0dXZyc97Bq9WpiY2OzlJNIJJQ2NOSY\ny24ct+zGNyAM9QLsVcbFxTC2X1caNG3BnXcheYrglzWpQJc+AziyL3uZvgwe+Nzko/87xGIJk0cM\nwKp2JaZbD+fBHW8S4uOQy+WIRCL2n76UrbEVBAGX7ZtY6jCZYd3a0qVJbQID0pdZnz9+wKCOrYj5\nHs0mlyN4v/pE/+FjMDWvwhnvR9x7/4WmrazwdD+KXC7Pdnydew/g9psg1u125Xt0FJY1zehsUYv5\nk20Y1LElwh/ZenLDuKwJG/cdwfvaZXZtyN04BAb4YzOwB2lpadSoXRfjsvn32BQEgYT4OPY7b2TR\nNDuGdW1D1Vp1mO2YOS2gLCUl07jlqak4zZlGj+49cnV2+m8iEolYsHChcjz6+vrKPeKePXvy4WMg\n/kFfme64hwfP35Gamu5/IAiC0uGsimkZ5HI5yX94wBdSyH+Swj3aX5iXL18yzmY8budvoFAo2Lh8\nAdFhIRw9kp6780f3+s+fPzN33jz8Az5gP3+5MjlAfsjQzK3bqAkb9x7K197rdOvhfArw56SXb45l\n+rdrjmaRIhw4cwW/p4+57XWFa+fPEBL0Kcc6RbS06Dt0NJfPnSLiSyjqYjGljYzR0dUjLDSEVJmM\nYTYTcXfbh0hVlbO5iGYkxMfRoWF1pi90pPfg9AThO9avJCkxkZr1GmJWyRxT8yr43r7JlJEDsWjZ\nmmHj7ChTvgI9WzZAoVAw3GYSdjPnZdv+j3G0zquXc2TfLtTFYtbvccskRJHB1NGDeHT3DupiMUmJ\nCdSq3xCxWExkRDhmlavSuEVrtLS0KKKlTcUq1di7ZR1njmX2iBaLJRiWKUPNeg1ZsGqj8rhUmsyB\nbZtw3bmVtLQ01MViSpU2pGRpIwz0dXFzPZBJPvL/O5GRkWzcsJ7jx48TExuHQqHI8uFTqaIZvvcf\n5JjdqpD/LIXhPf8ChYb2n+f9+/f0GzCQE9fvAZCSImVAu+a47NtLw4YNszzoCoWCU6dOYT9tGqdu\nPkBPP+cH56/4eF1h/pTxtO/aK5NX8V+RJiWxY+Nq3N32MWSsbbaCEv6v/bAfM4RvXyOUcafZIQgC\nMqkUqTSZ79FR7Nu6nrd+L/ka/gUdXT0iI8I5duU25c3SM8kEBwWyddVybl4+T7HiJXDaulspcZgT\nvVs3JuZ7NF37DCQmOorLZ9MzuIjFEmSyFIpoaZEilSIoFBw+75XJqWl0705oaeuwxTV7UYO/ClbI\n5XKmjBzAY9+7tGrfiUWrN2fKKjSufzckEglb3dy5c+MaaxbNQUVFhRp16/P4ng9JSYnKmZtcLkcF\nGDNpOgNGjaVIEe0cHU/8nj1hxRx7yhoZsXPnDgwMDEhJSeHhw4eEhobSq1evX2aJVaFQKP+FhIT8\nUi/6/zUKDe2/QKGh/ecJCQmhXfsOnL3zVHlsxrih2I4dTceOHXOMYxs7zhqTqrUZOCp7VaCcsB3c\nm7iY7xy6cCPLubd+L1g8fSLhX0JQUVHBxLQiq7bvp5RhZsGBy2dPs9DelroNLZgyb0m+wmZyoqm5\nMc2s2rFmh0um46HBQZQyNM6Xx+PLp48Y27crACamZlStWYcl69PlAAMD/DnqsgstLW3GT5+bJTRo\n9cJZeLof46zP42yVmn5MJfgjx133sm7JPDbuO6zMtAMwtGsbSpQsxYZ9h/Mc97OHvqRIU3IUnpAm\nJxHyOYiHd7xx2baRhQsWMGLEiN9qdverxXH+r/Gr3f9CQ/ubEhcXR9Wq1Tjj81g5O50yoj8zpk7G\nyirnTCg3b97ExtaWbYdOKb1x88PTB/cYP7g3Bz2vZ5IqlMvlzLIdhY/XVfoOG82UuYtzjFd9cMeb\nScP7c+vlx3yH/+REY7PS7DhyOttl2PxiM7AHwUGf8LzztMDxnoIg0KaOOWVMylO9Tj269O5PzboN\n8qwXFxdDx4bpOX5nLF5Bt77pGWP2OW9g18Y12E6fQ8OmzfMV5wzpso1el85z7bwHTS3b8tH/Lb7e\nXujq6lKyZEkWL1pE48aNC3RthRRSSGZyM7S/ThBTIVnQ1dWlYqWKhH7+pDS0MpkMiUQC5BzHZmlp\nyYJ585g0rB+devVjpN3UbLWO/0rlajVRU1Pjse+dTIZ21YJZ3L99C9sZcxhpOyXXNgyN0jVlk5IS\n/7ahBShtXCbvQjkgl8t59ewp46Y6/JSogkgkYug4W65fOMcdr6ucPuyK9VQHOvfuTylDY4KDAilr\nUiFL2wmxsazZ6cK0MUNZs3AO3lcv8sDnNmlCGgpBYNsaR3R0dKhepz7FDIpz2+sqk+cu4sm9O9y4\nfAEF6fuRij+cf9LS0ujQsSOd27Uh4EMAVSqUZc40D6pWrfpbzWD/yq8Wx/m/xu90/3+Pq/yNkUg0\nMoWapMpkytlkaGhojnskQ4cOxcTEBNsJE6hv0ZyGzVrk2de8ydakyeXUqF1PeUyalITXxbO0794r\nTyML8CUkGAD3Qy4FkhPMCTW1vB14QoODOLBtM+piMdVr10WkqkrHHn3wuX4lXcVp+Jh89SWTyXBx\n3kATyzbKmeuYSdMZM2k6spQUrGpXYtfGNbhs30yJkqUIDf5MhYqV6D1kBP2GjUFFRQVf7xvMn2JD\nfFwcAMuWLUVTU5NtG9dTrFgxVFVVUVVVJSUlhWPHjgFQ1cwEx9nTmGBnx+qHDyhWrBgikQgVFRVE\nIhGqqqq/tUHNidye/0L+8/xO9z9fhlYqldKlSxfs7Ozo1q0bs2fPJigoCC0tLTZv3pzJocPPz48J\nEyYob6C5uXmOeU4L+c8jloiRy9J1gxPi4wj+FIihoWEetdKpVKkSCQkJVK9TL+/CQLuuPbnnfYMx\nfbsgUlVFSEtTnnv78jlbVy2j77DRlDYyzrGNxi1aUa6CGcdd9vwtQ3v2+GFUVFTQ0ck5JEUmk3HN\n04PVi+aQJpdTrEQJ3A+mZ6RxmueAedXqlDGpkOfMetG0iVw64678+cJpdzy8H2Yqc9/nFmYVzXBc\nvpwGDRrw/v17xGIxiYmJTJ/hwPXzZ6lUtTqXzpzEeetW3NwOItGQMHbs2Gz71NTUZOTIkcqf583L\n3rO5kEIK+ffJ13rY9u3blZvWx48fp2jRori7u9O5c2cePXqUqWxSUhIdOnTAzc0NNze3QiP7LyNW\nFyvVf9TU1dHU0iI8PDzPeoGBgRw6dIi42FhSpPmLNezcuz++AWHMWLwCh8VOdB8wFFRU6NF/MKUM\njTh5yIWeLRswpm8XtqxcSkJ8XKb6giCwful8gj99xHrq35vNfo+OQlVNjaioyCx9BLx7w0L7CbSp\nU4nlc6ZhVrkKJ67f5Yz3I+68C+He+y+IVEW8ePIQSR7etsdd93L57EnsFyzjzrsQtrgeJ/xLCHPs\nxma6vgoVzYmMjOTTp09oampSr149dHR0aNy4Md63btKxXRtiIr7w8MEDunbtyrFjR3HZvz+Xngsp\npJD/FfKc0X748IGAgAAsLS0BuHHjBpMnTwZgwIABWcr/VeavkH8XdbE6spQUADQ0NJFIJHkKKZw8\neRK7iRNp07ELPfoPLvCyY79howHoY2VB01ZWzHVarzznfe0yuzau5tThAxzcnZ79REdXD72iRYn+\n9g2pNBnrqQ70H5H9TC6/DLO2Y8+mtSycaktzq/Yc2b+L2O/RyvMlSpWm37BRWbyFM/aMBo22wXX7\nFj4F+Cv3UjMICw3mvvdN3A+58P7NK+o2asLAkeke2o2atWTZpp04zZ3OkM6tOX3rISKRiDIm5Vm9\n05VNjgvx8/NjzZo/hSJEIhEzHbJ+WPzdpPOFFFLI/w/yNLSrVq1iwYIFeHh4AOnr6g8fPmTTpk3o\n6uqyaNGiTC7aSUlJPH78mLFjx5KcnMykSZOwsMg9VrGQ/xw1qlXjsa8Prdp3IiryK58+flA6Q82d\nN5+IiAgmTbSjR48eAHz8+JHdu/cwfaEjPQcO/Vt9JyclofYXkYOWbTsoEwAIgkBEWCiH9uwgKTEB\n/1cvCfB/S8Uq1VnqMJkeA4fmO99rRnv3bnlx0cOd0kZlkMlS8Hv2hA/+b7Fo2Zqp85ZSrHiJfGXo\nsZ7iwNhJ0xncyRK7IX046/OEhPg4BrZvSeTXcCQaGohEqowYP4kJDpmXbdt16U6dBo3o2rQOwZ8+\nKlP41ahTj6UbtzNhcG/qHTlC8+Z/L+l9IYUU8r9BrobWw8ODOnXqULZsWeUxhUKBoaEhe/fuZdu2\nbezcuZNZs2Ypz1epUgU7OzvatGlDYGAgo0aN4sqVK3m+3GJiYrKVBzQ2To93LDz/c+dLlCiBn/8H\npFIprju3oq2tjUQi4dq1a/j6+mJtP4uZs2ZRq1Ytrl+/zpw5c+g3fAzN23YgNjYWHR2ddA1jqZSU\nP2bGP5Lb+YbNW3Hj4jliY74j0dDMtn4pQ2NmLHJU1h/etQ0ONiPQL1qM86eOY1CiJBd8X2RpPzDA\nn7CQz8hTU7n7f+3dd2DMdx/A8Xf2FCWDFg2SChHbQ0IRe9SIEU2k9mwIjVGkSh7VYYVKPaJplKck\nHiGo1ZixWk3titESI2JlCCI5yeXy/JE60hA5pMfd5/VXe/f7/u57H5f73G98vp+4nfx2cD/37ha8\n/7eqvM2OzQU/DO0cKuLkUpOpn88HAwOys7MLLbv3rPf35eLv6NelNW3qvYOxiTHZWVl8vWKNur63\nTJkyAEXGn00oWNg+OekyjtWd1c9nZWXj6PQOZ86coXHjxuo7L1/Vz48uP69QKCT+Ev+X9vxz19F+\n9NFHJCUlYWRkxI0bNzA1NcXOzo5Fixbh4ODAyZMnCQ0NJTw8/Kkv0KdPHxYsWFAoWT+J1NGWjgED\nB+FYsw4DRgWQcOIos4Mm8MvPB1m/fj1R6zbweWg482ZM5cDuWDzc3XnjLUdGBk5+9o5LQKVS0aae\nMz6DRzJqfMn2qVAoADA3NycjPY1OTdz44pvvaNPpPfU2Rw79jL9fL0xMTTEyMsK6jA0t2nVk+NiJ\n2No7APBjdCQhMz+lToNG/H7sCC3bdWTmAs0bdY8b7Muv++Oo4epGLbd69Bs2qsRN5ps6VQSgfuOm\nmFtaUq5cefbt/ImatVyJXLUSe/uStXMTQrz6nruOduHCR2uhhoaGUqlSJVJTU9m/fz+9e/cmISGh\nSPPjtWvXkpWVxYABA0hJSSEtLY0KFUre21S8XF3f68L6LT8BBW3RMjJuk5CQwNSgICytCpb3m/jv\nL2nasjXBE0ajUqlo0bYjNd3qvvA1QkNDQ7x8B7BiySJ8h4wo0ZKOj6+UtCTkS/Lz85k6eij+kz6h\nStXqWFuXYfwwP1q0ac+88B+eup/u3v3o7l3Qfi54QgC7f9pEctJljRbiB0g4cRSfwcP56JOZGo0D\nWBazjSOHDrA+6geuJV1h6LBhHDlyBAeHgh8D+lRH+CqS+GuXPsVf42/S/v37c/DgQfr378/OnTsZ\nMWIEAIGBgSgUCtq3b8/+/fvx8/PD39+f4OCnrwIkSt+ly5cxNStIXrZ2Dty8cYPIyEhu3bxJ3mPd\nTFq07cCMuaFk3b/P4J6d8G7rwaULz24I/iye7TuhUuU9e8PHXE9OYsb40WxcvYrAaf+mZ78BLPsm\nhOlfOqGaAAAUiUlEQVSBHxIwsC92FSoWm2T/bvrcr6nmXOO5WulZl7Hh8oXzGo15qHa9BvyrWUuy\n79+nf/8BzPrsM3WSBf3qx/kqkvhrlz7FX5Zg1HG+/fxo090bz44Fjdb7tmvGvDmz+WHlSq4k32DG\n/FDeqvw2ULDgxM4tPzJh+iwiwxejyof1+w6rW5Bp6uGp3/qNmxK2ekOJxiz8IpioiDBMTE0ZOGos\nw8dNLPR87zbuXL18ifcHDmP89FklnotKpaJHi0Y413RlQcSqZw/4y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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hydrobas_ww.plot(column='pfaf_7', cmap='Paired', categorical=True, figsize=(14,6));" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 4. Dissolve into larger watersheds, and reproject" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### Dissolve source polygons into larger watersheds based on attribute values\n", + "Apply GeoDataFrame [dissolve](http://geopandas.org/aggregation_with_dissolve.html) aggregation method (implemented from lower level `shapely` operators) on level-7 Pfastetter codes (`pfaf_7`) shown in the plot above. Aggregate attributes, retaining only `pfaf_7` and `pfaf_6` (plus `geometry`, of course). Note that this operation results in only 17 polygons, from the original 413." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "17" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cols = ['pfaf_6', 'pfaf_7', 'geometry']\n", + "hydrobas_ww_p7 = hydrobas_ww[cols].dissolve(by='pfaf_7', aggfunc='first', as_index=False)\n", + "len(hydrobas_ww_p7)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "hydrobas_ww_p7.crs" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "The CRS was not retained during the dissolve operation. Apply it by copying it from `hydrobas_ww`." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'init': u'epsg:4326'}" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hydrobas_ww_p7.crs = hydrobas_ww.crs\n", + "hydrobas_ww_p7.crs" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Let's examine some of the features." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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pfaf_7geometrypfaf_6
07831010(POLYGON ((-123.5722222222222 46.2458333333333...783101
17831020POLYGON ((-123.1791666666666 46.33333333333336...783102
27831031(POLYGON ((-123.9597222222222 46.9666666666667...783103
37831032POLYGON ((-123.8583333333333 47.39583333333336...783103
47831033POLYGON ((-124.3 47.34583333333336, -124.30221...783103
\n", + "
" + ], + "text/plain": [ + " pfaf_7 geometry pfaf_6\n", + "0 7831010 (POLYGON ((-123.5722222222222 46.2458333333333... 783101\n", + "1 7831020 POLYGON ((-123.1791666666666 46.33333333333336... 783102\n", + "2 7831031 (POLYGON ((-123.9597222222222 46.9666666666667... 783103\n", + "3 7831032 POLYGON ((-123.8583333333333 47.39583333333336... 783103\n", + "4 7831033 POLYGON ((-124.3 47.34583333333336, -124.30221... 783103" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hydrobas_ww_p7.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Plot the results. Looks like the previous plot, except the polygon boundaries are now the pfaf_7 watersheds (same as the background colors)." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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LHcqVyF/Lnf1bg+o2eI7vT9u2bZg7dx5jxowB4O7du8ybM5sWjtXQLkBTG36p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\ntOrQJUvednTqNwhNDU1cp2WOH3z5Clgzb/UWNm/fydixY5P8H2hqajJm9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6qWfiX/d+/e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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hydrobas_ww_p7.plot(column='pfaf_7', cmap='Paired', categorical=True, figsize=(14,6));" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "**_NOTE/WATCH:_** \n", + "**Beware that `dissolve` may fail if there are \"invalid\" geometries.**\n", + "See this code from the previous, intro notebook. The 6 geometries/points reported are invalid (and are reported by the `is_valid()` method). This dissolve statement does work, though.\n", + "```python\n", + "seas_grp = seas[['oceans', 'geometry']]\n", + "seas_oceans_diss = seas_grp[seas_grp.geometry.is_valid].dissolve(by='oceans')\n", + "\n", + "Ring Self-intersection at or near point 10.407218181818182 54.821390909090908\n", + "Self-intersection at or near point -79.365827272727287 76.296645454545455\n", + "Ring Self-intersection at or near point 10.979445510225332 54.380555030408686\n", + "Ring Self-intersection at or near point 133.61550925464189 -4.3005540903175188\n", + "Ring Self-intersection at or near point 121.91067196634913 -5.0593090510592447\n", + "Ring Self-intersection at or near point 115.29553592754269 -7.0082630551828515\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### Reproject (transform) to WA State Plane South, epsg:2927\n", + "Partly so we can calculate polygon areas in linear units, not geodetic degrees. But also because that's the projection used by most state and local governments in Washington.\n", + "- http://epsg.io/?q=2927\n", + "- http://spatialreference.org/ref/epsg/2927/\n", + "- [Report from http://www.epsg-registry.org](http://www.epsg-registry.org/report.htm?type=selection&entity=urn:ogc:def:crs:EPSG::2927&reportDetail=short&style=urn:uuid:report-style:default-with-code&style_name=OGP%20Default%20With%20Code&title=EPSG:2927)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "No need to go to a web site to learn more about what `epsg:2927` is. Use `pyepsg`, which issues queries to http://epsg.io web services." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "import pyepsg" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Extract the epsg code from the string returned by `crs['init']`." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hydrobas_ww_p7_epsg_str = hydrobas_ww_p7.crs['init'].split(':')[1]\n", + "pyepsg.get(hydrobas_ww_p7_epsg_str)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Query epsg `2927`." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pyepsg.get('2927')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "**Apply the crs transformation (reprojection)** using `to_crs` method." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "hydrobas_ww_p7_wasp = hydrobas_ww_p7.to_crs(epsg=2927)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "#### Plot the reprojected map.\n", + "Note that, being in a planar project (not geodetic), the shape looks different compared to the previous map. More \"normal\". And the axes are now in `feet` relative to some origin." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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5rqznr3D+1RSEKsYMq6ImUK4uMzMzDA0MWL5sKavX/sa4lTs4+5dXhnUTfmAD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\nIiA0jKv3n1OrfBlsvhNmOG7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HX7oI+aAzx8bGhkePHmX6YfPy8mLYkMEsHNYt2+uZNWxL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\n252JI73p2rkDH48dq/RjVBdyvP6UgTrqUpUm4aBlT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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hydrobas_ww_p7_wasp.plot(column='pfaf_7', cmap='Paired', categorical=True, figsize=(14,6));" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 5. Plot `choropleth` map based on calculated watershed areas\n", + "As the projection is in `feet`, auto-calculated polygon areas will be in feet2. So let's convert to miles2 first (why not!). We'll add a new column to the GeoDataFrame." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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pfaf_7geometrypfaf_6area_mi2
07831010(POLYGON ((863343.6925921033 347890.2242189167...7831011375.137396
17831020POLYGON ((963803.8027083561 376154.9965688475,...7831022107.945774
27831031(POLYGON ((776917.1877152125 614568.383332147,...783103528.472846
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" + ], + "text/plain": [ + " pfaf_7 geometry pfaf_6 \\\n", + "0 7831010 (POLYGON ((863343.6925921033 347890.2242189167... 783101 \n", + "1 7831020 POLYGON ((963803.8027083561 376154.9965688475,... 783102 \n", + "2 7831031 (POLYGON ((776917.1877152125 614568.383332147,... 783103 \n", + "\n", + " area_mi2 \n", + "0 1375.137396 \n", + "1 2107.945774 \n", + "2 528.472846 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "hydrobas_ww_p7_wasp['area_mi2'] = hydrobas_ww_p7_wasp.geometry.area / 27878400\n", + "hydrobas_ww_p7_wasp.head(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "source": [ + "**_NOTE/FUN:_** \n", + "Now you could get the area of a pfaf_6 watershed via simple Pandas DataFrame `groupby` aggregation (sum)." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Plot the choloropleth, using `area_mi2`.\n", + "\n", + "\"fisher_jenks\" value segmentation `scheme` (using 7 segments, k=7) used is one of the available `pysal.esda.mapclassify.Map_Classifier` classifiers from the powerful [PySAL package](http://pysal.github.io) (Python Spatial Analysis Library); GeoPandas can use these classifiers if PySAL is installed. To get the list of classifiers, use:\n", + "```python\n", + "import pysal\n", + "print(pysal.esda.mapclassify.Map_Classifier.__doc__)\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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AgSrT8f333xMZGcmqVatKFa0oUnbEYTEREREREZ0jvrmIiIiIiOgc0bmIiIiIiOgc0bmI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oaRhUWZRh2QRSSSmJKq9gHLUAhcep0MQKOS2g0atbVjbXbzmzdvplu3brRq1Qpvb2+OHTvGt99+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\nkUgQi8VERUVhaWmpOjbrGlZWV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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, figsize=(6, 4))\n", + "hydrobas_ww_p7_wasp.plot(column='area_mi2', scheme='fisher_jenks', k=7, \n", + " alpha=0.9, cmap=plt.cm.Blues, legend=True, ax=ax)\n", + "plt.axis('equal')\n", + "ax.set_title('Watersheds by area ($mi^2$)');" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 6. Choropleth map as an interactive map with folium\n", + "[Folium](https://github.com/python-visualization/folium) is very cool, specially for use in Jupyter notebooks; or to export into stand-alone HTML." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "import folium" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Folium likes GeoJSON for geometries. GeoPandas makes conversion easy." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "geo_str = hydrobas_ww_p7.to_json()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "`m.choropleth` will do an attribute join between `geo_str` and `hydrobas_ww_p7_wasp` based on the key `pfaf_7`." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/mayorga/miniconda/envs/geopandasenv/lib/python2.7/site-packages/ipykernel/__main__.py:8: FutureWarning: 'threshold_scale' default behavior has changed. Now you get a linear scale between the 'min' and the 'max' of your data. To get former behavior, use folium.utilities.split_six.\n" + ] + }, + { + "data": { + "text/html": [ + "
" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "m = folium.Map(location=[47.8, -122.5], zoom_start=7, \n", + " tiles=\"cartodbpositron\")\n", + "\n", + "m.choropleth(geo_str=geo_str,\n", + " data=hydrobas_ww_p7_wasp, columns=['pfaf_7', 'area_mi2'],\n", + " key_on='feature.properties.pfaf_7',\n", + " fill_color='YlGn', fill_opacity=0.4,\n", + " legend_name='area')\n", + "m" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "This map is interactive, so play with it (zoom and pan). There is a lot more to explore in Folium! This is just a teaser." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 7. Spatial join, `sjoin`, of polygons on points\n", + "We'll use an old, local snapshot of NANOOS coastal and marine monitoring stations in the Pacific NW, from the [NANOOS Visualization System (NVS) Data Explorer](http://nvs.nanoos.org/Explorer). While many stations are moorings on marine waters, some are inshore or in tidal shores and will overlap the watershed boundaries." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "The point file is in the [GeoPackage](http://www.geopackage.org) format, an OGC format implemented in SQLite." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "194" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nanoosstations_gdf = gpd.read_file(os.path.join(data_pth, \"nanoos_nvs.gpkg\"))\n", + "len(nanoosstations_gdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "data_source Decagon\n", + "data_source_url http://www.decagon.com\n", + "geometry POINT (-122.6966 47.3612)\n", + "lat 47.3612\n", + "lon -122.697\n", + "name Henderson Bay site, W shore\n", + "nvs_station_url http://nvs.nanoos.org/Explorer?action=oiw:fixe...\n", + "platform_label WADOH_HendrsnBay1\n", + "platform_type Fixed Shore Platform\n", + "provider WADOH\n", + "provider_type State\n", + "provider_url http://www.doh.wa.gov\n", + "region Puget Sound\n", + "short_name WADOH Henderson Bay\n", + "state Washington\n", + "status online\n", + "status_date 2016-06-24T18:00:00Z\n", + "url http://www.doh.wa.gov/CommunityandEnvironment/...\n", + "Name: 193, dtype: object" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nanoosstations_gdf.iloc[-1]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Points in the coasts of the Pacific NW (BC, WA, OR) and out in the open ocean." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nanoosstations_gdf.plot(markersize=4);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "**Apply \"inner\" spatial join with `sjoin` operator** from the `gpd.tools` package. An inner join will retain only overlapping features. Then plot as a map overlay on top of `hydrobas_ww_p7`, categorizing (coloring) points by the `pfaf_6` watershed they're in." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "63" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "nanoossta_hydrobas_ww_gdf = gpd.tools.sjoin(nanoosstations_gdf, hydrobas_ww_p7, how=\"inner\")\n", + "len(nanoossta_hydrobas_ww_gdf)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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DiY6OZu7cuS/9RVFW5sqaSmW5USwsLPDw8ODatWsvvODsZRHEXUcQ4ty1o7Lt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\nfzI2/E7m2bMEPXxI8+bN2bVrF66urvz99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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, figsize=(6, 6))\n", + "plt.axis('equal')\n", + "hydrobas_ww_p7.plot(ax=ax)\n", + "nanoossta_hydrobas_ww_gdf.plot(column='pfaf_6', markersize=6, \n", + " categorical=True, legend=True, ax=ax);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 8. rasterstats: \"zonal\" statistics from polygons on rasters\n", + "We'll end by mixing features from a GeoDataFrame with a raster, applying zonal statistics using the cool and light weight [rasterstats](http://pythonhosted.org/rasterstats/) package." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Monthly Juy long-term climatology precipitation. The original monthly time series data are from the [PRISM Climate Group](http://prism.oregonstate.edu); the monthly climatology and Pacific NW clip were created by your truly and Don Setiawan for the [BiGCZ project](http://bigcz.org)." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "ppt_july_tif_pth = os.path.join(data_pth, 'prism_precipitation_july_climatology.tif')" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### rasterio" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Rasterstas uses [rasterio](https://mapbox.github.io/rasterio) to read rasters (and `fiona` to read vector datasets), so we'll first do a quick exploration of rasterio." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "import rasterio\n", + "import rasterio.plot as rioplot" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ppt_july = rasterio.open(ppt_july_tif_pth)\n", + "ppt_july" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Examine the metadata read from the raster file (we can confirm CRS is epsg:4326), then plot the raster. " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'count': 1,\n", + " 'crs': CRS({'init': u'epsg:4326'}),\n", + " 'driver': u'GTiff',\n", + " 'dtype': 'float32',\n", + " 'height': 177,\n", + " 'nodata': -9999.0,\n", + " 'transform': Affine(0.04, 0.0, -125.12921197411002,\n", + " 0.0, -0.04, 49.045740291264174),\n", + " 'width': 353}" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ppt_july.meta" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "**_NOTE/WATCH:_** \n", + "`with_bounds=True` is supposed to display the X & Y coordinate labels (lat & lon) from the metadata. We don't why this isn't working." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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3quzYHqydmpRiUimZxmp6RLJ7Bsmewj52nUNe16mRab3K2mpW4q6sosZA6aZ9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lNSYLNXoKq1t+muOdStaRWwHnqF8qp3IvLD8DZ/HZgT7SFSAKauYZXJgcHOW4Pel8GZ4LRhzrkI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\n4s1BAIa4A/q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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "rioplot.show(ppt_july, with_bounds=True, cmap=plt.cm.Blues);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### Apply rasterstas `zonal_stats`" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Apply `zonal_stats` from `rasterstats` package. Can pass a `GeoDataFrame` directly (instead of the file path to a GIS file) because it implements our old friend, the `__geo_interface__` method. For the raster, we pass its file path.\n", + "\n", + "`zonal_stats` returns a geojson with the original properties plus the zonal statistics." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "import rasterstats as rs" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "zonal_ppt_gjson = rs.zonal_stats(hydrobas_ww_p7, ppt_july_tif_pth,\n", + " prefix='pptjuly_',\n", + " geojson_out=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "17" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(zonal_ppt_gjson)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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geometrypfaf_6pfaf_7pptjuly_countpptjuly_maxpptjuly_meanpptjuly_min
0(POLYGON ((-123.5722222222222 46.2458333333333...783101783101025949.82477633.67438223.438837
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\n", + "
" + ], + "text/plain": [ + " geometry pfaf_6 pfaf_7 \\\n", + "0 (POLYGON ((-123.5722222222222 46.2458333333333... 783101 7831010 \n", + "1 POLYGON ((-123.1791666666666 46.33333333333336... 783102 7831020 \n", + "\n", + " pptjuly_count pptjuly_max pptjuly_mean pptjuly_min \n", + "0 259 49.824776 33.674382 23.438837 \n", + "1 404 96.738289 29.443886 15.356521 " + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "zonal_ppt_gdf = GeoDataFrame.from_features(zonal_ppt_gjson)\n", + "zonal_ppt_gdf.head(2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "#### And finally, a choropleth map of July precipitation by watershed!" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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p6fz9999A4RXLqlWr6N69O1FRUcq0rCmcd6foDAwMVPJA5oPzIQYOHEhgYCCbNm0iJiZG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inCaFXvXBEpYrj35CVF/lH3Kie54e7G3Nl/IBaLsbBILJb49u1bmjVrhqGRES99fJg+fTqNmzSl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\n/txJlRhDEd5KW1ub7KwMAOp+YkNCwjOAIh/qhg0bM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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, figsize=(6, 5))\n", + "zonal_ppt_gdf.plot(column='pptjuly_mean', scheme='Equal_Interval', k=5, \n", + " alpha=1, cmap=plt.cm.Blues, legend=True, ax=ax)\n", + "plt.axis('equal')\n", + "ax.set_title('Mean July precipitation ($mm/month$) by watershed');" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.12" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/notebooks/geopandas_intro.ipynb b/notebooks/geopandas_intro.ipynb new file mode 100644 index 0000000..67bfcba --- /dev/null +++ b/notebooks/geopandas_intro.ipynb @@ -0,0 +1,1773 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "# GeoPandas: Pandas + geometry data type + custom geo goodness\n", + "[Emilio Mayorga](https://github.com/emiliom/), 2017-2-6" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 1. Background" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "[GeoPandas](http://geopandas.org) adds a spatial geometry data type to `Pandas` and enables spatial operations on these types, using [shapely](http://toblerity.org/shapely/). GeoPandas leverages Pandas together with several core open source geospatial packages and practices to provide a uniquely simple and convenient framework for handling geospatial feature data, operating on both geometries and attributes jointly, and as with Pandas, largely eliminating the need to iterate over features (rows). Also as with Pandas, it adds a very convenient and fine-tuned plotting method, and read/write methods that handle multiple file and \"serialization\" formats." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "**_NOTES:_**\n", + "- Like `shapely`, these spatial data types are limited to discrete entities/features and do not address continuously varying rasters or fields.\n", + "- While GeoPandas spatial objects can be assigned a Coordinate Reference System (`CRS`), operations can not be performed across CRS's. Plus, geodetic (\"unprojected\", lat-lon) CRS are not handled in a special way; the area of a geodetic polygon will be in degrees." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "GeoPandas is still young, but it builds on mature and stable and widely used packages (Pandas, shapely, etc). Expect kinks and continued growth!\n", + "\n", + "**When should you use GeoPandas?**\n", + "- For exploratory data analysis, including in Jupyter notebooks.\n", + "- For highly compact and readable code. Which in turn improves reproducibility.\n", + "- If you're comfortable with Pandas, R dataframes, or tabular/relational approaches.\n", + "\n", + "**When it may not be the best tool?**\n", + "- If you need high performance (though I'm not completely sure -- it uses a nice `rtree` index).\n", + "- For polished map creation and multi-layer, interactive visualization; if you're comfortable with GIS, use a desktop GIS like QGIS! You can generate intermediate GIS files and plots with GeoPandas, then shift over to QGIS. Or refine the plots in Python with matplotlib or additional packages." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 2. Set up packages and data file path\n", + "We'll use these throughout the rest of the tutorial." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import os\n", + "\n", + "import matplotlib.pyplot as plt\n", + "# The two statemens below are used mainly to set up a plotting\n", + "# default style that's better than the default from matplotlib\n", + "import seaborn as sns\n", + "plt.style.use('bmh')\n", + "\n", + "from shapely.geometry import Point\n", + "import pandas as pd\n", + "import geopandas as gpd\n", + "from geopandas import GeoSeries, GeoDataFrame\n", + "\n", + "data_pth = \"../data\"" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 3. GeoSeries: The geometry building block" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Like a Pandas `Series`, a `GeoSeries` is the building block for the more broadly useful and powerful `GeoDataFrame` that we'll focus on in this tutorial. Here we'll take a bit of time to examine a `GeoSeries`." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "A `GeoSeries` is made up of an index and a GeoPandas `geometry` data type. This data type is a [shapely.geometry object](http://toblerity.org/shapely/manual.html#geometric-objects), and therefore inherits their attributes and methods such as `area`, `bounds`, `distance`, etc.\n", + "\n", + "GeoPandas has six classes of **geometric objects**, corresponding to the three basic single-entity geometric types and their associated homogeneous collections of multiples entities:\n", + "- **Single entity (core, basic types):**\n", + " - Point\n", + " - Line (*formally known as a LineString*)\n", + " - Polygon\n", + "- **Homogeneous entity collections:**\n", + " - Multi-Point\n", + " - Multi-Line (*MultiLineString*)\n", + " - Multi-Polygon\n", + "\n", + "A GeoSeries is then a list of geometry objects and their associated index values." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "**_NOTE/WATCH:_** \n", + "Entries (rows) in a GeoSeries can store different geometry types; GeoPandas does not constrain the geometry column to be of the same geometry type. This can lead to unexpected problems if you're not careful! Specially if you're used to thinking of a GIS file format like shape files, which store a single geometry type. Also beware that certain export operations (say, to shape files ...) will fail if the list of geometry objects is heterogeneous." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "But enough theory! Let's get our hands dirty (so to speak) with code. We'll start by illustrating how GeoSeries are constructured." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### Create a `GeoSeries` from a list of `shapely Point` objects constructed directly from `WKT` text (though you will rarely need this raw approach)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 POINT (1 2)\n", + "1 POINT (1.5 2.5)\n", + "2 POINT (2 3)\n", + "dtype: object" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from shapely.wkt import loads\n", + "\n", + "GeoSeries([loads('POINT(1 2)'), loads('POINT(1.5 2.5)'), loads('POINT(2 3)')])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### Create a `GeoSeries` from a list of `shapely Point` objects\n", + "Then enhance it with a crs and plot it." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 POINT (-120 45)\n", + "1 POINT (-121.2 46)\n", + "2 POINT (-122.9 47.5)\n", + "dtype: object" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gs = GeoSeries([Point(-120, 45), Point(-121.2, 46), Point(-122.9, 47.5)])\n", + "gs" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(geopandas.geoseries.GeoSeries, 3)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "type(gs), len(gs)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "A GeoSeries (and a GeoDataframe) can store a CRS implicitly associated with the geometry column. This is useful as essential spatial metadata and for transformation (reprojection) to another CRS." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "gs.crs = {'init': 'epsg:4326'}" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "The `plot` method accepts standard `matplotlib.pyplot` style options, and can be tweaked like any other `matplotlib` figure." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gs.plot(marker='*', color='red', markersize=12, figsize=(4, 4))\n", + "plt.xlim([-123, -119.8])\n", + "plt.ylim([44.8, 47.7]);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "**Let's get a bit fancier, as a stepping stone to GeoDataFrames.** First, we'll define a simple dictionary of lists, that we'll use again later." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "data = {'name': ['a', 'b', 'c'],\n", + " 'lat': [45, 46, 47.5],\n", + " 'lon': [-120, -121.2, -122.9]}" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Note this convenient, compact approach to create a list of `Point` shapely objects out of X & Y coordinate lists:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[,\n", + " ,\n", + " ]" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "geometry = [Point(xy) for xy in zip(data['lon'], data['lat'])]\n", + "geometry" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "We'll wrap up by creating a GeoSeries where we explicitly define the index values." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "a POINT (-120 45)\n", + "b POINT (-121.2 46)\n", + "c POINT (-122.9 47.5)\n", + "dtype: object" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gs = GeoSeries(geometry, index=data['name'])\n", + "gs" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 4. GeoDataFrames: The real power tool." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "**_NOTE/HIGHLIGHT:_** \n", + "- It's worth noting that a GeoDataFrame can be described as a *Feature Collection*, where each row is a *Feature*, a *geometry* column is defined (thought the name of the column doesn't have to be \"geometry\"), and the attribute *Properties* are simply the other columns (the Pandas DataFrame part, if you will).\n", + "- More than one column can store geometry objects! We won't explore this capability in this tutorial." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### Start with a simple, manually constructed illustration" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "We'll build on the GeoSeries examples. Let's reuse the `data` dictionary we defined earlier, this time to create a DataFrame." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " lat lon name\n", + "0 45.0 -120.0 a\n", + "1 46.0 -121.2 b\n", + "2 47.5 -122.9 c" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.DataFrame(data)\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Now we use the DataFrame and the \"list-of-shapely-Point-objects\" approach to create a GeoDataFrame. Note the use of two GeoDataFrame attribute columns, which are just two simple Pandas Series." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "geometry = [Point(xy) for xy in zip(df['lon'], df['lat'])]\n", + "gdf = GeoDataFrame(df, geometry=geometry)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "There's nothing new to visualize, but this time we're using the `plot` method from a GeoDataFrame, *not* from a GeoSeries. They're not exactly the same thing under the hood." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJYAAAB/CAYAAAANSjuoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "gdf.plot(marker='*', color='green', markersize=6, figsize=(2, 2));" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### FINALLY, we get to work with real data! Load and examine the simple \"oceans\" shape file" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "`gpd.read_file` is the workhorse for reading GIS files. It leverages the [fiona](http://toblerity.org/fiona/README.html) package." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "oceans = gpd.read_file(os.path.join(data_pth, \"oceans.shp\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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23Southern OceanPOLYGON ((180 -60, 180 -90, -180 -90, -180 -60...Southern
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45Indian OceanPOLYGON ((19.69705552221351 -59.94160091330382...Indian
\n", + "
" + ], + "text/plain": [ + " ID Oceans \\\n", + "0 1 South Atlantic Ocean \n", + "1 0 North Pacific Ocean \n", + "2 3 Southern Ocean \n", + "3 2 Arctic Ocean \n", + "4 5 Indian Ocean \n", + "\n", + " geometry my_polygon \n", + "0 POLYGON ((-67.26025728926088 -59.9309210526315... S.Atlantic \n", + "1 (POLYGON ((180 66.27034771241199, 180 0, 101.1... N.Pacific \n", + "2 POLYGON ((180 -60, 180 -90, -180 -90, -180 -60... Southern \n", + "3 POLYGON ((-100.1196521436255 52.89103112710165... Arctic \n", + "4 POLYGON ((19.69705552221351 -59.94160091330382... Indian " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "oceans.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "The `crs` was read from the shape file's `prj` file:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'init': u'epsg:4326'}" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "oceans.crs" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Now we finally plot a real map (or blobs, depending on your aesthetics), from a dataset that's global and stored in \"geographic\" (latitude & longitude) coordinates. It'snot *quite* the actual ocean shapes defined by coastal boundaries, but bear with me." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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G6OhoHDlyBIMHD+a7HMKgjIwM7NmzBx07dsSoUaMEd8Y0VxQKBRYvXoxjx45h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\nGdbH8FnUkDnA+hWeAHFnzM/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We can get at the geometry types and other geometry properties easily." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 Polygon\n", + "1 MultiPolygon\n", + "2 Polygon\n", + "3 Polygon\n", + "4 Polygon\n", + "5 MultiPolygon\n", + "6 Polygon\n", + "dtype: object" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "oceans.geom_type" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 5287.751094\n", + "1 11805.894558\n", + "2 10822.509589\n", + "3 9578.786157\n", + "4 9047.879388\n", + "5 9640.457926\n", + "6 8616.721287\n", + "dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Beware that these area calculations are in degrees, which is fairly useless\n", + "oceans.geometry.area" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " minx miny maxx maxy\n", + "0 -71.183612 -60.000000 28.736134 0.000000\n", + "1 -180.000000 0.000000 180.000000 67.479386\n", + "2 -180.000000 -90.000000 180.000000 -59.806846\n", + "3 -180.000000 47.660532 180.000000 90.000000\n", + "4 19.697056 -59.945004 146.991853 37.102940\n", + "5 -180.000000 -60.000000 180.000000 2.473291\n", + "6 -106.430148 0.000000 45.468236 76.644442" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "oceans.geometry.bounds" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "The `envelope` method returns the bounding box for each polygon. This could be used to create a new spatial column or GeoSeries; directly for plotting; etc." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "oceans.envelope.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Does it seem weird that some envelope bounding boxes, such as the North Pacific Ocean, span all longitudes? That's because they're Multi-Polygons with edges at the ends of the -180 and +180 degree coordinate range." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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Featuring tightly integrated vector and raster data, with Natural Earth you can make a variety of visually pleasing, well-crafted maps with cartography or GIS software.\" It (a subset?) comes bundled with GeoPandas and is accessible from the `gpd.datasets` module. We'll use it as a helpful global base layer map." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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continentgdp_md_estgeometryiso_a3namepop_est
0Asia22270.0POLYGON ((61.21081709172574 35.65007233330923,...AFGAfghanistan28400000.0
1Africa110300.0(POLYGON ((16.32652835456705 -5.87747039146621...AGOAngola12799293.0
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" + ], + "text/plain": [ + " continent gdp_md_est geometry \\\n", + "0 Asia 22270.0 POLYGON ((61.21081709172574 35.65007233330923,... \n", + "1 Africa 110300.0 (POLYGON ((16.32652835456705 -5.87747039146621... \n", + "\n", + " iso_a3 name pop_est \n", + "0 AFG Afghanistan 28400000.0 \n", + "1 AGO Angola 12799293.0 " + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "world = gpd.read_file(gpd.datasets.get_path('naturalearth_lowres'))\n", + "world.head(2)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Its CRS is also EPSG:4326:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "{'init': u'epsg:4326'}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "world.crs" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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mTZqgq6v71nM0LS2N27dvc/36dVasWMHUqVOZOXNmuclTFlu2bGHmzJkMGDCAli1bEhUV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\nnDlzcDgcFBUV4XA48Hq9uFwuzGYzNTU1VFdXy5eNt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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "world.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### Map plot overlays: Plotting multiple spatial layers" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Here's a compact, quick way of using GeoDataFrame plot method to overlay two GeoDataFrame, while style customizing the styles for each layer." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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sNlujVJ8eHlLkckWjsokOhwOHw9GQIOJ/vjJCoRChUIhIJEIsFmOz2TCbzQCu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\nbfTLGcGo8RcxePh4TJaEXtUeQBwhCz3OMw//HBUBw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p0BvT52z7RGo0atUjFixIgWOzER\nBKF9duwowONpoLamjHA41GOHXhUFuR2uuekRtuZ/yY7v17C3YD31dTVkZfVn4MAcamtrSbLZGTIw\nQ1wz7ACSJGEymTCZTM3m/dDzTn19PT5XEaFQiMQEC2aTHp/fT0O9Gzkq40jNpE/GIIIBH5FwONZA\nS5aprS6j9PBeUtMHgCxTVXGY6spSQkE/RlOsEUgw4KG8ZB/FB3ay7usPiYRDmCx2An4fDocDq8WE\nUqlEkiQkScKZqCczbQA6nU4MMCAIXeScc8bgdrvZuenfrF35Prl5ExkwZCz9B4/qUaP/iVPWHWDJ\n07/BVXWQcWPb11ez0Hn8fj9utzvWY1dFFaFwFEdqP4r2bEGpUsVaxJv0mE0mjEYjRqPxhD+kfhhd\nRpKkDhu/VhCEjlNfX09FRQW1rnoqK8tRKFWkZQzEkZpFckomw88+H6v91M5QdfUp615VkAfnDmXC\ntGswWewkOdOpq62grqaCnNzRBPxeCrZ8Q11NGV5PPX5vPRZbMv1zR5M1YCSO1Mx2Hc2EggHuvfFc\ntDo9ZrM11nVkaqxrR41Gg0ajaezcQhwtxV9paWwMVYfDIe7xFYReTpZlvF5vrMOjhgbqGzxUVlbR\nJ30AFlsiFruD7IGjMFkSqHdXU19XjUajJ8nRl0RHXySFgifuu0wU5PZwOlMwGE1YrTY8ngY0ajVa\nnZaqqlj3j05HMgaDHrVajUqlwufz4aqrjw0T5/NiNNswme1YbEkkp/QjOSUDqz0Znd6E3mBGZzCh\nUqlpcNfirqvGU1+L8ui1ilAwNt5rbXUp+3fl4/PU4/PW4/M2EAoFm8Sp0Wj46U9/2qG5C4IgCCfn\ndrvxeDyNvQ9W19QRjUbQamPtPCKRCF6vl3p3HbIMkUiIysrKDo3hjGjUFQ6HyBsxjKSklm9tOZFQ\nKNTYcMjv91NVvJlDe9cRDIYIhUKEQsGjIxyF0ekM6PU6NBoNUVkmEo7EBmYPhwkGA/i8DRhN1tgg\n8JKESqXGYDSh0+nRajWkOFtunSsIgiB0LovFcspd0LpcLlauXNnJEf2oVxVkjjasaQ+1Wn10NCPz\nyRc+iWg0is/nIxKJoNfrRYchgiAIPVBrfel32va6dGtnCIVCIRr8CIIgCG0iOlkWBEEQhG5AFGRB\nEARB6AZ61SlrhSSxZs2aeIchCIIg9BJd2f6nVxXk1atXU1xcHO8wqKiowOHo3S2pe3uOvT0/6P05\nivx6vu6QY2pqapdtq1fdh9xdHDx4sMUBrXuT3p5jb88Pen+OIr+er7fm2Np9yOIaciewWq3xDqHT\n9fYce3t+0PtzFPn1fGdCjscSR8iCIAiC0IXEEXIXCofD8Q6h0/X2HHt7ftD7cxT59XxnQo7HEgW5\nE5SUlMQ7hE7X23Ps7flB789R5NfznQk5HksUZEEQBEHoBkRBFgRBEIRuQBRkQRAEQegGREEWBEEQ\nhG4grrc9CYIgCIIQI46QBUEQBKEbEAVZEARBELoBUZAFQRAEoRsQBVkQBEEQugFRkAVBEAShGxAF\nWRAEQRC6AVGQO8D69esZP348X331VeO0m2++mZ/97GfMnz+f+fPns337dgBeeeUVLr/8cubNm8fq\n1avjFXKbtJTfrl27uOqqq7jqqqt48MEHG6f3xPx+8MUXXzB9+vTG92zRokVA67n2VP/zP//DlVde\nyVVXXcXWrVvjHU6H2L59O5MnT2587x555BFKS0uZP38+V199NXfccQfBYDDeYbbLnj17mDZtGm++\n+SZAq3n985//ZO7cucybN4/33nsvniG3yfH5PfLII1x22WWN7+WqVauAnptfm8jCaTl48KB88803\ny7fddpu8cuXKxunXXnutXFdX12TZQ4cOyXPmzJEDgYBcXV0tT58+XQ6Hw10dcpucKL8tW7bIsizL\nv/71r+VVq1b1yPyO9Y9//EN+7bXXmk1vKdeeat26dfKNN94oy7Is7927V7788svjHFHHWLdunfzH\nP/6xybR7771XXr58uSzLsvz444/Lb731VjxCOy0ej0e+9tpr5T/84Q/y0qVLZVluOS+PxyPPmDFD\ndrvdss/nk2fOnCnX1tbGM/RT0lp+BQUFzZbrifm1lThCPk3Jyck8//zzmEymJtM9Hk+zZdetW8ek\nSZPQaDQkJCSQlpbGvn37uirUdmkpv2AwSElJCSNGjABg6tSprF27tkfmd6yW3rPWcu2p1q5dy7Rp\n0wDIycnB7XbT0NAQ56hOX2vft6lTpwI9933TaDS8/PLLOByOxmkt5bVlyxaGDx+O2WxGp9MxevRo\nNm3aFK+wT1lL+bX0XvbU/NpKFe8Aejq9Xt/idK/Xy8MPP0xpaSkDBw7kvvvuo6qqioSEhMZlkpKS\nqKysZNCgQV0Vbpu1lF9tbS0Wi6XxcXJyMpWVldhsth6X37G8Xi+rV6/m66+/RpZl7rnnHux2e4u5\n9lRVVVUMHTq08XFiYiKVlZXNflD2NF6vl40bN3LDDTfg8/lYsGABPp8PjUYD9Nz3TaVSoVI13U23\nlFdr+5burqX8PB4Pzz//PG63G6fTyR/+8Icem19biYLcBsuWLWPZsmVNpi1YsIBJkyY1W/amm25i\n4sSJJCcn88ADD/DWW28hH9dLqSzLSJLUqTG3RVvyO9YPeXX3/I7VUq7Tpk1jwYIFjBs3jvz8fBYu\nXMgrr7zSZJnjc+xpetJ71BaDBw/mtttuY+rUqRQVFXHdddc1Gdy+p79vxzr2/eqJ372Tueqqq8jJ\nySErK4tFixbx3HPPkZeX12SZnpzfiYiC3Abz5s1j3rx5p7TsnDlzGv+eNm0ay5cvZ+zYsRQVFTVO\nLy8vJzk5ucPjbK9TzS8hIQGXy9X4uLy8HIfDgdPp7Nb5HetkuY4ePZqamhrsdnuLufZUTqeTqqqq\nxscVFRUkJSXFMaKO0b9/f/r37w9AVlYWSUlJlJaW4vf70el0Pf59O5Zer2+Wl9PpbGz8BLH3deTI\nkfEL8jRMnz69yd8PPfQQM2bM6DX5nYi4htwJIpEIv/jFLxqvza1bt44BAwYwbtw4Vq1aRTAYpLy8\nnIqKCnJycuIcbdup1Wqys7PJz88HYMWKFUyaNKnH5/fCCy/wxRdfALGWnwkJCWg0mhZz7akmTpzY\nmGNBQQEOh6PHn64GeO+993jjjTcAqKyspLq6mssuu6wx157+vh1rwoQJzfLKy8tj27ZtuN1uPB4P\nmzZtYvTo0XGOtH1uvvlmjhw5Avy47+xN+Z2IGO3pNK1atYolS5ZQWFhIQkICycnJvPrqq3z00Ue8\n/vrr6PV6nE4njz76KHq9nqVLl/Lxxx8jSRJ33nkn48ePj3cKJ9Rafvv27eOBBx4gGo2Sl5fHfffd\nB9Dj8jtWcXEx9913H7IsEw6Huf/++xkxYkSrufZUTz31FPn5+UiSxIMPPsjgwYPjHdJpq6ur43e/\n+x1er5dgMMjtt99Obm4u99xzD4FAgD59+vDYY4+hVqvjHWqbbN++nccff5ySkhJUKhVOp5OnnnqK\ne++9t1len3/+OUuWLEGSJK699lpmzZoV7/BPqqX8fvazn7FkyRIMBgN6vZ7HHnuMxMTEHplfW4mC\nLAiCIAjdgDhlLQiCIAjdgCjIgiAIgtANiIIsCIIgCN2AKMiCIAiC0A2IgiwIgiAI3YAoyIIgCILQ\nDYiCLAiCIAjdgCjIgiAIgtAN/H+j4WZ2nlvz/wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "world.plot(ax=oceans.plot(cmap='Set2', alpha=1), alpha=1);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "**_NOTE/WATCH:_** \n", + "The oceans polygon boundaries are coming through the world dataset! I've looked into this and can't find a solution. I think it's a bug in the GeoPandas underlying plotting library or plotting approach." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "We can also compose the plot using conventional `matplotlib` steps and options that give us more control." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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l7ZtR98Vgc5XWwJKEFL7YlEZoWBOGPvQIrVu3plOnTtja/re1oqSkhJdfeB5B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LD9dRVFQEVFdpDw0143A4MBh+z5Rut9t574MPkeRKHnnt49bqqnCWBYLB1u5Cm9Kra19umnAb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\n3OUi3GjEajR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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "f, ax = plt.subplots(1, figsize=(10, 5))\n", + "# Other nice categorical color maps (cmap) include 'Set2' and 'Set3'\n", + "oceans.plot(cmap='Paired', alpha=1, linewidth=0.2, ax=ax)\n", + "world.plot(alpha=1, ax=ax)\n", + "ax.set_ylim([-100, 100])\n", + "ax.set_title('Countries and Ocean Basins')\n", + "plt.axis('equal');" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "## 5. Extras: Reading from other data source types; fancier plotting\n", + "- Read another shape file and explore filtering and plotting. In the [original UW GeoHack Week tutorial](https://geohackweek.github.io/vector/04-geopandas-intro/), this exercise involved reading geospatial data from a remote PostGIS source.\n", + "- Read from a remote OGC WFS service." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### Read from Shapefile with GeoDataFrame" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "seas = GeoDataFrame.from_file(os.path.join(data_pth, \"World_Seas.shp\"))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Let's take a look at the GeoDataFrame." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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gazetteergeometryidis_genericnameoceans
04283POLYGON ((-6.496945454545455 58.08749090909091...18FalseInner Seas off the West Coast of ScotlandNorth Atlantic Ocean
14279POLYGON ((12.4308 37.80325454545454, 12.414988...28AFalseMediterranean Sea - Western BasinNorth Atlantic Ocean
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33369POLYGON ((26.21790909090909 40.05290909090909,...29FalseSea of MarmaraNorth Atlantic Ocean
43319POLYGON ((29.04846363636364 41.25555454545454,...30FalseBlack SeaNorth Atlantic Ocean
\n", + "
" + ], + "text/plain": [ + " gazetteer geometry id \\\n", + "0 4283 POLYGON ((-6.496945454545455 58.08749090909091... 18 \n", + "1 4279 POLYGON ((12.4308 37.80325454545454, 12.414988... 28A \n", + "2 4280 POLYGON ((23.60853636363636 35.60874545454546,... 28B \n", + "3 3369 POLYGON ((26.21790909090909 40.05290909090909,... 29 \n", + "4 3319 POLYGON ((29.04846363636364 41.25555454545454,... 30 \n", + "\n", + " is_generic name oceans \n", + "0 False Inner Seas off the West Coast of Scotland North Atlantic Ocean \n", + "1 False Mediterranean Sea - Western Basin North Atlantic Ocean \n", + "2 False Mediterranean Sea - Eastern Basin North Atlantic Ocean \n", + "3 False Sea of Marmara North Atlantic Ocean \n", + "4 False Black Sea North Atlantic Ocean " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "seas.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### More advanced plotting and data filtering" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Color the layer based on one column that aggregates individual polygons; using a categorical map, as before, but explicitly selecting the column (`column='oceans'`) and categorical mapping (`categorical=True`); dispplaying an auto-generated legend; while displaying all polygon boundaries. \"oceans\" (ocean basins, actually) contain one or more 'seas'." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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5ePgwgX5+GE0m4kJCiAsMItbXh26BQfSLiqJXWFiHpN9uOUEy87EF7YYiczqd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t99pFeLvoXCEIaCN0Y11DTQUNOQ/65b3Z0JfSdx6dYF0tLTUFTI2i7v7PA+8h27T5whPj6e3Xt2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\nRK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "seas.plot(column='oceans', categorical=True, legend=True, figsize=(14,6));" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "**_NOTE/COOL:_** \n", + "See http://darribas.org/gds15/content/labs/lab_04.html for great examples of lots of other cool GeoPandas map plotting tips." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Combine what we've learned. A map overlay, using `world` as a background layer, and filtering `seas` based on an attribute value (from `oceans` column) and an auto-derived GeoPandas geometry attribute (`area`). **`world` is in gray scale, while the filtered `seas` is in color.**" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": true, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "seas_na_arealt1000 = seas[(seas['oceans'] == 'North Atlantic Ocean') \n", + " & (seas.geometry.area < 1000)]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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baGpqMnz4cNq3b4+WlhZWVlb079//hRe+j4JSqSQxMfGuU1ToJcJCLxOfKMat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\nd27f4s5ND+7e9SJFlELz2hVpXtOIZrUrUL+qISrC7Nf9Cno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oV7uKS4hhwgI7RGkpaGpq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\nYMq5c+dQVFQs1W3uSpWKv0NY2owdO5bffvuNvn37snnzZho2bJjrvebm5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4tQKOTy5cu0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\nhPkf0LobIqPYb4gAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "seas_na_arealt1000.plot(ax=world.plot(alpha=0.1), cmap='Paired')\n", + "\n", + "# Use the bounds geometry attribute to set a nice\n", + "# geographical extent for the plot, based on the filtered GDF\n", + "bounds = seas_na_arealt1000.geometry.bounds\n", + "\n", + "plt.xlim([bounds.minx.min()-5, bounds.maxx.max()+5])\n", + "plt.ylim([bounds.miny.min()-5, bounds.maxy.max()+5]);" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### Save the filtered seas GeoDataFrame to a shape file\n", + "The `to_file` method uses the [fiona](http://toblerity.org/fiona/README.html) package to write to a GIS file. The default `driver` for output file format is 'ESRI Shapefile', but many others are available because `fiona` leverages [GDAL/OGR](http://www.gdal.org)." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "seas_na_arealt1000.to_file(os.path.join(data_pth, \"seas_na_arealt1000.shp\"))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "### Read from OGC WFS GeoJSON response into a GeoDataFrame\n", + "Use an [Open Geospatial Consortium](http://www.opengeospatial.org) (OGC) [Web Feature Service](https://en.wikipedia.org/wiki/Web_Feature_Service) (WFS) request to obtain geospatial data from a remote source. OGC WFS is an open geospatial standard." + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "We won't go into all details here about what's going on. Suffice it to say that we issue an OGC WFS request for all features from the layer named \"oa:goainv\" found in a [GeoServer](http://geoserver.org) instance from [NANOOS](http://nanoos.org), requesting the response in `GeoJSON` format. Then we \"load\" it into a `geojson` feature object (basically a dictionary) using the `geojson` package.\n", + "\n", + "The \"oa:goainv\" layer is a global dataset of monitoring sites and cruises where data relevant to ocean acidification is collected. It's a work in progress from the [Global Ocean Acidification Observation Network (GOA-ON)](http://www.goa-on.org); for additional information see the [GOA-ON Data Portal](http://portal.goa-on.org)." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "import requests\n", + "import geojson\n", + "\n", + "wfs_url = \"http://data.nanoos.org/geoserver/ows\"\n", + "params = dict(service='WFS', version='1.0.0', request='GetFeature',\n", + " typeName='oa:goaoninv', outputFormat='json')\n", + "\n", + "r = requests.get(wfs_url, params=params)\n", + "wfs_geo = geojson.loads(r.content)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Let's examine the general characteristics of this GeoJSON object. We'll take advantage of the `__geo_interface__` interface we discussed earlier." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "['crs', 'totalFeatures', u'type', 'features']\n", + "527\n" + ] + } + ], + "source": [ + "print(type(wfs_geo))\n", + "print(wfs_geo.keys())\n", + "print(len(wfs_geo.__geo_interface__['features']))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Now we use the `from_features` constructor method to create a GeoDataFrame, passing to it the `features` from the `__geo_interface__` method." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [], + "source": [ + "wfs_gdf = GeoDataFrame.from_features(wfs_geo.__geo_interface__['features'])" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Display the values for the last feature, as an example." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Oceans South Pacific Ocean\n", + "Source_Doc_kml None\n", + "additional_organizations Woods Hole Oceanographic Institution\n", + "agency National Science Foundation (NSF)\n", + "city \n", + "comments The Southern Ocean Apex Surface Mooring is co-...\n", + "comments_about_overlaps \n", + "contact_email help@oceanobservatories.org\n", + "contact_name \n", + "country US\n", + "cruise_id NaN\n", + "data_url https://rawdata.oceanobservatories.org/files/G...\n", + "department \n", + "deploy_date \n", + "depth_range \n", + "duration \n", + "frequency sub-hourly\n", + "geometry POINT (-89.2069 -54.4041)\n", + "id 572\n", + "latitude -54.4041\n", + "line_xy None\n", + "location \n", + "longitude -89.2069\n", + "method \n", + "method_documentation \n", + "organization Ocean Observatories Initiative\n", + "organization_abbreviation OOI\n", + "overlaps_with \n", + "parameters temperature; salinity; pH; CO2_air; CO2_sw\n", + "parameters_planned \n", + "platform_name GS01SUMO: Global Southern Ocean Apex Surface M...\n", + "platform_name_kml None\n", + "platform_type M\n", + "point_xy None\n", + "project \n", + "sensors \n", + "source_doc OOI\n", + "track_pt_lat None\n", + "track_pt_lon None\n", + "type Apex Surface Mooring\n", + "url http://oceanobservatories.org/site/gs01sumo/; ...\n", + "Name: 526, dtype: object" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wfs_gdf.iloc[-1]" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "deletable": true, + "editable": true + }, + "source": [ + "Finally, a simple map overlay plot." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "collapsed": false, + "deletable": true, + "editable": true + }, + "outputs": [ + { + "data": { + "image/png": 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7tbu7O+vXr+eLL74gJSWFo0eP0qhRIyQSCQsWLMDNzY01a9Zw+vRp3N3dSUxM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2M//oijuztSkpwfx49jmnycc+fOsWTJEtzc3OjcuXOWx0yvK286ZUqBpq8THB2hhE07F4TS7TUK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\nzGQsg4ODCQoK4tq1a8w7eZJYb29kc+Zk6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