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Final project report for the `splot` package GSoC'18
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# splot - spatial plotting and mapping"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**A package providing lightweight plotting and mapping to facilitate spatial analysis with PySAL.** \n",
"\n",
"By [Stefanie Lumnitz](https://github.com/slumnitz), [Levi John Wolf](https://github.com/ljwolf), [Dani Arribal-Bel](https://github.com/darribas), [Sergio Rey](https://github.com/sjsrey), [Taylor Oshan](https://github.com/TaylorOshan) and [Joris Van den Bossche](https://github.com/jorisvandenbossche).\n",
"\n",
"The primary goal of this ['Google Summer of Code 2018' project](https://github.com/pysal/pysal/wiki/GSoC-2018---Geovisualization-Module-by-Stefanie-Lumnitz) was to design and implement the visualisation package `splot`. [`splot`](https://github.com/pysal/splot) connects spatial analysis done in the [Python Spatial Analysis Library](https://github.com/pysal), `PySAL`, to popular visualisation toolkits like [`matplotlib`](https://matplotlib.org). It provides users quick access to visualise PySAL objects, offering different views on spatial analysis workflows. The `splot` package facilitates the creation of both static plots ready for publication and interactive visualisations for quick iteration and spatial data exploration. The project has successfully achieved its primary goal and `splot` was first released in [PySAL 2.0rc2](https://github.com/pysal/pysal/releases) on [July 19 2018](https://pypi.org/project/PySAL/2.0rc2/#files)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"While developing `splot`, the potential integration of different popular visualisation packages like [`bokeh`](https://bokeh.pydata.org/en/latest/) was explored. Based on the results API decisions were made, a cooperation with [`geopandas`](http://geopandas.org) was leveraged and the outline of the project changed slightly. The project now allows `splot` to potentially grow with interactive toolkits like `bokeh` in future, but focuses the current workflow on the creation of views with a `matplotlib` and `geopandas` backend. Additionally, developing new tools helped to assess PySAL's current code base and provided the opportunity to add or tweak functionality alongside `splot`'s visualizations to create an even more user-friendly library.\n",
"\n",
"This notebook provides a summary of API decisions made, functionality developed and next steps planned towards a thriving `PySAL` and `splot` community in the context of the GSoC project."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Contents"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. API Decisions\n",
"2. New `splot` functionality for:\n",
" * esda\n",
" * giddy\n",
" * libpysal\n",
" * mapping\n",
"3. Code beyond splot\n",
"4. Remaining Work & Next Steps\n",
"5. Community Outreach"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### GitHub and project links"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* [GSoC GitHub project](https://github.com/pysal/splot/projects/1)\n",
"* [merged pull requests](https://github.com/pysal/splot/pulls?q=is%3Apr+author%3Aslumnitz+is%3Aclosed)\n",
"* [unmerged pull requests](https://github.com/pysal/splot/pulls/slumnitz)\n",
"* [Gitter channel](https://gitter.im/pysal-gsoc18/Lobby)\n",
"* [Project Blog](https://blogs.python-gsoc.org/stefanie-lumnitz/author/stefanie-lumnitz/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## API Decisions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Challenges and project plan changes**\n",
"\n",
"During the first phase of GSoC we created different visualisations in both a static version using `matplotlib` and an interactive version based on `bokeh`. We hereby focused on `esda.moran` objects as our first example. The original GSoC project plan proposed to design a common API for easy access to both static, and interactive versions. This would ensure that users are able to switch between `bokeh` and `matplotlib` backends without the need to change their code. However, after creating the `splot.esda.plot_moran` composite view, it was clear that we would have to cut back on the advantages each backend offers in order to provide a function signature being identical for both versions. A common API, would for example restrict full figure design accessibility for views in `matplotlib` on one hand, and limit interactive tools, like the `hover` tool, including the information displayed during the interactivity in the `bokeh` backend. Hence, we decided early on in GSoC to focus on `matplotlib` as the main backend.\n",
"\n",
"Since the existing user base of `PySAL` consists of a large proportion of scientific researchers, it was important to us to offer a maximum of control over the design of all visualisations. Customization is important in creating visualisations that could also be used in scientific publications. Other reasons why we chose `matplotlib` over a `bokeh` backend include:\n",
"* `matplotlib` is already based on a much larger user and developer community. More example visualisations and good documentation already exist on diverse platforms. Furthermore, the majority of the `PySAl` userbase is more familiar `matplotlib` due to its popularity.\n",
"* Novel extensions like `IPyWidgets` or `matplotlib`'s `notebook magic` already allow a certain degree of interactivity. Additionally, quick iteration over different or slightly changed views offers another way of interactively exploring data. \n",
"* Lastly, because of `matplotlib`'s maturity it is easier and quicker to develop new views and build on top of other packages leveraging `matlotlib` including `geopandas` or `seaborn`.\n",
"\n",
"Therefore, the decision to focus on a backend using `matplotlib` and `geopandas` provided the advantage to build a user-friendly, flexible API and package structure."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**splot's structure and API**\n",
"\n",
"Building on top of our experiences, `splot`'s functionality can now be accessed in two main ways: First, basic `splot` visualisations are exposed as `.plot` methods on PySAL objects. Scond, all visualisations can be found and called using a `splot.'PySAL_sub-package'` namespace, depending on the previously analysed object that needs to be visualised (e.g.`splot.giddy`). \n",
"\n",
"`.plot` methods are hereby calling `splot` under the hood. Exposing simple plots in other `PySAL` submodules ensures that the user has the quickest possible access to visualisations connected to the `PySAL` object that was created. This is especially useful for an instantaneous sanity check if the spatial analysis done in PySAL is correct, or if there are any errors present in the data used. A conventional workflow could look like this:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# These general imports will be used throughout the notebook\n",
"import matplotlib.pyplot as plt\n",
"from libpysal.weights.Contiguity import Queen\n",
"from libpysal import examples\n",
"import geopandas as gpd\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from giddy.directional import Rose\n",
" \n",
"# Retrieve files and prepare data\n",
"shp_link = examples.get_path('us48.shp')\n",
"df = gpd.read_file(shp_link)\n",
"income_table = pd.read_csv(examples.get_path(\"usjoin.csv\"))\n",
"\n",
"# Calculate relative values and merge\n",
"for year in range(1969, 2010):\n",
" income_table[str(year) + '_rel'] = (\n",
" income_table[str(year)] / income_table[str(year)].mean())\n",
"gdf = df.merge(income_table,left_on='STATE_NAME',right_on='Name')\n",
" \n",
"# Calculate spatial weights and data for two points in time\n",
"w = Queen.from_dataframe(gdf)\n",
"w.transform = 'r'\n",
"y1 = gdf['1969_rel'].values\n",
"y2 = gdf['2000_rel'].values\n",
"\n",
"# Calculate rose Object\n",
"Y = np.array([y1, y2]).T\n",
"rose = Rose(Y, w, k=5)\n",
"\n",
"# Plot\n",
"fig, ax = rose.plot()\n",
"ax.set_title('Dynamic LISA rose (1969-2000)\\n')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Furthermore, all visualisations connected to analysis done in a specific PySAL sub-package can be called using the `splot.'PySAL_sub-package'` namespace. This is especially helpful in complex spatial analysis workflows when multiple PySAL objects, submodules and visualizations need to be integrated. Or if the user needs full access and control over the different visualisations. A simple example how to access visualisations through this option is given here:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from esda.moran import Moran_Local\n",
"from splot.esda import moran_scatterplot\n",
"\n",
"# Data preparation and spatial analysis\n",
"link_to_data = examples.get_path('Guerry.shp')\n",
"gdf = gpd.read_file(link_to_data)\n",
"y = gdf['Donatns'].values\n",
"w = Queen.from_dataframe(gdf)\n",
"w.transform = 'r'\n",
"moran_loc = Moran_Local(y, w)\n",
"\n",
"# Plot\n",
"fig = plt.figure(figsize=(4,4))\n",
"ax = fig.add_subplot(111)\n",
"moran_scatterplot(moran_loc, p=0.05, ax=ax)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lastly, `splot.utils` and `splot.mapping` provide additional utility and mapping functionality that can greatly enhance geospatial analysis and information, but are not directly tied to one specific `PySAL` sub-package. The `.utils` and `.mapping` namespaces therefore universally enhance workflows specific to all other `PySAL` sub-packages and are accessed separately. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**References and additional information**\n",
"* [API Discussion](https://github.com/pysal/splot/issues/9)\n",
"* [Future Exploration of potential interfaces for alternative packages](https://github.com/pysal/splot/issues/22)\n",
"* [Idea Collection: Cooperation between `geopandas` and `splot`](https://github.com/pysal/splot/issues/21)\n",
"* [GSoC Blogpost](https://blogs.python-gsoc.org/stefanie-lumnitz/2018/06/11/designing-the-splot-api/)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## New splot functionality"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We followed three main guidelines developing `splot`'s functionality:\n",
"1. To provide users with simple visualisations and multi-views that allow for a more in depth analysis, where possible. Based on our own experience in spatial analysis we are aiming to shine light on different angles of the analysed problem utilizing simple multi-plots.\n",
"2. To choose sensible design settings and analysis defaults to enhance the ease and speed of use.\n",
"3. To allow customization of all visualisations using keyword dictionaries. To allow scientific users to leverage `splot` for scientific presentations.\n",
"\n",
"Additionally we aimed to implement all functionality with a consistent API, especially within the `splot.'sub-package'` namespaces and as much as possible also between different `splot` submodules. All visualisation functionality takes a `matplotlib` Axes instance as an input argument which defaults to `ax=None`. `ax=` is needed since users may already have a Figure instance with one or more `matplotlib` Axes instances defined (often in a custom layout), and want to use an `splot` function to draw a plot inside one of those already defined Axes. Furthermore, all `splot` functionality commonly returns a `matplotlib` Figure instance and Axes instance. A `fig` instance may be needed for high level operations like display, close or save a figure (e.g. `fig.savefig('moran_scatterplot.png')`). Respectively, an `ax` instance may be needed to modify the plot itself, e.g. customize a title, or plot a scatter plot on top.\n",
"\n",
"Building and designing `splot` as a package furthermore required that all user exposed functionality has documentation and is unit tested. We also added a notebook for each of the `splot.'sub-package'` namespaces, showcasing functionality and documenting `splot`'s use in detail. Lastly, packaging required to keep `requirements.txt` and `.travis.yml` up to date to all changes and decide on soft and hard dependencies. All required dependencies and an introduction on how to use and develop `splot` is given in `splot`'s new `README.md`.\n",
"\n",
"The following sections will provide an overview on functionality that was created and advantages and reasons of the chosen API design. We will highlight a couple of views we regard as most popular in future. The full idea collection and discussion on what functionality to support in `splot` can be found [here](https://github.com/pysal/splot/issues/10)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**General References and Pull Requests**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* [splot Documentation](http://pysal.org/docs.html)\n",
"* [merged PR: start documentation using Sphinx](https://github.com/pysal/splot/pull/12)\n",
"* [merged PR: debug `setup.py`](https://github.com/pysal/splot/pull/16)\n",
"* [merged PR: debug documentation](https://github.com/pysal/splot/pull/25)\n",
"* [merged PR: add README.py](https://github.com/pysal/splot/pull/29)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### splot.esda"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Enhancing Exploratory Spatial Data Analysis (esda) with `splot` views**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[`esda`]() is one of the most widely used sub-packages of PySAL and provides tools for exploratory spatial data analysis that consider the role of space in a distribution of attribute values. Due to it's importance in the library, it was the first of the `PySAL` sub-packages we designed and developed functionality for.\n",
"\n",
"`splot` primarily supports Moran analytics done with `esda.moran` and offers a range of single visualisations and combined views for more complex analysis. Currently we have worked towards `splot` supporting the following objects:\n",
"* **`esda.moran.Moran`** with `moran_scatterplot()`, `plot_moran_simulation` and `plot_moran`\n",
"* **`esda.moran.Moran_BV`** with `moran_scatterplot()`, `plot_moran_bv_simulation` and `plot_moran_bv`\n",
"* **`esda.moran.Moran_Local`** with `moran_scatterplot()`, `lisa_cluster()` and `plot_local_autocorrelation()`\n",
"* **`esda.moran.Moran_Local_BV`** with `moran_scatterplot()`, `lisa_cluster()` and `plot_local_autocorrelation()`\n",
"* **`esda.moran.Moran_matrix`** with `moran_facet()`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**The same view for multiple objects: moran_scatterplot()**\n",
"\n",
"A simple `moran_scatterplot()` call will create a classic Moran Scatterplot for any of the four Moran analytics objects (Moran, Moran_BV, Moran_Local, Moran_Local_BV):"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from esda.moran import Moran, Moran_BV, Moran_Local, Moran_Local_BV\n",
"from splot.esda import moran_scatterplot\n",
"\n",
"# We use the same data as in the previous examples\n",
"x = gdf['Suicids'].values\n",
"\n",
"# Generate Moran objects\n",
"moran = Moran(y,w)\n",
"moran_bv = Moran_BV(y, x, w)\n",
"moran_loc = Moran_Local(y, w)\n",
"moran_loc_bv = Moran_Local_BV(y, x, w)\n",
"\n",
"\n",
"# Plot\n",
"fig, axs = plt.subplots(2, 2, figsize=(10,10),\n",
" subplot_kw={'aspect': 'equal'})\n",
"\n",
"moran_scatterplot(moran, ax=axs[0,0])\n",
"moran_scatterplot(moran_loc, p=0.05, ax=axs[1,0])\n",
"moran_scatterplot(moran_bv, ax=axs[0,1])\n",
"moran_scatterplot(moran_loc_bv, p=0.05, ax=axs[1,1])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We hereby integrated four different hidden visualisation functions into one. This helps keep the `splot` API small and again enhances ease of use. In addition, users have the choice to display their original or standardised data, to color points by significance in case `Moran_Local` or `Moran_local_BV` are input objects and of course customize the plot using `scatter_kwds` and `fitline_kwds`.\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Combining classic views with new analysis: plot_moran_simulation()**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`plot_moran_simulation()` and `plot_moran_bv_simulation()` offer users a view to compare the calculated Moran value to a Reference distribution and check wether the calculated Moran or bivariate Moran statistics are significant. The `splot` functionality hereby simulates a normal distribution using a `seaborn.kdeplot` under the hood:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from esda.moran import Moran\n",
"from splot.esda import plot_moran_simulation\n",
"\n",
"# used with the same data introduced in the first chapter\n",
"moran = Moran(y,w)\n",
"\n",
"# plot\n",
"fig = plt.figure(figsize=(4,4))\n",
"ax = fig.add_subplot(111)\n",
"plot_moran_simulation(moran, ax=ax)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Emphasizing simple multi-views: plot_moran() & plot_local_autocorrelation()**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our personal experience conducting research taught us it is often easier or even necessary to asses and intepret spatial statistical results comparing different views and shining light from different angles. Therefore we started to create simple multi-views right from the beginning on in GSoC.\n",
"\n",
"`plot_moran` for example provides a combined view of `plot_moran_scatterplot()` or `plot_moran_bv_simulation()` and `moran_scatterplot()`. The simple name `plot_moran()` was chosen to direct the user to call this function first since a combined view enhances the understanding of the calculated Moran Statistics significantly. The idea is to only utilize individual views of `plot_moran_scatterplot()` or `moran_scatterplot()` for specific purposes, e.g. to include a simple visualisation in another customized visualisation using the `ax=` argument.\n",
"\n",
"Another simple multi-view plot is `plot_local_autocorrelation()`. This `splot` view combines a Moran Scatterplot, LISA cluster map and Choropleth map. This allows the user to not only distinguish between hot and cold spots, indicated through the Moran scatterplot, but also directly locate these areas of interest on a map:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from esda.moran import Moran_Local\n",
"from splot.esda import plot_local_autocorrelation\n",
"\n",
"plot_local_autocorrelation(moran_loc, gdf, 'Donatns')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This view provides again, the opportunity to spot errors in the database, the underlying statistical calculation and already provides a way to interpret results in a spatial context. Additionally it offers masking options and opportunities to assess how values in different quadrants of the Moran scatterplot are distributed over space:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x288 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_local_autocorrelation(moran_loc, gdf, 'Donatns', quadrant=3)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you are interested in Local Spatial Autocorrelation or other spatial analysis workflows and their underlying theories, `splot` provides [comprehensive notebooks](https://github.com/slumnitz/splot/tree/gsoc/notebooks) for teaching or as extended documentation to all visualizations."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**References and Pull Requests**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* [blog_post: Visualising Spatial Autocorrelation](https://blogs.python-gsoc.org/stefanie-lumnitz/2018/05/26/gsoc-milestone-1-visualising-spatial-autocorrelation/)\n",
"* [blog post: `moran_facet`](https://blogs.python-gsoc.org/stefanie-lumnitz/2018/07/23/from-scipy2018-import-pysal2-0rc2/)\n",
"* [merged PR: add significance option to `moran_scatterplot`](https://github.com/pysal/splot/pull/7)\n",
"* [merged PR: Local Autocorrelation](https://github.com/pysal/splot/pull/8)\n",
"* [merged PR: creating `splot.esda`](https://github.com/pysal/splot/pull/13)\n",
"* [merged PR: add `moran_scatterplot`, `plot_moran_simulation` and `plot_moran`](https://github.com/pysal/splot/pull/17)\n",
"* [merged PR: create `Moran_BV` functionality](https://github.com/pysal/splot/pull/18)\n",
"* [merged PR: create `Moran_Local_BV` functionality](https://github.com/pysal/splot/pull/20)\n",
"* [submitted PR: add `moran_facet`](https://github.com/pysal/splot/pull/27)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### splot.giddy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Visualising space–time analytics that consider the role of space in the evolution of distributions over time**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In addition to `esda`, `giddy` offers the opportunity for spatial statistical analysis examining processes over time. Already in `esda` introduced Local indicators of spatial association (LISA) can be analysed in a dynamic context, offering insights into space-time hot-spots (and cold-spots). Being able to build on top of `splot.esda` functionality, designing and creating `splot.giddy` was the natural next choice.\n",
"\n",
"`splot` functionality currently supports:\n",
"* **`giddy.directional.Rose`** with\n",
" * `dynamic_lisa_heatmap()`\n",
" * `dynamic_lisa_rose()`\n",
" * `dynamic_lisa_vectors()`\n",
" * `dynamic_lisa_composite()` and\n",
" * `dynamic_lisa_composite_explore()`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Interactive matplotlib leveraging `IPyWidgets`: dynamic_lisa_composite_explore()**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Developing `splot.giddy`'s functionality, we introduced a new idea to the package to create user-friendly interactive views leveraging `IPyWidgets`. Since `giddy` provides tools to examine spatial phenomena over time, we decided to implement `dynamic_lisa_composite_explore()`. This function allows `giddy` and `splot` users to dynamically explore changes in the spatial distribution of hot and cold-spots over time. An `IPyWidgets` drop down menu based on `ipywidgets.interact` provides an easy option to change the input variable (e.g. the year of interest) and automatically updates the plot. This functionality is currently dependent on the use of a Jupyter notebook, but gives a blue print on how future interactive packages could be integrated into `splot`, including `_explore` in the function name. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**References and Pull Requests**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* [Blog post including giddy visualizations](https://blogs.python-gsoc.org/stefanie-lumnitz/2018/06/11/designing-the-splot-api/)\n",
"* [merged PR: giddy dynamic LISA functionality](https://github.com/pysal/splot/pull/11)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### splot.libpysal"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Visualisations for all core components of Python Spatial Analysis Library in `libpysal`**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As demonstrated by previous examples `libpysal` and especially the `weights` functionality is frequently used for many different spatial analysis workflows done with all `PySAL` submodules. Due to new functionality `libpysal.weights.util.nonplanar_neighbors` added by Levi during the refactoring of PySAL, we decided to support `weight` objects next.\n",
"\n",
"(`nonplanar_neighbors` offers a tool to calculate spatial weights in case a digitization error lead to neighbouring polygons incorrectly not sharing edges and nodes.)\n",
"\n",
"`libpysal` functionality supported by splot includes:\n",
"* `libpysal.weights` with `plot_spatial_weights()`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Changing views with additional analysis: plot_spatial_weights()**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This functionality simply takes a `weights` object and a `geopandas` GeoDataFrame as an input argument and maps the spatial weights network on top of the underlying polygons. In case `nonplanar_neighbors` were calculated beforehand or after, the functionality automatically detects the new attribute of the `weights` object `weights.non_planar_joins` and plots all new joins in a different default color. Of course like in other cases, dictionaries can be used to implement personal design choices as needed:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/steffie/code/libpysal/libpysal/weights/weights.py:189: UserWarning: There are 30 disconnected observations\n",
" warnings.warn(\"There are %d disconnected observations\" % ni)\n",
"/Users/steffie/code/libpysal/libpysal/weights/weights.py:190: UserWarning: Island ids: 0, 1, 5, 24, 28, 81, 95, 102, 108, 110, 120, 123, 140, 170, 176, 224, 240, 248, 254, 255, 256, 257, 262, 277, 292, 295, 304, 322, 358, 375\n",
" warnings.warn(\"Island ids: %s\" % ', '.join(str(island) for island in self.islands))\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1008x504 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from splot.libpysal import plot_spatial_weights\n",
"from libpysal.weights.util import nonplanar_neighbors\n",
"\n",
"# Data preparation and statistical analysis\n",
"gdf = gpd.read_file(examples.get_path('43MUE250GC_SIR.shp'))\n",
"weights = Queen.from_dataframe(gdf)\n",
"wnp = nonplanar_neighbors(weights, gdf)\n",
"\n",
"# Plot\n",
"fig, axs = plt.subplots(1,2, figsize=(14,7))\n",
"plot_spatial_weights(weights, gdf, ax=axs[0])\n",
"plot_spatial_weights(wnp, gdf, ax=axs[1])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**related links and PR's**\n",
"* [Blog Post: Introducing `splot.libpysal`](https://blogs.python-gsoc.org/stefanie-lumnitz/2018/07/09/milestone-2-sprinting-towards-ansplot-release/)\n",
"* [merged PR: creating `plot_spatial_weights()`](https://github.com/pysal/splot/pull/14)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### splot.mapping"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Universal Choropleth visualizations and mapping utilities**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In addition to object and `PySAL` sub-package specific analytical visualizations `splot` offers a range of `.mapping` and visualization utility functionality. This functionality can be extended in future to be `splot`'s designated core functionality, offering classic visual diagnostic tools for spatial analysis. Map and cartographic visualisations, for example, provide great potential to examine spatial processes, dynamics and relationships with only minor additional underlying data processing. Furthermore, this mapping fucntionality is not only advantageous to use on its own but a great addition to several `PySAL` sub-packages like `mapclassify`.\n",
"\n",
"`splot` functionality currently offers:\n",
"* **Value-by-Alpha map functionality** including:\n",
" * `value_by_alpha_cmap()`\n",
" * `vba_choropleth()`\n",
" * `vba_legend()`\n",
"* **`mapclassify` value binning** with `mapclassify_bin()`\n",
"* **Colormap utilities** including:\n",
" * `shift_colormap()`\n",
" * `truncate_colormap()`"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Visual analytics using: vba_choropleth()**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In a nutshell, a Value-by-Alpha Choropleth is a bivariate choropleth that uses the values of the second input variable `y` as a transparency mask, determining how much of the choropleth displaying the values of a first variable `x` is shown. In comparison to a cartogram, Value-By-Alpha choropleths will not distort shapes and sizes but modify the alpha channel (transparency) of polygons according to the second input variable `y`. A Value-by-Alpha Choropleth is therefore another powerful tool to examine relationships of two variable in space:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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