From 16d7d97108cb6cd5341cbb255d1bf2a5fb8af975 Mon Sep 17 00:00:00 2001 From: mdp0023 Date: Mon, 29 Apr 2024 15:32:10 -0500 Subject: [PATCH] Update examples and documentation --- .github/workflows/compatability_testing.yml | 6 +- .../Harris_County_2018_bg_config.xlsx | Bin 10173 -> 10176 bytes .../SVIs/Harris_County_2018_bg_config_svi.csv | 4284 ++++++++--------- .../Harris_County_2018_bg_config_svi.gpkg | Bin 1638400 -> 1642496 bytes .../Travis_County_2013_bg_SVI.xlsx | Bin 10452 -> 10452 bytes .../Travis_County_2014_bg_SVI.xlsx | Bin 10534 -> 10550 bytes .../Travis_County_2015_bg_SVI.xlsx | Bin 10674 -> 10691 bytes .../Travis_County_2016_bg_SVI.xlsx | Bin 10360 -> 10370 bytes .../Travis_County_2017_bg_SVI.xlsx | Bin 10388 -> 10379 bytes .../Travis_County_2018_bg_SVI.xlsx | Bin 10368 -> 10387 bytes .../Travis_County_2019_bg_SVI.xlsx | Bin 10366 -> 10390 bytes .../Travis_County_2020_bg_SVI.xlsx | Bin 10584 -> 10584 bytes .../Travis_County_2021_bg_SVI.xlsx | Bin 10346 -> 10340 bytes 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create mode 100644 doc/Examples/SVInsight_example_SETx.ipynb create mode 100644 doc/_build/doctrees/Examples/SVInsight_example_SETx.doctree create mode 100644 doc/_build/doctrees/nbsphinx/Examples/SVInsight_example_SETx.ipynb create mode 100644 doc/_build/doctrees/nbsphinx/Examples_SVInsight_example_SETx_6_0.png create mode 100644 doc/_build/html/Examples/SVInsight_example_SETx.html create mode 100644 doc/_build/html/Examples/SVInsight_example_SETx.ipynb create mode 100644 doc/_build/html/_images/Examples_SVInsight_example_SETx_6_0.png delete mode 100644 doc/_build/html/_images/final_fac_.pdf create mode 100644 doc/_build/html/_images/final_fac_.png delete mode 100644 doc/_build/html/_images/loading_fac_.pdf create mode 100644 doc/_build/html/_images/loading_fac_.png delete mode 100644 doc/_build/html/_images/sig_comp_.pdf create mode 100644 doc/_build/html/_images/sig_comp_.png create mode 100644 doc/_build/html/_sources/Examples/SVInsight_example_SETx.ipynb.txt create mode 100644 doc/_build/html/_static/nbsphinx-broken-thumbnail.svg create mode 100644 doc/_build/html/_static/nbsphinx-code-cells.css create mode 100644 doc/_build/html/_static/nbsphinx-gallery.css create mode 100644 doc/_build/html/_static/nbsphinx-no-thumbnail.svg create mode 100644 examples/SVInsight_example_SETx.ipynb diff --git a/.github/workflows/compatability_testing.yml b/.github/workflows/compatability_testing.yml index cc89456..985d1ec 100644 --- a/.github/workflows/compatability_testing.yml +++ b/.github/workflows/compatability_testing.yml @@ -1,6 +1,6 @@ name: compatability_testing -on: [push, pull_request] +on: [workflow_dispatch] jobs: build: @@ -8,8 +8,8 @@ jobs: runs-on: ${{ matrix.os }} strategy: matrix: - os: [ubuntu-latest, macos-latest, windows-latest] - #os: [ubuntu-latest] + #os: [ubuntu-latest, macos-latest, windows-latest] + os: [ubuntu-latest] python-version: ['3.9', '3.10', '3.11', '3.12'] dependencies: ["latest"] diff --git 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HcmV?d00001 diff --git a/doc/Background/understanding.rst b/doc/Background/understanding.rst index 78599e5..b297294 100644 --- a/doc/Background/understanding.rst +++ b/doc/Background/understanding.rst @@ -13,7 +13,7 @@ Significant Components ---------------------- This sheet shows what components are significantly contributing to each factor from the final factor analysis. The number of iterations can be determined based on the name of each factor. For example, in this run *'F2'* means that this went through three rounds of factor analysis (zero-based numbering rules). As can be seen, there are 5 factors in the final index. Information on which variables contribute to which factor is useful in determining "themes" for the factors (e.g., wealth theme, social characteristics theme, etc.). In this example, one could identify the first factor as Social Status, and the second factor as Economic Status. These are for description only and will be unique based on the study area and year being analyzed. They may or may not be easily definable into distinct themes, but do show what variables are correlated within a study area. -.. figure:: ../Background/sig_comp_.pdf +.. figure:: ../Background/sig_comp_.png :alt: Table of significant components for 2017 Travis County, Texas Block Group SVI estimate *Table 1: Significant components for 2017 Travis County, Texas Block Group SVI estimate* @@ -24,7 +24,7 @@ Loading Factors --------------- Based on the variables within the final index, each has a loading factor associated with it for each factor. This information is critical in determining the weights for each variable for each factor when calculating the final index. For every boundary in the study area and for every factor, the variable is multiplied by the loading factor and summed within each factor. This is how the factor scores are determined. -.. figure:: ../Background/loading_fac_.pdf +.. figure:: ../Background/loading_fac_.png :alt: Table of loading factors for 2017 Travis County, Texas Block Group SVI estimate *Table 2: Loading factors for 2017 Travis County, Texas Block Group SVI estimate* @@ -46,7 +46,7 @@ Final Variances --------------- An abbreviated version of All Refactor Variances, showing only the final table for the final iteration. -.. figure:: ../Background/final_fac_.pdf +.. figure:: ../Background/final_fac_.png :alt: Table of Final factor analysis variance statistics for 2017 Travis County, Texas Block Group SVI estimate *Table 4: Final factor analysis variance statistics for 2017 Travis County, Texas Block Group SVI estimate* diff --git a/doc/Examples/SVInsight_example_SETx.ipynb b/doc/Examples/SVInsight_example_SETx.ipynb new file mode 100644 index 0000000..46b0d6c --- /dev/null +++ b/doc/Examples/SVInsight_example_SETx.ipynb @@ -0,0 +1,134 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9c3de87c", + "metadata": {}, + "source": [ + "# SVInsight Example: Southeast Texas\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "22963e8c-1b5e-4965-8159-6296e69248ae", + "metadata": {}, + "outputs": [], + "source": [ + "# Example notebook to compute SVInsight\n", + "# Script to compute the Social Vulnerability Index according to the SVInsight method of Preisser et al. (2024). This example shows how to compute the index for the counties in Southeast Texas with geoids 4819, 48245, 48361, 48241, 48351.\n", + "# Created on 28 April 2024" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "79a6de98-bc3f-4535-a2b4-242154280af2", + "metadata": {}, + "outputs": [], + "source": [ + "# After installing SVInsight (and all dependencies) with pip install, we can import it into this notebook:\n", + "\n", + "from svinsight import SVInsight as svi" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "515c1f8d-b1e1-45d7-8423-6f24ba9e9d4e", + "metadata": {}, + "outputs": [], + "source": [ + "# Set the necessary variables and create the SVInsight object. In this example we are using counties in Southeast Texas:\n", + "project_name = 'SETx_SVI'\n", + "file_path = \"C:/Users/pp7545/Documents/research/SVInsight\"\n", + "api_key = 'your api key here'\n", + "geoids = ['48199', '48245', '48361', '48241', '48351']\n", + "project = svi(project_name, file_path, api_key, geoids)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7e0011fd-3474-4ddf-a578-0f71c57f08b8", + "metadata": {}, + "outputs": [], + "source": [ + "# In this example we will estimate the SVI for the Southeast Texas counties using data from 2021 at the block group level:\n", + "boundary = 'bg'\n", + "year = 2021\n", + "config_file = 'config_file'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "700333cc-8aef-48ff-b650-08aa0043072a", + "metadata": {}, + "outputs": [], + "source": [ + "# We now follow the simplest workflow:\n", + "#1. extract boundaries\n", + "#2. extract census data\n", + "#3. configure variables\n", + "#4. calculate social vulnerability index\n", + "\n", + "project.boundaries_data(boundary, year)\n", + "project.census_data(boundary, year)\n", + "project.configure_variables(config_file)\n", + "project.calculate_svi(config_file, boundary, year)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6ab8e1f9-0f21-433f-afc9-08b61055a11e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The output SVI.csv and .gpkg are stored in the following file format:\n", + "# folder location: {file_path}/{project_name}/{SVIs}/\n", + "# file name: {project_name}_{year}_{boundadry}_{config_file}_svi\n", + "\n", + "# We can load the results and plot them here:\n", + "\n", + "import matplotlib.pyplot as plt\n", + "geopackages = [2021, boundary, config_file, 'FA_SVI_Percentile']\n", + "figure = project.plot_svi(1, geopackages)\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/Examples/examples.rst b/doc/Examples/examples.rst index 94ee91e..9147e9d 100644 --- a/doc/Examples/examples.rst +++ b/doc/Examples/examples.rst @@ -1,4 +1,13 @@ Examples ======== -Examples will go here. \ No newline at end of file +Bellow you will find a Jupyter Notebook that computes an SVI for the Southeast Texas region. More example scripts can be found on the `GitHub page in the Examples folder `_. + + + +Example Notebooks +################# +.. toctree:: + :maxdepth: 2 + + SVInsight_example_SETx.ipynb \ No newline at end of file diff --git a/doc/Getting_Started/quickstart.rst b/doc/Getting_Started/quickstart.rst index c044038..96b2b09 100644 --- a/doc/Getting_Started/quickstart.rst +++ b/doc/Getting_Started/quickstart.rst @@ -10,7 +10,7 @@ First we load the SVInsight package, set the necessary variables, and create the .. doctest:: - >>> from SVInsight import SVInsight as svi + >>> from svinsight import SVInsight as svi >>> project_name = 'YOUR PROJECT NAME HERE' >>> file_path = "YOUR PARENT FOLDER HERE" >>> api_key = 'YOUR CENSUS API KEY HERE' diff --git a/doc/User_Guide/userguide.rst b/doc/User_Guide/userguide.rst index 1f37cc6..0e40048 100644 --- a/doc/User_Guide/userguide.rst +++ b/doc/User_Guide/userguide.rst @@ -29,7 +29,7 @@ The first step to the project is importing :obj:`SVInsight` and setting the proj .. doctest:: - >>> from SVInsight import SVInsight as svi + >>> from svinsight import SVInsight as svi >>> project_name = 'Travis_County' >>> file_path = "/User/Documents" >>> api_key = os.environ.get('API_KEY') diff --git a/doc/_build/doctrees/Acknowledgements/acknowledgements.doctree b/doc/_build/doctrees/Acknowledgements/acknowledgements.doctree index 7a03d2dc776c1e5c50471e78c8937f8318513ea0..e2fceb851538d53727ecd17acb9b1ba83cebac00 100644 GIT binary patch delta 23 fcmX@4dPJ3_fpzN6g)IE6UJMVvvTkPQ-^~mFWnKsk delta 21 dcmX@2dPtR}fpzNkg)IEcz5?o-Ir(=p0{~Bf25JBR diff --git a/doc/_build/doctrees/Background/background.doctree b/doc/_build/doctrees/Background/background.doctree index dce26e978f0ead70f630e4c2efb9191657bf2c1e..a533f1cb4c9c01acc7c809fc14214471ef2ebfab 100644 GIT binary patch delta 29 lcmeC(#M-}!wP6Zl6yw^h(TqC+SiKk?er4S*7RdOW9RRBR3kU!J delta 27 jcmeC*#M--wwP6Zl6yxfx(TqC+n0*D*w@U;verE>&jQczp`#tGU{Og0Ck=SzW@LL delta 22 dcmdmxyDpcdfpzNQjV#he%)SEZn^lZ@SO8vo2OIzZ 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When it is not found, a full rebuild will be done. -config: 6b2bd8b92764ff171da02403603cbf26 +config: ff7d8f827686d46c87724026e85529e0 tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/doc/_build/html/Acknowledgements/acknowledgements.html b/doc/_build/html/Acknowledgements/acknowledgements.html index d92934e..107c586 100644 --- a/doc/_build/html/Acknowledgements/acknowledgements.html +++ b/doc/_build/html/Acknowledgements/acknowledgements.html @@ -5,7 +5,7 @@ - + Acknowledgements - SVInsight documentation @@ -171,7 +171,10 @@

  • Issues, Questions, and Contributions
    • @@ -213,7 +216,7 @@
    -

    Acknowledgements#

    +

    Acknowledgements

    We would like to thank the many collaborators who have helped us developing our methodologies. This work has been incorporated into numerous projects that have been supported by the following grants:

    • Issues, Questions, and Contributions
      • @@ -213,21 +216,21 @@
      -

      Background#

      +

      Background

      -

      Motivation#

      +

      Motivation

      SVInsight was developed to provide an open-source tool for creating social vulnerability indices or SVIs based on user defined study areas and input variables. SVInsight uses two methodologies to create indices based on existing scholarly research: (1) a factor analysis method and (2) a rank method. This tool’s purpose is to provide researchers with the ability to quickly create exploratory estimates of vulnerability based on existing and known relationships between socio-demographic variables and a community’s sensitivity (a proxy for vulnerability).

      While SVInsight is capable of rapidly producing tailor made estimates of relative vulnerability of a given region for researchers and/or practitioners, it does not replace the in-depth investigation required to definitively define what makes someone more or less vulnerable. Indices created with SVInsight can be used as a starting point for understanding the complex relationship between socio-demographic variables and community characteristics including vulnerability, sensitivity, and adaptive capacity by highlighting prominent geographic disparities. It is further important to note that vulnerability estimates are relative, and calculated scores should be taken in the context of the study area being examined.

      This package was specifically written in conjunction with past and ongoing projects at the University of Texas at Austin [2] [3] [4]. More detailed information regarding funding sources can be found in the Acknowledgements section.

      -

      Methodology#

      +

      Methodology

      -

      Data Source#

      +

      Data Source

      All data comes from the American Community Survey 5-Year Estimates because they contain data at the Census block group and tract level. More information on data quality can be found on their website.

      -

      Iterative Factor Analysis#

      +

      Iterative Factor Analysis

      This methodology is heavily influenced by the original SoVI® [1] developed by Dr. Susan Cutter. By utilizing a data reduction methodology, a large subset of American Community Survey 5-Year Estimate variables can be dimensionally reduced and combined into a single index. Both principal component analyses and factor analyses are data reduction techniques that have been utilized to create vulnerability indices. A principal component analysis (PCA) reduces data by creating one or more index variables, or ‘components,’ by using a linear combination (i.e., a weighted average) from a larger set of measured variables. The purpose of a PCA is to determine the optimal number of components, the optimal choice of measured variables for each component, and the optimal weights. A factor analysis (FA) is a model of latent variables. A ‘latent variable’ cannot be directly measured with a single variable. A common example used to describe this is we cannot directly measure something like social anxiety, but we can measure whether someone has a high or low social anxiety based on a set of questions like “I am uncomfortable in large groups” or “ I get nervous talking to strangers.” We utilize a factor analysis approach because it is the data reduction methodology most often associated with creating composite indices, which is our end goal.

      The follow are the steps in the iterative factor analysis approach:

        @@ -299,12 +302,12 @@

        Iterative Factor Analysis -

        Rank Method#

        +

        Rank Method

        Another commonly employed method to estimate social vulnerability is a ranking method, which was popularized by the Center for Disease Control’s Social Vulnerability Index [5]. This method is a more simplified way to produce an index for a given area. Each variable of interest is sorted from high to low and ranked. For each location within the study area, the ranks are summed so that locations with a higher overall rank have a greater vulnerability score. In our method, the final summed ranks are also minmax scaled so that the most vulnerable block group has a composite index of 1 and the least as a composite index of 0.

      -

      Variables#

      +

      Variables

      SVInsight comes with a standard set of 27 variables which come from the original principal component analysis method, SoVI®. We omit two variables from the original list of 29 due to data availability issues for all of the years and geographic boundaries of interest (the percentage of the population living in nursing facilities, and the number of hospitals per capita). It is important to note that the CDC SVI uses a list of 16 variables that are similar to those from the SoVI® method. Determining which or how many variables to use depends completely on the study area and objectives of the researcher/practitioner and can greatly influence the estimates. Special consideration must be taken to determine the most appropriate set of variables to use.

      The variables, there definitions, and the American Community Survey 5-Year Estimate sources can be found below:

      • Issues, Questions, and Contributions
        • @@ -213,13 +216,13 @@
        -

        Papers#

        +

        Papers

        -

        This Package#

        +

        This Package

        A paper accompanying this software package will be published in the Journal of Open Source Software. Once published, it will be linked here.

        -

        Projects Using This Work#

        +

        Projects Using This Work

        You can also read the following papers that have explicitly used these methodologies:

        • Preisser, M., Passalacqua, P., Bixler, R. P., & Boyles, S. (2023). A network-based analysis of critical resource accessibility during floods. Frontiers in Water, 5, 1278205, 10.3389/frwa.2023.1278205

          • @@ -228,7 +231,7 @@

          Projects Using This Work -

          Additional Literature#

          +

          Additional Literature

          Additionally, there are a number of relevant peer-reviewed articles we recommend to users if they are interested in learning more about social vulnerability topics:

          • Issues, Questions, and Contributions
            • @@ -213,7 +216,7 @@
            -

            Understanding Iterative Factor Analysis Results#

            +

            Understanding Iterative Factor Analysis Results

            One of the outputs of the SVI workflow is an excel file containing documentation describing the characteristics of the index. This file can be found in the Documentation project folder and has the following naming convention:

            • folder location: {file_path}/{project_name}/{Documentation}/

              • @@ -221,23 +224,23 @@

              Understanding Iterative Factor Analysis Resultsbackground for more information) for Travis County, Texas in 2017 at the block group level.

              -

              Significant Components#

              +

              Significant Components

              This sheet shows what components are significantly contributing to each factor from the final factor analysis. The number of iterations can be determined based on the name of each factor. For example, in this run ‘F2’ means that this went through three rounds of factor analysis (zero-based numbering rules). As can be seen, there are 5 factors in the final index. Information on which variables contribute to which factor is useful in determining “themes” for the factors (e.g., wealth theme, social characteristics theme, etc.). In this example, one could identify the first factor as Social Status, and the second factor as Economic Status. These are for description only and will be unique based on the study area and year being analyzed. They may or may not be easily definable into distinct themes, but do show what variables are correlated within a study area.

              -Table of significant components for 2017 Travis County, Texas Block Group SVI estimate +Table of significant components for 2017 Travis County, Texas Block Group SVI estimate

              Table 1: Significant components for 2017 Travis County, Texas Block Group SVI estimate

              -

              Loading Factors#

              +

              Loading Factors

              Based on the variables within the final index, each has a loading factor associated with it for each factor. This information is critical in determining the weights for each variable for each factor when calculating the final index. For every boundary in the study area and for every factor, the variable is multiplied by the loading factor and summed within each factor. This is how the factor scores are determined.

              -Table of loading factors for 2017 Travis County, Texas Block Group SVI estimate +Table of loading factors for 2017 Travis County, Texas Block Group SVI estimate

              Table 2: Loading factors for 2017 Travis County, Texas Block Group SVI estimate

              -

              All Refactor Variances#

              +

              All Refactor Variances

              This shows the four main variance statistics associated with a factor analysis for each iteration. - SS Loadings: The sum of the squared loadings for the factor. If a factor’s SS loading is greater than 1 it is worth keeping. - Proportion Variance: The proportion of the variance that a factor accounts for. The first factor will have the highest proportion, due to our rotation earlier, and subsequent factors will have a decreasing proportion of explained variance. When calculating the final index, each factor is multiplied by its proportion of variance to weight the variables. @@ -246,19 +249,19 @@

              All Refactor VariancesFor most studies, especially exploratory analyses, it is acceptable to have a cumulative variance as low as 60%, and sometimes as low as 50% [1] [2] [3] .

              -

              Final Variances#

              +

              Final Variances

              An abbreviated version of All Refactor Variances, showing only the final table for the final iteration.

              -Table of Final factor analysis variance statistics for 2017 Travis County, Texas Block Group SVI estimate +Table of Final factor analysis variance statistics for 2017 Travis County, Texas Block Group SVI estimate

              Table 4: Final factor analysis variance statistics for 2017 Travis County, Texas Block Group SVI estimate

              -

              Included and Excluded#

              +

              Included and Excluded

              contains the lists of what variables make the final index and which variables are excluded due to not significantly contributing to a any factors. This can be useful for double checking that the index is including variables you would likely expect to find given your study area.

              -

              References#

              +

              References

            • Issues, Questions, and Contributions
              • @@ -213,14 +216,14 @@
              -

              Issues, Questions, and Contributions#

              +

              Issues, Questions, and Contributions

              We welcome contributions to the dorado package in the form of pull requests and issues made in the source repository.

              -

              Issues and Questions#

              +

              Issues and Questions

              If you are having any problems using SVInsight we suggest opening an issue.When you open an issue, please provide a clear description of what your scenario is, and what error message you are receiving. If possible, please include a minimal working example of some code that breaks, and the error output you receive. If there is some functionality you would like to see added to SVInsight you can also open an issue up to discuss that. This can be code you plan to write and contribute, or it can be something you would like to have available but are not comfortable coding yourself. Either way we are happy to help!

              -

              Pull Requests#

              +

              Pull Requests

              If you have a feature that you would like to propose be integrated into dorado, then you should open a pull request. To create a pull request, we recommend first forking the repository, and then creating a separate branch to develop your feature (for reference see the GitHub flow guide and this Git branching guide). Then you can commit and develop your feature in your branch. We ask that new features be accompanied by additional unit tests, to ensure that they operate as expected. For unit testing, we use pytest. When you are satisfied with the code you have developed, you can open a pull request to the main branch of the project repository. Please write a concise and descriptive title for the pull request, and provide a clear description of what the feature does and why you are proposing its addition to the project.

              @@ -239,14 +242,14 @@

              Pull Requests - +
              Previous
              -
              Examples
              +
              SVInsight Example: Southeast Texas
               @@ -295,8 +298,9 @@

              Pull Requests - + + \ No newline at end of file diff --git a/doc/_build/html/Examples/SVInsight_example_SETx.html b/doc/_build/html/Examples/SVInsight_example_SETx.html new file mode 100644 index 0000000..b643bc9 --- /dev/null +++ b/doc/_build/html/Examples/SVInsight_example_SETx.html @@ -0,0 +1,365 @@ + + + + + + + + + SVInsight Example: Southeast Texas - SVInsight documentation + + + + + + + + + + + + + + + + + Contents + + + + + + Menu + + + + + + + + Expand + + + + + + Light mode + + + + + + + + + + + + + + Dark mode + + + + + + + Auto light/dark mode + + + + + + + + + + + + + + + + + + + +
              +
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              + +
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              +
              SVInsight documentation
               +
              +
              +
              + +
              + +
              +
              + +
              +
              +
              + + + + + Back to top + +
              + +
              + +
              + +
              +
              +
              +

              SVInsight Example: Southeast Texas

              +
              +
              [1]:
+
              +
              +
              # Example notebook to compute SVInsight
+# Script to compute the Social Vulnerability Index according to the SVInsight method of Preisser et al. (2024). This example shows how to compute the index for the counties in Southeast Texas with geoids 4819, 48245, 48361, 48241, 48351.
+# Created on 28 April 2024
+
              +
              +
              +
              +
              [1]:
+
              +
              +
              # After installing SVInsight (and all dependencies) with pip install, we can import it into this notebook:
+
+from svinsight import SVInsight as svi
+
              +
              +
              +
              +
              [2]:
+
              +
              +
              # Set the necessary variables and create the SVInsight object. In this example we are using counties in Southeast Texas:
+project_name = 'SETx_SVI'
+file_path = "C:/Users/pp7545/Documents/research/SVInsight"
+api_key = 'your api key here'
+geoids = ['48199', '48245', '48361', '48241', '48351']
+project = svi(project_name, file_path, api_key, geoids)
+
              +
              +
              +
              +
              [3]:
+
              +
              +
              # In this example we will estimate the SVI for the Southeast Texas counties using data from 2021 at the block group level:
+boundary = 'bg'
+year = 2021
+config_file = 'config_file'
+
              +
              +
              +
              +
              [4]:
+
              +
              +
              # We now follow the simplest workflow:
+#1. extract boundaries
+#2. extract census data
+#3. configure variables
+#4. calculate social vulnerability index
+
+project.boundaries_data(boundary, year)
+project.census_data(boundary, year)
+project.configure_variables(config_file)
+project.calculate_svi(config_file, boundary, year)
+
              +
              +
              +
              +
              [5]:
+
              +
              +
              # The output SVI.csv and .gpkg are stored in the following file format:
+# folder location: {file_path}/{project_name}/{SVIs}/
+# file name: {project_name}_{year}_{boundadry}_{config_file}_svi
+
+# We can load the results and plot them here:
+
+import matplotlib.pyplot as plt
+geopackages = [2021, boundary, config_file, 'FA_SVI_Percentile']
+figure = project.plot_svi(1, geopackages)
+plt.show()
+
              +
              +
              +
              +
              +
              +
              +../_images/Examples_SVInsight_example_SETx_6_0.png +
              +
              +
              + +
              +
              + +
              + +
              +
              + + + + + + + + \ No newline at end of file diff --git a/doc/_build/html/Examples/SVInsight_example_SETx.ipynb b/doc/_build/html/Examples/SVInsight_example_SETx.ipynb new file mode 100644 index 0000000..46b0d6c --- /dev/null +++ b/doc/_build/html/Examples/SVInsight_example_SETx.ipynb @@ -0,0 +1,134 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9c3de87c", + "metadata": {}, + "source": [ + "# SVInsight Example: Southeast Texas\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "22963e8c-1b5e-4965-8159-6296e69248ae", + "metadata": {}, + "outputs": [], + "source": [ + "# Example notebook to compute SVInsight\n", + "# Script to compute the Social Vulnerability Index according to the SVInsight method of Preisser et al. (2024). This example shows how to compute the index for the counties in Southeast Texas with geoids 4819, 48245, 48361, 48241, 48351.\n", + "# Created on 28 April 2024" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "79a6de98-bc3f-4535-a2b4-242154280af2", + "metadata": {}, + "outputs": [], + "source": [ + "# After installing SVInsight (and all dependencies) with pip install, we can import it into this notebook:\n", + "\n", + "from svinsight import SVInsight as svi" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "515c1f8d-b1e1-45d7-8423-6f24ba9e9d4e", + "metadata": {}, + "outputs": [], + "source": [ + "# Set the necessary variables and create the SVInsight object. In this example we are using counties in Southeast Texas:\n", + "project_name = 'SETx_SVI'\n", + "file_path = \"C:/Users/pp7545/Documents/research/SVInsight\"\n", + "api_key = 'your api key here'\n", + "geoids = ['48199', '48245', '48361', '48241', '48351']\n", + "project = svi(project_name, file_path, api_key, geoids)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7e0011fd-3474-4ddf-a578-0f71c57f08b8", + "metadata": {}, + "outputs": [], + "source": [ + "# In this example we will estimate the SVI for the Southeast Texas counties using data from 2021 at the block group level:\n", + "boundary = 'bg'\n", + "year = 2021\n", + "config_file = 'config_file'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "700333cc-8aef-48ff-b650-08aa0043072a", + "metadata": {}, + "outputs": [], + "source": [ + "# We now follow the simplest workflow:\n", + "#1. extract boundaries\n", + "#2. extract census data\n", + "#3. configure variables\n", + "#4. calculate social vulnerability index\n", + "\n", + "project.boundaries_data(boundary, year)\n", + "project.census_data(boundary, year)\n", + "project.configure_variables(config_file)\n", + "project.calculate_svi(config_file, boundary, year)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6ab8e1f9-0f21-433f-afc9-08b61055a11e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
              " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The output SVI.csv and .gpkg are stored in the following file format:\n", + "# folder location: {file_path}/{project_name}/{SVIs}/\n", + "# file name: {project_name}_{year}_{boundadry}_{config_file}_svi\n", + "\n", + "# We can load the results and plot them here:\n", + "\n", + "import matplotlib.pyplot as plt\n", + "geopackages = [2021, boundary, config_file, 'FA_SVI_Percentile']\n", + "figure = project.plot_svi(1, geopackages)\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/_build/html/Examples/examples.html b/doc/_build/html/Examples/examples.html index ea0b5cf..3b4ef96 100644 --- a/doc/_build/html/Examples/examples.html +++ b/doc/_build/html/Examples/examples.html @@ -3,9 +3,9 @@ - + - + Examples - SVInsight documentation @@ -134,7 +134,7 @@ -

            • Issues, Questions, and Contributions
              • @@ -213,23 +216,23 @@
              -

              User Guide#

              +

              User Guide

              -

              Overview#

              +

              Overview

              The basic workflow of SVInsight works as follows:

                -

              1. Initialize the project class (SVInsight) with your project name, folder path, Census API key, and your study area.

                2. +

              2. Initialize the project class (SVInsight) with your project name, folder path, Census API key, and your study area.

              3. Define the initial project configuration variables with a boundary (tract or block groups) and year.

                4. -

              4. Extract the necessary boundary geopackage using SVInsight.boundaries_data().

                5. -

              5. Extract the raw census data and fill in holes in the data using SVInsight.census_data().

                6. -

              6. Configure the run and calculate the SVI using SVInsight.configure_variables() and SVInsight.calculate_svi().

                7. +

              7. Extract the necessary boundary geopackage using SVInsight.boundaries_data().

                8. +

              8. Extract the raw census data and fill in holes in the data using SVInsight.census_data().

                9. +

              9. Configure the run and calculate the SVI using SVInsight.configure_variables() and SVInsight.calculate_svi().

              Below you will find the detailed user guide that walks through each of these steps, with additional options for project customization. SVInsight is supposed to be a flexible and exploratory estimator of various social vulnerability indices, and is therefore highly customizable within the framework of Factor Analysis and Rank Method methodologies. The User Guide below walks through the methods available for calculating SVIs. For a larger discussion on the Factor Analysis and Rank Method methodologies, please refer to the Background and Understanding Iterative Factor Analysis Results pages.

              -

              1. Initializing the Project#

              -

              The first step to the project is importing SVInsight and setting the project params. Each instance of the class can be seen as a standalone project for the input geoids, where users can configure different runs based on years, boundaries, and variables of interest. In this User Guide we are using Travis_County, Texas as a working example.

              -
              >>> from SVInsight import SVInsight as svi
+
              1. Initializing the Project
              
+
              The first step to the project is importing SVInsight and setting the project params. Each instance of the class can be seen as a standalone project for the input geoids, where users can configure different runs based on years, boundaries, and variables of interest. In this User Guide we are using Travis_County, Texas as a working example.
              
+
              >>> from svinsight import SVInsight as svi
 >>> project_name = 'Travis_County'
 >>> file_path = "/User/Documents"
 >>> api_key = os.environ.get('API_KEY')
@@ -254,7 +257,7 @@ 
              1. Initializing the Project
-
              2. Defining the Initial Project Configuration Variables#
              
+
              2. Defining the Initial Project Configuration Variables
              
 
              The initial project configuration variables allows us to pull the appropriate boundary information. The boundary can be either bg or tract for block group or tract. Block groups and tracts are the two highest spatial resolutions that the US Census releases American Community Survey 5-Year estimates for. While block groups have a higher spatial resolution, they come with greater uncertainty in their estimates compared to tracts. More information can be found on the Census website.
              
 
              >>> boundary='bg'
 >>> year=2017
@@ -264,39 +267,39 @@ 
              2. Defining the Initial Project Configuration Variables
 Map showing the Census Divisions
 
              
-
              Visual representation of the different Census boundaries.#
              
+
              Visual representation of the different Census boundaries.
  • License
    • -

    3. Extracting the Boundary#

    -

    With the boundary and year set, we can extract the necessary raw census data. In the SVInsight.boundaries_data() method, there is a parameter overwrite which can be set to True or False. When True, if an existing geopackage for the given boundary and year is already found in the folder it will be overwritten. this method returns a geopandas dataframe. Furthermore, because Census boundaries include areas that may not have permanent populations (i.e., military installations, airports, national parks, etc.), a filter is automatically applied such that boundaries with less than a population of 75 are excluded from the analysis.

    +

    3. Extracting the Boundary

    +

    With the boundary and year set, we can extract the necessary raw census data. In the SVInsight.boundaries_data() method, there is a parameter overwrite which can be set to True or False. When True, if an existing geopackage for the given boundary and year is already found in the folder it will be overwritten. this method returns a geopandas dataframe. Furthermore, because Census boundaries include areas that may not have permanent populations (i.e., military installations, airports, national parks, etc.), a filter is automatically applied such that boundaries with less than a population of 75 are excluded from the analysis.

    >>> areas = proj.boundaries_data(boundary, year, overwrite=False)
    -

    4. Extract Raw Data and Filling Holes#

    -

    The next step is to extract the raw census data using the SVInsight.census_data() method. SVInsight starts has a default set of 27 social and economic variables of interest, which are detailed in the Variables section. This method specifically pulls the raw data, and the variables themselves are calculated later. In this example, we are continuing to us the same boundary and year as the boundaries we just extracted, in order to produce a geopackaged version of raw data. Furthermore we have two additional parameters: interpolate and verbose.

    +

    4. Extract Raw Data and Filling Holes

    +

    The next step is to extract the raw census data using the SVInsight.census_data() method. SVInsight starts has a default set of 27 social and economic variables of interest, which are detailed in the Variables section. This method specifically pulls the raw data, and the variables themselves are calculated later. In this example, we are continuing to us the same boundary and year as the boundaries we just extracted, in order to produce a geopackaged version of raw data. Furthermore we have two additional parameters: interpolate and verbose. It is important to note that the Census API will sometimes time out, and if Census data isn’t being pulled, waiting a few seconds/minutes and re-running usually solves the problem.

    >>> areas = proj.census_data(boundary, year, interpolate=True, verbose=True, overwrite=False)
      -

    • interpolate (bool): Census data, especially at the block group level, might have missing data points. Missing data can occur if there are not enough sample points in a given time period to accurately calculate the variable. In these instances, the holes must be filled to accurately calculate the SVIs. SVInsight can accomplish this two different ways, either with or without interpolation. When interpolation is True, missing values are determined by recalculating the median based on the detailed tables (e.g., the breakdown table of response ranges for a given variable) from the adjacent boundaries. Because interpolating isn’t exact, any boundary that has less than 40 neighboring data points are not interpolated. For areas that are not interpolated, or if interpolation is set to False, holes are filled by taking the next available boundary value. For example, if a block group is missing a value it is replaced with the tract value, and if a tract value is missing it is filled with the county value.

      • +

    • interpolate (bool): Census data, especially at the block group level, might have missing data points. Missing data can occur if there are not enough sample points in a given time period to accurately calculate the variable. In these instances, the holes must be filled to accurately calculate the SVIs. SVInsight can accomplish this two different ways, either with or without interpolation. When interpolation is True, missing values are determined by recalculating the median based on the detailed tables (e.g., the breakdown table of response ranges for a given variable) from the adjacent boundaries. Because interpolating isn’t exact, any boundary that has less than 40 neighboring data points are not interpolated. For areas that are not interpolated, or if interpolation is set to False, holes are filled by taking the next available boundary value. For example, if a block group is missing a value it is replaced with the tract value, and if a tract value is missing it is filled with the county value.

    • verbose (bool): When set to True, two additional csv values are saved in the Data folder that highlight which locations had holes that needed to be filled and the methodology in which it is filled (_missing_values.csv). If there happens to be an entire column that is missing information, the next highest available boundary is used to fill the entire variable (_missing_columns.csv).

    -

    Similar to the SVInsight.boundaries_data() method, there is an overwrite parameter as well.

    +

    Similar to the SVInsight.boundaries_data() method, there is an overwrite parameter as well.

    -

    5. Configuring and Calculating SVI#

    -

    Finally, the SVInsight.configure_variables() and SVInsight.calculate_svi() methods are used to configure and run the SVI calculation.

    +

    5. Configuring and Calculating SVI

    +

    Finally, the SVInsight.configure_variables() and SVInsight.calculate_svi() methods are used to configure and run the SVI calculation.

    >>> proj.configure_variables(config_file, exclude=None, include=None, inverse_vars=['PERCAP', 'QRICH', 'MDHSEVAL'])
 >>> proj.calculate_svi(config_file, boundary, year)
    -

    Configure Variables#

    -

    This method prepares the information that will be included in the SVI calculation. This method is useful if you are interested in creating multiple different scenarios of SVI. For example, in some runs you may be interested in all 27 variables, while in others you may only want to include economic related variables. By creating a configuration file for each type of run, each SVI will be saved with the config_name associated with it for easier access and comparison. There are four main parameters of the SVInsight.configure_variables() method:

    +

    Configure Variables

    +

    This method prepares the information that will be included in the SVI calculation. This method is useful if you are interested in creating multiple different scenarios of SVI. For example, in some runs you may be interested in all 27 variables, while in others you may only want to include economic related variables. By creating a configuration file for each type of run, each SVI will be saved with the config_name associated with it for easier access and comparison. There are four main parameters of the SVInsight.configure_variables() method:

    1. config_file (str): The name given to the configuration file

    2. exclude (list): In order to remove a variable from the original list of 27, this parameter accepts a list of variables the user would like to exclude from the configuration.

      3. @@ -305,7 +308,7 @@

      Configure Variables -

      Calculate SVI#

      +

      Calculate SVI

      With the configuration file set, the final SVI can be calculated. The output geopackage and CSV files will have each variable that is within the configuration file as well as the following SVI variables:

      • FA_SVI_Unscaled: The factor analysis method SVI estimate that is unscaled

        • @@ -319,16 +322,16 @@

        Calculate SVI -

        6. Examine Variables#

        -

        An additional method to investigate variables is the SVInsight.var_descriptions() method. Given a list of variables, the description can be printed. Similarly, users can access the variables based on the instance of the project to see the long description as well as the raw census variables that make up the numerator and denominator of the variable. Both methods below will print similar information.

        +

        6. Examine Variables

        +

        An additional method to investigate variables is the SVInsight.var_descriptions() method. Given a list of variables, the description can be printed. Similarly, users can access the variables based on the instance of the project to see the long description as well as the raw census variables that make up the numerator and denominator of the variable. Both methods below will print similar information.

        >>> print(proj.all_vars_eqs['MEDAGE'])
 >>> proj.var_descriptions(['MEDAGE'])
    -

    7. Customizing Variables#

    -

    Users can also define their own variables using the SVInsight.var_descriptions() method. If a user is interested in defining an additional variable this would need to be run before the configuration file is produced, which would automatically include the new variable in the calculated SVI (unless placed on the excluded list).

    +

    7. Customizing Variables

    +

    Users can also define their own variables using the SVInsight.var_descriptions() method. If a user is interested in defining an additional variable this would need to be run before the configuration file is produced, which would automatically include the new variable in the calculated SVI (unless placed on the excluded list).

    >>> proj.add_variable(boundary, year, name, num, den: list = [1], description: str = None)
    @@ -341,10 +344,10 @@

    7. Customizing Variables

    -

    8. Plotting#

    -

    There is also a simple plotting method, SVInsight.plot_svi(), to quickly plot a few example plots. There are three options for plotting:

    +

    8. Plotting

    +

    There is also a simple plotting method, SVInsight.plot_svi(), to quickly plot a few example plots. There are three options for plotting:

    -

    Plot option 1: Single percentile#

    +

    Plot option 1: Single percentile

    With plot_option equal to 1, a single SVI will be plotted based on a given year, boundary, configuration file, and variable name. While the variable name can be any existing variable within the geopackage, it will automatically default to plotting as a percentile because of the relative nature of the SVI calculation and it is most appropriate to analyze calculated SVIs in terms of their rank/percentile.

    >>> import matplotlib.pyplot as plt
 >>> geopackages = [2017, boundary, config_file, 'FA_SVI_Percentile']
@@ -355,12 +358,12 @@ 
    Plot option 1: Single percentile
 Map showing SVI for 2017 Travis County
 
    
-
    2017 Block Group Social Vulnerability Estimate for Travis County using Factor Analysis method#
    
+
    2017 Block Group Social Vulnerability Estimate for Travis County using Factor Analysis method
    -

    Plot option 2: Double percentile#

    +

    Plot option 2: Double percentile

    With plot_option equal to 2, two different SVIs can be plotted next to each other for a visual comparison. These could be from the same geopackage comparing the factor analysis and rank methods, or two different configurations, two different boundaries, etc. The geopackages input should be a nested list in the same format as plot_option 1.

    >>> geopackages = [[2017, boundary, config_file, 'FA_SVI_Percentile'], [2018, boundary, config_file, 'FA_SVI_Percentile']]
 >>> figure = proj.plot_svi(plot_option=2, geopackages)
@@ -370,12 +373,12 @@ 
    Plot option 2: Double percentile
 Map showing SVI for 2017 and 2018 Travis County
 
    
-
    2017 and 2018 Block Group Social Vulnerability Estimate for Travis County using Factor Analysis method#
    
+
    2017 and 2018 Block Group Social Vulnerability Estimate for Travis County using Factor Analysis method
    -

    Plot option 3: Full comparison#

    +

    Plot option 3: Full comparison

    When plot_option is equal to 3, a more detailed comparison is calculated that will produce a difference plot and calculate a linear regression. Because the difference map and linear regression require the same set of input geoids (i.e., the same locations in the geopackage), it is currently required that the variables come from the same geopackage, and its intended purpose is to therefore compare the differences between the Factor Analysis and Rank Method methodologies that have the same configuration. The geopackages input should be formatted as follows: [year, boundary, config]. If a variable option is passed it is ignored. The additional plots show the following information:

    • Difference plot: Shows the The FA_SVI_Rank minus the RM_SVI_Rank to highlight areas where the factor analysis method is under (negative) and over (positive) predicting SVI rank when compared to the rank method.

      • @@ -389,7 +392,7 @@

      Plot option 3: Full comparison Map showing SVI comparison for 2018 Travis County (factor analysis method versus rank method)
      -

      Comparison between factor analysis and rank methods: 2018 Block Group Social Vulnerability Estimate for Travis County#

      +

      Comparison between factor analysis and rank methods: 2018 Block Group Social Vulnerability Estimate for Travis County

    @@ -482,8 +485,9 @@

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    " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The output SVI.csv and .gpkg are stored in the following file format:\n", + "# folder location: {file_path}/{project_name}/{SVIs}/\n", + "# file name: {project_name}_{year}_{boundadry}_{config_file}_svi\n", + "\n", + "# We can load the results and plot them here:\n", + "\n", + "import matplotlib.pyplot as plt\n", + "geopackages = [2021, boundary, config_file, 'FA_SVI_Percentile']\n", + "figure = project.plot_svi(1, geopackages)\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/_build/html/_sources/Examples/examples.rst.txt b/doc/_build/html/_sources/Examples/examples.rst.txt index 94ee91e..fbfec12 100644 --- a/doc/_build/html/_sources/Examples/examples.rst.txt +++ b/doc/_build/html/_sources/Examples/examples.rst.txt @@ -1,4 +1,12 @@ Examples ======== -Examples will go here. \ No newline at end of file +Bellow you will find a Jupyter Notebook that computes an SVI for the Southeast Texas region. + + +Example Notebooks +################# +.. toctree:: + :maxdepth: 2 + + SVInsight_example_SETx.ipynb \ No newline at end of file diff --git a/doc/_build/html/_sources/Getting_Started/quickstart.rst.txt b/doc/_build/html/_sources/Getting_Started/quickstart.rst.txt index c044038..96b2b09 100644 --- a/doc/_build/html/_sources/Getting_Started/quickstart.rst.txt +++ b/doc/_build/html/_sources/Getting_Started/quickstart.rst.txt @@ -10,7 +10,7 @@ First we load the SVInsight package, set the necessary variables, and create the .. doctest:: - >>> from SVInsight import SVInsight as svi + >>> from svinsight import SVInsight as svi >>> project_name = 'YOUR PROJECT NAME HERE' >>> file_path = "YOUR PARENT FOLDER HERE" >>> api_key = 'YOUR CENSUS API KEY HERE' diff --git a/doc/_build/html/_sources/User_Guide/userguide.rst.txt b/doc/_build/html/_sources/User_Guide/userguide.rst.txt index 4edee69..0e40048 100644 --- a/doc/_build/html/_sources/User_Guide/userguide.rst.txt +++ b/doc/_build/html/_sources/User_Guide/userguide.rst.txt @@ -29,7 +29,7 @@ The first step to the project is importing :obj:`SVInsight` and setting the proj .. doctest:: - >>> from SVInsight import SVInsight as svi + >>> from svinsight import SVInsight as svi >>> project_name = 'Travis_County' >>> file_path = "/User/Documents" >>> api_key = os.environ.get('API_KEY') @@ -84,7 +84,7 @@ With the boundary and year set, we can extract the necessary raw census data. In 4. Extract Raw Data and Filling Holes ------------------------------------- -The next step is to extract the raw census data using the :meth:`SVInsight.census_data` method. :obj:`SVInsight` starts has a default set of 27 social and economic variables of interest, which are detailed in the :ref:`variables` section. This method specifically pulls the raw data, and the variables themselves are calculated later. In this example, we are continuing to us the same boundary and year as the boundaries we just extracted, in order to produce a geopackaged version of raw data. Furthermore we have two additional parameters: ``interpolate`` and ``verbose``. +The next step is to extract the raw census data using the :meth:`SVInsight.census_data` method. :obj:`SVInsight` starts has a default set of 27 social and economic variables of interest, which are detailed in the :ref:`variables` section. This method specifically pulls the raw data, and the variables themselves are calculated later. In this example, we are continuing to us the same boundary and year as the boundaries we just extracted, in order to produce a geopackaged version of raw data. Furthermore we have two additional parameters: ``interpolate`` and ``verbose``. **It is important to note** that the Census API will sometimes time out, and if Census data isn't being pulled, waiting a few seconds/minutes and re-running usually solves the problem. .. doctest:: diff --git a/doc/_build/html/_sources/apiref/apiref.rst.txt b/doc/_build/html/_sources/apiref/apiref.rst.txt index 63393a8..582c3d5 100644 --- a/doc/_build/html/_sources/apiref/apiref.rst.txt +++ b/doc/_build/html/_sources/apiref/apiref.rst.txt @@ -2,6 +2,6 @@ SVInsight ========= A Census API key is needed to run this package. You can obtain an API key from the `Census Bureau's developer page `_. -.. automodule:: SVInsight.svi +.. automodule:: svinsight.svi :members: :special-members: \ No newline at end of file diff --git a/doc/_build/html/_sources/index.rst.txt b/doc/_build/html/_sources/index.rst.txt index 6a972da..5c14eee 100644 --- a/doc/_build/html/_sources/index.rst.txt +++ b/doc/_build/html/_sources/index.rst.txt @@ -59,6 +59,7 @@ Examples :maxdepth: 2 Examples/examples + Issues, Questions, and Contributions diff --git a/doc/_build/html/_static/basic.css b/doc/_build/html/_static/basic.css index 30fee9d..f316efc 100644 --- a/doc/_build/html/_static/basic.css +++ b/doc/_build/html/_static/basic.css @@ -4,7 +4,7 @@ * * Sphinx stylesheet -- basic theme. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ diff --git a/doc/_build/html/_static/doctools.js b/doc/_build/html/_static/doctools.js index d06a71d..4d67807 100644 --- a/doc/_build/html/_static/doctools.js +++ b/doc/_build/html/_static/doctools.js @@ -4,7 +4,7 @@ * * Base JavaScript utilities for all Sphinx HTML documentation. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ diff --git a/doc/_build/html/_static/language_data.js b/doc/_build/html/_static/language_data.js index 250f566..367b8ed 100644 --- a/doc/_build/html/_static/language_data.js +++ b/doc/_build/html/_static/language_data.js @@ -5,7 +5,7 @@ * This script contains the language-specific data used by searchtools.js, * namely the list of stopwords, stemmer, scorer and splitter. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ @@ -13,7 +13,7 @@ var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"]; -/* Non-minified version is copied as a separate JS file, is available */ +/* Non-minified version is copied as a separate JS file, if available */ /** * Porter Stemmer diff --git a/doc/_build/html/_static/nbsphinx-broken-thumbnail.svg b/doc/_build/html/_static/nbsphinx-broken-thumbnail.svg new file mode 100644 index 0000000..4919ca8 --- /dev/null +++ b/doc/_build/html/_static/nbsphinx-broken-thumbnail.svg @@ -0,0 +1,9 @@ + + + + diff --git a/doc/_build/html/_static/nbsphinx-code-cells.css b/doc/_build/html/_static/nbsphinx-code-cells.css new file mode 100644 index 0000000..a3fb27c --- /dev/null +++ b/doc/_build/html/_static/nbsphinx-code-cells.css @@ -0,0 +1,259 @@ +/* remove conflicting styling from Sphinx themes */ +div.nbinput.container div.prompt *, +div.nboutput.container div.prompt *, +div.nbinput.container div.input_area pre, +div.nboutput.container div.output_area pre, +div.nbinput.container div.input_area .highlight, +div.nboutput.container div.output_area .highlight { + border: none; + padding: 0; + margin: 0; + box-shadow: none; +} + +div.nbinput.container > div[class*=highlight], +div.nboutput.container > div[class*=highlight] { + margin: 0; +} + +div.nbinput.container div.prompt *, +div.nboutput.container div.prompt * { + background: none; +} + +div.nboutput.container div.output_area .highlight, +div.nboutput.container div.output_area pre { + background: unset; +} + +div.nboutput.container div.output_area div.highlight { + color: unset; /* override Pygments text color */ +} + +/* avoid gaps between output lines */ +div.nboutput.container div[class*=highlight] pre { + line-height: normal; +} + +/* input/output containers */ +div.nbinput.container, +div.nboutput.container { + display: -webkit-flex; + display: flex; + align-items: flex-start; + margin: 0; + width: 100%; +} +@media (max-width: 540px) { + div.nbinput.container, + div.nboutput.container { + flex-direction: column; + } +} + +/* input container */ +div.nbinput.container { + padding-top: 5px; +} + +/* last container */ +div.nblast.container { + padding-bottom: 5px; +} + +/* input prompt */ +div.nbinput.container div.prompt pre, +/* for sphinx_immaterial theme: */ +div.nbinput.container div.prompt pre > code { + color: #307FC1; +} + +/* output prompt */ +div.nboutput.container div.prompt pre, +/* for sphinx_immaterial theme: */ +div.nboutput.container div.prompt pre > code { + color: #BF5B3D; +} + +/* all prompts */ +div.nbinput.container div.prompt, +div.nboutput.container div.prompt { + width: 4.5ex; + padding-top: 5px; + position: relative; + user-select: none; +} + +div.nbinput.container div.prompt > div, +div.nboutput.container div.prompt > div { + position: absolute; + right: 0; + margin-right: 0.3ex; +} + +@media (max-width: 540px) { + div.nbinput.container div.prompt, + div.nboutput.container div.prompt { + width: unset; + text-align: left; + padding: 0.4em; + } + div.nboutput.container div.prompt.empty { + padding: 0; + } + + div.nbinput.container div.prompt > div, + div.nboutput.container div.prompt > div { + position: unset; + } +} + +/* disable scrollbars and line breaks on prompts */ +div.nbinput.container div.prompt pre, +div.nboutput.container div.prompt pre { + overflow: hidden; + white-space: pre; +} + +/* input/output area */ +div.nbinput.container div.input_area, +div.nboutput.container div.output_area { + -webkit-flex: 1; + flex: 1; + overflow: auto; +} +@media (max-width: 540px) { + div.nbinput.container div.input_area, + div.nboutput.container div.output_area { + width: 100%; + } +} + +/* input area */ +div.nbinput.container div.input_area { + border: 1px solid #e0e0e0; + border-radius: 2px; + /*background: #f5f5f5;*/ +} + +/* override MathJax center alignment in output cells */ +div.nboutput.container div[class*=MathJax] { + text-align: left !important; +} + +/* override sphinx.ext.imgmath center alignment in output cells */ +div.nboutput.container div.math p { + text-align: left; +} + +/* standard error */ +div.nboutput.container div.output_area.stderr { + background: #fdd; +} + +/* ANSI colors */ +.ansi-black-fg { color: #3E424D; } +.ansi-black-bg { background-color: #3E424D; } +.ansi-black-intense-fg { color: #282C36; } +.ansi-black-intense-bg { background-color: #282C36; } +.ansi-red-fg { color: #E75C58; } +.ansi-red-bg { background-color: #E75C58; } +.ansi-red-intense-fg { color: #B22B31; } +.ansi-red-intense-bg { background-color: #B22B31; } +.ansi-green-fg { color: #00A250; } +.ansi-green-bg { background-color: #00A250; } +.ansi-green-intense-fg { color: #007427; } +.ansi-green-intense-bg { background-color: #007427; } +.ansi-yellow-fg { color: #DDB62B; } +.ansi-yellow-bg { background-color: #DDB62B; } +.ansi-yellow-intense-fg { color: #B27D12; } +.ansi-yellow-intense-bg { background-color: #B27D12; } +.ansi-blue-fg { color: #208FFB; } +.ansi-blue-bg { background-color: #208FFB; } +.ansi-blue-intense-fg { color: #0065CA; } +.ansi-blue-intense-bg { background-color: #0065CA; } +.ansi-magenta-fg { color: #D160C4; } +.ansi-magenta-bg { background-color: #D160C4; } +.ansi-magenta-intense-fg { color: #A03196; } +.ansi-magenta-intense-bg { background-color: #A03196; } +.ansi-cyan-fg { color: #60C6C8; } +.ansi-cyan-bg { background-color: #60C6C8; } +.ansi-cyan-intense-fg { color: #258F8F; } +.ansi-cyan-intense-bg { background-color: #258F8F; } +.ansi-white-fg { color: #C5C1B4; } +.ansi-white-bg { background-color: #C5C1B4; } +.ansi-white-intense-fg { color: #A1A6B2; } +.ansi-white-intense-bg { background-color: #A1A6B2; } + +.ansi-default-inverse-fg { color: #FFFFFF; } +.ansi-default-inverse-bg { background-color: #000000; } + +.ansi-bold { font-weight: bold; } +.ansi-underline { text-decoration: underline; } + + +div.nbinput.container div.input_area div[class*=highlight] > pre, +div.nboutput.container div.output_area div[class*=highlight] > pre, +div.nboutput.container div.output_area div[class*=highlight].math, +div.nboutput.container div.output_area.rendered_html, +div.nboutput.container div.output_area > div.output_javascript, +div.nboutput.container div.output_area:not(.rendered_html) > img{ + padding: 5px; + margin: 0; +} + +/* fix copybtn overflow problem in chromium (needed for 'sphinx_copybutton') */ +div.nbinput.container div.input_area > div[class^='highlight'], +div.nboutput.container div.output_area > div[class^='highlight']{ + overflow-y: hidden; +} + +/* hide copy button on prompts for 'sphinx_copybutton' extension ... */ +.prompt .copybtn, +/* ... and 'sphinx_immaterial' theme */ +.prompt .md-clipboard.md-icon { + display: none; +} + +/* Some additional styling taken form the Jupyter notebook CSS */ +.jp-RenderedHTMLCommon table, +div.rendered_html table { + border: none; + border-collapse: collapse; + border-spacing: 0; + color: black; + font-size: 12px; + table-layout: fixed; +} +.jp-RenderedHTMLCommon thead, +div.rendered_html thead { + border-bottom: 1px solid black; + vertical-align: bottom; +} +.jp-RenderedHTMLCommon tr, +.jp-RenderedHTMLCommon th, +.jp-RenderedHTMLCommon td, +div.rendered_html tr, +div.rendered_html th, +div.rendered_html td { + text-align: right; + vertical-align: middle; + padding: 0.5em 0.5em; + line-height: normal; + white-space: normal; + max-width: none; + border: none; +} +.jp-RenderedHTMLCommon th, +div.rendered_html th { + font-weight: bold; +} +.jp-RenderedHTMLCommon tbody tr:nth-child(odd), +div.rendered_html tbody tr:nth-child(odd) { + background: #f5f5f5; +} +.jp-RenderedHTMLCommon tbody tr:hover, +div.rendered_html tbody tr:hover { + background: rgba(66, 165, 245, 0.2); +} + diff --git a/doc/_build/html/_static/nbsphinx-gallery.css b/doc/_build/html/_static/nbsphinx-gallery.css new file mode 100644 index 0000000..365c27a --- /dev/null +++ b/doc/_build/html/_static/nbsphinx-gallery.css @@ -0,0 +1,31 @@ +.nbsphinx-gallery { + display: grid; + grid-template-columns: repeat(auto-fill, minmax(160px, 1fr)); + gap: 5px; + margin-top: 1em; + margin-bottom: 1em; +} + +.nbsphinx-gallery > a { + padding: 5px; + border: 1px dotted currentColor; + border-radius: 2px; + text-align: center; +} + +.nbsphinx-gallery > a:hover { + border-style: solid; +} + +.nbsphinx-gallery img { + max-width: 100%; + max-height: 100%; +} + +.nbsphinx-gallery > a > div:first-child { + display: flex; + align-items: start; + justify-content: center; + height: 120px; + margin-bottom: 5px; +} diff --git a/doc/_build/html/_static/nbsphinx-no-thumbnail.svg b/doc/_build/html/_static/nbsphinx-no-thumbnail.svg new file mode 100644 index 0000000..9dca758 --- /dev/null +++ b/doc/_build/html/_static/nbsphinx-no-thumbnail.svg @@ -0,0 +1,9 @@ + + + + diff --git a/doc/_build/html/_static/searchtools.js b/doc/_build/html/_static/searchtools.js index 7918c3f..92da3f8 100644 --- a/doc/_build/html/_static/searchtools.js +++ b/doc/_build/html/_static/searchtools.js @@ -4,7 +4,7 @@ * * Sphinx JavaScript utilities for the full-text search. * - * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :copyright: Copyright 2007-2024 by the Sphinx team, see AUTHORS. * :license: BSD, see LICENSE for details. * */ @@ -99,7 +99,7 @@ const _displayItem = (item, searchTerms, highlightTerms) => { .then((data) => { if (data) listItem.appendChild( - Search.makeSearchSummary(data, searchTerms) + Search.makeSearchSummary(data, searchTerms, anchor) ); // highlight search terms in the summary if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js @@ -116,8 +116,8 @@ const _finishSearch = (resultCount) => { ); else Search.status.innerText = _( - `Search finished, found ${resultCount} page(s) matching the search query.` - ); + "Search finished, found ${resultCount} page(s) matching the search query." + ).replace('${resultCount}', resultCount); }; const _displayNextItem = ( results, @@ -137,6 +137,22 @@ const _displayNextItem = ( // search finished, update title and status message else _finishSearch(resultCount); }; +// Helper function used by query() to order search results. +// Each input is an array of [docname, title, anchor, descr, score, filename]. +// Order the results by score (in opposite order of appearance, since the +// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically. +const _orderResultsByScoreThenName = (a, b) => { + const leftScore = a[4]; + const rightScore = b[4]; + if (leftScore === rightScore) { + // same score: sort alphabetically + const leftTitle = a[1].toLowerCase(); + const rightTitle = b[1].toLowerCase(); + if (leftTitle === rightTitle) return 0; + return leftTitle > rightTitle ? -1 : 1; // inverted is intentional + } + return leftScore > rightScore ? 1 : -1; +}; /** * Default splitQuery function. Can be overridden in ``sphinx.search`` with a @@ -160,13 +176,26 @@ const Search = { _queued_query: null, _pulse_status: -1, - htmlToText: (htmlString) => { + htmlToText: (htmlString, anchor) => { const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); - htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() }); + for (const removalQuery of [".headerlinks", "script", "style"]) { + htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() }); + } + if (anchor) { + const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`); + if (anchorContent) return anchorContent.textContent; + + console.warn( + `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.` + ); + } + + // if anchor not specified or not found, fall back to main content const docContent = htmlElement.querySelector('[role="main"]'); - if (docContent !== undefined) return docContent.textContent; + if (docContent) return docContent.textContent; + console.warn( - "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template." + "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template." ); return ""; }, @@ -239,16 +268,7 @@ const Search = { else Search.deferQuery(query); }, - /** - * execute search (requires search index to be loaded) - */ - query: (query) => { - const filenames = Search._index.filenames; - const docNames = Search._index.docnames; - const titles = Search._index.titles; - const allTitles = Search._index.alltitles; - const indexEntries = Search._index.indexentries; - + _parseQuery: (query) => { // stem the search terms and add them to the correct list const stemmer = new Stemmer(); const searchTerms = new Set(); @@ -284,16 +304,32 @@ const Search = { // console.info("required: ", [...searchTerms]); // console.info("excluded: ", [...excludedTerms]); - // array of [docname, title, anchor, descr, score, filename] - let results = []; + return [query, searchTerms, excludedTerms, highlightTerms, objectTerms]; + }, + + /** + * execute search (requires search index to be loaded) + */ + _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + const allTitles = Search._index.alltitles; + const indexEntries = Search._index.indexentries; + + // Collect multiple result groups to be sorted separately and then ordered. + // Each is an array of [docname, title, anchor, descr, score, filename]. + const normalResults = []; + const nonMainIndexResults = []; + _removeChildren(document.getElementById("search-progress")); - const queryLower = query.toLowerCase(); + const queryLower = query.toLowerCase().trim(); for (const [title, foundTitles] of Object.entries(allTitles)) { - if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) { + if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) { for (const [file, id] of foundTitles) { let score = Math.round(100 * queryLower.length / title.length) - results.push([ + normalResults.push([ docNames[file], titles[file] !== title ? `${titles[file]} > ${title}` : title, id !== null ? "#" + id : "", @@ -308,46 +344,47 @@ const Search = { // search for explicit entries in index directives for (const [entry, foundEntries] of Object.entries(indexEntries)) { if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) { - for (const [file, id] of foundEntries) { - let score = Math.round(100 * queryLower.length / entry.length) - results.push([ + for (const [file, id, isMain] of foundEntries) { + const score = Math.round(100 * queryLower.length / entry.length); + const result = [ docNames[file], titles[file], id ? "#" + id : "", null, score, filenames[file], - ]); + ]; + if (isMain) { + normalResults.push(result); + } else { + nonMainIndexResults.push(result); + } } } } // lookup as object objectTerms.forEach((term) => - results.push(...Search.performObjectSearch(term, objectTerms)) + normalResults.push(...Search.performObjectSearch(term, objectTerms)) ); // lookup as search terms in fulltext - results.push(...Search.performTermsSearch(searchTerms, excludedTerms)); + normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms)); // let the scorer override scores with a custom scoring function - if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item))); - - // now sort the results by score (in opposite order of appearance, since the - // display function below uses pop() to retrieve items) and then - // alphabetically - results.sort((a, b) => { - const leftScore = a[4]; - const rightScore = b[4]; - if (leftScore === rightScore) { - // same score: sort alphabetically - const leftTitle = a[1].toLowerCase(); - const rightTitle = b[1].toLowerCase(); - if (leftTitle === rightTitle) return 0; - return leftTitle > rightTitle ? -1 : 1; // inverted is intentional - } - return leftScore > rightScore ? 1 : -1; - }); + if (Scorer.score) { + normalResults.forEach((item) => (item[4] = Scorer.score(item))); + nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item))); + } + + // Sort each group of results by score and then alphabetically by name. + normalResults.sort(_orderResultsByScoreThenName); + nonMainIndexResults.sort(_orderResultsByScoreThenName); + + // Combine the result groups in (reverse) order. + // Non-main index entries are typically arbitrary cross-references, + // so display them after other results. + let results = [...nonMainIndexResults, ...normalResults]; // remove duplicate search results // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept @@ -361,7 +398,12 @@ const Search = { return acc; }, []); - results = results.reverse(); + return results.reverse(); + }, + + query: (query) => { + const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query); + const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms); // for debugging //Search.lastresults = results.slice(); // a copy @@ -466,14 +508,18 @@ const Search = { // add support for partial matches if (word.length > 2) { const escapedWord = _escapeRegExp(word); - Object.keys(terms).forEach((term) => { - if (term.match(escapedWord) && !terms[word]) - arr.push({ files: terms[term], score: Scorer.partialTerm }); - }); - Object.keys(titleTerms).forEach((term) => { - if (term.match(escapedWord) && !titleTerms[word]) - arr.push({ files: titleTerms[word], score: Scorer.partialTitle }); - }); + if (!terms.hasOwnProperty(word)) { + Object.keys(terms).forEach((term) => { + if (term.match(escapedWord)) + arr.push({ files: terms[term], score: Scorer.partialTerm }); + }); + } + if (!titleTerms.hasOwnProperty(word)) { + Object.keys(titleTerms).forEach((term) => { + if (term.match(escapedWord)) + arr.push({ files: titleTerms[term], score: Scorer.partialTitle }); + }); + } } // no match but word was a required one @@ -496,9 +542,8 @@ const Search = { // create the mapping files.forEach((file) => { - if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1) - fileMap.get(file).push(word); - else fileMap.set(file, [word]); + if (!fileMap.has(file)) fileMap.set(file, [word]); + else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word); }); }); @@ -549,8 +594,8 @@ const Search = { * search summary for a given text. keywords is a list * of stemmed words. */ - makeSearchSummary: (htmlText, keywords) => { - const text = Search.htmlToText(htmlText); + makeSearchSummary: (htmlText, keywords, anchor) => { + const text = Search.htmlToText(htmlText, anchor); if (text === "") return null; const textLower = text.toLowerCase(); diff --git a/doc/_build/html/apiref/apiref.html b/doc/_build/html/apiref/apiref.html index 6f27091..3f4d251 100644 --- a/doc/_build/html/apiref/apiref.html +++ b/doc/_build/html/apiref/apiref.html @@ -5,7 +5,7 @@ - + SVInsight - SVInsight documentation @@ -171,7 +171,10 @@
  • License
    • Issues, Questions, and Contributions
      • @@ -213,15 +216,15 @@
      -

      SVInsight#

      +

      SVInsight

      A Census API key is needed to run this package. You can obtain an API key from the Census Bureau’s developer page.

      -
      -
      -class SVInsight.svi.SVInsight(project_name: str, file_path: str, api_key: str, geoids: list[str])#
      +
      +
      +class svinsight.svi.SVInsight(project_name: str, file_path: str, api_key: str, geoids: list[str])

      A class to calculate a Social Vulnerability Index.

      -
      -__init__(project_name: str, file_path: str, api_key: str, geoids: list[str])#
      +
      +__init__(project_name: str, file_path: str, api_key: str, geoids: list[str])

      Initialize the SVInsight class.

      Parameters:
      @@ -243,14 +246,14 @@

      SVInsight -
      -__weakref__#
      +
      +__weakref__

      list of weak references to the object

      -
      -add_variable(boundary: str, year: int, name: str, num: list, den: list = [1], description: str = None)#
      +
      +add_variable(boundary: str, year: int, name: str, num: list, den: list = [1], description: str = None)

      Add additional variable and collect necessary raw data.

      Parameters:
      @@ -280,8 +283,8 @@

      SVInsight -
      -boundaries_data(boundary: str = 'bg', year: int = 2019, overwrite: bool = False) → GeoDataFrame#
      +
      +boundaries_data(boundary: str = 'bg', year: int = 2019, overwrite: bool = False) → GeoDataFrame

      Pulls block group or tract data from the Census FTP site.

      Parameters:
      @@ -304,8 +307,8 @@

      SVInsight -
      -calculate_svi(config_file: str, boundary: str = 'bg', year: int = 2019)#
      +
      +calculate_svi(config_file: str, boundary: str = 'bg', year: int = 2019)

      Calculate the Social Vulnerability Index (SVI) using two different methods.

      Parameters:
      @@ -345,9 +348,9 @@

      SVInsight -
      -census_data(boundary: str = 'bg', year: int = 2019, interpolate: bool = True, verbose: bool = False, overwrite: bool = False)#
      -

      Pulls Census data for a specific boundary and year.

      +
      +census_data(boundary: str = 'bg', year: int = 2019, interpolate: bool = True, verbose: bool = False, overwrite: bool = False)
      +

      Pulls Census data for a specific boundary and year. The Census API can sometimes error out. Waiting a few seconds/minutes and re-running should solve the issue.

      Parameters:
        @@ -374,8 +377,8 @@

        SVInsight -
        -configure_variables(config_file: str, exclude: list = None, include: list = None, inverse_vars: list = ['PERCAP', 'QRICH', 'MDHSEVAL'])#
        +
        +configure_variables(config_file: str, exclude: list = None, include: list = None, inverse_vars: list = ['PERCAP', 'QRICH', 'MDHSEVAL'])

        Configure variables and save them to a YAML file.

        Parameters:
        @@ -400,8 +403,8 @@

        SVInsight -
        -plot_svi(plot_option: int, geopackages: list)#
        +
        +plot_svi(plot_option: int, geopackages: list)

        Simple plotting method to quickly map an SVI variable or compare two SVIs.

        Parameters:
        @@ -437,8 +440,8 @@

        SVInsight -
        -var_descriptions(vars: list = None)#
        +
        +var_descriptions(vars: list = None)

        Print the descriptions of the variables.

        Parameters:
        @@ -516,16 +519,16 @@

        SVInsight
        • Issues, Questions, and Contributions
          • @@ -252,9 +255,10 @@ - + + diff --git a/doc/_build/html/searchindex.js b/doc/_build/html/searchindex.js index 45920b3..f04dbac 100644 --- a/doc/_build/html/searchindex.js +++ b/doc/_build/html/searchindex.js @@ -1 +1 @@ -Search.setIndex({"docnames": ["Acknowledgements/acknowledgements", "Background/background", "Background/paper", "Background/understanding", "Contributions/contributions", "Examples/examples", "Getting_Started/install", "Getting_Started/quickstart", "User_Guide/userguide", "apiref/apiref", "apiref/license", "index"], "filenames": ["Acknowledgements/acknowledgements.rst", "Background/background.rst", "Background/paper.rst", "Background/understanding.rst", "Contributions/contributions.rst", "Examples/examples.rst", "Getting_Started/install.rst", "Getting_Started/quickstart.rst", "User_Guide/userguide.rst", "apiref/apiref.rst", "apiref/license.rst", "index.rst"], "titles": ["Acknowledgements", "Background", "Papers", "Understanding Iterative Factor Analysis 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Southeast Texas", "Examples", "Install", "Getting Started", "User Guide", "SVInsight", "License", "SVInsight"], "titleterms": {"1": 9, "2": 9, "3": 9, "4": 9, "5": 9, "6": 9, "7": 9, "8": 9, "acknowledg": [0, 12], "addit": 2, "all": 3, "analysi": [1, 3], "api": 12, "background": [1, 12], "boundari": 9, "calcul": 9, "comparison": 9, "compon": 3, "conda": 7, "configur": 9, "contribut": [4, 12], "custom": 9, "data": [1, 9], "defin": 9, "doubl": 9, "examin": 9, "exampl": [5, 6, 12], "exclud": 3, "extract": 9, "factor": [1, 3], "fill": 9, "final": 3, "full": 9, "get": [8, 12], "guid": [9, 12], "hole": 9, "includ": 3, "initi": 9, "instal": 7, "issu": [4, 12], "iter": [1, 3], "licens": 11, "literatur": 2, "load": 3, "method": 1, "methodologi": 1, "motiv": 1, "notebook": 6, "option": 9, "overview": 9, "packag": 2, "paper": 2, "percentil": 9, "pip": 7, "plot": 9, "project": [2, 9], "pull": 4, "question": [4, 12], "quickstart": 8, "rank": 1, "raw": 9, "refactor": 3, "refer": [1, 3, 12], "request": 4, "result": 3, "signific": 3, "singl": 9, "sourc": 1, "southeast": 5, "start": [8, 12], "svi": 9, "svinsight": [5, 10, 12], "texa": 5, "thi": 2, "understand": 3, "us": 2, "user": [9, 12], "variabl": [1, 9], "varianc": 3, "via": 7, "work": 2}}) \ No newline at end of file diff --git a/doc/apiref/apiref.rst b/doc/apiref/apiref.rst index 63393a8..582c3d5 100644 --- a/doc/apiref/apiref.rst +++ b/doc/apiref/apiref.rst @@ -2,6 +2,6 @@ SVInsight ========= A Census API key is needed to run this package. You can obtain an API key from the `Census Bureau's developer page `_. -.. automodule:: SVInsight.svi +.. automodule:: svinsight.svi :members: :special-members: \ No newline at end of file diff --git a/doc/conf.py b/doc/conf.py index a3f11f5..3f6558c 100644 --- a/doc/conf.py +++ b/doc/conf.py @@ -29,7 +29,8 @@ # extensions coming with Sphinx (named 'sphinx.ext.*') or your custom # ones. extensions = ['sphinx.ext.doctest', - 'sphinx.ext.autodoc' + 'sphinx.ext.autodoc', + 'nbsphinx' ] spelling_lang='en_US' diff --git a/doc/index.rst b/doc/index.rst index 6a972da..5c14eee 100644 --- a/doc/index.rst +++ b/doc/index.rst @@ -59,6 +59,7 @@ Examples :maxdepth: 2 Examples/examples + Issues, Questions, and Contributions diff --git a/examples/SVInsight_example_SETx.ipynb b/examples/SVInsight_example_SETx.ipynb new file mode 100644 index 0000000..46b0d6c --- /dev/null +++ b/examples/SVInsight_example_SETx.ipynb @@ -0,0 +1,134 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9c3de87c", + "metadata": {}, + "source": [ + "# SVInsight Example: Southeast Texas\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "22963e8c-1b5e-4965-8159-6296e69248ae", + "metadata": {}, + "outputs": [], + "source": [ + "# Example notebook to compute SVInsight\n", + "# Script to compute the Social Vulnerability Index according to the SVInsight method of Preisser et al. (2024). This example shows how to compute the index for the counties in Southeast Texas with geoids 4819, 48245, 48361, 48241, 48351.\n", + "# Created on 28 April 2024" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "79a6de98-bc3f-4535-a2b4-242154280af2", + "metadata": {}, + "outputs": [], + "source": [ + "# After installing SVInsight (and all dependencies) with pip install, we can import it into this notebook:\n", + "\n", + "from svinsight import SVInsight as svi" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "515c1f8d-b1e1-45d7-8423-6f24ba9e9d4e", + "metadata": {}, + "outputs": [], + "source": [ + "# Set the necessary variables and create the SVInsight object. In this example we are using counties in Southeast Texas:\n", + "project_name = 'SETx_SVI'\n", + "file_path = \"C:/Users/pp7545/Documents/research/SVInsight\"\n", + "api_key = 'your api key here'\n", + "geoids = ['48199', '48245', '48361', '48241', '48351']\n", + "project = svi(project_name, file_path, api_key, geoids)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7e0011fd-3474-4ddf-a578-0f71c57f08b8", + "metadata": {}, + "outputs": [], + "source": [ + "# In this example we will estimate the SVI for the Southeast Texas counties using data from 2021 at the block group level:\n", + "boundary = 'bg'\n", + "year = 2021\n", + "config_file = 'config_file'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "700333cc-8aef-48ff-b650-08aa0043072a", + "metadata": {}, + "outputs": [], + "source": [ + "# We now follow the simplest workflow:\n", + "#1. extract boundaries\n", + "#2. extract census data\n", + "#3. configure variables\n", + "#4. calculate social vulnerability index\n", + "\n", + "project.boundaries_data(boundary, year)\n", + "project.census_data(boundary, year)\n", + "project.configure_variables(config_file)\n", + "project.calculate_svi(config_file, boundary, year)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6ab8e1f9-0f21-433f-afc9-08b61055a11e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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          " + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# The output SVI.csv and .gpkg are stored in the following file format:\n", + "# folder location: {file_path}/{project_name}/{SVIs}/\n", + "# file name: {project_name}_{year}_{boundadry}_{config_file}_svi\n", + "\n", + "# We can load the results and plot them here:\n", + "\n", + "import matplotlib.pyplot as plt\n", + "geopackages = [2021, boundary, config_file, 'FA_SVI_Percentile']\n", + "figure = project.plot_svi(1, geopackages)\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/examples/svinsight_example_Harris_County.py b/examples/svinsight_example_Harris_County.py index 51e8990..f383f52 100644 --- a/examples/svinsight_example_Harris_County.py +++ b/examples/svinsight_example_Harris_County.py @@ -1,8 +1,18 @@ import sys import os -sys.path.append('/Users/matthewpreisser/Documents/Research/Codes/SVInsight') +# Get the directory that contains this file +this_directory = os.path.dirname(os.path.abspath(__file__)) +# one level up +dir1 = os.path.dirname(this_directory) +# two levels up +dir2 = os.path.dirname(os.path.dirname(this_directory)) + +# Add the root directory to sys.path +sys.path.insert(0, this_directory) +sys.path.insert(0, dir1) +sys.path.insert(0, dir2) # import package from SVInsight import SVInsight as svi @@ -31,7 +41,7 @@ year, interpolate=True, verbose=True, - overwrite=True) + overwrite=False) # # add variable # test2.add_variable(boundary, diff --git a/examples/svinsight_example_Travis_County.py b/examples/svinsight_example_Travis_County.py index e396711..53bb15b 100644 --- a/examples/svinsight_example_Travis_County.py +++ b/examples/svinsight_example_Travis_County.py @@ -32,71 +32,50 @@ api_key = api_key, geoids=geoids) -# # set the boundary and year variables -# boundary='bg' -# year=2017 -# years = [2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021] -# config_file='SVI' +# set the boundary and year variables +boundary='bg' +year=2017 +years = [2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021] +config_file='SVI' -# # extract shapefile -# export = test.boundaries_data(boundary, year, overwrite=False) +# extract shapefile +export = test.boundaries_data(boundary, year, overwrite=False) -# # # extract raw census data -# test.census_data(boundary, -# year, -# interpolate=True, -# verbose=True, -# overwrite=False) -# # # # add variable -# # # test2.add_variable(boundary, -# # # year, -# # # 'newvar', -# # # ['B03002_021E']) +# MULTI YEARS +for year in years: + # extract shapefile + export = test.boundaries_data(boundary, year, overwrite=False) -# # print(test.all_vars_eqs['MEDAGE']) -# # test.var_descriptions(['MEDAGE','PPUNIT']) + # # extract raw census data + test.census_data(boundary, year, interpolate=True,verbose=True,overwrite=False) -# # # configure run and calculate svi -# test.configure_variables(config_file) -# test.calculate_svi(config_file, boundary, 2017) + # # configure run and calculate svi + config_file='SVI' + test.configure_variables(config_file) + test.calculate_svi(config_file, boundary, year) + geopackages = [year, boundary, config_file, 'FA_SVI_Percentile'] + figure = test.plot_svi(plot_option=1, geopackages=geopackages) + +######## Plotting ######## +# # plot svi single +geopackages = [year, boundary, config_file, 'FA_SVI_Percentile'] -# # # MULTI YEARS -# # for year in years: -# # # extract shapefile -# # export = test.boundaries_data(boundary, year, overwrite=False) +figure = test.plot_svi(plot_option=1, + geopackages=geopackages) -# # # # extract raw census data -# # test.census_data(boundary, year, interpolate=True,verbose=True,overwrite=False) +#plot svi double +geopackages = [[2017, boundary, config_file, 'FA_SVI_Percentile'], [2017, boundary, config_file, 'RM_SVI_Percentile']] +figure = test.plot_svi(plot_option=2, + geopackages=geopackages) -# # # # configure run and calculate svi -# # config_file='SVI' -# # test.configure_variables(config_file) -# # test.calculate_svi(config_file, boundary, year) -# # geopackages = [year, boundary, config_file, 'FA_SVI_Percentile'] -# # figure = test.plot_svi(plot_option=1, geopackages=geopackages) -# # figure.savefig(f"{os.getcwd()}/Travis_County/Figures/{year}_{boundary}_{config_file}_FA_SVI_Percentile.png", dpi=300) +# plot svi complete +geopackages = [2018, boundary, config_file] +figure = test.plot_svi(plot_option=3, + geopackages=geopackages) -# ######## Plotting ######## -# # # plot svi single -# # geopackages = [year, boundary, config_file, 'FA_SVI_Percentile'] -# # figure = test.plot_svi(plot_option=1, -# # geopackages=geopackages) -# #plot svi double -# geopackages = [[2017, boundary, config_file, 'FA_SVI_Percentile'], [2017, boundary, config_file, 'RM_SVI_Percentile']] -# figure = test.plot_svi(plot_option=2, -# geopackages=geopackages) - - -# # # plot svi complete -# # geopackages = [2018, boundary, config_file] -# # figure = test.plot_svi(plot_option=3, -# # geopackages=geopackages) - - - -# plt.show() \ No newline at end of file +plt.show() \ No newline at end of file

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HcmV?d00001 diff --git a/doc/_build/html/_sources/Background/understanding.rst.txt b/doc/_build/html/_sources/Background/understanding.rst.txt index 78599e5..b297294 100644 --- a/doc/_build/html/_sources/Background/understanding.rst.txt +++ b/doc/_build/html/_sources/Background/understanding.rst.txt @@ -13,7 +13,7 @@ Significant Components ---------------------- This sheet shows what components are significantly contributing to each factor from the final factor analysis. The number of iterations can be determined based on the name of each factor. For example, in this run *'F2'* means that this went through three rounds of factor analysis (zero-based numbering rules). As can be seen, there are 5 factors in the final index. Information on which variables contribute to which factor is useful in determining "themes" for the factors (e.g., wealth theme, social characteristics theme, etc.). In this example, one could identify the first factor as Social Status, and the second factor as Economic Status. These are for description only and will be unique based on the study area and year being analyzed. They may or may not be easily definable into distinct themes, but do show what variables are correlated within a study area. -.. figure:: ../Background/sig_comp_.pdf +.. figure:: ../Background/sig_comp_.png :alt: Table of significant components for 2017 Travis County, Texas Block Group SVI estimate *Table 1: Significant components for 2017 Travis County, Texas Block Group SVI estimate* @@ -24,7 +24,7 @@ Loading Factors --------------- Based on the variables within the final index, each has a loading factor associated with it for each factor. This information is critical in determining the weights for each variable for each factor when calculating the final index. For every boundary in the study area and for every factor, the variable is multiplied by the loading factor and summed within each factor. This is how the factor scores are determined. -.. figure:: ../Background/loading_fac_.pdf +.. figure:: ../Background/loading_fac_.png :alt: Table of loading factors for 2017 Travis County, Texas Block Group SVI estimate *Table 2: Loading factors for 2017 Travis County, Texas Block Group SVI estimate* @@ -46,7 +46,7 @@ Final Variances --------------- An abbreviated version of All Refactor Variances, showing only the final table for the final iteration. -.. figure:: ../Background/final_fac_.pdf +.. figure:: ../Background/final_fac_.png :alt: Table of Final factor analysis variance statistics for 2017 Travis County, Texas Block Group SVI estimate *Table 4: Final factor analysis variance statistics for 2017 Travis County, Texas Block Group SVI estimate* diff --git a/doc/_build/html/_sources/Examples/SVInsight_example_SETx.ipynb.txt b/doc/_build/html/_sources/Examples/SVInsight_example_SETx.ipynb.txt new file mode 100644 index 0000000..46b0d6c --- /dev/null +++ b/doc/_build/html/_sources/Examples/SVInsight_example_SETx.ipynb.txt @@ -0,0 +1,134 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "9c3de87c", + "metadata": {}, + "source": [ + "# SVInsight Example: Southeast Texas\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "22963e8c-1b5e-4965-8159-6296e69248ae", + "metadata": {}, + "outputs": [], + "source": [ + "# Example notebook to compute SVInsight\n", + "# Script to compute the Social Vulnerability Index according to the SVInsight method of Preisser et al. (2024). This example shows how to compute the index for the counties in Southeast Texas with geoids 4819, 48245, 48361, 48241, 48351.\n", + "# Created on 28 April 2024" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "79a6de98-bc3f-4535-a2b4-242154280af2", + "metadata": {}, + "outputs": [], + "source": [ + "# After installing SVInsight (and all dependencies) with pip install, we can import it into this notebook:\n", + "\n", + "from svinsight import SVInsight as svi" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "515c1f8d-b1e1-45d7-8423-6f24ba9e9d4e", + "metadata": {}, + "outputs": [], + "source": [ + "# Set the necessary variables and create the SVInsight object. In this example we are using counties in Southeast Texas:\n", + "project_name = 'SETx_SVI'\n", + "file_path = \"C:/Users/pp7545/Documents/research/SVInsight\"\n", + "api_key = 'your api key here'\n", + "geoids = ['48199', '48245', '48361', '48241', '48351']\n", + "project = svi(project_name, file_path, api_key, geoids)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7e0011fd-3474-4ddf-a578-0f71c57f08b8", + "metadata": {}, + "outputs": [], + "source": [ + "# In this example we will estimate the SVI for the Southeast Texas counties using data from 2021 at the block group level:\n", + "boundary = 'bg'\n", + "year = 2021\n", + "config_file = 'config_file'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "700333cc-8aef-48ff-b650-08aa0043072a", + "metadata": {}, + "outputs": [], + "source": [ + "# We now follow the simplest workflow:\n", + "#1. extract boundaries\n", + "#2. extract census data\n", + "#3. configure variables\n", + "#4. calculate social vulnerability index\n", + "\n", + "project.boundaries_data(boundary, year)\n", + "project.census_data(boundary, year)\n", + "project.configure_variables(config_file)\n", + "project.calculate_svi(config_file, boundary, year)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6ab8e1f9-0f21-433f-afc9-08b61055a11e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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