https://ipums.github.io/pma-data-hub/ A blog about PMA data https://ipums.github.io/pma-data-hub/images/favicon/favicon-32x32.png https://ipums.github.io/pma-data-hub/ Distill Wed, 22 Mar 2023 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2023-03-09-abor-network Recent PMA surveys from Côte d’Ivoire and Nigeria include questions about the abortion experiences of both respondents and other women of reproductive age with whom they share personal information. Data Analysis Abortion Measurement https://ipums.github.io/pma-data-hub/posts/2023-03-09-abor-network Wed, 22 Mar 2023 00:00:00 +0000 Matt Gunther Devon Kristiansen https://ipums.github.io/pma-data-hub/posts/2023-02-15-abor-reg New abortion data from PMA includes women who reported doing something to remove a pregnancy, or to regulate a late period because of a suspected pregnancy. Data Analysis Abortion shiny dplyr https://ipums.github.io/pma-data-hub/posts/2023-02-15-abor-reg Wed, 15 Feb 2023 00:00:00 +0000 Matt Gunther Devon Kristiansen https://ipums.github.io/pma-data-hub/posts/2023-01-31-abor-discovery Follow-up surveys focused on abortion, maternal and newborn health surveys collected during the COVID-19 pandemic, and updates to the ongoing Family Planning panel study Data Discovery New Data Maternal and Newborn Health Abortion Longitudinal https://ipums.github.io/pma-data-hub/posts/2023-01-31-abor-discovery Wed, 01 Feb 2023 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2023-01-19-survey-survival The survey package for R makes it easy to incorpate weights and other elements of survey design into survival analysis. Data Analysis Survival Analysis Weights Cluster Sampling Contraceptive Calendar survey survival srvyr https://ipums.github.io/pma-data-hub/posts/2023-01-19-survey-survival Wed, 25 Jan 2023 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-12-09-data-dictionary You can automatically generate documentation with the metadata included in your data extract, or supplement with additional details scraped from the IPUMS PMA website. Data Manipulation Data Dictionary Codebook Metadata Web Scraping pagedown rvest ipumsr https://ipums.github.io/pma-data-hub/posts/2022-12-09-data-dictionary Fri, 09 Dec 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-11-28-icfp IPUMS PMA hosted a coding workshop at the International Conference on Family Planning in Pattaya City, Thailand this month. Slides for both R and Stata users are available here! Unmet Need Stata R Data Analysis Slides Quarto https://ipums.github.io/pma-data-hub/posts/2022-11-28-icfp Mon, 28 Nov 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-11-18-phase2-pdf Attention Stata users! Our blog series covering the first two phases of PMA panel data is now available in PDF format, with separate versions featuring examples in both R and Stata. Panel Data Stata R PDF Data Analysis https://ipums.github.io/pma-data-hub/posts/2022-11-18-phase2-pdf Fri, 18 Nov 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-10-07-implant-removal For women who tried and were unable to have their implant removed in the past year, were the main obstacles related to provider willingness, access to services, or something else? Data Analysis Data Visualization Measurement Implants LARCs https://ipums.github.io/pma-data-hub/posts/2022-10-07-implant-removal Fri, 07 Oct 2022 00:00:00 +0000 Finn Roberts https://ipums.github.io/pma-data-hub/posts/2022-09-15-leaflet-eda Using interactive maps for exploratory data analysis with PMA GPS data Leaflet Data Analysis Data Visualization Spatial Mapping https://ipums.github.io/pma-data-hub/posts/2022-09-15-leaflet-eda Thu, 15 Sep 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-08-15-method-mix-trends Which methods are have gained popularity among modern method users since 2014? Modern Method Mix Indicators Measurement Data Analysis Data Visualization https://ipums.github.io/pma-data-hub/posts/2022-08-15-method-mix-trends Thu, 25 Aug 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-08-01-youtube-transcripts With help from an imported Python module, you can get an automatically generated transcript for any IPUMS PMA video tutorial in your preferred language. No Python experience necessary! Video Python reticulate translation transcription https://ipums.github.io/pma-data-hub/posts/2022-08-01-youtube-transcripts Mon, 01 Aug 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-07-15-facet-maps Tools for creating spatial visualizations that compare change over time or differences between PMA countries. Data Analysis Data Visualization Spatial Mapping ggplot2 cowplot purrr https://ipums.github.io/pma-data-hub/posts/2022-07-15-facet-maps Mon, 18 Jul 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-07-01-ined-revealjs We've been preparing for an upcoming workshop by building our first presentation with Quarto and Revealjs. Here's what we've learned so far. Quarto RMarkdown Revealjs Slides R Tips https://ipums.github.io/pma-data-hub/posts/2022-07-01-ined-revealjs Fri, 01 Jul 2022 00:00:00 +0000 Matt Gunther Devon Kristiansen https://ipums.github.io/pma-data-hub/posts/2022-06-15-phase2-webinar Breakout sessions for both R and Stata users show how to use panel data from IPUMS PMA to model contraceptive adoption and discontinuation during the first year of the pandemic. Panel Data Data Analysis Stata Video https://ipums.github.io/pma-data-hub/posts/2022-06-15-phase2-webinar Wed, 15 Jun 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-06-01-sdp-panel-release A new feature makes it easy to locate facilities surveyed in multiple rounds of SDP data collection. Plus, new Client Exit Interview data are now available! Panel Data Data Discovery New Data Service Delivery Points Client Exit Interviews https://ipums.github.io/pma-data-hub/posts/2022-06-01-sdp-panel-release Wed, 01 Jun 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-05-15-phase2-calendar PMA panel members report their contraceptive use, reasons for discontinuation, and pregnancy status for each month leading up to the Female Questionnaire. Here's how to get up and running with your first Time-to-Event analysis. Panel Data Contraceptive Calendar Data Analysis Survival Analysis survival ggplot2 https://ipums.github.io/pma-data-hub/posts/2022-05-15-phase2-calendar Sun, 15 May 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-05-01-phase2-alluvial Heatmaps and alluvial plots make it easy to compare key family planning indicators over time and across multiple populations sampled by PMA panel surveys. Panel Data Data Visualization Family Planning Weights heatmaps ggalluvial ggplot2 srvyr https://ipums.github.io/pma-data-hub/posts/2022-05-01-phase2-alluvial Sun, 01 May 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-04-15-phase2-indicators We show how to reproduce measures featured in PMA panel reports, and how to visualize significant differences between groups in figures built with ggplot2. Panel Data Data Visualization Data Analysis Family Planning Weights Sample Clusters ggplot2 srvyr https://ipums.github.io/pma-data-hub/posts/2022-04-15-phase2-indicators Tue, 19 Apr 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-04-01-phase2-members Your guide to inclusion criteria, loss to follow-up, and key technical variables for Family Planning panel data from IPUMS PMA. Panel Data Data Discovery Data Visualization Family Planning https://ipums.github.io/pma-data-hub/posts/2022-04-01-phase2-members Fri, 01 Apr 2022 00:00:00 +0000 Matt Gunther Devon Kristiansen https://ipums.github.io/pma-data-hub/posts/2022-03-15-phase2-formats Getting started with new "long" and "wide" data formats in R. Panel Data Data Discovery Family Planning Importing Data ipumsr https://ipums.github.io/pma-data-hub/posts/2022-03-15-phase2-formats Tue, 15 Mar 2022 00:00:00 +0000 Matt Gunther Devon Kristiansen https://ipums.github.io/pma-data-hub/posts/2022-03-01-phase2-discovery This month's data release includes Phase 2 panel data from 6 samples, plus Phase 1 panel data from 3 new countries. Panel Data Data Discovery New Data Family Planning Weights Cluster Sampling https://ipums.github.io/pma-data-hub/posts/2022-03-01-phase2-discovery Tue, 01 Mar 2022 00:00:00 +0000 Jiao Yu Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-02-15-cei-analysis We use multilevel models to examine factors related to women's satisfaction with family planning care received from the service delivery facilities in Kenya. Client Exit Interviews Data Analysis lme4 Multilevel model https://ipums.github.io/pma-data-hub/posts/2022-02-15-cei-analysis Tue, 15 Feb 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-02-01-cei-fp Service quality questions are included in both Client Exit Interview and Family Planning surveys from PMA. We show how to match similar questions across surveys and compare the results with faceted graphics. Client Exit Interviews Data Analysis Bar Charts srvyr ggplot2 https://ipums.github.io/pma-data-hub/posts/2022-02-01-cei-fp Tue, 01 Feb 2022 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2022-01-15-cei-sdp SDP surveys include data on the availability, cost, and demand for up to 13 family planning methods at each facility. Use one generic formula to explore independent models for client counseling on each method. Client Exit Interviews Service Delivery Points Data Manipulation across pack glm https://ipums.github.io/pma-data-hub/posts/2022-01-15-cei-sdp Sat, 15 Jan 2022 00:00:00 +0000 Maya Luetke Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-12-15-cei-conflict Conflict data provides important context for access to family planning services. Client Exit Interviews Armed Conflict ACLED Mapping Animation sf ggspatial gganimate https://ipums.github.io/pma-data-hub/posts/2021-12-15-cei-conflict Wed, 15 Dec 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-12-01-cei-discovery Women receiving family planning services assess their care in a new data series from PMA. Data Discovery New Data Client Exit Interviews Service Delivery Points https://ipums.github.io/pma-data-hub/posts/2021-12-01-cei-discovery Wed, 01 Dec 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-11-15-find-an-example Where to find example code for all of the key concepts we've covered so far. R Tips R packages https://ipums.github.io/pma-data-hub/posts/2021-11-15-find-an-example Mon, 15 Nov 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-11-01-nutrition-analysis We've learned how to build key indicators with spatially referenced nutrition data from PMA. Now let's see how researchers have used them. Nutrition Climate Data Analysis Mixed Effects PMA Publications terra sf lme4 gtsummary https://ipums.github.io/pma-data-hub/posts/2021-11-01-nutrition-analysis Fri, 05 Nov 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-10-15-nutrition-climate Remotely sensed daily precipitation data is an incredible resource for understanding rainfed food systems. Nutrition CHIRPS Precipitation Climate Agriculture terra sf ggspatial https://ipums.github.io/pma-data-hub/posts/2021-10-15-nutrition-climate Fri, 15 Oct 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-10-01-nutrition-indicators Use WHO guidelines to calculate Minimum Dietary Diversity (MDD), Minimum Meal Frequency (MMF), and Minimum Acceptable Diet (MAD). Nutrition IYCF Indicators Data Manipulation https://ipums.github.io/pma-data-hub/posts/2021-10-01-nutrition-indicators Fri, 01 Oct 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-09-15-nutrition-linking It's now much easier to perform row-wise operations with pre-grouped data! Nutrition Data Manipulation rowwise group_by cur_data pmap https://ipums.github.io/pma-data-hub/posts/2021-09-15-nutrition-linking Wed, 15 Sep 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-09-01-nutrition-discovery Nutrition surveys are available for women, young children, and health service providers in their area. Nutrition Data Discovery Service Delivery Points Infant and Young Child Feeding https://ipums.github.io/pma-data-hub/posts/2021-09-01-nutrition-discovery Wed, 01 Sep 2021 00:00:00 +0000 Devon Kristiansen Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-08-15-covid-analysis The PMA COVID-19 survey is part of a broader panel study. We discuss how to merge it with the baseline survey, and how to specify sample weights and cluster information with the new svyVGAM package. COVID-19 Data Analysis svyVGAM Multinomial Logit Weights https://ipums.github.io/pma-data-hub/posts/2021-08-15-covid-analysis Sun, 15 Aug 2021 00:00:00 +0000 https://ipums.github.io/pma-data-hub/posts/2021-08-07-pma-intro Explore IPUMS PMA data with R right in your browser, or download Stata code for offline practice https://ipums.github.io/pma-data-hub/posts/2021-08-07-pma-intro Sat, 07 Aug 2021 00:00:00 +0000 Tayler Nelson Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-08-01-covid-batches You can compare levels of trust and efficacy for 13 information sources in 4 countries with data from the new PMA COVID-19 survey. Let's talk data visualization options. COVID-19 Data Visualization ggplot2 fmsb Bar Charts Lollipop Charts Radar Charts https://ipums.github.io/pma-data-hub/posts/2021-08-01-covid-batches Sun, 01 Aug 2021 00:00:00 +0000 Saeun Park Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-07-15-covid-likert A guide to bar charts for Likert-type psychometric scales built with ggplot2. COVID-19 Descriptive Analysis Data Visualization ggplot2 https://ipums.github.io/pma-data-hub/posts/2021-07-15-covid-likert Thu, 15 Jul 2021 00:00:00 +0000 Shelby Rutzick Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-07-01-covid-tables Showcasing the gtsummary package for sample descriptive statistics, weighted population estimates, and model summary output. COVID-19 gtsummary srvyr purrr Descriptive Analysis Data Manipulation Weights https://ipums.github.io/pma-data-hub/posts/2021-07-01-covid-tables Thu, 01 Jul 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-06-15-covid-discovery A new panel study promises insights into the impact of COVID-19 on family planning and reproductive health. COVID-19 Panel Data Data Discovery New Data https://ipums.github.io/pma-data-hub/posts/2021-06-15-covid-discovery Tue, 15 Jun 2021 00:00:00 +0000 Nina Brooks https://ipums.github.io/pma-data-hub/posts/2021-05-24-migration-data-analysis How to visualize patterns in migration data using alluvial plots, line plots, and density plots. Migration Data Analysis Data Visualization Descriptive Analysis ggalluvial ggridges https://ipums.github.io/pma-data-hub/posts/2021-05-24-migration-data-analysis Wed, 02 Jun 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-05-15-paa-2021 R and Stata code with video from an event held at the Population Association of America 2021 Annual Meeting. PMA Publications PAA 2021 Contraceptive Calendar Stata Video https://ipums.github.io/pma-data-hub/posts/2021-05-15-paa-2021 Sat, 15 May 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-05-01-storymaps Five outstanding undergraduate research projects integrate dynamic data visualization with spatial analysis and narrative. PMA Publications StoryMaps Undergrads Teaching https://ipums.github.io/pma-data-hub/posts/2021-05-01-storymaps Mon, 03 May 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-04-15-migration-discovery Use tidyr::pivot_longer to reshape wide data into a long format. Migration Data Discovery Data Manipulation pivot_longer regex https://ipums.github.io/pma-data-hub/posts/2021-04-15-migration-discovery Thu, 15 Apr 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-04-01-et-internal-migration Summary and source code from a recent article using data from Ethiopia. Migration PMA Publications svyglm bootstraps https://ipums.github.io/pma-data-hub/posts/2021-04-01-et-internal-migration Fri, 02 Apr 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-02-09-march-2021-data-release Get details on new variables related to labor & delivery services, antenatal care, vaccinations, facility shipment schedules, and more! New Data Data Discovery https://ipums.github.io/pma-data-hub/posts/2021-02-09-march-2021-data-release Mon, 15 Mar 2021 00:00:00 +0000 Nina Brooks https://ipums.github.io/pma-data-hub/posts/2021-02-19-analyzing-the-individual-in-context Analyzing women's contraceptive use while considering service delivery point and spatial contextual factors. Individuals in Context Service Delivery Points Data Analysis survey dotwhisker https://ipums.github.io/pma-data-hub/posts/2021-02-19-analyzing-the-individual-in-context Tue, 02 Mar 2021 00:00:00 +0000 Nina Brooks https://ipums.github.io/pma-data-hub/posts/2021-02-04-merging-external-spatial-data How to integrate external spatial data with PMA data. Individuals in Context Service Delivery Points Data Manipulation join sf raster Spatial https://ipums.github.io/pma-data-hub/posts/2021-02-04-merging-external-spatial-data Mon, 15 Feb 2021 00:00:00 +0000 Nina Brooks https://ipums.github.io/pma-data-hub/posts/2021-01-29-mapping-sdp-variables Map spatial variation in the service delivery environment across enumeration areas. Individuals in Context Service Delivery Points Data Manipulation Mapping sf https://ipums.github.io/pma-data-hub/posts/2021-01-29-mapping-sdp-variables Sat, 30 Jan 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-01-28-summarize-by-easerved Create aggregate measures for women living the areas served by SDPs Individuals in Context Data Manipulation Service Delivery Points pivot_longer join https://ipums.github.io/pma-data-hub/posts/2021-01-28-summarize-by-easerved Fri, 29 Jan 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-01-28-across-sdp Use dplyr::across to summarize variables with a similar naming pattern. Individuals in Context Data Manipulation Service Delivery Points across ipumsr https://ipums.github.io/pma-data-hub/posts/2021-01-28-across-sdp Thu, 28 Jan 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2021-01-26-sdp-data SDP samples are not nationally representative. Learn how to use them to describe the health service environment experienced by individuals. Individuals in Context Data Discovery Service Delivery Points https://ipums.github.io/pma-data-hub/posts/2021-01-26-sdp-data Tue, 26 Jan 2021 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2020-12-10-get-ipums-pma-data How to download an IPUMS PMA data extract and start using it in R R Tips R Packages Importing Data https://ipums.github.io/pma-data-hub/posts/2020-12-10-get-ipums-pma-data Tue, 10 Nov 2020 00:00:00 +0000 Matt Gunther https://ipums.github.io/pma-data-hub/posts/2020-12-10-get-r-and-packages How to download R for free and install some of the R packages used on this blog R Tips R Packages https://ipums.github.io/pma-data-hub/posts/2020-12-10-get-r-and-packages Mon, 02 Nov 2020 00:00:00 +0000