2010 Census Production Settings Demographic and Housing Characteristics (DHC) Demonstration Noisy Measurement File

Publications

• 2010 Census Summary File 1 Technical Documentation by U.S. Census Bureau
  
• Computing Confidence Intervals Using the 2010 Census Production Settings Redistricting Data (P.L. 94-171) Demonstration Noisy Measurement File (2023-04-03) by Cumings-Menon, R., Hawes, M., and Spence, M. (2023) "(Jupyter notebook explaining how to calculate estimates and confidence intervals from the noisy measurement files)"
  
• DAS 2020 Redistricting Production Code Release by U.S. Census Bureau (Public GitHub repository for the 2020 Census DAS, vintaged as of the commit used to produce the official production run of the Redistricting product. The zCDP framework NMFs were generated in a for-internal-use-only pickled (https://docs.python.org/3/library/pickle.html; https://spark.apache.org/docs/latest/api/python/reference/api/pyspark.SparkContext.pickleFile.html) form as a byproduct of the use of this code. A stand-alone script was developed and used to convert these internal-use NMFs into the Parquet format used in this product (that script is not yet publicly available.)
  
• Geographic Spines in the 2020 Census Disclosure Avoidance System by Abowd, J., Ashmead, R., Cumings-Menon, R., Garfinkel, S., Heineck, M., Heiss, C., Johns, R., Kifer, D., Leclerc, P., Machanavajjhala, A., Moran, B., Sexton, W., Spence, M., Zhuravlev, P.
  
• The 2020 Census Disclosure Avoidance System Topdown Algorithm by Abowd, J., Ashmead, R., Cumings-Menon, R., Garfinkel, S., Heineck, M., Heiss, C., Johns, R., Kifer, D., Leclerc, P., Machanavajjhala, A., Moran, B., Sexton, W., Spence, M., Zhuravlev, P.
  

2020 Census Demographic and Housing Characteristics (DHC) Noisy Measurement File

Publications

• 2020 Census Demographic and Housing Characteristics File Technical Documentation by U.S. Census Bureau. Note that the zCDP framework NMFs were generated in a for-internal-use-only pickled (https://spark.apache.org/docs/latest/api/python/reference/api/pyspark.SparkContext.pickleFile.html) form as a byproduct of the use of this code. A stand-alone script was developed and used to convert these internal-use NMFs into the Parquet format used in this product (that script is not yet publicly available).
  
• Computing Confidence Intervals Using the 2010 Census Production Settings Redistricting Data (P.L. 94-171) Demonstration Noisy Measurement File (2023-04-03) (Jupyter notebook explaining how to calculate estimates and confidence intervals from the noisy measurement files) by Cumings-Menon, R., Hawes, M., and Spence, M. (2023)
  
• DAS 2020 DHC Production Code Release by U.S. Census Bureau
  
• Geographic Spines in the 2020 Census Disclosure Avoidance System by Abowd, J., Ashmead, R., Cumings-Menon, R., Garfinkel, S., Heineck, M., Heiss, C., Johns, R., Kifer, D., Leclerc, P., Machanavajjhala, A., Moran, B., Sexton, W., Spence, M., Zhuravlev, P.
  
• The 2020 Census Disclosure Avoidance System Topdown Algorithm by Abowd, J., Ashmead, R., Cumings-Menon, R., Garfinkel, S., Heineck, M., Heiss, C., Johns, R., Kifer, D., Leclerc, P., Machanavajjhala, A., Moran, B., Sexton, W., Spence, M., Zhuravlev, P.
  

GHSL Degree of Urbanisation settlement model (GHS-SMOD)

Tutorials

• Get To Know A Dataset: GHS SMOD by MAFFENINI Luca
  
  

Tools & Applications

• Global visualisation by TOMMASI Pierpaolo, MAFFENINI Luca
  

Publications

• Applying the degree of urbanisation - A methodological manual to define cities, towns and rural areas for international comparisons by Eurostat (European Commission)
  
• GHSL Data Package 2023 by SCHIAVINA Marcello, MELCHIORRI Michele, PESARESI Martino, POLITIS Panagiotis, CARNEIRO FREIRE Sergio Manuel, MAFFENINI Luca, FLORIO Pietro, EHRLICH Daniele, GOCH Katarzyna, CARIOLI Alessandra, UHL Johannes, TOMMASI Pierpaolo, KEMPER Thomas
  

US Home Environmental Risk Compilation (ZipCheckup Open Data)

Tutorials

• Get To Know A Dataset: US Home Environmental Risk Compilation by Artem Akulov
  

Tools & Applications

• ZipCheckup - Home Safety Profile by ZIP code by ZipCheckup
  

Publications

• Public comment on EPA docket EPA-HQ-OW-2025-0654: PFAS occurrence documented in utilities' own Consumer Confidence Reports (511 systems with quantified detections) by Artem Akulov
  

1940 Census Population Schedules, Enumeration District Maps, and Enumeration District Descriptions

Tutorials

• 1940 Census on the AWS Registry of Open Data by National Archives and Records Administration
  

Tools & Applications

• National Archives 1940 Census by National Archives and Records Administration
  

1950 Census Population Schedules, Enumeration District Maps, and Enumeration District Descriptions

Tutorials

• 1950 Census on the AWS Registry of Open Data by National Archives and Records Administration
  

Tools & Applications

• National Archives 1950 Census by National Archives and Records Administration
  

2010 Census Production Settings Redistricting Data (P.L. 94-171) Demonstration Noisy Measurement File

Publications

• Geographic Spines in the 2020 Census Disclosure Avoidance System by Abowd, J., Ashmead, R., Cumings-Menon, R., Garfinkel, S., Heineck, M., Heiss, C., Johns, R., Kifer, D., Leclerc, P., Machanavajjhala, A., Moran, B., Sexton, W., Spence, M., Zhuravlev, P.
  
• The 2020 Census Disclosure Avoidance System Topdown Algorithm by Abowd, J., Ashmead, R., Cumings-Menon, R., Garfinkel, S., Heineck, M., Heiss, C., Johns, R., Kifer, D., Leclerc, P., Machanavajjhala, A., Moran, B., Sexton, W., Spence, M., Zhuravlev, P.
  

2020 Census Redistricting Data (P.L. 94-171) Noisy Measurement File

Publications

• Geographic Spines in the 2020 Census Disclosure Avoidance System by Abowd, J., Ashmead, R., Cumings-Menon, R., Garfinkel, S., Heineck, M., Heiss, C., Johns, R., Kifer, D., Leclerc, P., Machanavajjhala, A., Moran, B., Sexton, W., Spence, M., Zhuravlev, P.
  
• The 2020 Census Disclosure Avoidance System Topdown Algorithm by Abowd, J., Ashmead, R., Cumings-Menon, R., Garfinkel, S., Heineck, M., Heiss, C., Johns, R., Kifer, D., Leclerc, P., Machanavajjhala, A., Moran, B., Sexton, W., Spence, M., Zhuravlev, P.
  

GHSL World Urbanisation Prospects projected gridded population estimates (GHS-WUP-POP)

Tutorials

• Get To Know A Dataset: GHS WUP POP by MAFFENINI Luca
  
  

Tools & Applications

• Raster data visualization by TOMMASI Pierpaolo, MAFFENINI Luca
  

Publications

• GHSL WUP Projections Data Package 2025 by SCHIAVINA Marcello, MELCHIORRI Michele, MARI RIVERO Ines, FLORIO Pietro, FREIRE Sergio, JACOBS-CRISIONI Chris, MAFFENINI Luca, POLITIS Panagiotis, UHL Johannes H., CARIOLI Alessandra, PESARESI Martino, DIJKSTRA Lewis, KEMPER Thomas
  
• Introducing the CRISP model to downscale future population projections by JACOBS-CRISIONI Chris, SCHIAVINA Marcello, KRASNODEBSKA Katarzyna, DIJKSTRA Lewis, CLAASSENS Jip, HILFERINK Maarten, VAN DER WIELEN Thijmen, KOOMEN Eric
  
• Population by degree of urbanization and by urban agglomeration from 1950 to 2100 by JACOBS-CRISIONI Chris, SCHIAVINA Marcello, ALESSANDRINI Alfredo, DIJKSTRA Lewis
  

GHSL gridded population estimates (GHS-POP)

Tutorials

• Get To Know A Dataset: GHS POP by MAFFENINI Luca
  
  
• Mapping Population and Built-Up Surface with GHSL in a Browser-Based Notebook on Scigantic by Scigantic
  

Tools & Applications

• Global visualisation by TOMMASI Pierpaolo, MAFFENINI Luca
  

Publications

• Advances on the Global Human Settlement Layer by joint assessment of Earth Observation and Population Survey data by PESARESI Martino, SCHIAVINA Marcello, POLITIS Panagiotis, FREIRE Sergio, GOCH Katarzyna, UHL Johannes H., CARIOLI Alessandra, CORBANE Christina, DIJKSTRA Lewis, FLORIO Pietro, FRIEDRICH Hannah K., GAO Jing, LEYK Stefan, LINLIN Lu, MAFFENINI Luca, MARI-RIVERO Ines, MELCHIORRI Michele, SYRRIS Vasileios, VAN DEN HOEK Jamon, KEMPER Thomas
  
• GHSL Data Package 2023 by SCHIAVINA Marcello, MELCHIORRI Michele, PESARESI Martino, POLITIS Panagiotis, CARNEIRO FREIRE Sergio Manuel, MAFFENINI Luca, FLORIO Pietro, EHRLICH Daniele, GOCH Katarzyna, CARIOLI Alessandra, UHL Johannes, TOMMASI Pierpaolo, KEMPER Thomas
  

GHSL World Urbanisation Prospects Projected Degree of Urbanisation (GHS-WUP-DEGURBA)

Tutorials

• Get To Know A Dataset: GHS WUP DEGURBA by MAFFENINI Luca
  
  

Tools & Applications

• Raster data visualization by TOMMASI Pierpaolo, MAFFENINI Luca
  

Publications

• GHSL WUP Projections Data Package 2025 by SCHIAVINA Marcello, MELCHIORRI Michele, MARI RIVERO Ines, FLORIO Pietro, FREIRE Sergio, JACOBS-CRISIONI Chris, MAFFENINI Luca, POLITIS Panagiotis, UHL Johannes H., CARIOLI Alessandra, PESARESI Martino, DIJKSTRA Lewis, KEMPER Thomas
  
• Introducing the CRISP model to downscale future population projections by JACOBS-CRISIONI Chris, SCHIAVINA Marcello, KRASNODEBSKA Katarzyna, DIJKSTRA Lewis, CLAASSENS Jip, HILFERINK Maarten, VAN DER WIELEN Thijmen, KOOMEN Eric
  

U.S. Census ACS PUMS

Tutorials

• Setting up Blazegraph on EC2 by data.world
  

Estimating Confidence Intervals for 2020 Census Statistics Using Approximate Monte Carlo Simulation (2010 Census Proof of Concept)

Tools & Applications

• Estimating Confidence Intervals Using Approximate Monte Carlo Simulation Iterations (Jupyter Notebook) by Ashmead, R., Hawes, M. B., Pritts, M., Zhuravlev, P., Keller, S. A.
  

Publications

• An Approximate Monte Carlo Simulation Method for Estimating Uncertainty and Constructing Confidence Intervals for 2020 Census Statistics by Ashmead, R., Hawes, M. B., Pritts, M., Zhuravlev, P., Keller, S. A.
  

Estimating Confidence Intervals for 2020 Census Statistics Using Approximate Monte Carlo Simulation (2020 Census Production Run)

Tools & Applications

• Estimating Confidence Intervals Using Approximate Monte Carlo Simulation Iterations (Jupyter Notebook) by Ashmead, R., Hawes, M. B., Pritts, M., Zhuravlev, P., Keller, S. A.
  

Publications

• An Approximate Monte Carlo Simulation Method for Estimating Uncertainty and Constructing Confidence Intervals for 2020 Census Statistics by Ashmead, R., Hawes, M. B., Pritts, M., Zhuravlev, P., Keller, S. A.