The IPUMS Contextual Determinants of Health (CDOH) data series provides access to measures of disparities, policies, and counts, by state or county, for historically marginalized populations in the United States including Black, Asian, Hispanic/Latina/o/e/x, and LGBTQ+ persons, and women. The IPUMS CDOH data are made available through ICPSR/DSDR for merging with the National Couples' Health and Time Study (NCHAT), United States, 2020-2021 (ICPSR 38417) by approved restricted data researchers. All other researchers can access the IPUMS CDOH data via the IPUMS CDOH website. Unlike other IPUMS products, the CDOH data are organized into multiple categories related to Race and Ethnicity, Sexual and Gender Minority, Gender, and Politics. The measures were created from a wide variety of data sources (e.g., IPUMS NHGIS, the Census Bureau, the Bureau of Labor Statistics, the Movement Advancement Project, and Myers Abortion Facility Database). Measures are currently available for states or counties from approximately 2015 to 2020. Sexual and Gender Minority measures in this release include county-level summary data on the proportion of same-sex households in the United States, as reported in the 2020 Decennial Census. To work with the IPUMS CDOH data, researchers will need to use the variable MATCH_ID to merge the data in DS1 with NCHAT surveys within the virtual data enclave (VDE).

In a global survey conducted in 2023, three percent of respondents declared to be homosexual, gay, or lesbian. In Brazil and the Netherlands, for instance, nine percent, instead, identified as bisexual, representing the largest group of bisexual respondents among the 30 surveyed countries. Moreover, two percent of the interviewees in Switzerland said to be pansexual or omnisexual. Pansexuality describes people who feel attracted to other people regardless of their biological sex, gender, or gender identity, whereas omnisexuality refers to people attracted to people of all gender identities and sexual orientations.

Center types, definitions, and criteria for data collection.

aarikw/Nifty-Gay-TextOnly dataset hosted on Hugging Face and contributed by the HF Datasets community

jxie/anti-lgbt-cyberbullying dataset hosted on Hugging Face and contributed by the HF Datasets community

Timeseries data from 'Gay Head, MA' (noaa_nos_co_ops_8448733) _NCProperties=version=2,netcdf=4.8.1,hdf5=1.12.2 cdm_data_type=TimeSeries cdm_timeseries_variables=station,longitude,latitude contributor_email=feedback@axiomdatascience.com contributor_name=Axiom Data Science contributor_role=processor contributor_role_vocabulary=NERC contributor_url=https://www.axiomdatascience.com Conventions=IOOS-1.2, CF-1.6, ACDD-1.3 defaultDataQuery=sea_surface_height_amplitude_due_to_geocentric_ocean_tide_above_mllw_qc_agg,z,sea_surface_height_amplitude_due_to_geocentric_ocean_tide_above_mllw,time&time>=max(time)-3days Easternmost_Easting=-70.83 featureType=TimeSeries geospatial_lat_max=41.3533 geospatial_lat_min=41.3533 geospatial_lat_units=degrees_north geospatial_lon_max=-70.83 geospatial_lon_min=-70.83 geospatial_lon_units=degrees_east geospatial_vertical_max=0.0 geospatial_vertical_min=0.0 geospatial_vertical_positive=up geospatial_vertical_units=m history=Downloaded from NOAA Center for Operational Oceanographic Products and Services (CO-OPS) at https://tidesandcurrents.noaa.gov/api/ id=116551 infoUrl=https://sensors.ioos.us/#metadata/116551/station institution=NOAA Center for Operational Oceanographic Products and Services (CO-OPS) naming_authority=com.axiomdatascience Northernmost_Northing=41.3533 platform=fixed platform_name=Gay Head, MA platform_vocabulary=http://mmisw.org/ont/ioos/platform processing_level=Level 2 references=https://tidesandcurrents.noaa.gov/stationhome.html?id=8448733,https://tidesandcurrents.noaa.gov/api/, sourceUrl=https://tidesandcurrents.noaa.gov/api/ Southernmost_Northing=41.3533 standard_name_vocabulary=CF Standard Name Table v72 station_id=116551 time_coverage_end=2025-07-09T11:22:00Z time_coverage_start=2022-06-03T02:38:00Z Westernmost_Easting=-70.83

lekishy1413/gay dataset hosted on Hugging Face and contributed by the HF Datasets community

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.

Subscribers can find out export and import data of 23 countries by HS code or product’s name. This demo is helpful for market analysis.