AndreaBozzo/ceres-open-data-index huggingface dataset:
Federal Home Loan Bank Membership

The Federal Home Loan Bank (FHLB) system was created by the Federal Home Loan Bank Act of 1932 as a government sponsored enterprise to support mortgage lending and related community investment. It is composed of 11 FHLBanks, more than 6,500 member financial institutions, and the System's fiscal agent, the Office of Finance. Each FHLBank is a separate, government-chartered, member-owned corporation.

Tags: fhlb, members
Organization: Federal Housing Finance Agency
Local Hazard Mitigation Plan Status Dynamic Map (Geoplatform)

The Mitigation Planning Portal (MPP) is an online platform for tracking and reporting mitigation plans and related data elements across all ten Federal Emergency Management Agency (FEMA) Regions. rnrnDataset is used to identify mitigation plans across states and regions.rnrnDatapoints include links to mitigation plans for each state (a separate excel file of state links is held on local drive).

Tags: threats-and-hazards
Organization: Department of Homeland Security
Lidar Elevation

Light Detection and Ranging (lidar) is a technology used to create high-resolution models of ground elevation with a vertical accuracy of 10 centimeters (4 inches).  rnrnFEMA collects lidar elevation data to support flood mapping. USGS is the primary Federal steward of lidar data. FEMA archives lidar data for FEMA projects where USGS does not manage the Lidar data collection. rnrnDatapoints include ground elevation models and vertical metrics for ground elevation.

Tags: threats-and-hazards
Organization: Department of Homeland Security
Datasets posted as supplementary files for "Improved thermal preferences and a stressor index derived from modeled stream temperatures and regional taxonomic standards for freshwater macroinvertebrates of the Pacific Northwest, USA"

There are 20 supplemental data files associated with this article. These files describe the process of assigning macroinvertebrate taxa to thermal preference categories and analyses associated with them. There are spreadsheets of macroinvertebrate taxa used in the publication and the resulting calculations for thermal preferences, including taxonomic relationships and variability associated with the taxonomic relationships (parent-child). Also included are the R scripts for calculating the Macroinvertebrate Thermal Tolerance Index (MTTI) and thermal preference metrics using the macroinvertebrate data. 
Additional macroinvertebrate data included in the files are: 
•	Scatterplot of total number of individuals vs total number of taxa
•	Full list of BMI data sources
•	Map of BMI sampling sites, color-coded by data source
•	List of taxa that were in the tolerance analysis dataset but occurred in fewer than 30 samples 
For the plots showing probability of occurrence of a taxa, there is also a guide to assist with interpretation of the plots. 
Additional information for the MTTI includes:
●	Calibration (CAL) and Validation (VAL) datasets
○	Summary Statistics
○	Boxplots of natural and disturbance variables
○	PCA biplots
●	Modeling techniques
○	Deshrinking and tolerance downweighting 
●	Comparisons between field temperature and modeled temperatures (MWMT, MTTI)
●	Correlations with other stressors
Thermal metric plots for each MWMT class are also included. 

This dataset is associated with the following publication:
Hubler, S., J. Stamp, S.P. Sullivan, M. Fernandez, C. Larson, K. Macneale, R.W. Wisseman, R. Plotnikoff, and B. Bierwagen. Improved thermal preferences and a stressor index derived from modeled stream temperatures and regional taxonomic standards for freshwater macroinvertebrates of the Pacific Northwest, USA.   ECOLOGICAL INDICATORS. Elsevier Science Ltd, New York, NY, USA, 160: 111869, (2024).

Tags: aquatic-ecosystem, freshwater-macroinvertebrates, pacific-northwest, streams, stressor-index, taxonomy, thermal-preference-modeling
Organization: U.S. Environmental Protection Agency
Dataset for Impact of living conditions on cardiovascular function in atherosclerosis-prone mice and smoke exposure

Raw data for all figures and tables in manuscript for study analyzing the impact of living conditions on cardiovascular function in ApoE -/- mice. 

This dataset is associated with the following publication:
Fiamingo, M., S. Toler, K. Lee, W. Oshiro, Q. Krantz, P. Evansky, D. Davies, M. Gilmour, A. Farraj, and M. Hazari. Depleted housing elicits cardiopulmonary dysfunction after a single flaming eucalyptus wildfire smoke exposure in a sex-specific manner in ApoE knockout mice..   Cardiovascular Toxicology. Humana Press Incorporated, Totowa, NJ, USA, 24: 852-869, (2024).

Tags: apoe-transgenics-mouse, biomass-smoke, cardiovascular-disease, housing
Organization: U.S. Environmental Protection Agency
Dataset for Science 2024 Publication

The database represents emissions rates quantified by Carbon Mapper across landfills observed and reported in Cusworth et al. (2024). Carbon Mapper leverages hyperspectral imaging spectroscopy to detect, locate, and quantify localized methane emissions. The database contains three sheets: (1) Unique plume detections: this dataset includes individual emission detections (latitude, longitude, emission rate, emission rate uncertainty, datetime) as well as the corresponding landfill’s GHGRP ID. (2) Daily-Average Landfill Emission: daily averaged landfill emissions derived by spatial aggregation and averaging of individual landfill emissions following the methods described in Cusworth et al. (2021). (3) Time-averaged Source List: Average emission rates across all dates of observation. 

This dataset is associated with the following publication:
Cusworth, D.H., R.M. Duren, A.K. Ayasse, R. Jiorle, K. Howell, A. Aubrey, R.O. Green, M.L. Eastwood, J.W. Chapman, A.K. Thorpe, J. Heckler, G.P. Asner, M.L. Smith, E. Thoma, M. Krause, D. Heins, and S. Thorneloe-Howard. Quantifying methane emissions from United States landfills.   SCIENCE. American Association for the Advancement of Science (AAAS), Washington, DC, USA, 383(6690): 1499-1504, (2024).

Tags: landfill-air-emissions, landfill-methane, untreated-landfill-gas
Organization: U.S. Environmental Protection Agency
TEAMER - Extreme Events Modeling for the MARMOK-OWC Wave Energy Converter

Through the TEAMER program, Sandia National Laboratories (SNL) collaborated with IDOM Incorporated to study their MARMOK-Oscillating Water Column (MARMOK-OWC) wave energy conversion device. The study yielded a quantitative understanding of hydrodynamic pressures on the oscillating water column (OWC) device surfaces, the mooring tensions, and the dynamic performance of the device under extreme ocean wave conditions.

This project utilized a comprehensive multi-phase Navier-Stokes flow solver with an overset body-fit mesh to predict fluid velocities and hydrodynamic forces on the MARMOK-OWC device. Computational Fluid Dynamics (CFD) analysis were conducted using OpenFOAM. This data includes the OpenFOAM cases (setup and data) to run the extreme events developed during the project.

This project is part of the TEAMER RFTS 4 (request for technical support) program.

Tags: cfd, cfd-analysis, computational-fluid-dynamics, energy, extreme-events, hydrodynamic-forces, hydrokinetic, hydrualic-pressure, marine, marmok-owc-wec, mhk, mooring-tensions, navier-stokes-flow-solver, openfoam, oscillating-water-column, owc, performance, power, quantitative, rfts-4, teamer, wave-energy, wave-energy-converter, wec
Organization: Department of Energy
ERB case studies meta data

The data are qualitative data consisting of notes recorded during meetings, workshops, and other interactions with case study participants. This dataset is not publicly accessible because: EPA cannot release personally identifiable information regarding living individuals, according to the Privacy Act and the Freedom of Information Act (FOIA). This dataset contains information about human research subjects. Because there is potential to identify individual participants and disclose personal information, either alone or in combination with other datasets, individual level data are not appropriate to post for public access. Restricted access may be granted to authorized persons by contacting the party listed. It can be accessed through the following means: The data cannot be accessed by anyone outside of the research team because of the potential to identify human participants. Format: The data are qualitative data contained in Microsoft Word documents. 

This dataset is associated with the following publication:
Eisenhauer, E., K. Maxwell, B. Kiessling, S. Henson, M. Matsler, R. Nee, M. Shacklette, M. Fry, and S. Julius. Inclusive engagement for equitable resilience: community case study insights.   Environmental Research Communications. IOP Publishing, BRISTOL,  UK, 6: 125012, (2024).

Tags: climate-change, environmental-justice, equity, resilience, vulnerability
Organization: U.S. Environmental Protection Agency
EAF Slag Characterization

The Excel® spreadsheets below are submitted in support of data published in the manuscript, 
Yu, S., Garrabrants, A.C., DeLapp, R.C., Hubner, T., Thorneloe, S.A., and Kosson, D.S., Evaluation of testing approaches for constituent leaching from electric arc furnace (EAF) slags. Journal of Environmental Management 373, 123892, 2025.
The following spreadsheets document the final preparation of data for publication in manuscript figures and supplemental materials.
•	LXS-ANCCap_Pueblo_EAF Titration_Final
•	LXS-GM_Pueblo_Single Batch (12-Oct-2023) FINAL for MANUSCRIPT
•	LXS-GM_Pueblo_EAF Slag Fraction Analysis (27-Sp-2023). 

This dataset is associated with the following publication:
Yu, S., A.C. Garrabrants, R.C. DeLapp, T. Hubner, S.A. Thorneloe-Howard, and D.S. Kosson. Evaluation and Testing Approaches for Constituent Leaching from Electric Arc Furnace (EAF) Slags.   JOURNAL OF ENVIRONMENTAL MANAGEMENT. Elsevier Science Ltd, New York, NY, USA, 373: 123892, (2025).

Tags: beneficial-use-of-materials, chromium, eaf, eaf-slag
Organization: U.S. Environmental Protection Agency
EAF Slag

The Excel® spreadsheets below are submitted in support of data published in the manuscript,  

Yu, S., Garrabrants, A.C., DeLapp, R.C., Hubner, T., Thorneloe, S.A., and Kosson, D.S., From leaching data to release estimates: Screening and scenario assessments of electric arc furnace (EAF) slag under unencapsulated use. Journal of Hazardous Materials 479, 135522, 2024. 

The following spreadsheets document the final preparation of data for publication in manuscript figures and supplemental materials. 

LXS-Pueblo EAF Slag_Screening (1-Dec-2023) 

LXS-Pueblo EAF Slag_Scenario (2-Dec-2023) (update 6-Mar-2024) 

LXS-Pueblo EAF Slag_Scenario Wet-Dry (2-Dec-2023) 

LXS-Pueblo EAF Slag_Depth (2-Dec-2023). 

This dataset is associated with the following publication:
Yu, S., A.C. Garrabrants, R.C. DeLapp, T. Hubner, S.A. Thorneloe, and D.S. Kosson. From Leaching Data to Release Estimates: Screening and Scenario Assessments of Electric Arc Furnace (EAF) Slag Under Unencapsulated Use.   JOURNAL OF HAZARDOUS MATERIALS. Elsevier Science Ltd, New York, NY, USA, 479: 135522, (2024).

Tags: aggregate, beneficial-use, chromium, eaf-slag
Organization: U.S. Environmental Protection Agency
Data for figures included in Investigation of U.S. landfill GHG reporting program methane emission models

Data regarding landfill methane emissions for the manuscript "Investigation of US landfill GHG reporting program methane emission models". 

This dataset is associated with the following publication:
Stark, B., K. Tian, and M. Krause. Investigation of U.S. landfill GHG reporting program methane emission models.   WASTE MANAGEMENT. Elsevier Science Ltd, New York, NY, USA, 186: 86-93, (2024).

Tags: greenhouse-gas, landfill, methane, modeling, municipal-solid-waste
Organization: U.S. Environmental Protection Agency
Chicago Energy Benchmarking

The Chicago Building Energy Use Benchmarking Ordinance calls on existing municipal, commercial, and residential buildings larger than 50,000 square feet to track whole-building energy use, report to the City annually, and verify data accuracy every three years. The law, which was phased in from 2014-2017, covers less than 1% of Chicago’s buildings, which account for approximately 20% of total energy used by all buildings. For more details, including ordinance text, rules and regulations, and timing, please visit www.CityofChicago.org/EnergyBenchmarking

The ordinance authorizes the City to share property-specific information with the public, beginning with the second year in which a building is required to comply. 

The dataset represents self-reported and publicly-available property information by calendar year. Please note that the "Data Year" column refers to the year to which the data apply, not the year in which they were reported. That column and filtered views under "Related Content" can be used to isolate specific years.

Tags: 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023, benchmarks, buildings, energy, sustainability
Organization: City of Chicago
Census Data - Languages spoken in Chicago, 2008 – 2012

This dataset contains estimates of the number of residents aged 5 years or older in Chicago who “speak English less than very well,” by the non-English language spoken at home and community area of residence, for the years 2008 – 2012.  See the full dataset description for more information at: https://data.cityofchicago.org/api/views/fpup-mc9v/files/dK6ZKRQZJ7XEugvUavf5MNrGNW11AjdWw0vkpj9EGjg?download=true&filename=P:\EPI\OEPHI\MATERIALS\REFERENCES\ECONOMIC_INDICATORS\Dataset_Description_Languages_2012_FOR_PORTAL_ONLY.pdf

Tags: census, english, federal, language, spanish
Organization: City of Chicago
Chicago Population Counts

Population totals for groupings commonly used in other datasets.

Not all values are available for all years.

Note that because the "Citywide" rows roll up the values from the individual ZIP Codes and the "Age 0-4," "Age 5-11," "Age 12-17," "Age 5+," "Age 18+," and "Age 65+" columns overlap other age categories, as well as each other in some cases, care should be taken in summing values to avoid accidental double-counting. The "Age 5-11" and "Age 12-17" columns only include children who live in households.

Data Sources: U.S. Census Bureau American Community Survey (ACS) 5-year estimates (ZIP Code) and 1-year estimates (Citywide). The U.S. Census Bureau did not release standard 1-year estimates from the 2020 ACS. In 2020 only, 5-year estimates were used for the Citywide estimates.

Tags: census, federal, link-to-article-present, population
Organization: City of Chicago
City of Somerville Parking Permits

Parking permits issued by the City of Somerville Parking Department between January 1, 2017 and November 30, 2020. Each row represents a unique permit issued. Medical care permits have been removed from this dataset. 

Please note that this dataset may contain errors due to manual data input. 

If you have any suggestions about this dataset, please contact somerstat@somervillema.gov. 

Additional permit information can be found at https://www.somervillema.gov/departments/parking-department

Tags: parking
Organization: City of Somerville
Capital Investment Plan Projects FY16-26

The City develops annually a Capital Investment Plan (CIP), which is a document that outlines capital projects for the next ten years, including infrastructure projects, building improvements, park redesigns, and equipment purchases. It also provides a proposed schedule and identifies financing options.

This version was submitted to the Board of Aldermen in January of 2016 and will be updated in late 2016.

Tags: budget, capital-plan
Organization: City of Somerville
Citizenserve Applicant Feedback 2023 Survey Results

All responses to the Citizenserve Applicant Feedback Survey, which asked respondents to rate their experience with the Citizenserve platform and overall application process in Somerville. The survey was offered to permit and license applicants in Somerville who had submitted an application through the Citizenserve platform between 7/1/2023 and 11/30/2023. Responses were recorded from 12/8/2023 to 12/29/2023.

Organization: City of Somerville
Somerville Public School Staff MBTA Pass Pilot - Travel & Survey Data

Somerville Public Schools partnered with the City’s Office of Strategic Planning and Community Development to launch the Somerville Public Schools Workforce Transit Pass Pilot Program for Spring 2023. This program was funded thanks to the American Rescue Plan Act. The pilot program provided free MBTA LinkPasses to all SPS staff who signed up. Passes were good 7 days a week for unlimited travel on all MBTA subway lines, local bus lines, and the Silver Line. The goal of the pilot was to support staff, promote sustainable transit, ease parking pressure around schools, and evaluate use and interest in transit passes. This dataset includes anonymized travel data provided by the MBTA combined with select survey responses from the pilot intake survey.

Tags: mbta, mobility, schools, survey, transportation
Organization: City of Somerville
Participatory Budgeting Voter Demographics

The City of Somerville completed the first-ever Participatory Budgeting cycle in 2023. In Participatory Budgeting, residents submit ideas for how to improve Somerville with one million dollars; volunteers score and select the 20 best ideas; and residents vote on the final ideas.

This dataset describes the demographics and satisfaction of residents who voted on the best ideas. After voting for the final Participatory Budgeting ideas, voters were invited to an optional survey to voluntarily submit their demographic information and indicate their satisfaction with the Participatory Budgeting process. Demographics were not connected to votes to preserve anonymity. Open text comments have also been removed from the open dataset for privacy.

Tags: demographics, participatory-budgeting
Organization: City of Somerville
Motor Vehicle Crash Reports (2010-2018)

NOTE: Post-2018 crash data is available here: <a href="https://data.somervillema.gov/Public-Safety/Police-Data-Crashes/mtik-28va/about_data ">https://data.somervillema.gov/Public-Safety/Police-Data-Crashes/mtik-28va/about_data</a>

<p>This data set tracks motor vehicle crashes within the City of Somerville from 1/1/2010 through 4/30/2018. This data was created by OSPCD in collaboration with the Somerville Police Department.

Tags: bicycle, bike, crash, motor-vehicle, pedestrian, public-safety
Organization: City of Somerville
Participatory Budgeting Submissions

The City of Somerville completed the first-ever Participatory Budgeting cycle in 2023. In Participatory Budgeting, residents submit ideas for how to improve Somerville with one million dollars; volunteers score and select the 20 best ideas; and residents vote on the final ideas.

This dataset describes all the ideas that were submitted. Residents could submit ideas through the Participatory Budgeting website. Ideas were public to other users, who could comment or indicate support with a click. Ideas were then reviewed, combined, and scored for eligibility, need, and impact to determine which would appear on the ballot. This dataset includes the ideas that were submitted in this initial submission phase.

Tags: participatory-budgeting
Organization: City of Somerville
Pre-2016 Lobbyist Employment Registrations

This dataset contains records indicating the employment of lobbyist firms by entities that employ lobbyists. Each record represents a registration by the lobbyist firm and employer (client) for one year. 

In some cases, the lobbyist firm may have been hired as a subcontractor by another firm to lobby on behalf of their clients. In these cases, refer to the contractor fields to determine the lobbyist firm that has hired the subcontractor.

This data set contains only records up to the year 2015, and going back ten years from the current year. For records beyond 2015, please see the data set, "Lobbyist Employment Registrations."

Each record provides links to document providing detailed information about the lobbyist firm, employer and nature of the employment.

This data set is being made available for evaluation of the data set format. The data are not complete or presumed to be accurate.

Descriptions attached to this dataset do not constitute legal definitions; please consult RCW 42.17A and WAC Title 390 for legal definitions and additional information regarding political finance disclosure requirements.

CONDITION OF RELEASE: This publication and or referenced documents constitutes a list of individuals prepared by the Washington State Public Disclosure Commission and may not be used for commercial purposes. This list is provided on the condition and with the understanding that the persons receiving it agree to this statutorily imposed limitation on its use. See RCW 42.56.070(9) and AGO 1975 No. 15.

Tags: campaign, contributions, disclosure, elections, political-committee, political-finance
Organization: State of Washington
Voter Precinct to Jurisdiction Crosswalk

The PDC uses this data set for its online web applications to assist the public in finding information relative to a particular jurisdiction. It is provided here for the purpose of assisting application developers and may be of limited interest for the general public.

This dataset is a subset (copy) of voter registration records provided to the Public Disclosure Commission by the Washington Secretary of State (SOS) under the terms of SOS and applicable law. Use of this data is governed by any restrictions or limitations of the original release by SOS. By accessing this data you are agreeing to use the data in accordance with the RCW 29A.08.720, RCW 29A.08.740 and RCW 42.56.070(9) and any other applicable law.

This data set can be used to correlate a precinct to a PDC jurisdiction and office. These data are provided as-is and may contain errors or omissions. Please refer to the SOS for the most recent precinct data.

Tags: voter-precinct
Organization: State of Washington
Pre-2016 Lobbyist Compensation and Expenses by Source

This dataset only contains records for reporting years 2015 and prior. In 2016, the PDC implemented a new system for managing lobbyist reports and electronic filing. The layout of these records is incompatible with the 2016 and later record layout. Please refer to the "Lobbyist Compensation and Expenses by Source" dataset for 2016 and later records.

This dataset contains compensation and expense summary records from the monthly reports of lobbying activity. One record is included for each client that paid compensation or incurred expenses during the filing period. If the lobbyist firm themselves incurred any expenses not reimbursed by a client, a record is included summarizing the lobbyist firm's expenses. If a lobbyist reported no compensation or expenses on the report, no records will be in this dataset. Records are included for the period from 10 years prior to the current date to the end of 2015. The date is determined as the filing period of the report, not the date received. Records are included for the full year so for example, all 2007 records will be included until the entire year 2007 falls outside the 10 year time span.

This dataset is a best-effort by the PDC to provide a complete set of records as described herewith and may contain incomplete or incorrect information. The PDC provides access to the original reports for the purpose of record verification.

Descriptions attached to this dataset do not constitute legal definitions; please consult RCW 42.17A and WAC Title 390 for legal definitions and additional information regarding political finance disclosure requirements.

CONDITION OF RELEASE: This publication and or referenced documents constitutes a list of individuals prepared by the Washington State Public Disclosure Commission and may not be used for commercial purposes. This list is provided on the condition and with the understanding that the persons receiving it agree to this statutorily imposed limitation on its use. See RCW 42.56.070(9) and AGO 1975 No. 15.

Tags: campaign, contributions, disclosure, elections, lobbying, political-committee, political-finance
Organization: State of Washington