AndreaBozzo/ceres-open-data-index huggingface dataset:
Datasets for manuscript "An End-of-Life Plastic and Additive Flow Tracker Tool for Scenario Forecasting"

EoLPAFT
This code was written for the tool shared in the peer-reviewed manuscript "An End-ofLife Plastic and Additive Flow Tracker Tool for Scenario Forecasting."

Also, the supplementary file "Chea et al - EoLPAFT-Supplementary-Final.docx" describes the tool Requirements, the EoLPAFT.py Script, User Specifications and Calculations, Material Flow Results, The model_dev.py Script, The pipe_test_GUI.py Script, and The “MySQL Database” Folder

Requirements
This code was written using Python 3.x. The following Python libraries are required for running the code:
tkinter (https://docs.python.org/3/library/tkinter.html
numpy (https://pypi.org/project/numpy/)
PIL (https://pypi.org/project/pillow/)
plotly (https://pypi.org/project/plotly/)
pandas (https://pypi.org/project/pandas/)
datetime (https://pypi.org/project/DateTime/)
io (https://docs.python.org/3/library/io.html)
html2image (https://pypi.org/project/html2image/)
tktooltip (https://pypi.org/project/tkinter-tooltip/)
matplotlib (https://pypi.org/project/matplotlib/)
xlsxwriter (https://pypi.org/project/XlsxWriter/)

How to use
The Python Script requires no additional documents. To run the Python script, you need to navigate to the directory containing main.py. Then, you execute the following command either on Windows CMD or Unix terminal:

python main.py
The GUI will open and allow use of the tool. The data can then be input by the user.

Outputs
After running the Python script you will obtain the following files:

File name	Description
temp-plot.html	Sankey Diagram Showing Normalized Flows
Sankey_Diagram.png	PNG version of Sankey Diagram above
Optional documents that can also be generated:

File name	Description
Stream Summary Calculations.xlsx	Shows MSW stream flows for scenario, current data marked by sheet date/time

Disclaimer
The views expressed in this article's dataset are those of the authors and do not necessarily represent the views or policies of the EPA. Any mention of trade names, products, or services does not imply an endorsement by ORAU/ORISE, the US Government, or the EPA. The EPA does not endorse any commercial products, services, or enterprises.

Acknowledgement
This research was supported in part by an appointment to the US Environmental Protection Agency (EPA) Research Participation Program administered by the Oak Ridge Institute for Science and Education (ORISE) through an interagency agreement between the US Department of Energy (DOE) and the US EPA. ORISE is managed by ORAU under DOE contract number DE-SC0014664. Partial support for undergraduate student at Rowan University was provided by the US EPA Bipartisan Infrastructure Law (BIL) P2 grant 4U96236522.

Tags: chemical-additives, circular-economy, end-of-life-plastic-management, environmental-releases, flow-tracker-tool
Organization: U.S. Environmental Protection Agency
Assistance To Firefighters Grants

The primary goal of the Assistance to Firefighters Grant (AFG) is to meet the firefighting and emergency response needs of fire departments and non-affiliated emergency medical service organizations.rnrnSince 2001, AFG has helped firefighters and other first responders obtain critically needed equipment, protective gear, emergency vehicles, training and other resources necessary for protecting the public and emergency personnel from fire and related hazards.rnrnDataset contains information on the organization that received the grant, the total amount of grant award, when the grant was awarded, category and program related to the grant, and the state the awardee resides in.

Tags: none
Organization: Department of Homeland Security
Fire Prevention And Safety

The Fire Prevention and Safety (FP&S) Grants are part of the Assistance to Firefighters Grants (AFG) and support projects that enhance the safety of the public and firefighters from fire and related hazards. The primary goal is to reduce injury and prevent death among high-risk populations. In 2005, Congress reauthorized funding for FP&S and expanded the eligible uses of funds to include Firefighter Safety Research and Development.

Tags: none
Organization: Department of Homeland Security
National Qualification System Supplemental Documents

Provides a list of supplemental National Qualification System (NQS) documents pertaining to National Incident Management System (NIMS).rnrnSupportingin Documentation includes:rnrnThe NIMS Guideline for the National Qualification System (NQS), which describes the components of a qualification and certification system, defines a process for certifying the qualifications of incident personnel, describes how to stand up and implement a peer review process, and provides an introduction to the process of credentialing personnel.rnrnTwo NIMS NQS Supplemental Guides that provide processes, procedures, and tools to assist authorities having jurisdiction develop and maintain their qualification, certification, and credentialing programs.rnrnThe NIMS Guideline for Mutual Aid, which provides an overview of common mutual aid practices; defines common terminology and processes; and describes an approach for creating legal agreements and operational plans.

Tags: authorities
Organization: Department of Homeland Security
Staffing For Adequate Fire And Emergency Response (SAFER) Grant Recipients

The Staffing for Adequate Fire and Emergency Response Grants (SAFER) was created to provide funding directly to fire departments and volunteer firefighter interest organizations to help them increase or maintain the number of trained, front line firefighters available in their communities.rnrnThe goal of SAFER is to enhance the local fire departments' abilities to comply with staffing, response and operational standards established by the NFPA (NFPA 1710 and/or NFPA 1720).rnrnThis dataset includes information on grant recipients including; organization name, state, program, award amount and award date.

Tags: none
Organization: Department of Homeland Security
PV Rooftop Database for Puerto Rico (PVRDB-PR)

The National Renewable Energy Laboratory's (NREL) PV Rooftop Database for Puerto Rico (PVRDB-PR) is a lidar-derived, geospatially-resolved dataset of suitable roof surfaces and their PV technical potential for virtually all buildings in Puerto Rico. The dataset can be downloaded at the AWS S3 explorer page. The GitHub documentation page provides a description of the dataset with methods and assumptions. The Puerto Rico Solar-For-All dataset provides Census Tract level estimates of residential low-to-moderate income (LMI) PV rooftop technical potential as well as solar electric bill savings potential for LMI communities at the municipality level.

Tags: buildings, energy, geospatial, lidar, lmi, low-to-moderate-income, nsrdb, photovoltaics, power, puerto-rico, pv, roof, rooftop, sam, solar, solar-for-all, spatial, technical-potential
Organization: Department of Energy
Two-Phase Flow of Ferrofluids in Porous Media: Plateau-Rayleigh-like Instability and Suppression of Fingering

Includes six mp4 and one PDF files. The mp4 files show the percolation of ferrofluid in porous media under a magnetic field. The names of the authors are available in the PDF file. The data are from an experimental study performed at the Michigan Technological University. The experiments were conducted in 2016. The dissertation included as a link provides more information as to how the data was used and necessary information to properly utilize the data.

Tags: data, displacement, efh1, emg-308, energy, ferrofluid, ferrofluid-percolation, geophysics, geothermal, immiscible-fluid, injection, magnetic-field, magnetism, oil-based-ferrofluid, oil-recovery, permeable-medium, physics, porous-media, power, raw-data, water-based-ferrofluid
Organization: Department of Energy
Greenbelt Homes Pilot Program: Summary of Building Envelope Retrofits, Planned HVAC Equipment Upgrades, and Energy Savings

In fall 2010, Greenbelt Homes, Inc. (GHI) a 1,566-home cooperative of circa 1930-1940 homes in Greenbelt, Maryland, undertook a multiyear pilot energy efficiency retrofit project. GHI established this pilot project as a basis for decision making for the rollout of a decade-long community-wide upgrade program that will incorporate energy-efficiency improvements to the building envelopes and mechanical equipment. The community upgrade is fully funded by the cooperative through its membership with no outside subsidies. This project thus presents a unique opportunity to evaluate and prioritize the wide range of benefits of high-performance retrofits based on member experience with and acceptance of the retrofit measures implemented during the pilot project. Addressing the complex interactions between benefits, tradeoffs, construction methods, project management implications, realistic upfront costs, financing, and other considerations provides a case study for energy retrofit projects to include high-performance technologies based on the long-term value to the homeowner.

Tags: building-america, building-envelope, buildingamerica, community, cost-effectiveness, duct-systems, existing-home, hvac, insulation, mixed-humid, multifamily, residential, retrofit, single-family-attached
Organization: Department of Energy
Harmonized Tariff Schedule of the United States (2024)

This dataset is the current 2024 Harmonized Tariff Schedule plus all revisions for the current year.  It provides the applicable tariff rates and statistical categories for all merchandise imported into the United States; it is based on the international Harmonized System, the global system of nomenclature that is used to describe most world trade in goods.

Tags: hts, product-classification, tariff-schedule
Organization: US International Trade Commission
Safe Drinking Water Information System (SDWIS) Federal Reporting Services (Jan. 1, 2010 to Dec. 31, 2017)

This dataset is made up of seven separate reports from the U.S. Environmental Protection Agency's (USEPA) Safe Drinking Water Information System (SDWIS). Site visits were queried using SDWIS to produce the seven summary reports, one for each year of data from January 1, 2010 to December 31, 2017. This date range was chosen to account for the effects of the Long Term 2 Enhanced Surface Water Treatment Rule (LT2ESWTR) and the Stage 2 Disinfectants and Disinfection Byproducts Rule (DBPR), both of which first became effective in 2009. 

The information is stored in .csv tables with a record (row) for each sanitary survey, with columns containing water system identifiers (e.g., water system ID, name, state), survey dates, findings arranged by survey element, and a comment field. Each record contains survey findings in separate fields for each survey element, and more than 95% of the fields are populated. Citation information for this dataset can be found in Data.gov's References section.

Tags: drinking-water, drinking-water-quality, sanitary-survey, sdwis, water
Organization: U.S. Environmental Protection Agency
Dataset for 'Signature Analysis of High-Throughput Transcriptomics Screening Data for Mechanistic Inference and Chemical Grouping'

Dataset for Harrill, J.A. et al., 'Signature Analysis of High-Throughput Transcriptomics Screening Data for Mechanistic Inference and Chemical Grouping' published in Toxicological Sciences, https://doi.org/10.1093/toxsci/kfae108

This dataset contains gene expression profiles and gene signature concentration-response modeling results for 1751 unique chemicals. The chemicals were tested in MCF7 cells using an exposure duration of six hours.  The datasets also contains the results of molecular target enrichment and chemotype enrichment analyses performed downstream of the gene signature concentration-response modeling.

Descriptions of each data file can be found in the supplementary material of the published article that is hosted by the journal. 

This dataset is associated with the following publication:
Harrill, J., L. Everett, D. Haggard, L. Word, J. Bundy, B. Chambers, D. Harris, C. Willis, R. Thomas, I. Shah, and R. Judson. Signature Analysis of High-Throughput Transcriptomics Screening Data for Mechanistic Inference and Chemical Grouping.   TOXICOLOGICAL SCIENCES. Society of Toxicology, RESTON, VA,  202(1): 103-122, (2024).

Tags: computational-toxicology, high-throughput-transcriptomics, mechanism-of-action, toxcast
Organization: U.S. Environmental Protection Agency
Licensed Advisory Organizations in Iowa

An advisory organization is an entity, including all its affiliated subsidiaries, either having two or more member insurers or is controlled directly or indirectly by two or more insurers, and which assists insurers with rate making related activities as detailed in sections 515F.10 and 515F.11. Two or more insurers under common ownership or operating in this state under common management or control, constitutes a single insurer for purposes of this definition.

Tags: insurance, rate-making
Organization: State of Iowa
Performance data for enhanced Innovative/Alternative (I/A) septic systems for nitrogen removal installed in a field demonstration in Barnstable, Massachusetts (2021 - 2023). Version 2.

Performance data for enhanced I/A septic systems designed for nitrogen removal that were installed during a demonstration project in Barnstable, MA. Includes 1) field and laboratory measurements of water quality parameters in influent, effluent, and lysimeters below leach fields (where available) and 2) metered flow to each system. The initial release (Version 1) includes data collected from 2021-12-10 through 2023-05-03. The second release (Version 2) adds data through 2023-12-04. The README file contains additional details, including notes on data limitations and a change log. 

This dataset is associated with the following publication:
Erban, L.E., S.K. Wigginton, B. Baumgaertel, B. Horsley, T.D. McCobb, Z. Crocker, S. Horsley, and T.R. Gleason. Reducing wastewater nitrogen loading by >90% with carbon-amended septic systems: a field demonstration in Barnstable (Cape Cod), Massachusetts.   JOURNAL OF ENVIRONMENTAL MANAGEMENT. Elsevier Science Ltd, New York, NY, USA, 370: 122737, (2024).

Tags: groundwater, i-a-septic-systems, nitrogen-and-co-pollutants, owts, wastewater-treatment, woodchip-bioreactor
Organization: U.S. Environmental Protection Agency
Anthropogenic extremely low volatility organics (ELVOCs) Govern the Growth of Molecular Clusters over the Southern Great Plains during the Springtime

Data is not provided for this entry as it was developed by an external institution. It is available from Dr. Manish Shrivastava upon request (ManishKumar.Shrivastava@pnnl.gov).

Data used to support the analysis and conclusions in the study include (1) output from the WRF-CHEM regional-scale chemical transport model and (2) measurements from the Department of Energy Atmospheric Radiation Measurement (ARM) facility in Southern Great Plains, Oklahoma. Portions of this dataset are inaccessible because: This data is too large, and is maintained by the external lead author's laboratory. They can be accessed through the following means: Interested parties should contact Dr. Manish Shrivastava at the Pacific Northwest National Laboratory in Washington (ManishKumar.Shrivastava@pnnl.gov). Please request the data supporting the article "Anthropogenic extremely low volatility organics (ELVOCs) Govern the Growth of Molecular Clusters over the Southern Great Plains during the Springtime". Format: The data generated by this research study are in large binary file formats (> 100 GBs) and not appropriate for sharing via ScienceHub. They are available to interested parties via communication with the corresponding author. 

This dataset is associated with the following publication:
Shrivastava, M., J. Zhang, R. Zaveri, B. Zhao, J. Pierce, S. O'Donnell, J. Fast, B. Gaudet, J. Shilling, A. Zelenyuk, B. Murphy, H. Pye, Q. Zhang, J. Trousdell, R. Zhang, Y. Li, and Q. Chen. Anthropogenic extremely low volatility organics (ELVOCs) Govern the Growth of Molecular Clusters over the Southern Great Plains during the Springtime.   JOURNAL OF GEOPHYSICAL RESEARCH: ATMOSPHERES. American Geophysical Union, Washington, DC, USA, 129(21): e2024JD041212, (2024).

Tags: air-quality-modeling, amines, new-particle-formation, ultrafine-particles
Organization: U.S. Environmental Protection Agency
Data for paper: Merrill N, Mazzotta M, Mulvaney K, et al. The value of water quality for coastal recreation in New England, USA

Estimating economic values for improvements in water quality demonstrates the scale of benefits when compared against the more tangible costs of policy. We used revealed preference, travel cost methods to show the value of water quality improving efforts in the coastal waters of New England. Despite the challenges combining social and environmental data, we demonstrate promising methods for large scale benefits analysis.

The data and code that support the findings of this study will be openly available in Zenodo at https://doi.org/10.5281/zenodo.6390881 . 

This dataset is associated with the following publication:
Merrill, N., M. Mazzotta, K. Mulvaney, J. Sawyer, J. Twichell, S. Atkinson, D. Keith, and L. Erban. The value of water quality for coastal recreation in New England, USA.   Agricultural and Resource Economics Review. Northeastern Agricultural and Resource Economics Association (NAREA), NEWARK, DE, USA,  1-23, (2024).

Tags: discrete-choice-modeling, economics, nitrogen-and-co-pollutants, non-market-valuation, recreation, remote-sensing, revealed-preference, survey, water-quality
Organization: U.S. Environmental Protection Agency
Tax Increment Finance District

This map data layer represents the boundaries of the Bloomington Tax Increment Financing (TIF) Districts; the North Kinser-Prow Road TIF and the Bloomington Consolidated TIF. The Bloomington Consolidated TIF is divided into many allocation areas. TIF's are a local method of financing public investment intended to stimulate private sector investment and job creation, principally through infrastructure improvements using property tax revenues collected on the increased assessed valuation of property in the area.

Tags: economic-development, esd, gis, maps, tax, tif
Organization: City of Bloomington
Monroe County Opportunity Zones

Indiana Opportunity Zones in Monroe County based on the United State 2010 Decennial Census Tracts.  Opportunity Zones are a designation explained by the IRS; "Opportunity Zones are an economic development tool that allows people to invest in distressed areas in the United States.Their purpose is to spur economic growth and job creation in low-income communities while providing tax benefits to investors."

Tags: economic-development, gis, zoning-app
Organization: City of Bloomington
Edge of Pavement

This map data layer represents the edge of pavement of roadways for the City of Bloomington, Indiana. It was created and updated from aerial photography. Continual updates are made as needed. It includes paved roads, gravel roads, and bridges. It includes some improved alleys, access drives, travel lanes, and other miscellaneous road features. Features may be identified as coincident to building and parking structures.

Tags: gis, maps, pavement, transportation
Organization: City of Bloomington
Neutral boundary layer urban dispersion in scaled uniform and nonuniform residential building arrays

The data files consist of velocity, turbulence, and concentration measurements gathered from EPA's Meteorological Wind Tunnel Laboratory. A data dictionary for each figure is provided in the zipped file package. 

This dataset is associated with the following publication:
Retter, J., D. Heist, R.C. Owen, M. Pirhalla, T. Odom, and L. Brouwer. Neutral boundary layer urban dispersion in scaled uniform and nonuniform residential building arrays.   BOUNDARY-LAYER METEOROLOGY. Springer, New York, NY, USA, 191(2): 32, (2025).

Tags: data-set-analysis, dispersion, fate-and-transport, gaussian-plume-models, modeling, wind-tunnel
Organization: U.S. Environmental Protection Agency
LACERS Key Facts and Figures from Year End Financial Reports

This is a collection of data reported in LACERS Annual Financial Report since Fiscal Year End 1990, which includes selective data from the yearly Actuarial Valuation, Audited Financial Statement, and Investments Reporting generated after the end of each Fiscal Year.  Average Healthcare Subsidies data are the exception and are pulled from Health division dashboards at fiscal year end.  Yearly and multi-year investment return averages are based on time-weighted reporting.  Some figures are rounded, as reported in the documents referenced above.  Actuarial Valuations and Annual Financial Report documents, in electronic form, can be found on the LACERS.org website at https://www.lacers.org/reports-and-statistics.

Tags: lacers, opeb, pension, retirees, retirement, tier-1, tier-2, tier-3, uaal
Organization: City of Los Angeles
Housing Database

The NYC Department of City Planning’s (DCP) <a href = "https://www.nyc.gov/site/planning/data-maps/open-data/dwn-housing-database.page#housingdevelopmentproject">Housing Database</a> contains all NYC Department of Buildings (DOB) approved housing construction and demolition jobs filed or completed in NYC since January 1, 2010. It includes the three primary construction job types that add or remove residential units: new buildings, major alterations, and demolitions, and can be used to determine the change in legal housing units across time and space. Records in the Housing Database Project-Level Files are geocoded to the greatest level of precision possible, subject to numerous quality assurance and control checks, recoded for usability, and joined to other housing data sources relevant to city planners and analysts.

Data are updated semiannually, at the end of the second and fourth quarters of each year.

Please see DCP’s annual Housing Production Snapshot summarizing findings from the 21Q4 data release <a href="https://storymaps.arcgis.com/stories/1c9138dc24064b2e8142ff156345a719">here</a>. Additional Housing and Economic analyses are also <a href="https://www.nyc.gov/site/planning/planning-level/housing-economy/housing-economy.page">available</a>.

The NYC Department of City Planning’s (DCP) <a href="https://www.nyc.gov/site/planning/data-maps/open-data/dwn-housing-database.page#housingdevelopmentunit">Housing Database Unit Change Summary Files</a> provide the net change in Class A housing units since 2010, and the count of units pending completion for commonly used political and statistical boundaries (Census Block, Census Tract, City Council district, Community District, Community District Tabulation Area (CDTA), Neighborhood Tabulation Area (NTA). These tables are aggregated from the DCP Housing Database Project-Level Files, which is derived from Department of Buildings (DOB) approved housing construction and demolition jobs filed or completed in NYC since January 1, 2010. Net housing unit change is calculated as the sum of all three construction job types that add or remove residential units: new buildings, major alterations, and demolitions. These files can be used to determine the change in legal housing units across time and space.

Tags: alteration, building, certificate-of-occupancy, class-a, class-b, co, construction, demolition, development, dwelling-unit, existing-units, filing, hotel, house, housing, job-application, net-units, permit, pipeline, proposed-units, unit-change
Organization: City of New York
New York City Municipal Archives Data Collection: Resources and Instances List

Resources represent descriptions of collections and detail the Creators, dates, historical/biographical description,  extent and formats available (boxes, folders, photographs, maps, volumes, digital objects, etc.). The data represents collections described at the collection level for improved accessibility. 
</p>
The data can be used to research and/or request collections available at the Municipal Archives.  They can also be accessed at <a href="https://a860-collectionguides.nyc.gov/"  target="_blank" rel="noopener noreferrer">https://a860-collectionguides.nyc.gov/</a>

Tags: archivesspace, doris, instances-list, records, resource-list
Organization: City of New York