AndreaBozzo/ceres-open-data-index huggingface dataset:
Service Request 20230101 to 20231231

<span style='color:rgb(64, 65, 57); font-family:&quot;Nunito Sans Light&quot;, sans-serif; font-size:16px;'>This information is from Hartford 311 which is a toll-free, non-emergency call center, designed to connect Hartford residents, businesses and visitors to City services, resources and information.</span>

Tags: 311, community, hartford-ct, service-request
Organization: City of Hartford
Service Request 20240101 to 20241231

<span style='color:rgb(64, 65, 57); font-family:&quot;Nunito Sans Light&quot;, sans-serif; font-size:16px;'>This information is from Hartford 311 which is a toll-free, non-emergency call center, designed to connect Hartford residents, businesses and visitors to City services, resources and information.</span>

Tags: 311, community, hartford-ct, service-request
Organization: City of Hartford
Police Stations

<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:medium;'>This layer contains the locations of the Hartford Police Department.</span>

Tags: hartford-ct, law-enforcement, police, police-department, police-stations, public-safety
Organization: City of Hartford
Fire Stations

<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:medium;'>This layer contains the Fire Department locations for the City of Hartford.</span>

Tags: fire-company, fire-department, fire-station, hartford-ct, public-safety
Organization: City of Hartford
Building Veranda Lines

<p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><font size='3' style='font-family:inherit;'>The building and veranda lines were digitized off of mylar maps from the DPW.  The building and veranda lines are determined by City Ordinance. </font></p><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><font size='3' style='font-family:inherit;'>By City Ordinance the definition of a Veranda Line is a line between which and then street on which said line is established no part of a verande shall be built; except that entrance steps may be built between the street line and the veranda line, provided that the veranda floor proper is not over four feet in height above the grade, that no tread shall be over fourteen inches wide, and that said entrance steps do not encroach upon the street line.</font></p><p style='margin-top:0px; margin-bottom:1.5rem; font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'><font size='3' style='font-family:inherit;'>By City Ordinance the definition of a Building Line is a line between which and the street on which said line is established no part of a building shall be built.</font></p>

Tags: building-line, development, hartford-ct, housing, veranda-line
Organization: City of Hartford
Livable Sustainable Neighborhood Districts

<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:medium;'>This data layer contains the boundaries for the Livable and Sustainable Neighborhoods Initiative. </span>

Tags: development, hartford-ct, housing, livable-sustainable-neighborhood
Organization: City of Hartford
National Historic District

<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>A district defined by the United States government to recognize an area for it's level of nationally historic significance.</span>

Tags: development, hartford-ct, housing, national-historic-district
Organization: City of Hartford
Business Improvement District

<span style='font-family:&quot;Avenir Next W01&quot;, &quot;Avenir Next W00&quot;, &quot;Avenir Next&quot;, Avenir, &quot;Helvetica Neue&quot;, sans-serif; font-size:16px;'>This data set represents the Business Improvement District provided by the City of Hartford Planning Department.</span>

Tags: bid, business, business-improvement-district, development, hartford-ct, housing
Organization: City of Hartford
SWAT model input/output files for Upper Rogue R, OR 2040s predictions

This collection includes input and output data files from a SWAT model calibrated for the Upper Rogue River, OR, USA with predictions generated for the 2040s.  Files are archived in a model instance folder in CUAHSI's HydroShare site.  See link for more details.

Tags: riparian-zone-management, rogue-river, spatial-stream-network, swat-model, temperature-model
Organization: U.S. Environmental Protection Agency
Index of Watershed integrity (IWI) as an instrument of environmental governance of a microwatershed in the Central Mexican Plateau

Contains raw data and four calculated indexes (Index of Watershed Integrity, Index of Catchment Integrity, Environmental Water Quality Index, and Hydrogeomorphological Index) for the six subunits of the La Laborcilla Microwatershed in the Central Mexican Plateau. This dataset is not publicly accessible because: PI doesn't have access to the most up-to-date data; the Universidad Autonoma de Queretaro is the data steward. Interested parties should contact the author. It can be accessed through the following means: PI doesn't have access to the most up-to-date data, so interested parties should contact the author. Format: Data are stored in Excel spreadsheets. PI doesn't have access to the most up-to-date data, so interested parties should contact the author. 

This dataset is associated with the following publication:
Sarmiento-Martinez, M., S. Leibowitz, M.L. Otte, R. Pineda-Lopez, D.P. Garcia-Tello, H. Luna-Soria, L.I. Medina Pacheco, E. Hernandez Perez, and V.H. Cambron-Sandoval. Index of Watershed Integrity (IWI) of a Central Mexican Plateau Microwatershed: An Instrument of Environmental Governance.   JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION. American Water Resources Association, Middleburg, VA, USA, 61(3): e70028, (2025).

Tags: environmental-water-quality-index, hydrogeomorphological-index, index-of-catchment-integrity, index-of-watershed-integrity, la-laborcilla-microwatershed, mexico, sustainability, watershed-integrity, watershed-management
Organization: U.S. Environmental Protection Agency
CMAQv5.5 CRACMM2 Predictions for Select Locations during 2023 in the U.S.: Louisiana (v3)

2023 CMAQ Simulation output for select sites in Louisiana
- Description: CMAQv5.5+ public version downloaded 2/13/2025. (SHA: 783dc11668a83b9ec243c2cf7d20471ecd34dfae). Last Merge on 5.5 plus: Jan 31. Chemical mechanism: CRACMM2. Dry deposition: STAGE with Emerson et al. 2020 aerosol parameters. Vertical diffusion: acm. Windblown dust emissions: on. Sea spray emissions: on. Lightning NOx: on. Land surface model: PX. Bidirectional ammonia exchange: on. Fertilizer NH3 emissions: computed in-line. HONO production on ground surfaces: on. Gravitational settling of aerosols: on. Scale free trop O3 to potential vorticity: off. Biogenic emissions: BEIS in-line. Aerosol optics: approx of Mie Theory for internally homogeneous particle. WRF v4.6.0. BCON: GEOSCF mapped to cracmm2. Solver: EBI. Compiler: Intel 23.2. OMI file set to use 2019 data. Entire month of December 2022 (using representative days) discarded as spinup. HAP emissions are from explicit emission factors rather than VOC speciation.  Species definitions file for post processing concentrations updated 2/27/2025. Simulations and post-processing performed by Havala Pye.
- Original file locations: /work/MOD3DEV/has/2023cracmm_ages/runs/

Species output in ppb included
 SPECIES_1 'ACETALDEHYDE'  
 SPECIES_2 'ACROLEIN'
 SPECIES_3 'BUTADIENE13' # 1,3-butadiene
 SPECIES_4 'BENZENE'  
 SPECIES_5 'FORMALDEHYDE'
 SPECIES_6 'TOLUENE'
 SPECIES_7 'ETHB'   # Ethylbenzene
 SPECIES_8 'STYRENE'
 SPECIES_9 'CO'     # carbon monoxide
 SPECIES_10 'MOH'   # methanol
 SPECIES_11 'MVK'   # methyl vinyl ketone
 SPECIES_12 'MACR'  # methacrolein
 SPECIES_13 'ISOP'  # isoprene

Files were created by the write site program distributed with CMAQ (https://github.com/USEPA/CMAQ/blob/main/POST/writesite/README.md). Species included are defined above. Log files for the write site program are included as writesite*.txt. A jupyter notebook in ipynb and html format shows some of the data.

Please cite the following for CMAQ with CRACMM2:
Skipper, T. N., D'Ambro, E. L., Wiser, F. C., McNeill, V. F., Schwantes, R. H., Henderson, B. H., Piletic, I. R., Baublitz, C. B., Bash, J. O., Whitehill, A. R., Valin, L. C., Mouat, A. P., Kaiser, J., Wolfe, G. M., St. Clair, J. M., Hanisco, T. F., Fried, A., Place, B. K., and Pye, H. O. T.: Role of chemical production and depositional losses on formaldehyde in the Community Regional Atmospheric Chemistry Multiphase Mechanism (CRACMM), Atmos. Chem. Phys., 24, 12903–12924, https://doi.org/10.5194/acp-24-12903-2024, 2024.

DISCLAIMER: This data product has been reviewed in accordance with U.S. Environmental Protection Agency policy and approved for public release. At the time of release, the data had not yet been published in peer-reviewed literature. The data is provided for research and the user should verify the data is suitable for their intended use.


Tags: air-quality, cmaq, ozone, pm2-5
Organization: U.S. Environmental Protection Agency
CMAQv5.5 CRACMM2 Predictions for Select Locations during 2023 in the U.S.: Atlanta (v1)

2023 CMAQ Simulation output for South DeKalb 
- CMAQ simulations performed by Havala Pye ORD/CEMM/AESMD 
- simulation labels: cmaq55plus (base) and cmaq55plus_nofire (wildfire, agricultural fire, and prescribed fire emissions in US and outside US set to zero)
- Description: CMAQv5.5+ public version downloaded 2/13/2025. (SHA: 783dc11668a83b9ec243c2cf7d20471ecd34dfae). Last Merge on 5.5 plus: Jan 31. Chemical mechanism: CRACMM2. Dry deposition: STAGE with Emerson et al. 2020 aerosol parameters. Vertical diffusion: acm. Windblown dust emissions: on. Sea spray emissions: on. Lightning NOx: on. Land surface model: PX. Bidirectional ammonia exchange: on. Fertilizer NH3 emissions: computed in-line. HONO production on ground surfaces: on. Gravitational settling of aerosols: on. Scale free trop O3 to potential vorticity: off. Biogenic emissions: BEIS in-line. Aerosol optics: approx of Mie Theory for internally homogeneous particle. WRF v4.6.0. BCON: GEOSCF mapped to cracmm2. Solver: EBI. Compiler: Intel 23.2. OMI file set to use 2019 data. Entire month of December 2022 (using representative days) discarded as spinup. HAP emissions are from explicit emission factors rather than VOC speciation.  Species definitions file for post processing concentrations updated 2/27/2025. Simulations and post-processing performed by Havala Pye.
- Original file locations: /work/MOD3DEV/has/2023cracmm_ages/runs/

Files were created by the write site program distributed with CMAQ (https://github.com/USEPA/CMAQ/blob/main/POST/writesite/README.md). Species included are defined in terms of raw models species in SpecDef_Conc_cracmm2_v2.txt. The description of raw model species is at https://github.com/USEPA/CRACMM/blob/main/metadata/cracmm2/cracmm2_metadata.csv. Log files for the write site program are included as writesite*.txt. A jupyter notebook in ipynb and html format shows some of the data.

Please cite the following for CMAQ with CRACMM2:
Skipper, T. N., D'Ambro, E. L., Wiser, F. C., McNeill, V. F., Schwantes, R. H., Henderson, B. H., Piletic, I. R., Baublitz, C. B., Bash, J. O., Whitehill, A. R., Valin, L. C., Mouat, A. P., Kaiser, J., Wolfe, G. M., St. Clair, J. M., Hanisco, T. F., Fried, A., Place, B. K., and Pye, H. O. T.: Role of chemical production and depositional losses on formaldehyde in the Community Regional Atmospheric Chemistry Multiphase Mechanism (CRACMM), Atmos. Chem. Phys., 24, 12903–12924, https://doi.org/10.5194/acp-24-12903-2024, 2024.

DISCLAIMER: This data product has been reviewed in accordance with U.S. Environmental Protection Agency policy and approved for public release. At the time of release, the data had not yet been published in peer-reviewed literature. The data is provided for research and the user should verify the data is suitable for their intended use.

Tags: air-quality, cmaq, ozone, pm2-5
Organization: U.S. Environmental Protection Agency
Air quality data

AQS data is a publicly available dataset, which is part of this study. This data can be found on EPA website https://aqs.epa.gov/aqsweb/airdata/download_files.html (accessed on 1 April 2023). PA data is a 3rd party data and restrictions apply to the availability of these data. Data was obtained from Purple Air and are available from PurpleAir API https://community.purpleair.com/t/making-api-calls-with-the-purpleair-api/180 (accessed on 1 April 2023) with the permission of Purple Air. HMS smoke plume data is publicly available and can be downloaded at Office of Satellite and Product Operations website https://www.ospo.noaa.gov (accessed on 1 April 2023). The codes to download and analyze data in this paper is available at this GitHub repo https://github.com/hyang199723/PAFusion (uploaded on 30 June 2023). 

This dataset is associated with the following publication:
Yang, H., S. Ruiz-Suarez, B. Reich, Y. Guan, and A. Rappold. A data fusion approach to assessing the contribution of wildland fire smoke to fine particulate matter in California.   Remote Sensing. MDPI, Basel,  SWITZERLAND, 15(17): 1, (2023).

Tags: air-pollution, ambient-air, analytical-method, climate-change
Organization: U.S. Environmental Protection Agency
TempO-seq and RNA-seq gene expression levels are highly correlated for most genes: A comparison using 39 human cell lines

Journal article published in PLOS One, Vol 20, Issue 5, e0320862, 2025; DOI: https://doi.org/10.1371/journal.pone.0320862; PMC12064016.
The datasets generated and analyzed during the current study are provided in Supplemental S1 File. The RNA-seq data is Protein Atlas Version 23 from the Human Protein Atlas website (https://www.proteinatlas.org/about/download, “RNA HPA cell line gene data” released 2023.06.19). All FASTQ files and aligned counts for the U.S. EPA TempO-seq data have been deposited into NCBI Gene Expression Omnibus under the accession number GSE288929 and are publicly available at: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE288929. The R code is available through FigShare at: https://doi.org/10.23645/epacomptox.27341970.v1. 

This dataset is associated with the following publication:
Word, L., C. Willis, R. Judson, L. Everett, S. Davidson-Fritz, D. Haggard, B. Chambers, J. Rogers, J. Bundy, I. Shah, N. Sipes, and J. Harrill. TempO-seq and RNA-seq Gene Expression Levels are Highly Correlated for Most Genes: A Comparison Using 39 Human Cell Lines.   PLOS ONE. Public Library of Science, San Francisco, CA, USA, 20(5): e0320862, (2025).

Tags: gene-expression, in-vitro, rna-seq, tempo-seq
Organization: U.S. Environmental Protection Agency
Lidar-derived elevation data for Goodwin Glacier, Southcentral Alaska, collected September 22, 2023

Lidar-derived elevation data for Goodwin Glacier, Southcentral Alaska, collected September 22, 2023, Raw Data File 2025-7, releases classified point cloud, digital terrain model (DTM), and an intensity model of Goodwin Glacier, Southcentral Alaska, during minimum snow cover conditions. The survey provides snow-free surface elevations for use in change detection following the landslide that occurred on August 10, 2023, covering a large portion of Goodwin Glacier. Aerial lidar data were collected September 22, 2023, and subsequently processed using a suite of geospatial processing software. This data collection is released as a Raw Data File with an open end-user license. All files can be downloaded from the Alaska Division of Geological & Geophysical Surveys website (http://doi.org/10.14509/31519).

Tags: aerial, aerial geology, coastal and river, copper river basin, copper river delta, debris flow, dggs, digital elevation model, digital terrain model, elevation, emergency preparedness, engineering, engineering geology, environmental, geologic, geologic hazards, geological process, geology, geomorphology, geotechnical, glacial, glacial geology, glacial geomorphology, glacial processes, glaciers, goodwin galcier, hazards, landslide, landslide susceptibility, lidar, lidar intensity image, lidar las file format, point cloud data, raster image, remote sensing, rockfall, slope, slope instability, southcentral alaska, surface, surficial, surficial geology, topography, unconsolidated deposits
Organization: State of Alaska
City Holidays

<strong>SUMMARY</strong>
This dataset is a list of past and future City holiday dates. It includes both the date of the holiday and the date the City observed the holiday. 

<strong>HOW TO USE THIS DATASET</strong>
This dataset can be used to filter out City holidays to generate an accurate "business days" calculation. Please note that holidays in the future are subject to change.

<strong>Please note</strong>: City Holidays are subject to change. We cannot guarantee the accuracy of this dataset.

Organization: City of San Francisco
Ethics Commission Advice Letters

<b>A. SUMMARY</b>
This dataset contains historical records of formal advice issued by the Ethics Commission.

The San Francisco Charter gives the Ethics Commission the authority to provide written formal opinions. Written formal opinions are available to individuals who request advice about their responsibilities under local law. Formal opinions provide the requester immunity from subsequent enforcement action if the material facts are as stated in the request for advice, and if the District Attorney and City Attorney concur in the advice. Formal opinions prepared by staff must be approved by the full Commission.

<b>B. HOW THE DATASET IS CREATED</b>
This dataset is created from a data import of formal advice issued by the Ethics Commission.

<b>C. UPDATE PROCESS</b>
This dataset will not be regularly updated because it contains historical records.

<b>D. HOW TO USE THIS DATASET</b>
Advice records may be filtered by section of law or category of law. The same advice letter may be listed more than once if it's related to multiple code sections of law. 

Use the filter on the "Section" column to find advice by code section. Use the search bar to find advice by relevant search terms. 

Click on "View Advice" to access the full advice letter on the commission's website.

Organization: City of San Francisco
ACS 5 Year Data by Community Area

Selected variables from the most recent ACS Community Survey (Released 2023) aggregated by Community Area.  Additional years will be added as they become available.

The underlying algorithm to create the dataset calculates the % of a census tract that falls within the boundaries of a given community area. Given that census tracts and community area boundaries are not aligned, these figures should be considered an estimate. 

Total population in this dataset: 2,647,621
Total Chicago Population Per ACS 2023: 2,664,452
% Difference: -0.632%

There are different approaches in common use for displaying Hispanic or Latino population counts. In this dataset, following the approach taken by the Census Bureau, a person who identifies as Hispanic or Latino will also be counted in the race category with which they identify. However, again following the Census Bureau data, there is also a column for White Not Hispanic or Latino.

Code can be found here: https://github.com/Chicago/5-Year-ACS-Survey-Data

Community Area Shapefile:

https://data.cityofchicago.org/Facilities-Geographic-Boundaries/Boundaries-Community-Areas-current-/cauq-8yn6

Census Area Python Package Documentation:

https://census-area.readthedocs.io/en/latest/index.html

Tags: census, community-area, federal, population
Organization: City of Chicago
ACS 5 Year Data by Ward

Selected variables from the most recent 5 year ACS Community Survey (Released 2023) aggregated by Ward. Additional years will be added as they become available.

The underlying algorithm to create the dataset calculates the percent of a census tract that falls within the boundaries of a given ward. Given that census tracts and ward boundaries are not aligned, these figures should be considered an estimate.

Total Population in this Dataset:  2,649,803
Total Population of Chicago reported by ACS 2023: 2,664,452
% Difference: %-0.55

There are different approaches in common use for displaying Hispanic or Latino population counts. In this dataset, following the approach taken by the Census Bureau, a person who identifies as Hispanic or Latino will also be counted in the race category with which they identify. However, again following the Census Bureau data, there is also a column for White Not Hispanic or Latino.

The City of Chicago is actively soliciting community input on how best to represent race, ethnicity, and related concepts in its data and policy. Every dataset, including this one, has a "Contact dataset owner" link in the Actions menu. You can use it to offer any input you wish to share or to indicate if you would be interested in participating in live discussions the City may host.

Code can be found here: https://github.com/Chicago/5-Year-ACS-Survey-Data

Ward Shapefile:
 
https://data.cityofchicago.org/Facilities-Geographic-Boundaries/Boundaries-Wards-2023-Map/cdf7-bgn3

Census Area Python Package Documentation:

 https://census-area.readthedocs.io/en/latest/index.html

Tags: census, federal, population, ward
Organization: City of Chicago
Cash Assistance and SNAP Cases Rejections

Cash Assistance and SNAP case rejections ordered by NYS Welfare Management System (WMS) rejection reason code. When a Cash Assistance or SNAP application is rejected, NYS Welfare Management System (WMS) records the reason for the rejection using a reason code. This file includes the count of all Cash Assistance and SNAP case rejections during the specified quarter and year, with the different NYS WMS rejection reason codes in the rows. Each record is one case which may include one or many recipients.

<b>NOTE: </b>Because asterisks represent values between 1 and 10, users should not sum values across columns or rows to determine the total number of cases within a quarter.  Accurate totals are represented in the rows and columns labeled “Total”.

Tags: cash-assistance-case-rejections, snap-case-rejections
Organization: City of New York