AndreaBozzo/ceres-open-data-index huggingface dataset:
Bike Routes (Deprecated February 2020)

OUTDATED. See the current data at https://data.cityofchicago.org/d/3w5d-sru8 -- Bike routes in Chicago.

This dataset is in a forma​​t for spatial datasets that is inherently tabular but allows for a map as a derived view. Please click the indicated link below for such a map.

To export the data in either tabular or geographic format, please use the Export button on this dataset.

Tags: bicycling, deprecated, geo_layer, gis, sustainability
Organization: City of Chicago
Open Spaces - Habitats - KML

Habitat Sites are natural areas that support wildlilfe on both public and privately owned land.  Approximately 3,800 of the 146,240 acres within the city limits serve as habitat sites. Among the 97 individual habitat sites identified in 2004 using mapping tools, aerial imagery, site-visits, and previous inventory studies, most are located along the Chicago River and on the shorelines of Lake Michigan and Lake Calumet natural areas that support wildlife. 
 
To view or use this file, special GIS software such as Google Earth is required.  To download, right-click the "Download" link above and choose "Save link as."

Tags: gis, kml, open-spaces, placemaking, sustainability
Organization: City of Chicago
Bike Routes (Deprecated January 2021)

OUTDATED. See the current data at https://data.cityofchicago.org/d/3w5d-sru8 -- Bike routes in Chicago.

This dataset is in a forma​​t for spatial datasets that is inherently tabular but allows for a map as a derived view. Please click the indicated link below for such a map.

To export the data in either tabular or geographic format, please use the Export button on this dataset.

Tags: bicycling, deprecated, geo_layer, gis, sustainability
Organization: City of Chicago
Libraries -  2016 Circulation by Location

Circulation figures include new checkouts as well as renewals. The Chicago Public Library consists of the Harold Washington Library Center, Sulzer and Woodson regional libraries and over 70 neighborhood branches. Many locations experience sporadic emergency closures due to heating or air conditioning issues, or area power outages. Independence Branch closed due to a fire on 10/30/15.

Tags: circulation, libraries, performance-metrics
Organization: City of Chicago
Special Vaccine Locations

List of sites that guarantee specific, non-flu vaccines will be in-stock and available for the time period indicated in each record. For flu shot locations, go to https://data.cityofchicago.org/Health-Human-Services/Flu-Shot-Locations-2014-Present/w3hg-pyhz.

Note for using this dataset that it is always recommended that individuals contact their healthcare provider or closest pharmacy to check on vaccine availability prior to walking in for vaccination. Each vaccine has a filtered view showing only records from that vaccine and blank filter conditions that can be used to filter further by time. These filtered views can be used for almost all purposes as if they were datasets, although any additional criteria added by a user would need to be saved to a new filtered view in order to use it in this manner. This dataset approximately follows https://github.com/codeforamerica/flu-shot-spec/blob/master/data-format.csv and is designed for use by https://github.com/tkompare.

For more information about CDPH Vaccines/Shots/Immunizations, go to https://www.chicago.gov/city/en/depts/cdph/provdrs/health_protection_and_response/svcs/immunization1.html.

Tags: health, immunization, measles, meningitis, mmr, vaccination
Organization: City of Chicago
Libraries - 2019 Circulation by Location

Circulation figures include new checkouts as well as renewals. Chicago Public Library consists of the Harold Washington Library Center, Sulzer and Woodson regional libraries and over 70 neighborhood branches. Many locations experience sporadic closures to perform facilities upgrade or emergency closures due to heating or air conditioning issues, or area power outages. Independence Branch closed due to a fire in 2015. Whitney Young has been closed since November 2017 for major renovations. Woodson Regional Library reopened after a major renovation in February 2018.

Tags: circulation, libraries, performance-metrics
Organization: City of Chicago
Libraries - 2011 Computer Sessions by Location

The Chicago Public Library offers one-hour computer sessions and 15-minute computer sessions. The Chicago Public Library opened four new locations in 2011: Greater Grand Crossing (4/23/11); Dunning (5/6/11); Daley, Richard M.-W Humboldt (7/8/11) and Little Village (10/3/11). Edgewater closed 6/16/11 for construction of a new branch; a bookmobile for holds pickup and returns opened 6/24/11. Altgeld closed for extended periods in July and August for air conditioning installation. Back of the Yards closed permanently 8/22/11 due to repeated flooding. All locations were closed February 2-February 3 due to weather. In addition, many locations experienced sporadic closures in summer 2011 due to weather-related issues.

Tags: computer-sessions, libraries, technology
Organization: City of Chicago
Ward Offices - Shapefiles (Deprecated May 2015)

OUTDATED. See the current data at https://data.cityofchicago.org/d/fwns-qqic -- To view or use these files, compression software and special GIS software, such as ESRI ArcGIS, is required. To download, right-click the "Download" link above and choose "Save link as." This version of the data was posted 8/8/2012 and stayed live until 7/16/2015, when it was replaced with the list of aldermen inaugurated 5/18/2015, after allowing time for most office space arrangements to be finalized.

Tags: deprecated, facilities, gis, shapefiles
Organization: City of Chicago
Budget - 2018 Budget Ordinance - Appropriations

The Annual Appropriation Ordinance is the final City operating budget as approved by the City Council. It reflects the City’s operating budget at the beginning of the fiscal year on January 1.

This dataset details the budgeted expenditures in the Ordinance and identifies them by department, appropriation account, and funding type: Local, Community Development Block Grant Program (CDBG), and other Grants. “Local” funds refer to those line items that are balanced with locally generated revenue sources, including but not limited to the Corporate Fund, Water Fund, Midway and O’Hare Airport funds, Vehicle Tax Fund, Library Fund and General Obligation Bond funds.

For more information about the budget process, visit the Budget Documents page: http://j.mp/lPotWf.

Tags: 2018, budget
Organization: City of Chicago
Boundaries - Enterprise Communities - KML (Deprecated October 2013)

OUTDATED. See the current data at https://data.cityofchicago.org/d/64xf-pyvh -- KML file of Enterprise Community boundaries in Chicago. To view or use these files, special GIS software, such as Google Earth, is required. The Empowerment Zones/Enterprise Communities program (EZ/EC) is a Federal, State, local government partnership for stimulating comprehensive renewal--particularly economic growth and social development--in distressed urban neighborhoods and rural areas across the nation. For more information, go to http://www.hud.gov/offices/cpd/economicdevelopment/programs/rc/.

Tags: boundaries, deprecated, gis, kml
Organization: City of Chicago
Lobbyist Data - Lobbyist Agency Report (Deprecated October 2015)

OUTDATED. See similar current data at https://data.cityofchicago.org/d/pahz-egmi -- The lobbyist agency report is part of the Lobbyist Activity Report, a notarized disclosure that must be filed twice each year (January 20th and July 20th). Lobbyists must report the name of each City agency lobbied and report whether lobbying involved legislative or administrative action, and give a brief description of the legislative or administrative action promoted or opposed. All lobbyist agency reports are submitted to the Board of Ethics in paper form and are available in their entirety in the Board's offices. The Board has, since 2000, compiled and posted static lists of all lobbyists and their clients online. / Data Owner: Board of Ethics [http://j.mp/mbH9BN] / Time Period: January 1, 2011 to present / Frequency: Data is updated daily  / Related Applications: Registered Lobbyist List [http://bit.ly/FOctNY]

Tags: deprecated, ethics, lobbyists
Organization: City of Chicago
Boundaries - Curb Lines - KML

Curb lines for the city of Chicago. Curb lines mark the points where curbs meet the edge of the street pavement. To view or use these files, special GIS software such as Google Earth is required. To download, right-click the "Download" link above and choose "Save link as." This is a KMZ zipped file, and therefore upzipping software, such as 7-Zip, is required to convert to KML.

Tags: boundaries, gis, kml, streets
Organization: City of Chicago
Strategic Subject List - Historical

The program described below ended in 2019. This dataset is being retained for historical reference. 

The information displayed represents a de-identified listing of arrest data from August 1, 2012 to July 31, 2016, that was used by the Chicago Police Department’s Strategic Subject Algorithm, created by the Illinois Institute of Technology and funded through a Department of Justice Bureau of Justice Assistance grant, to create a risk assessment score known as the Strategic Subject List or “SSL.” These scores reflect an individual’s probability of being involved in a shooting incident either as a victim or an offender. Scores are calculated and placed on a scale ranging from 0 (extremely low risk) to 500 (extremely high risk). 

Based on this time frame’s version of the Strategic Subject Algorithm, individuals with criminal records are ranked using eight attributes, not including race or sex. These attributes are: number of times being the victim of a shooting incident, age during the latest arrest, number of times being the victim of aggravated battery or assault, number of prior arrests for violent offenses, gang affiliation, number of prior narcotic arrests, trend in recent criminal activity and number of prior unlawful use of weapon arrests. 

Please note that this data set includes fields that are not used to calculate SSL, for example, neither race nor sex are used in the Strategic Subject Algorithm. Portions of the arrest data are de-identified on the basis of privacy concerns. The attributes used in the Strategic Subject Algorithm were revised on an ongoing basis during the lifetime of the program.

Tags: crime, historical, police
Organization: City of Chicago
Budget - 2016 Budget Ordinance - Appropriations

The Annual Appropriation Ordinance is the final City operating budget as approved by the City Council. It reflects the City’s operating budget at the beginning of the fiscal year on January 1. This dataset details the budgeted expenditures in the Ordinance and identifies them by department, appropriation account, and funding type: Local, Community Development Block Grant Program (CDBG), and other Grants. “Local” funds refer to those line items that are balanced with locally generated revenue sources, including but not limited to the Corporate Fund, Water Fund, Midway and O’Hare Airport funds, Vehicle Tax Fund, Library Fund and General Obligation Bond funds. For more information about the budget process, visit the Budget Documents page: http://j.mp/lPotWf.

Tags: 2016, budget
Organization: City of Chicago
Lobbyist Data - Historical - Lobbyist Termination Report - 2010

All lobbyist termination fillings submitted to the Board of Ethics and electronically transcribed by Board of Ethics employees during the 2010 reporting period. / 
When a lobbyist terminates all activity that requires registration, the lobbyist must file a termination notice and a final activity report that covers the period between the most recently filed activity report and the date of termination.
Data for the 2010 reporting period is limited because previous policy did not require the Board of Ethics to prioritize the reporting of all data available from paper filings. /  
Data Owner:  Board of Ethics 
[http://j.mp/mbH9BN] /
Time Period: January 1, 2010 to December 31, 2010 /
Related Applications:  Registered Lobbyist List [http://j.mp/l8LwAq], 
2011 Lobbyist Termination Report
[http://j.mp/kT56zH]

Tags: historical, lobbyists
Organization: City of Chicago
Budget - 2022 Budget Ordinance - Appropriations

The Annual Appropriation Ordinance is the final City operating budget as approved by the City Council. It reflects the City’s operating budget at the beginning of the fiscal year on January 1.

This dataset details the budgeted expenditures in the Ordinance and identifies them by department, appropriation account, and funding type: Local, Community Development Block Grant Program (CDBG), and other Grants. “Local” funds refer to those line items that are balanced with locally generated revenue sources, including but not limited to the Corporate Fund, Water Fund, Midway and O’Hare Airport funds, Vehicle Tax Fund, Library Fund and General Obligation Bond funds.

For more information about the budget process, visit the Budget Documents page: http://j.mp/lPotWf.

Tags: 2022, budget
Organization: City of Chicago
DOHMH and DEP Waterborne Disease Risk Assessment Program Annual Report Data: Percentage of interviewed cryptosporidiosis case-patients by type of tap water exposure before disease onset, by Immune Status

Percentage of interviewed cryptosporidiosis case-patients by type of tap water exposure before disease onset, by Immune Status, New York City, 1995 - 2016 

*Note: Determination of an association between exposure to possible risk factors for cryptosporidiosis and acquisition of cryptosporidiosis cannot be made without reference to a suitable control population (i.e., non-Cryptosporidium-infected controls).

Format of case interview form changed on 1/1/1997, 5/11/2001, 8/21/2002, and 4/26/2010.
From 1/1/1995 to 4/25/2010, case-patients were asked about Tap Water Exposure during the month before onset.  Starting 04/26/2010, case-patients were asked about Tap Water Exposure during the 14 days before onset.

Year 2000 percentage of interviewed cryptosporidiosis cases does not include 14 cases associated with a point source exposure at a swimming pool in Florida.

For more information on Waterborne Disease Risk Assessment Annual reports, please visit http://www.nyc.gov/html/dep/html/drinking_water/wdrap.shtml

Organization: City of New York
E-Cigarette Liquids and Aldehyde Flavoring Agents Inhibit CYP2A6 Activity in Lung Epithelial Cells

Method to access data for Brett R. Winters et al., 'E-Cigarette Liquids and Aldehyde Flavoring Agents Inhibit CYP2A6 Activity in Lung Epithelial Cells' in ACS Omega, Vol 8, Issue 12, pg 11261-11266, 2023; DOI https://doi.org/10.1021/acsomega.2c08258, PMC10061538. This dataset is not publicly accessible because: Data was not shared by lead author. It can be accessed through the following means: To request data, contact lead author Brett Winters at brwinters@cytokinetics.com. Format: N/A. 

This dataset is associated with the following publication:
Winters, B., P. Clapp, S. Simmons, T. Kochar, I. Jaspers, and M. Madden. E-Cigarette Liquids and Aldehyde Flavoring Agents Inhibit CYP2A6 Activity in Lung Epithelial Cells.   ACS Omega. American Chemical Society, Washington, DC, USA, 8(12): 11261-11266, (2023).

Tags: aldehyde, cyp2a6, e-cigarette, lung-epithelial-cells
Organization: U.S. Environmental Protection Agency
Metals concentrations in seagrass plant tissues.

Metals concentrations in seagrass plant tissues. This dataset is not publicly accessible because: Secondary data collected by non EPA authors. It can be accessed through the following means: Contact primary author. Format: Primary authors have the data associated with this manuscript. 

This dataset is associated with the following publication:
Xu, S., J. Kaldy, X. Zhang, S. Yue, Z. Suonan, and Y. Zhou. Comparison of metals in eelgrass (Zostera marina L.) and the environment across the North Pacific Ocean: Environmental processes drive source delivery.   ENVIRONMENTAL POLLUTION. Elsevier Science Ltd, New York, NY, USA, 343: 123096, (2024).

Tags: bioconcentration, bioindicator, heavy-metals, seagrass
Organization: U.S. Environmental Protection Agency
Organophosphate pesticide manuscript dataset

Dataset investigating concordance between short-term transcriptomic points-of-departure and chronic points-of departure for three organophosphate pesticides across mouse and fathead minnow. Portions of this dataset are inaccessible because: The data files are too large. They can be accessed through the following means: Raw FASTQ files and raw and normalized read count matrices for the mouse liver study were submitted to the National Center for Biotechnology Information (NCBI) Gene Expression Omnibus database (accession GSE240853). Raw FASTQ files for the fathead minnow larva study were submitted to the NCBI Sequence Read Archive (submission: SUB13852035). Format: FASTQ files from RNA-sequencing. 

This dataset is associated with the following publication:
Martin, R., M. Hazemi, K. Flynn, D. Villeneuve, and L. Wehmas. Short-Term Transcriptomic Points of Departure Are Consistent with Chronic Points of Departure for Three Organophosphate Pesticides across Mouse and Fathead Minnow.   Toxics. MDPI, Basel,  SWITZERLAND, 11(10): 820, (2023).

Tags: benchmark-dose-response, fathead-minnow, fenthion, methidathion, mouse, organophosphate-pesticides, parathion, transcriptomics
Organization: U.S. Environmental Protection Agency
Case Study Data for Separating Measurement Error and Signal in Environmental Data: Use of Replicates to Address Uncertainty (DOI 10.1021/acs.est.3c02231)

The two case studies used publicly available environmental data excerpted from the National Human Exposure Assessment Survey (NHEXAS) (https://github.com/USEPA/HEDS). These U.S. Environmental Protection Agency (EPA) Region 5 data were samples collected in 1995 to 1997 from the first visit, which removed temporal between-visit correlation from sites across Ohio, Michigan, Illinois, Indiana, Wisconsin, and Minnesota. The NHEXAS tap water sampling design distinguished original samples from quality control replicates, and all samples were analyzed in the same laboratory following EPA standard method 200.8 (version 4.4). The case studies analyze subsets of NHEXAS arsenic and chromium data that were selected to meet distributional assumptions and cannot be interpreted as NHEXAS analyses. 

This dataset is associated with the following publication:
Furman, M., K. Thomas, and B. George. Separating Measurement Error and Signal in Environmental Data: Use of Replicates to Address Uncertainty.   ENVIRONMENTAL SCIENCE & TECHNOLOGY. American Chemical Society, Washington, DC, USA, 57(41): 15356-15365, (2023).

Tags: environmental-measurements-sampling-design, errors-in-variables, latent-signal-mean, measurement-error-model, random-effects-model, signal-confidence-interval, simulation-study, variance-components
Organization: U.S. Environmental Protection Agency
BuildingsBench: A Large-Scale Dataset of 900K Buildings and Benchmark for Short-Term Load Forecasting

The BuildingsBench datasets consist of:

- Buildings-900K: A large-scale dataset of 900K buildings for pretraining models on the task of short-term load forecasting (STLF). Buildings-900K is statistically representative of the entire U.S. building stock.
- 7 real residential and commercial building datasets for benchmarking two downstream tasks evaluating generalization: zero-shot STLF and transfer learning for STLF.

Buildings-900K can be used for pretraining models on day-ahead STLF for residential and commercial buildings. The specific gap it fills is the lack of large-scale and diverse time series datasets of sufficient size for studying pretraining and finetuning with scalable machine learning models.  Buildings-900K consists of synthetically generated energy consumption time series. It is derived from the NREL End-Use Load Profiles (EULP) dataset (see link to this database in the links further below). However, the EULP was not originally developed for the purpose of STLF. Rather, it was developed to "...help electric utilities, grid operators, manufacturers, government entities, and research organizations make critical decisions about prioritizing research and development, utility resource and distribution system planning, and state and local energy planning and regulation." Similar to the EULP, Buildings-900K is a collection of Parquet files and it follows nearly the same Parquet dataset organization as the EULP. As it only contains a single energy consumption time series per building, it is much smaller (~110 GB). 

BuildingsBench also provides an evaluation benchmark that is a collection of various open source residential and commercial real building energy consumption datasets. The evaluation datasets, which are provided alongside Buildings-900K below, are collections of CSV files which contain annual energy consumption. The size of the evaluation datasets altogether is less than 1GB, and they are listed out below:

1. ElectricityLoadDiagrams20112014
2. Building Data Genome Project-2
3. Individual household electric power consumption (Sceaux)
4. Borealis
5. SMART
6. IDEAL
7. Low Carbon London

A README file providing details about how the data is stored and describing the organization of the datasets can be found within each data lake version under BuildingsBench.

Tags: benchmark, buildings, commercial, dataset, deep-learning, end-use-load-profiles, energy, eulp, load-forecasting, machine-learning, power, pretraining, processed-data, residential, short-term, stlf, transfer-learning
Organization: Department of Energy
Harmonized Tariff Schedule of the United States (2023)

This dataset is the current 2023 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
National Recycling Economic Indicators 2012 v1.3.2

National economic indicators for recycling sectors, generally North American Industry Classification System (NAICS) 2012 codes, using USEPA Recycling Economic Information (REI) Report as the primary data source. This dataset was developed with FLOWSA v1.3.2 (https://github.com/USEPA/flowsa/tree/v1.3.2) and the method file https://github.com/USEPA/HIO/blob/v0.1.0/flowsa/flowbysectormethods/REI_primaryfactors_national_2012.yaml.

Tags: flowsa, naics, sector-attribution-model
Organization: U.S. Environmental Protection Agency
National Commercial Non-Hazardous Waste Totals by Industry 2018 v1.3.0

This dataset contains 2018 national Commercial Non-Hazardous Waste by North American Industry Classification System (NAICS) 2012 6-digit codes. This dataset was generated with FLOWSA v1.3.0 (https://github.com/USEPA/flowsa/tree/v1.3.0) and the method file https://github.com/USEPA/flowsa/blob/v1.3.0/flowsa/methods/flowbysectormethods/CNHW_national_2018.yaml. The metadata text file included as a supporting document records the FLOWSA tool version and input dataset bibliographic details.

Tags: flowsa, naics, sector-attribution-model
Organization: U.S. Environmental Protection Agency
National Employment Totals by Industry 2018 v2.0.0

This dataset contains 2018 national employment by North American Industry Classification System (NAICS) 2012 6-digit codes. This dataset was generated with FLOWSA v2.0.0 (https://github.com/USEPA/flowsa/releases/tag/v2.0.0) and the method file https://github.com/USEPA/flowsa/blob/v2.0.0/flowsa/methods/flowbysectormethods/Employment_national_2018.yaml. The metadata text file included as a supporting document records the FLOWSA tool version and input dataset bibliographic details.

Tags: flowsa, naics, sector-attribution-model
Organization: U.S. Environmental Protection Agency