This data set contains pre and post workshop survey level data of Signature workshops conducted by the New York City Healthy Relationship Academy between 2005 and 2017.

This data set contains pre and post workshop survey level data of TechnoLOVE workshops conducted by the New York City Healthy Relationship Academy between 2010 and 2018.

The Career Centers data set houses the Division’s information for customers on all of the Career Centers across the state.

This is a list of authorized providers who offer the passenger assistance and wheelchair accessible vehicle training course that all new TLC driver license applicants (Yellow & Green Taxicab, Livery, Black Car, and Lux Limo) must complete as part of the education requirement.

Listing of vocational training courses eligible for Individual Training Grants

This dataset contains information about the New York City Housing Authority’s (NYCHA) Office of Resident Economic Empowerment and Sustainability (REES). REES supports NYCHA public housing and Section 8 residents’ increased income and assets through programs, policies and formal partnerships in the areas of employment and advancement, adult education and training, financial literacy and asset building and resident business development. Each row in the dataset represents the number of public housing residents on a NYCHA Development-level who receive or utilize this service. Data on interagency collaborations such as Jobs-Plus and Business Pathways are not part of this data but are accounted for in NYC Business Solutions and Human Resources data respectively. As per HUD regulations REES serves NYCHA public housing, NYCHA Section 8 and Section 3 residents. The dataset is part of the annual report compiled by the Mayor’s Office of Operations as mandated by the Local Law 163 of 2016 on different services provided to NYCHA residents. See other datasets in this report by searching the keyword “Services available to NYCHA Residents - Local Law 163 (2016)” on the Open Data Portal.

This is a current list of approved security guard schools. The Security Guard Act of 1992 requires registration and training of security guards in New York State. The Division of Criminal Justice Services (DCJS) approves the private security training schools and provides administrative oversight for mandated security training.

The dataset contains information extracted from Home Care Registry (HCR) application. HCR is a web-based registry of all personal care aides and home health aides who have successfully completed a personal care aide or home health aide training program approved by either the New York State Department of Health (NYSDOH) or the New York State Education Department (NYSED). The dataset provides information about the training certificates issued in a specific region within the State of New York based on Certificate Type, Methodology, Language and the State Agency that approved the Training program that issued the Certificate. This dataset is refreshed on monthly basis. For more information, visit https://apps.health.ny.gov/professionals/home_care/registry/home.action. The "About" tab contains additional details concerning this dataset.

The City Record Online (CROL) is now a fully searchable database of notices published in the City Record newspaper which includes but is not limited to: public hearings and meetings, public auctions and sales, solicitations and awards and official rules proposed and adopted by city agencies.

Records maintained by DMV, used by Driver Training Programs to record/maintain records for businesses we regulate/license. Information includes: Name, address, phone number and courses offered.

Summary:

The files contained herein represent green roof footprints in NYC visible in 2016 high-resolution orthoimagery of NYC (described at https://github.com/CityOfNewYork/nyc-geo-metadata/blob/master/Metadata/Metadata_AerialImagery.md). Previously documented green roofs were aggregated in 2016 from multiple data sources including from NYC Department of Parks and Recreation and the NYC Department of Environmental Protection, greenroofs.com, and greenhomenyc.org. Footprints of the green roof surfaces were manually digitized based on the 2016 imagery, and a sample of other roof types were digitized to create a set of training data for classification of the imagery. A Mahalanobis distance classifier was employed in Google Earth Engine, and results were manually corrected, removing non-green roofs that were classified and adjusting shape/outlines of the classified green roofs to remove significant errors based on visual inspection with imagery across multiple time points. Ultimately, these initial data represent an estimate of where green roofs existed as of the imagery used, in 2016.

These data are associated with an existing GitHub Repository, https://github.com/tnc-ny-science/NYC_GreenRoofMapping, and as needed and appropriate pending future work, versioned updates will be released here.

Terms of Use:

The Nature Conservancy and co-authors of this work shall not be held liable for improper or incorrect use of the data described and/or contained herein. Any sale, distribution, loan, or offering for use of these digital data, in whole or in part, is prohibited without the approval of The Nature Conservancy and co-authors. The use of these data to produce other GIS products and services with the intent to sell for a profit is prohibited without the written consent of The Nature Conservancy and co-authors. All parties receiving these data must be informed of these restrictions. Authors of this work shall be acknowledged as data contributors to any reports or other products derived from these data.

Associated Files:

As of this release, the specific files included here are:

• GreenRoofData2016_20180917.geojson is in the human-readable, GeoJSON format, in geographic coordinates (Lat/Long, WGS84; EPSG 4263).
• GreenRoofData2016_20180917.gpkg is in the GeoPackage format, which is an Open Standard readable by most GIS software including Esri products (tested on ArcMap 10.3.1 and multiple versions of QGIS). This dataset is in the New York State Plan Coordinate System (units in feet) for the Long Island Zone, North American Datum 1983, EPSG 2263.
• GreenRoofData2016_20180917_Shapefile.zip is a zipped folder containing a Shapefile and associated files. Please note that some field names were truncated due to limitations of Shapefiles, but columns are in the same order as for other files and in the same order as listed below. This dataset is in the New York State Plan Coordinate System (units in feet) for the Long Island Zone, North American Datum 1983, EPSG 2263.
• GreenRoofData2016_20180917.csv is a comma-separated values file (CSV) with coordinates for centroids for the green roofs stored in the table itself. This allows for easily opening the data in a tool like spreadsheet software (e.g., Microsoft Excel) or a text editor.

Column Information for the datasets:

Some, but not all fields were joined to the green roof footprint data based on building footprint and tax lot data; those datasets are embedded as hyperlinks below.

• fid - Unique identifier
• bin - NYC Building ID Number based on overlap between green roof areas and a building footprint dataset for NYC from August, 2017. (Newer building footprint datasets do not have linkages to the tax lot identifier (bbl), thus this older dataset was used). The most current building footprint dataset should be available at: https://data.cityofnewyork.us/Housing-Development/Building-Footprints/nqwf-w8eh. Associated metadata for fields from that dataset are available at https://github.com/CityOfNewYork/nyc-geo-metadata/blob/master/Metadata/Metadata_BuildingFootprints.md.
• bbl - Boro Block and Lot number as a single string. This field is a tax lot identifier for NYC, which can be tied to the Digital Tax Map (http://gis.nyc.gov/taxmap/map.htm) and PLUTO/MapPLUTO (https://www1.nyc.gov/site/planning/data-maps/open-data/dwn-pluto-mappluto.page). Metadata for fields pulled from PLUTO/MapPLUTO can be found in the PLUTO Data Dictionary found on the aforementioned page. All joins to this bbl were based on MapPLUTO version 18v1.
• gr_area - Total area of the footprint of the green roof as per this data layer, in square feet, calculated using the projected coordinate system (EPSG 2263).
• bldg_area - Total area of the footprint of the associated building, in square feet, calculated using the projected coordinate system (EPSG 2263).
• prop_gr - Proportion of the building covered by green roof according to this layer (gr_area/bldg_area).
• cnstrct_yr - Year the building was constructed, pulled from the Building Footprint data.
• doitt_id - An identifier for the building assigned by the NYC Dept. of Information Technology and Telecommunications, pulled from the Building Footprint Data.
• heightroof - Height of the roof of the associated building, pulled from the Building Footprint Data.
• feat_code - Code describing the type of building, pulled from the Building Footprint Data.
• groundelev - Lowest elevation at the building level, pulled from the Building Footprint Data.
• qa - Flag indicating a positive QA/QC check (using multiple types of imagery); all data in this dataset should have 'Good'
• notes - Any notes about the green roof taken during visual inspection of imagery; for example, it was noted if the green roof appeared to be missing in newer imagery, or if there were parts of the roof for which it was unclear whether there was green roof area or potted plants.
• classified - Flag indicating whether the green roof was detected image classification. (1 for yes, 0 for no)
• digitized - Flag indicating whether the green roof was digitized prior to image classification and used as training data. (1 for yes, 0 for no)
• newlyadded - Flag indicating whether the green roof was detected solely by visual inspection after the image classification and added. (1 for yes, 0 for no)
• original_source - Indication of what the original data source was, whether a specific website, agency such as NYC Dept. of Parks and Recreation (DPR), or NYC Dept. of Environmental Protection (DEP). Multiple sources are separated by a slash.
• address - Address based on MapPLUTO, joined to the dataset based on bbl.
• borough - Borough abbreviation pulled from MapPLUTO.
• ownertype - Owner type field pulled from MapPLUTO.
• zonedist1 - Zoning District 1 type pulled from MapPLUTO.
• spdist1 - Special District 1 pulled from MapPLUTO.
• bbl_fixed - Flag to indicate whether bbl was manually fixed. Since tax lot data may have changed slightly since the release of the building footprint data used in this work, a small percentage of bbl codes had to be manually updated based on overlay between the green roof footprint and the MapPLUTO data, when no join was feasible based on the bbl code from the building footprint data. (1 for yes, 0 for no)

For GreenRoofData2016_20180917.csv there are two additional columns, representing the coordinates of centroids in geographic coordinates (Lat/Long, WGS84; EPSG 4263):

• xcoord - Longitude in decimal degrees.
• ycoord - Latitude in decimal degrees.

Acknowledgements:

This work was primarily supported through funding from the J.M. Kaplan Fund, awarded to the New York City Program of The Nature Conservancy, with additional support from the New York Community Trust, through New York City Audubon and the Green Roof Researchers Alliance.

The dataset contains annual count data for the number of family-related domestic incident reports, family-related felony assaults, domestic violence related felony assaults, family-related rapes and domestic violence related rapes. The Mayor's Office to End Domestic and Gender-Based Violence (ENDGBV) develops policies and programs, provides training and prevention education, conducts research and evaluations, performs community outreach, and operates the New York City Family Justice Centers. The office collaborates with City agencies and community stakeholders to ensure access to inclusive services for survivors of domestic and gender-based violence (GBV) services. GBV can include intimate partner and family violence, elder abuse, sexual assault, stalking, and human trafficking. ENDGBV operates the New York City Family Justice Centers. These co‐located multidisciplinary domestic violence service centers provide vital social service, civil legal and criminal justice assistance for survivors of intimate partner violence and their children under one roof. The Brooklyn Family Justice Center opened in July 2005; the Queens Family Justice Center opened in July 2008; the Bronx Family Justice Center opened in April 2010; Manhattan Family Justice Center opened in December 2013 and Staten Island Family Justice Center opened in June 2015. ENDGBV also has a Policy and Training Institute that provides trainings on intimate partner violence to other City agencies. The New York City Healthy Relationship Academy, with is part of the Policy and Training Institute, provides peer lead workshops on healthy relationships and teen dating violence to individuals between the age of 13 and 24, their parents and staff of agencies that work with youth in that age range. The dataset is collected to produce an annual report on the number of family-related and domestic violence related incidents that occur at the community board district level in New York City. The New York City Police Department provides ENDGBV with count data on: family-related domestic incident reports, family-related felony assaults, domestic violence felony assaults, family-violence related rapes and domestic violence related rapes.

Scored report tracking Cash Assistance Job Center performance.

Listing of Businesses which received an Award from the Training Funds Program.

Analysis of ‘Resident Economic Empowerment and Sustainability (REES) for NYCHA Residents – Council District - Local Law 163’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://catalog.data.gov/dataset/64556510-3050-439e-affd-f73d9831ee60 on 13 February 2022.

--- Dataset description provided by original source is as follows ---

This dataset contains information about the New York City Housing Authority’s (NYCHA) Office of Resident Economic Empowerment and Sustainability (REES). REES supports NYCHA public housing and Section 8 residents’ increased income and assets through programs, policies and formal partnerships in the areas of employment and advancement, adult education and training, financial literacy and asset building and resident business development. Each row in the dataset represents the number of public housing residents on a City Council District level who receive or utilize this service. Data on interagency collaborations such as Jobs-Plus and Business Pathways are not part of this data but are accounted for in NYC Business Solutions and Human Resources data respectively. As per HUD regulations REES serves NYCHA public housing, NYCHA Section 8 and Section 3 residents.

The dataset is part of the annual report compiled by the Mayor’s Office of Operations as mandated by the Local Law 163 of 2016 on different services provided to NYCHA residents. See other datasets in this report by searching the keyword “Services available to NYCHA Residents - Local Law 163 (2016)” on the Open Data Portal.

--- Original source retains full ownership of the source dataset ---

Enhance your Conversational AI model with our Off-the-Shelf New York English Datasets (New York English Speech Datasets). Shaip high-quality audio datasets are a quick and effective solution for model training.

The workshop provides an overview of the DOE policies related to New York State’s Dignity for All Students Act, with a focus on Chancellor’s Regulations A-832-Student to Student Discrimination, Harassment, Intimidation, and/or Bullying and A-831-Student to Student Sexual Harassment as well as the Staff to Student Discrimination and Sexual Harassment components of Chancellor’s Regulation A-830. Participants will also learn about the protected classifications for students and staff, their reporting responsibilities and under what circumstances off-school premises behavior is covered under Chancellor’s Regulations.

The dataset contains annual count data for the number of intimate partner related domestic incident reports, intimate partner-related felony assaults, domestic violence related felony assaults, intimate partner-related rapes and domestic violence related rapes. The Mayor's Office to Combat Domestic Violence (OCDV) formulates policies and programs, coordinates the citywide delivery of domestic violence services and works with diverse communities and community leaders to increase awareness of domestic violence. OCDV collaborates closely with government and nonprofit agencies that assist domestic violence survivors and operates the New York City Family Justice Centers. These co‐located multidisciplinary domestic violence service centers provide vital social service, civil legal and criminal justice assistance for survivors of intimate partner violence and their children under one roof. OCDV also has a Policy and Training Institute that provides trainings on intimate partner violence to other City agencies. The New York City Healthy Relationship Academy, with is part of the Policy and Training Institute, provides peer lead workshops on healthy relationships and teen dating violence to individuals between the age of 13 and 24, their parents and staff of agencies that work with youth in that age range. The dataset is collected to produce an annual report on the number of family-related and domestic violence related incidents that occur at the community board district level in New York City. The New York City Police Department provides OCDV with count data on: Intimate partner related domestic incident reports, intimate partner related felony assaults, domestic violence felony assaults, intimate partner related rapes and domestic violence related rapes.

The report contains thirteen (13) performance metrics for City's workforce development programs. Each metric can be breakdown by three demographic types (gender, race/ethnicity, and age group) and the program target population (e.g., youth and young adults, NYCHA communities) as well.

This report is a key output of an integrated data system that collects, integrates, and generates disaggregated data by Mayor's Office for Economic Opportunity (NYC Opportunity). Currently, the report is generated by the integrated database incorporating data from 18 workforce development programs managed by 5 City agencies.

There has been no single "workforce development system" in the City of New York. Instead, many discrete public agencies directly manage or fund local partners to deliver a range of different services, sometimes tailored to specific populations. As a result, program data have historically been fragmented as well, making it challenging to develop insights based on a comprehensive picture. To overcome it, NYC Opportunity collects data from 5 City agencies and builds the integrated database, and it begins to build a complete picture of how participants move through the system onto a career pathway.

Each row represents a count of unique individuals for a specific performance metric, program target population, a specific demographic group, and a specific period. For example, if the Metric Value is 2000 with Clients Served (Metric Name), NYCHA Communities (Program Target Population), Asian (Subgroup), and 2019 (Period), you can say that "In 2019, 2,000 Asian individuals participated programs targeting NYCHA communities.

Please refer to the Workforce Data Portal for further data guidance (https://workforcedata.nyc.gov/en/data-guidance), and interactive visualizations for this report (https://workforcedata.nyc.gov/en/common-metrics).

This data is from an annual report to be provided in compliance of Local Law 39 of 2019, covering the time period July 1 through October 15. The data set includes: a summary of outreach efforts to the cosmetology community, including the number of trainings provided for cosmetologists, disaggregated by borough.

For Data Dictionary, please refer to this link.