New York City Open Data Reports

**Overview**
This data package contains datasets all related to New York State. These include child and adult care food program, congregate and home delivered meals for the aging, food scrap drop off sites, retail food stores, Supplemental Nutrition Assistance Program expenditures and water consumption report of New York.

**Description**
This data package contains datasets all related to New York State. The details about these datasets are as follows:
- The Child and Adult Care Food Program (CACFP) dataset includes the names and locations of participating day care sites and whether or not the site is Breastfeeding, participating in the Eat Well Play Hard in Child Care Settings (EWPHCCS) project, or participating in the Eat Well Play Hard in Day Care Homes (EWPHDCH) project.
- Congregate and home-delivered meals dataset, which contains information on meals served from 1974 to the present by the network of Area Agencies on Aging (AAAs). Services may include but are not limited to congregate meals, health promotion, educational programs and recreation.
- Information on locations and operators of food scrap drop-off sites
- A list of all active permits issued by the State Liquor Authority (SLA). Permits in this dataset are issued for 1-3 year terms.
- A list of retail food stores that hold an Article 20-C food processing establishment license in New York State. Retail food stores include establishments such as convenience stores, bodegas, grocery stores, and supermarkets.
- Dataset containing the monthly listings of households, recipients and expenditures for SNAP (Supplemental Nutrition Assistance Program).
- Dataset based on New York City Census population and contains per year information on water consumption in the New York City Water Supply System.

**Benefits**
- congregate and home-delivered meals dataset is useful for health promotion, educational programs and recreation of the aging.
- information on locations and operators of food scrap drop-off sites.
- a list of all active permits of liquor stores and retail food such as convenience stores, bodegas, grocery stores, and supermarkets are all available in this data package.
- the child and adult care food program’s comprehensive details available in comprehensive and normalized form.

**License Information**
The use of John Snow Labs datasets is free for personal and research purposes. For commercial use please subscribe to the [Data Library](https://www.johnsnowlabs.com/marketplace/) on John Snow Labs website. The subscription will allow you to use all John Snow Labs datasets and data packages for commercial purposes.

**Included Datasets**
- [Child And Adult Care Food Program Participation](https://www.johnsnowlabs.com/marketplace/child-and-adult-care-food-program-participation)
- The Child and Adult Care Food Program (CACFP) is a nutrition education and meal reimbursement program helping providers serve nutritious and safely prepared meals to children and adults in day care settings. It includes the names and locations of participating day care sites and whether or not the site is Breastfeeding Friendly Certified with CACFP, participating in the Eat Well Play Hard in Child Care Settings (EWPHCCS) project or in the Eat Well Play Hard in Day Care Homes (EWPHDCH) project.
- [Congregate and Home Delivered Meals Served by the Office for the Aging](https://www.johnsnowlabs.com/marketplace/congregate-and-home-delivered-meals-served-by-the-office-for-the-aging)
- This dataset consists of a listing of congregate and home-delivered meals served from 1974 to the present by the network of Area Agencies on Aging (AAAs). AAAs local offices for the Aging provide services at senior center locations either directly or through subcontracts. Services may include but are not limited to congregate meals, health promotion, educational programs and recreation.
- [Connecticut SNAP Authorized Retailers](https://www.johnsnowlabs.com/marketplace/connecticut-snap-authorized-retailers)
- This dataset shows the list of retailers in Connecticut authorized to accept The Supplemental Nutrition Assistance Program (SNAP) Electronic Benefit Transfer (EBT) benefits. The SNAP, formerly known as Food Stamps, helps eligible individuals and families afford the cost of food at supermarkets, grocery stores and farmers’ markets.
- [Food Scrap Drop Off Locations](https://www.johnsnowlabs.com/marketplace/food-scrap-drop-off-locations)
- This dataset contains information on locations and operators of food scrap drop-off locations. These sites, however, are not necessarily operated solely by the City of New York.
- [Liquor Authority List of Active Permits](https://www.johnsnowlabs.com/marketplace/liquor-authority-list-of-active-permits)
- This dataset contains a list of all active permits issued by the State Liquor Authority (SLA). Permits in this dataset are issued for 1-3 year terms. This dataset does not include the temporary or single event.
- [Retail Food Stores in New York City](https://www.johnsnowlabs.com/marketplace/retail-food-stores-in-new-york-city)
- This dataset contains a listing of retail food stores that hold an Article 20-C food processing establishment license or an Article 28 license in New York State. Retail food stores include establishments such as convenience stores, bodegas, grocery stores, and supermarkets.
- [SNAP Distribution Policy Database](https://www.johnsnowlabs.com/marketplace/snap-distribution-policy-database)
- This dataset provides a central data source for information on State policy options in the Supplemental Nutrition Assistance Program (SNAP). SNAP (Supplemental Nutrition Assistance Program) offers nutrition assistance to millions of eligible, low-income individuals and families and provides economic benefits to communities. FNS (Food and Nutrition Service) also works with State partners and the retail community to improve program administration and ensure program integrity.
- [Supplemental Nutrition Assistance Program Expenditures And Caseloads](https://www.johnsnowlabs.com/marketplace/supplemental-nutrition-assistance-program-expenditures-and-caseloads)
- This dataset enlists the monthly listings of households, recipients and expenditures for SNAP (Supplemental Nutrition Assistance Program). Data is from the New York State Office of Temporary and Disability Assistance and the NYC Open Data.
- [Water Consumption Report](https://www.johnsnowlabs.com/marketplace/water-consumption-report)
- This dataset is based on New York City Census population and contains per year information on water consumption in the New York City Water Supply System.

**Data Engineering Overview**
**We deliver high-quality data**
- Each dataset goes through 3 levels of quality review
- 2 Manual reviews are done by domain experts
- Then, an automated set of 60+ validations enforces every datum matches metadata & defined constraints
- Data is normalized into one unified type system
- All dates, unites, codes, currencies look the same
- All null values are normalized to the same value
- All dataset and field names are SQL and Hive compliant
- Data and Metadata
- Data is available in both CSV and Apache Parquet format, optimized for high read performance on distributed Hadoop, Spark & MPP clusters
- Metadata is provided in the open Frictionless Data standard, and its every field is normalized & validated
- Data Updates
- Data updates support replace-on-update: outdated foreign keys are deprecated, not deleted

**Our data is curated and enriched by domain experts**

Each dataset is manually curated by our team of doctors, pharmacists, public health & medical billing experts:
- Field names, descriptions, and normalized values are chosen by people who actually understand their meaning
- Healthcare & life science experts add categories, search keywords, descriptions and more to each dataset
- Both manual and automated data enrichment supported for clinical codes, providers, drugs, and geo-locations
- The data is always kept up to date – even when the source requires manual effort to get updates
- Support for data subscribers is provided directly by the domain experts who curated the data sets
- Every data source’s license is manually verified to allow for royalty-free commercial use and redistribution.

**Need Help?**
If you have questions about our products, contact us at [[e-mail]](mailto:[e-mail]).

搜集汇总

背景与挑战

背景概述

该数据集整合了纽约州多领域公共数据，包括儿童成人营养计划、老年送餐服务、食品废料回收点、零售食品商店许可、营养援助支出及水资源消耗报告等。数据经过严格的质量审查和标准化处理，适用于健康促进、商业分析等应用场景。