Demographics

**Overview**
This data package consists of 26 datasets all containing statistical data relating to the population and particular groups within it belonging to different countries, mostly the United States.

**Description**
This data package contains a wide variety of demographics related datasets, including US race and ethnicity codes, school progress report and attendance, data about homeless, popular baby names, name prefixes and suffixes, death related data and city population annual time series in the United States.

**Benefits**
- Useful for researchers working in the field of demographics and world statistics. comprehensive list of education-related data. population figures and estimates available for analysis in 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**
- [Bloomington Police Department Employee Data](https://www.johnsnowlabs.com/marketplace/bloomington-police-department-employee-data)
- This dataset of raw data identifies race, gender, and age of all Bloomington Police Department employees, as well as lists the education of all sworn personnel.
- [Brooklyn Public Library Catalog](https://www.johnsnowlabs.com/marketplace/brooklyn-public-library-catalog)
- Brooklyn Public Library is a selective Federal Depository for government publications. The dataset includes Library Catalog, with Call Numbers, Author, Title, Edition, Publication Information among others.
- [CPS Elementary School Progress Report Card 2013-2014](https://www.johnsnowlabs.com/marketplace/cps-elementary-school-progress-report-card-2013-2014)
- This dataset shows the 2013 School Progress Report Card data elements for each CPS (Chicago Public Schools) elementary school.
- [City Population Annual Time Series](https://www.johnsnowlabs.com/marketplace/city-population-annual-time-series)
- This dataset contains city population yearly time series for female and male, and for both genders, collected by the United Nations Statistics Division and published by UNData.
- [Classification of the Functions of Government](https://www.johnsnowlabs.com/marketplace/classification-of-the-functions-of-government)
- This dataset contains the codes, description and explanatory notes to describe the classification of different functions of the Government by the United Nations (UN) Statistics Division. The salient functions involve general public services, defense, public order and safety, economic affairs, environmental protection, housing and community amenities, health, recreation, culture and religion, education and social protection.
- [Deaths in US Cities 2015](https://www.johnsnowlabs.com/marketplace/deaths-in-us-cities-2015)
- This dataset identifies the total number of death certificates processed and the number of those for which pneumonia or influenza was listed as the underlying or contributing cause of death by age group in 122 Cities of United States. This dataset includes the report submitted for the year 2015.
- [Demographic Statistics By Zip Code](https://www.johnsnowlabs.com/marketplace/demographic-statistics-by-zip-code)
- The Demographic Reports are produced by the Economic, Demographic and Statistical Research unit within the Countywide Service Integration and Planning Management (CSIPM) Division of the Fairfax County Department of Neighborhood and Community Services. Information produced by the Economic, Demographic and Statistical Research unit is used by every county department, board, authority and the Fairfax County Public Schools.
- [FDNY Line Of Duty Deaths](https://www.johnsnowlabs.com/marketplace/fdny-line-of-duty-deaths)
- This dataset shows the rank, name, unit and date of New York Fire Department (FDNY) line of duty deaths.
- [Headcount Enrollment by Student Level and Student Load by Institutions](https://www.johnsnowlabs.com/marketplace/headcount-enrollment-by-student-level-and-student-load-by-institutions)
- This dataset contains the headcount enrollment by student level and student load by institutions of the State University of New York.
- [Impaired Driving Death Rate by Age and Race](https://www.johnsnowlabs.com/marketplace/impaired-driving-death-rate-by-age-and-race)
- This dataset contains information on Death Rate according to age and race which is caused by impaired driving in year 2012 and 2014.
- [Marital Status](https://www.johnsnowlabs.com/marketplace/marital-status)
- This dataset defines the set of codes that can be used to indicate the marital status of a person. It is required to enter in the patient demographic information.
- [Most Popular Baby First Names 2011 to 2023](https://www.johnsnowlabs.com/marketplace/most-popular-baby-first-names-2011-to-2023)
- This dataset is from the different website that has released its poular baby names from 2011 to 2023, showing which names proved to be the most popular during these years. Data were collected through civil birth registration. Each record represents the ranking of a baby name in the order of frequency.
- [NYS English and Mathematics Exam](https://www.johnsnowlabs.com/marketplace/nys-english-and-mathematics-exam)
- This dataset contains the information of New York City Results on the New York State English Language Arts (ELA) & Mathematics Exams (Grades 3 - 8) 2013 - 2015 Notes Starting in 2013, the NY State Education Department (NYSED) changed the exams to be Common Core aligned.
- [NYS Math Test Results By Grade 2006-2011](https://www.johnsnowlabs.com/marketplace/nys-math-test-results-by-grade-2006-2011)
- This dataset contains the information of New York City Results on the New York State Mathematics Tests, Grades 3 - 8.
- [Name Prefixes](https://www.johnsnowlabs.com/marketplace/name-prefixes)
- This dataset contains prefixes used in people's names. It is used to enter in patient demographics information.
- [Name Suffixes](https://www.johnsnowlabs.com/marketplace/name-suffixes)
- This dataset contains suffixes used in people's names. It is used in patient demographics information.
- [Occurrence Of Firearm Discharge](https://www.johnsnowlabs.com/marketplace/occurrence-of-firearm-discharge)
- One of the most traumatic and life changing incidents that can occur in the course of a police officer’s career is the line-of-duty discharge of his or her firearm. In an effort to guarantee that these incidents only occur when necessary, and thus prevent avoidable Member of Service (MOS) and civilian trauma, the Department began collecting in-depth data of police related firearms discharges in 1971.
- [Popular 5000 Last Names in the US](https://www.johnsnowlabs.com/marketplace/popular-5000-last-names-in-the-us)
- This dataset represents the 5000 popular last names in the United States. The data is split by race to show the percentages against each option.
- [Popular American Indian and Alaskan Native Last Names in the US](https://www.johnsnowlabs.com/marketplace/popular-american-indian-and-alaskan-native-last-names-in-the-us)
- This dataset represents the popular last names in the United States for American Indian and Alaskan Native.
- [Popular Asian and Pacific Islander Last Names in the US](https://www.johnsnowlabs.com/marketplace/popular-asian-and-pacific-islander-last-names-in-the-us)
- This dataset represents the popular last names in the United States for Asian and Pacific Islanders.
- [Popular Baby Names for Each Religion](https://www.johnsnowlabs.com/marketplace/popular-baby-names-for-each-religion)
- This dataset represents the popular baby names for each religion with genders.
- [Popular Black Last Names in the US](https://www.johnsnowlabs.com/marketplace/popular-black-last-names-in-the-us)
- This dataset represents the popular last names in the United States for Black.
- [Popular Hispanic Last Names in the US](https://www.johnsnowlabs.com/marketplace/popular-hispanic-last-names-in-the-us)
- This dataset represents the popular last names in the United States for Hispanic.
- [Popular Last Names for People of Two Or More Races in the US](https://www.johnsnowlabs.com/marketplace/popular-last-names-for-people-of-two-or-more-races-in-the-us)
- This dataset represents the popular last names in the United States for people of two or more races.
- [Popular Names for Each Indian Caste](https://www.johnsnowlabs.com/marketplace/popular-names-for-each-indian-caste)
- This dataset represents the popular names for each indian caste (Brahmin, Kshatriya, Vaisya and Sudra).
- [Popular White Last Names in the US](https://www.johnsnowlabs.com/marketplace/popular-white-last-names-in-the-us)
- This dataset represents the popular last names in the United States for White.
- [Population Figures By Country](https://www.johnsnowlabs.com/marketplace/population-figures-by-country)
- The dataset represents the world population, it shows the population figures of all countries and known territories. Figures are derived from census data and official numbers and estimates from the respective countries.
- [Ratio of Homeless Population to General Population](https://www.johnsnowlabs.com/marketplace/ratio-of-homeless-population-to-general-population)
- Homelessness is a social crisis in the United States of America. According to McKinney–Vento Homeless Assistance Act, homeless people are those who lack a fixed, regular and adequate nighttime residence. "Ratio of Homeless Population to General Population in major US Cities in 2012.
- [Regents Exam Results](https://www.johnsnowlabs.com/marketplace/regents-exam-results)
- This dataset contains the information of Regents results by School for all subjects from cohort years 2001 to 2011 and classes of 2005 to 2015 by the New York State Education Department.
- [School Attendance 4PM Report](https://www.johnsnowlabs.com/marketplace/school-attendance-4pm-report)
- This dataset is a statistical report that provides daily school-wide attendance each day for all schools at 4:00pm classes.
- [School Level Graduation Outcomes 2010-2011](https://www.johnsnowlabs.com/marketplace/school-level-graduation-outcomes-2010-2011)
- This dataset is the statistical record that provides School level graduation outcomes by years 2010 to 2011.
- [School Progress Reports 2006-2007](https://www.johnsnowlabs.com/marketplace/school-progress-reports-2006-2007)
- This dataset is the statistical record that provides School Progress Reports for all schools in the United States for the school years 2006 to 2007.
- [Top 23 Artists to Watch in 2023](https://www.johnsnowlabs.com/marketplace/top-23-artists-to-watch-in-2023)
- This dataset contains the essential new and rising artists poised to make a major impact in 2023 year.
- [Top 25 American Film Schools 2022](https://www.johnsnowlabs.com/marketplace/top-25-american-film-schools-2022)
- This dataset contains 2022’s Top 25 American Film Schools, Ranked. These 25 programs offer students the best chance at navigating Hollywood’s changing terrain.
- [Top New Films Arriving in 2023](https://www.johnsnowlabs.com/marketplace/top-new-films-arriving-in-2023)
- This dataset shows top most anticipated movies of 2023. Warner Bros. commit to streaming all of their major 2021 releases simultaneously on HBO Max, with mixed results, while other studios incorporated some combination of theatrical and digital strategies.
- [Top Sculpture Artists to Watch in 2023](https://www.johnsnowlabs.com/marketplace/top-sculpture-artists-to-watch-in-2023)
- This dataset contains the promising artists to watch in 2023 who have seen a significant rise in interest from collectors over the last year.
- [Top World Airports](https://www.johnsnowlabs.com/marketplace/top-world-airports)
- This dataset shows the the world's top airports announced by the Centre of Aviation CAPA (Corrective and Preventive Actions).
- [US Citizenship Type](https://www.johnsnowlabs.com/marketplace/us-citizenship-type)
- This dataset contains US Citizenship Types. It is used to enter in patient demographics information.
- [US Race and Ethnicity Codes](https://www.johnsnowlabs.com/marketplace/us-race-and-ethnicity-codes)
- This dataset contains Race/Ethinicty codes. It is used to enter in patient demographics information.
- [World Best Hospitals 2023](https://www.johnsnowlabs.com/marketplace/world-best-hospitals-2023)
- This dataset shows the the world's best hospital in 2023 issued by the Newsweek and Statista.

**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]).