Economy

**Overview**
This data package contains all the information related to the economy of a country including price index, commodities values and info about NASDAQ members.

**Description**
This data package contains all the information in the form of datasets that are required to study the economy of a country. The dataset Advantage After School Programs (AASP) Services provides quality youth development opportunities to school-age children and youth for three hours directly after school to minimize the probability for the students of being involved in risky behaviors during the afterschool hours. The dataset Consumer Price Index (CPI) is the most publicized and widely used measure of the general level of prices in the U.S. economy. The CPI is a composite measure of the level of average prices paid by urban consumers for a defined market basket of goods and services, including food. The dataset contains a list of Annual Consumer Price Index (CPI) values for countries for the years 1960-2016. The dataset Annual Inflation by Consumer Prices measured by the consumer price index, reflects the annual percentage change in the cost to the average consumer of acquiring a basket of goods and services that may be fixed or changed at specified intervals, such as yearly.

The dataset Annual Inflation by GDP deflator measured by the annual growth rate of the GDP (Gross Domestic Product) implicit deflator, shows the rate of price change in the economy as a whole. The dataset Annual Survey of State Government Tax Collections (STC) provides a summary of taxes collected by the fifty state governments, as well as all dependent state-level governmental entities, for 5 broad tax categories and up to 25 tax subcategories. The dataset United Nations Classification of the Functions of Government (COFOG), which is a classification by socioeconomic objective and is used for the formulation of public policy and international comparison. The dataset consists of Europe Brent and WTI (Western Texas Intermediate) monthly spot prices from EIA U.S. (Energy Information Administration). Monthly prices are calculated by EIA (U.S. Energy Information Administration) from daily data by taking an unweighted average of the daily closing spot prices for a given product over the specified time period. The dataset Construction Price Indexes (CPI) provide price indexes for single-family houses sold and for single-family houses under construction. The houses sold index incorporates the value of the land and is available quarterly at the national level and annually by region. The dataset cash surplus or deficit is closest to the earlier overall budget balance (still missing is lending minus repayments, which are now a financing item under net acquisition of financial assets.

The dataset Chicago Annual Taxpayer Location Address is produced from data contained in the business registration system. The list is generated for each municipal and county government. The dataset includes child welfare and community services funded program currently funded by the New York. The dataset Corruption Perceptions Index aggregates data from a number of different sources that provide perceptions of business people and country experts of the level of corruption in the public sector. The dataset Educational Actual Operating Costs include all general fund expenditures and revenues annually reported by each School Administrative Unit except major capital outlay, debt service, and transportation expenditures. The dataset contains Land Sale Records from the Lands Department which is responsible for all land matters in the Hong Kong Special Administrative Region and which has three functional offices. The dataset contains monthly and annual goods Balance of Payments (BOP) provides national trade data including imports, exports, and balance of payments for goods and services. The dataset Property Data Buildings Information System contains the list of NYC (New York City) Properties under DOB (Department of Buildings) jurisdiction. The dataset Real Estate Across the United States (REXUS) contains building inventory that consists of both owned and leased buildings with active and excess status. The dataset consists of ten-year nominal yields on UK government bonds from the bank of England. The ten-year government bond yield is considered a standard indicator of long-term interest rates. The dataset United Kingdom Standard Industrial Classification of Economic Activities, or UKSIC, is a Standard Industrial Classification that is intended to help classify businesses according to the type of their economic activity.

The dataset US House Price Index comes from S&P (Standard and Poors) Case-Shiller data and includes both the national index and the indices for 20 metropolitan regions. The indices are created using a repeat-sales methodology. The dataset US Natural Gas Prices consists of natural gas prices for wellhead, imports, exports, citygate, and end-use sectors. Natural gas prices are mainly a function of market supply and demand. Because there are limited short-term alternatives to natural gas as a fuel for heating and electricity generation during peak demand periods. The dataset Volatility Index data is compiled for the convenience of site visitors and is furnished without responsibility for the accuracy and is accepted by the site visitor on the condition that transmission or omissions shall not be made the basis for any claim, demand or cause for action.

**Benefits**
- The economy can benefit from easier access to information, content, and knowledge in turn contributing to the development of innovative services and the creation of new business models.

**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**
- [Advantage After School Program Services](https://www.johnsnowlabs.com/marketplace/advantage-after-school-program-services)
- This dataset includes the data elements that will help the public learn about the agencies currently contracting with New York State to provide Advantage After School Program services.
- [Annual Consumer Price Index Percent Change 1974-2016](https://www.johnsnowlabs.com/marketplace/annual-consumer-price-index-percent-change-1974-2016)
- This dataset gives information on the Consumer Price Index (CPI) for food is a component of the all-items CPI. The CPI measures the average change over time in the prices paid by urban consumers for a representative market basket of consumer goods and services. While the all-items CPI measures the price changes for all consumer goods and services, including food, the CPI for food measures the changes in the retail prices of food items only.
- [Annual Consumer Price Index by Country](https://www.johnsnowlabs.com/marketplace/annual-consumer-price-index-by-country)
- This dataset contains a list of Annual Consumer Price Index (CPI) values for countries for the years 1960-2021. It comprises the Country Name, Country Code and the CPI values for several countries.
- [Annual Inflation by Consumer Prices](https://www.johnsnowlabs.com/marketplace/annual-inflation-by-consumer-prices)
- This dataset enlists the details about annual inflation percentage of most countries in the world by consumer prices from 1960 through 2018. Indicator Name as per the World Bank for this dataset is "Inflation, consumer prices (annual %)" and its code is "FP.CPI.TOTL.ZG".
- [Annual Inflation by GDP Deflator](https://www.johnsnowlabs.com/marketplace/annual-inflation-by-gdp-deflator)
- This dataset enlists the details about annual inflation percentage of most countries in the world by GDP deflator from 1961 through 2018. Indicator Name as per the World Bank for this dataset is "Inflation, GDP deflator (annual %)" and its code is "NY.GDP.DEFL.KD.ZG".
- [Annual Survey Tax Collections by State 2019](https://www.johnsnowlabs.com/marketplace/annual-survey-tax-collections-by-state-2019)
- This dataset contains the Annual Survey of State Government Tax Collections (STC) that provides a summary of taxes collected by state for 5 broad tax categories and up to 25 tax subcategories.
- [Annual Survey Tax Collections by State 2021](https://www.johnsnowlabs.com/marketplace/annual-survey-tax-collections-by-state-2021)
- This dataset contains the Annual Survey of State Government Tax Collections (STC) that provides a summary of taxes collected by state for 5 broad tax categories and up to 25 tax subcategories.
- [Belgium COFOG Nomenclature](https://www.johnsnowlabs.com/marketplace/belgium-cofog-nomenclature)
- This dataset contains Government expenditure, COFOG (Classification of the Functions of Government) nomenclature for Belgium.
- [Brent And WTI Monthly Spot Prices](https://www.johnsnowlabs.com/marketplace/brent-and-wti-monthly-spot-prices)
- This dataset consists of Europe Brent and WTI (Western Texas Intermediate) monthly spot prices from EIA U.S. (Energy Information Administration). Monthly prices are calculated by EIA (U.S. Energy Information Administration) from daily data by taking an unweighted average of the daily closing spot prices for a given product over the specified time period.
- [COVID-19 Expenditures Report](https://www.johnsnowlabs.com/marketplace/covid-19-expenditures-report)
- This dataset shows the every COVID-19 expenditure transaction incurred in New York City. This dataset is prepared by the Mayor's Office of Management and Budget (OMB).
- [COVID-19 Loan or Grant Report](https://www.johnsnowlabs.com/marketplace/covid-19-loan-or-grant-report)
- This dataset includes small business loans or grants issued for emergency COVID-19 financial assistance. This dataset is provided by the Department of Small Business Services (SBS).
- [COVID-19 Revenue Report](https://www.johnsnowlabs.com/marketplace/covid-19-revenue-report)
- This dataset shows the every COVID-19 revenue report in New York City. This dataset is prepared by the City's Financial Management System (FMS).
- [CPI Of New Single Family Houses Sold Based On 2005 Price](https://www.johnsnowlabs.com/marketplace/cpi-of-new-single-family-houses-sold-based-on-2005-price)
- The Construction Price Indexes (CPI) provide price indexes for single-family houses sold and for single-family houses under construction. The houses sold index incorporates the value of the land and is available quarterly at the national level and annually by region. The indexes are based on data funded by The Department of Housing and Urban Development (HUD) and collected in the Survey of Construction (SOC).
- [CPI Of New Single Family Houses Under Construction Based On 2005 Price](https://www.johnsnowlabs.com/marketplace/cpi-of-new-single-family-houses-under-construction-based-on-2005-price)
- The Construction Price Indexes provide price indexes for single-family houses sold and for single-family houses under construction. The indexes for houses under construction are available monthly at the national level. The indexes are based on data funded by The Department of Housing and Urban Development (HUD) and collected in the Survey of Construction (SOC).
- [Cash Surplus or Deficit in Percentage of GDP](https://www.johnsnowlabs.com/marketplace/cash-surplus-or-deficit-in-percentage-of-gdp)
- This dataset consists of the list of countries with their Cash Surplus or Deficit, in percentage of GDP (Gross Domestic Product), from 1972 to 2014.
- [Chicago Affordable Rental Housing Developments](https://www.johnsnowlabs.com/marketplace/chicago-affordable-rental-housing-developments)
- This dataset shows the list of affordable rent by the housing development supported by the City of Chicago by :
- Community Area Name
- Community Area Number
- Property Description
- Property Name
- Address
- ZIP Code
- Phone Number
- Management Company
- Units
- Latitude
- Longitude
- [Chicago Annual Taxpayer Location List](https://www.johnsnowlabs.com/marketplace/chicago-annual-taxpayer-location-list)
- This dataset shows the list of businesses registered with the State of Illinois that may levy retail sales taxes in the Chicago area. It includes information on Type of Filer,Business Name, Address, City, ZIP Code, Latitude and Longitude.
- [Chicago Business Licenses](https://www.johnsnowlabs.com/marketplace/chicago-business-licenses)
- This dataset shows the list of business licenses issued by the Department of Business Affairs and Consumer Protection in the City of Chicago from 2002 to the present.
- [Chicago Business Owners](https://www.johnsnowlabs.com/marketplace/chicago-business-owners)
- This dataset contains the owner information for all the accounts listed in the Business License Dataset, and is sorted by Account Number. These are issued by the Department of Business Affairs and Consumer Protection in the City of Chicago from 2002 to the present.
- [Chicago Park District Event Permits](https://www.johnsnowlabs.com/marketplace/chicago-park-district-event-permits)
- This dataset includes information about event permits requested through the Chicago Park District, including the name of the applicant, the name and a brief description of the event, contact information, time of event including set-up and tear-down times, the name and location of the park, and the estimated number of event attendees.
- [Child Welfare and Community Services Funded Programs](https://www.johnsnowlabs.com/marketplace/child-welfare-and-community-services-funded-programs)
- This dataset includes child welfare and community services funded program currently funded by the New York State by zip code, city, and county.
- [Combined and Normalized GHEITI Data](https://www.johnsnowlabs.com/marketplace/combined-and-normalized-gheiti-data)
- This dataset contains information regarding Ghana Extractive Industries Transparency Initiative (GHEITI) from 2007-2013. It consists of Company Name, Year, Commodity Name and Code, Data Files, GFS (Government Finance Statistics revenue type) Name and Code, and Value.
- [Corruption Perceptions Index](https://www.johnsnowlabs.com/marketplace/corruption-perceptions-index)
- The Corruption Perceptions Index measures the perceived levels of corruption worldwide from the public sector. Based on an expert opinion from around the world, the Corruption Perceptions Index measures the perceived levels of the public sector on corruption worldwide.
- [DCA Licensed Legally Operating Businesses in New York](https://www.johnsnowlabs.com/marketplace/dca-licensed-legally-operating-businesses-in-new-york)
- This dataset includes featured businesses and individuals holding a DCA (Department of Consumer Affairs) license so that they may legally operate in New York City.
- [Education Actual Operating Cost Per Student](https://www.johnsnowlabs.com/marketplace/education-actual-operating-cost-per-student)
- This dataset shows actual expenditures for operating funds (General, Special Revenue, Enterprise and Food Services Funds) per student, per district, per county and per state from 1997 to 2009.
- [Euribor Rates by Year and Granularity](https://www.johnsnowlabs.com/marketplace/euribor-rates-by-year-and-granularity)
- This dataset contains Euribor rates by year and granularity. Only Daily granularity is provided and the dataset is updated on an annual basis.
- [FDIC Failed Bank List](https://www.johnsnowlabs.com/marketplace/fdic-failed-bank-list)
- This dataset contains the Information for the customers and vendors of failed banks including detailed transaction information. Additional resources for borrowers, depositors, creditors, court clerks and law enforcement agencies.
- [FDIC Insured Institutions](https://www.johnsnowlabs.com/marketplace/fdic-insured-institutions)
- This dataset contains the FDIC (Federal Deposit Insurance Corporation) institution directory. The file provides a list of all FDIC-insured institutions.
- [GDP by Industry and Country](https://www.johnsnowlabs.com/marketplace/gdp-by-industry-and-country)
- This dataset gives the information of Gross Domestic Product (GDP) by industry and country. The GDP breakdown at current prices in National currency (all countries).
- [GINI Index Data](https://www.johnsnowlabs.com/marketplace/gini-index-data)
- GINI Index Data consists of information based on primary household survey data obtained from government statistical agencies and World Bank country departments. In economics, the GINI index (sometimes expressed as a GINI ratio, GINI coefficient or a normalized GINI index) is a measure of statistical dispersion intended to represent the income or wealth distribution of a nation's residents, and is the most commonly used measure of inequality.
- [Gold Prices](https://www.johnsnowlabs.com/marketplace/gold-prices)
- The Gold Prices dataset includes daily prices of Gold since April 1968.
- [Gross Domestic Product Of The United States](https://www.johnsnowlabs.com/marketplace/gross-domestic-product-of-the-united-states)
- The Gross Domestic Product Of The United States is the main measure of US economic growth based on the value of goods and services produced from 1930 and 2013.
- [House Prices in UK Since 1953](https://www.johnsnowlabs.com/marketplace/house-prices-in-uk-since-1953)
- This dataset contains UK house prices since 1953 as a monthly time-series. The data comes from the Nationwide Building Society.
- [IMF World Economic Outlook Database](https://www.johnsnowlabs.com/marketplace/imf-world-economic-outlook-database)
- The World Economic Outlook (WEO) database contains selected macroeconomic data series from the statistical appendix of the World Economic Outlook report, which presents the IMF staff's analysis and projections of economic developments at the global level, in major country groups and in many individual countries.
- [International Chamber of Commerce Incoterms](https://www.johnsnowlabs.com/marketplace/international-chamber-of-commerce-incoterms)
- This dataset contains the information of international chamber of commerce incoterms. International Commercial Terms (‘Incoterms’) are internationally recognized standard trade terms used in sales contracts. They’re used to make sure buyer and seller know:

Who is responsible for the cost of transporting the goods, including insurance, duties, where the goods should be picked up from and transported to and who is responsible for the goods at each step during transportation.
- [LBB Comensura Expenditure 2019-2020](https://www.johnsnowlabs.com/marketplace/lbb-comensura-expenditure-2019-2020)
- The dataset contains the LBB (London Borough of Barnet) Comensura Expenditure for the year 2019 and 2020.
- [LBB Comensura Expenditure 2022-2023](https://www.johnsnowlabs.com/marketplace/lbb-comensura-expenditure-2022-2023)
- The dataset contains the LBB (London Borough of Barnet) Comensura Expenditure for the year 2022 and 2023.
- [Land Sale Records Hong Kong](https://www.johnsnowlabs.com/marketplace/land-sale-records-hong-kong)
- This dataset contains Land Sale Records from the Lands Department which is responsible for all land matters in the Hong Kong Special Administrative Region and which has three functional offices.
- [List of Companies in NASDAQ Exchanges](https://www.johnsnowlabs.com/marketplace/list-of-companies-in-nasdaq-exchanges)
- This dataset contains a detailed information on companies listed in the NASDAQ exchanges. The dataset also includes the market category as well as the financial status of the listed companies.
- [List of Companies in The New York Stock Exchange](https://www.johnsnowlabs.com/marketplace/list-of-companies-in-the-new-york-stock-exchange)
- This dataset contains a detailed information on companies listed in the NYSE (The New York Stock Exchange).
- [Lobbyist Agency Report](https://www.johnsnowlabs.com/marketplace/lobbyist-agency-report)
- This dataset contains all lobbyist registration filings submitted to the Board of Ethics during the 2011 reporting period.
- [Monthly and Annual Goods BOP Basis](https://www.johnsnowlabs.com/marketplace/monthly-and-annual-goods-bop-basis)
- This dataset contains monthly and annual goods Balance of Payments (BOP) basis, services, and total balance, exports, and imports from 1992 to 2022.
- [NAICS Code Annual Sales and Employees](https://www.johnsnowlabs.com/marketplace/naics-code-annual-sales-and-employees)
- This dataset shows the list of United States North American Industry Classification System (NAICS) Codes, Business Profiles by Sales and Employees. These codes are used by businesses and government authorities to differentiate types of business according to their process of production.
- [NJ GUDPA Funds Certificate List](https://www.johnsnowlabs.com/marketplace/nj-gudpa-funds-certificate-list)
- This dataset shows the information on the quarterly NJ (New Jersey) funds certificate list enrolled in GUDPA (Governmental Unit Deposit Protection Act).
- [NYCHA Development Data Book](https://www.johnsnowlabs.com/marketplace/nycha-development-data-book)
- This dataset shows the New York City Housing Authority (NYCHA) Development Data Book as of January 1, 2019.
- [National Stock Number Extract](https://www.johnsnowlabs.com/marketplace/national-stock-number-extract)
- National Stock Number extract dataset includes the current listing of National Stock Numbers (NSNs), NSN item name and descriptions, and current selling price of each product listed in GSA (General Services Administration) Advantage and managed by GSA. Each NSN is listed with the vendor's description of the item.
- [Natural Gas Consumption by ZIP Code](https://www.johnsnowlabs.com/marketplace/natural-gas-consumption-by-zip-code)
- This dataset contains the information of 2010 Natural Gas consumption in therms and GJ (Gigajoule), by ZIP code, building type, and utility company.
- [New York State Parks Concession Contracts](https://www.johnsnowlabs.com/marketplace/new-york-state-parks-concession-contracts)
- This dataset includes the name, concession type and term of concession contracts active in New York State Parks.
- [Other Exchange Listed Securities](https://www.johnsnowlabs.com/marketplace/other-exchange-listed-securities)
- This dataset contains a detailed information on companies listed in the stock exchanges other than NYSE (The New York Stock Exchange) and NASDAQ. It also contains information on each security used in ACT(Automated Confirmation Transaction Service) and CTCI (Computer-to-computer interface) connectivity protocol.
- [Pavement Quality Index](https://www.johnsnowlabs.com/marketplace/pavement-quality-index)
- In this dataset, the Tempe’s roadways are an important means of transportation for residents, the workforce, students, and visitors. Tempe measures the quality and condition of its roadways using a Pavement Quality Index (PQI). This measure, rated from a low of 0 to a high of 100, is used by the City to plan for maintenance and repairs and to allocate resources in the most efficient way possible.
- [Property Data Buildings Information System](https://www.johnsnowlabs.com/marketplace/property-data-buildings-information-system)
- This dataset contains the list of NYC (New York City) Properties under DOB (Department of Buildings) jurisdiction.
- [Purchasing Power Parity Conversion Factor For GDP](https://www.johnsnowlabs.com/marketplace/purchasing-power-parity-conversion-factor-for-gdp)
- This dataset consists of information on Purchasing Power Parity (PPP) conversion factor, which is the number of units of a country's currency required to buy the same amounts of goods and services in the domestic market as U.S. dollar would buy in the United States. This conversion factor is for GDP (Gross Domestic Product).
- [Real Estate Across The United States Building Inventory](https://www.johnsnowlabs.com/marketplace/real-estate-across-the-united-states-building-inventory)
- This dataset shows the Real Estate Across the United States (REXUS) is the primary tool used to track and manage the government's real property assets and to store inventory data, building data, customer data, and lease information. This dataset contains building inventory that consists of both owned and leased buildings with active and excess status.
- [Reducing Assessments or Reclassifying Property](https://www.johnsnowlabs.com/marketplace/reducing-assessments-or-reclassifying-property)
- This dataset provides List of Assessment Actions on Applications in 2016 Reducing Assessments or Reclassifying Property.
- [Standard and Poors 500 Companies List With Financial Information](https://www.johnsnowlabs.com/marketplace/standard-and-poors-500-companies-list-with-financial-information)
- The Standard and Poors (S&P) 500 stock market index, maintained by S&P Dow Jones Indices, comprises 505 common stocks issued by 500 large-cap companies and traded on American stock exchanges, and covers about 80 percent of the American equity market by capitalization. The index is weighted by free-float market capitalization, so more valuable companies account for relatively more of the index.
- [Standard and Poors 500 Index including Earnings And PE Ratio](https://www.johnsnowlabs.com/marketplace/standard-and-poors-500-index-including-earnings-and-pe-ratio)
- This dataset consists of S&P 500 (Standard and Poor's 500) index data including level, dividend, earnings and P/E (Price Earnings) ratio on a monthly basis since 1871. The S&P 500 (Standard and Poor's 500) is a free-float, capitalization-weighted index of the top 500 publicly listed stocks in the US (top 500 by market capitalization).
- [Ten Year UK Government Bond Yields](https://www.johnsnowlabs.com/marketplace/ten-year-uk-government-bond-yields)
- This dataset includes a monthly data about interest rates of 10 year UK Government bond yields. The dataset contains the records for interest rates for each relative quarter since 1st January, 1984.
- [Ten Year US Government Bond Yields](https://www.johnsnowlabs.com/marketplace/ten-year-us-government-bond-yields)
- This dataset includes a monthly data about interest rates of 10 year US Government bond yields. The dataset contains the records for interest rates for each relative month since 3rd April, 1953.
- [UK COFOG Nomenclature](https://www.johnsnowlabs.com/marketplace/uk-cofog-nomenclature)
- This dataset contains Government expenditure, COFOG (Classification of the functions of government) nomenclature for United Kingdom.
- [UK Consolidated Public Expenditures By Functions](https://www.johnsnowlabs.com/marketplace/uk-consolidated-public-expenditures-by-functions)
- This dataset contains UK key series data about the public expenditures starting with the financial year 1995-1996 and until 2016-2017. These key series data are presented by financial years, by functions (including Health spending) and by sub-functions, as well as in billion pounds and percent of the GDP. The latest updates for a financial year is released in November. Data for the last financial year are preliminary.
- [UK Consumer Price Inflation Index](https://www.johnsnowlabs.com/marketplace/uk-consumer-price-inflation-index)
- This dataset contains detailed consumer price inflation (CPI) values for every month starting January 1988 and until May 2022. The global CPI value is broken down into the main services and products categories, presented in the description and by sub-categories.
- [UK Greater London Public Expenditures](https://www.johnsnowlabs.com/marketplace/uk-greater-london-public-expenditures)
- This dataset contains data about The Greater London Authority (GLA) and The Greater London Authority Holdings Ltd. (GLAP), public expenditures over 250 pounds (excluding VAT), broken down by services providers, expenditures accounts description, clearing date, the main organizational structures (directorates) and type of service, starting with the financial year(FY) 2022.
- [UK Gross Domestic Product](https://www.johnsnowlabs.com/marketplace/uk-gross-domestic-product)
- The UK Gross Domestic Product (GDP) is the main measure of UK economic growth based on the value of goods and services produced from 1948 to 2017.
- [UK Properties For Sale By Ministry Of Defense](https://www.johnsnowlabs.com/marketplace/uk-properties-for-sale-by-ministry-of-defense)
- This dataset contains UK data from the Defense Infrastructure Organization Disposals Database House of Commons Report 2017, about the properties of UK Ministry of Defense(MOD) which are currently for sale. Along with properties identification and description data, a deadline (represented as financial year) and a specific ID is presented for all properties.
- [UK Public Spending By Region Or Country](https://www.johnsnowlabs.com/marketplace/uk-public-spending-by-region-or-country)
- This dataset contains UK key series data about the public expenditures by country and English region, starting with the financial year 2004-2005 and until 2016-2021. These key series data are presented by financial years, by functions (including Health spending) and by sub-functions, in billion pounds.
- [UK Standard Industrial Classification of Economic Activities](https://www.johnsnowlabs.com/marketplace/uk-standard-industrial-classification-of-economic-activities)
- This dataset consists of a condensed list of the ONS (Office of National Statistics) codes used to classify business establishments and other standard units by the type of economic activity in which they’re engaged.
- [US Consumer Price Index and Inflation](https://www.johnsnowlabs.com/marketplace/us-consumer-price-index-and-inflation)
- Consumer Price Index for All Urban Consumers (CPI-U) from U.S. Department Of Labor Bureau of Labor Statistics. This is a monthly time series from January 1913. Values are U.S. city averages for all items and 1982-84=100.
Consumer Price Index value is calcuted starting from averages prices of 1982 to 1984.
- [US Employment and Unemployment Rates](https://www.johnsnowlabs.com/marketplace/us-employment-and-unemployment-rates)
- This dataset contains US Employment and Unemployment rates since 1940. US unemployment rate fell one-tenth of a percentage point to 4.3 percent in July 2017, matching a 16-year low touched in May. The number of unemployed persons was little changed at 7.0 million while the labor force participation rate edged up to 62.9 percent.
- [US House Price Index](https://www.johnsnowlabs.com/marketplace/us-house-price-index)
- This dataset contains the US residential house prices. Data comes from S&P (Standard and Poors) Case-Shiller data and includes both the national index and the indices for 20 metropolitan regions. The indices are created using a repeat-sales methodology.
- [US Long Term Mutual Fund Monthly Net New Cash Flow](https://www.johnsnowlabs.com/marketplace/us-long-term-mutual-fund-monthly-net-new-cash-flow)
- This dataset consists of monthly net new cash flow by US investors into various mutual fund investment classes (equities, bonds etc). Statistics come from the Investment Company Institute (ICI). All figures in the dataset are (nominal) millions of US dollars (USD). Monthly cash flows are actual numbers as reported by ICI.
- [US Natural Gas Prices](https://www.johnsnowlabs.com/marketplace/us-natural-gas-prices)
- This dataset consists of natural gas prices for wellhead, imports, exports, citygate, and end-use sectors. The data also contains percentages of total volume delivered by sector.
- [Volatility Index Data](https://www.johnsnowlabs.com/marketplace/volatility-index-data)
- This dataset contains Volatility Index (VIX) Data, which began on September 22, 2003; the Chicago Board Options Exchange Holdings, Inc. (CBOE) began disseminating price level information using the revised methodology for the Volatility Index, VIX.

**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.

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