This API provides data back to 1990 and projections annually, monthly, and quarterly for 18 months. It provides data on economic output, income, expenditures, employment, production and price indexes. Users of the EIA API are required to obtain an API Key via this registration form: http://www.eia.gov/beta/api/register.cfm

This Dataset comes from the R Package wbstats. The World Bank[https://www.worldbank.org/] is a tremendous source of global socio-economic data; spanning several decades and dozens of topics, it has the potential to shed light on numerous global issues. To help provide access to this rich source of information, The World Bank themselves, provide a well structured RESTful API. While this API is very useful for integration into web services and other high-level applications, it becomes quickly overwhelming for researchers who have neither the time nor the expertise to develop software to interface with the API. This leaves the researcher to rely on manual bulk downloads of spreadsheets of the data they are interested in. This too is can quickly become overwhelming, as the work is manual, time consuming, and not easily reproducible. The goal of the wbstats R-package is to provide a bridge between these alternatives and allow researchers to focus on their research questions and not the question of accessing the data. The wbstats R-package allows researchers to quickly search and download the data of their particular interest in a programmatic and reproducible fashion; this facilitates a seamless integration into their workflow and allows analysis to be quickly rerun on different areas of interest and with realtime access to the latest available data.

World Development Indicators (WDI) is the primary World Bank collection of development indicators, compiled from officially recognized international sources. It presents the most current and accurate global development data available, and includes national, regional and global estimates. Copied from https://databank.worldbank.org/source/world-development-indicators.

Highlighted features of the wbstats R-package: * Uses version 2 of the World Bank API that provides access to more indicators and metadata than the previous API version * Access to all annual, quarterly, and monthly data available in the API * Support for searching and downloading data in multiple languages * Returns data in either wide (default) or long format * Support for Most Recent Value queries * Support for grep style searching for data descriptions and names * Ability to download data not only by country, but by aggregates as well, such as High Income or South Asia

More information can be found at https://www.rdocumentation.org/packages/wbstats/versions/1.0.4

Note for Version 1. Version 1 published January 2023. Its primary focus is on the featured indicator of climate change. Other versions planned will cover other featured indicators such as economy, education, energy, environment, debt, gender, health, infrastructure, poverty, science and technology.

United Kingdom Total Economy (TE): Uses: Allocations of Primary Income Account (API data was reported at 673,594.000 GBP mn in Mar 2018. This records a decrease from the previous number of 673,744.000 GBP mn for Dec 2017. United Kingdom Total Economy (TE): Uses: Allocations of Primary Income Account (API data is updated quarterly, averaging 420,984.000 GBP mn from Mar 1987 (Median) to Mar 2018, with 125 observations. The data reached an all-time high of 673,744.000 GBP mn in Dec 2017 and a record low of 168,250.000 GBP mn in Mar 1987. United Kingdom Total Economy (TE): Uses: Allocations of Primary Income Account (API data remains active status in CEIC and is reported by Office for National Statistics. The data is categorized under Global Database’s UK – Table UK.AB023: ESA10: Resources and Uses: Total Economy: Primary Income.

Italy Total Economy (TE): API: Resources data was reported at 2,291,260.300 EUR mn in 2017. This records an increase from the previous number of 2,258,443.200 EUR mn for 2016. Italy Total Economy (TE): API: Resources data is updated yearly, averaging 2,211,032.200 EUR mn from Dec 1995 (Median) to 2017, with 23 observations. The data reached an all-time high of 2,443,002.400 EUR mn in 2008 and a record low of 1,554,617.000 EUR mn in 1995. Italy Total Economy (TE): API: Resources data remains active status in CEIC and is reported by National Institute of Statistics. The data is categorized under Global Database’s Italy – Table IT.A040: ESA 2010: Resources and Uses: Total Economy: Primary Income Account: SIC 2007.

The SDP API enables downloading the content of the Publication Data Store (data and metadata describing it in the scope of SDP) to other IT systems in an automated manner.

The Publication Data Store provides access to the full information scope of public statistics in the areas of economy, society and environment. Data in the SDP API is organized in two systems, according to publication variables and according to indicators. If you want to download a wide set of information in full cross-sections and in various types of information - use the Publication variables section. However, if you need quick information about basic data at total levels, please use the Indicators section.

Context

The dataset was created to predict market recession as inspired by assignment notebook in an online course, Python and Machine Learning for Asset Management by Edhec Business School, on Coursera. However, I aimed at doing this exercise for Indian economy but due to lack of monthly data for most indicators, I used FRED database similarly used in the course.

Content

The time period chosen is 1996-2020 according to most data available.

Acknowledgements

1. Python and Machine Learning for Asset Management by EDHEC Business School, www.coursera.org for recession period data formed according to NBER. 2.FRED, fred.stloiusfed.org for macro-economic indicator data
2. Business cycle dating, www.nber.org
3. Yahoo Finance for stock market data
4. Macrotrends.net for PE ratio
5. quandl.com for snp dividend yield

Inspiration

This dataset is inspired by the assignment notebook in the online course mentioned to predict market recession for portfolio management.

View economic output, reported as the nominal value of all new goods and services produced by labor and property located in the U.S.

United Kingdom TE: RC: sa: API: Tax data was reported at 67,652.000 GBP mn in Jun 2018. This records an increase from the previous number of 65,579.000 GBP mn for Mar 2018. United Kingdom TE: RC: sa: API: Tax data is updated quarterly, averaging 35,954.000 GBP mn from Mar 1987 (Median) to Jun 2018, with 126 observations. The data reached an all-time high of 67,652.000 GBP mn in Jun 2018 and a record low of 14,182.000 GBP mn in Jun 1987. United Kingdom TE: RC: sa: API: Tax data remains active status in CEIC and is reported by Office for National Statistics. The data is categorized under Global Database’s United Kingdom – Table UK.AB023: ESA10: Resources and Uses: Total Economy: Primary Income.

United Kingdom Total Economy (TE): RC: sa: Allocation of Primary Income Acct (API) data was reported at 690,285.000 GBP mn in Jun 2018. This records an increase from the previous number of 677,611.000 GBP mn for Mar 2018. United Kingdom Total Economy (TE): RC: sa: Allocation of Primary Income Acct (API) data is updated quarterly, averaging 422,880.500 GBP mn from Mar 1987 (Median) to Jun 2018, with 126 observations. The data reached an all-time high of 690,285.000 GBP mn in Jun 2018 and a record low of 169,851.000 GBP mn in Mar 1987. United Kingdom Total Economy (TE): RC: sa: Allocation of Primary Income Acct (API) data remains active status in CEIC and is reported by Office for National Statistics. The data is categorized under Global Database’s United Kingdom – Table UK.AB023: ESA10: Resources and Uses: Total Economy: Primary Income.

Explore the booming API Monetization Platform market, driven by digital transformation and new revenue opportunities. Discover market size, CAGR, key drivers, restraints, trends, and regional analysis for 2025-2033.

1. Search for a list of economic status by country/region: Search for a list of economic status by country/region using Korean country name or ISO country code - Public data API service that provides information on the economic status of each country/region

Release Date: 2021-09-16.Release Schedule:..The data in this file come from the 2017 Economic Census. For information about economic census planned data releases, see Economic Census: About: 2017 Release Schedules...Key Table Information:..Includes only establishments of firms with payroll..Data may be subject to employment- and/or sales-size minimums that vary by industry...Reliability for some of these data items can be found in the Geographic Area Series Reports for 2012 and 2017...Data Items and Other Identifying Records:..Number of Establishments.Sales, value of shipments, or revenue ($1,000).Annual Payroll ($1,000).Number of Employees..For Professional, Scientific, and Technical Services (54), data are published by Tax Status (All Establishments) only...Geography Coverage:..The data are shown for employer establishments at the U.S. level only. For information about economic census geographies, including changes for 2017, see Economic Census: Economic Geographies...Industry Coverage:..The data are shown at the 6-digit 2012 NAICS code by 8-digit 2017 NAICS bridge code levels for selected industries including Mining (21), Manufacturing (31-33), Retail Trade (44-45), Information (51), Real Estate and Rental and Leasing (53), and Professional, Scientific, and Technical Services (54). For information about NAICS, see Economic Census: Technical Documentation: Economic Census Code Lists...Footnotes:..Not applicable...FTP Download:..Download the entire table at: http://www2.census.gov/programs-surveys/economic-census/data/2017/sector00/EC1700BRIDGE2.zip...API Information..Economic census data are housed in the Census Bureau API. For more information, see Explore Data: Developers: Available APIs: Economic Census..Methodology:.To maintain confidentiality, the U.S. Census Bureau suppresses data to protect the identity of any business or individual. The census results in this file contain sampling and/or nonsampling error. Data users who create their own estimates using data from this file should cite the U.S. Census Bureau as the source of the original data only...To comply with disclosure avoidance guidelines, data rows with fewer than three contributing establishments are not presented. Additionally, establishment counts are suppressed when other select statistics in the same row are suppressed. For detailed information about the methods used to collect and produce statistics, including sampling, eligibility, questions, data collection and processing, data quality, review, weighting, estimation, coding operations, confidentiality protection, sampling error, nonsampling error, and more, see Economic Census: Technical Documentation: Methodology...Symbols:.D - Withheld to avoid disclosing data for individual companies; data are included in higher level totals.N - Not available or not comparable.S - Estimate does not meet publication standards because of high sampling variability, poor response quality, or other concerns about the estimate quality. Unpublished estimates derived from this table by subtraction are subject to these same limitations and should not be attributed to the U.S. Census Bureau. For a description of publication standards and the total quantity response rate, see link to program methodology page..X - Not applicable.A - Relative standard error of 100% or more.r - Revised.s - Relative standard error exceeds 40%.For a complete list of symbols, see Economic Census: Technical Documentation: Data Dictionary.. .Source:.U.S. Census Bureau, 2017 Economic Census.For information about the economic census, see Business and Economy: Economic Census...Contact Information:.U.S. Census Bureau.For general inquiries:. (800) 242-2184/ (301) 763-5154. ewd.outreach@census.gov.For specific data questions:. (800) 541-8345.For additional contacts, see Economic Census: About: Contact Us.

Release Date: 2020-12-17.Release Schedule:.The data in this file come from the 2017 Economic Census of Island Areas data files released on a flow basis from October 2019 through December 2020. For more information about economic census planned data product releases, see Economic Census: About: 2017 Release Schedules...Key Table Information:.Includes only establishments and firms with payroll..Data may be subject to employment- and/or sales-size minimums that vary by industry..The level of geographic detail covered varies by island. Refer to geographic area definitions for a detailed list of the geographies. Note that some tables include geography levels that only pertain to Puerto Rico..Some noise range columns are hidden..Totals may not sum due to rounding...Data Items and Other Identifying Records: .Number of establishments.Value of products shipped and contract receipts ($1,000).. Each record includes a CLASSCUST code, which represents a specific class of customer category... The data are shown for class of customer...Geography Coverage:.The data are shown for employer establishments and firms that vary by industry: . At the Territory level for Puerto Rico.For information about economic census geographies, including changes for 2017, see Economic Census: Economic Geographies...Industry Coverage:.The data are shown for Puerto Rico at the 2- through 4-digit NAICS code levels for the manufacturing industry. For information about NAICS, see Economic Census: Technical Documentation: Economic Census Code Lists...Footnotes:.Not applicable...FTP Download:.Download the entire table at: https://www2.census.gov/programs-surveys/economic-census/data/2017/sector00/IA1700IND16.zip..API Information:.Economic census data are housed in the Census Bureau API. For more information, see Explore Data: Developers: Available APIs: Economic Census..Methodology:.To maintain confidentiality, the U.S. Census Bureau suppresses data to protect the identity of any business or individual. The census results in this file contain sampling and/or nonsampling error. Data users who create their own estimates using data from this file should cite the U.S. Census Bureau as the source of the original data only...To comply with disclosure avoidance guidelines, data rows with fewer than three contributing establishments are not presented. Additionally, establishment counts are suppressed when other select statistics in the same row are suppressed. For detailed information about the methods used to collect and produce statistics, including sampling, eligibility, questions, data collection and processing, data quality, review, weighting, estimation, coding operations, confidentiality protection, sampling error, nonsampling error, and more, see Economic Census: Technical Documentation: Methodology...Symbols:.D - Withheld to avoid disclosing data for individual companies; data are included in higher level totals.N - Not available or not comparable.S - Estimate does not meet publication standards because of high sampling variability, poor response quality, or other concerns about the estimate quality. Unpublished estimates derived from this table by subtraction are subject to these same limitations and should not be attributed to the U.S. Census Bureau. For a description of publication standards and the total quantity response rate, see link to program methodology page..X - Not applicable.A - Relative standard error of 100% or more.r - Revised.s - Relative standard error exceeds 40%.For a complete list of symbols, see Economic Census: Technical Documentation: Data Dictionary.. .Source:.U.S. Census Bureau, 2017 Economic Census.For information about the economic census, see Business and Economy: Economic Census...Contact Information:.U.S. Census Bureau.For general inquiries:. (800) 242-2184/ (301) 763-5154. ewd.outreach@census.gov.For specific data questions:. (800) 541-8345.For additional contacts, see Economic Census: About: Contact Us.

Kawukudi Economy Limited Export Import Data. Follow the Eximpedia platform for HS code, importer-exporter records, and customs shipment details.

The API as a Service (AaaS) market is experiencing robust growth, driven by the increasing adoption of cloud computing, microservices architecture, and the need for faster and more efficient software development. The market's expansion is fueled by the demand for readily available, scalable, and secure APIs that enable businesses to integrate diverse applications and data sources seamlessly. Major players like Google, Twilio, and MuleSoft are leading the charge, offering a range of AaaS solutions catering to various industry needs. The market is segmented by deployment type (cloud, on-premise), organization size (SME, large enterprise), and industry vertical (finance, healthcare, retail, etc.). While precise figures for market size and CAGR are unavailable, considering the significant investments and growth in related technologies like cloud computing and digital transformation initiatives, a reasonable estimate would be a market size of approximately $15 billion in 2025, with a compound annual growth rate (CAGR) of around 18% from 2025 to 2033. This growth trajectory is expected to continue, propelled by ongoing digitalization across various sectors. This growth, however, faces some constraints. Security concerns surrounding API integrations, the need for specialized skills to manage and utilize APIs effectively, and potential vendor lock-in are challenges that need to be addressed. To overcome these, the AaaS market is witnessing trends like increased focus on API security, the rise of low-code/no-code API development platforms, and the emergence of comprehensive API management solutions. The integration of AI and machine learning capabilities into AaaS platforms is also gaining traction, enabling better automation and personalization. The competitive landscape is highly dynamic, with established players and emerging startups constantly innovating to capture market share. Future market growth will depend on advancements in API technology, expanding industry adoption, and the successful mitigation of existing challenges.

United Kingdom TE: RC: API: Tax: on Products data was reported at 54,569.000 GBP mn in Mar 2018. This records a decrease from the previous number of 59,496.000 GBP mn for Dec 2017. United Kingdom TE: RC: API: Tax: on Products data is updated quarterly, averaging 30,768.000 GBP mn from Mar 1987 (Median) to Mar 2018, with 125 observations. The data reached an all-time high of 59,496.000 GBP mn in Dec 2017 and a record low of 10,624.000 GBP mn in Jun 1987. United Kingdom TE: RC: API: Tax: on Products data remains active status in CEIC and is reported by Office for National Statistics. The data is categorized under Global Database’s UK – Table UK.AB023: ESA10: Resources and Uses: Total Economy: Primary Income.

Table of INEBase P.I.B. at market prices. and components (current prices) by provinces, economic activity and period. Spanish Regional Accounts

Release Date: 2020-12-03.Release Schedule:.The data in this file are based on the 2017 Economic Census. For more information about economic census planned data product releases, see Economic Census: About: 2017 Release Schedules...Key Table Information:.Includes only establishments and firms with payroll..Data may be subject to employment- and/or sales-size minimums that vary by industry...Data Items and Other Identifying Records:.Number of firms.Number of establishments.Sales, value of shipments, or revenue ($1,000).Annual payroll ($1,000).First-quarter payroll ($1,000).Number of employees.Sales, value of shipments, or revenue of largest firms as percent of total sales, value of shipments, or revenue (%).Herfindahl-Hirschman Index (%).Range indicating percent of total sales, value of shipments, or revenue imputed.Range indicating percent of total annual payroll imputed.Range indicating percent of total employees imputed..Each record includes a code which represents the concentration of sales, value of shipments, or revenue by largest firm size ranges...For Wholesale Trade (42), data are published by Type of Operation (All establishments)...Geography Coverage:.The data are shown for employer establishments and firms at the U.S. level only. For information about economic census geographies, including changes for 2017, see Economic Census: Economic Geographies...Industry Coverage:.The data are shown at the 2- through 6-digit 2017 NAICS code levels for all economic census sectors (except Management of Companies and Enterprises (55)). For information about NAICS, see Economic Census: Technical Documentation: Economic Census Code Lists...Footnotes:.Transportation and Warehousing (48-49): footnote 106- Railroad transportation and U.S. Postal Service are out of scope...FTP Download:.Download the entire table at: https://www2.census.gov/programs-surveys/economic-census/data/2017/sector00/EC1700SIZECONCEN.zip..API Information:.Economic census data are housed in the Census Bureau API. For more information, see Explore Data: Developers: Available APIs: Economic Census..Methodology:.To maintain confidentiality, the U.S. Census Bureau suppresses data to protect the identity of any business or individual. The census results in this file contain sampling and/or nonsampling error. Data users who create their own estimates using data from this file should cite the U.S. Census Bureau as the source of the original data only...To comply with disclosure avoidance guidelines, data rows with fewer than three contributing establishments are not presented. Additionally, establishment counts are suppressed when other select statistics in the same row are suppressed. For detailed information about the methods used to collect and produce statistics, including sampling, eligibility, questions, data collection and processing, data quality, review, weighting, estimation, coding operations, confidentiality protection, sampling error, nonsampling error, and more, see Economic Census: Technical Documentation: Methodology...Symbols:.D - Withheld to avoid disclosing data for individual companies; data are included in higher level totals.N - Not available or not comparable.S - Estimate does not meet publication standards because of high sampling variability, poor response quality, or other concerns about the estimate quality. Unpublished estimates derived from this table by subtraction are subject to these same limitations and should not be attributed to the U.S. Census Bureau. For a description of publication standards and the total quantity response rate, see link to program methodology page..X - Not applicable.A - Relative standard error of 100% or more.r - Revised.s - Relative standard error exceeds 40%.For a complete list of symbols, see Economic Census: Technical Documentation: Data Dictionary.. .Source:.U.S. Census Bureau, 2017 Economic Census.For information about the economic census, see Business and Economy: Economic Census...Contact Information:.U.S. Census Bureau.For general inquiries:. (800) 242-2184/ (301) 763-5154. ewd.outreach@census.gov.For specific data questions:. (800) 541-8345.For additional contacts, see Economic Census: About: Contact Us.