With the growing popularity of data science and statistical learning, the value of open data sources is also increasing. Data gathered from real world situations is of paramount importance as it helps researchers learn patterns and trends and create models for predictive analysis. Transfer learning is an area of machine learning, where it has been shown that knowledge acquired from data from one domain can be successfully applied to make predictions and decisions about a domain that has little or no data.
Putting together repositories of large datasets is not only time consuming but can be very costly as well. Here we list down ten open data sources gathered from government and NGOs that you can peruse. They are publicly available datasets and you can use one that is relevant to your organization for data analytics and prediction purposes.
Repository 1: Data.gov
Data.gov is hosted by U.S. General Services Administration, Technology Transformation Service. This service was started in 2009 to provide public access to large datasets. There are 312,142 datasets from a wide range of areas like commerce, agriculture, defense, education, aeronautics, transportation and much more. The data is available in CSV, JSON and XML formats for easy access.
Repository 2: U.S. Census Bureau
The United States Census Bureau maintains a comprehensive demographic data of U.S. population. The data related to income, employment, education, health, business and economy along with other areas for different regions, counties and states is maintained.
Repository 3: United Kingdom Data Service
The UK Data Service hosts data related to eduction, environment, ethnicity, housing, health and many other social and economic areas. Users can easily browse data by theme or type. Teaching datasets for research purposes are also available.
Repository 4: Gov.UK
Gov.UK is a public repository of data published by the central government and the local and public bodies of the United Kingdom. Datasets ranging from business and economy to eduction, environment, crime and health are available.
Repository 5: UNICEF Data Source
UNICEF maintains a complete data repository to track the plight of children and women around the world. The data can also be used to study the pandemic’s effects on children’s education, health, economic state and nutrition, among other things.
Repository 6: World Bank Open Data
The World Bank Open Data is a large up-to-date data resource for economic and financial data. Statistics on GDP rates, logistics, worldwide energy consumption, global money disbursement, administration, and much more are maintained.
Repository 7: Open Data Network
The Open Data Network is a huge data repository for various economic, financial and demographic data. Datasets from categories such as infrastructure, education, transportation, and even politics are available.
Repository 8: European Union Open Data Portal
The European Union Open Data Portal is the official catalogue of EU statistics related to energy, commerce, education, agriculture, among other categories. There are more than 1,080,000 datasets that can be searched via category or country.
Repository 9: Global Financial Data
Global Financial Data is an organization that maintains financial and economics datasets from around the world. Economic and market indicators, income data, GDP statistics, commodities, bond prices and returns and other similar categories are catered for. Global Financial Data requires a subscription to access its resources. A free subscription allows access to complete datasets.
Repository 10: Financial Times
Financial Times is a major repository for economic and financial data, and covers the global market data from various continents. Data archives are available, however, a subscription is required to view them.
Leverage FusionCharts To Create Beautiful Illustrations Of Large Volumes Of Data
While a reliable source of data is a key player in data analysis, a tool for visualizing and illustrating this data holds the same importance. Data visualization is the first step in understanding data and gaining insights. FusionCharts allows developers to create beautiful and stunning charts, graphs, gauges of large volumes of data. It is a complete library that can plot all types of data available in JSON or XML format. There are numerous options for generating effective and meaningful illustrations for different types of datasets.
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