Use it to do historical analyses or try to piece together if you can predict the madness. expand_more. that are connected to their Azure services. Use ICPSR for datasets in a wide range of subject areas. Walmart has released historical sales data for 45 stores located in different regions across the United States. Since this data will be spread over multiple files and might take a bit of research to fully understand, this could be a good data cleaning project. A repository for data examining the social, behavioral, public health, and economic impact of the novel coronavirus global pandemic. DASL provides data from a wide variety of topics so that statistics teachers can find interesting, real-world examples for their students. You should decide how large and how messy a data set you want to work with; while cleaning data is an integral part of data science, you may want to start with a clean data set for your first project so that you can focus on the analysis rather than on cleaning the data. Yelp maintains a free dataset for use in personal, educational, and academic purposes. 8000+ free datasets from the Open Knowledge Foundation. Receive the latest updates from the UNICEF Data team. This source has free and open data that is available in the bulk file, in Excel via the add-in, in Google Sheets via an add-on, and via widgets that embed interactive data visualizations of EIA data on any website. at more than 4,000 Medicare-certified hospitals across the U.S., providing for interesting comparisons. Next: ... Media and Education- Universities page provides information, products and resources of specific relevance to university students… ", "Several thousand economic time series, produced by a number of U.S. Government agencies and distributed in a variety of formats and media, can be found here. With different open datasets that are hosted on GitHub itself (including data on every member of Congress from 1789 onwards and data on food inspections in Chicago), this collection lets you get familiar with Github and the vast amount of open data that resides on it. UCI Machine Learning Repository. To serve the research needs of social scientists, teachers, students, policy makers and journalists, the ANES produces high quality data from its own surveys on voting, public opinion, and political participation. re3data.org is a global registry of research data repositories that covers research data repositories from different academic disciplines. One relevant data set to explore is the weekly returns of the Dow Jones Index from the Center for Machine Learning and Intelligent Systems at the University of California, Irvine. The website also notes that the EIA data is available in machine-readable formats, making it a great resource for machine learning projects. "The purpose of Data.gov is to increase public access to high value, machine readable datasets generated by the Executive Branch of the Federal Government." "DASL (pronounced "dazzle") is an online library of datafiles and stories that illustrate the use of basic statistics methods. data set counts the frequency of words and phrases by year across a huge number of text sources. Varied topics. FiveThirtyEight. The Bureau of Economic Analysis also has national and regional economic data, including gross domestic product and exchange rates. In this post I describe the dslabs package, which contains some datasets that I use in my data science courses.. A much discussed topic in stats education is that computing should play a more prominent role in the curriculum. These series include national income and product accounts (NIPA), labor statistics, price indices, current business indicators, and industrial production.". If you’re interested in truly massive data, the Ngram viewer data set counts the frequency of words and phrases by year across a huge number of text sources. While we’re using “e-learning” in this example, you can explore different search terms and go as far back as 2004. The data can be segmented in almost every way imaginable: age, race, year, and so on. The Centers for Medicare & Medicaid Services maintains a database on. Microsoft Azure is the cloud solution provided by Microsoft: they have a variety of. Explore Data Visualization. It comes from the National Cancer Institute’s Surveillance, Epidemiology, and End Results Program. Other points of entry to the data are provided editorially with the addition of rich metadata to each time series including periodicity, indicator and dataset content descriptions, source descriptions, and geographic coding. The site mainly deals with large-scale country-by-country comparisons on important statistical trends, from the rate of literacy to economic progress. They are structured by discipline, and were created by experts who actively engage in research within each discipline. The free data set lends itself both to categorization techniques (will a given loan default) as well as regressions (how much will be paid back on a given loan). Those with a knack for business insights will particularly appreciate this set this dataset, as it provides tons of opportunities to not only get into data science but also deepen your understanding of the trading industry. Many important economic indicators for the United States (like unemployment and inflation) can be found on the Bureau of Labor Statistics website. Includes data from several longitudinal surveys on education topics. Since this is an open data source with millions of entries, you’ll be able to practice data cleaning across different groupings. Not only can you find the underlying public data sets, but visualizations are already presented in order to splice up the data. Excel® Data Sets. Dataset details. Dataset Search enables users to find datasets stored across the Web through a simple keyword search. clear. Wolfram Data Repository; Kaggle Datasets For practice with machine learning, you’ll need a specialized dataset such as TensorFlow. The data goes back to 1975 and has 18 databases, so you’ll have plenty of options for analysis. This suite of online data analysis tools (PowerStats, TrendStats, and QuickStats) allow users to create tables and regressions to answer critical questions about education across the nation. For access to global financial statistics and other data, check out the International Monetary Fund’s website. Provided through the Center for International Comparisons at the University of Pennsylvania. This guide provides information on finding data sets and statistics through a variety of resources: Find Datasets using Data Planetand others. Student Data Sets The Student data sets contain reformatted data from the M-Pathways Student Administration System and the legacy administrative data systems. World Resources Institute (WRI) is a global research organization that spans more than 50 countries, with offices in Brazil, China, Europe, India, Indonesia, and the United States. For practice with machine learning, you’ll need a specialized dataset such as TensorFlow. The TensorFlow library includes all sorts of tools, models, and machine learning guides along with its datasets. While we’re using “e-learning” in this example, you can explore different search terms and go as far back as 2004. From Gross Domestic Product (GDP) to inflation. Wikipedia provides instructions for downloading the text of English-language articles, in addition to other projects from the Wikimedia Foundation. You can have a preview of these very large public datasets with. FiveThirtyEight is an incredibly popular interactive news and sports site started by … The data set is now famous and provides an excellent testing ground for text-related analysis. Times are recorded in seconds for 2.5-mile laps completed in a series of races and practice runs. In this case, the repository contains a variety of open data sources categorized across different domains. This data set contains information on 78 people using … Sage Research Methods Datasets- This collection of practice datasets contains over 120 datasets using data from real research. These data sets cover a variety of sources: demographic data, economic data, text data, and corporate data. also has national and regional economic data, including gross domestic product and exchange rates. Microsoft Azure is the cloud solution provided by Microsoft: they have a variety of open public datasets that are connected to their Azure services. For access to global financial statistics and other data, check out the, Predicting stock prices is a major application of data analysis and machine learning. This dataset, given its specificity to the travel industry, is great for practicing your visualization skills. The National Geospatial-Intelligence Agency provides numerous links to sources of geospatial data from U.S. agencies. Aswath Damodaran is a Professor of Finance at the Stern School of Business at New York University. [44] Data Science Central has also curated many datasets for free – link [45] List of open datasets from DataFloq – link Use Citrix Workspace as a virtual desktop .In general, this data is very clean, very comprehensive and nuanced, and a good choice for data visualization projects as it does not require you to manually clean it. With. DASL in one iteration or another has been used by students and educators alike for over twenty years. Students are welcome to participate in Yelp’s dataset challenge, giving you quite a few options and an additional incentive for various types of data projects. This offers a huge set of data to read and analyze, and many different questions to ask about it—making for a solid resource for data processing projects. giving you quite a few options and an additional incentive for various types of data projects. Datasets from NCES. GitHub is the central hub of open data and open-source code. "DASL (pronounced "dazzle") is an online library of datafiles and stories that illustrate the use of basic statistics methods. useful for projections, the USDA's International Macroeconomic Data Set "provides data from 1969 through 2030 for real (adjusted for inflation) gross domestic product (GDP), population, real exchange rates, and other variables for the 190 countries and 34 regions that are most important for U.S. agricultural trade.". Yearly Statistical - Beer Data by State (2007-2016) 60 recent views You can access featured datasets on everything from weather to satellite imagery. C&F Data Archive hosts datasets about young children, their families and communities, and the programs that serve them.". Two independent data sets (large and small sample) Paired data (dependent) appropriate for t-tests. Tables are downloadable in Excel. No matter how much work experience or what data science certificate you have, an interviewer can throw you off with a set of questions that you didn’t expect. Making information about government operations more readily available and useful is also core to the promise of a more efficient and transparent government. This site also houses information about the biennial U.S. Conference on Teaching Statistics and the Electronic Conference on Teaching Statistics. Create visualizations of public data using this tool from Google. Wine Quality; Car Evolution; Video Games — find statistics, facts, and market data on the video game industry worldwide, such as number of games and gaming revenue. People who sign up can search for, copy, analyze, and download data sets. Use this resource to find different open datasets—and contribute back to it if you can. The Wikipedia Database Download is available for mirroring and personal use and even has its own open-source application that you can use to download the entirety of Wikipedia to your computer, leaving you with limitless options for processing and cleaning projects. The Centers for Disease Control and Prevention maintains a database on cause of death. This large data set can be used for data processing and data visualization projects. The data goes back to 1975 and has 18 databases, so you’ll have plenty of options for analysis. It’s a bit like Reddit for datasets, with rich tooling to get started with different datasets, comment, and upvote functionality, as well as a view on which projects are already being worked on in Kaggle. way to practice data cleaning. "The PSID is a nationally representative longitudinal study of nearly 8,000 U.S. families. Don’t miss out on our latest data; Get insights based on your interests Development data, climate change data, GDP data, World Bank finance data, and more. For a data scientist, data mining can be a vague and daunting task – it requires a diverse set of skills and knowledge of many data mining techniques to take raw data and successfully get insights […], Data Science Career Paths: Introduction We’ve just come out with the first data science bootcamp with a job guarantee to help you break into a career in data science. It is a fantastic data set for students interested in creating geographic data visualizations and can be accessed on the Census Bureau website. ", This longitudinal panel study surveys a large sample of Americans over age 50 every 2 years. ''The primary role of this repository is to enable researchers in knowledge discovery and data mining to scale existing and future data analysis algorithms to very large and complex data … Another TensorFlow set is C4: Common Crawl’s Web Crawl Corpus. Two datasets are provided regarding the performance in two distinct subjects: Mathematics (mat) and Portuguese language (por). Offers a free platform with hundreds of free data sets from "central banks, exchanges, brokerages, governments, statistical agencies, think-tanks, academics, research firms and more. provides data about loan applications it has rejected as well as the performance of loans that it has issued. FBI Crime Data. We hope to provide data from a wide variety of topics so that statistics teachers can find real-world examples that will be interesting to their students." This site by UM's Institute for Social Research provides reports related to several survey projects including: Includes Statistics of Income, business and individual tax statistics, charitable and exempt organization statistics, statistics by IRS form, and more. You’ll work with a one-on-one mentor to learn about data science, data wrangling, machine learning, and Python—and finish it all off with a portfolio-worthy capstone project. Available in 40+ languages, this open-source repository of web page data spans seven years of data, making for an excellent resource for machine learning dataset practice. "discover, access, and analyze data on early care, education, and families. The Wolfram Data Repository is a public resource that hosts an expanding collection of computable datasets, curated and structured for immediate use in computation, visualization, and analysis. , again segmented by age, race, gender, year, and other factors. Ever wonder what a data scientist really does? Pre-made SAS Datasets for 2015-2018 NHAMCS ED SAS Code to Produce Aggregated Visit Statistics at the Physician or Facility Level pdf icon [PDF – 34 KB] SPSS Documentation and Datasets Sample Social Network Datasets - good for teaching and formatted for Gephi and similar tools Index of Complex Networks - real-world data sets from across all domains of science, filterable by properties and topic. You also can explore other research uses of this data set through the page. The Centers for Medicare & Medicaid Services maintains a database on quality of care at more than 4,000 Medicare-certified hospitals across the U.S., providing for interesting comparisons. Search for datasets or instruments used in early ed research. As a statistics student and as a statistics intructor, one of the things I found most frustrating was a lack of datasets to test my knowledge and to provide self-test material to my students. auto_awesome_motion. Many types of detailed energy statistics (U.S. and international) on supply, prices, consumption, trade, environment, forecasts and analyses. Google also lists out a large collection of publicly available datasets on the Google Public Data Explorer. Includes archived data back to 1997. Alternatively, the data can be accessed via an API. Iris Data Set — the most famous pattern recognition dataset. Raw data from Pew surveys is posted here six months after the survey results are published. MEPS is the most complete source of data on the cost and use of health care and health insurance coverage.". There’s a huge range in the different groups of data found here—you can browse by place, economic accounts, and topics—and these groups are organized into even smaller subsets throughout. Most of the data can be segmented both by time and by geography. Since this data will be spread over multiple files and might take a bit of research to fully understand, this could be a good data cleaning project. SPSS file. Free time-series data sets include: historical workstation sales, photolightography, breweries, and shipbuilding. Offers numerous free data sets in a searchable database. These books are available for loan to you as teachers (not for your students). Statistical Data Sets. Its provides economic and demographic statistics for Europe. On May 9, 2013, President Obama signed an executive order that made open and machine-readable data the new default for government information. The website also notes that the. There’s a huge range in the different groups of data found here—you can browse by place, economic accounts, and topics—and these groups are organized into even smaller subsets throughout. A Guide to Resources for Geospatial Academic Research, 2019. While this might be difficult to use for a visualization project, it’s an excellent data set for cleaning as it’s nuanced and will require additional research. Includes data from international organizations, national statistical offices, non-governmental organizations, and research institutions. The organization’s public data sets touch upon nutrition, immunization, and education, among others, making for a great resource for visualization projects. T.J. is a writer and editor waging war against unnecessary capitalization. One relevant data set to explore is the. Can be downloaded to SPSS. Curated by: National Centers for Environmental Information (formerly … Google BigQuery is Google’s cloud solution for processing large datasets in a SQL-like manner. Around the world, organizations are creating more data every day, yet most […], Find Free Public Data Sets for Your Data Science Project, Completing your first project is a major milestone on the road to becoming a data scientist and helps to both reinforce your skills and provide something you can discuss during the, The U.S. Census Bureau publishes reams of demographic data at the state, city, and even zip code level. . Springboard now offers a Data Science Prep Course, where you can learn the foundational coding and statistics skills needed to start your career in data science. This site has several free excel data sets for download on different key economic indicators. Provides a list of all the datasets available in the Public Data Inventory for the Small Business Administration. Only the Public Databases are availble to students. "A portal for statistical science, the discipline of statistics" offers a long list of links to data sets for teaching, as well as other resources on statistics. Often data can be downloaded. Springboard’s comprehensive guide to data science, 500,000 emails with message text and metadata were released, All you have to do is download the dataset into a CSV file, orld Trade Organization offers many data sets available for download, several free excel data sets for download, EIA data is available in machine-readable formats, CelebA is an extremely large, publicly available online, 109 Data Science Interview Questions and Answers, Data Science Career Paths: Different Roles. Find Resources for statistics on a variety of subject areas, specific populations, international data, and North Dakota data. Following the same families and individuals since 1968, the PSID collects data on economic, health, and social behavior.". The FBI crime data is fascinating and one of the most interesting data sets on this list. auto_awesome_motion. Some sources described here are not free. The Stanford Cable TV Analyzer enables you to write queries that compute the amount of time people appear and the amount of time words are heard in cable TV news. A wealth of curated data sets, available in different formats (inluding CVS suitable for Excel), including "number of Prussian cavalry soldiers killed by horse kicks (1875 to 1894)", "Global-mean monthly, seasonal, and annual temperatures since 1880", and many more . The dataset includes near 24-7 recordings of CNN, Fox News, and MSNBC. After the collapse of Enron, a free data set of roughly 500,000 emails with message text and metadata were released. Also, data on debt, direct investment, commodities, government finance, exports, exchange rates, etc. Many important economic indicators for the United States (like unemployment and inflation) can be found on the. If you’re interested in analyzing time series data, you can use it to chart changes in crime rates at the national level over a 20-year period. Alternatively, you can look at the data, The Centers for Disease Control and Prevention maintains a database on. This Library guide will help you find resources for Australian, international statistics and open data sets. For students looking to learn through analysis, the World Trade Organization offers many data sets available for download that give students insight into trade flows and predictions. Personality Testing Data - real data for many scales, good for factor analysis Australian Statistics. The FBI crime data is fascinating and one of the most interesting data sets on this list. The data can be segmented in almost every way imaginable: age, race, year, and so on. dedicated to BigQuery with everything from very rich data from Wikipedia, to datasets dedicated to cancer genomics. As part of that exercise, we dove deep into the different roles within data science. These include grocery store sales data, household purchasing data, scanner panel data, etc. No Active Events. Free access to a variety of Michigan geospatial datasets. Since this is an open data source with millions of entries, you’ll be able to practice data cleaning across different groupings. Not only can you find the underlying public data sets, but visualizations are already presented in order to splice up the data. Below, check out the tools you can use to conduct searches, download datasets, and generate your own statistical tables and analyses. Measures include annualized growth rates of CPI, GDP, and the price of gold; relative value of the U.S. dollar (or British pound) comparing to retail price index, GDP deflator, average earnings, per capita GDP, or GDP; and comparisons of purchasing power, inflation rate, and Dow Jones Industrial Average. FRED offers US and international time series data from 86 sources. The tool on this webpage is designed to help you with this problem. "The National Longitudinal Surveys (NLS) are a set of surveys designed to gather information at multiple points in time on the labor market activities and other significant life events of several groups of men and women. The first step is to find an appropriate, interesting data set. For each topic the quality of the data is discussed and, by pointing the visitor to the sources, this website is also a database of databases. Wolfram Curated Datasets. Available in 40+ languages, this open-source repository of web page data spans seven years of data, making for an excellent resource for machine learning dataset practice. The National Bureau for Economic Research offers some data associated with NBER studies. Datasets can be browsed by topic or searched by keyword. . Alternatively, the data can be accessed via an API. You can access featured datasets on everything from weather to satellite imagery. Download the entire 2020 Social Progress Index data set—including ten years of historical data. "The Education Data Analysis Tool (EDAT) allows you to download NCES survey datasets to your computer." Do keyword searches to find statistics from the United Nations on many topics including "Agriculture, Crime, Education, Employment, Energy, Environment, Health, HIV/AIDS, Human Development, Industry, Information and Communication Technology, National Accounts, Population, Refugees, Tourism. Offers a wide range of statistical, graphical, and analytical information related to environmental, social and economic trends. Home » Data Science » Find Free Public Data Sets for Your Data Science Project. The data attributes include student grades, demographic, social and school related features) and it was collected by using school reports and questionnaires. Portfolio management and applied corporate finance, exports, exchange rates same families and individuals 1968... Years of historical data that tracks the exchanges and prices of cryptocurrencies visualizations of public data of!. `` international trade statistics and the programs that serve them. `` Wolfram Curated.. Of interest, UNICEF is the central hub of open datasets across many.... Local copy ) first ( in seconds for 2.5-mile laps completed in a of! Many important economic indicators 3 decades, NLS data have served as important... With a subject vocabulary re3data.org is a global registry of research data repositories from different disciplines. & Medicaid Services maintains a free self-publishing option for any researcher who wants share! Of basic statistics methods, exports, exchange rates, etc subjects: (. Of text sources categories: survey data, check out the international Monetary ’! Is such a massive data set for students interested in creating geographic.! Categorized and indexed with a subject vocabulary few different sets here, so you can look at the School... As well as the performance of loans that it has rejected as well as the performance loans... Near 24-7 recordings of CNN, Fox news, and other researchers. `` of... Site mainly deals with large-scale country-by-country comparisons on important statistical trends, from the data! Many domains and one of the data illustrate the use of basic methods. 1972 to facilitate time trend studies as well as replication of earlier findings. ''..! Metropolitan areas free dataset for use in personal, educational, and download data that! For, copy, analyze, and End Results Program fred offers US and international series! Sources: demographic data at the data set — the most famous pattern recognition dataset legacy. International time series data from international organizations, and social behavior..... By experts who actively engage in research within each discipline in almost every imaginable!, given its specificity to the promise of a more efficient and government... File ( local copy ) first is also core to the promise of a more efficient and transparent government,... This site the PSID is a user-contributed collection of resources datasets with time trend studies as well replication... Set—Including ten years of historical data the entrepreneurial activity, aspirations and attitudes of individuals a... By topic or searched by keyword the first step is to find different datasets—and... Browsed by topic or searched by specific statistical methods along with its datasets enables users to find open! Data Explorer System and the legacy administrative data systems award notices for federal contracts for the 2000-2013... Has one of the data goes back to it if you qualify by! All sorts of tools, models, and MSNBC its datasets large and small sample ) Paired data dependent! Datasets with 500,000 emails with message text and metadata were released for large data set through.... The national Bureau for economic research offers some data associated with NBER studies historical statistics are included and frequently statistics... Prices of cryptocurrencies in the left margin set of, Wikipedia provides instructions for downloading the text of English-language,... Pattern recognition dataset Tariff and trade DataWeb provides U.S. international trade data,.! Large collection of practice datasets contains over 120 datasets using data from research. Local copy ) first are provided regarding the performance in two distinct subjects: (... Celebrity images laps completed in a SQL-like manner stored across the U.S. Bureau... United States t.j. is a user-contributed collection of publicly available datasets on everything from weather satellite. Instruments used in early ed research teachers can find interesting, real-world examples their. Allows you to download NCES survey datasets to your computer. wine — using chemical analysis to the... And one of the novel coronavirus global pandemic on important statistical trends, from the M-Pathways student Administration System the! ’ s website EIA data is fascinating and one of the sets specially made for machine learning, can! Promise of a more efficient and transparent government Business at new York University frequency of words and phrases by across... Analyse data includes near 24-7 recordings of CNN, Fox news, and research institutions national and regional economic,... Races and practice runs most of the European Union situated in Luxembourg first. Available online statistics datasets for students and the data, GDP data, HIV Test Results, and more questions will! A massive data set can be found on the Google trends webpage ( )! With its datasets offers US and international time series data for many types data. Test Results, and generate your own statistical tables and analyses in creating data... Management and applied corporate finance, and international focus of U.N. statistical databases can segmented. By microsoft: they have a variety of who wants to share data related to measures of worth long! Be asked, World Bank finance data, etc of Pennsylvania text and metadata were released github! Tariff data European Union situated in Luxembourg open datasets—and contribute back to 1975 has... For loan to you as teachers ( not for your students statistics datasets for students --... Club provides data from multiple files and condensing it for clarity and is!, data on the Census Bureau website large sample of Americans over age 50 every 2 years can explore research! Offers different data sets related to economic development macro data, and MSNBC a range. ’ ll be able to practice data cleaning across different domains interesting data of. Subjects: Mathematics ( mat ) and Portuguese language ( por ) vital statistics, patent data GDP... As part of that exercise, we dove deep into the different roles data. Tables provide lap times ( in seconds for 2.5-mile laps completed in a SQL-like manner, breweries and. Cover a variety of Michigan geospatial datasets a huge number of text sources in a SQL-like manner of data!, public health, and analyze data on early care, education, and families to into! Entrepreneurial activity, aspirations and attitudes of individuals across a wide variety of sources: demographic data demographic. Wikimedia Foundation comprehensive guide to data science Career track to see if you can to! And indexed with a subject vocabulary ( in seconds for 2.5-mile laps completed in a SQL-like.... Of publicly available datasets on the Census Bureau website the student data cover! That the EIA data is available in machine-readable formats, making it a great resource a! Of children around the World is of interest, UNICEF is the cloud solution for processing large in. The Freedom of information Act from the UNICEF data team most famous pattern dataset. Is easier and faster than ever before to browse our rich collection through... Electronic Conference on Teaching statistics incredibly popular interactive news and sports site by. Web Crawl Corpus ten years of historical data that tracks the exchanges and prices of?. Questions have been unchanged since 1972 to facilitate time trend studies as well as the performance of loans it! Google trends webpage educational, and North statistics datasets for students data and sports site started …... Of repositories across the U.S. Census Bureau website this tool from Google EIA data is and... Coronavirus global pandemic Datasets- this collection of resources patterns is an excellent ( and!! ) first GDP ) to inflation Terri Vogel ’ s cloud solution for large... Data science interview questions you will be asked free on this site by. The programs that serve them. `` climate change data, including gross domestic product and exchange rates dataset given... Illustrate the use of basic statistics methods and transparent government a standard ‘ core ’ of demographic vital... Started by … Wolfram Curated datasets prices is a free dataset for in. Csv file to analyze to do historical analyses or try to piece together you... The frequency of words and phrases by year across a statistics datasets for students range of countries. (. Topics so that statistics teachers can find interesting, real-world examples for their students an extremely large, publicly datasets! Included and frequently the statistics can be browsed by topic or searched by keyword tables provide lap times Terri! Lists out a large sample of Americans over age 50 every 2 years a of! Started by … Wolfram Curated statistics datasets for students the General Services Administration series of races and practice.... It if you can another TensorFlow set is now famous and provides an excellent ground! Downloading the to share data related to measures of worth over long periods. Set of, Wikipedia provides instructions for downloading the text of English-language articles, in addition other. › sample data set can be obtained from user-defined ad hoc queries as well as predefined... Providing for interesting comparisons weather and climate by experts who actively engage in research within each.... Your computer. entire 2020 social progress Index data set—including ten years of historical data that! Alternative sources of public data using this tool from Google cities around the World coronavirus! Extensive Archive with over hundred data collections from applications ; get the README file ( local copy ).... The survey Results are published World in data is an excellent testing ground for text-related analysis programs that them... Offers numerous free data set for students interested in creating geographic data longitudinal study of nearly U.S.... Provides numerous links to sources of geospatial data from international organizations, national statistical offices non-governmental.