Text Mining and Visualization by
This book introduces text mining by using popular open-source tools: KNIME, RapidMiner, Weka, R, and Python. The contributors, who are experienced with text mining and open-source software, explain how text data are gathered and processed from a wide variety of sources, including books, server access logs, websites, social media sites, and message boards. Each chapter presents a case study that you can follow as part of a step-by-step, reproducible example. You can also easily apply and extend the techniques to other problems.
Mapping texts: computational text analysis for the social sciences by Data that is represented here includes: stocks/equities; bonds; mutual funds; market indices; commodities; derivatives; foreign exchange; interest rates and company financials.
Provides detailed information about U.S. and International public companies. Content includes: links to SEC EDGAR filings, current and archived company profiles and annual reports, historical financial and stock price data, financial ratios, equity research reports, and industry reports. **This resource will be replaced by Mergent Market Atlas in June 2025.
Workspace provides financial and economic data, news, equity reports, and company & industry analysis. Its international in scope and covers both public and private company information. Workspace is most often used for investment analysts’ reports, public company financials & filings, business news, economic indicators, stock prices, and data, and a variety of instruments (bonds, commodities, currencies, ETFs, futures, indexes, options and more). Unique content includes ESG data, performance forecasts & consensus estimates, deals & transactions (M&A, IPOs, venture capital & private equity). Download limit of 150 pages per day, reset daily at midnight local time. New users complete self-registration here - https://my.refinitiv.com/productregistration.html
Provides economic studies, company & industry reports, country risk, economic and industrial statistics, and political news with a focus on emerging market countries. Covers public & private companies & global industry reports. Includes interactive data analysis tools & news alerts. Excellent China coverage.
Explore UCSD holdings from Gale Primary Sources using digital humanities text and data mining tools. No coding required! Rediscover and interpret the past through analysis and visualization of historical texts, including newspapers, books, archival collections, and more. (Create your personal DSL account online to begin selecting and analyzing materials. Be sure to be on VPN if off campus for account to work properly.) Learn more via tutorials and recorded webinars
The sources in this category span several disciplines, however, include economic data. These sources may also be listed under more specific topics in this guide.
Provides easy access to statistical data. Data is downloadable in Excel and CSV, and shapefiles when multiple geographies are covered. Sources include: Bombay Stock Exchange, British Bankers' Association, Chicago Board Options, Exchange, China Data Center, D&B (Dun & Bradstreet), Dave Leip's Atlas of US Presidential Elections, Defense Manpower Data Center, Deutsche Börse Group, Dow Jones, Easy Analytic Software Inc. (EASI), Eurostat, FTSE Group, HSI Services Limited (Hong Kong), International Monetary Fund, London Bullion Market Association , London Platinum & Palladium Market, NASDAQ OMX Group, National Bureau of Economic Research, Nikkei, Organisation for Economic Co-operation and Development, Shanghai Stock Exchange, Standard & Poor's, World Bank, World Resource Institute, Sharadar, and many US Federal agencies. See Sage's Data-Planet LibGuides for more detail. If you are having trouble connecting, check the status page to see if Sage Data is down.
Fitch is leading, independent provider of proprietary data, analysis, ratings, rankings, and forecasts covering 175 countries and 25 industry sectors. Includes lengthy country and industry reports, financial markets and commodities coverage, plus newsletters and daily alerts. Formerly Business Monitor. Login in with campus Single Sign On (SSO) credentials.
The focus here is on capturing data that supports behavioral economics, with an emphasis on consumer surveys, economic attitudes and bahavior as well as public opinion poll and election data.
Our ESG data comes hosted on two platforms:LSEG Refinitiv Workspace and Mergent Market Atlas. The data are from the same source. Mergent has easy-to-access, overall reporting. It's great for tracking overall company and peer performance. LSEG Refinitiv gets more granular on specific factors that make up the ESG pillars. Not everyone will need that level of granularity.
**This resource will replace Mergent Online in June 2025. It provides access to company financials, ratios, business segments, descriptions, sustainability, officers and directors. It is especially useful for company, industry, index, ESG and economic data views and reports.
Provides economic studies, company & industry reports, country risk, economic and industrial statistics, and political news with a focus on emerging market countries. Covers public & private companies & global industry reports. Includes interactive data analysis tools & news alerts. Excellent China coverage.
This resource contains background, trends and risk analysis on countries and regions. EIU is known for its global coverage of current political, economic, and business affairs. It features worldwide industry coverage for automotive, consumer goods, energy, financial services, healthcare and telecommunications. This EIU Viewpoint platform also includes “China Focus City Data,” which can be accessed under the “More” tab in the upper right corner of the Viewpoint homepage. Former names: Economist Intelligence Unit (UCSD portal), Access China All Cities
Fitch is leading, independent provider of proprietary data, analysis, ratings, rankings, and forecasts covering 175 countries and 25 industry sectors. Includes lengthy country and industry reports, financial markets and commodities coverage, plus newsletters and daily alerts. Formerly Business Monitor. Login in with campus Single Sign On (SSO) credentials.
1790-present. This site combines data from the U.S. Census of Population and Housing & the American Community Survey (ACS) with a user friendly interface, allowing the creation of maps & statistical tables. Census Tract boundaries are available back to 1940. Now also includes data on U.S. elections, business pattern, environmental summary, health, religion, and crime; the UK and Canadian censuses; Irish religious data; World Development Indicators, and EuroStat. Presidential, senatorial, congressional and gubernatorial election data comes from Dave Leip's Atlas of U.S. Presidential Elections and is available for map presentation only.
