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Environmental scan of courses offering data skills
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Modules offeredLibrary CarpentryData CarpentrySoftware carpentryAuthor carpentryData Scientist Training for Librarians (Harvard)Data Science Johns Hopkins
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Regular expressions
Basics: Regular Expressions
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Unix shellControlling Data (with the Shell) Unix Shell
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Data cleaning / Open RefineData Cleaning with OpenRefineData Cleaning with OpenRefineFree Your Metadata: Linked Data, metadata quality, cleaning, reconciliation, enrichment, named-entity extraction using OpenRefine.Getting and Cleaning Data
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Git Hub / MercurialGit HubVersion control with Git +
Version control with Mercurial		GitHub Foundations:
Concepts, creation, web flow, local repository, synchronization,
branches, merges, collaboration, project management and features.		The Data Scientist’s Toolbox (GItHub + R)
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SQL SQL [in planning stage]Data Management with SQLUsing databases and SQL
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R Data Analysis and Visualization in RProgramming with R +
R for Reproducible Scientific Analysis		R programming
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PythonData Analysis and Visualization in PythonProgramming with PythonIntroduction to data extraction, wrangling, data analysis and visualization with Python.
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OtherData Organization in SpreadsheetsProgramming with MATLABScientific authoring in rich, open mark up languages such as LaTeX, Markdown, HTML5Interactive Visualizations: Finding and Telling Stories with Data using TableauExploratory Data Analysis
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OtherAutomation and Make - data visualisationDetermining authorship order in, and copyright ownership of, collaborative research projectsReproducible Research
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OtherInstructor TrainingEstablishing scholarly identity with ORCiD, DOI, and other identifiersStatistical inference
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OtherDemonstrating best practices in attribution, acknowledgement, and citation, particularly for non-traditional research outputs (software, datasets)Regression models
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OtherManaging scholarly reputation and assessing impactPractical machine learning
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OtherIdentifying reputable Open Access publicationsDeveloping data products
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OtherNew forms of Open Science publishingData Science capstone
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OtherScholarly annotation and open peer review
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OtherOpen licensing with Creative Commons and other open licenses
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