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The QUBES platform hosts hundreds of teaching materials, reference materials, and cloud-based software free to use and adapt using open Creative Commons licenses.

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    Ecological Forecasting Repository of Online Educational Resources
    This pdf provides a list of over 100 educational resources related to tools and skills related to ecological forecasting.

    Keywords: statisticsvideosecologymodel buildingmodulespythonecological forecastingonline course materialcode repositoriesonline textbooksbasics of Rdata sourcesdata skillsforecast cycleapplying forecastsdecision science

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    Community Conversation: OER for Diversity, Equity and Inclusion in STEM Classrooms
    Follow the link to the webinar video, "OER for Diversity, Equity and Inclusion in STEM Classrooms". In this conversation, bringing in Diversity, Equity, and Inclusion to the classroom was discussed...
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    Serenity now! Keep calm and do science with real data in the classroom
    Session on using real data in the classroom with Serenity, a platform-independent browser-based interface to data science tools for the classroom.

    Keywords: data scienceBIRDDtool:serenitySummer Workshop 2018Galapagos

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    Collections Education Coffee Break Series: oVert TCN Resources for Education
    Dr. Jaimi Gray gives a brief introduction into educational resources associated with the oVert project. ...

    Keywords: idigbionatural history museumsnatural history collections3D modelsVertebrate MorphologyoVertvertebratesmorphosource

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    Evaluation of NSF RCN-UBE SCORE Summit
    Data summary for evaluation findings of the NSF RCN-UBE: Sustainability Challenges for Open Resources to promote an Equitable Undergraduate Biology Education (SCORE) summit held at Bates College,...

    Keywords: evaluationSTEM Evaluation

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    NEON Data in the Classroom: Using the QUBES Platform and Faculty Mentoring Networks to Build, Adapt, and Publish Data-Driven Open Educational Resources
    Poster on the NEON Faculty Mentoring Network presented at the 2019 BioQUEST & QUBES Summer Workshop

    Keywords: faculty mentoring networksNEON2019 QUBES/BioQUEST Summer Workshop

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    BioGraphI Considerations for Selecting a Potential Interviewee - Google Docs
    This document includes resources and advice to help curriculum developers choose a scientist to interview for the Biologist and Graph Interpretation (BioGraphI) Network. Each interview is featured...

    Keywords: researchgraph interpretationdata literacyinterviewRole ModelsBioGraphIBioGraphI FMNcounterstereotypical scientist

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    Introduction to Data Management, Life History, and Demography
    Learning Goals: • explain importance of data management • identify elements of an organized data sheet • create & manipulate data in a spreadsheet • calculate vital statistics using life...

    Keywords: Resources @ ESA - TIEEdemographysurvivorshipdata managementlife tables

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    Get Started With GIS in Open Source Python Workshop
    There are a suite of powerful open source python libraries that can be used to work with spatial data. Learn how to use geopandas, rasterio and matplotlib to plot and manipulate spatial data in...

    Keywords: data analysisdatadata typesdata visualizationdata scienceearth sciencepythonremote sensingGeographic Information System (GIS)data science educationcomputer programmingwildfireearth anlaytics

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    Writing Clean Code in R Workshop
    When working with data, you often spend the most amount of time cleaning your data. Learn how to write more efficient code using the tidyverse in R.

    Keywords: data analysisdata typesdata visualizationdata scienceearth scienceR programming languageremote sensingGeographic Information System (GIS)data science educationcomputer programmingwildfireearth analytics

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    Staying Alive: Extinction Risk: Introduction to Extinction and Extinction Bias
    Data driven curriculum module from Dryad Digital Repository

    Keywords: ecologydata analysisconservationgraphingResources @ Dryadextinctionmacroevolution

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    EREN PFPP Species Composition Curriculum Module with Data
    In this lab, students will learn foundational concepts of forest community dynamics and apply quantitative skills to data analysis and interpretation activities. Students will use tree plot data...

    Keywords: forest ecologyecologydata analysisdata in the classroomCommunity Ecologyscience educationcourse-based undergraduate research experiencecurriculum materialsPlant EcologyPlant community assemblyCollaborative researcheren

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    Gene Expression in Stem Cells
    The module served as in introduction to the Gene Expression unit. It was implemented in two phases, a pre-class activity and an in-class activity to introduce chapter concepts and reinforce...

    Keywords: small group activitypre-class activityGeneral Biology

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    Module M.7 Generalized linear mixed-effects models
    Introduction to Primate Data Exploration and Linear Modeling with R was created with the goal of providing training to undergraduate biology students on data management and statistical analysis...

    Keywords: R programming languageprimatespopulation ecology

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    Introduction to Version Control and Git Workshop
    Learn how to use version control with Git to work collaboratively and back up your work.

    Keywords: data analysisdatadata typesdata scienceearth sciencepythonremote sensinggithubversion controldata science educationcomputer programmingwildfireearth analyticsvgeographic information systems

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    Spreadsheet Data Analysis Tutorial Series
    This series of self-paced tutorials show how to analyze data using a spreadsheet program.

    Keywords: Resources @ HHMI - BioInteractiveScientific ProcessStatistics and MathScientific MethodologyHigh School

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    Biodiversity Literacy in Undergraduate Education (BLUE): Building standards and resources for using collections data in the classroom
    Abstract for poster on using collections data presented at the 2019 BioQUEST & QUBES Summer Workshop

    Keywords: data sciencenatural history collections2019 QUBES/BioQUEST Summer WorkshopBLUE

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    Data Management in Excel and R using National Ecological Observatory Network's (NEON) Small Mammal Data
    Students use small mammal data from the National Ecological Observatory Network to understand necessary steps of data management from data collection to data analysis by re-organising excel sheets...

    Keywords: codingR Markdowndata managementggplot2spreadsheetssmall mammals community dynamicsNEONResource TypeNational Ecological Observatory NetworkR softwaredplyr

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    Machine Learning Meets Medicine with Jenessa Peterson
    Jenessa Peterson is a former teacher turned data scientist/engineer and Director of Learning Engineering at The Learning Agency. Her more recent work in data science has included building a...

    Keywords: data sciencemachine learningmedicine

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    Analyzing current and past climate data (Project EDDIE)
    Students analyze current and past temperature and CO2 data to relate current climate change to climate of the past 450,000 years. Objectives: Are global temperatures and CO2 levels rising? How...
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