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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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    Working with plant phenology data and fitting a nonlinear model using least squares in R
    A participatory live-coding lesson on working with NEON phenology data and fitting a sine-wave model to determine when different species get and lose their leaves.

    Keywords: modelingRphenologyNEONRstatscodeparticipatory live-coding

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    Working with spreadsheet-style data in Python with pandas and seaborn
    This 4-hour participatory live-coding workshop takes learners through the basics of programming in Python via the Jupyter Lab interface and culminates with exploration and visualization of...

    Keywords: datapythonopenSpreadsheetbicylepandasseabornmatplotlib

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    Data simulation and randomization tests
    A participatory live-coding lesson on simulating data and performing randomization tests on ecological data in R.
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    Spatial Justice, Marginal Populations, and Data Integrity
    Spatial justice refers to the consequential geography of a place where spaces are socially produced. Understanding how spatial injustice is created at different spatial scales is an essential part...

    Keywords: data sciencespatial justicedata integrity

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    USE C*Sci - The Undergraduate Student Experiences with Citizen Science Network to Transform Learning and Broaden Participation in Science (RCN-UBE Introduction)
    The Undergraduate Student Experiences with Citizen and Community Science Network includes educators, researchers, and project leaders excited about the use of participatory science approaches to...

    Keywords: RCN-UBE Introduction

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    Author Guidelines
    These Author Guidelines are designed to assist module authors throughout this participatory process of creating a new OCELOTS module or adapting an existing one.
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    Coding Club: A Positive Peer-Learning Community
    Free and self-paced tutorials and courses for learning to code out of the University of Edinburgh

    Keywords: statisticsRecologydata visualizationcodingenvironmental sciencepythonjavascript

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    2020-Cline_Fasteen_Francis_Sullivan_Wendt-Vision_for_Projects_Across_Mathematics_Curriculum
    We consider the use of projects in math courses as a mechanism for promoting coding, communication, and interdisciplinary application of math skills. Final projects play an important role, but we...

    Keywords: modelinginterdisciplinarywritingcodingprojecttechnical writing

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    Pre-lesson: Introduction to BLAST
    Genome Solver began as a way to teach undergraduate faculty some basic skills in bioinformatics; no coding or scripting is required. This pre-lesson introduces the BLAST tool.

    Keywords: Bioinformatics EducationBioinformatics and Genomics

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    Pre-lesson: Introduction to BLAST
    Genome Solver began as a way to teach undergraduate faculty some basic skills in bioinformatics; no coding or scripting is required. This pre-lesson introduces the BLAST tool.

    Keywords: Bioinformatics EducationBioinformatics and Genomics

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    Pre-lesson: Introduction to BLAST
    Genome Solver began as a way to teach undergraduate faculty some basic skills in bioinformatics; no coding or scripting is required. This pre-lesson introduces the BLAST tool.

    Keywords: Bioinformatics EducationBioinformatics and Genomics

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    R Subsetting Tutorial
    The students will practice manipulating data to add to or extract subsets of specific values, rows, columns, or subsets of data contained in existing data files.
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    Optimal Foraging in Swirl
    This lesson centers around the marginal value theorem (MVT, Charnov 1976), which describes how animals should forage in patches. It serves as a pre-lab to teach MVT basics, vectors, ANOVA, and...
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    Trauma-Informed Pedagogy: Teaching in Uncertain Times
    This free online seminar is designed for educators who are interested in learning about how they can teach their students despite the presence of trauma related to CoVID-19. Tuesday, April 28,...

    Keywords: uncertaintypandemic

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    A STEAM Approach to Understanding Water Systems
    Students will investigate their relationships to water through STEAM (science, technology, engineering, art, and mathematics) using a combination of science, art, and reflection and build new...

    Keywords: STEAMwater qualitypollutionRiver Field Studies Networkwatershedparticipatory mappingPhotovoice

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    Natural History Collections as Emerging Resources for Innovative Education
    Natural history collections have the potential to help transform undergraduate science education from passive learning into an active exploration of the natural world.

    Keywords: educationnatural historycollectionsdigital resourcesResources @ QUBES - Teaching & Reference

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    Learning R for Biologists: A Mini Course Grab-Bag for Instructors
    As biology becomes more data driven, teaching students data literacy skills has become central to biology curriculum. Despite a wealth of online resources that teach researchers how to use R, there...

    Keywords: Rdata analysisRStudio

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    Population Demography in Swirl
    The students will learn to generate, test, and graphically represent basic hypotheses on data distributions using large datasets.

    Keywords: ecologyPopulation statisticslife history curves

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    Introduction to Genome Browser: What is a Gene?
    In this module, we will use a web-based visualization tool called a Genome Browser to explore the structure of a eukaryotic gene, and obtain a basic understanding of how this information is...
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    Digital Herbarium Lab with RStudio: Are shifting abundances of native species detectable over time?
    This 2- to 3-hour lab activity introduces sophomore-level students to digitized herbarium collections, R-coding, and potential reasons for shifting abundances in native and non-native plant species...

    Keywords: data analysistool:rstudionatural historyplant biologyinvasive plantsherbariumnative plantsdigitized natural history collectionsR code

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