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    Cleaning Data with R and the Tidyverse in Swirl
    The overall goal is to help students learn common data cleaning procedures on a dataset once they’ve collected measurements and before they are able to start their analysis. This swirl lesson is...

    Keywords: Rdata analysisdata manipulationRStudioManagement Of DataSwirl

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    Genome Sequence Data in R using Biostrings (Swirl Lesson)
    By the end of this lesson, students should be able to load FASTA files into R as DNAStringSets and use width() and alphabetFrequency(), combined with other functions like sum() and mean(), to...

    Keywords: R programming languagecourse-based undergraduate research experienceBioinformatics and GenomicsCURECUREscourse-based research experiences (CUREs)STEM CUREsComparative genomicsBioconductor

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    Cleaning Biodiversity Data: Excel
    Access and clean an open source polar bear dataset using Excel.

    Keywords: data in the classroombiodiversity informaticsData cleaning

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    Social Distancing Simulation in NetLogo
    A NetLogo simulation that shows the effects of social distancing on the spread of infectious disease.
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    Digital Atlas of Ancient Life | Exploring the Diversity and History of Fossil Life
    The Digital Atlas project include field guides to fossils (including a mobile app), an online paleontology textbook, and a collection of over 500 virtual 3D models of fossil specimens.

    Keywords: Evolutionbiologyidigbiopaleontologytaxonomynatural history collectionsgeologySPNHC2020

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    Hemoglobin cooperativity and adaptations to high altitude living
    This resource accompanies the "How does blood carry oxygen?" chapter in the Integrating Concepts in Biology etext. Students evaluate the cooperativity of hemoglobin and adaptations to high...

    Keywords: Integrating Concepts in Biology

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    Evaluation Findings for EDSIN OEC Program
    Evaluation findings from interviews with fellows, mentors and staff of the 2019-20 EDSIN OEC Fellows Program

    Keywords: evaluationoecSTEM Evaluation

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    NIBLSE Learning Resource Collection
    Collection of bioinformatics hosted at NIBLSE
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    Atmospheric Carbon Dioxide Data Analysis - Draft (1)
    Students will be able to analyze real data to review basic statistics. Students will be able to work as a group to determine the best way to present their data.
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    Too much of a good thing? Exploring nutrient pollution in streams using bioindicators
    Students use data on nitrogen and phosphorus levels in streams and macrobenthic insect biodiversity to consider issues of nutrient pollution and stream health while learning to filter, summarize,...
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    Investigating human impacts on stream ecology: Scaling up from Local to National with a focus on the Southeast
    Adaptation of the "TIEE Module- How does nutrient pollution impact stream ecosystems locally and nationally?" specifically to include information on the SE (particularly Atlanta, GA).
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    Landscape Indicators:Nutrients and Macroinvertebrates
    Modification of the Investigating Human Impacts on Stream Ecology Module to emphasize landscape indicators and incorporate inclusive practices.
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    Caribbean coral reef structure and biodiversity - Comparing boosted regression tree & multiple regression approaches
    Creating and comparing boosted regression tree models to multiple regression models.
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    The Effect of Climate Change on Butterfly Phenology
    In this module, students explain the importance of collections in scientific research, manipulate data in a spreadsheet program, create properly plotted and labeled graphs, analyze data to test...

    Keywords: ExcelResources @ ESA - TIEEclimate changefmnphenologynatural history collectionsDIGbutterflyinterspecific interactions

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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

    1195

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    Adler QUBES Resource DIBS Genetics and Race
    Teaching notes and Presentation with Discussion Questions and Summative Assessment Data.
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    Investigating human impacts on stream ecology: locally and nationally
    This is a modification of an original TIEE Module, investigating these questions: How does nutrient pollution impact stream ecosystems locally and nationally? How does land cover change impact...

    Keywords: tool:rstudiolandscape ecologyStream ecologyBox Plotsland usespatial analysisEutrophication

    1190

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    NELF Explorer: Drivers of Landscape Change
    Students explore the connections between land use decisions and land cover change, as well as how to predict the possible impacts of land use decisions into the future.

    Keywords: landscape ecologyscenario analysisland systems scienceLULCC

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    Global Temperature Change in the 21st Century: An Introduction to Global Climate Models and Graphing in Excel (Adapted for Non-Majors)
    Students link human behavior in various climate change scenarios to predicted temperature outcomes at both local (their assigned Latitude) and global (Latitudinal trends) scales. This adaptation is...

    Keywords: ExcelResources @ ESA - TIEEecology labclimate changeenvironmental scienceglobal changehuman-environmental interactionsSimple Linear Regressionhuman impactsinclusive pedagogy-FMN

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    Value of Mistakes. Making Mistakes Using R
    This module allows students to frame mistakes and frustrations during their first introduction to R in terms of improved learning and growth mindset.

    Keywords: growth mindsetmath attitudesResources @ BIOMAAPmistakesvalue of mistakes

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