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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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    Climate-Induced Shifts in California Butterflies
    A module in which students generate and test hypotheses about butterfly species’ response to climate change in the Central Valley and Sierra Nevada Mountains of northern California using publicly...

    Keywords: linear regressionScatter Plotsclimate changephenologyhypothesis formulationmountainsCaliforniapublic dataCODAP

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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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    Data Management Adaptation: Correlating Forest Community Dynamics to Climate
    Students use vegetation structure data from the National Ecological Observatory Network to understand necessary steps of data management from data collection to data analysis by correlating...

    Keywords: forest ecologydata managementspreadsheetsCommunity DynamicsNEONDIGNational Ecological Observatory Networkbiomass

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    Exploring Marine Primary Productivity with Descriptive Statistics and Graphing in Excel
    In this activity, students use real water chemistry data and descriptive statistics in Excel to examine primary productivity in an urban estuary of the Salish Sea. They will consider how actual...

    Keywords: statisticsecologydataExcelgraphingBiochemistryOceanographymarine ecosystemsmarine ecologydescriptive statisticslong-term datasetsmarineMicrosoft Excelmarine biologyplanktonOutliersMarine ScienceqbccUsing ExcelphytoplanktonCreate graphsInterpret graphsConcepts in Statisticslarge datasetexplaining statisticsusing statisticsPacific NorthwestSalish Seaprimary productivitywater chemistryestuarygraphing in Excelformulas in Excelchlorophylltime-series plotsocean

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    Exploring Marine Primary Productivity with Descriptive Statistics and Graphing in Excel
    In this activity, students use real water chemistry data and descriptive statistics in Excel to examine primary productivity in an urban estuary of the Salish Sea. They will consider how actual...

    Keywords: statisticsecologydataExcelgraphingBiochemistryOceanographymarine ecosystemsmarine ecologydescriptive statisticslong-term datasetsmarineMicrosoft Excelmarine biologyplanktonOutliersMarine ScienceqbccUsing ExcelphytoplanktonCreate graphsInterpret graphsConcepts in Statisticslarge datasetexplaining statisticsusing statisticsPacific NorthwestSalish Seaprimary productivitywater chemistryestuarygraphing in Excelformulas in Excelchlorophylltime-series plotsocean

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    The Insect Predation Game
    Laboratory experiment included in Teaching Issues and Experiments in Ecology (TIEE) Volume 4 The main learning objective of this module was to tie together what students had learned during the...

    Keywords: simulationpredator-preypredation ecology

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    Plate Tectonics: GPS Data, Boundary Zones, and Earthquake Hazards (Project EDDIE)
    Students work with high precision GPS data to explore how motion near a plate boundary is distributed over a larger region and hypothesize the area over which boundary-related earthquake hazards...
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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

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    Data Nugget- City Parks and Texas A&M University-Kingsville Camera Trap Assignment
    The Data Nugget- City Parks module was used in a sophomore-junior level undergraduate wildlife management techniques course (with lab) in Fall 2017. Modifications were made to the original Data...

    Keywords: species richnessspecies diversityResource Typecamera trap

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    Materials for Teaching the SIR Epidemic Model
    This web page contains materials created by faculty of the University of Nebraska-Lincoln Department of Mathematics to teach basic fundamentals of mathematical epidemiology.
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    Ingestion of Microplastics by Coral
    QUBES lesson on ingestion of microplastics by coral. Lesson will give environmental background and then use R for hands-on statistical analyses, followed by critical thinking questions.

    Keywords: statisticsRenvironmentmicroplastic pollutioncoralwilcoxon

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    Movement: Nature's Flying Machines
    In this lab, you will explore the physics of flight, the adaptations that make powered flight possible, and the evolution of powered flight in vertebrates and invertebrates.

    Keywords: citizen sciencequantitative skillsDigital RepositoryFlight

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    Freezer Full of Fossils v2.0
    The Long Term Evolution Experiment started by Dr. Richard Lenski provides a rich dataset to help students explore concepts of fitness, replication, and adaption.

    Keywords: graphingfitnessadaptationcompetitionSpreadsheet

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    The Insect Predation Game: Evolving Prey Defenses and Predator Responses
    Laboratory experiment included in Teaching Issues and Experiments in Ecology (TIEE) Volume 4

    Keywords: simulationpredator-preypredation ecology

    2012

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    Spatial Analysis with QGIS
    Map specimen data points using QGIS, connect them to form a polygon using the Concave Hull plugin, and calculate the range of a species to examine how it changes over time.

    Keywords: natural history collectionsspecies distributionscourse-based research experiences (CUREs)spatial analysisdigitized natural history collectionsQGIS

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    Movement: Nature's Flying Machines (Online)
    Adapted for online learning: In this lab, you will explore the physics of flight, the adaptations that make powered flight possible, and the evolution of powered flight in vertebrates and...

    Keywords: citizen sciencequantitative skillsDigital RepositoryFlight

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    Diseasebots
    This module explores the effects of host density on contact rates and transmission of pathogens or mutualist symbionts using a hands-on simulation, a computer agent-based model in NetLogo, and an...

    Keywords: NetLogoDisease ecologydensity dependenceSpreadsheethost-parasitemutualismOpen-inquiry group projectsmanipulative models (‘beanbag biology’)plotting

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    Fitting Exponential and Logistic Growth Models to Bacterial Cell Count Data
    In this activity, students will model a noisy set of bacterial cell count data using both exponential and logistic growth models. For each model the students will plot the data (or a linear...

    Keywords: modelingdata analysislinear regressiongraphingExponentsoptimizationcalculusInterpreting GraphsFunctionsqbccCellular and Molecular BiologyChoosing modelsUnderstanding ratesConcepts in Statisticsmeasurementsmanipulating equationscreating graphsExponential and Logarithmic Functionsinterpreting tables

    2013

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