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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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    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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    Earth Analytics Bootcamp Course
    The Earth Analytics Bootcamp is a three-week introductory-level course taught by instructors in Earth Lab and is a part of the Professional Certificate in Earth Data Analytics - Foundations at CU...

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

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    Ethics of Metabolic engineering
    This is an ethical reflection for students on an issue in metabolic engineering and the potential for "home-brew" morphine. The case study asks students to reflect on material in the linked...

    Keywords: biostatisticsstatistical analysisavian malariaSummer Workshop 2018

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    Ethics in synthetic genomics
    This is an ethical reflection for students on an issue in genome engineering and the synthesis of potentially infectious viruses. The case study asks students to reflect on material in the linked...

    Keywords: biostatisticsstatistical analysisavian malariaSummer Workshop 2018

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    Ethics of Gene Editing
    This is an ethical reflection for students on an issue in gene editing. The case study asks students to reflect on material in the two linked articles. Also included is the grading rubric.

    Keywords: biostatisticsstatistical analysisavian malariaSummer Workshop 2018

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    Biobyte 2 - Exploratory data analysis
    This short activity can be used to introduce the concept of exploratory data analysis and get participants to think about how this data science strategy is complementary to having students...

    Keywords: data sciencedsube

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    Adaptation of Investigating human impacts on stream ecology: locally and nationally
    TIEE Module- How does nutrient pollution impact stream ecosystems locally and nationally?
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    UW Data Science for Social Good program
    The UW Data Science for Social Good (DSSG) program partners eScience Data Scientists and Student Fellows from across the country with Project Leads from academia, government, and the private sector...
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    Teaching logistic population growth and ecological modelling
    The lesson is designed to 1) teach students about the concept of logistic population growth, growth rates, and carrying capacity and 2) provide a basic introduction to ecological modeling and...
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    Search for the Missing Sea Otters
    National Center for Case Study Teaching in Science- using a progressive disclosure format, this case study teaches students how to apply ecological principles to a real-life ecological problem.

    Keywords: Community Ecologypopulation ecologypredationAlaskaSea otterkiller whaleOrcinus orcamarine mammalkelp bedpredatorecological energetics

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    Exaggerated Traits and Breeding Success in Widowbirds
    National Center for Case Study Teaching in Science- this interrupted case focuses on sexual selection in widowbirds.

    Keywords: Evolutionexperimental designsexual dimorphismsexual selectionNatural SelectionWidowbirdsbirdintrasexual selectionintersexual selectionhandicap hypothesis

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    Statistical Exploration of Climate Data
    In this module the students will learn some basic concepts in statistical thinking about data, with emphasis on exploratory data analysis.

    Keywords: modulelinear regressioncase studyclimate datamoving averagesin-class activity

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    A Very Basic Tutorial for Performing Linear Mixed Effects Analyses: Tutorial 2
    The second of two tutorials that introduce you to linear and linear mixed models. This tutorial serves as a quick boot camp to jump-start your own analyses with linear mixed effects models.

    Keywords: statisticsRdata analysisgraphingconceptsstatsregressionmixed modelslinear modelsfixed effectsrandom effectsintroductionResources @ QUBES - Teaching & Referencetechnologytutorial 2boot campbeginner

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    Beanbag Toss (Grades 6-8)
    The classroom lesson presents students with the task of developing a fair--yet challenging--beanbag toss game.

    Keywords: parametersdata collectionMeanMedian & Mode

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    Accelerated Reader (Grades 3-5)
    This classroom lesson presents students with the task of designing a reading schedule to help them reach an overall (total word) reading goal for the year.

    Keywords: rates

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    Do urban yards serve as a refuge for native land snail species?
    This module contains a series of take-home activities to prepare students to analyze their own dataset collected in lab.

    Keywords: urban ecosystemsrefugia from habitat lossgroup homework

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    Spreadsheet Tutorial 1: Adapted to Anatomy and Physiology
    Adapted the examples to Anatomy and Physiology relevant topics and implemented in BIO165L Anatomy and Physiology I Laboratory for non-majors.

    Keywords: Resources @ HHMI - BioInteractivesummary statisticsScientific ProcessScientific Methodology

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    AIM-UP! Coal balls lesson
    In this activity, students learn about ancient plant life and climate change by examining coal balls. In addition to the lesson itself, information is provided on where to purchase coal ball peel...

    Keywords: ecologybotanyResources @ AIM-UP!climate changeglobal warmingfossilcoalpaleontologypaleobotany

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    Using HHMI Tutorials to Prepare Students for Investigating Authentic Datasets in Biology
    HHMI tutorial modules were modified and condensed to bring all students up to the same skill level, and students took a pre-assessment to demonstrate adequate preparation for class.

    Keywords: Scientific ProcessStatistics and MathScientific Methodology

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