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<!DOCTYPE html>
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<title>Search — Climatematch Academy: Computational Tools for Climate Science</title>
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<h1 class="site-logo" id="site-title">Climatematch Academy: Computational Tools for Climate Science</h1>
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<a class="reference internal" href="tutorials/intro.html">
Introduction
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Schedule
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General Schedule
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Shared calendars
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Technical Help
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Using jupyterbook
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<strong>
Using JupyterHub
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<a class="reference internal" href="tutorials/TechnicalHelp/Tutorial_colab.html">
Using Google Colab
</a>
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<a class="reference internal" href="tutorials/TechnicalHelp/Tutorial_kaggle.html">
Using Kaggle
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Using discord
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Quick links and policies
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<a class="reference internal" href="tutorials/prereqs/ClimateScience.html">
Prerequisites and preparatory materials for Computational Tools for Climate Science
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<p aria-level="2" class="caption" role="heading">
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Fundamentals
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<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/chapter_title.html">
Climate System Overview (W1D1)
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<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_Intro.html">
Intro
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<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_Tutorial1.html">
Tutorial 1: Creating DataArrays and Datasets to Assess Global Climate Data
</a>
</li>
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<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_Tutorial2.html">
Tutorial 2: Selection, Interpolation and Slicing
</a>
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<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_Tutorial3.html">
Tutorial 3: Opening and Plotting netCDF Data
</a>
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<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_Tutorial4.html">
Tutorial 4: Arithmetic and Aggregation Methods
</a>
</li>
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<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_Tutorial5.html">
Tutorial 5: Xarray Data Analysis and Climatology
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_Tutorial6.html">
Tutorial 6: Compute and Plot Temperature Anomalies
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_Tutorial7.html">
Tutorial 7: Other Computational Tools in Xarray
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_Tutorial8.html">
Tutorial 8: Masking with One Condition
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_Tutorial9.html">
Tutorial 9: Masking with Multiple Conditions
</a>
</li>
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<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_Outro.html">
Outro
</a>
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<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/further_reading.html">
Suggested Further Reading
</a>
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<a class="reference internal" href="tutorials/W1D1_ClimateSystemOverview/instructor/W1D1_DaySummary.html">
Day Summary
</a>
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</ul>
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<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/chapter_title.html">
Good Research Practices (Projects)
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<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/instructor/Projects_Intro.html">
Intro
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/instructor/Projects_Tutorial1.html">
Tutorial 1: Finding a Phenomenon and Asking a Question About It
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/instructor/Projects_Tutorial2.html">
Tutorial 2: Doing a Literature Review
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/instructor/Projects_Tutorial3.html">
Tutorial 3: Identifying the Basic Ingredients
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/instructor/Projects_Tutorial4.html">
Tutorial 4: Formulating a Hypothesis
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/instructor/Projects_Tutorial5.html">
Tutorial 5: Drafting the Analysis
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/instructor/Projects_Tutorial6.html">
Tutorial 6: Implementing the Analysis
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/instructor/Projects_Tutorial7.html">
Tutorial 7: Interpreting the Results
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/instructor/Projects_Tutorial8.html">
Tutorial 8: Communicating Your Conclusions
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/instructor/Projects_Outro.html">
Outro
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/Projects_GoodResearchPractices/instructor/Projects_DaySummary.html">
Day Summary
</a>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Climate Data
</span>
</p>
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<a class="reference internal" href="tutorials/W1D2_StateoftheClimateOceanandAtmosphereReanalysis/chapter_title.html">
State of the Climate Ocean and Atmosphere Reanalysis (W1D2)
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<a class="reference internal" href="tutorials/W1D2_StateoftheClimateOceanandAtmosphereReanalysis/instructor/W1D2_Intro.html">
Intro
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<a class="reference internal" href="tutorials/W1D2_StateoftheClimateOceanandAtmosphereReanalysis/instructor/W1D2_Tutorial1.html">
Tutorial 1: Calculating ENSO with Xarray
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<a class="reference internal" href="tutorials/W1D2_StateoftheClimateOceanandAtmosphereReanalysis/instructor/W1D2_Tutorial2.html">
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Tutorial 2: A Lot of Weather Makes Climate - Exploring the ERA5 Reanalysis
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<a class="reference internal" href="tutorials/W1D2_StateoftheClimateOceanandAtmosphereReanalysis/instructor/W1D2_Tutorial3.html">
Tutorial 3: Atmospheric Circulation
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<a class="reference internal" href="tutorials/W1D2_StateoftheClimateOceanandAtmosphereReanalysis/instructor/W1D2_Tutorial4.html">
Tutorial 4: Oceanic Wind-driven Circulation
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<a class="reference internal" href="tutorials/W1D2_StateoftheClimateOceanandAtmosphereReanalysis/instructor/W1D2_Tutorial5.html">
Tutorial 5: Thermohaline Circulation
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<a class="reference internal" href="tutorials/W1D2_StateoftheClimateOceanandAtmosphereReanalysis/instructor/W1D2_Tutorial6.html">
Tutorial 6: Ocean Heat Content
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Outro
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Suggested Further Reading
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<a class="reference internal" href="tutorials/W1D2_StateoftheClimateOceanandAtmosphereReanalysis/instructor/W1D2_DaySummary.html">
Day Summary
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<a class="reference internal" href="tutorials/W1D3_RemoteSensingLandOceanandAtmosphere/chapter_title.html">
Remote Sensing Land Ocean and Atmosphere (W1D3)
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<a class="reference internal" href="tutorials/W1D3_RemoteSensingLandOceanandAtmosphere/instructor/W1D3_Intro.html">
Intro
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<a class="reference internal" href="tutorials/W1D3_RemoteSensingLandOceanandAtmosphere/instructor/W1D3_Tutorial1.html">
<strong>
Tutorial 1: Introduction to Remote Sensing
</strong>
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<a class="reference internal" href="tutorials/W1D3_RemoteSensingLandOceanandAtmosphere/instructor/W1D3_Tutorial2.html">
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Tutorial 2: Exploring Satellite Climate Data Records
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Tutorial 3: Visualizing Satellite CDR - Global Vegetation Mapping
</strong>
</a>
</li>
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<a class="reference internal" href="tutorials/W1D3_RemoteSensingLandOceanandAtmosphere/instructor/W1D3_Tutorial4.html">
<strong>
Tutorial 4: Understanding Climatology Through Precipitation Data
</strong>
</a>
</li>
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<a class="reference internal" href="tutorials/W1D3_RemoteSensingLandOceanandAtmosphere/instructor/W1D3_Tutorial5.html">
<strong>
Tutorial 5: Calculating Anomalies Using Precipitation Data
</strong>
</a>
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<a class="reference internal" href="tutorials/W1D3_RemoteSensingLandOceanandAtmosphere/instructor/W1D3_Tutorial6.html">
<strong>
Tutorial 6: Large Scale Climate Variability - ENSO
</strong>
</a>
</li>
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<a class="reference internal" href="tutorials/W1D3_RemoteSensingLandOceanandAtmosphere/instructor/W1D3_Tutorial7.html">
<strong>
Tutorial 7: Impact of Climate Variability - Precipitation
</strong>
</a>
</li>
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<a class="reference internal" href="tutorials/W1D3_RemoteSensingLandOceanandAtmosphere/instructor/W1D3_Tutorial8.html">
<strong>
Tutorial 8: Comparing Satellite Products With In Situ Data
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W1D3_RemoteSensingLandOceanandAtmosphere/instructor/W1D3_Outro.html">
Outro
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<a class="reference internal" href="tutorials/W1D3_RemoteSensingLandOceanandAtmosphere/further_reading.html">
Suggested Further Reading
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</ul>
</li>
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/chapter_title.html">
Paleoclimate (W1D4)
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/instructor/W1D4_Intro.html">
Intro
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/instructor/W1D4_Tutorial1.html">
<strong>
Tutorial 1: Paleoclimate Proxies
</strong>
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/instructor/W1D4_Tutorial2.html">
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Tutorial 2: Reconstructing Past Changes in Ocean Climate
</strong>
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/instructor/W1D4_Tutorial3.html">
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Tutorial 3: Reconstructing Past Changes in Terrestrial Climate
</strong>
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</li>
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/instructor/W1D4_Tutorial4.html">
<strong>
Tutorial 4: Reconstructing Past Changes in Atmospheric Climate
</strong>
</a>
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/instructor/W1D4_Tutorial5.html">
<strong>
Tutorial 5: Paleoclimate Data Analysis Tools
</strong>
</a>
</li>
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/instructor/W1D4_Tutorial6.html">
<strong>
Tutorial 6: Spectral Analysis of Paleoclimate Data
</strong>
</a>
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/instructor/W1D4_Tutorial7.html">
<strong>
Tutorial 7: Assessing Climate Forcings
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W1D4_Paleoclimate/instructor/W1D4_Tutorial8.html">
<strong>
Tutorial 8: Paleoclimate Models
</strong>
</a>
</li>
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/instructor/W1D4_Tutorial9.html">
<strong>
Tutorial 9: Paleoclimate Reanalysis Products
</strong>
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</li>
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/instructor/W1D4_Outro.html">
Outro
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<a class="reference internal" href="tutorials/W1D4_Paleoclimate/further_reading.html">
Suggested Further Reading
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</li>
</ul>
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</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Climate Future
</span>
</p>
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<a class="reference internal" href="tutorials/W1D5_ClimateModeling/chapter_title.html">
Climate Modeling (W1D5)
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<a class="reference internal" href="tutorials/W1D5_ClimateModeling/instructor/W1D5_Intro.html">
Intro
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</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W1D5_ClimateModeling/instructor/W1D5_Tutorial1.html">
<strong>
Tutorial 1 : A Simple Greenhouse Model
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W1D5_ClimateModeling/instructor/W1D5_Tutorial2.html">
<strong>
Tutorial 2 : Energy Balance
</strong>
</a>
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<li class="toctree-l2">
<a class="reference internal" href="tutorials/W1D5_ClimateModeling/instructor/W1D5_Tutorial3.html">
<strong>
Tutorial 3 : A Zero-Dimensional Energy Balance Model
</strong>
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</li>
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<a class="reference internal" href="tutorials/W1D5_ClimateModeling/instructor/W1D5_Tutorial4.html">
<strong>
Tutorial 4: Climate Feedbacks
</strong>
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</li>
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<a class="reference internal" href="tutorials/W1D5_ClimateModeling/instructor/W1D5_Tutorial5.html">
<strong>
Tutorial 5: Radiative Equilibrium
</strong>
</a>
</li>
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<a class="reference internal" href="tutorials/W1D5_ClimateModeling/instructor/W1D5_Tutorial6.html">
<strong>
Tutorial 6: Radiative Convective Equilibrium
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W1D5_ClimateModeling/instructor/W1D5_Tutorial7.html">
<strong>
Tutorial 7: Introduction to Earth System Models
</strong>
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<a class="reference internal" href="tutorials/W1D5_ClimateModeling/instructor/W1D5_Outro.html">
Outro
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<a class="reference internal" href="tutorials/W1D5_ClimateModeling/further_reading.html">
Suggested Further Reading
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</li>
</ul>
</li>
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<a class="reference internal" href="tutorials/W2D1_FutureClimate-IPCCIPhysicalBasis/chapter_title.html">
Future Climate - IPCC I Physical Basis (W2D1)
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Intro
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<a class="reference internal" href="tutorials/W2D1_FutureClimate-IPCCIPhysicalBasis/instructor/W2D1_Tutorial1.html">
Figure settings
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Figure settings
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Figure settings
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<a class="reference internal" href="tutorials/W2D1_FutureClimate-IPCCIPhysicalBasis/instructor/W2D1_Tutorial4.html">
Figure settings
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<a class="reference internal" href="tutorials/W2D1_FutureClimate-IPCCIPhysicalBasis/instructor/W2D1_Tutorial5.html">
Figure settings
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<a class="reference internal" href="tutorials/W2D1_FutureClimate-IPCCIPhysicalBasis/instructor/W2D1_Tutorial6.html">
Figure settings
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<a class="reference internal" href="tutorials/W2D1_FutureClimate-IPCCIPhysicalBasis/instructor/W2D1_Outro.html">
Outro
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<a class="reference internal" href="tutorials/W2D1_FutureClimate-IPCCIPhysicalBasis/further_reading.html">
Suggested Further Reading
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="tutorials/W2D3_FutureClimate-IPCCII%26IIISocio-EconomicBasis/chapter_title.html">
Future Climate - IPCC II & III Socio-Economic Basis (W2D3)
</a>
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<a class="reference internal" href="tutorials/W2D3_FutureClimate-IPCCII%26IIISocio-EconomicBasis/instructor/W2D3_Intro.html">
Intro
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D3_FutureClimate-IPCCII%26IIISocio-EconomicBasis/instructor/W2D3_Tutorial1.html">
<strong>
Tutorial 1:
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D3_FutureClimate-IPCCII%26IIISocio-EconomicBasis/instructor/W2D3_Tutorial2.html">
<strong>
Tutorial 2: Transition Goals and Integrated Assessment Models
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D3_FutureClimate-IPCCII%26IIISocio-EconomicBasis/instructor/W2D3_Tutorial3.html">
<strong>
Tutorial 3: IAMs and SSPs
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D3_FutureClimate-IPCCII%26IIISocio-EconomicBasis/instructor/W2D3_Tutorial4.html">
<strong>
Tutorial 4: Public Opinion on the Climate Emergency and Why it Matters
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D3_FutureClimate-IPCCII%26IIISocio-EconomicBasis/instructor/W2D3_Outro.html">
Outro
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</li>
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<a class="reference internal" href="tutorials/W2D3_FutureClimate-IPCCII%26IIISocio-EconomicBasis/further_reading.html">
<strong>
Tutorial 2 Further Reading
</strong>
</a>
</li>
</ul>
</li>
</ul>
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<span class="caption-text">
Climate Response
</span>
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<a class="reference internal" href="tutorials/W2D4_ClimateResponse-Extremes%26Variability/chapter_title.html">
Climate Response - Extremes & Variability (W2D4)
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Intro
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<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D4_ClimateResponse-Extremes%26Variability/instructor/W2D4_Tutorial1.html">
<strong>
Tutorial 1: Distributions
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D4_ClimateResponse-Extremes%26Variability/instructor/W2D4_Tutorial2.html">
<strong>
Tutorial 2: What is an Extreme Event? Empirical Return Levels
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D4_ClimateResponse-Extremes%26Variability/instructor/W2D4_Tutorial3.html">
<strong>
Tutorial 3: Extreme Value Analysis - the GEV Distribution
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D4_ClimateResponse-Extremes%26Variability/instructor/W2D4_Tutorial4.html">
<strong>
Tutorial 4: Return Levels Using Normal and GEV Distributions
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D4_ClimateResponse-Extremes%26Variability/instructor/W2D4_Tutorial5.html">
<strong>
Tutorial 5: Non-stationarity in Historical Records
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D4_ClimateResponse-Extremes%26Variability/instructor/W2D4_Tutorial6.html">
<strong>
Tutorial 6: Scenario-dependence of Future Changes in Extremes
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D4_ClimateResponse-Extremes%26Variability/instructor/W2D4_Tutorial7.html">
<strong>
Tutorial 7: Non-Stationarity in the EVT-framework
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D4_ClimateResponse-Extremes%26Variability/instructor/W2D4_Tutorial8.html">
<strong>
Tutorial 8: Thresholds
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D4_ClimateResponse-Extremes%26Variability/instructor/W2D4_Outro.html">
Outro
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D4_ClimateResponse-Extremes%26Variability/further_reading.html">
Suggested Further Reading
</a>
</li>
</ul>
</li>
<li class="toctree-l1 has-children">
<a class="reference internal" href="tutorials/W2D5_ClimateResponse-AdaptationImpact/chapter_title.html">
Climate Response - Adaptation Impact (W2D5)
</a>
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<a class="reference internal" href="tutorials/W2D5_ClimateResponse-AdaptationImpact/instructor/W2D5_Intro.html">
Intro
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D5_ClimateResponse-AdaptationImpact/instructor/W2D5_Tutorial1.html">
<strong>
Tutorial 1: Linear and Logistic Regression
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D5_ClimateResponse-AdaptationImpact/instructor/W2D5_Tutorial2.html">
<strong>
Tutorial 2: Regression and Decision Trees on the Dengue Fever Dataset
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D5_ClimateResponse-AdaptationImpact/instructor/W2D5_Tutorial3.html">
<strong>
Tutorial 3: Logistic Regression and ANN on the Remote Sensing Crop Dataset
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D5_ClimateResponse-AdaptationImpact/instructor/W2D5_Tutorial4.html">
<strong>
Tutorial 4: Exploring other applications
</strong>
</a>
</li>
<li class="toctree-l2">
<a class="reference internal" href="tutorials/W2D5_ClimateResponse-AdaptationImpact/instructor/W2D5_Outro.html">
Outro
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</li>
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<a class="reference internal" href="tutorials/W2D5_ClimateResponse-AdaptationImpact/further_reading.html">
Suggested Further Reading
</a>
</li>
</ul>
</li>
</ul>
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Project Booklet
</span>
</p>
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<a class="reference internal" href="projects/README.html">
Introduction
</a>
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<li class="toctree-l1">
<a class="reference internal" href="projects/keynote.html">
Project Day keynote (W2D2)
</a>
</li>
<li class="toctree-l1">
<a class="reference internal" href="projects/docs/project_guidance.html">
Daily guide for projects
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Project materials
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<strong>
Sea Level Rise
</strong>
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<a class="reference internal" href="projects/project-notebooks/Ocean_acidification.html">
<strong>
Ocean Acidification
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The Impact of ENSO on Precipitation and Temperature
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<a class="reference internal" href="projects/project-notebooks/Regional_precipitation_variability.html">
Regional Precipitation Variability and Extreme Events
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