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---
layout: page
title: Tutorials
permalink: /tutorials/
---
<!-- Slider Start -->
<section id="global-header">
<div class="container">
<div class="row">
<div class="col-md-12">
<div class="block">
<h1>CODING CLUB TUTORIALS</h1>
<p>Here you can find our collection of programming and statistics tutorials. We welcome feedback on our work and are happy to answer any questions you might have on how to complete the tutorials.</p>
</div>
</div>
</div>
</div>
</section>
<!-- Portfolio Start -->
<section id="portfolio-work">
<div class="container">
<div class="row">
<div class="col-md-12">
<div class="block">
<div class="portfolio-menu">
<ul>
<li class="filter" data-filter="all">All tutorials</li>
<li class="filter" data-filter=".Rbasics">Introductory</li>
<li class="filter" data-filter=".Intermediate">Intermediate</li>
<li class="filter" data-filter=".Advanced">Advanced</li>
<li class="filter" data-filter=".Github">Github</li>
<li class="filter" data-filter=".Dataform">Data manipulation</li>
<li class="filter" data-filter=".Datavis">Data visualisation</li>
<li class="filter" data-filter=".Modelling">Modelling</li>
<li class="filter" data-filter=".Markdown">Markdown</li>
<li class="filter" data-filter=".Python">Python</li>
<li class="filter" data-filter=".GEE">Google Earth Engine</li>
</ul>
</div>
<p>We regularly post tutorials, which you can complete in-person at one of <a href="https://drive.google.com/file/d/1etKfW5HtOhrut9nBhl4dY8heoyJafAyC/view?usp=sharing" target ="_blank">our workshops in Edinburgh</a> or online in your own time.</p>
<p>The cool R sticker images are mostly by <a href="https://www.rstudio.com/about/gear/" target="_blank">RStudio.</a></p>
<center><h2>COMING SOON:</h2>
<ul><li><b>Animated graphs</b></li>
<li><b>Power analysis</b></li>
<li><b>Webscraping using Python</b></li>
<li><b>Structural equation modelling</b></li>
<li><b>Biodiversity metrics & similarity analysis</b></li>
<div class="portfolio-contant">
<ul id="portfolio-contant-active">
<li class="mix Rbasics">
<a href="https://ourcodingclub.github.io/2016/11/13/intro-to-r.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/work1.jpg" alt="">
<div class="overly">
<div class="position-center">
<h2>Intro to R 1</h2>
<p>Getting started with R and R studio </p>
</div>
</div>
</a>
</li>
<li class="mix Rbasics">
<a href="https://ourcodingclub.github.io/2016/11/15/troubleshooting.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/intro_2.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Intro to R 2</h2>
<p>Troubleshooting and how to find help </p>
</div>
</div>
</a>
</li>
<li class="mix Intermediate Markdown">
<a href="https://ourcodingclub.github.io/2016/11/24/rmarkdown-1.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/work4.jpg" alt="">
<div class="overly">
<div class="position-center">
<h2>Markdown</h2>
<p>Using Markdown to save and share code </p>
</div>
</div>
</a>
</li>
<li class="mix Rbasics Github Dataform">
<a href="https://ourcodingclub.github.io/2017/04/25/etiquette.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/etiquette.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Coding etiquette</h2>
<p>Writing clear, informative and easy to use code</p>
</div>
</div>
</a>
</li>
<li class="mix Markdown Github Rbasics Intermediate">
<a href="https://ourcodingclub.github.io/2017/11/23/tutorials.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/sharing.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Transferring quantitative skills among scientists</h2>
<p>Turning your code into online tutorials</p>
</div>
</div>
</a>
</li>
<li class="mix Rbasics Dataform">
<a href="https://ourcodingclub.github.io/2017/01/16/piping.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/work3.jpg" alt="">
<div class="overly">
<div class="position-center">
<h2>Easy and efficient data manipulation 3</h2>
<p>Using tidyr, dplyr and pipes</p>
</div>
</div>
</a>
</li>
<li class="mix Rbasics Datavis">
<a href="https://ourcodingclub.github.io/2017/01/29/datavis.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/work6.jpg" alt="">
<div class="overly">
<div class="position-center">
<h2>Data visualisation</h2>
<p>Making beautiful and informative graphs </p>
</div>
</div>
</a>
</li>
<li class="mix Intermediate Datavis Dataform">
<a href="https://ourcodingclub.github.io/2017/03/29/data-vis-2.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/ggplot2.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Data visualisation 2</h2>
<p>Customising your figures </p>
</div>
</div>
</a>
</li>
<li class="mix Intermediate Dataform Datavis">
<a href="https://ourcodingclub.github.io/2017/03/20/seecc.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/tidyverseicon.jpg" alt="">
<div class="overly">
<div class="position-center">
<h2>Working efficiently with large datasets</h2>
<p>Quantifying population change and visualising species occurrence</p>
</div>
</div>
</a>
</li>
<li class="mix Advanced Dataform Datavis Modelling">
<a href="https://ourcodingclub.github.io/2018/03/06/tidyverse.html#tidyverse">
<img src="{{ site.baseurl }}/img/portfolio/logos/adv_tidyverse.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Advanced tidyverse workflows</h2>
<p>Working with many models & functional programming</p>
</div>
</div>
</a>
</li>
<li class="mix Intermediate Dataform Datavis">
<a href="https://ourcodingclub.github.io/2017/02/08/funandloops.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/funl.jpg" alt="">
<div class="overly">
<div class="position-center">
<h2>Intro to loops and functions in R</h2>
<p>Saving yourself lots of copying and pasting </p>
</div>
</div>
</a>
</li>
<li class="mix Intermediate Datavis">
<a href="https://ourcodingclub.github.io/2017/11/11/popchange.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/popchange2.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Quantifying and visualising population trends</h2>
<p>Making maps of populations and population change</p>
</div>
</div>
</a>
</li>
<li class="mix GEE">
<a href="https://ourcodingclub.github.io/2018/11/26/earth-engine.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/gee_logo.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Analysing remote-sensing data using the Google Earth Engine</h2>
<p>Quantifying forest cover change in protected areas</p>
</div>
</div>
</a>
</li>
<li class="mix Intermediate Datavis Dataform">
<a href="https://ourcodingclub.github.io/2018/01/06/occurrence.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/occur_icon.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Manipulation and visualisation of occurrence data</h2>
<p>Cleaning occurrence data and customising graphs and maps</p>
</div>
</div>
</a>
</li>
<li class="mix Advanced Datavis">
<a href="https://ourcodingclub.github.io/2017/03/20/seecc.html#Flickr">
<img src="{{ site.baseurl }}/img/portfolio/logos/sp_map.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Species occurrence and density maps</h2>
<p>Using GBIF and Flickr data to visualise species occurrence</p>
</div>
</div>
</a>
</li>
<li class="mix Github RBasics">
<a href="https://ourcodingclub.github.io/2017/02/27/git.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/work7.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Intro to Github for version control</h2>
<p>Keeping track of your code and its many versions</p>
</div>
</div>
</a>
</li>
<li class="mix Github RBasics">
<a href="https://ourcodingclub.github.io/2017/05/15/git-for-labs.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/git_lab.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Setting up a GitHub repository for your lab</h2>
<p>Version control & code management with GitHub</p>
</div>
</div>
</a>
</li>
<li class="mix RBasics Modelling">
<a href="https://ourcodingclub.github.io/2017/02/28/modelling.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/lmicon.jpg" alt="">
<div class="overly">
<div class="position-center">
<h2>From distributions to linear models</h2>
<p>Getting comfortable with the basics of statistical modelling</p>
</div>
</div>
</a>
</li>
<li class="mix RBasics Modelling Advanced">
<a href="https://ourcodingclub.github.io/2018/04/06/model-design.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/design_icon.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Intro to Model Design</h2>
<p>How to turn a research question into a model</p>
</div>
</div>
</a>
</li>
<li class="mix Advanced Modelling">
<a href="https://ourcodingclub.github.io/2017/03/15/mixed-models.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/mix_mod.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Introduction to linear mixed models</h2>
<p>Getting to grips with fixed and random effects</p>
</div>
</div>
</a>
</li>
<li class="mix Advanced Modelling">
<a href="https://ourcodingclub.github.io/2018/01/22/mcmcglmm.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/meta_icon.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Introduction to meta-analysis & Bayesian statistics</h2>
<p>Using the MCMCglmm package</p>
</div>
</div>
</a>
</li>
<li class="mix Advanced Modelling">
<a href="https://ourcodingclub.github.io/2018/04/17/stan-intro.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/stan_icon.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Intro to Stan</h2>
<p>Getting started with Bayesian modelling in Stan</p>
</div>
</div>
</a>
</li>
<li class="mix Intermediate Advanced Modelling">
<a href="https://ourcodingclub.github.io/2018/04/30/stan-2.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/stan2_icon.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Generalised linear models in Stan</h2>
<p>Using the rstanarm and brms packages</p>
</div>
</div>
</a>
</li>
<li class="mix Advanced Modelling">
<a href="https://ourcodingclub.github.io/2018/12/04/inla.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/inla_logo.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Intro to modelling using INLA</h2>
<p>Accounting for spatial autocorrelation</p>
</div>
</div>
</a>
</li>
<li class="mix Intermediate Dataform Datavis">
<a href="https://ourcodingclub.github.io/2017/03/21/data-clustering.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/clustericon.jpg" alt="">
<div class="overly">
<div class="position-center">
<h2>Intro to data clustering</h2>
<p>Finding patterns in your data</p>
</div>
</div>
</a>
</li>
<li class="mix Intermediate Modelling Datavis">
<a href="https://ourcodingclub.github.io/2018/05/04/ordination.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/oridnation_icon.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Intro to ordination</h2>
<p>Finding patterns in your data</p>
</div>
</div>
</a>
</li>
<li class="mix Modelling Intermediate RBasics">
<a href="https://ourcodingclub.github.io/2017/04/26/time.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/work10.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Time Series Data</h2>
<p>Forecasting and decomposing temporal trends</p>
</div>
</div>
</a>
</li>
<li class="mix Modelling Intermediate RBasics">
<a href="https://ourcodingclub.github.io/2018/10/15/machine-learning.html">
<img src="{{ site.baseurl }}/img/portfolio/machine_logo.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Intro to machine learning in R</h2>
<p>Using the K-nn algorithm</p>
</div>
</div>
</a>
</li>
<li class="mix Datavis Advanced">
<a href="https://ourcodingclub.github.io/2018/01/29/qualitative.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/hex_qual.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Qualitative Data</h2>
<p>Survey data, Likert scales, and text mining</p>
</div>
</div>
</a>
</li>
<li class="mix Intermediate Datavis">
<a href="https://ourcodingclub.github.io/2016/12/11/maps_tutorial.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/work8_3.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Maps and spatial analysis</h2>
<p>Using R as a GIS software tool and creating informative maps</p>
</div>
</div>
</a>
</li>
<li class="mix Advanced Datavis">
<a href="https://ourcodingclub.github.io/2017/03/07/shiny.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/work5.jpg" alt="">
<div class="overly">
<div class="position-center">
<h2>Shiny</h2>
<p>Making interactive graphs and web apps</p>
</div>
</div>
</a>
</li>
<li class="mix Intermediate Dataform">
<a href="https://ourcodingclub.github.io/2017/03/06/webscraping.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/work9.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Web Scraping</h2>
<p>Retrieving useful information from web pages </p>
</div>
</div>
</a>
</li>
<li class="mix Python Intro Rbasics">
<a href="https://ourcodingclub.github.io/2018/11/05/python_crash_course.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/work11.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Python Crash Course</h2>
<p>How to get started with Python</p>
</div>
</div>
</a>
</li>
<li class="mix Python RBasics">
<a href="https://ourcodingclub.github.io/2018/01/26/python-intro.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/work11.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Working with data in Python</h2>
<p>Reading and plotting scientific data</p>
</div>
</div>
</a>
</li>
<li class="mix Python RBasics">
<a href="https://ourcodingclub.github.io/2018/11/30/numpy.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/numpy_logo.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Numbers in Python with NumPy</h2>
<p>Working with array of numbers</p>
</div>
</div>
</a>
</li>
<li class="mix Python">
<a href="https://ourcodingclub.github.io/2018/04/18/pandas-python-intro.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/python_pandas.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Python for Data Analysis and Visualisation</h2>
<p>Using Pandas and Matplotlib</p>
</div>
</div>
</a>
</li>
<li class="mix Fortran">
<a href="https://ourcodingclub.github.io/2018/07/30/fortran-intro.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/fortran_logo.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Introduction to Fortran</h2>
<p>Writing a simple Fortran program</p>
</div>
</div>
</a>
</li>
<li class="mix Python Iris Intermediate">
<a href="https://ourcodingclub.github.io/2018/10/31/iris-python-data-vis.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/iris_logo.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Introduction to Iris</h2>
<p>Analysing Earth science and climate data with Python's Iris toolkit</p>
</div>
</div>
</a>
</li>
<li class="mix Python Advanced Modelling">
<a href="https://ourcodingclub.github.io/2018/12/10/topic-modelling-python.html">
<img src="{{ site.baseurl }}/img/portfolio/logos/topic-modelling-python.png" alt="">
<div class="overly">
<div class="position-center">
<h2>Topic Modelling in Python</h2>
<p>Unsupervised Machine Learning to Find Tweet Topics</p>
</div>
</div>
</a>
</li>
</ul>
</div>
</div>
</div>
</div>
</div>
</section>
<!-- Call to action Start -->
<section id="call-to-action">
<div class="container">
<div class="row">
<div class="col-md-12">
<div class="block">
<h2>We are always looking for new ideas and feedback.</h2>
<b><p><big>We are very keen to discuss ways to innovate teaching in quantitative analysis and are also happy to share our experience in creating and leading Coding Club. Feel free to contact us with any questions or feedback: we would really appreciate your input!</big></p></b>
<a class="btn btn-default btn-call-to-action" href="#" >Get in touch</a>
</div>
</div>
</div>
</div>
</section>