fix typos

readme.md

@@ -1,16 +1,16 @@
-# 2024 VBRc Virtual Workshop Materials 
+# 2024 VBRc Virtual Workshop Materials
 
-This repository contains example code and exercises for the 2024 VBRc workshop 
-(July 15-18 2024). 
+This repository contains example code and exercises for the 2024 VBRc workshop
+(July 15-18 2024).
 
-### Workshop Recordings 
+### Workshop Recordings
 
 The talks and tutorials were recorded and are available for viewing at the following links:
 
 * Day 1 - [Welcome to the VBRc Virtual Workshop](https://vimeo.com/990185409/8e5a9e8a08) (5 minutes)
 * Day 1 - [Introducing the VBRc](https://vimeo.com/990199290/e84ba373b5) (18 minutes)
 * Day 1 - [Tutorial: Getting Started with the VBRc](https://vimeo.com/990221721/83db0ebc66) (77 minutes)
-* Day 1 - Tutorial: Introcuction to Anelasticity with the VBRc (link not avialabe yet)
+* Day 1 - [Tutorial: Introduction to Anelasticity with the VBRc]() (link not available yet)
 * Day 2 - [Joseph Byrnes - Connecting the Upper Mantle to Volcanoes in the Western United States](https://vimeo.com/990121861/0a9c7026da) (52 minutes)
 * Day 2 - [Tutorial: Interpreting Seismic Obsrevations with the VBRc](https://vimeo.com/990148743/950d92bbc4) (52 minutes)
 * Day 3 - [Josh Russell -  Unlocking Pacific upper mantle state using the VBRc: What are the roles of mantle grain size and melt?](https://vimeo.com/989709054/551cf48903) (50 minutes)
@@ -20,57 +20,53 @@ The talks and tutorials were recorded and are available for viewing at the follo
 * Day 4 - Chris Havlin - Open source, the VBRc and YOU! (link not available yet)
 * Day 4 - Tutorial: Setting up your VBRc development environment and submitting pull requests (link not available yet)
 
-### Workshop Documents 
+### Workshop Documents
 
 Workshop documents are availabe in the [public google drive](https://drive.google.com/drive/u/0/folders/121CV5RznanFgpG4B4-4lIJ2ttlpZhNs9)
 including:
 
-* [Workshop schedule](https://docs.google.com/document/d/1s9IZf7_B8hd9vwrgVe7HB32SytMeXd55HOiSatlX3A0) 
+* [Workshop schedule](https://docs.google.com/document/d/1s9IZf7_B8hd9vwrgVe7HB32SytMeXd55HOiSatlX3A0)
 * [Presentation slides](https://drive.google.com/drive/u/0/folders/17NlclKgLbsuViF9TQv7RiP8KHg1HVpVk)
 
-Archived versions of the presentations are also available at https://doi.org/10.5281/zenodo.12823718 
+Archived versions of the presentations are also available at https://doi.org/10.5281/zenodo.12823718
 
 ## Repository Description
 
-This repository contains starter code used during tutorials in the 2024 VBRc Virtual Workshop. 
-It is organized by the day of the workshop: 
+This repository contains starter code used during tutorials in the 2024 VBRc Virtual Workshop.
+It is organized by the day of the workshop:
 
 ### Day 1 (`day_1/`) - Basic Usage of the VBRc
 
-This directory contains scripts that introduce how the run the VBRc. The first 
+This directory contains scripts that introduce how the run the VBRc. The first
 four scripts are designed to be very simple entry points into running calculations:
 
-* `ex_01_basic_usage.m` - setting up and running a calculation 
-* `ex_02_adjusting_parameters.m` - understanding how method parameters are set and modified 
+* `ex_01_basic_usage.m` - setting up and running a calculation
+* `ex_02_adjusting_parameters.m` - understanding how method parameters are set and modified
 * `ex_03_deformation_mech_map.m` - using the VBRc to build a deformation mechanism map for steady state creep
-* `ex_04_asthenosphere_properties.m` - calculating some mechanical properties at asthenospheric conditions 
+* `ex_04_asthenosphere_properties.m` - calculating some mechanical properties at asthenospheric conditions
 
-The final script, `ex_05_anelastic_methods_melt.m`, introduces the anelastic methods available in the VBRc 
+The final script, `ex_05_anelastic_methods_melt.m`, introduces the anelastic methods available in the VBRc
 and compares dependence on melt fraction between anelastic methods.
 
 ### Day 2 (`day_2/`) - Interpreting Seismic Observations with the VBRc
 
-This directory contains scripts and functions related to using the VBRc for interpreting seismic observations. 
+This directory contains scripts and functions related to using the VBRc for interpreting seismic observations.
 
-* `ex_01_bayes_inference_0d.m` : builds a 2D VBRc look up table and runs a gridded bayesian inference. 
-* `ex_03_bayes_0d_mcmc_Tonly.m` : a single-parameter (Temperature) markov-chain monte carlo (mcmc) 
+* `ex_01_bayes_inference_0d.m` : builds a 2D VBRc look up table and runs a gridded bayesian inference.
+* `ex_03_bayes_0d_mcmc_Tonly.m` : a single-parameter (Temperature) markov-chain monte carlo (mcmc)
 inversion with Metropolis-Hastings (MH) sampling.
 
-The final two scripts use a parametrized 1-d temerpature model to introduce depth-dependent simulation. 
-* `ex_04_plot_model.m` - calculates and plots the 1d model 
+The final two scripts use a parametrized 1-d temerpature model to introduce depth-dependent simulation.
+* `ex_04_plot_model.m` - calculates and plots the 1d model
 * `ex_05_bayes_1d_mcmc.m` - `ex_01_bayes_inference_0d.m` modified to use the parametrized 1d model.
 
 Note that each of these scripts have corresponding subdirectories in `day_2` that include a number of helper functions.
 
 ### Day 3 (`day_3/`) - Mechanical properties across very broad timescales
 
-This directory contains an example of using the new theoretical andrade model in the VBRc (`ex_1_generic_andrade.m`) and 
+This directory contains an example of using the new theoretical andrade model in the VBRc (`ex_1_generic_andrade.m`) and
 an example of calculating the complex viscosity (`ex_2_complex_viscosity.m`).
 
-### Requirements 
+### Requirements
 
 The code here requires the VBRc (https://vbr-calc.github.io/vbr/).
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