diff --git a/03-Thr/README.md b/03-Thr/README.md
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@@ -1,11 +1,6 @@
# Thursday tutorials
-## Tutorial 1
-- Presenter:
+## Open Science and Reproducible Workflows
+- Presenter: Andy Teucher
- Presentation materials:
- [YouTube recording]()
-
-## Tutorial 2
-- Presenter:
-- Presentation materials:
-- [YouTube recording]()
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+/.quarto/
+**/*.quarto_ipynb
+/slides_files/
+slides.html
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+
\ No newline at end of file
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diff --git a/03-Thr/open-science/outline.md b/03-Thr/open-science/outline.md
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+## What is Open Science
+
+- Open Data
+- Open Source tools
+- Open Code
+- Open Access publications
+
+## Open Data
+
+### FAIR Principles
+
+### CARE Principles
+
+## Open Source Tools
+
+## Open Code
+
+### Reproducible Workflows
+
+https://andyteucher.ca/pc-intermediate-r/workflows.html
+
+- Open Data
+- Programmatic analysis (e.g., R, Python, Julia)
+- Version Control
+- Dependency management (e.g., uv/pixi/conda, renv)
+- Literate Programming (https://andyteucher.ca/pc-intermediate-r/quarto.html)
+- Containerization (e.g., Docker)
+
+### Licensing
+
+https://andyteucher.ca/pc-intermediate-r/git-github.html?q=license#/choose-a-license
+
+## Resources
+
+Checklists: https://github.com/oceanhackweek/ohwyy_proj_template/issues
diff --git a/03-Thr/open-science/slides.qmd b/03-Thr/open-science/slides.qmd
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+---
+title: "Open Science and Reproducible Workflows"
+format:
+ revealjs:
+ theme: [moon, slides.scss]
+---
+
+## What is Open Science
+
+> The principles of open science are to make ... scientific research
+> transparent, available, and reproducible.\
+> - **NASA Open Science**
+
+- [Open Data\*]{.fragment .bold-in fragment-index=1}
+- [Open Source tools\*]{.fragment .bold-in fragment-index=1}
+- [Open Code\*]{.fragment .bold-in fragment-index=1}
+- Open Access publications
+
+[**\*Open Data Science**]{.fragment fragment-index=1}
+
+::: notes
+- Reproducibility is the key
+- Not just for peers and the scientific community, but important for
+ collaboration
+- You will always have at least one collaborator - your future self
+:::
+
+## Open Data Science
+
+[**The tooling and people enabling reproducible, transparent, and inclusive
+practices for data-intensive science**]{.small}
+
+
+
+::: notes
+**A beautiful feedback loop:** Using similar tooling promotes and streamlines
+teamwork. And teamwork better equips you to learn new tooling. With this shared
+mindset, the idea of team becomes ever-broadening, along with your abilities to
+adapt to an evolving softwarescape.
+:::
+
+# Open Data
+
+## FAIR Principles
+
+::: {.columns}
+::::: {.column width="40%"}
+- **F**indable
+- **A**ccessible
+- **I**nteroperable
+- **R**eusable
+:::::
+
+::::: {.column width="60%"}
+{height="500px"} :
+:::::
+:::
+
+
+
+## CARE Principles
+
+
+
+
+
+::: notes
+emphasis on greater data sharing creates a tension for Indigenous Peoples who
+are also asserting greater control over the application and use of Indigenous
+data and Indigenous Knowledge for collective benefit.
+
+- FAIR is mostly about how data is managed and stored, while CARE is about how
+ data is used and shared with respect to Indigenous Peoples.
+
+Collective Benefit Data ecosystems shall be designed and function in ways that
+enable Indigenous Peoples to derive benefit from the data.
+
+Authority to Control Indigenous Peoples' rights and interests in Indigenous data
+must be recognised and their authority to control such data be empowered.
+Indigenous data governance enables Indigenous Peoples and governing bodies to
+determine how Indigenous Peoples, as well as Indigenous lands, territories,
+resources, knowledges and geographical indicators, are represented and
+identified within data.
+
+Responsibility Those working with Indigenous data have a responsibility to share
+how those data are used to support Indigenous Peoples' self determination and
+collective benefit. Accountability requires meaningful and openly available
+evidence of these efforts and the benefits accruing to Indigenous Peoples.
+
+Ethics Indigenous Peoples' rights and wellbeing should be the primary concern at
+all stages of the data life cycle and across the data ecosystem.
+:::
+
+--------------------------------------------------------------------------------
+
+
+
+[Reused under CC-BY 4.0 license, from
+https://www.gida-global.org/careprinciples](https://static1.squarespace.com/static/5d3799de845604000199cd24/t/640792a43ba5c11a1073bbc8/1678217895508/TheCAREPrinciples.pdf){.small}
+
+--------------------------------------------------------------------------------
+
+
+
+[Reused under CC-BY 4.0 license, from
+https://www.gida-global.org/careprinciples](https://static1.squarespace.com/static/5d3799de845604000199cd24/t/640792a43ba5c11a1073bbc8/1678217895508/TheCAREPrinciples.pdf){.small}
+
+## FNIGC in Canada
+
+
+
+
+
+::: notes
+- FNIGC is the First Nations Information Governance Centre
+- Ownership, Control, Access, and Possession (OCAP) is a set of standards that
+ establish how First Nations data should be collected, protected, used, or
+ shared.
+- Course - Fundamentals of OCAP
+:::
+
+# Open Source Tools
+
+::: {.columns}
+::::: {.column width="40%"}
+{height="300px" fig-align="center"}
+:::::
+
+::::: {.column width="60%"}
+{height="200px" fig-align="center"}
+:::::
+:::
+
+{height="200px" fig-align="center"}
+
+::: notes
+- if you use proprietary software, you are not able to share your code and
+ workflows with others and they won't be able to run it without purchasing the
+ software
+- R and Python are the most popular programming languages for data science and
+ scientific computing
+- Julia is a newer programming language that is gaining popularity in the
+ scientific computing community
+:::
+
+# Open Code
+
+## Reproducible Workflows
+
+- Open Data
+- Programmatic analysis (e.g., R, Python, Julia)
+- Project-oriented Workflows
+- Version Control
+- Dependency management (e.g., uv/pixi/conda, renv)
+- Literate Programming (Quarto, Jupyter Noteboks)
+- Containerization (e.g., Docker)
+
+## Licensing
+
+> By default, a GitHub repo without an open source licence applied to it is
+> **not open source** (All Rights Reserved).
+
+- MIT is a good, permissive license for most projects
+- Apache 2.0 is similar, but adds an explicit patent grant
+
+### For work
+
+```r
+usethis::use_mit_license(
+ copyright_holder = "His Majesty the King in Right of Canada, as represented by the Minister responsible for Fisheries and Oceans Canada"
+)
+```
+
+### For personal projects {style="padding-top: 30px;"}
+
+```r
+usethis::use_mit_license(
+ copyright_holder = "Andy Teucher"
+)
+```
+
+## Resources
+
+Checklists: https://github.com/oceanhackweek/ohwyy_proj_template/issues
diff --git a/03-Thr/open-science/slides.scss b/03-Thr/open-science/slides.scss
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index 00000000..98893fb3
--- /dev/null
+++ b/03-Thr/open-science/slides.scss
@@ -0,0 +1,217 @@
+/*-- scss:defaults --*/
+// fonts
+@import 'https://fonts.googleapis.com/css2?family=Atkinson+Hyperlegible:ital,wght@0,400;0,700;1,400;1,700&display=swap';
+@import 'https://fonts.googleapis.com/css2?family=Atkinson+Hyperlegible:ital,wght@0,400;0,700;1,400;1,700&family=Gochi+Hand&display=swap';
+
+$font-family-sans-serif: "Atkinson Hyperlegible", sans-serif;
+
+$body-bg:#325c65ff;
+$body-color: #FFFFFF;
+$link-color: #C7B41D;
+$presentation-font-size-root: 40px;
+$git-orange: #ffa500;
+$highlight-term-color: #e2b4c3ff;
+$quote-color: adjust-color($color: $highlight-term-color, $lightness: 5%, $alpha: 1.0);
+
+// headings
+$headingTextTransform: none;
+$h1-font-size: 1.6em !default;
+$h2-font-size: 1.3em !default;
+$h3-font-size: 1.15em !default;
+
+/*-- scss:rules --*/
+
+.h-center {
+ margin: 0 auto;
+}
+.w-90 {
+ width: 90%;
+}
+
+/* Handwriting */
+.hand{
+ font-family: 'Gochi Hand', cursive;
+ font-size: 125%;
+}
+
+.color-gold {
+ color: #C7B41D;
+}
+
+.color-yellow {
+ color: #ffed27ff;
+}
+
+.small {
+ font-size: 0.75em;
+}
+
+.brshort {
+ line-height: 10px;
+}
+
+.reveal .slide .question {
+ margin: 1em;
+ padding-left: 1.0em;
+ padding-top: 0.25em;
+ padding-bottom: 0.25em;
+ background: #2fc89fff;
+ text-align: center;
+}
+
+.reveal .slide .question p::before {
+ content: "🤔 ";
+}
+
+.reveal .slide .notebox {
+ margin: 1em;
+ padding-left: 1.0em;
+ padding-top: 0.25em;
+ padding-bottom: 0.25em;
+ background: #f6d770ff;
+ border: 3px solid #fff;
+ color: #000000;
+ text-align: center;
+}
+
+.reveal .slide .poll {
+ border-left: 3px solid #FFD166;
+ padding-left: 0.5em;
+ padding-top: 0.25em;
+ padding-bottom: 0.25em;
+ background: #FFEDC2;
+}
+
+.reveal .slide .appex {
+ border-left: 3px solid #003559;
+ margin-top: 0.5em;
+ margin-bottom: 0.5em;
+ padding: 0.5em;
+ background: #EBF7FF;
+}
+
+.subtitle {
+ color: $link-color;
+ font-size: $h2-font-size;
+ font-family: $presentation-heading-font;
+}
+
+.author {
+ color: $link-color;
+ font-size: $h2-font-size;
+ font-family: $presentation-heading-font;
+}
+
+.footer {
+ color: $link-color;
+ font-family: $presentation-heading-font;
+}
+
+.reveal .slide-number {
+ color: $link-color;
+ font-family: $presentation-heading-font;
+}
+
+.reveal .panel-tabset [role=tab] {
+ font-size: 0.8em;
+}
+
+.reveal .footer {
+ color: $link-color;
+}
+
+.huge-primary {
+ font-family: $font-family-sans-serif;
+ font-size: 1500%;
+ font-weight: bold;
+ color: rgba(225, 237, 116, 1);
+}
+
+.center-x{
+ text-align: center;
+}
+
+.important {
+ color: $link-color;
+}
+
+.black-code {
+ color: #000000;
+ font-family: $font-family-monospace;
+ font-size: 2em;
+}
+
+.black-code-smaller {
+ color: #000000;
+ font-family: $font-family-monospace;
+ font-size: 1.5em;
+}
+
+.black-code-smallest {
+ color: #000000;
+ font-family: $font-family-monospace;
+ font-size: 1em;
+}
+
+.vertical-center {
+ margin: auto;
+ width: 50%;
+}
+
+#vcenter {
+ vertical-align: middle;
+}
+
+.v-center-container {
+ display: flex;
+ justify-content: center;
+ align-items: center;
+ height: 90%;
+}
+
+.reveal .slides .cell-output-tall code {
+ max-height: 600px;
+}
+
+.reveal .slides .resources {
+ position: absolute;
+ bottom: 0;
+ right: 0;
+ padding: 5px 0 0 0;
+ border-top: $link-color 1px solid;
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+
+.reveal .slides .resources p {
+ font-size: 0.75em;
+ color: $link-color;
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+
+span.highlight-term {
+ color: $highlight-term-color;
+ font-weight: bold;
+ font-style: italic;
+}
+
+span.git-orange {
+ color: $git-orange;
+}
+
+.reveal .slides .sourceCode code {
+ background-color: #3a3a3aff;
+}
+
+.reveal .slides blockquote {
+ font-style: italic;
+ color: $quote-color;
+ border-color: $quote-color;
+}
+
+.reveal .slides section .fragment.bold-in {
+ opacity: 1;
+ visibility: inherit;
+}
+
+.reveal .slides section .fragment.bold-in.visible {
+ font-weight: bold;
+}