update intro to unix for Feb 2025

This commit is contained in:
Natalie Elphick 2025-02-10 11:17:39 -08:00
parent 03f07124d1
commit f3bcc16916
8 changed files with 96 additions and 109 deletions

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@ -2923,7 +2923,7 @@ types/structures</strong> (ex. nested lists)</li>
<section id="min-break" class="title-slide slide level1"> <section id="min-break" class="title-slide slide level1">
<h1>10 min break</h1> <h1>10 min break</h1>
<center> <center>
<div class="countdown" id="timer_d165775b" data-update-every="1" tabindex="0" style="right:0;bottom:0;margin:5%;padding:50px;font-size:5em;position: relative; width: min-content;"> <div class="countdown" id="timer_45c35f34" data-update-every="1" tabindex="0" style="right:0;bottom:0;margin:5%;padding:50px;font-size:5em;position: relative; width: min-content;">
<div class="countdown-controls"><button class="countdown-bump-down"></button><button class="countdown-bump-up">+</button></div> <div class="countdown-controls"><button class="countdown-bump-down"></button><button class="countdown-bump-up">+</button></div>
<code class="countdown-time"><span class="countdown-digits minutes">10</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code> <code class="countdown-time"><span class="countdown-digits minutes">10</span><span class="countdown-digits colon">:</span><span class="countdown-digits seconds">00</span></code>
</div> </div>

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@ -4,7 +4,7 @@
<meta charset="utf-8"> <meta charset="utf-8">
<meta name="generator" content="pandoc"> <meta name="generator" content="pandoc">
<meta name="author" content="Natalie Elphick" /> <meta name="author" content="Natalie Elphick" />
<title>Introduction to Unix Command-line - Part 2</title> <title>Introduction to Unix Command-line</title>
<meta name="apple-mobile-web-app-capable" content="yes"> <meta name="apple-mobile-web-app-capable" content="yes">
<meta name="apple-mobile-web-app-status-bar-style" content="black-translucent"> <meta name="apple-mobile-web-app-status-bar-style" content="black-translucent">
<meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no, minimal-ui"> <meta name="viewport" content="width=device-width, initial-scale=1.0, maximum-scale=1.0, user-scalable=no, minimal-ui">
@ -1878,9 +1878,10 @@ document.addEventListener('DOMContentLoaded', function(e) {
<div class="slides"> <div class="slides">
<section> <section>
<h1 class="title">Introduction to Unix Command-line - Part 2</h1> <h1 class="title">Introduction to Unix Command-line</h1>
<h1 class="subtitle">Part 2</h1>
<h2 class="author">Natalie Elphick</h2> <h2 class="author">Natalie Elphick</h2>
<h3 class="date">March 12th 2024</h3> <h3 class="date">February 11th 2025</h3>
</section> </section>
<section id="section" class="slide level2"> <section id="section" class="slide level2">
@ -1892,7 +1893,7 @@ document.addEventListener('DOMContentLoaded', function(e) {
<section id="introductions" class="slide level2"> <section id="introductions" class="slide level2">
<h2>Introductions</h2> <h2>Introductions</h2>
<p><strong>Natalie Elphick</strong><br /> <p><strong>Natalie Elphick</strong><br />
Bioinformatician I</p> Bioinformatician II</p>
<p><br></p> <p><br></p>
<p><strong>Yihang Xin (TA)</strong><br /> <p><strong>Yihang Xin (TA)</strong><br />
Software Engineer III</p> Software Engineer III</p>
@ -1903,11 +1904,11 @@ Software Engineer III</p>
<p>Run the following commands if you did not attend part 1:</p> <p>Run the following commands if you did not attend part 1:</p>
<pre class="text"><code>mkdir unix_workshop</code></pre> <pre class="text"><code>mkdir unix_workshop</code></pre>
<pre class="text"><code>cd unix_workshop</code></pre> <pre class="text"><code>cd unix_workshop</code></pre>
<pre class="text"><code>curl -L -o unix_workshop_2024.tar.gz &#39;https://www.dropbox.com/scl/fi/o8msrl3a1k986jvjll4mv/unix_workshop_2024.tar.gz?rlkey=m7jfkvpz0iq12zdzphq7013l5&amp;dl=0&#39; <pre class="text"><code>curl -L -o unix_workshop.tar.gz &#39;https://www.dropbox.com/scl/fi/tdzpoivf7mienlenunqhf/unix_workshop.tar.gz?rlkey=6bfxnqgc5n4lgc9mc80ld75z4&amp;dl=0&#39;
</code></pre> </code></pre>
<pre class="text"><code>tar -xzf unix_workshop_2024.tar.gz</code></pre> <pre class="text"><code>tar -xzf unix_workshop.tar.gz</code></pre>
<pre class="text"><code>cd unix_workshop_2024</code></pre> <pre class="text"><code>cd unix_workshop</code></pre>
<pre class="text"><code>curl -o part_2/homo_sapiens.refseq.tsv.gz https://ftp.ensembl.org/pub/current_tsv/homo_sapiens/Homo_sapiens.GRCh38.111.refseq.tsv.gz</code></pre> <pre class="text"><code>curl -o part_2/homo_sapiens.refseq.tsv.gz https://ftp.ensembl.org/pub/current_tsv/homo_sapiens/Homo_sapiens.GRCh38.113.refseq.tsv.gz</code></pre>
</section> </section>
<section> <section>
@ -1937,7 +1938,7 @@ du -h part_2/homo_sapiens.refseq.tsv</code></pre>
</ul> </ul>
<pre class="text"><code>gzip part_2/homo_sapiens.refseq.tsv <pre class="text"><code>gzip part_2/homo_sapiens.refseq.tsv
du -h part_2/homo_sapiens.refseq.tsv.gz</code></pre> du -h part_2/homo_sapiens.refseq.tsv.gz</code></pre>
<pre><code>3.2M part_2/homo_sapiens.refseq.tsv.gz</code></pre> <pre><code>3.3M part_2/homo_sapiens.refseq.tsv.gz</code></pre>
<ul> <ul>
<li>Compressing it makes it a 10th of the size</li> <li>Compressing it makes it a 10th of the size</li>
</ul> </ul>
@ -1962,9 +1963,9 @@ compressed archive files</li>
<pre class="text"><code>tar -czf part_1.tar.gz part_1 <pre class="text"><code>tar -czf part_1.tar.gz part_1
ls -l</code></pre> ls -l</code></pre>
<pre><code>total 8 <pre><code>total 8
drwx---rw-@ 4 nelphick staff 128 Mar 12 09:36 part_1 drwx---rw-@ 4 nelphick staff 128 Feb 10 11:16 part_1
-rw-r--r-- 1 nelphick staff 803 Mar 12 12:52 part_1.tar.gz -rw-r--r-- 1 nelphick staff 801 Feb 10 11:16 part_1.tar.gz
drwxr-xr-x@ 4 nelphick staff 128 Mar 12 12:52 part_2</code></pre> drwxr-xr-x@ 4 nelphick staff 128 Feb 10 11:16 part_2</code></pre>
<ul> <ul>
<li>-c: create a new archive</li> <li>-c: create a new archive</li>
<li>-f: specify the name of the archive file</li> <li>-f: specify the name of the archive file</li>
@ -1992,7 +1993,6 @@ can use <code>gunzip -c</code></li>
</ul> </ul>
<pre class="text"><code>gunzip -c part_2/homo_sapiens.refseq.tsv.gz | head</code></pre> <pre class="text"><code>gunzip -c part_2/homo_sapiens.refseq.tsv.gz | head</code></pre>
<pre><code>gene_stable_id transcript_stable_id protein_stable_id xref db_name info_type source_identity xref_identity linkage_type <pre><code>gene_stable_id transcript_stable_id protein_stable_id xref db_name info_type source_identity xref_identity linkage_type
ENSG00000228037 ENST00000424215 - NR_121638 RefSeq_ncRNA DIRECT - - -
ENSG00000142611 ENST00000378391 ENSP00000367643 NP_955533 RefSeq_peptide DIRECT 100 100 - ENSG00000142611 ENST00000378391 ENSP00000367643 NP_955533 RefSeq_peptide DIRECT 100 100 -
ENSG00000142611 ENST00000378391 ENSP00000367643 NM_199454 RefSeq_mRNA DIRECT 99 62 - ENSG00000142611 ENST00000378391 ENSP00000367643 NM_199454 RefSeq_mRNA DIRECT 99 62 -
ENSG00000142611 ENST00000270722 ENSP00000270722 NP_071397 RefSeq_peptide DIRECT 100 100 - ENSG00000142611 ENST00000270722 ENSP00000270722 NP_071397 RefSeq_peptide DIRECT 100 100 -
@ -2000,7 +2000,8 @@ ENSG00000142611 ENST00000270722 ENSP00000270722 NM_022114 RefSeq_mRNA DIRECT
ENSG00000157911 ENST00000288774 ENSP00000288774 NP_001361354 RefSeq_peptide INFERRED_PAIR - - - ENSG00000157911 ENST00000288774 ENSP00000288774 NP_001361354 RefSeq_peptide INFERRED_PAIR - - -
ENSG00000157911 ENST00000288774 ENSP00000288774 NP_001361355 RefSeq_peptide INFERRED_PAIR - - - ENSG00000157911 ENST00000288774 ENSP00000288774 NP_001361355 RefSeq_peptide INFERRED_PAIR - - -
ENSG00000157911 ENST00000288774 ENSP00000288774 NP_722540 RefSeq_peptide DIRECT 100 100 - ENSG00000157911 ENST00000288774 ENSP00000288774 NP_722540 RefSeq_peptide DIRECT 100 100 -
ENSG00000157911 ENST00000288774 ENSP00000288774 NM_001374425 RefSeq_mRNA DIRECT 99 100 -</code></pre> ENSG00000157911 ENST00000288774 ENSP00000288774 NM_001374425 RefSeq_mRNA DIRECT 99 100 -
ENSG00000157911 ENST00000288774 ENSP00000288774 NM_001374426 RefSeq_mRNA DIRECT 94 92 -</code></pre>
</section></section> </section></section>
<section> <section>
<section id="system-variables" class="title-slide slide level1"> <section id="system-variables" class="title-slide slide level1">
@ -2110,13 +2111,13 @@ interpreter is</li>
<li>By default, files are not executable</li> <li>By default, files are not executable</li>
</ul> </ul>
<pre class="text"><code>ls -l part_2/example_script.sh</code></pre> <pre class="text"><code>ls -l part_2/example_script.sh</code></pre>
<pre><code>-rw-r--r-- 1 nelphick staff 287 Mar 12 12:52 part_2/example_script.sh</code></pre> <pre><code>-rw-r--r-- 1 nelphick staff 287 Feb 10 11:16 part_2/example_script.sh</code></pre>
<ul> <ul>
<li>We can set the execute bit like this</li> <li>We can set the execute bit like this</li>
</ul> </ul>
<pre class="text"><code>chmod u+x part_2/example_script.sh <pre class="text"><code>chmod u+x part_2/example_script.sh
ls -l part_2/example_script.sh</code></pre> ls -l part_2/example_script.sh</code></pre>
<pre><code>-rwxr--r-- 1 nelphick staff 287 Mar 12 12:52 part_2/example_script.sh</code></pre> <pre><code>-rwxr--r-- 1 nelphick staff 287 Feb 10 11:16 part_2/example_script.sh</code></pre>
</section> </section>
<section id="example" class="slide level2"> <section id="example" class="slide level2">
<h2>Example</h2> <h2>Example</h2>
@ -2136,7 +2137,7 @@ echo &quot;There are $u_genes unique genes in $1&quot;</code></pre>
<h2>Lets run it</h2> <h2>Lets run it</h2>
<pre class="text"><code>./part_2/example_script.sh part_2/homo_sapiens.refseq.tsv.gz</code></pre> <pre class="text"><code>./part_2/example_script.sh part_2/homo_sapiens.refseq.tsv.gz</code></pre>
<pre><code>Counting the genes in part_2/homo_sapiens.refseq.tsv.gz <pre><code>Counting the genes in part_2/homo_sapiens.refseq.tsv.gz
There are 33338 unique genes in part_2/homo_sapiens.refseq.tsv.gz</code></pre> There are 36353 unique genes in part_2/homo_sapiens.refseq.tsv.gz</code></pre>
</section> </section>
<section id="loops" class="slide level2"> <section id="loops" class="slide level2">
<h2>Loops</h2> <h2>Loops</h2>
@ -2270,7 +2271,7 @@ files</li>
awk -F &#39;\t&#39; &#39;$5 == &quot;RefSeq_mRNA&quot; {sum += $7; count++} \ awk -F &#39;\t&#39; &#39;$5 == &quot;RefSeq_mRNA&quot; {sum += $7; count++} \
END {print sum / count}&#39; END {print sum / count}&#39;
</code></pre> </code></pre>
<pre><code>64.1533</code></pre> <pre><code>64.2653</code></pre>
</section> </section>
<section id="resources-for-learning-awk-and-sed" class="slide level2"> <section id="resources-for-learning-awk-and-sed" class="slide level2">
<h2>Resources for learning AWK and sed</h2> <h2>Resources for learning AWK and sed</h2>
@ -2314,18 +2315,15 @@ Line</a></li>
</section> </section>
<section id="upcoming-data-science-training-program-workshops" class="slide level2"> <section id="upcoming-data-science-training-program-workshops" class="slide level2">
<h2>Upcoming Data Science Training Program Workshops</h2> <h2>Upcoming Data Science Training Program Workshops</h2>
<p><a href="https://gladstone.org/events/introduction-pathway-analysis-1">Introduction <p><a href="https://gladstone.org/events/introduction-rna-seq-analysis-8">Introduction
to Pathway Analysis</a><br /> to RNA-Seq Analysis</a><br />
April 2, 2024 1:00-4:00pm PDT</p> February 13-February 14, 2025 1:00-4:00pm PST</p>
<p><a href="https://gladstone.org/events/statistics-enrichment-analysis-methods-0">Statistics <p><a href="https://gladstone.org/events/intermediate-rna-seq-analysis-using-r-6">Intermediate
of Enrichment Analysis Methods</a><br /> RNA-Seq Analysis Using R</a><br />
April 11-April 12, 2024 1:00-3:00pm PDT</p> February 20, 2025 9:00am-12:00pm PST</p>
<p><a href="https://gladstone.org/events/working-wynton">Working on <p><a href="https://gladstone.org/events/introduction-statistics-experimental-design-and-hypothesis-testing-2">Introduction
Wynton</a><br /> to Statistics, Experimental Design and Hypothesis Testing</a><br />
April 15, 2024 1:00-4:00pm PDT</p> February 24-February 25, 2025 1:00-3:00pm PST</p>
<p><a href="https://gladstone.org/events/introduction-linear-mixed-effects-models">Introduction
to Linear Mixed Effects Models</a><br />
April 25-April 26, 2024 1:00-3:00pm PDT</p>
<p><a href="https://gladstone.org/events?series=data-science-training-program">Complete <p><a href="https://gladstone.org/events?series=data-science-training-program">Complete
Schedule</a></p> Schedule</a></p>
</section></section> </section></section>

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@ -1,7 +1,8 @@
--- ---
title: "Introduction to Unix Command-line - Part 1" title: "Introduction to Unix Command-line"
subtitle: "Part 1"
author: "Natalie Elphick" author: "Natalie Elphick"
date: "March 11th 2024" date: "February 10th 2025"
knit: (function(input, ...) { knit: (function(input, ...) {
rmarkdown::render( rmarkdown::render(
input, input,
@ -15,7 +16,7 @@ output:
```{r, setup, include=FALSE} ```{r, setup, include=FALSE}
knitr::opts_knit$set(root.dir = './unix_workshop_2024') knitr::opts_knit$set(root.dir = './unix_workshop')
``` ```
@ -32,8 +33,8 @@ Bioinformatician I
<br> <br>
**Ayushi Agrawal (TA)** **Reuben Thomas**
Bioinformatician III Associate Core Director
# The Unix Command-line # The Unix Command-line
@ -87,17 +88,17 @@ cd unix_workshop
```{r, engine='bash', eval=FALSE, results="hide", highlight=FALSE, comment=NA, echo = TRUE} ```{r, engine='bash', eval=FALSE, results="hide", highlight=FALSE, comment=NA, echo = TRUE}
curl -L -o unix_workshop_2024.tar.gz 'https://www.dropbox.com/scl/fi/o8msrl3a1k986jvjll4mv/unix_workshop_2024.tar.gz?rlkey=m7jfkvpz0iq12zdzphq7013l5&dl=0' curl -L -o unix_workshop.tar.gz 'https://www.dropbox.com/scl/fi/tdzpoivf7mienlenunqhf/unix_workshop.tar.gz?rlkey=6bfxnqgc5n4lgc9mc80ld75z4&dl=0'
``` ```
```{r, engine='bash', eval=FALSE, results='markup', highlight=FALSE, comment=NA, echo = TRUE} ```{r, engine='bash', eval=FALSE, results='markup', highlight=FALSE, comment=NA, echo = TRUE}
tar -xzf unix_workshop_2024.tar.gz tar -xzf unix_workshop.tar.gz
``` ```
```{r, engine='bash', eval=FALSE, results='markup', highlight=FALSE, comment=NA, echo = TRUE} ```{r, engine='bash', eval=FALSE, results='markup', highlight=FALSE, comment=NA, echo = TRUE}
cd unix_workshop_2024 cd unix_workshop
``` ```
@ -228,7 +229,7 @@ pwd
``` ```
```{r, engine='bash', eval=TRUE, results='markup', highlight=FALSE, comment=NA, echo=FALSE} ```{r, engine='bash', eval=TRUE, results='markup', highlight=FALSE, comment=NA, echo=FALSE}
echo "/Users/your_username/unix_workshop_2024" echo "/Users/your_username/unix_workshop"
``` ```
- The default working directory when you log in or open a terminal is your user home directory <span style="background-color:#242423; color:white">&nbsp;~&nbsp; </span> - The default working directory when you log in or open a terminal is your user home directory <span style="background-color:#242423; color:white">&nbsp;~&nbsp; </span>
@ -257,7 +258,7 @@ ls -lah part_1
## cd: move to a directory ## cd: move to a directory
```{r, engine='bash', eval=FALSE, results='markup', highlight=FALSE, comment=NA} ```{r, engine='bash', eval=FALSE, results='markup', highlight=FALSE, comment=NA}
cd unix_workshop_2024/part_1 cd unix_workshop/part_1
ls -l ls -l
``` ```
@ -410,7 +411,7 @@ access additional software/commands.
- curl supports multiple protocols but the most commonly used one is HTTPS - curl supports multiple protocols but the most commonly used one is HTTPS
```{r, engine='bash', eval=TRUE, results="hide", highlight=FALSE, comment=NA, echo = TRUE} ```{r, engine='bash', eval=TRUE, results="hide", highlight=FALSE, comment=NA, echo = TRUE}
curl -o part_2/homo_sapiens.refseq.tsv.gz https://ftp.ensembl.org/pub/current_tsv/homo_sapiens/Homo_sapiens.GRCh38.109.refseq.tsv.gz curl -o part_2/homo_sapiens.refseq.tsv.gz https://ftp.ensembl.org/pub/current_tsv/homo_sapiens/Homo_sapiens.GRCh38.113.refseq.tsv.gz
``` ```
- `-o` gives the output file name and location - `-o` gives the output file name and location
@ -575,20 +576,14 @@ https://www.surveymonkey.com/r/F75J6VZ
## Upcoming Data Science Training Program Workshops ## Upcoming Data Science Training Program Workshops
[Introduction to RNA-Seq Analysis](https://gladstone.org/events/introduction-rna-seq-analysis-8)
February 13-February 14, 2025 1:00-4:00pm PST
[Introduction to Pathway Analysis](https://gladstone.org/events/introduction-pathway-analysis-1) [Intermediate RNA-Seq Analysis Using R](https://gladstone.org/events/intermediate-rna-seq-analysis-using-r-6)
April 2, 2024 1:00-4:00pm PDT February 20, 2025 9:00am-12:00pm PST
[Statistics of Enrichment Analysis Methods](https://gladstone.org/events/statistics-enrichment-analysis-methods-0)
April 11-April 12, 2024 1:00-3:00pm PDT
[Working on Wynton](https://gladstone.org/events/working-wynton)
April 15, 2024 1:00-4:00pm PDT
[Introduction to Linear Mixed Effects Models](https://gladstone.org/events/introduction-linear-mixed-effects-models)
April 25-April 26, 2024 1:00-3:00pm PDT
[Introduction to Statistics, Experimental Design and Hypothesis Testing](https://gladstone.org/events/introduction-statistics-experimental-design-and-hypothesis-testing-2)
February 24-February 25, 2025 1:00-3:00pm PST
[Complete Schedule](https://gladstone.org/events?series=data-science-training-program) [Complete Schedule](https://gladstone.org/events?series=data-science-training-program)

View file

@ -1,7 +1,8 @@
--- ---
title: "Introduction to Unix Command-line - Part 2" title: "Introduction to Unix Command-line"
subtitle: "Part 2"
author: "Natalie Elphick" author: "Natalie Elphick"
date: "March 12th 2024" date: "February 11th 2025"
knit: (function(input, ...) { knit: (function(input, ...) {
rmarkdown::render( rmarkdown::render(
input, input,
@ -13,7 +14,7 @@ output:
css: style.css css: style.css
--- ---
```{r, setup, include=FALSE} ```{r, setup, include=FALSE}
knitr::opts_knit$set(root.dir = './unix_workshop_2024') knitr::opts_knit$set(root.dir = './unix_workshop')
``` ```
## ##
@ -24,7 +25,7 @@ knitr::opts_knit$set(root.dir = './unix_workshop_2024')
## Introductions ## Introductions
**Natalie Elphick** **Natalie Elphick**
Bioinformatician I Bioinformatician II
<br> <br>
@ -50,22 +51,22 @@ cd unix_workshop
```{r, engine='bash', eval=FALSE, results="hide", highlight=FALSE, comment=NA, echo = TRUE} ```{r, engine='bash', eval=FALSE, results="hide", highlight=FALSE, comment=NA, echo = TRUE}
curl -L -o unix_workshop_2024.tar.gz 'https://www.dropbox.com/scl/fi/o8msrl3a1k986jvjll4mv/unix_workshop_2024.tar.gz?rlkey=m7jfkvpz0iq12zdzphq7013l5&dl=0' curl -L -o unix_workshop.tar.gz 'https://www.dropbox.com/scl/fi/tdzpoivf7mienlenunqhf/unix_workshop.tar.gz?rlkey=6bfxnqgc5n4lgc9mc80ld75z4&dl=0'
``` ```
```{r, engine='bash', eval=FALSE, results='markup', highlight=FALSE, comment=NA, echo = TRUE} ```{r, engine='bash', eval=FALSE, results='markup', highlight=FALSE, comment=NA, echo = TRUE}
tar -xzf unix_workshop_2024.tar.gz tar -xzf unix_workshop.tar.gz
``` ```
```{r, engine='bash', eval=FALSE, results='markup', highlight=FALSE, comment=NA, echo = TRUE} ```{r, engine='bash', eval=FALSE, results='markup', highlight=FALSE, comment=NA, echo = TRUE}
cd unix_workshop_2024 cd unix_workshop
``` ```
```{r, engine='bash', eval=TRUE, results="hide", highlight=FALSE, comment=NA, echo = TRUE} ```{r, engine='bash', eval=TRUE, results="hide", highlight=FALSE, comment=NA, echo = TRUE}
curl -o part_2/homo_sapiens.refseq.tsv.gz https://ftp.ensembl.org/pub/current_tsv/homo_sapiens/Homo_sapiens.GRCh38.111.refseq.tsv.gz curl -o part_2/homo_sapiens.refseq.tsv.gz https://ftp.ensembl.org/pub/current_tsv/homo_sapiens/Homo_sapiens.GRCh38.113.refseq.tsv.gz
``` ```
# File Compression # File Compression
@ -416,26 +417,21 @@ https://www.surveymonkey.com/r/DY7K5ZY
## Upcoming Data Science Training Program Workshops ## Upcoming Data Science Training Program Workshops
[Introduction to RNA-Seq Analysis](https://gladstone.org/events/introduction-rna-seq-analysis-8)
February 13-February 14, 2025 1:00-4:00pm PST
[Introduction to Pathway Analysis](https://gladstone.org/events/introduction-pathway-analysis-1) [Intermediate RNA-Seq Analysis Using R](https://gladstone.org/events/intermediate-rna-seq-analysis-using-r-6)
April 2, 2024 1:00-4:00pm PDT February 20, 2025 9:00am-12:00pm PST
[Statistics of Enrichment Analysis Methods](https://gladstone.org/events/statistics-enrichment-analysis-methods-0)
April 11-April 12, 2024 1:00-3:00pm PDT
[Working on Wynton](https://gladstone.org/events/working-wynton)
April 15, 2024 1:00-4:00pm PDT
[Introduction to Linear Mixed Effects Models](https://gladstone.org/events/introduction-linear-mixed-effects-models)
April 25-April 26, 2024 1:00-3:00pm PDT
[Introduction to Statistics, Experimental Design and Hypothesis Testing](https://gladstone.org/events/introduction-statistics-experimental-design-and-hypothesis-testing-2)
February 24-February 25, 2025 1:00-3:00pm PST
[Complete Schedule](https://gladstone.org/events?series=data-science-training-program) [Complete Schedule](https://gladstone.org/events?series=data-science-training-program)
```{r, engine='bash', eval=TRUE, results='markup', highlight=FALSE, comment=NA, echo=FALSE} ```{r, engine='bash', eval=TRUE, results='markup', highlight=FALSE, comment=NA, echo=FALSE}
rm part_2/example_script.sh rm part_2/example_script.sh
rm part_2/homo_sapiens.refseq.tsv* rm part_2/homo_sapiens.refseq.tsv*

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