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@michael-ford
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Project Design and Tools for Reproducibility
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<title>deck: Slides</title>
<meta name="description" content="Slides">
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* Main styles for Slides
*
* @author Hakim El Hattab
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<h1>Project Design and Tools for Reproducability</h1>
</div></div></section><section data-id="198a7b43970d21a7509f0302fbd95928"><div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 189px; height: auto;" data-block-id="a0d231b04849038be7659d5cf163e348"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2>Topics</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 263px; height: auto;" data-block-id="f6304e11feb84c975fc53741394bb803"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 11;">
<ol>
<li>Data Version Control</li>
<li>git sub-repo</li>
<li>Conda environments</li>
<li>Jupyter tips</li>
<li>Project Organization</li>
</ol>
</div></div></section><section data-id="4f2d4fdcd26a25859f2820707e8db6a3"><div class="sl-block" data-block-type="code" data-name="code-58f7d8" data-block-id="2e4d6f9520e5782d394484afa715f12e" style="width: 960px; height: 700px; left: 0px; top: 0px;"><div class="sl-block-content notranslate" data-highlight-theme="monokai" data-code-frame="none" style="z-index: 10;"><pre class="plaintext" style="font-size: 16px; line-height: 19px;"><code data-line-numbers="">## Filename Date Source Code if necessary Further Comments
igh-reference-hg38-forward.fasta 04-07-18 https://www.ncbi.nlm.nih.gov/nuccore/NC_000014.9?report=fasta&amp;log$=seqview&amp;format=text&amp;from=10
Linearized with ../scripts/linearize.sh
igh-reference-hg38-forward.genes+pseudo.extracted-sequences+flanking.10x-simlord-reads simlord --read-reference ../igh-reference-hg38
V-QUEST-reference-allele-db.fasta ? IMGT website
no-period-references.fasta ? Sequences of v gene alleles that do not have an IMGT alignment - found here http://www.imgt.org/IMGTrepertoire
V-QUEST-reference-allele-db+no-period-references.aln 25/07/18 Generated with clustalX by creating guide tree for V-QUEST-reference-allele-db
V-QUEST-reference-allele-db+no-period-references.clustalw.fasta 25/07/18 Fasta of V-QUEST-reference-allele-db+no-period-references.aln python
igh-reference-hg38-forward.genes+pseudo.extracted-sequences+flanking.20x-simlord-reads 01/08/18 Simlord simulation for file in igh-refere
igh-reference-hg38-forward.genes+pseudo.extracted-sequences+flanking.30x-simlord-reads 01/08/18 Simlord simulation for file in igh-refere
igh-reference-hg38-forward.genes+pseudo.extracted-sequences+flanking.diploid.10x-simlord-reads 04/09/18 for file in igh-reference-hg38-forward
igh-reference-hg38-forward.genes+pseudo.extracted-sequences+flanking.concat.fasta 05-09-18 for file in igh-reference-hg38-forward.genes+p
igh-reference-hg38-forward.genes+pseudo.extracted-sequences+flanking.alternative-alleles 08/09/18 python ../scripts/swap_allele.py &lt;(awk -F '|'
igh-reference-hg38-forward.genes+pseudo.extracted-sequences+flanking.alternative-alleles.10x-simlord-reads/. 08/09/18 for file in igh-reference-hg3
igh-reference-hg38-forward.genes+pseudo.gff3 29/09/18 Downloaded from NCBI https://www.ncbi.nlm.nih.gov/nuccore/568815584
igh-reference-hg38-forward.genes+pseudo.indexed.gff3 30/09/18 python ../scripts/index-gff.py &lt;(cat igh-reference-hg38-forward.genes+pseudo.g
igh-reference-hg38-forward.genes+pseudo.extracted-sequences+flanking/* 30/09/18 ../../scripts/extract-fasta-subregion.sh ../igh-reference-hg38
./igh-reference-hg37-forward.fasta 30/09/18 ../scripts/linearize.sh ~/Downloads/sequence.fasta &gt; ./igh-reference-hg37-forward.fasta
igh-reference-hg37-forward.genes+pseudo.gff3 01/10/18 python ../scripts/get_genes_from_annotation_table.py &lt;(grep 'gene' -A1 ~/Downloads/seq
igh-reference-hg37-forward.genes+pseudo.extracted-sequences+flanking/* 01/10/18 ../../scripts/extract-fasta-subregion.sh ../igh-reference-hg37
igh-reference-hg37-forward.genes+pseudo.extracted-sequences+flanking.10x-simlord-reads/* 03/10/18 for file in igh-reference-hg37-forward
igh-reference-hg37-forward.genes+pseudo.extracted-sequences+flanking.20x-simlord-reads/* 03/10/18 for file in igh-reference-hg37-forward
V-QUEST-reference-allele-db+no-period-references.clustalw.fasta 10/10/18 9e07b539acdef39086da645074ab05e9a6382ade python scripts
hg37+hg38.IGHV.gene-calls.text 15/10/18 ../18-10-13.clustering-improvements/18-10-13.clustering-improvements.ipynb Only represent
igh-reference-hg37-forward.genes+pseudo.extracted-sequences+flanking.40x-simlord-reads/* 03/10/18 for file in igh-reference-hg37-forward
igh-reference-hg38-forward.genes+pseudo.extracted-sequences+flanking.40x-simlord-reads 01/08/18 Simlord simulation for file in igh-refere
V-QUEST-reference-allele-db+no-period-references.clustalw.filtered.fasta 28/11/18 python scripts/filter_IGHV_alleles.py Removed allele
V-QUEST-reference-allele-db+no-period-references.clustalw.filtered.no-gaps.fasta 28/11/18 python scripts/filter_IGHV_alleles.py Gaps r
igh-reference-hg38-forward.simlord-50x.fastq, igh-reference-hg38-forward.simlord-50x.sam 08/01/19 SimLoRD v1.0.2 simlord --read-referen
igh-reference-hg38-forward.genes+pseudo.indexed.bed 08/01/19 gff2bed 2.4.35 gff2bed &lt; igh-reference-hg38-forward.genes+pseudo.indexed.gff3
chm1.pb.SRX1164774.accessions.txt 09/01/19 Aquired from Ehsan Haghshenas, from paper 10.1101/gr.214007.116
chm1-pb.SRX1164774.reads, chm1.pb.SRX1164774.vs.IGHV.Frankenhg38.backbone.wo-orphons 10/01/19 Minimap2 2.13-r850 ./scripts/fetch_reads_
chm1.pb.SRX1164774.vs.IGHV.Frankenhg38.backbone.wo-orphons.vs.Complete.Human.IGHV_IMGT.Feb2018.Corey.sam 10/01/19 minimap -ax ma
IGH_* 21/01/19 CHM1 WGS mapped to hg38 r95 from Ehsan Haghshenas
IGH_minimap2.sorted.genes+pseudo.sam 21/01/19 samtools view -L &lt;(gff2bed &lt; igh-reference-hg38-forward.genes+pseudo.gff3 | sed 's/NC_
IGH_minimap2.sorted.genes+pseudo.ids 21/01/19 cut -f1 &lt; IGH_minimap2.sorted.genes+pseudo.sam &gt; IGH_minimap2.sorted.genes+pseudo.ids
chm1.pb.SRX1164774.reads.parsed 21/01/19 for file in ./*; do zcat $file | awk '{if(NR%4==1) print $1"."substr($2,2); else prin
chm1.pb.SRX1164774.vs.hg38.igh-extracted.ids 29/01/19 Ehsan chm1 mapped against hg39 r95 using `minimap2, ids extracted with samtools view
chm1.pb.SRX1164774.vs.hg38.igh-extracted.Hk17.IGHV-annotation-extracted.bam ??? samtools view -b -L &lt;(sed 's/NC_000014.9/14/g' igh-ref
chm1.pb.SRX1164774.vs.hg38.igh-extracted.Hk17.vs.Complete.Human.IGHV_IMGT.Feb2018.Corey.fasta 26/02/19 samtools fasta chm1.pb.SRX1164
chm1.pb.SRX1164774.vs.hg38.igh-extracted.Hk17.vs.Complete.Human.IGHV_IMGT.Feb2018.Corey.vs.igh-reference-hg38-forward.bam 23/02/19
chm1.pb.SRX1164774.vs.hg38.igh-extracted.Hk17.vs.Complete.Human.IGHV_IMGT.Feb2018.Corey.vs.igh-reference-hg38-forward.samtools-depth 26/02/19
chm1.pb.SRX1164774.vs.hg38.igh-extracted.Hk17.vs.Complete.Human.IGHV_IMGT.Feb2018.Corey.vs.igh-reference-hg38-forward.samtools-depth.igh-reference-hg3
chm1.pb.SRX1164774.vs.hg38.igh-extracted.Hk17.vs.Complete.Human.IGHV_IMGT.Feb2018.Corey.vs.igh-reference-hg38-forward.samtools-depth.igh-reference-hg3
chm1.pb.SRX1164774.vs.hg38.igh-extracted+supplementary.fasta 26/02/18 cat chm1.pb.SRX1164774.vs.hg38.igh-extracted.fasta &gt; chm1.pb.</code></pre></div></div></section><section data-id="7b93471d189b3e0f6697431588f55f6e"><div class="sl-block" data-block-type="text" style="width: 806px; left: 80px; top: 140px; height: auto;" data-block-id="d2147880fba95464f2ea81b91ee81ced"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2><a href="https://dvc.org/features" target="_blank">Data Version Control</a></h2>
<p>(DVC)</p>
</div></div>
<div class="sl-block" data-block-type="image" data-name="image-101273" style="width: 280.924px; height: 197.186px; left: 359.076px; top: 305.341px; min-width: 1px; min-height: 1px;" data-block-id="46f3322e8077c55000608897c6c43cd9"><div class="sl-block-content" style="z-index: 11;"><img data-natural-width="1200" data-natural-height="630" style="left: -128px; top: -43px; width: 540px; height: 284px;" data-crop-x="0.236973" data-crop-y="0.1513" data-crop-width="0.519851" data-crop-height="0.695035" data-lazy-loaded="" data-src="https://dvc.org/social-share.png"></div></div></section><section data-id="d8db86e054e04b21b00fc29c206586a2"><div class="sl-block" data-block-type="text" style="width: 384px; left: 48px; top: 31px; height: auto;" data-block-id="ad1184e91319a885c6464b26c4aca2d4"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="text-align: left; z-index: 10;">
<h2>Version and Storage</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 384px; left: 48px; top: 210px; height: auto;" data-block-id="67e94fcb61dbee08a237a5643b8d3bec"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Lorem ipsum dolor sit amet, consectetur adipiscing elit. Proin urna odio, aliquam vulputate faucibus id, elementum lobortis felis. Mauris urna dolor, placerat ac sagittis quis." style="text-align: left; z-index: 11;">
<ul>
<li style="color:rgb(255, 255, 255); text-align:left">Similar to <em>git annex</em>, <em>git-lfs</em><br>
 </li>
<li style="color:rgb(255, 255, 255); text-align:left">Isolates data files from Git<br>
 </li>
<li style="color:rgb(255, 255, 255); text-align:left">Integrates remote backup / sharing (ssh, S3, Google Drive...)<br>
 </li>
</ul>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 412.471px; left: 528px; top: 41.2239px; height: auto;" data-block-id="7aee17ac84eb7e105509f59e65d0407c"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="text-align: left; z-index: 12;">
<h2>Reproduction</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 384px; left: 528px; top: 210px; height: auto;" data-block-id="104f300b8e3442b4cd5f61dc92b77b62"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Lorem ipsum dolor sit amet, consectetur adipiscing elit. Proin urna odio, aliquam vulputate faucibus id, elementum lobortis felis. Mauris urna dolor, placerat ac sagittis quis." style="text-align: left; z-index: 13;">
<ul>
<li style="color:rgb(255, 255, 255); text-align:left">Keeps track of data file versions using md5 hash<br>
 </li>
<li style="color:rgb(255, 255, 255); text-align:left">Reproduce pipeline stages with guaranteed input / output reproducibility</li>
</ul>
</div></div></section><section data-id="d4649e03bc8afdba05fbcb5574b3afda"><div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 39.8094px; height: auto;" data-block-id="e216a15fcebf6dc55959ad4618f29aec"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2>dvc add</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 263px; height: auto;" data-block-id="474a9cb1cd1682d5b4f94e89edc359c7"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 11;"><p>Text</p></div></div>
<div class="sl-block" data-block-type="code" data-name="code-f9184a" data-block-id="291c8f9e1839db3f2faf4dac23213a49" style="width: 960px; height: 441.468px; left: 3.90799e-14px; top: 200px;"><div class="sl-block-content notranslate" data-highlight-theme="monokai" data-code-frame="none" style="z-index: 12;"><pre style="font-size: 16px; line-height: 19px;" class="bash"><code data-line-numbers="1|2-4|5|6-9|10-17|18">$ dvc init
$ ll
total 1268
-r--r--r-- 1 mikeford research 1294498 Jun 17 00:25 sequence.fasta
$ dvc add sequence.fasta
$ ll
total 4
lrwxrwxrwx 1 mikeford research 73 Jun 17 00:31 sequence.fasta -&gt; /home/mikeford/workflow-demo/.dvc/cache/e3/fa562d5ff32a1828bdd641c18fd748
-rw-r--r-- 1 mikeford research 154 Jun 17 00:31 sequence.fasta.dvc
$ cat sequence.fasta.dvc
md5: a5d6c4974bdda43d614e8699f9f06a82
outs:
- md5: e3fa562d5ff32a1828bdd641c18fd748
path: sequence.fasta
cache: true
metric: false
persist: false
$ git add sequence.fasta.dvc</code></pre></div></div></section><section data-id="7b2e39cbf76e5d1ff49f972a9109e18d"><div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 39.8094px; height: auto;" data-block-id="54d3192ae1028a62e3afbe8b2f99315c"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2>dvc run</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 263px; height: auto;" data-block-id="e25718d7fc49c8976496689485f5b03d"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 11;"><p>Text</p></div></div>
<div class="sl-block" data-block-type="code" data-name="code-f9184a" style="width: 960px; height: 547.382px; left: 0px; top: 140px;" data-block-id="de57a34b1160b525f835ca6c27353ad8"><div class="sl-block-content notranslate" data-highlight-theme="monokai" data-code-frame="none" style="z-index: 12;"><pre style="font-size: 16px; line-height: 19px;" class="bash"><code data-line-numbers="1-4|5-10|11-27|28">$ dvc run -d sequence.fasta \
&gt; -o sequence.art-sim.fq \
&gt; -o sequence.art-sim.aln \
&gt; 'art_illumina -ss HS25 -f 20x -l 100 -i sequence.fasta -o sequence.art-sim'
$ ll
lrwxrwxrwx 1 mikeford research 73 Jun 17 01:13 sequence.art-sim.aln -&gt; /home/mikeford/workflow-demo/.dvc/cache/29/2862cf31d29fad1428631fa0c15e52
lrwxrwxrwx 1 mikeford research 73 Jun 17 01:13 sequence.art-sim.fq -&gt; /home/mikeford/workflow-demo/.dvc/cache/ac/ac0a23fe88d8cca7d910eff25dd6e0
-rw-r--r-- 1 mikeford research 423 Jun 17 01:13 sequence.art-sim.fq.dvc
lrwxrwxrwx 1 mikeford research 73 Jun 17 00:31 sequence.fasta -&gt; /home/mikeford/workflow-demo/.dvc/cache/e3/fa562d5ff32a1828bdd641c18fd748
-rw-r--r-- 1 mikeford research 154 Jun 17 00:31 sequence.fasta.dvc
$ cat sequence.art-sim.fq.dvc
md5: a737facbe0c68b596eaa2b7c3a2c5518
cmd: art_illumina -ss HS25 -f 20x -l 100 -i sequence.fasta -o sequence.art-sim
deps:
- md5: e3fa562d5ff32a1828bdd641c18fd748
path: sequence.fasta
outs:
- md5: acac0a23fe88d8cca7d910eff25dd6e0
path: sequence.art-sim.fq
cache: true
metric: false
persist: false
- md5: 292862cf31d29fad1428631fa0c15e52
path: sequence.art-sim.aln
cache: true
metric: false
persist: false
$ git add sequence.art-sim.fq.dvc</code></pre></div></div></section><section data-id="da6e24d159b784a2bd627480bd61b059"><div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 39.8094px; height: auto;" data-block-id="0fc2dd58d1627baa0369c10cc6a8d92c"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2>dvc repro</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 263px; height: auto;" data-block-id="cfd5a9eacca0432893bbfe57a317a86f"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 11;"><p>Text</p></div></div>
<div class="sl-block" data-block-type="code" data-name="code-f9184a" style="width: 960px; height: 535.993px; left: 0px; top: 140px;" data-block-id="f6dc0debfdf60ddf44d42adb8fdb56a2"><div class="sl-block-content notranslate" data-highlight-theme="monokai" data-code-frame="none" style="z-index: 12;"><pre style="font-size: 16px; line-height: 19px;" class="bash"><code data-line-numbers="1|2-6|7-16|17-23|24-43">$ dvc remove sequence.art-sim.fq.dvc
$ ll
total 8
-rw-r--r-- 1 mikeford research 423 Jun 17 01:13 sequence.art-sim.fq.dvc
lrwxrwxrwx 1 mikeford research 73 Jun 17 00:31 sequence.fasta -&gt; /home/mikeford/workflow-demo/.dvc/cache/e3/fa562d5ff32a1828bdd641c18fd748
-rw-r--r-- 1 mikeford research 154 Jun 17 00:31 sequence.fasta.dvc
$ dvc repro sequence.art-sim.fq.dvc
WARNING: stage: 'sequence.art-sim.fq.dvc' changed.
Running command:
art_illumina -ss HS25 -f 20x -l 100 -i sequence.fasta -o sequence.art-sim
Output 'sequence.art-sim.fq' didn't change. Skipping saving.
Output 'sequence.art-sim.aln' didn't change. Skipping saving.
To track the changes with git, run:
git add sequence.art-sim.fq.dvc
$ ll
total 8
lrwxrwxrwx 1 mikeford research 73 Jun 17 01:19 sequence.art-sim.aln -&gt; /home/mikeford/workflow-demo/.dvc/cache/29/2862cf31d29fad1428631fa0c15e52
lrwxrwxrwx 1 mikeford research 73 Jun 17 01:19 sequence.art-sim.fq -&gt; /home/mikeford/workflow-demo/.dvc/cache/ac/ac0a23fe88d8cca7d910eff25dd6e0
-rw-r--r-- 1 mikeford research 423 Jun 17 01:19 sequence.art-sim.fq.dvc
lrwxrwxrwx 1 mikeford research 73 Jun 17 00:31 sequence.fasta -&gt; /home/mikeford/workflow-demo/.dvc/cache/e3/fa562d5ff32a1828bdd641c18fd748
-rw-r--r-- 1 mikeford research 154 Jun 17 00:31 sequence.fasta.dvc
$ git status
On branch master
No commits yet
Changes to be committed:
(use "git rm --cached &lt;file&gt;..." to unstage)
new file: .dvc/.gitignore
new file: .dvc/config
new file: sequence.art-sim.fq.dvc
Changes not staged for commit:
(use "git add &lt;file&gt;..." to update what will be committed)
(use "git restore &lt;file&gt;..." to discard changes in working directory)
modified: .dvc/config
Untracked files:
(use "git add &lt;file&gt;..." to include in what will be committed)
.gitignore
sequence.fasta.dvc</code></pre></div></div></section><section data-id="52303f9d3de3772ea6091d7bfd2cf0a8"><div class="sl-block" data-block-type="text" style="width: 806px; left: 80px; top: 52.3369px; height: auto;" data-block-id="244f9939fa3128d0a64745ec5bf962c4"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2>DVC creates a DAG</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 263px; height: auto;" data-block-id="06596c3b122f327965e31b55ae5e370f"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 11;">
<ul>
<li>Chaining outputs and dependencies of <em>dvc run</em> creates a DAG</li>
<li>If dependency missing, <em>dvc repro</em> will reproduce all necessary previous steps</li>
<li><strong>If <em>dvc run</em> used for all steps, data files are not needed for reproducibility</strong></li>
</ul>
</div></div></section><section data-id="4f4f0581990617b5f483f111e0187ad2"><div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 60px; height: auto;" data-block-id="1506a316101fb9a65c2a39459ae97869"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2>Other neat features</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 185px; height: auto;" data-block-id="b4d897a43a5d09d66d4d377b018a62e6"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 11;">
<ul>
<li>Combine stages together into a pipeline with <em>dvc pipeline</em><br>
 </li>
<li>Download specific files from remote storage using<br>
<em>dvc pull</em><br>
 </li>
<li>Compare and contrast output results from different runs using <em>dvc metrics</em>
</li>
</ul>
</div></div></section><section data-id="b8b418e4df57c2e30639b90fdfb8153a"><div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 189px; height: auto;" data-block-id="b6feabd6663cbd93f50d7afb01e249c9"><div class="sl-block-content" data-placeholder-tag="h1" data-placeholder-text="Title Text" style="z-index: 10;">
<h1>Environment Reproduction with<br>
<a href="https://docs.conda.io/en/latest/" target="_blank">Conda</a>
</h1>
</div></div></section><section data-id="c6f948a752ebd314f29e007aee244d09"><div class="sl-block" data-block-type="text" style="width: 806px; left: 66px; top: 21px; height: auto;" data-block-id="2dfa52c3ff440837ab94ef503faa5a97"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2>Saving and Sharing your Environment</h2>
</div></div>
<div class="sl-block" data-block-type="code" data-name="code-c00c3a" data-block-id="27dce40c08f9286ad9ab6dba39b998d1" style="width: 853px; height: 388px; left: 53.5px; top: 191px;"><div class="sl-block-content notranslate" data-highlight-theme="monokai" data-code-frame="none" style="z-index: 11;"><pre class="plaintext" style="font-size: 16px; line-height: 19px;"><code data-line-numbers="1|2-11|12|13">$ conda env export --from-history &gt; environment.yml
$ cat environment.yml
name: demo
channels:
- defaults
- conda-forge
- bioconda
dependencies:
- python=3.7
- dvc
prefix: /u/mikeford/miniconda2/envs/demo
$ git add environment.yml
$ conda env create -f environment.yml --name demo-clone</code></pre></div></div></section><section data-id="63686c2ba93f850ee15a0b7569be121b"><div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 189px; height: auto;" data-block-id="ac603b2ce9d3b493ddfeb2bd47aa0296"><div class="sl-block-content" data-placeholder-tag="h1" data-placeholder-text="Title Text" style="z-index: 10;">
<h1>Nesting Repos with <a href="https://github.com/ingydotnet/git-subrepo" target="_blank">git-subrepo</a>
</h1>
</div></div></section><section data-id="1ccc66c01347b8ddf208d69f3043391a"><div class="sl-block" data-block-type="text" style="width: 806px; left: 74px; top: 39px; height: auto;" data-block-id="f69ad3d3e2c3c4a2cc42bef70294a633"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2>An Alternative to</h2>
<h2>git submodules</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 80px; top: 244.5px; height: auto;" data-block-id="c1a15d7e3780927380abc2fe17fa90f2"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 11;">
<ul>
<li>More simple but constrained<br>
 </li>
<li>Commands emulated git commands<br>
 </li>
<li>Users + collaborators don't need to install<br>
 </li>
<li>Doesn't require syncing repo and subrepo commits<br>
 </li>
<li>Branches can have subrepos with different states</li>
</ul>
</div></div></section><section data-id="50debe79cc6aaad077101fe98916ebd7"><div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 33px; height: auto;" data-block-id="657ddee7b9f1650a83d4278b0c209a74"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2>Usage tips</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 80px; top: 167px; height: auto;" data-block-id="d8c017452e03c315686c0bd628269e38"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 11;">
<ul>
<li>Commands prefixed with  <em>git subrepo (clone, init, push, pull,</em> etc...)<br>
 </li>
<li>Must clone subrepo from bare remote (e.g. Github)<br>
 </li>
<li>Use <em>git commit</em> as per normal
<ul>
<li>Commits affecting only repo go only on repo commit history </li>
<li>Any commit affecting subrepo go on <strong>both commit histories</strong><br>
 </li>
</ul>
</li>
<li>
<strong>​</strong>Can only use a single subrepo branch</li>
</ul>
</div></div></section><section data-id="c99b7d9b9a71190765ff7efe79ee0b6a"><div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 189px; height: auto;" data-block-id="cc35218045e5c39671b81ff1adf08e5e"><div class="sl-block-content" data-placeholder-tag="h1" data-placeholder-text="Title Text" style="z-index: 10;">
<h1>Jupyter Lab Tips</h1>
</div></div>
<div class="sl-block" data-block-type="image" data-name="image-cc2e63" style="width: 313.95px; height: 299px; left: 323.025px; top: 304px; min-width: 1px; min-height: 1px;" data-block-id="93088c0047ad0f290a43817f0e2297eb"><div class="sl-block-content" style="z-index: 11;"><img data-natural-width="546" data-natural-height="520" style="" data-src="https://florianwilhelm.info/images/jupyter_worker.png"></div></div></section><section data-id="086d4cb0f1d03e7a359f51e80102390d"><div class="sl-block" data-block-type="text" style="width: 806px; left: 80px; top: 48px; height: auto;" data-block-id="6ac7d75539b8f1d0b861fe962b22c6f7"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2>Jupyter Lab Tips</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 80px; top: 150px; height: auto;" data-block-id="7d4cf5dfe757b45d9cc8f6d3dc5016df"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 11;">
<ul>
<li>
<a href="https://github.com/jupyterlab/jupyterlab-git" target="_blank"><strong>Git </strong>extension</a> makes notebooks play nice</li>
<li>
<a href="https://github.com/QuantStack/jupyterlab-snippets" target="_blank"><strong>Snippets</strong> extension</a> allows easy copying of boilerplate code</li>
<li>Use <a href="https://ipython.readthedocs.io/en/stable/interactive/magics.html" target="_blank">jupyter magics!</a>
<ul>
<li>! to run shell command</li>
<li>
<a href="https://stackoverflow.com/a/40932507" target="_blank">{py-var} to access variables</a> within shell command </li>
<li>
<a href="https://ipython.org/ipython-doc/stable/config/extensions/autoreload.html" target="_blank">%autoreload</a><span style="color:rgb(255, 255, 255); text-align:left"> to load packages whenever there is a change</span>
</li>
</ul>
</li>
<li>Run larger functions in <strong>separate scripts</strong>
<ul>
<li>If using python, load as package using <a href="https://setuptools.readthedocs.io/en/latest/setuptools.html#develop-deploy-the-project-source-in-development-mode" target="_blank"><strong>setuptools develop</strong></a> option </li>
</ul>
</li>
</ul>
</div></div></section><section data-id="6bf95addbc1e41473fc88d81f63f381b"><div class="sl-block" data-block-type="text" style="width: 806px; left: 65px; top: 66px; height: auto;" data-block-id="34f0407c5d170040af63aaa9ac11ed8c"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Title Text" style="z-index: 10;">
<h2>Jupyter Lab Tips</h2>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 263px; height: auto;" data-block-id="f2a0046ab8cbb9aeda524bc5ace8dae3"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 11;">
<ul>
<li>Checkout the '<a href="https://florianwilhelm.info/2018/11/working_efficiently_with_jupyter_lab/" target="_blank">Working efficiently with JupyterLab Notebooks</a>' blog post<br>
 </li>
<li>I've saved my Snippets in a <a href="https://github.com/michael-ford/jupyter-snippets" target="_blank">Github repo</a> - includes a function to use <em>dvc run</em> directly from a notebook</li>
</ul>
</div></div></section><section data-id="a9f5adeb26f6aab3992d6a1612f23293"><div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 189px; height: auto;" data-block-id="e65b79c664a2127d5d079878bde53de1"><div class="sl-block-content" data-placeholder-tag="h1" data-placeholder-text="Title Text" style="z-index: 10;">
<h1>Semi-Standardized</h1>
<h1>Project Organization</h1>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 394px; height: auto;" data-name="text-68bd83" data-block-id="ee18e8184267bfcceb3864cde7dc367e"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 11;">
<p>Based on <a href="https://github.com/drivendata/cookiecutter-data-science" target="_blank">Cookiecutter Data Science</a></p>
</div></div>
<div class="sl-block" data-block-type="text" data-name="text-f6c39b" data-block-id="b93410c5a40b8dba4ae43b19c170c8e2" style="height: auto; width: 600px; left: 187px; top: 521px;"><div class="sl-block-content" data-placeholder-tag="p" data-placeholder-text="Text" style="z-index: 12;">
<p><a href="https://github.com/michael-ford/data-science-development-project-template" target="_blank">https://github.com/michael-ford/data-science-development-project-template</a></p>
</div></div></section><section data-id="468f98d4617b92e3c5be37cfccc8a286"><div class="sl-block" data-block-type="code" data-name="code-cedf18" style="width: 960px; height: 560px; left: 0px; top: 70px;" data-block-id="6b47487ecba6162fa07e299e41ba84e1"><div class="sl-block-content notranslate" data-highlight-theme="monokai" data-code-frame="none" style="z-index: 10;"><pre class="plaintext" style="font-size: 16px; line-height: 19px;"><code data-line-numbers="">├── data
│ ├── external &lt;- Data from third party sources.
| | └── SOURCE.tsv &lt;- Record of data sources when not using `dvc run`
│ ├── interim &lt;- Intermediate data that has been transformed.
│ ├── raw &lt;- The original, immutable data dump.
│ └── results &lt;- Final results
|
├── environment.yml &lt;- Conda environment definition for reproducing
|
├── experiments &lt;- Experiments devided by subdirectory
│ └── 03-04-14.sample-experiment &lt;- Sample demonstrating the structure
│ ├── data -&gt; ../../data/ &lt;- Softlink to data/ for code cleanliness
│ ├── notebooks &lt;- Jupyter notebooks for experiment
| | └── template.ipynb &lt;- Sample notebook containing useful code
│ └── reports &lt;- Final reports for communication (e.g. html
| | version of jupyter nb)
│ └── figures &lt;- Figures for reports
|
├── LICENSE
├── README.md &lt;- The top-level README for developers using
| this project.
├── setup.py &lt;- Configuration for installing src/ as python package
|
└── src &lt;- Source code for use in this project.
├── data
│ └── __init__.py
└── __init__.py &lt;- Makes src a Python module</code></pre></div></div></section><section data-id="595a9e0369c589114b68e70ba0efecb9"><div class="sl-block" data-block-type="text" style="width: 806px; left: 65px; top: 60px; height: auto;" data-block-id="e643736caff16f9176328b93e68392dd"><div class="sl-block-content" data-placeholder-tag="h1" data-placeholder-text="Title Text" style="z-index: 10;">
<h1>Setup</h1>
</div></div>
<div class="sl-block" data-block-type="code" data-name="code-d9fe69" data-block-id="d46bb5c3e076bee8f4869ccd9f5a6c04" style="width: 960px; height: 519px; left: 0px; top: 181px;"><div class="sl-block-content notranslate" data-highlight-theme="monokai" data-code-frame="none" style="z-index: 11;"><pre class="plaintext" style="font-size: 16px; line-height: 19px;"><code data-line-numbers="1|2|3|4|5|6-10|11|12-35">$ cookiecutter https://github.com/michael-ford/data-science-development-project-template.git
project_name [project_name]: demo-ds
repo_name [demo-ds]:
author_name [Your name (or your organization/company/team)]: Mike
description [A short description of the project.]: Demo for lab
Select open_source_license:
1 - MIT
2 - BSD-3-Clause
3 - No license file
Choose from 1, 2, 3 [1]: 1
subrepo_name [[OPTIONAL] the repository name of independent software dev project]: demo-subrepo
$ cd demo-ds/
$ tree
.
├── data
│ ├── external
│ │ └── SOURCES.tsv
│ ├── interim
│ └── raw
├── environment.yml
├── experiments
│ └── 03-04-14.sample-experiment
│ ├── data
│ ├── notebooks
│ │ └── template.ipynb
│ └── reports
│ └── figures
├── LICENSE
├── README.md
├── references
├── setup.py
└── src
├── data
│ └── __init__.py
└── __init__.py</code></pre></div></div></section><section data-id="439e6f40b96ff37c1c36b071b38d2079"><div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 189px; height: auto;" data-block-id="fbfa0add561855cc11008b5b592f959e"><div class="sl-block-content" data-placeholder-tag="h1" data-placeholder-text="Title Text" style="z-index: 10;">
<h1>These slides are available as a gist</h1>
</div></div>
<div class="sl-block" data-block-type="text" style="width: 806px; left: 77px; top: 383px; height: auto;" data-block-id="799c7520a7b3f5e11bc67b00de3c46c6"><div class="sl-block-content" data-placeholder-tag="h2" data-placeholder-text="Subtitle" style="z-index: 11;">
<p><a href="https://gist.github.com/michael-ford/713c61954d751c6a5c346284a3aa0857" target="_blank">https://gist.github.com/michael-ford/713c61954d751c6a5c346284a3aa0857</a></p>
</div></div></section>
</div>
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t(t,e){this.mode=void 0,this.gullet=void 0,this.settings=void 0,this.leftrightDepth=void 0,this.nextToken=void 0,this.mode="math",this.gullet=new kn(t,e,this.mode),this.settings=e,this.leftrightDepth=0}var e=t.prototype;return e.expect=function(t,e){if(void 0===e&&(e=!0),this.fetch().text!==t)throw new N("Expected '"+t+"', got '"+this.fetch().text+"'",this.fetch());e&&this.consume()},e.consume=function(){this.nextToken=null},e.fetch=function(){return null==this.nextToken&&(this.nextToken=this.gullet.expandNextToken()),this.nextToken},e.switchMode=function(t){this.mode=t,this.gullet.switchMode(t)},e.parse=function(){this.gullet.beginGroup(),this.settings.colorIsTextColor&&this.gullet.macros.set("\\color","\\textcolor");var t=this.parseExpression(!1);return this.expect("EOF"),this.gullet.endGroup(),t},e.parseExpression=function(e,r){for(var n=[];;){"math"===this.mode&&this.consumeSpaces();var i=this.fetch();if(-1!==t.endOfExpression.indexOf(i.text))break;if(r&&i.text===r)break;if(e&&sn[i.text]&&sn[i.text].infix)break;var a=this.parseAtom(r);if(!a)break;n.push(a)}return"text"===this.mode&&this.formLigatures(n),this.handleInfixNodes(n)},e.handleInfixNodes=function(t){for(var e,r=-1,n=0;n<t.length;n++){var i=l(t[n],"infix");if(i){if(-1!==r)throw new N("only one infix operator per group",i.token);r=n,e=i.replaceWith}}if(-1!==r&&e){var a,o,s=t.slice(0,r),h=t.slice(r+1);return a=1===s.length&&"ordgroup"===s[0].type?s[0]:{type:"ordgroup",mode:this.mode,body:s},o=1===h.length&&"ordgroup"===h[0].type?h[0]:{type:"ordgroup",mode:this.mode,body:h},["\\\\abovefrac"===e?this.callFunction(e,[a,t[r],o],[]):this.callFunction(e,[a,o],[])]}return t},e.handleSupSubscript=function(e){var r=this.fetch(),n=r.text;this.consume();var i=this.parseGroup(e,!1,t.SUPSUB_GREEDINESS,void 0,void 0,!0);if(!i)throw new N("Expected group after '"+n+"'",r);return i},e.formatUnsupportedCmd=function(t){for(var e=[],r=0;r<t.length;r++)e.push({type:"textord",mode:"text",text:t[r]});var n={type:"text",mode:this.mode,body:e};return{type:"color",mode:this.mode,color:this.settings.errorColor,body:[n]}},e.parseAtom=function(t){var e,r,n=this.parseGroup("atom",!1,null,t);if("text"===this.mode)return n;for(;;){this.consumeSpaces();var i=this.fetch();if("\\limits"===i.text||"\\nolimits"===i.text){var a=l(n,"op");if(a){var o="\\limits"===i.text;a.limits=o,a.alwaysHandleSupSub=!0}else{if(!(a=l(n,"operatorname"))||!a.alwaysHandleSupSub)throw new N("Limit controls must follow a math operator",i);var s="\\limits"===i.text;a.limits=s}this.consume()}else if("^"===i.text){if(e)throw new N("Double superscript",i);e=this.handleSupSubscript("superscript")}else if("_"===i.text){if(r)throw new N("Double subscript",i);r=this.handleSupSubscript("subscript")}else{if("'"!==i.text)break;if(e)throw new N("Double superscript",i);var h={type:"textord",mode:this.mode,text:"\\prime"},c=[h];for(this.consume();"'"===this.fetch().text;)c.push(h),this.consume();"^"===this.fetch().text&&c.push(this.handleSupSubscript("superscript")),e={type:"ordgroup",mode:this.mode,body:c}}}return e||r?{type:"supsub",mode:this.mode,base:n,sup:e,sub:r}:n},e.parseFunction=function(t,e,r){var n=this.fetch(),i=n.text,a=sn[i];if(!a)return null;if(this.consume(),null!=r&&a.greediness<=r)throw new N("Got function '"+i+"' with no arguments"+(e?" as "+e:""),n);if("text"===this.mode&&!a.allowedInText)throw new N("Can't use function '"+i+"' in text mode",n);if("math"===this.mode&&!1===a.allowedInMath)throw new N("Can't use function '"+i+"' in math mode",n);var o=this.parseArguments(i,a),s=o.args,l=o.optArgs;return this.callFunction(i,s,l,n,t)},e.callFunction=function(t,e,r,n,i){var a={funcName:t,parser:this,token:n,breakOnTokenText:i},o=sn[t];if(o&&o.handler)return o.handler(a,e,r);throw new N("No function handler for "+t)},e.parseArguments=function(t,e){var r=e.numArgs+e.numOptionalArgs;if(0===r)return{args:[],optArgs:[]};for(var n=e.greediness,i=[],a=[],o=0;o<r;o++){var s=e.argTypes&&e.argTypes[o],l=o<e.numOptionalArgs,h=o>0&&!l||0===o&&!l&&"math"===this.mode,c=this.parseGroupOfType("argument to '"+t+"'",s,l,n,h);if(!c){if(l){a.push(null);continue}throw new N("Expected group after '"+t+"'",this.fetch())}(l?a:i).push(c)}return{args:i,optArgs:a}},e.parseGroupOfType=function(t,e,r,n,i){switch(e){case"color":return i&&this.consumeSpaces(),this.parseColorGroup(r);case"size":return i&&this.consumeSpaces(),this.parseSizeGroup(r);case"url":return this.parseUrlGroup(r,i);case"math":case"text":return this.parseGroup(t,r,n,void 0,e,i);case"hbox":var a=this.parseGroup(t,r,n,void 0,"text",i);return a?{type:"styling",mode:a.mode,body:[a],style:"text"}:a;case"raw":if(i&&this.consumeSpaces(),r&&"{"===this.fetch().text)return null;var o=this.parseStringGroup("raw",r,!0);if(o)return{type:"raw",mode:"text",string:o.text};throw new N("Expected raw group",this.fetch());case"original":case null:case void 0:return this.parseGroup(t,r,n,void 0,void 0,i);default:throw new N("Unknown group type as "+t,this.fetch())}},e.consumeSpaces=function(){for(;" "===this.fetch().text;)this.consume()},e.parseStringGroup=function(t,e,r){var n=e?"[":"{",i=e?"]":"}",a=this.fetch();if(a.text!==n){if(e)return null;if(r&&"EOF"!==a.text&&/[^{}[\]]/.test(a.text))return this.consume(),a}var o=this.mode;this.mode="text",this.expect(n);for(var s,l="",h=this.fetch(),c=0,m=h;(s=this.fetch()).text!==i||r&&c>0;){switch(s.text){case"EOF":throw new N("Unexpected end of input in "+t,h.range(m,l));case n:c++;break;case i:c--}l+=(m=s).text,this.consume()}return this.expect(i),this.mode=o,h.range(m,l)},e.parseRegexGroup=function(t,e){var r=this.mode;this.mode="text";for(var 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i=this.fetch();if(-1!==t.endOfExpression.indexOf(i.text))break;if(r&&i.text===r)break;if(e&&sn[i.text]&&sn[i.text].infix)break;var a=this.parseAtom(r);if(!a)break;n.push(a)}return"text"===this.mode&&this.formLigatures(n),this.handleInfixNodes(n)},e.handleInfixNodes=function(t){for(var e,r=-1,n=0;n<t.length;n++){var i=l(t[n],"infix");if(i){if(-1!==r)throw new L("only one infix operator per group",i.token);r=n,e=i.replaceWith}}if(-1!==r&&e){var a,o,s=t.slice(0,r),c=t.slice(r+1);return a=1===s.length&&"ordgroup"===s[0].type?s[0]:{type:"ordgroup",mode:this.mode,body:s},o=1===c.length&&"ordgroup"===c[0].type?c[0]:{type:"ordgroup",mode:this.mode,body:c},["\\\\abovefrac"===e?this.callFunction(e,[a,t[r],o],[]):this.callFunction(e,[a,o],[])]}return t},e.handleSupSubscript=function(e){var r=this.fetch(),n=r.text;this.consume();var i=this.parseGroup(e,!1,t.SUPSUB_GREEDINESS,void 0,void 0,!0);if(!i)throw new L("Expected group after '"+n+"'",r);return i},e.formatUnsupportedCmd=function(t){for(var e=[],r=0;r<t.length;r++)e.push({type:"textord",mode:"text",text:t[r]});var n={type:"text",mode:this.mode,body:e};return{type:"color",mode:this.mode,color:this.settings.errorColor,body:[n]}},e.parseAtom=function(t){var e,r,n=this.parseGroup("atom",!1,null,t);if("text"===this.mode)return n;for(;;){this.consumeSpaces();var i=this.fetch();if("\\limits"===i.text||"\\nolimits"===i.text){var a=l(n,"op");if(a){var o="\\limits"===i.text;a.limits=o,a.alwaysHandleSupSub=!0}else{if(!(a=l(n,"operatorname"))||!a.alwaysHandleSupSub)throw new L("Limit controls must follow a math operator",i);var s="\\limits"===i.text;a.limits=s}this.consume()}else if("^"===i.text){if(e)throw new L("Double superscript",i);e=this.handleSupSubscript("superscript")}else if("_"===i.text){if(r)throw new L("Double subscript",i);r=this.handleSupSubscript("subscript")}else{if("'"!==i.text)break;if(e)throw new L("Double superscript",i);var 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t=this;if(this.Reveal.getConfig().overview){this.active=!1,this.Reveal.getRevealElement().classList.remove("overview"),this.Reveal.getRevealElement().classList.add("overview-deactivating"),setTimeout(function(){t.Reveal.getRevealElement().classList.remove("overview-deactivating")},1),this.Reveal.getRevealElement().appendChild(this.Reveal.getBackgroundsElement()),no(this.Reveal.getRevealElement(),".slides section").forEach(function(e){oo(e,""),e.removeEventListener("click",t.onSlideClicked,!0)}),no(this.Reveal.getBackgroundsElement(),".slide-background").forEach(function(t){oo(t,"")}),this.Reveal.transformSlides({overview:""});var e=this.Reveal.getIndices();this.Reveal.slide(e.h,e.v),this.Reveal.layout(),this.Reveal.cueAutoSlide(),this.Reveal.dispatchEvent({type:"overviewhidden",data:{indexh:e.h,indexv:e.v,currentSlide:this.Reveal.getCurrentSlide()}})}}},{key:"toggle",value:function(t){"boolean"==typeof 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t(e){n(this,t),this.Reveal=e,this.writeURLTimeout=0,this.onWindowHashChange=this.onWindowHashChange.bind(this)}return a(t,[{key:"bind",value:function(){window.addEventListener("hashchange",this.onWindowHashChange,!1)}},{key:"unbind",value:function(){window.removeEventListener("hashchange",this.onWindowHashChange,!1)}},{key:"readURL",value:function(){var t=this.Reveal.getConfig(),e=this.Reveal.getIndices(),r=this.Reveal.getCurrentSlide(),n=window.location.hash,i=n.slice(2).split("/"),a=n.replace(/#\/?/gi,"");if(!/^[0-9]*$/.test(i[0])&&a.length){var o,s;/\/[-\d]+$/g.test(a)&&(s=parseInt(a.split("/").pop(),10),s=isNaN(s)?void 0:s,a=a.split("/").shift());try{o=document.getElementById(decodeURIComponent(a))}catch(t){}var l=!!r&&r.getAttribute("id")===a;if(o){if(!l||void 0!==s){var c=this.Reveal.getIndices(o);this.Reveal.slide(c.h,c.v,s)}}else this.Reveal.slide(e.h||0,e.v||0)}else{var 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a=this.Reveal.getConfig().hashOneBasedIndex?1:0;(i.h>0||i.v>0||i.f>=0)&&(e+=i.h+a),(i.v>0||i.f>=0)&&(e+="/"+(i.v+a)),i.f>=0&&(e+="/"+i.f)}return e}},{key:"onWindowHashChange",value:function(){this.readURL()}}]),t}(),Xo=function(){function t(e){n(this,t),this.Reveal=e,this.onNavigateLeftClicked=this.onNavigateLeftClicked.bind(this),this.onNavigateRightClicked=this.onNavigateRightClicked.bind(this),this.onNavigateUpClicked=this.onNavigateUpClicked.bind(this),this.onNavigateDownClicked=this.onNavigateDownClicked.bind(this),this.onNavigatePrevClicked=this.onNavigatePrevClicked.bind(this),this.onNavigateNextClicked=this.onNavigateNextClicked.bind(this)}return a(t,[{key:"render",value:function(){var t=this.Reveal.getConfig().rtl,e=this.Reveal.getRevealElement();this.element=document.createElement("aside"),this.element.className="controls",this.element.innerHTML='<button class="navigate-left" aria-label="'.concat(t?"next slide":"previous slide",'"><div 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r.removeEventListener(e,t.onNavigateDownClicked,!1)}),t.controlsPrev.forEach(function(r){return r.removeEventListener(e,t.onNavigatePrevClicked,!1)}),t.controlsNext.forEach(function(r){return r.removeEventListener(e,t.onNavigateNextClicked,!1)})})}},{key:"update",value:function(){var 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this.state="loaded",this.asyncDependencies.length&&this.asyncDependencies.forEach(function(t){ts(t.src,t.callback)}),Promise.resolve()}},{key:"registerPlugin",value:function(t){2===arguments.length&&"string"==typeof arguments[0]?(t=arguments[1]).id=arguments[0]:"function"==typeof t&&(t=t());var e=t.id;"string"!=typeof e?console.warn("Unrecognized plugin format; can't find plugin.id",t):void 0===this.registeredPlugins[e]?(this.registeredPlugins[e]=t,"loaded"===this.state&&"function"==typeof t.init&&t.init(this.Reveal)):console.warn('reveal.js: "'+e+'" plugin has already been registered')}},{key:"hasPlugin",value:function(t){return!!this.registeredPlugins[t]}},{key:"getPlugin",value:function(t){return this.registeredPlugins[t]}},{key:"getRegisteredPlugins",value:function(){return this.registeredPlugins}}]),t}(),rs=function(){function t(e){n(this,t),this.Reveal=e}return a(t,[{key:"setupPDF",value:function(){var t=this.Reveal.getConfig(),e=this.Reveal.getComputedSlideSize(window.innerWidth,window.innerHeight),r=Math.floor(e.width*(1+t.margin)),n=Math.floor(e.height*(1+t.margin)),i=e.width,a=e.height;ho("@page{size:"+r+"px "+n+"px; margin: 0px;}"),ho(".reveal section>img, .reveal section>video, .reveal section>iframe{max-width: "+i+"px; max-height:"+a+"px}"),document.documentElement.classList.add("print-pdf"),document.body.style.width=r+"px",document.body.style.height=n+"px",this.Reveal.layoutSlideContents(i,a);var o=t.slideNumber&&/all|print/i.test(t.showSlideNumber);no(this.Reveal.getRevealElement(),".slides section").forEach(function(t){t.setAttribute("data-slide-number",this.Reveal.slideNumber.getSlideNumber(t))},this),no(this.Reveal.getRevealElement(),".slides section").forEach(function(e){if(!1===e.classList.contains("stack")){var s=(r-i)/2,l=(n-a)/2,c=e.scrollHeight,h=Math.max(Math.ceil(c/n),1);(1===(h=Math.min(h,t.pdfMaxPagesPerSlide))&&t.center||e.classList.contains("center"))&&(l=Math.max((n-c)/2,0));var u=document.createElement("div");if(u.className="pdf-page",u.style.height=(n+t.pdfPageHeightOffset)*h+"px",e.parentNode.insertBefore(u,e),u.appendChild(e),e.style.left=s+"px",e.style.top=l+"px",e.style.width=i+"px",e.slideBackgroundElement&&u.insertBefore(e.slideBackgroundElement,e),t.showNotes){var d=this.Reveal.getSlideNotes(e);if(d){var m="string"==typeof t.showNotes?t.showNotes:"inline",p=document.createElement("div");p.classList.add("speaker-notes"),p.classList.add("speaker-notes-pdf"),p.setAttribute("data-layout",m),p.innerHTML=d,"separate-page"===m?u.parentNode.insertBefore(p,u.nextSibling):(p.style.left="8px",p.style.bottom="8px",p.style.width=r-16+"px",u.appendChild(p))}}if(o){var 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t(e){n(this,t),this.Reveal=e,this.touchStartX=0,this.touchStartY=0,this.touchStartCount=0,this.touchCaptured=!1,this.onPointerDown=this.onPointerDown.bind(this),this.onPointerMove=this.onPointerMove.bind(this),this.onPointerUp=this.onPointerUp.bind(this),this.onTouchStart=this.onTouchStart.bind(this),this.onTouchMove=this.onTouchMove.bind(this),this.onTouchEnd=this.onTouchEnd.bind(this)}return a(t,[{key:"bind",value:function(){var t=this.Reveal.getRevealElement();"onpointerdown"in window?(t.addEventListener("pointerdown",this.onPointerDown,!1),t.addEventListener("pointermove",this.onPointerMove,!1),t.addEventListener("pointerup",this.onPointerUp,!1)):window.navigator.msPointerEnabled?(t.addEventListener("MSPointerDown",this.onPointerDown,!1),t.addEventListener("MSPointerMove",this.onPointerMove,!1),t.addEventListener("MSPointerUp",this.onPointerUp,!1)):(t.addEventListener("touchstart",this.onTouchStart,!1),t.addEventListener("touchmove",this.onTouchMove,!1),t.addEventListener("touchend",this.onTouchEnd,!1))}},{key:"unbind",value:function(){var t=this.Reveal.getRevealElement();t.removeEventListener("pointerdown",this.onPointerDown,!1),t.removeEventListener("pointermove",this.onPointerMove,!1),t.removeEventListener("pointerup",this.onPointerUp,!1),t.removeEventListener("MSPointerDown",this.onPointerDown,!1),t.removeEventListener("MSPointerMove",this.onPointerMove,!1),t.removeEventListener("MSPointerUp",this.onPointerUp,!1),t.removeEventListener("touchstart",this.onTouchStart,!1),t.removeEventListener("touchmove",this.onTouchMove,!1),t.removeEventListener("touchend",this.onTouchEnd,!1)}},{key:"isSwipePrevented",value:function(t){for(;t&&"function"==typeof t.hasAttribute;){if(t.hasAttribute("data-prevent-swipe"))return!0;t=t.parentNode}return!1}},{key:"onTouchStart",value:function(t){return!!this.isSwipePrevented(t.target)||(this.touchStartX=t.touches[0].clientX,this.touchStartY=t.touches[0].clientY,this.touchStartCount=t.touches.length,void 0)}},{key:"onTouchMove",value:function(t){if(this.isSwipePrevented(t.target))return!0;var e=this.Reveal.getConfig();if(this.touchCaptured)yo&&t.preventDefault();else{this.Reveal.onUserInput(t);var r=t.touches[0].clientX,n=t.touches[0].clientY;if(1===t.touches.length&&2!==this.touchStartCount){var i=this.Reveal.availableRoutes({includeFragments:!0}),a=r-this.touchStartX,o=n-this.touchStartY;a>40&&Math.abs(a)>Math.abs(o)?(this.touchCaptured=!0,"linear"===e.navigationMode?e.rtl?this.Reveal.next():this.Reveal.prev():this.Reveal.left()):a<-40&&Math.abs(a)>Math.abs(o)?(this.touchCaptured=!0,"linear"===e.navigationMode?e.rtl?this.Reveal.prev():this.Reveal.next():this.Reveal.right()):o>40&&i.up?(this.touchCaptured=!0,"linear"===e.navigationMode?this.Reveal.prev():this.Reveal.up()):o<-40&&i.down&&(this.touchCaptured=!0,"linear"===e.navigationMode?this.Reveal.next():this.Reveal.down()),e.embedded?(this.touchCaptured||
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