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lab-meeting-april2017.slides.html
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<h2 id="Oceans-of-'omics:-A-foray-into-TARA-with-Sourmash"><strong>Oceans of 'omics</strong>: A foray into TARA with Sourmash<a class="anchor-link" href="#Oceans-of-'omics:-A-foray-into-TARA-with-Sourmash">¶</a></h2><h3 id="Harriet-Alexander">Harriet Alexander<a class="anchor-link" href="#Harriet-Alexander">¶</a></h3><h5 id="DIB-Lab-meeting">DIB Lab meeting<a class="anchor-link" href="#DIB-Lab-meeting">¶</a></h5><h5 id="April-2017">April 2017<a class="anchor-link" href="#April-2017">¶</a></h5>
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<h2 id="Tara-Oceans">Tara Oceans<a class="anchor-link" href="#Tara-Oceans">¶</a></h2><ul>
<li>Global oceanic survey on the schooner Tara (~€10 million)</li>
<li>A sort of reprise of GOS (J.C. Venter) </li>
<li>Generated > 35,000 samples</li>
<li>Data hosted through the EMBL/EBI
<img src="Presentation/Tara-Oceans-ship.jpg" alt="title"></li>
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<p><img src="Presentation/TARAOCEANS-CARTE.jpg" alt="title"></p>
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<h2 id="Goal:-Work-with-the-Tara-dataset-and-explore-sourmash-utility">Goal: Work with the Tara dataset and explore <code>sourmash</code> utility<a class="anchor-link" href="#Goal:-Work-with-the-Tara-dataset-and-explore-sourmash-utility">¶</a></h2><ul>
<li>Tara dataset, not unlike the MMETSP, has some nice utility:
the samples are well documented and were collected in a similar fashion(... once you figure out how to navigate their naming hierarchy etc.) </li>
<li>Data is released as papers are published so there is a limited set of data available right now. For now, just focusing on the 'prokaryote' size fraction meta-genome data</li>
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<h2 id="Workflow">Workflow<a class="anchor-link" href="#Workflow">¶</a></h2><ul>
<li>Gather all sample attribute information for the microbial shotgun metagenome dataset </li>
<li>Gather raw data from EBI (subsample first 1 million reads from each file) </li>
<li>Interleave reads from PE fastq reads and error trim<ul>
<li><code>trim-low-abund.py -M 12e9 -k 20 {}</code></li>
<li>Note: abundance trimming was the rate limiting step in this process</li>
</ul>
</li>
<li>Run sourmash compute:<ul>
<li><code>sourmash compute -k 21 --dna --scaled 10000 {}</code></li>
</ul>
</li>
<li>Run sourmash compare: <ul>
<li><code>sourmash compare -k 21 {}</code></li>
</ul>
</li>
<li>Run sourmash sbt_gather against the microbial dataset: <ul>
<li><code>sourmash sourmash sbt_gather -k21 --dna microbes.sbt.json {}</code></li>
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<h1 id="Results">Results<a class="anchor-link" href="#Results">¶</a></h1>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">tree</span> <span class="o">=</span> <span class="n">et</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="s1">'sample-attributes/ERS477979.xml'</span><span class="p">)</span>
<span class="n">columns</span><span class="o">=</span><span class="p">[]</span>
<span class="k">for</span> <span class="n">elem</span> <span class="ow">in</span> <span class="n">tree</span><span class="o">.</span><span class="n">iter</span><span class="p">():</span>
<span class="c1"># print elem.tag, elem.attrib, elem.text</span>
<span class="k">if</span> <span class="n">elem</span><span class="o">.</span><span class="n">tag</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">'DB'</span><span class="p">):</span>
<span class="n">columns</span><span class="o">+=</span><span class="p">[</span><span class="n">elem</span><span class="o">.</span><span class="n">text</span><span class="p">]</span>
<span class="k">elif</span> <span class="n">elem</span><span class="o">.</span><span class="n">tag</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">'TAG'</span><span class="p">):</span>
<span class="n">columns</span><span class="o">+=</span><span class="p">[</span><span class="n">elem</span><span class="o">.</span><span class="n">text</span><span class="p">]</span>
<span class="n">sampleAttributes</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">columns</span><span class="o">=</span><span class="n">columns</span><span class="p">)</span>
<span class="k">for</span> <span class="n">xmlfile</span> <span class="ow">in</span> <span class="n">glob</span><span class="o">.</span><span class="n">glob</span><span class="p">(</span><span class="s1">'sample-attributes/*xml'</span><span class="p">):</span>
<span class="n">ersName</span> <span class="o">=</span> <span class="n">xmlfile</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">'/'</span><span class="p">)[</span><span class="mi">1</span><span class="p">]</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">'.'</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">tree</span> <span class="o">=</span> <span class="n">et</span><span class="o">.</span><span class="n">parse</span><span class="p">(</span><span class="n">xmlfile</span><span class="p">)</span>
<span class="k">for</span> <span class="n">prev_elem</span><span class="p">,</span> <span class="n">elem</span><span class="p">,</span> <span class="n">next_elem</span> <span class="ow">in</span> <span class="n">neighborhood</span><span class="p">(</span><span class="n">tree</span><span class="o">.</span><span class="n">iter</span><span class="p">()):</span>
<span class="k">if</span> <span class="n">elem</span><span class="o">.</span><span class="n">tag</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">'DB'</span><span class="p">):</span>
<span class="n">colName</span> <span class="o">=</span> <span class="n">elem</span><span class="o">.</span><span class="n">text</span>
<span class="n">elem</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="n">tree</span><span class="o">.</span><span class="n">iter</span><span class="p">())</span>
<span class="n">val</span><span class="o">=</span><span class="n">next_elem</span><span class="o">.</span><span class="n">text</span>
<span class="n">sampleAttributes</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ersName</span><span class="p">,</span><span class="n">colName</span><span class="p">]</span><span class="o">=</span><span class="n">val</span>
<span class="k">elif</span> <span class="n">elem</span><span class="o">.</span><span class="n">tag</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">'TAG'</span><span class="p">):</span>
<span class="n">colName</span> <span class="o">=</span> <span class="n">elem</span><span class="o">.</span><span class="n">text</span>
<span class="n">elem</span> <span class="o">=</span> <span class="nb">next</span><span class="p">(</span><span class="n">tree</span><span class="o">.</span><span class="n">iter</span><span class="p">())</span>
<span class="n">val</span><span class="o">=</span><span class="n">next_elem</span><span class="o">.</span><span class="n">text</span>
<span class="n">sampleAttributes</span><span class="o">.</span><span class="n">loc</span><span class="p">[</span><span class="n">ersName</span><span class="p">,</span><span class="n">colName</span><span class="p">]</span><span class="o">=</span><span class="n">val</span>
<span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="p">[</span> <span class="s1">u'Size Fraction Lower Threshold'</span><span class="p">,</span> <span class="s1">u'Size Fraction Upper Threshold'</span><span class="p">,</span> <span class="s1">u'Latitude Start'</span><span class="p">,</span> <span class="s1">u'Longitude Start'</span><span class="p">,</span> <span class="s1">u'Latitude End'</span><span class="p">,</span> <span class="s1">u'Longitude End'</span><span class="p">,</span>
<span class="s1">u'Depth'</span><span class="p">,</span><span class="s1">u'Salinity Sensor'</span><span class="p">,</span> <span class="s1">u'Oxygen Sensor'</span><span class="p">,</span> <span class="s1">u'Nitrate Sensor'</span><span class="p">,</span> <span class="s1">u'Chlorophyll Sensor'</span><span class="p">,]:</span>
<span class="n">sampleAttributes</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">to_numeric</span><span class="p">(</span><span class="n">sampleAttributes</span><span class="p">[</span><span class="n">col</span><span class="p">])</span>
<span class="n">sungawa</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">'tara-analyses/Sunagawa_TableS1.csv'</span><span class="p">,</span> <span class="n">index_col</span><span class="o">=</span><span class="s1">'INSDC sample accession number(s)'</span><span class="p">)</span>
<span class="n">cols</span> <span class="o">=</span> <span class="p">[</span><span class="s1">'Ocean and sea regions (IHO General Sea Areas 1953) [MRGID registered at www.marineregions.com]'</span><span class="p">,</span>
<span class="s1">'Marine provinces (Longhurst 2007)'</span><span class="p">,</span> <span class="s1">'Environmental Feature'</span><span class="p">]</span>
<span class="n">sampleAttributes</span><span class="o">=</span><span class="n">sampleAttributes</span><span class="o">.</span><span class="n">merge</span><span class="p">(</span><span class="n">sungawa</span><span class="p">[</span><span class="n">cols</span><span class="p">],</span>
<span class="n">left_index</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">right_index</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">sampleAttributes</span><span class="o">.</span><span class="n">columns</span><span class="o">=</span><span class="p">[</span><span class="s1">u'ENA-STUDY'</span><span class="p">,</span> <span class="s1">u'ENA-EXPERIMENT'</span><span class="p">,</span> <span class="s1">u'ENA-RUN'</span><span class="p">,</span> <span class="s1">u'ENA-SUBMISSION'</span><span class="p">,</span>
<span class="s1">u'ENA-FASTQ-FILES'</span><span class="p">,</span> <span class="s1">u'ENA-SUBMITTED-FILES'</span><span class="p">,</span> <span class="s1">u'Sampling Campaign'</span><span class="p">,</span>
<span class="s1">u'Sampling Station'</span><span class="p">,</span> <span class="s1">u'Sampling Platform'</span><span class="p">,</span> <span class="s1">u'Event Label'</span><span class="p">,</span>
<span class="s1">u'Event Date/Time Start'</span><span class="p">,</span> <span class="s1">u'Event Date/Time End'</span><span class="p">,</span> <span class="s1">u'Latitude Start'</span><span class="p">,</span>
<span class="s1">u'Longitude Start'</span><span class="p">,</span> <span class="s1">u'Latitude End'</span><span class="p">,</span> <span class="s1">u'Longitude End'</span><span class="p">,</span> <span class="s1">u'Depth'</span><span class="p">,</span>
<span class="s1">u'Sample Collection Device'</span><span class="p">,</span> <span class="s1">u'Protocol Label'</span><span class="p">,</span>
<span class="s1">u'Size Fraction Lower Threshold'</span><span class="p">,</span> <span class="s1">u'Size Fraction Upper Threshold'</span><span class="p">,</span>
<span class="s1">u'Sample Status'</span><span class="p">,</span> <span class="s1">u'Last Update Date'</span><span class="p">,</span> <span class="s1">u'Marine Region'</span><span class="p">,</span> <span class="s1">u'Temperature'</span><span class="p">,</span>
<span class="s1">u'Salinity Sensor'</span><span class="p">,</span> <span class="s1">u'Oxygen Sensor'</span><span class="p">,</span> <span class="s1">u'Nitrate Sensor'</span><span class="p">,</span>
<span class="s1">u'Chlorophyll Sensor'</span><span class="p">,</span> <span class="s1">u'Environment (Biome)'</span><span class="p">,</span> <span class="s1">u'Environment (Feature)'</span><span class="p">,</span>
<span class="s1">u'Environment (Material)'</span><span class="p">,</span> <span class="s1">u'Environmental Package'</span><span class="p">,</span> <span class="s1">u'Citation'</span><span class="p">,</span>
<span class="s1">u'Further Details'</span><span class="p">,</span> <span class="s1">u'Project Name'</span><span class="p">,</span> <span class="s1">u'ENA-CHECKLIST'</span><span class="p">,</span>
<span class="s1">u'ENA-SPOT-COUNT'</span><span class="p">,</span> <span class="s1">u'ENA-BASE-COUNT'</span><span class="p">,</span> <span class="s1">u'ENA-FIRST-PUBLIC'</span><span class="p">,</span>
<span class="s1">u'ENA-LAST-UPDATE'</span><span class="p">,</span>
<span class="s1">u'Ocean regions'</span><span class="p">,</span>
<span class="s1">u'Marine provinces'</span><span class="p">,</span> <span class="s1">u'Environmental Feature'</span><span class="p">]</span>
<span class="n">sampleAttributes</span><span class="p">[</span><span class="s1">'ORs'</span><span class="p">]</span><span class="o">=</span><span class="n">sampleAttributes</span><span class="p">[</span><span class="s1">'Ocean regions'</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">r'\).*'</span><span class="p">,</span> <span class="s1">''</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">'('</span><span class="p">,</span> <span class="s1">''</span><span class="p">)</span>
<span class="n">sampleAttributes</span><span class="p">[</span><span class="s1">'EFs'</span><span class="p">]</span><span class="o">=</span><span class="n">sampleAttributes</span><span class="p">[</span><span class="s1">'Environmental Feature'</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">r'\).*'</span><span class="p">,</span> <span class="s1">''</span><span class="p">)</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">'('</span><span class="p">,</span> <span class="s1">''</span><span class="p">)</span>
<span class="n">lst_col</span> <span class="o">=</span> <span class="s1">'ENA-RUN'</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">sampleAttributes</span><span class="o">.</span><span class="n">assign</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="n">lst_col</span><span class="p">:</span><span class="n">sampleAttributes</span><span class="p">[</span><span class="n">lst_col</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">','</span><span class="p">)})</span>
<span class="n">ERA_sampleAtr</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">({</span><span class="n">col</span><span class="p">:</span><span class="n">np</span><span class="o">.</span><span class="n">repeat</span><span class="p">(</span><span class="n">x</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">,</span> <span class="n">x</span><span class="p">[</span><span class="n">lst_col</span><span class="p">]</span><span class="o">.</span><span class="n">str</span><span class="o">.</span><span class="n">len</span><span class="p">())</span> <span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">x</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">difference</span><span class="p">([</span><span class="n">lst_col</span><span class="p">])})</span><span class="o">.</span><span class="n">assign</span><span class="p">(</span><span class="o">**</span><span class="p">{</span><span class="n">lst_col</span><span class="p">:</span><span class="n">np</span><span class="o">.</span><span class="n">concatenate</span><span class="p">(</span>
<span class="n">x</span><span class="p">[</span><span class="n">lst_col</span><span class="p">]</span><span class="o">.</span><span class="n">values</span><span class="p">)})[</span><span class="n">x</span><span class="o">.</span><span class="n">columns</span><span class="o">.</span><span class="n">tolist</span><span class="p">()]</span>
<span class="n">ERA_sampleAtr</span><span class="o">=</span><span class="n">ERA_sampleAtr</span><span class="o">.</span><span class="n">set_index</span><span class="p">(</span><span class="s1">'ENA-RUN'</span><span class="p">)</span>
<span class="n">ERA_sampleAtr</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
</pre></div>
</div>
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<div class="output_area"><div class="prompt output_prompt">Out[20]:</div>
<div class="output_html rendered_html output_subarea output_execute_result">
<div>
<table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>ENA-STUDY</th>
<th>ENA-EXPERIMENT</th>
<th>ENA-SUBMISSION</th>
<th>ENA-FASTQ-FILES</th>
<th>ENA-SUBMITTED-FILES</th>
<th>Sampling Campaign</th>
<th>Sampling Station</th>
<th>Sampling Platform</th>
<th>Event Label</th>
<th>Event Date/Time Start</th>
<th>...</th>
<th>ENA-CHECKLIST</th>
<th>ENA-SPOT-COUNT</th>
<th>ENA-BASE-COUNT</th>
<th>ENA-FIRST-PUBLIC</th>
<th>ENA-LAST-UPDATE</th>
<th>Ocean regions</th>
<th>Marine provinces</th>
<th>Environmental Feature</th>
<th>ORs</th>
<th>EFs</th>
</tr>
<tr>
<th>ENA-RUN</th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
<th></th>
</tr>
</thead>
<tbody>
<tr>
<th>ERR598950</th>
<td>ERP001736</td>
<td>ERX555913,ERX556067</td>
<td>ERA323369</td>
<td>http://www.ebi.ac.uk/ena/data/warehouse/filere...</td>
<td>http://www.ebi.ac.uk/ena/data/warehouse/filere...</td>
<td>TARA_20090913Z</td>
<td>TARA_004</td>
<td>SV Tara</td>
<td>TARA_20090915T1800Z_004_EVENT_PUMP</td>
<td>2009-09-15T18:00</td>
<td>...</td>
<td>ERC000030</td>
<td>238146548</td>
<td>46805953681</td>
<td>2014-09-12</td>
<td>2015-11-04</td>
<td>(NAO) North Atlantic Ocean [MRGID:1912]</td>
<td>(NAST-E) North Atlantic Subtropical Gyral Prov...</td>
<td>(DCM) deep chlorophyll maximum layer (ENVO:010...</td>
<td>NAO</td>
<td>DCM</td>
</tr>
<tr>
<th>ERR599095</th>
<td>ERP001736</td>
<td>ERX555913,ERX556067</td>
<td>ERA323369</td>
<td>http://www.ebi.ac.uk/ena/data/warehouse/filere...</td>
<td>http://www.ebi.ac.uk/ena/data/warehouse/filere...</td>
<td>TARA_20090913Z</td>
<td>TARA_004</td>
<td>SV Tara</td>
<td>TARA_20090915T1800Z_004_EVENT_PUMP</td>
<td>2009-09-15T18:00</td>
<td>...</td>
<td>ERC000030</td>
<td>238146548</td>
<td>46805953681</td>
<td>2014-09-12</td>
<td>2015-11-04</td>
<td>(NAO) North Atlantic Ocean [MRGID:1912]</td>
<td>(NAST-E) North Atlantic Subtropical Gyral Prov...</td>
<td>(DCM) deep chlorophyll maximum layer (ENVO:010...</td>
<td>NAO</td>
<td>DCM</td>
</tr>
<tr>
<th>ERR598955</th>
<td>ERP001736</td>
<td>ERX555964,ERX556024</td>
<td>ERA323369</td>
<td>http://www.ebi.ac.uk/ena/data/warehouse/filere...</td>
<td>http://www.ebi.ac.uk/ena/data/warehouse/filere...</td>
<td>TARA_20090913Z</td>
<td>TARA_004</td>
<td>SV Tara</td>
<td>TARA_20090915T1130Z_004_EVENT_PUMP</td>
<td>2009-09-15T11:30</td>
<td>...</td>
<td>ERC000030</td>
<td>202168446</td>
<td>39822071771</td>
<td>2014-09-12</td>
<td>2015-11-04</td>
<td>(NAO) North Atlantic Ocean [MRGID:1912]</td>
<td>(NAST-E) North Atlantic Subtropical Gyral Prov...</td>
<td>(SRF) surface water layer (ENVO:00002042)</td>
<td>NAO</td>
<td>SRF</td>
</tr>
<tr>
<th>ERR599003</th>
<td>ERP001736</td>
<td>ERX555964,ERX556024</td>
<td>ERA323369</td>
<td>http://www.ebi.ac.uk/ena/data/warehouse/filere...</td>
<td>http://www.ebi.ac.uk/ena/data/warehouse/filere...</td>
<td>TARA_20090913Z</td>
<td>TARA_004</td>
<td>SV Tara</td>
<td>TARA_20090915T1130Z_004_EVENT_PUMP</td>
<td>2009-09-15T11:30</td>
<td>...</td>
<td>ERC000030</td>
<td>202168446</td>
<td>39822071771</td>
<td>2014-09-12</td>
<td>2015-11-04</td>
<td>(NAO) North Atlantic Ocean [MRGID:1912]</td>
<td>(NAST-E) North Atlantic Subtropical Gyral Prov...</td>
<td>(SRF) surface water layer (ENVO:00002042)</td>
<td>NAO</td>
<td>SRF</td>
</tr>
<tr>
<th>ERR599073</th>
<td>ERP001736</td>
<td>ERX555962,ERX556039</td>
<td>ERA323370</td>
<td>http://www.ebi.ac.uk/ena/data/warehouse/filere...</td>
<td>http://www.ebi.ac.uk/ena/data/warehouse/filere...</td>
<td>TARA_20091031Z</td>
<td>TARA_018</td>
<td>SV Tara</td>
<td>TARA_20091102T1407Z_018_EVENT_PUMP</td>
<td>2009-11-02T14:07</td>
<td>...</td>
<td>ERC000030</td>
<td>204010591</td>
<td>40611660735</td>
<td>2014-09-12</td>
<td>2015-11-04</td>
<td>(MS) Mediterranean Sea [MRGID:1905]</td>
<td>(MEDI) Mediterranean Sea, Black Sea Province [...</td>
<td>(DCM) deep chlorophyll maximum layer (ENVO:010...</td>
<td>MS</td>
<td>DCM</td>
</tr>
</tbody>
</table>
<p>5 rows × 45 columns</p>
</div>
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<h2 id="Results">Results<a class="anchor-link" href="#Results">¶</a></h2><h3 id="Distance-metrics-for-abundance-trimmed-vs.-non-trimmed-data">Distance metrics for abundance trimmed vs. non-trimmed data<a class="anchor-link" href="#Distance-metrics-for-abundance-trimmed-vs.-non-trimmed-data">¶</a></h3>
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</div></section><section>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">D_filename</span> <span class="o">=</span> <span class="s1">'sourmash-sigs/abundtrim.dist'</span>
<span class="n">D</span><span class="p">,</span> <span class="n">labeltext</span> <span class="o">=</span> <span class="n">load_matrix_and_labels</span><span class="p">(</span><span class="n">D_filename</span><span class="p">)</span>
<span class="n">labeltext</span><span class="o">=</span><span class="p">[</span><span class="n">label</span><span class="o">.</span><span class="n">split</span><span class="p">(</span><span class="s1">'_'</span><span class="p">)[</span><span class="mi">0</span><span class="p">]</span> <span class="k">for</span> <span class="n">label</span> <span class="ow">in</span> <span class="n">labeltext</span><span class="p">]</span>
<span class="n">abundTrim</span><span class="o">=</span><span class="n">pd</span><span class="o">.</span><span class="n">DataFrame</span><span class="p">(</span><span class="n">data</span><span class="o">=</span><span class="n">D</span><span class="p">,</span> <span class="n">index</span><span class="o">=</span><span class="n">labeltext</span><span class="p">,</span> <span class="n">columns</span><span class="o">=</span><span class="n">labeltext</span><span class="p">)</span>
<span class="k">for</span> <span class="n">i</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">labeltext</span><span class="p">)):</span>
<span class="k">if</span> <span class="n">i</span> <span class="o">%</span> <span class="mi">2</span><span class="p">:</span>
<span class="n">labeltext</span><span class="p">[</span><span class="n">i</span><span class="p">]</span> <span class="o">=</span> <span class="n">labeltext</span><span class="p">[</span><span class="n">i</span><span class="p">]</span>
<span class="n">_</span> <span class="o">=</span> <span class="n">plot_composite_matrix</span><span class="p">(</span><span class="n">D</span><span class="p">,</span> <span class="n">labeltext</span><span class="p">)</span>
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