changeset 8:e75a85590041 draft

Uploaded
author johnheap
date Mon, 03 Jun 2019 14:09:07 -0400
parents 25226d33642e
children a0d5e1f5bec0
files Tryp_V.py
diffstat 1 files changed, 2064 insertions(+), 325 deletions(-) [+]
line wrap: on
line diff
--- a/Tryp_V.py	Mon Jun 03 14:06:47 2019 -0400
+++ b/Tryp_V.py	Mon Jun 03 14:09:07 2019 -0400
@@ -1,325 +1,2064 @@
-"""
- * Copyright 2018 University of Liverpool
- * Author: John Heap, Computational Biology Facility, UoL
- * Based on original scripts of Sara Silva Pereira, Institute of Infection and Global Health, UoL
- *
- * Licensed under the Apache License, Version 2.0 (the "License");
- * you may not use this file except in compliance with the License.
- * You may obtain a copy of the License at
- *
- * http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- *
- """
-
-import matplotlib as mpl
-mpl.use('Agg')
-
-import subprocess
-import shutil
-import re
-import pandas as pd
-import os
-
-import sys
-
-import matplotlib.pyplot as plt
-from matplotlib.patches import Patch
-import seaborn as sns
-
-def assembleWithVelvet(name, kmers, inslen, covcut, fastq1name,fastq2name):
-    #argString = "velveth " + name + "_k65 65 -shortPaired -fastq " + name + "_R1.fastq " + name + "_R2.fastq"
-    argString = "velveth " + name + "_k"+ kmers+" "+ kmers + " -shortPaired -fastq " + fastq1name+" "+fastq2name
-    print(argString)
-    returncode = subprocess.call(argString, shell=True)
-    if returncode != 0:
-        return "Error in velveth"
-    argString = "velvetg " + name + "_k"+kmers+" -exp_cov auto -ins_length "+inslen+" -clean yes -ins_length_sd 50 -min_pair_count 20"
-    #argString = "velvetg " + name + "_k"+kmers+" -exp_cov auto -ins_length "+inslen+" -cov_cutoff "+covcut+" -clean yes -ins_length_sd 50 -min_pair_count 20"
-    #argString = "velvetg " + name + "_k65 -exp_cov auto -ins_length 400 -cov_cutoff 5 -clean yes -ins_length_sd 50 -min_pair_count 20"+quietString
-    print(argString)
-    returncode = subprocess.call(argString, shell = True)
-    if returncode != 0:
-        return "Error in velvetg"
-    shutil.copyfile(name + "_k"+kmers+"//contigs.fa",name + ".fa")  # my $namechange = "mv ".$input."_k65/contigs.fa ".$input.".fa";
-    return "ok"
-
-
-def blastContigs(test_name,database):
-    print(test_name)
-    print(database)
-    #db_path = os.path.dirname(os.path.realpath(__file__))+database
-    db_path = database
-    argString = "blastn -db "+db_path+" -query "+test_name+".fa -outfmt 10 -out "+test_name+"_blast.txt"
-    print (argString)
-    returncode = subprocess.call(argString, shell = True)
-    if returncode != 0:
-        return "Error in blastall"
-    blast_df = pd.read_csv(""+test_name+"_blast.txt")
-    #print (blast_df)
-    #if ($temp[2] >= 98 & & $temp[3] > 100 & & $temp[10] < 0.001){
-    #'qaccver saccver pident length mismatch gapopen qstart qend sstart send evalue bitscore'
-    blast_df.columns = ['qaccver', 'saccver', 'pident', 'length', 'mismatch', 'gapopen', 'qstart', 'qend', 'sstart', 'send', 'evalue','bitscore']
-    blastResult_df = blast_df[(blast_df['pident']>=98) & (blast_df['length'] > 100) & (blast_df['evalue']<0.001) ]
-    blastResult_df = blastResult_df[['qaccver', 'saccver', 'pident']]   #query accession.version, subject accession.version, Percentage of identical matches
-
-    return blastResult_df
-
-
-
-def getCogsPresent(blastResult_df,strain,cogOrBinList):
-    blastResult_df.sort_values('pident',axis = 0, ascending=False, inplace=True)
-    nodeList = blastResult_df['qaccver'].tolist()
-    cogList = blastResult_df['saccver'].tolist()
-    cogSet = set(cogList)   #get unique values
-    cogList = sorted(cogSet)    #sort them
-
-    #print (cogList)
-    #print (len(cogList))
-
-    thereList = []
-    dataList = []
-    #dir_path = os.path.dirname(os.path.realpath(__file__))
-    fname = cogOrBinList
-    cnt = 0
-    with open (fname) as f:
-        for line in f:
-            dataList.append(line.rstrip('\n\r '))
-            if line.rstrip('\n\r ') in cogList:
-                thereList.append('1')
-                cnt = cnt+1
-            else:
-                thereList.append('0')
-
-    #print (thereList)
-    #print (cnt)
-    data = {'Cog': dataList, strain: thereList}
-    presence_df = pd.DataFrame(data)
-    #print (presence_df)
-    return presence_df
-
-def addToCurrentData(cog_df, name):
-    dir_path = os.path.dirname(os.path.realpath(__file__))
-    j_fname = dir_path + r"/data/vivax/TvDatabase.csv"
-    tv_df = pd.read_csv(j_fname)
-
-    cogList = cog_df[name].tolist()
-    #cogList.insert(0,'Test')
-    #print (len(tv_df))
-    #print(len(cogList))
-
-    #print(cogList)
-    tv_df.loc[:,name]=cogList
-    return tv_df
-
-
-
-
-def createClusterMap(tv_df,name,html_path,pdfExport):
-    #Retrieve Data
-    dir_path = os.path.dirname(os.path.realpath(__file__))
-    j_fname = dir_path+r"/data/vivax/geoTv.csv"
-    geo_df = pd.read_csv(j_fname)
-    geo_df.loc[len(geo_df)] =[name,name,'k']
-    print(geo_df)
-
-    myStrains = tv_df.columns.values.tolist()   #beware first entry is COG
-    myStrains = myStrains[1:]
-    print(myStrains)
-    myPal = []
-    for s in myStrains:
-        col = geo_df[(geo_df['Strain'] == s)]['colour'].tolist()
-        myPal.append(col[0])
-    print(myPal)
-    mycogmap = ['skyblue', 'orangered']  # blue absent,red present
-    tv_df.set_index('COG', inplace=True)
-    tv_df = tv_df[tv_df.columns].astype(float)
-
-    cg = sns.clustermap(tv_df, method='ward', col_colors=myPal, cmap=mycogmap, yticklabels = 1500, row_cluster=False, linewidths = 0)
-    #cg = sns.clustermap(tv_df, method='ward', row_cluster=False, linewidths = 0)
-    ax = cg.ax_heatmap
-    #xasix ticks and labels.
-    ax.xaxis.tick_top()     #set ticks at top
-    newlabs = []
-
-    labs = ax.xaxis.get_ticklabels()
-    for i in range(0, len(labs)):
-        print(labs[i])
-        # labs[i].set_text("       "+labs[i].get_text())  #make enough room so label sits atop of col_color bars
-        newlabs.append("       " + labs[i].get_text())
-    ax.xaxis.set_ticklabels(newlabs)
-
-    #labs = ax.xaxis.get_ticklabels()
-    #for i in range(0, len(labs)):
-    #    print(labs[i])
-    #    labs[i].set_text("       "+labs[i].get_text())  #make enough room so label sits atop of col_color bars
-    #    print(labs[i])
-    #ax.xaxis.set_ticklabels(labs)
-    plt.setp(cg.ax_heatmap.xaxis.get_ticklabels(), rotation=90)  # get x labels printed vertically
-
-    cg.cax.set_visible(False)
-    ax = cg.ax_heatmap
-    ax.set_yticklabels("")
-    ax.set_ylabel("")
-    ax = cg.ax_heatmap
-    # ax.set_title("Variant antigen profiles of T. vivax genomes.\nDendrogram reflects the VSG repertoire relationships of each strain inferred by the presence and absence of non-universal T. vivax VSG orthologs.", va = "top", wrap = "True")
-    b = len(tv_df)
-    print(b)
-    title = "Figure Legend: The Variant Antigen Profiles of $\itTrypanosoma$ $\itvivax$ " \
-            "showing the \ncombination of present and absent diagnostic cluster of VSG orthologs " \
-            "across the sample cohort. \nDendrogram reflects the relationships amongst the VSG" \
-            " repertoires of each strain. " \
-            "Strains were isolated \nfrom multiple African countries as shown in the key.\nData was produced with the " \
-            "'Variant Antigen Profiler' (Silva Pereira and Jackson, 2018)."
-
-    ax.text(-1.5, len(tv_df) + 8,
-            title,
-            ha="left", va="top", wrap="True")
-    col = cg.ax_col_dendrogram.get_position()
-    cg.ax_col_dendrogram.set_position([col.x0, col.y0*1.08, col.width, col.height*1.1])
-
-    countryList = pd.unique(geo_df['Location'])
-    colourList = pd.unique(geo_df['colour'])
-    legend_elements = [Patch(facecolor='orangered', label='COG Present'),
-                       Patch(facecolor='skyblue', label='COG Absent')]
-
-    for i in range(0, len(colourList)):
-        print("country = %s, colour = %s" % (countryList[i], colourList[i]))
-        p = Patch(facecolor=str(colourList[i]), label=countryList[i])
-        legend_elements.append(p)
-
-    ax.legend(handles = legend_elements, bbox_to_anchor=(-0.3,1.2),loc = 'upper left')
-
-
-
-
-
-
-
-    #plt.setp(cg.ax_heatmap.yaxis.get_ticklabels(), rotation=0 )  # get y labels printed horizontally
-    # cg.dendrogram_col.linkage  # linkage matrix for columns
-    # cg.dendrogram_row.linkage  # linkage matrix for rows
-    # plt.savefig(r"results/" + name + "_heatmap.png")
-    #plt.savefig(htmlresource + "/heatmap.png")
-    #if pdf == 'PDF_Yes':
-    #    plt.savefig(htmlresource + "/heatmap.pdf")
-        # shutil.copyfile("heatmap.pdf",heatmapfn)  #
-    #plt.legend()
-    fname = html_path+"/"+name+"_clustermap.png"
-    cg.savefig(fname)
-    if pdfExport == 'PDF_Yes':
-        fname = html_path + "/" + name + "_clustermap.pdf"
-        cg.savefig(fname)
-    #plt.show()
-
-def createHTML(name,htmlfn,htmlPath):
-    #assumes imgs are heatmap.png, dheatmap.png, vapPCA.png and already in htmlresource
-    htmlString = r"<html><title>T.vivax VAP</title><body><div style='text-align:center'><h2><i>Trypanosoma vivax</i> Variant Antigen Profile</h2><h3>"
-    htmlString += name
-
-
-    htmlString += r'<p> <h3>The Heat Map and Dendrogram</h3></p>'
-    imgString = r"<img src = '"+name+"_clustermap.png' alt='Cog Clustermap' style='max-width:100%'><br><br>"
-    htmlString += imgString
-    print(htmlString)
-
-    with open(htmlfn, "w") as htmlfile:
-        htmlfile.write(htmlString)
-
-
-def vivax_assemble(args,dict):
-    #argdict = {'name': 2, 'pdfexport': 3, 'kmers': 4, 'inslen': 5, 'covcut': 6, 'forward': 7, 'reverse': 8, 'html_file': 9,'html_resource': 10}
-    #assembleWithVelvet("V2_Test", '65', '400', '5', "data/TviBrRp.1.clean", "data/TviBrRp.2.clean")
-
-    vivaxPath = os.path.dirname(os.path.realpath(__file__))+r"/data/vivax"
-    assembleWithVelvet(args[dict['name']], args[dict['kmers']], args[dict['inslen']], args[dict['covcut']],
-                       args[dict['forward']], args[dict['reverse']])
-    blastResult_df = blastContigs(args[dict['name']], vivaxPath+r"/Database/COGs.fas")
-    orthPresence_df = getCogsPresent(blastResult_df, args[dict['name']], vivaxPath+r"/Database/COGlist.txt")
-
-    binBlastResult_df = blastContigs(args[dict['name']], vivaxPath+r"/Database/Bin_2.fas")
-    binPresence_df = getCogsPresent(binBlastResult_df, args[dict['name']], vivaxPath+r"/Database/binlist.txt")
-    cogPresence_df = orthPresence_df.append(binPresence_df, ignore_index=True)
-
-    fname = args[dict['html_resource']] +args[dict['name']]+"_cogspresent.csv"
-    cogPresence_df.to_csv(fname)
-    current_df = addToCurrentData(cogPresence_df,args[dict['name']])  # load in Tvdatabase and add cogPresence column to it.
-    createClusterMap(current_df, args[dict['name']],args[dict['html_resource']],args[dict['pdfexport']])
-    createHTML(args[dict['name']],args[dict['html_file']],args[dict['html_resource']])
-
-def test_cluster(args,dict):
-    print ("name: %s",args[dict['name']])
-    cogPresence_df = pd.read_csv("test_cogspresent.csv")
-    print(cogPresence_df)
-    current_df = addToCurrentData(cogPresence_df,args[dict['name']])  # load in Tvdatabase and add cogPresence column to it.
-    createClusterMap(current_df, args[dict['name']], args[dict['html_resource']], args[dict['pdfexport']])
-
-def vivax_contigs(args,dict):
-# argdict = {'name': 2, 'pdfexport': 3, 'contigs': 4, 'html_file': 5, 'html_resource': 6}
-
-    #test_cluster(args,dict)
-    #return;
-
-    #subprocess.call('echo $PATH',shell = True)
-    #sys.exit(1)
-
-    vivaxPath = os.path.dirname(os.path.realpath(__file__))+r"/data/vivax"
-    shutil.copyfile(args[dict['contigs']], args[dict['name']]+".fa")
-    blastResult_df = blastContigs(args[dict['name']], vivaxPath+r"/Database/COGs.fas")
-    orthPresence_df = getCogsPresent(blastResult_df, args[dict['name']], vivaxPath+r"/Database/COGlist.txt")
-
-    binBlastResult_df = blastContigs(args[dict['name']], vivaxPath+r"/Database/Bin_2.fas")
-    binPresence_df = getCogsPresent(binBlastResult_df, args[dict['name']], vivaxPath+r"/Database/binlist.txt")
-    cogPresence_df = orthPresence_df.append(binPresence_df, ignore_index=True)
-
-    fname = args[dict['html_resource']]+r"/"+ args[dict['name']]+"_cogspresent.csv"
-    cogPresence_df.to_csv(fname)
-    current_df = addToCurrentData(cogPresence_df,args[dict['name']])  # load in Tvdatabase and add cogPresence column to it.
-    createClusterMap(current_df, args[dict['name']], args[dict['html_resource']], args[dict['pdfexport']])
-    createHTML(args[dict['name']],args[dict['html_file']],args[dict['html_resource']])
-
-if __name__ == "__main__":
-    #assembleWithVelvet("V2_Test",'65','400', '5',"data/TviBrRp.1.clean","data/TviBrRp.2.clean")
-    #assembleWithVelvet("V2_Test",'65','400', '5',"data/Tv493.1","data/Tv493.2")
-    #blastResult_df=blastContigs("V2_Test",r"/Database/COGs.fas")
-    cogPresence_df = pd.read_csv("test_cogspresent.csv")
-    print(cogPresence_df)
-    current_df = addToCurrentData(cogPresence_df,"vTest")  # load in Tvdatabase and add cogPresence column to it.
-    createClusterMap(current_df, "vTest", "sausages","no")
-    createHTML("vTest","vTest.html","sausages")
-    sys.exit()
-
-    blastResult_df=blastContigs("Tv493",r"/Database/COGs.fas")
-    orthPresence_df = getCogsPresent(blastResult_df,"Tv493",r"/Database/COGlist.txt")
-
-    #binBlastResult_df=blastContigs("V2_Test",r"/Database/Bin_2.fas")
-
-    binBlastResult_df=blastContigs("Tv493",r"/Database/Bin_2.fas")
-    binPresence_df = getCogsPresent(binBlastResult_df,"Tv493",r"/Database/binlist.txt")
-    cogPresence_df = orthPresence_df.append(binPresence_df, ignore_index=True)
-    #now do the next bit?
-    current_df = addToCurrentData(cogPresence_df)  # load in Tvdatabase and add cogPresence column to it.
-    createClusterMap(current_df,'Test',dict['html_resource'] ,dict['pdfexport'])
-
-
-    #print(cogPresence_df)
-    dir_path = os.path.dirname(os.path.realpath(__file__))
-    fname = dir_path+r"/results/V2_TestPresence.csv"
-    #fnameb = dir_path+r"/results/V2_Test_blastOrth.csv"
-    #fnameb_bin = dir_path+r"/results/V2_Test_blastBin.csv"
-    #binBlastResult_df.to_csv(fnameb_bin)
-    #blastResult_df.to_csv(fnameb)
-
-    #cogPresence_df.to_csv(fname)
-    cogPresence_df = pd.read_csv(fname)
-
-    current_df = addToCurrentData(cogPresence_df)       #load in Tvdatabase and add cogPresence column to it.
-
-
-
-
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+      <tr>
+        <td id="L1" class="blob-num js-line-number" data-line-number="1"></td>
+        <td id="LC1" class="blob-code blob-code-inner js-file-line"><span class="pl-s"><span class="pl-pds">&quot;&quot;&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L2" class="blob-num js-line-number" data-line-number="2"></td>
+        <td id="LC2" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * Copyright 2018 University of Liverpool</span></td>
+      </tr>
+      <tr>
+        <td id="L3" class="blob-num js-line-number" data-line-number="3"></td>
+        <td id="LC3" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * Author: John Heap, Computational Biology Facility, UoL</span></td>
+      </tr>
+      <tr>
+        <td id="L4" class="blob-num js-line-number" data-line-number="4"></td>
+        <td id="LC4" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * Based on original scripts of Sara Silva Pereira, Institute of Infection and Global Health, UoL</span></td>
+      </tr>
+      <tr>
+        <td id="L5" class="blob-num js-line-number" data-line-number="5"></td>
+        <td id="LC5" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> *</span></td>
+      </tr>
+      <tr>
+        <td id="L6" class="blob-num js-line-number" data-line-number="6"></td>
+        <td id="LC6" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * Licensed under the Apache License, Version 2.0 (the &quot;License&quot;);</span></td>
+      </tr>
+      <tr>
+        <td id="L7" class="blob-num js-line-number" data-line-number="7"></td>
+        <td id="LC7" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * you may not use this file except in compliance with the License.</span></td>
+      </tr>
+      <tr>
+        <td id="L8" class="blob-num js-line-number" data-line-number="8"></td>
+        <td id="LC8" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * You may obtain a copy of the License at</span></td>
+      </tr>
+      <tr>
+        <td id="L9" class="blob-num js-line-number" data-line-number="9"></td>
+        <td id="LC9" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> *</span></td>
+      </tr>
+      <tr>
+        <td id="L10" class="blob-num js-line-number" data-line-number="10"></td>
+        <td id="LC10" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * http://www.apache.org/licenses/LICENSE-2.0</span></td>
+      </tr>
+      <tr>
+        <td id="L11" class="blob-num js-line-number" data-line-number="11"></td>
+        <td id="LC11" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> *</span></td>
+      </tr>
+      <tr>
+        <td id="L12" class="blob-num js-line-number" data-line-number="12"></td>
+        <td id="LC12" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * Unless required by applicable law or agreed to in writing, software</span></td>
+      </tr>
+      <tr>
+        <td id="L13" class="blob-num js-line-number" data-line-number="13"></td>
+        <td id="LC13" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * distributed under the License is distributed on an &quot;AS IS&quot; BASIS,</span></td>
+      </tr>
+      <tr>
+        <td id="L14" class="blob-num js-line-number" data-line-number="14"></td>
+        <td id="LC14" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.</span></td>
+      </tr>
+      <tr>
+        <td id="L15" class="blob-num js-line-number" data-line-number="15"></td>
+        <td id="LC15" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * See the License for the specific language governing permissions and</span></td>
+      </tr>
+      <tr>
+        <td id="L16" class="blob-num js-line-number" data-line-number="16"></td>
+        <td id="LC16" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> * limitations under the License.</span></td>
+      </tr>
+      <tr>
+        <td id="L17" class="blob-num js-line-number" data-line-number="17"></td>
+        <td id="LC17" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> *</span></td>
+      </tr>
+      <tr>
+        <td id="L18" class="blob-num js-line-number" data-line-number="18"></td>
+        <td id="LC18" class="blob-code blob-code-inner js-file-line"><span class="pl-s"> <span class="pl-pds">&quot;&quot;&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L19" class="blob-num js-line-number" data-line-number="19"></td>
+        <td id="LC19" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L20" class="blob-num js-line-number" data-line-number="20"></td>
+        <td id="LC20" class="blob-code blob-code-inner js-file-line"><span class="pl-k">import</span> matplotlib <span class="pl-k">as</span> mpl</td>
+      </tr>
+      <tr>
+        <td id="L21" class="blob-num js-line-number" data-line-number="21"></td>
+        <td id="LC21" class="blob-code blob-code-inner js-file-line">mpl.use(<span class="pl-s"><span class="pl-pds">&#39;</span>Agg<span class="pl-pds">&#39;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L22" class="blob-num js-line-number" data-line-number="22"></td>
+        <td id="LC22" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L23" class="blob-num js-line-number" data-line-number="23"></td>
+        <td id="LC23" class="blob-code blob-code-inner js-file-line"><span class="pl-k">import</span> subprocess</td>
+      </tr>
+      <tr>
+        <td id="L24" class="blob-num js-line-number" data-line-number="24"></td>
+        <td id="LC24" class="blob-code blob-code-inner js-file-line"><span class="pl-k">import</span> shutil</td>
+      </tr>
+      <tr>
+        <td id="L25" class="blob-num js-line-number" data-line-number="25"></td>
+        <td id="LC25" class="blob-code blob-code-inner js-file-line"><span class="pl-k">import</span> re</td>
+      </tr>
+      <tr>
+        <td id="L26" class="blob-num js-line-number" data-line-number="26"></td>
+        <td id="LC26" class="blob-code blob-code-inner js-file-line"><span class="pl-k">import</span> pandas <span class="pl-k">as</span> pd</td>
+      </tr>
+      <tr>
+        <td id="L27" class="blob-num js-line-number" data-line-number="27"></td>
+        <td id="LC27" class="blob-code blob-code-inner js-file-line"><span class="pl-k">import</span> os</td>
+      </tr>
+      <tr>
+        <td id="L28" class="blob-num js-line-number" data-line-number="28"></td>
+        <td id="LC28" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L29" class="blob-num js-line-number" data-line-number="29"></td>
+        <td id="LC29" class="blob-code blob-code-inner js-file-line"><span class="pl-k">import</span> sys</td>
+      </tr>
+      <tr>
+        <td id="L30" class="blob-num js-line-number" data-line-number="30"></td>
+        <td id="LC30" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L31" class="blob-num js-line-number" data-line-number="31"></td>
+        <td id="LC31" class="blob-code blob-code-inner js-file-line"><span class="pl-k">import</span> matplotlib.pyplot <span class="pl-k">as</span> plt</td>
+      </tr>
+      <tr>
+        <td id="L32" class="blob-num js-line-number" data-line-number="32"></td>
+        <td id="LC32" class="blob-code blob-code-inner js-file-line"><span class="pl-k">from</span> matplotlib.patches <span class="pl-k">import</span> Patch</td>
+      </tr>
+      <tr>
+        <td id="L33" class="blob-num js-line-number" data-line-number="33"></td>
+        <td id="LC33" class="blob-code blob-code-inner js-file-line"><span class="pl-k">import</span> seaborn <span class="pl-k">as</span> sns</td>
+      </tr>
+      <tr>
+        <td id="L34" class="blob-num js-line-number" data-line-number="34"></td>
+        <td id="LC34" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L35" class="blob-num js-line-number" data-line-number="35"></td>
+        <td id="LC35" class="blob-code blob-code-inner js-file-line"><span class="pl-k">def</span> <span class="pl-en">assembleWithVelvet</span>(<span class="pl-smi">name</span>, <span class="pl-smi">kmers</span>, <span class="pl-smi">inslen</span>, <span class="pl-smi">covcut</span>, <span class="pl-smi">fastq1name</span>,<span class="pl-smi">fastq2name</span>):</td>
+      </tr>
+      <tr>
+        <td id="L36" class="blob-num js-line-number" data-line-number="36"></td>
+        <td id="LC36" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>argString = &quot;velveth &quot; + name + &quot;_k65 65 -shortPaired -fastq &quot; + name + &quot;_R1.fastq &quot; + name + &quot;_R2.fastq&quot;</span></td>
+      </tr>
+      <tr>
+        <td id="L37" class="blob-num js-line-number" data-line-number="37"></td>
+        <td id="LC37" class="blob-code blob-code-inner js-file-line">    argString <span class="pl-k">=</span> <span class="pl-s"><span class="pl-pds">&quot;</span>velveth <span class="pl-pds">&quot;</span></span> <span class="pl-k">+</span> name <span class="pl-k">+</span> <span class="pl-s"><span class="pl-pds">&quot;</span>_k<span class="pl-pds">&quot;</span></span><span class="pl-k">+</span> kmers<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span> <span class="pl-pds">&quot;</span></span><span class="pl-k">+</span> kmers <span class="pl-k">+</span> <span class="pl-s"><span class="pl-pds">&quot;</span> -shortPaired -fastq <span class="pl-pds">&quot;</span></span> <span class="pl-k">+</span> fastq1name<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span> <span class="pl-pds">&quot;</span></span><span class="pl-k">+</span>fastq2name</td>
+      </tr>
+      <tr>
+        <td id="L38" class="blob-num js-line-number" data-line-number="38"></td>
+        <td id="LC38" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span>(argString)</td>
+      </tr>
+      <tr>
+        <td id="L39" class="blob-num js-line-number" data-line-number="39"></td>
+        <td id="LC39" class="blob-code blob-code-inner js-file-line">    returncode <span class="pl-k">=</span> subprocess.call(argString, <span class="pl-v">shell</span><span class="pl-k">=</span><span class="pl-c1">True</span>)</td>
+      </tr>
+      <tr>
+        <td id="L40" class="blob-num js-line-number" data-line-number="40"></td>
+        <td id="LC40" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">if</span> returncode <span class="pl-k">!=</span> <span class="pl-c1">0</span>:</td>
+      </tr>
+      <tr>
+        <td id="L41" class="blob-num js-line-number" data-line-number="41"></td>
+        <td id="LC41" class="blob-code blob-code-inner js-file-line">        <span class="pl-k">return</span> <span class="pl-s"><span class="pl-pds">&quot;</span>Error in velveth<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L42" class="blob-num js-line-number" data-line-number="42"></td>
+        <td id="LC42" class="blob-code blob-code-inner js-file-line">    argString <span class="pl-k">=</span> <span class="pl-s"><span class="pl-pds">&quot;</span>velvetg <span class="pl-pds">&quot;</span></span> <span class="pl-k">+</span> name <span class="pl-k">+</span> <span class="pl-s"><span class="pl-pds">&quot;</span>_k<span class="pl-pds">&quot;</span></span><span class="pl-k">+</span>kmers<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span> -exp_cov auto -ins_length <span class="pl-pds">&quot;</span></span><span class="pl-k">+</span>inslen<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span> -clean yes -ins_length_sd 50 -min_pair_count 20<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L43" class="blob-num js-line-number" data-line-number="43"></td>
+        <td id="LC43" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>argString = &quot;velvetg &quot; + name + &quot;_k&quot;+kmers+&quot; -exp_cov auto -ins_length &quot;+inslen+&quot; -cov_cutoff &quot;+covcut+&quot; -clean yes -ins_length_sd 50 -min_pair_count 20&quot;</span></td>
+      </tr>
+      <tr>
+        <td id="L44" class="blob-num js-line-number" data-line-number="44"></td>
+        <td id="LC44" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>argString = &quot;velvetg &quot; + name + &quot;_k65 -exp_cov auto -ins_length 400 -cov_cutoff 5 -clean yes -ins_length_sd 50 -min_pair_count 20&quot;+quietString</span></td>
+      </tr>
+      <tr>
+        <td id="L45" class="blob-num js-line-number" data-line-number="45"></td>
+        <td id="LC45" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span>(argString)</td>
+      </tr>
+      <tr>
+        <td id="L46" class="blob-num js-line-number" data-line-number="46"></td>
+        <td id="LC46" class="blob-code blob-code-inner js-file-line">    returncode <span class="pl-k">=</span> subprocess.call(argString, <span class="pl-v">shell</span> <span class="pl-k">=</span> <span class="pl-c1">True</span>)</td>
+      </tr>
+      <tr>
+        <td id="L47" class="blob-num js-line-number" data-line-number="47"></td>
+        <td id="LC47" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">if</span> returncode <span class="pl-k">!=</span> <span class="pl-c1">0</span>:</td>
+      </tr>
+      <tr>
+        <td id="L48" class="blob-num js-line-number" data-line-number="48"></td>
+        <td id="LC48" class="blob-code blob-code-inner js-file-line">        <span class="pl-k">return</span> <span class="pl-s"><span class="pl-pds">&quot;</span>Error in velvetg<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L49" class="blob-num js-line-number" data-line-number="49"></td>
+        <td id="LC49" class="blob-code blob-code-inner js-file-line">    shutil.copyfile(name <span class="pl-k">+</span> <span class="pl-s"><span class="pl-pds">&quot;</span>_k<span class="pl-pds">&quot;</span></span><span class="pl-k">+</span>kmers<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span>//contigs.fa<span class="pl-pds">&quot;</span></span>,name <span class="pl-k">+</span> <span class="pl-s"><span class="pl-pds">&quot;</span>.fa<span class="pl-pds">&quot;</span></span>)  <span class="pl-c"><span class="pl-c">#</span> my $namechange = &quot;mv &quot;.$input.&quot;_k65/contigs.fa &quot;.$input.&quot;.fa&quot;;</span></td>
+      </tr>
+      <tr>
+        <td id="L50" class="blob-num js-line-number" data-line-number="50"></td>
+        <td id="LC50" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">return</span> <span class="pl-s"><span class="pl-pds">&quot;</span>ok<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L51" class="blob-num js-line-number" data-line-number="51"></td>
+        <td id="LC51" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L52" class="blob-num js-line-number" data-line-number="52"></td>
+        <td id="LC52" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L53" class="blob-num js-line-number" data-line-number="53"></td>
+        <td id="LC53" class="blob-code blob-code-inner js-file-line"><span class="pl-k">def</span> <span class="pl-en">blastContigs</span>(<span class="pl-smi">test_name</span>,<span class="pl-smi">database</span>):</td>
+      </tr>
+      <tr>
+        <td id="L54" class="blob-num js-line-number" data-line-number="54"></td>
+        <td id="LC54" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span>(test_name)</td>
+      </tr>
+      <tr>
+        <td id="L55" class="blob-num js-line-number" data-line-number="55"></td>
+        <td id="LC55" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span>(database)</td>
+      </tr>
+      <tr>
+        <td id="L56" class="blob-num js-line-number" data-line-number="56"></td>
+        <td id="LC56" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>db_path = os.path.dirname(os.path.realpath(__file__))+database</span></td>
+      </tr>
+      <tr>
+        <td id="L57" class="blob-num js-line-number" data-line-number="57"></td>
+        <td id="LC57" class="blob-code blob-code-inner js-file-line">    db_path <span class="pl-k">=</span> database</td>
+      </tr>
+      <tr>
+        <td id="L58" class="blob-num js-line-number" data-line-number="58"></td>
+        <td id="LC58" class="blob-code blob-code-inner js-file-line">    argString <span class="pl-k">=</span> <span class="pl-s"><span class="pl-pds">&quot;</span>blastn -db <span class="pl-pds">&quot;</span></span><span class="pl-k">+</span>db_path<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span> -query <span class="pl-pds">&quot;</span></span><span class="pl-k">+</span>test_name<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span>.fa -outfmt 10 -out <span class="pl-pds">&quot;</span></span><span class="pl-k">+</span>test_name<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span>_blast.txt<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L59" class="blob-num js-line-number" data-line-number="59"></td>
+        <td id="LC59" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span>(argString)</td>
+      </tr>
+      <tr>
+        <td id="L60" class="blob-num js-line-number" data-line-number="60"></td>
+        <td id="LC60" class="blob-code blob-code-inner js-file-line">    returncode <span class="pl-k">=</span> subprocess.call(argString, <span class="pl-v">shell</span> <span class="pl-k">=</span> <span class="pl-c1">True</span>)</td>
+      </tr>
+      <tr>
+        <td id="L61" class="blob-num js-line-number" data-line-number="61"></td>
+        <td id="LC61" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">if</span> returncode <span class="pl-k">!=</span> <span class="pl-c1">0</span>:</td>
+      </tr>
+      <tr>
+        <td id="L62" class="blob-num js-line-number" data-line-number="62"></td>
+        <td id="LC62" class="blob-code blob-code-inner js-file-line">        <span class="pl-k">return</span> <span class="pl-s"><span class="pl-pds">&quot;</span>Error in blastall<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L63" class="blob-num js-line-number" data-line-number="63"></td>
+        <td id="LC63" class="blob-code blob-code-inner js-file-line">    blast_df <span class="pl-k">=</span> pd.read_csv(<span class="pl-s"><span class="pl-pds">&quot;</span><span class="pl-pds">&quot;</span></span><span class="pl-k">+</span>test_name<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span>_blast.txt<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L64" class="blob-num js-line-number" data-line-number="64"></td>
+        <td id="LC64" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>print (blast_df)</span></td>
+      </tr>
+      <tr>
+        <td id="L65" class="blob-num js-line-number" data-line-number="65"></td>
+        <td id="LC65" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>if ($temp[2] &gt;= 98 &amp; &amp; $temp[3] &gt; 100 &amp; &amp; $temp[10] &lt; 0.001){</span></td>
+      </tr>
+      <tr>
+        <td id="L66" class="blob-num js-line-number" data-line-number="66"></td>
+        <td id="LC66" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>&#39;qaccver saccver pident length mismatch gapopen qstart qend sstart send evalue bitscore&#39;</span></td>
+      </tr>
+      <tr>
+        <td id="L67" class="blob-num js-line-number" data-line-number="67"></td>
+        <td id="LC67" class="blob-code blob-code-inner js-file-line">    blast_df.columns <span class="pl-k">=</span> [<span class="pl-s"><span class="pl-pds">&#39;</span>qaccver<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>saccver<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>pident<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>length<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>mismatch<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>gapopen<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>qstart<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>qend<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>sstart<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>send<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>evalue<span class="pl-pds">&#39;</span></span>,<span class="pl-s"><span class="pl-pds">&#39;</span>bitscore<span class="pl-pds">&#39;</span></span>]</td>
+      </tr>
+      <tr>
+        <td id="L68" class="blob-num js-line-number" data-line-number="68"></td>
+        <td id="LC68" class="blob-code blob-code-inner js-file-line">    blastResult_df <span class="pl-k">=</span> blast_df[(blast_df[<span class="pl-s"><span class="pl-pds">&#39;</span>pident<span class="pl-pds">&#39;</span></span>]<span class="pl-k">&gt;=</span><span class="pl-c1">98</span>) <span class="pl-k">&amp;</span> (blast_df[<span class="pl-s"><span class="pl-pds">&#39;</span>length<span class="pl-pds">&#39;</span></span>] <span class="pl-k">&gt;</span> <span class="pl-c1">100</span>) <span class="pl-k">&amp;</span> (blast_df[<span class="pl-s"><span class="pl-pds">&#39;</span>evalue<span class="pl-pds">&#39;</span></span>]<span class="pl-k">&lt;</span><span class="pl-c1">0.001</span>) ]</td>
+      </tr>
+      <tr>
+        <td id="L69" class="blob-num js-line-number" data-line-number="69"></td>
+        <td id="LC69" class="blob-code blob-code-inner js-file-line">    blastResult_df <span class="pl-k">=</span> blastResult_df[[<span class="pl-s"><span class="pl-pds">&#39;</span>qaccver<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>saccver<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>pident<span class="pl-pds">&#39;</span></span>]]   <span class="pl-c"><span class="pl-c">#</span>query accession.version, subject accession.version, Percentage of identical matches</span></td>
+      </tr>
+      <tr>
+        <td id="L70" class="blob-num js-line-number" data-line-number="70"></td>
+        <td id="LC70" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L71" class="blob-num js-line-number" data-line-number="71"></td>
+        <td id="LC71" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">return</span> blastResult_df</td>
+      </tr>
+      <tr>
+        <td id="L72" class="blob-num js-line-number" data-line-number="72"></td>
+        <td id="LC72" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L73" class="blob-num js-line-number" data-line-number="73"></td>
+        <td id="LC73" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L74" class="blob-num js-line-number" data-line-number="74"></td>
+        <td id="LC74" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L75" class="blob-num js-line-number" data-line-number="75"></td>
+        <td id="LC75" class="blob-code blob-code-inner js-file-line"><span class="pl-k">def</span> <span class="pl-en">getCogsPresent</span>(<span class="pl-smi">blastResult_df</span>,<span class="pl-smi">strain</span>,<span class="pl-smi">cogOrBinList</span>):</td>
+      </tr>
+      <tr>
+        <td id="L76" class="blob-num js-line-number" data-line-number="76"></td>
+        <td id="LC76" class="blob-code blob-code-inner js-file-line">    blastResult_df.sort_values(<span class="pl-s"><span class="pl-pds">&#39;</span>pident<span class="pl-pds">&#39;</span></span>,<span class="pl-v">axis</span> <span class="pl-k">=</span> <span class="pl-c1">0</span>, <span class="pl-v">ascending</span><span class="pl-k">=</span><span class="pl-c1">False</span>, <span class="pl-v">inplace</span><span class="pl-k">=</span><span class="pl-c1">True</span>)</td>
+      </tr>
+      <tr>
+        <td id="L77" class="blob-num js-line-number" data-line-number="77"></td>
+        <td id="LC77" class="blob-code blob-code-inner js-file-line">    nodeList <span class="pl-k">=</span> blastResult_df[<span class="pl-s"><span class="pl-pds">&#39;</span>qaccver<span class="pl-pds">&#39;</span></span>].tolist()</td>
+      </tr>
+      <tr>
+        <td id="L78" class="blob-num js-line-number" data-line-number="78"></td>
+        <td id="LC78" class="blob-code blob-code-inner js-file-line">    cogList <span class="pl-k">=</span> blastResult_df[<span class="pl-s"><span class="pl-pds">&#39;</span>saccver<span class="pl-pds">&#39;</span></span>].tolist()</td>
+      </tr>
+      <tr>
+        <td id="L79" class="blob-num js-line-number" data-line-number="79"></td>
+        <td id="LC79" class="blob-code blob-code-inner js-file-line">    cogSet <span class="pl-k">=</span> <span class="pl-c1">set</span>(cogList)   <span class="pl-c"><span class="pl-c">#</span>get unique values</span></td>
+      </tr>
+      <tr>
+        <td id="L80" class="blob-num js-line-number" data-line-number="80"></td>
+        <td id="LC80" class="blob-code blob-code-inner js-file-line">    cogList <span class="pl-k">=</span> <span class="pl-c1">sorted</span>(cogSet)    <span class="pl-c"><span class="pl-c">#</span>sort them</span></td>
+      </tr>
+      <tr>
+        <td id="L81" class="blob-num js-line-number" data-line-number="81"></td>
+        <td id="LC81" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L82" class="blob-num js-line-number" data-line-number="82"></td>
+        <td id="LC82" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>print (cogList)</span></td>
+      </tr>
+      <tr>
+        <td id="L83" class="blob-num js-line-number" data-line-number="83"></td>
+        <td id="LC83" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>print (len(cogList))</span></td>
+      </tr>
+      <tr>
+        <td id="L84" class="blob-num js-line-number" data-line-number="84"></td>
+        <td id="LC84" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L85" class="blob-num js-line-number" data-line-number="85"></td>
+        <td id="LC85" class="blob-code blob-code-inner js-file-line">    thereList <span class="pl-k">=</span> []</td>
+      </tr>
+      <tr>
+        <td id="L86" class="blob-num js-line-number" data-line-number="86"></td>
+        <td id="LC86" class="blob-code blob-code-inner js-file-line">    dataList <span class="pl-k">=</span> []</td>
+      </tr>
+      <tr>
+        <td id="L87" class="blob-num js-line-number" data-line-number="87"></td>
+        <td id="LC87" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>dir_path = os.path.dirname(os.path.realpath(__file__))</span></td>
+      </tr>
+      <tr>
+        <td id="L88" class="blob-num js-line-number" data-line-number="88"></td>
+        <td id="LC88" class="blob-code blob-code-inner js-file-line">    fname <span class="pl-k">=</span> cogOrBinList</td>
+      </tr>
+      <tr>
+        <td id="L89" class="blob-num js-line-number" data-line-number="89"></td>
+        <td id="LC89" class="blob-code blob-code-inner js-file-line">    cnt <span class="pl-k">=</span> <span class="pl-c1">0</span></td>
+      </tr>
+      <tr>
+        <td id="L90" class="blob-num js-line-number" data-line-number="90"></td>
+        <td id="LC90" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">with</span> <span class="pl-c1">open</span> (fname) <span class="pl-k">as</span> f:</td>
+      </tr>
+      <tr>
+        <td id="L91" class="blob-num js-line-number" data-line-number="91"></td>
+        <td id="LC91" class="blob-code blob-code-inner js-file-line">        <span class="pl-k">for</span> line <span class="pl-k">in</span> f:</td>
+      </tr>
+      <tr>
+        <td id="L92" class="blob-num js-line-number" data-line-number="92"></td>
+        <td id="LC92" class="blob-code blob-code-inner js-file-line">            dataList.append(line.rstrip(<span class="pl-s"><span class="pl-pds">&#39;</span><span class="pl-cce">\n\r</span> <span class="pl-pds">&#39;</span></span>))</td>
+      </tr>
+      <tr>
+        <td id="L93" class="blob-num js-line-number" data-line-number="93"></td>
+        <td id="LC93" class="blob-code blob-code-inner js-file-line">            <span class="pl-k">if</span> line.rstrip(<span class="pl-s"><span class="pl-pds">&#39;</span><span class="pl-cce">\n\r</span> <span class="pl-pds">&#39;</span></span>) <span class="pl-k">in</span> cogList:</td>
+      </tr>
+      <tr>
+        <td id="L94" class="blob-num js-line-number" data-line-number="94"></td>
+        <td id="LC94" class="blob-code blob-code-inner js-file-line">                thereList.append(<span class="pl-s"><span class="pl-pds">&#39;</span>1<span class="pl-pds">&#39;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L95" class="blob-num js-line-number" data-line-number="95"></td>
+        <td id="LC95" class="blob-code blob-code-inner js-file-line">                cnt <span class="pl-k">=</span> cnt<span class="pl-k">+</span><span class="pl-c1">1</span></td>
+      </tr>
+      <tr>
+        <td id="L96" class="blob-num js-line-number" data-line-number="96"></td>
+        <td id="LC96" class="blob-code blob-code-inner js-file-line">            <span class="pl-k">else</span>:</td>
+      </tr>
+      <tr>
+        <td id="L97" class="blob-num js-line-number" data-line-number="97"></td>
+        <td id="LC97" class="blob-code blob-code-inner js-file-line">                thereList.append(<span class="pl-s"><span class="pl-pds">&#39;</span>0<span class="pl-pds">&#39;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L98" class="blob-num js-line-number" data-line-number="98"></td>
+        <td id="LC98" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L99" class="blob-num js-line-number" data-line-number="99"></td>
+        <td id="LC99" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>print (thereList)</span></td>
+      </tr>
+      <tr>
+        <td id="L100" class="blob-num js-line-number" data-line-number="100"></td>
+        <td id="LC100" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>print (cnt)</span></td>
+      </tr>
+      <tr>
+        <td id="L101" class="blob-num js-line-number" data-line-number="101"></td>
+        <td id="LC101" class="blob-code blob-code-inner js-file-line">    data <span class="pl-k">=</span> {<span class="pl-s"><span class="pl-pds">&#39;</span>Cog<span class="pl-pds">&#39;</span></span>: dataList, strain: thereList}</td>
+      </tr>
+      <tr>
+        <td id="L102" class="blob-num js-line-number" data-line-number="102"></td>
+        <td id="LC102" class="blob-code blob-code-inner js-file-line">    presence_df <span class="pl-k">=</span> pd.DataFrame(data)</td>
+      </tr>
+      <tr>
+        <td id="L103" class="blob-num js-line-number" data-line-number="103"></td>
+        <td id="LC103" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>print (presence_df)</span></td>
+      </tr>
+      <tr>
+        <td id="L104" class="blob-num js-line-number" data-line-number="104"></td>
+        <td id="LC104" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">return</span> presence_df</td>
+      </tr>
+      <tr>
+        <td id="L105" class="blob-num js-line-number" data-line-number="105"></td>
+        <td id="LC105" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L106" class="blob-num js-line-number" data-line-number="106"></td>
+        <td id="LC106" class="blob-code blob-code-inner js-file-line"><span class="pl-k">def</span> <span class="pl-en">addToCurrentData</span>(<span class="pl-smi">cog_df</span>, <span class="pl-smi">name</span>):</td>
+      </tr>
+      <tr>
+        <td id="L107" class="blob-num js-line-number" data-line-number="107"></td>
+        <td id="LC107" class="blob-code blob-code-inner js-file-line">    dir_path <span class="pl-k">=</span> os.path.dirname(os.path.realpath(<span class="pl-c1">__file__</span>))</td>
+      </tr>
+      <tr>
+        <td id="L108" class="blob-num js-line-number" data-line-number="108"></td>
+        <td id="LC108" class="blob-code blob-code-inner js-file-line">    j_fname <span class="pl-k">=</span> dir_path <span class="pl-k">+</span> <span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/data/vivax/TvDatabase<span class="pl-c1">.</span>csv<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L109" class="blob-num js-line-number" data-line-number="109"></td>
+        <td id="LC109" class="blob-code blob-code-inner js-file-line">    tv_df <span class="pl-k">=</span> pd.read_csv(j_fname)</td>
+      </tr>
+      <tr>
+        <td id="L110" class="blob-num js-line-number" data-line-number="110"></td>
+        <td id="LC110" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L111" class="blob-num js-line-number" data-line-number="111"></td>
+        <td id="LC111" class="blob-code blob-code-inner js-file-line">    cogList <span class="pl-k">=</span> cog_df[name].tolist()</td>
+      </tr>
+      <tr>
+        <td id="L112" class="blob-num js-line-number" data-line-number="112"></td>
+        <td id="LC112" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>cogList.insert(0,&#39;Test&#39;)</span></td>
+      </tr>
+      <tr>
+        <td id="L113" class="blob-num js-line-number" data-line-number="113"></td>
+        <td id="LC113" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>print (len(tv_df))</span></td>
+      </tr>
+      <tr>
+        <td id="L114" class="blob-num js-line-number" data-line-number="114"></td>
+        <td id="LC114" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>print(len(cogList))</span></td>
+      </tr>
+      <tr>
+        <td id="L115" class="blob-num js-line-number" data-line-number="115"></td>
+        <td id="LC115" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L116" class="blob-num js-line-number" data-line-number="116"></td>
+        <td id="LC116" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>print(cogList)</span></td>
+      </tr>
+      <tr>
+        <td id="L117" class="blob-num js-line-number" data-line-number="117"></td>
+        <td id="LC117" class="blob-code blob-code-inner js-file-line">    tv_df.loc[:,name]<span class="pl-k">=</span>cogList</td>
+      </tr>
+      <tr>
+        <td id="L118" class="blob-num js-line-number" data-line-number="118"></td>
+        <td id="LC118" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">return</span> tv_df</td>
+      </tr>
+      <tr>
+        <td id="L119" class="blob-num js-line-number" data-line-number="119"></td>
+        <td id="LC119" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L120" class="blob-num js-line-number" data-line-number="120"></td>
+        <td id="LC120" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L121" class="blob-num js-line-number" data-line-number="121"></td>
+        <td id="LC121" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L122" class="blob-num js-line-number" data-line-number="122"></td>
+        <td id="LC122" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L123" class="blob-num js-line-number" data-line-number="123"></td>
+        <td id="LC123" class="blob-code blob-code-inner js-file-line"><span class="pl-k">def</span> <span class="pl-en">createClusterMap</span>(<span class="pl-smi">tv_df</span>,<span class="pl-smi">name</span>,<span class="pl-smi">html_path</span>,<span class="pl-smi">pdfExport</span>):</td>
+      </tr>
+      <tr>
+        <td id="L124" class="blob-num js-line-number" data-line-number="124"></td>
+        <td id="LC124" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>Retrieve Data</span></td>
+      </tr>
+      <tr>
+        <td id="L125" class="blob-num js-line-number" data-line-number="125"></td>
+        <td id="LC125" class="blob-code blob-code-inner js-file-line">    dir_path <span class="pl-k">=</span> os.path.dirname(os.path.realpath(<span class="pl-c1">__file__</span>))</td>
+      </tr>
+      <tr>
+        <td id="L126" class="blob-num js-line-number" data-line-number="126"></td>
+        <td id="LC126" class="blob-code blob-code-inner js-file-line">    j_fname <span class="pl-k">=</span> dir_path<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/data/vivax/geoTv<span class="pl-c1">.</span>csv<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L127" class="blob-num js-line-number" data-line-number="127"></td>
+        <td id="LC127" class="blob-code blob-code-inner js-file-line">    geo_df <span class="pl-k">=</span> pd.read_csv(j_fname)</td>
+      </tr>
+      <tr>
+        <td id="L128" class="blob-num js-line-number" data-line-number="128"></td>
+        <td id="LC128" class="blob-code blob-code-inner js-file-line">    geo_df.loc[<span class="pl-c1">len</span>(geo_df)] <span class="pl-k">=</span>[name,name,<span class="pl-s"><span class="pl-pds">&#39;</span>k<span class="pl-pds">&#39;</span></span>]</td>
+      </tr>
+      <tr>
+        <td id="L129" class="blob-num js-line-number" data-line-number="129"></td>
+        <td id="LC129" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span>(geo_df)</td>
+      </tr>
+      <tr>
+        <td id="L130" class="blob-num js-line-number" data-line-number="130"></td>
+        <td id="LC130" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L131" class="blob-num js-line-number" data-line-number="131"></td>
+        <td id="LC131" class="blob-code blob-code-inner js-file-line">    myStrains <span class="pl-k">=</span> tv_df.columns.values.tolist()   <span class="pl-c"><span class="pl-c">#</span>beware first entry is COG</span></td>
+      </tr>
+      <tr>
+        <td id="L132" class="blob-num js-line-number" data-line-number="132"></td>
+        <td id="LC132" class="blob-code blob-code-inner js-file-line">    myStrains <span class="pl-k">=</span> myStrains[<span class="pl-c1">1</span>:]</td>
+      </tr>
+      <tr>
+        <td id="L133" class="blob-num js-line-number" data-line-number="133"></td>
+        <td id="LC133" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span>(myStrains)</td>
+      </tr>
+      <tr>
+        <td id="L134" class="blob-num js-line-number" data-line-number="134"></td>
+        <td id="LC134" class="blob-code blob-code-inner js-file-line">    myPal <span class="pl-k">=</span> []</td>
+      </tr>
+      <tr>
+        <td id="L135" class="blob-num js-line-number" data-line-number="135"></td>
+        <td id="LC135" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">for</span> s <span class="pl-k">in</span> myStrains:</td>
+      </tr>
+      <tr>
+        <td id="L136" class="blob-num js-line-number" data-line-number="136"></td>
+        <td id="LC136" class="blob-code blob-code-inner js-file-line">        col <span class="pl-k">=</span> geo_df[(geo_df[<span class="pl-s"><span class="pl-pds">&#39;</span>Strain<span class="pl-pds">&#39;</span></span>] <span class="pl-k">==</span> s)][<span class="pl-s"><span class="pl-pds">&#39;</span>colour<span class="pl-pds">&#39;</span></span>].tolist()</td>
+      </tr>
+      <tr>
+        <td id="L137" class="blob-num js-line-number" data-line-number="137"></td>
+        <td id="LC137" class="blob-code blob-code-inner js-file-line">        myPal.append(col[<span class="pl-c1">0</span>])</td>
+      </tr>
+      <tr>
+        <td id="L138" class="blob-num js-line-number" data-line-number="138"></td>
+        <td id="LC138" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span>(myPal)</td>
+      </tr>
+      <tr>
+        <td id="L139" class="blob-num js-line-number" data-line-number="139"></td>
+        <td id="LC139" class="blob-code blob-code-inner js-file-line">    mycogmap <span class="pl-k">=</span> [<span class="pl-s"><span class="pl-pds">&#39;</span>skyblue<span class="pl-pds">&#39;</span></span>, <span class="pl-s"><span class="pl-pds">&#39;</span>orangered<span class="pl-pds">&#39;</span></span>]  <span class="pl-c"><span class="pl-c">#</span> blue absent,red present</span></td>
+      </tr>
+      <tr>
+        <td id="L140" class="blob-num js-line-number" data-line-number="140"></td>
+        <td id="LC140" class="blob-code blob-code-inner js-file-line">    tv_df.set_index(<span class="pl-s"><span class="pl-pds">&#39;</span>COG<span class="pl-pds">&#39;</span></span>, <span class="pl-v">inplace</span><span class="pl-k">=</span><span class="pl-c1">True</span>)</td>
+      </tr>
+      <tr>
+        <td id="L141" class="blob-num js-line-number" data-line-number="141"></td>
+        <td id="LC141" class="blob-code blob-code-inner js-file-line">    tv_df <span class="pl-k">=</span> tv_df[tv_df.columns].astype(<span class="pl-c1">float</span>)</td>
+      </tr>
+      <tr>
+        <td id="L142" class="blob-num js-line-number" data-line-number="142"></td>
+        <td id="LC142" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L143" class="blob-num js-line-number" data-line-number="143"></td>
+        <td id="LC143" class="blob-code blob-code-inner js-file-line">    cg <span class="pl-k">=</span> sns.clustermap(tv_df, <span class="pl-v">method</span><span class="pl-k">=</span><span class="pl-s"><span class="pl-pds">&#39;</span>ward<span class="pl-pds">&#39;</span></span>, <span class="pl-v">col_colors</span><span class="pl-k">=</span>myPal, <span class="pl-v">cmap</span><span class="pl-k">=</span>mycogmap, <span class="pl-v">yticklabels</span> <span class="pl-k">=</span> <span class="pl-c1">1500</span>, <span class="pl-v">row_cluster</span><span class="pl-k">=</span><span class="pl-c1">False</span>, <span class="pl-v">linewidths</span> <span class="pl-k">=</span> <span class="pl-c1">0</span>)</td>
+      </tr>
+      <tr>
+        <td id="L144" class="blob-num js-line-number" data-line-number="144"></td>
+        <td id="LC144" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>cg = sns.clustermap(tv_df, method=&#39;ward&#39;, row_cluster=False, linewidths = 0)</span></td>
+      </tr>
+      <tr>
+        <td id="L145" class="blob-num js-line-number" data-line-number="145"></td>
+        <td id="LC145" class="blob-code blob-code-inner js-file-line">    ax <span class="pl-k">=</span> cg.ax_heatmap</td>
+      </tr>
+      <tr>
+        <td id="L146" class="blob-num js-line-number" data-line-number="146"></td>
+        <td id="LC146" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>xasix ticks and labels.</span></td>
+      </tr>
+      <tr>
+        <td id="L147" class="blob-num js-line-number" data-line-number="147"></td>
+        <td id="LC147" class="blob-code blob-code-inner js-file-line">    ax.xaxis.tick_top()     <span class="pl-c"><span class="pl-c">#</span>set ticks at top</span></td>
+      </tr>
+      <tr>
+        <td id="L148" class="blob-num js-line-number" data-line-number="148"></td>
+        <td id="LC148" class="blob-code blob-code-inner js-file-line">    newlabs <span class="pl-k">=</span> []</td>
+      </tr>
+      <tr>
+        <td id="L149" class="blob-num js-line-number" data-line-number="149"></td>
+        <td id="LC149" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L150" class="blob-num js-line-number" data-line-number="150"></td>
+        <td id="LC150" class="blob-code blob-code-inner js-file-line">    labs <span class="pl-k">=</span> ax.xaxis.get_ticklabels()</td>
+      </tr>
+      <tr>
+        <td id="L151" class="blob-num js-line-number" data-line-number="151"></td>
+        <td id="LC151" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">for</span> i <span class="pl-k">in</span> <span class="pl-c1">range</span>(<span class="pl-c1">0</span>, <span class="pl-c1">len</span>(labs)):</td>
+      </tr>
+      <tr>
+        <td id="L152" class="blob-num js-line-number" data-line-number="152"></td>
+        <td id="LC152" class="blob-code blob-code-inner js-file-line">        <span class="pl-c1">print</span>(labs[i])</td>
+      </tr>
+      <tr>
+        <td id="L153" class="blob-num js-line-number" data-line-number="153"></td>
+        <td id="LC153" class="blob-code blob-code-inner js-file-line">        <span class="pl-c"><span class="pl-c">#</span> labs[i].set_text(&quot;       &quot;+labs[i].get_text())  #make enough room so label sits atop of col_color bars</span></td>
+      </tr>
+      <tr>
+        <td id="L154" class="blob-num js-line-number" data-line-number="154"></td>
+        <td id="LC154" class="blob-code blob-code-inner js-file-line">        newlabs.append(<span class="pl-s"><span class="pl-pds">&quot;</span>       <span class="pl-pds">&quot;</span></span> <span class="pl-k">+</span> labs[i].get_text())</td>
+      </tr>
+      <tr>
+        <td id="L155" class="blob-num js-line-number" data-line-number="155"></td>
+        <td id="LC155" class="blob-code blob-code-inner js-file-line">    ax.xaxis.set_ticklabels(newlabs)</td>
+      </tr>
+      <tr>
+        <td id="L156" class="blob-num js-line-number" data-line-number="156"></td>
+        <td id="LC156" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L157" class="blob-num js-line-number" data-line-number="157"></td>
+        <td id="LC157" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>labs = ax.xaxis.get_ticklabels()</span></td>
+      </tr>
+      <tr>
+        <td id="L158" class="blob-num js-line-number" data-line-number="158"></td>
+        <td id="LC158" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>for i in range(0, len(labs)):</span></td>
+      </tr>
+      <tr>
+        <td id="L159" class="blob-num js-line-number" data-line-number="159"></td>
+        <td id="LC159" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>    print(labs[i])</span></td>
+      </tr>
+      <tr>
+        <td id="L160" class="blob-num js-line-number" data-line-number="160"></td>
+        <td id="LC160" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>    labs[i].set_text(&quot;       &quot;+labs[i].get_text())  #make enough room so label sits atop of col_color bars</span></td>
+      </tr>
+      <tr>
+        <td id="L161" class="blob-num js-line-number" data-line-number="161"></td>
+        <td id="LC161" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>    print(labs[i])</span></td>
+      </tr>
+      <tr>
+        <td id="L162" class="blob-num js-line-number" data-line-number="162"></td>
+        <td id="LC162" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>ax.xaxis.set_ticklabels(labs)</span></td>
+      </tr>
+      <tr>
+        <td id="L163" class="blob-num js-line-number" data-line-number="163"></td>
+        <td id="LC163" class="blob-code blob-code-inner js-file-line">    plt.setp(cg.ax_heatmap.xaxis.get_ticklabels(), <span class="pl-v">rotation</span><span class="pl-k">=</span><span class="pl-c1">90</span>)  <span class="pl-c"><span class="pl-c">#</span> get x labels printed vertically</span></td>
+      </tr>
+      <tr>
+        <td id="L164" class="blob-num js-line-number" data-line-number="164"></td>
+        <td id="LC164" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L165" class="blob-num js-line-number" data-line-number="165"></td>
+        <td id="LC165" class="blob-code blob-code-inner js-file-line">    cg.cax.set_visible(<span class="pl-c1">False</span>)</td>
+      </tr>
+      <tr>
+        <td id="L166" class="blob-num js-line-number" data-line-number="166"></td>
+        <td id="LC166" class="blob-code blob-code-inner js-file-line">    ax <span class="pl-k">=</span> cg.ax_heatmap</td>
+      </tr>
+      <tr>
+        <td id="L167" class="blob-num js-line-number" data-line-number="167"></td>
+        <td id="LC167" class="blob-code blob-code-inner js-file-line">    ax.set_yticklabels(<span class="pl-s"><span class="pl-pds">&quot;</span><span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L168" class="blob-num js-line-number" data-line-number="168"></td>
+        <td id="LC168" class="blob-code blob-code-inner js-file-line">    ax.set_ylabel(<span class="pl-s"><span class="pl-pds">&quot;</span><span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L169" class="blob-num js-line-number" data-line-number="169"></td>
+        <td id="LC169" class="blob-code blob-code-inner js-file-line">    ax <span class="pl-k">=</span> cg.ax_heatmap</td>
+      </tr>
+      <tr>
+        <td id="L170" class="blob-num js-line-number" data-line-number="170"></td>
+        <td id="LC170" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span> ax.set_title(&quot;Variant antigen profiles of T. vivax genomes.\nDendrogram reflects the VSG repertoire relationships of each strain inferred by the presence and absence of non-universal T. vivax VSG orthologs.&quot;, va = &quot;top&quot;, wrap = &quot;True&quot;)</span></td>
+      </tr>
+      <tr>
+        <td id="L171" class="blob-num js-line-number" data-line-number="171"></td>
+        <td id="LC171" class="blob-code blob-code-inner js-file-line">    b <span class="pl-k">=</span> <span class="pl-c1">len</span>(tv_df)</td>
+      </tr>
+      <tr>
+        <td id="L172" class="blob-num js-line-number" data-line-number="172"></td>
+        <td id="LC172" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span>(b)</td>
+      </tr>
+      <tr>
+        <td id="L173" class="blob-num js-line-number" data-line-number="173"></td>
+        <td id="LC173" class="blob-code blob-code-inner js-file-line">    title <span class="pl-k">=</span> <span class="pl-s"><span class="pl-pds">&quot;</span>Figure Legend: The Variant Antigen Profiles of $\itTrypanosoma$ $\itvivax$ <span class="pl-pds">&quot;</span></span> \</td>
+      </tr>
+      <tr>
+        <td id="L174" class="blob-num js-line-number" data-line-number="174"></td>
+        <td id="LC174" class="blob-code blob-code-inner js-file-line">            <span class="pl-s"><span class="pl-pds">&quot;</span>showing the <span class="pl-cce">\n</span>combination of present and absent diagnostic cluster of VSG orthologs <span class="pl-pds">&quot;</span></span> \</td>
+      </tr>
+      <tr>
+        <td id="L175" class="blob-num js-line-number" data-line-number="175"></td>
+        <td id="LC175" class="blob-code blob-code-inner js-file-line">            <span class="pl-s"><span class="pl-pds">&quot;</span>across the sample cohort. <span class="pl-cce">\n</span>Dendrogram reflects the relationships amongst the VSG<span class="pl-pds">&quot;</span></span> \</td>
+      </tr>
+      <tr>
+        <td id="L176" class="blob-num js-line-number" data-line-number="176"></td>
+        <td id="LC176" class="blob-code blob-code-inner js-file-line">            <span class="pl-s"><span class="pl-pds">&quot;</span> repertoires of each strain. <span class="pl-pds">&quot;</span></span> \</td>
+      </tr>
+      <tr>
+        <td id="L177" class="blob-num js-line-number" data-line-number="177"></td>
+        <td id="LC177" class="blob-code blob-code-inner js-file-line">            <span class="pl-s"><span class="pl-pds">&quot;</span>Strains were isolated <span class="pl-cce">\n</span>from multiple African countries as shown in the key.<span class="pl-cce">\n</span>Data was produced with the <span class="pl-pds">&quot;</span></span> \</td>
+      </tr>
+      <tr>
+        <td id="L178" class="blob-num js-line-number" data-line-number="178"></td>
+        <td id="LC178" class="blob-code blob-code-inner js-file-line">            <span class="pl-s"><span class="pl-pds">&quot;</span>&#39;Variant Antigen Profiler&#39; (Silva Pereira et al., 2019).<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L179" class="blob-num js-line-number" data-line-number="179"></td>
+        <td id="LC179" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L180" class="blob-num js-line-number" data-line-number="180"></td>
+        <td id="LC180" class="blob-code blob-code-inner js-file-line">    ax.text(<span class="pl-k">-</span><span class="pl-c1">1.5</span>, <span class="pl-c1">len</span>(tv_df) <span class="pl-k">+</span> <span class="pl-c1">8</span>,</td>
+      </tr>
+      <tr>
+        <td id="L181" class="blob-num js-line-number" data-line-number="181"></td>
+        <td id="LC181" class="blob-code blob-code-inner js-file-line">            title,</td>
+      </tr>
+      <tr>
+        <td id="L182" class="blob-num js-line-number" data-line-number="182"></td>
+        <td id="LC182" class="blob-code blob-code-inner js-file-line">            <span class="pl-v">ha</span><span class="pl-k">=</span><span class="pl-s"><span class="pl-pds">&quot;</span>left<span class="pl-pds">&quot;</span></span>, <span class="pl-v">va</span><span class="pl-k">=</span><span class="pl-s"><span class="pl-pds">&quot;</span>top<span class="pl-pds">&quot;</span></span>, <span class="pl-v">wrap</span><span class="pl-k">=</span><span class="pl-s"><span class="pl-pds">&quot;</span>True<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L183" class="blob-num js-line-number" data-line-number="183"></td>
+        <td id="LC183" class="blob-code blob-code-inner js-file-line">    col <span class="pl-k">=</span> cg.ax_col_dendrogram.get_position()</td>
+      </tr>
+      <tr>
+        <td id="L184" class="blob-num js-line-number" data-line-number="184"></td>
+        <td id="LC184" class="blob-code blob-code-inner js-file-line">    cg.ax_col_dendrogram.set_position([col.x0, col.y0<span class="pl-k">*</span><span class="pl-c1">1.08</span>, col.width, col.height<span class="pl-k">*</span><span class="pl-c1">1.1</span>])</td>
+      </tr>
+      <tr>
+        <td id="L185" class="blob-num js-line-number" data-line-number="185"></td>
+        <td id="LC185" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L186" class="blob-num js-line-number" data-line-number="186"></td>
+        <td id="LC186" class="blob-code blob-code-inner js-file-line">    countryList <span class="pl-k">=</span> pd.unique(geo_df[<span class="pl-s"><span class="pl-pds">&#39;</span>Location<span class="pl-pds">&#39;</span></span>])</td>
+      </tr>
+      <tr>
+        <td id="L187" class="blob-num js-line-number" data-line-number="187"></td>
+        <td id="LC187" class="blob-code blob-code-inner js-file-line">    colourList <span class="pl-k">=</span> pd.unique(geo_df[<span class="pl-s"><span class="pl-pds">&#39;</span>colour<span class="pl-pds">&#39;</span></span>])</td>
+      </tr>
+      <tr>
+        <td id="L188" class="blob-num js-line-number" data-line-number="188"></td>
+        <td id="LC188" class="blob-code blob-code-inner js-file-line">    legend_elements <span class="pl-k">=</span> [Patch(<span class="pl-v">facecolor</span><span class="pl-k">=</span><span class="pl-s"><span class="pl-pds">&#39;</span>orangered<span class="pl-pds">&#39;</span></span>, <span class="pl-v">label</span><span class="pl-k">=</span><span class="pl-s"><span class="pl-pds">&#39;</span>COG Present<span class="pl-pds">&#39;</span></span>),</td>
+      </tr>
+      <tr>
+        <td id="L189" class="blob-num js-line-number" data-line-number="189"></td>
+        <td id="LC189" class="blob-code blob-code-inner js-file-line">                       Patch(<span class="pl-v">facecolor</span><span class="pl-k">=</span><span class="pl-s"><span class="pl-pds">&#39;</span>skyblue<span class="pl-pds">&#39;</span></span>, <span class="pl-v">label</span><span class="pl-k">=</span><span class="pl-s"><span class="pl-pds">&#39;</span>COG Absent<span class="pl-pds">&#39;</span></span>)]</td>
+      </tr>
+      <tr>
+        <td id="L190" class="blob-num js-line-number" data-line-number="190"></td>
+        <td id="LC190" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L191" class="blob-num js-line-number" data-line-number="191"></td>
+        <td id="LC191" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">for</span> i <span class="pl-k">in</span> <span class="pl-c1">range</span>(<span class="pl-c1">0</span>, <span class="pl-c1">len</span>(colourList)):</td>
+      </tr>
+      <tr>
+        <td id="L192" class="blob-num js-line-number" data-line-number="192"></td>
+        <td id="LC192" class="blob-code blob-code-inner js-file-line">        <span class="pl-c1">print</span>(<span class="pl-s"><span class="pl-pds">&quot;</span>country = <span class="pl-c1">%s</span>, colour = <span class="pl-c1">%s</span><span class="pl-pds">&quot;</span></span> <span class="pl-k">%</span> (countryList[i], colourList[i]))</td>
+      </tr>
+      <tr>
+        <td id="L193" class="blob-num js-line-number" data-line-number="193"></td>
+        <td id="LC193" class="blob-code blob-code-inner js-file-line">        p <span class="pl-k">=</span> Patch(<span class="pl-v">facecolor</span><span class="pl-k">=</span><span class="pl-c1">str</span>(colourList[i]), <span class="pl-v">label</span><span class="pl-k">=</span>countryList[i])</td>
+      </tr>
+      <tr>
+        <td id="L194" class="blob-num js-line-number" data-line-number="194"></td>
+        <td id="LC194" class="blob-code blob-code-inner js-file-line">        legend_elements.append(p)</td>
+      </tr>
+      <tr>
+        <td id="L195" class="blob-num js-line-number" data-line-number="195"></td>
+        <td id="LC195" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L196" class="blob-num js-line-number" data-line-number="196"></td>
+        <td id="LC196" class="blob-code blob-code-inner js-file-line">    ax.legend(<span class="pl-v">handles</span> <span class="pl-k">=</span> legend_elements, <span class="pl-v">bbox_to_anchor</span><span class="pl-k">=</span>(<span class="pl-k">-</span><span class="pl-c1">0.3</span>,<span class="pl-c1">1.2</span>),<span class="pl-v">loc</span> <span class="pl-k">=</span> <span class="pl-s"><span class="pl-pds">&#39;</span>upper left<span class="pl-pds">&#39;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L197" class="blob-num js-line-number" data-line-number="197"></td>
+        <td id="LC197" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L198" class="blob-num js-line-number" data-line-number="198"></td>
+        <td id="LC198" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L199" class="blob-num js-line-number" data-line-number="199"></td>
+        <td id="LC199" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L200" class="blob-num js-line-number" data-line-number="200"></td>
+        <td id="LC200" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L201" class="blob-num js-line-number" data-line-number="201"></td>
+        <td id="LC201" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L202" class="blob-num js-line-number" data-line-number="202"></td>
+        <td id="LC202" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L203" class="blob-num js-line-number" data-line-number="203"></td>
+        <td id="LC203" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L204" class="blob-num js-line-number" data-line-number="204"></td>
+        <td id="LC204" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>plt.setp(cg.ax_heatmap.yaxis.get_ticklabels(), rotation=0 )  # get y labels printed horizontally</span></td>
+      </tr>
+      <tr>
+        <td id="L205" class="blob-num js-line-number" data-line-number="205"></td>
+        <td id="LC205" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span> cg.dendrogram_col.linkage  # linkage matrix for columns</span></td>
+      </tr>
+      <tr>
+        <td id="L206" class="blob-num js-line-number" data-line-number="206"></td>
+        <td id="LC206" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span> cg.dendrogram_row.linkage  # linkage matrix for rows</span></td>
+      </tr>
+      <tr>
+        <td id="L207" class="blob-num js-line-number" data-line-number="207"></td>
+        <td id="LC207" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span> plt.savefig(r&quot;results/&quot; + name + &quot;_heatmap.png&quot;)</span></td>
+      </tr>
+      <tr>
+        <td id="L208" class="blob-num js-line-number" data-line-number="208"></td>
+        <td id="LC208" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>plt.savefig(htmlresource + &quot;/heatmap.png&quot;)</span></td>
+      </tr>
+      <tr>
+        <td id="L209" class="blob-num js-line-number" data-line-number="209"></td>
+        <td id="LC209" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>if pdf == &#39;PDF_Yes&#39;:</span></td>
+      </tr>
+      <tr>
+        <td id="L210" class="blob-num js-line-number" data-line-number="210"></td>
+        <td id="LC210" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>    plt.savefig(htmlresource + &quot;/heatmap.pdf&quot;)</span></td>
+      </tr>
+      <tr>
+        <td id="L211" class="blob-num js-line-number" data-line-number="211"></td>
+        <td id="LC211" class="blob-code blob-code-inner js-file-line">        <span class="pl-c"><span class="pl-c">#</span> shutil.copyfile(&quot;heatmap.pdf&quot;,heatmapfn)  #</span></td>
+      </tr>
+      <tr>
+        <td id="L212" class="blob-num js-line-number" data-line-number="212"></td>
+        <td id="LC212" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>plt.legend()</span></td>
+      </tr>
+      <tr>
+        <td id="L213" class="blob-num js-line-number" data-line-number="213"></td>
+        <td id="LC213" class="blob-code blob-code-inner js-file-line">    fname <span class="pl-k">=</span> html_path<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span>/<span class="pl-pds">&quot;</span></span><span class="pl-k">+</span>name<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span>_clustermap.png<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L214" class="blob-num js-line-number" data-line-number="214"></td>
+        <td id="LC214" class="blob-code blob-code-inner js-file-line">    cg.savefig(fname)</td>
+      </tr>
+      <tr>
+        <td id="L215" class="blob-num js-line-number" data-line-number="215"></td>
+        <td id="LC215" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">if</span> pdfExport <span class="pl-k">==</span> <span class="pl-s"><span class="pl-pds">&#39;</span>PDF_Yes<span class="pl-pds">&#39;</span></span>:</td>
+      </tr>
+      <tr>
+        <td id="L216" class="blob-num js-line-number" data-line-number="216"></td>
+        <td id="LC216" class="blob-code blob-code-inner js-file-line">        fname <span class="pl-k">=</span> html_path <span class="pl-k">+</span> <span class="pl-s"><span class="pl-pds">&quot;</span>/<span class="pl-pds">&quot;</span></span> <span class="pl-k">+</span> name <span class="pl-k">+</span> <span class="pl-s"><span class="pl-pds">&quot;</span>_clustermap.pdf<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L217" class="blob-num js-line-number" data-line-number="217"></td>
+        <td id="LC217" class="blob-code blob-code-inner js-file-line">        cg.savefig(fname)</td>
+      </tr>
+      <tr>
+        <td id="L218" class="blob-num js-line-number" data-line-number="218"></td>
+        <td id="LC218" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>plt.show()</span></td>
+      </tr>
+      <tr>
+        <td id="L219" class="blob-num js-line-number" data-line-number="219"></td>
+        <td id="LC219" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L220" class="blob-num js-line-number" data-line-number="220"></td>
+        <td id="LC220" class="blob-code blob-code-inner js-file-line"><span class="pl-k">def</span> <span class="pl-en">createHTML</span>(<span class="pl-smi">name</span>,<span class="pl-smi">htmlfn</span>,<span class="pl-smi">htmlPath</span>):</td>
+      </tr>
+      <tr>
+        <td id="L221" class="blob-num js-line-number" data-line-number="221"></td>
+        <td id="LC221" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>assumes imgs are heatmap.png, dheatmap.png, vapPCA.png and already in htmlresource</span></td>
+      </tr>
+      <tr>
+        <td id="L222" class="blob-num js-line-number" data-line-number="222"></td>
+        <td id="LC222" class="blob-code blob-code-inner js-file-line">    htmlString <span class="pl-k">=</span> <span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>&lt;html&gt;&lt;title&gt;T<span class="pl-c1">.</span>vivax VAP&lt;/title&gt;&lt;body&gt;&lt;div style=&#39;text-align:center&#39;&gt;&lt;h2&gt;&lt;i&gt;Trypanosoma vivax&lt;/i&gt; Variant Antigen Profile&lt;/h2&gt;&lt;h3&gt;<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L223" class="blob-num js-line-number" data-line-number="223"></td>
+        <td id="LC223" class="blob-code blob-code-inner js-file-line">    htmlString <span class="pl-k">+=</span> name</td>
+      </tr>
+      <tr>
+        <td id="L224" class="blob-num js-line-number" data-line-number="224"></td>
+        <td id="LC224" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L225" class="blob-num js-line-number" data-line-number="225"></td>
+        <td id="LC225" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L226" class="blob-num js-line-number" data-line-number="226"></td>
+        <td id="LC226" class="blob-code blob-code-inner js-file-line">    htmlString <span class="pl-k">+=</span> <span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&#39;</span>&lt;p&gt; &lt;h3&gt;The Heat Map and Dendrogram&lt;/h3&gt;&lt;/p&gt;<span class="pl-pds">&#39;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L227" class="blob-num js-line-number" data-line-number="227"></td>
+        <td id="LC227" class="blob-code blob-code-inner js-file-line">    imgString <span class="pl-k">=</span> <span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>&lt;img src = &#39;<span class="pl-pds">&quot;</span></span><span class="pl-k">+</span>name<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span>_clustermap.png&#39; alt=&#39;Cog Clustermap&#39; style=&#39;max-width:100%&#39;&gt;&lt;br&gt;&lt;br&gt;<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L228" class="blob-num js-line-number" data-line-number="228"></td>
+        <td id="LC228" class="blob-code blob-code-inner js-file-line">    htmlString <span class="pl-k">+=</span> imgString</td>
+      </tr>
+      <tr>
+        <td id="L229" class="blob-num js-line-number" data-line-number="229"></td>
+        <td id="LC229" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span>(htmlString)</td>
+      </tr>
+      <tr>
+        <td id="L230" class="blob-num js-line-number" data-line-number="230"></td>
+        <td id="LC230" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L231" class="blob-num js-line-number" data-line-number="231"></td>
+        <td id="LC231" class="blob-code blob-code-inner js-file-line">    <span class="pl-k">with</span> <span class="pl-c1">open</span>(htmlfn, <span class="pl-s"><span class="pl-pds">&quot;</span>w<span class="pl-pds">&quot;</span></span>) <span class="pl-k">as</span> htmlfile:</td>
+      </tr>
+      <tr>
+        <td id="L232" class="blob-num js-line-number" data-line-number="232"></td>
+        <td id="LC232" class="blob-code blob-code-inner js-file-line">        htmlfile.write(htmlString)</td>
+      </tr>
+      <tr>
+        <td id="L233" class="blob-num js-line-number" data-line-number="233"></td>
+        <td id="LC233" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L234" class="blob-num js-line-number" data-line-number="234"></td>
+        <td id="LC234" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L235" class="blob-num js-line-number" data-line-number="235"></td>
+        <td id="LC235" class="blob-code blob-code-inner js-file-line"><span class="pl-k">def</span> <span class="pl-en">vivax_assemble</span>(<span class="pl-smi">args</span>,<span class="pl-smi">dict</span>):</td>
+      </tr>
+      <tr>
+        <td id="L236" class="blob-num js-line-number" data-line-number="236"></td>
+        <td id="LC236" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>argdict = {&#39;name&#39;: 2, &#39;pdfexport&#39;: 3, &#39;kmers&#39;: 4, &#39;inslen&#39;: 5, &#39;covcut&#39;: 6, &#39;forward&#39;: 7, &#39;reverse&#39;: 8, &#39;html_file&#39;: 9,&#39;html_resource&#39;: 10}</span></td>
+      </tr>
+      <tr>
+        <td id="L237" class="blob-num js-line-number" data-line-number="237"></td>
+        <td id="LC237" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>assembleWithVelvet(&quot;V2_Test&quot;, &#39;65&#39;, &#39;400&#39;, &#39;5&#39;, &quot;data/TviBrRp.1.clean&quot;, &quot;data/TviBrRp.2.clean&quot;)</span></td>
+      </tr>
+      <tr>
+        <td id="L238" class="blob-num js-line-number" data-line-number="238"></td>
+        <td id="LC238" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L239" class="blob-num js-line-number" data-line-number="239"></td>
+        <td id="LC239" class="blob-code blob-code-inner js-file-line">    vivaxPath <span class="pl-k">=</span> os.path.dirname(os.path.realpath(<span class="pl-c1">__file__</span>))<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/data/vivax<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L240" class="blob-num js-line-number" data-line-number="240"></td>
+        <td id="LC240" class="blob-code blob-code-inner js-file-line">    assembleWithVelvet(args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]], args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>kmers<span class="pl-pds">&#39;</span></span>]], args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>inslen<span class="pl-pds">&#39;</span></span>]], args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>covcut<span class="pl-pds">&#39;</span></span>]],</td>
+      </tr>
+      <tr>
+        <td id="L241" class="blob-num js-line-number" data-line-number="241"></td>
+        <td id="LC241" class="blob-code blob-code-inner js-file-line">                       args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>forward<span class="pl-pds">&#39;</span></span>]], args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>reverse<span class="pl-pds">&#39;</span></span>]])</td>
+      </tr>
+      <tr>
+        <td id="L242" class="blob-num js-line-number" data-line-number="242"></td>
+        <td id="LC242" class="blob-code blob-code-inner js-file-line">    blastResult_df <span class="pl-k">=</span> blastContigs(args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]], vivaxPath<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/Database/COGs<span class="pl-c1">.</span>fas<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L243" class="blob-num js-line-number" data-line-number="243"></td>
+        <td id="LC243" class="blob-code blob-code-inner js-file-line">    orthPresence_df <span class="pl-k">=</span> getCogsPresent(blastResult_df, args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]], vivaxPath<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/Database/COGlist<span class="pl-c1">.</span>txt<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L244" class="blob-num js-line-number" data-line-number="244"></td>
+        <td id="LC244" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L245" class="blob-num js-line-number" data-line-number="245"></td>
+        <td id="LC245" class="blob-code blob-code-inner js-file-line">    binBlastResult_df <span class="pl-k">=</span> blastContigs(args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]], vivaxPath<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/Database/Bin_2<span class="pl-c1">.</span>fas<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L246" class="blob-num js-line-number" data-line-number="246"></td>
+        <td id="LC246" class="blob-code blob-code-inner js-file-line">    binPresence_df <span class="pl-k">=</span> getCogsPresent(binBlastResult_df, args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]], vivaxPath<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/Database/binlist<span class="pl-c1">.</span>txt<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L247" class="blob-num js-line-number" data-line-number="247"></td>
+        <td id="LC247" class="blob-code blob-code-inner js-file-line">    cogPresence_df <span class="pl-k">=</span> orthPresence_df.append(binPresence_df, <span class="pl-v">ignore_index</span><span class="pl-k">=</span><span class="pl-c1">True</span>)</td>
+      </tr>
+      <tr>
+        <td id="L248" class="blob-num js-line-number" data-line-number="248"></td>
+        <td id="LC248" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L249" class="blob-num js-line-number" data-line-number="249"></td>
+        <td id="LC249" class="blob-code blob-code-inner js-file-line">    fname <span class="pl-k">=</span> args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>html_resource<span class="pl-pds">&#39;</span></span>]] <span class="pl-k">+</span>args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]]<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span>_cogspresent.csv<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L250" class="blob-num js-line-number" data-line-number="250"></td>
+        <td id="LC250" class="blob-code blob-code-inner js-file-line">    cogPresence_df.to_csv(fname)</td>
+      </tr>
+      <tr>
+        <td id="L251" class="blob-num js-line-number" data-line-number="251"></td>
+        <td id="LC251" class="blob-code blob-code-inner js-file-line">    current_df <span class="pl-k">=</span> addToCurrentData(cogPresence_df,args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]])  <span class="pl-c"><span class="pl-c">#</span> load in Tvdatabase and add cogPresence column to it.</span></td>
+      </tr>
+      <tr>
+        <td id="L252" class="blob-num js-line-number" data-line-number="252"></td>
+        <td id="LC252" class="blob-code blob-code-inner js-file-line">    createClusterMap(current_df, args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]],args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>html_resource<span class="pl-pds">&#39;</span></span>]],args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>pdfexport<span class="pl-pds">&#39;</span></span>]])</td>
+      </tr>
+      <tr>
+        <td id="L253" class="blob-num js-line-number" data-line-number="253"></td>
+        <td id="LC253" class="blob-code blob-code-inner js-file-line">    createHTML(args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]],args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>html_file<span class="pl-pds">&#39;</span></span>]],args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>html_resource<span class="pl-pds">&#39;</span></span>]])</td>
+      </tr>
+      <tr>
+        <td id="L254" class="blob-num js-line-number" data-line-number="254"></td>
+        <td id="LC254" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L255" class="blob-num js-line-number" data-line-number="255"></td>
+        <td id="LC255" class="blob-code blob-code-inner js-file-line"><span class="pl-k">def</span> <span class="pl-en">test_cluster</span>(<span class="pl-smi">args</span>,<span class="pl-smi">dict</span>):</td>
+      </tr>
+      <tr>
+        <td id="L256" class="blob-num js-line-number" data-line-number="256"></td>
+        <td id="LC256" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span> (<span class="pl-s"><span class="pl-pds">&quot;</span>name: <span class="pl-c1">%s</span><span class="pl-pds">&quot;</span></span>,args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]])</td>
+      </tr>
+      <tr>
+        <td id="L257" class="blob-num js-line-number" data-line-number="257"></td>
+        <td id="LC257" class="blob-code blob-code-inner js-file-line">    cogPresence_df <span class="pl-k">=</span> pd.read_csv(<span class="pl-s"><span class="pl-pds">&quot;</span>test_cogspresent.csv<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L258" class="blob-num js-line-number" data-line-number="258"></td>
+        <td id="LC258" class="blob-code blob-code-inner js-file-line">    <span class="pl-c1">print</span>(cogPresence_df)</td>
+      </tr>
+      <tr>
+        <td id="L259" class="blob-num js-line-number" data-line-number="259"></td>
+        <td id="LC259" class="blob-code blob-code-inner js-file-line">    current_df <span class="pl-k">=</span> addToCurrentData(cogPresence_df,args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]])  <span class="pl-c"><span class="pl-c">#</span> load in Tvdatabase and add cogPresence column to it.</span></td>
+      </tr>
+      <tr>
+        <td id="L260" class="blob-num js-line-number" data-line-number="260"></td>
+        <td id="LC260" class="blob-code blob-code-inner js-file-line">    createClusterMap(current_df, args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]], args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>html_resource<span class="pl-pds">&#39;</span></span>]], args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>pdfexport<span class="pl-pds">&#39;</span></span>]])</td>
+      </tr>
+      <tr>
+        <td id="L261" class="blob-num js-line-number" data-line-number="261"></td>
+        <td id="LC261" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L262" class="blob-num js-line-number" data-line-number="262"></td>
+        <td id="LC262" class="blob-code blob-code-inner js-file-line"><span class="pl-k">def</span> <span class="pl-en">vivax_contigs</span>(<span class="pl-smi">args</span>,<span class="pl-smi">dict</span>):</td>
+      </tr>
+      <tr>
+        <td id="L263" class="blob-num js-line-number" data-line-number="263"></td>
+        <td id="LC263" class="blob-code blob-code-inner js-file-line"><span class="pl-c"><span class="pl-c">#</span> argdict = {&#39;name&#39;: 2, &#39;pdfexport&#39;: 3, &#39;contigs&#39;: 4, &#39;html_file&#39;: 5, &#39;html_resource&#39;: 6}</span></td>
+      </tr>
+      <tr>
+        <td id="L264" class="blob-num js-line-number" data-line-number="264"></td>
+        <td id="LC264" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L265" class="blob-num js-line-number" data-line-number="265"></td>
+        <td id="LC265" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>test_cluster(args,dict)</span></td>
+      </tr>
+      <tr>
+        <td id="L266" class="blob-num js-line-number" data-line-number="266"></td>
+        <td id="LC266" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>return;</span></td>
+      </tr>
+      <tr>
+        <td id="L267" class="blob-num js-line-number" data-line-number="267"></td>
+        <td id="LC267" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L268" class="blob-num js-line-number" data-line-number="268"></td>
+        <td id="LC268" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>subprocess.call(&#39;echo $PATH&#39;,shell = True)</span></td>
+      </tr>
+      <tr>
+        <td id="L269" class="blob-num js-line-number" data-line-number="269"></td>
+        <td id="LC269" class="blob-code blob-code-inner js-file-line">    <span class="pl-c"><span class="pl-c">#</span>sys.exit(1)</span></td>
+      </tr>
+      <tr>
+        <td id="L270" class="blob-num js-line-number" data-line-number="270"></td>
+        <td id="LC270" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L271" class="blob-num js-line-number" data-line-number="271"></td>
+        <td id="LC271" class="blob-code blob-code-inner js-file-line">    vivaxPath <span class="pl-k">=</span> os.path.dirname(os.path.realpath(<span class="pl-c1">__file__</span>))<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/data/vivax<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L272" class="blob-num js-line-number" data-line-number="272"></td>
+        <td id="LC272" class="blob-code blob-code-inner js-file-line">    shutil.copyfile(args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>contigs<span class="pl-pds">&#39;</span></span>]], args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]]<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span>.fa<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L273" class="blob-num js-line-number" data-line-number="273"></td>
+        <td id="LC273" class="blob-code blob-code-inner js-file-line">    blastResult_df <span class="pl-k">=</span> blastContigs(args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]], vivaxPath<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/Database/COGs<span class="pl-c1">.</span>fas<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L274" class="blob-num js-line-number" data-line-number="274"></td>
+        <td id="LC274" class="blob-code blob-code-inner js-file-line">    orthPresence_df <span class="pl-k">=</span> getCogsPresent(blastResult_df, args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]], vivaxPath<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/Database/COGlist<span class="pl-c1">.</span>txt<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L275" class="blob-num js-line-number" data-line-number="275"></td>
+        <td id="LC275" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L276" class="blob-num js-line-number" data-line-number="276"></td>
+        <td id="LC276" class="blob-code blob-code-inner js-file-line">    binBlastResult_df <span class="pl-k">=</span> blastContigs(args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]], vivaxPath<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/Database/Bin_2<span class="pl-c1">.</span>fas<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L277" class="blob-num js-line-number" data-line-number="277"></td>
+        <td id="LC277" class="blob-code blob-code-inner js-file-line">    binPresence_df <span class="pl-k">=</span> getCogsPresent(binBlastResult_df, args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]], vivaxPath<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/Database/binlist<span class="pl-c1">.</span>txt<span class="pl-pds">&quot;</span></span>)</td>
+      </tr>
+      <tr>
+        <td id="L278" class="blob-num js-line-number" data-line-number="278"></td>
+        <td id="LC278" class="blob-code blob-code-inner js-file-line">    cogPresence_df <span class="pl-k">=</span> orthPresence_df.append(binPresence_df, <span class="pl-v">ignore_index</span><span class="pl-k">=</span><span class="pl-c1">True</span>)</td>
+      </tr>
+      <tr>
+        <td id="L279" class="blob-num js-line-number" data-line-number="279"></td>
+        <td id="LC279" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L280" class="blob-num js-line-number" data-line-number="280"></td>
+        <td id="LC280" class="blob-code blob-code-inner js-file-line">    fname <span class="pl-k">=</span> args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>html_resource<span class="pl-pds">&#39;</span></span>]]<span class="pl-k">+</span><span class="pl-sr"><span class="pl-k">r</span><span class="pl-pds">&quot;</span>/<span class="pl-pds">&quot;</span></span><span class="pl-k">+</span> args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]]<span class="pl-k">+</span><span class="pl-s"><span class="pl-pds">&quot;</span>_cogspresent.csv<span class="pl-pds">&quot;</span></span></td>
+      </tr>
+      <tr>
+        <td id="L281" class="blob-num js-line-number" data-line-number="281"></td>
+        <td id="LC281" class="blob-code blob-code-inner js-file-line">    cogPresence_df.to_csv(fname)</td>
+      </tr>
+      <tr>
+        <td id="L282" class="blob-num js-line-number" data-line-number="282"></td>
+        <td id="LC282" class="blob-code blob-code-inner js-file-line">    current_df <span class="pl-k">=</span> addToCurrentData(cogPresence_df,args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]])  <span class="pl-c"><span class="pl-c">#</span> load in Tvdatabase and add cogPresence column to it.</span></td>
+      </tr>
+      <tr>
+        <td id="L283" class="blob-num js-line-number" data-line-number="283"></td>
+        <td id="LC283" class="blob-code blob-code-inner js-file-line">    createClusterMap(current_df, args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]], args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>html_resource<span class="pl-pds">&#39;</span></span>]], args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>pdfexport<span class="pl-pds">&#39;</span></span>]])</td>
+      </tr>
+      <tr>
+        <td id="L284" class="blob-num js-line-number" data-line-number="284"></td>
+        <td id="LC284" class="blob-code blob-code-inner js-file-line">    createHTML(args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>name<span class="pl-pds">&#39;</span></span>]],args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>html_file<span class="pl-pds">&#39;</span></span>]],args[dict[<span class="pl-s"><span class="pl-pds">&#39;</span>html_resource<span class="pl-pds">&#39;</span></span>]])</td>
+      </tr>
+      <tr>
+        <td id="L285" class="blob-num js-line-number" data-line-number="285"></td>
+        <td id="LC285" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L286" class="blob-num js-line-number" data-line-number="286"></td>
+        <td id="LC286" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L287" class="blob-num js-line-number" data-line-number="287"></td>
+        <td id="LC287" class="blob-code blob-code-inner js-file-line"><span class="pl-k">if</span> <span class="pl-c1">__name__</span> <span class="pl-k">==</span> <span class="pl-s"><span class="pl-pds">&quot;</span>__main__<span class="pl-pds">&quot;</span></span>:</td>
+      </tr>
+      <tr>
+        <td id="L288" class="blob-num js-line-number" data-line-number="288"></td>
+        <td id="LC288" class="blob-code blob-code-inner js-file-line">    sys.exit()</td>
+      </tr>
+      <tr>
+        <td id="L289" class="blob-num js-line-number" data-line-number="289"></td>
+        <td id="LC289" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L290" class="blob-num js-line-number" data-line-number="290"></td>
+        <td id="LC290" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L291" class="blob-num js-line-number" data-line-number="291"></td>
+        <td id="LC291" class="blob-code blob-code-inner js-file-line">
+</td>
+      </tr>
+      <tr>
+        <td id="L292" class="blob-num js-line-number" data-line-number="292"></td>
+        <td id="LC292" class="blob-code blob-code-inner js-file-line">
+</td>
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