SARS-Cov-2.ipynb

{
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  {
   "cell_type": "markdown",
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    "# Understanding The SARS-CoV-2 Genome\n",
    "\n",
    "\n",
    "![COVID-19](https://admin.acceleratingscience.com/microscopy/wp-content/uploads/sites/12/2020/03/CDC_COVID-19-1.jpg)\n",
    "\n",
    "This was a learning project; I wanted to understand the virus better, and how better to understand it than to look at its code?\n",
    "\n",
    "It turns out that you can get reasonably far just using basic Python functions, so I decided against using any libraries. You can get the same results faster using libraries, but... I wanted to learn.\n",
    "\n",
    "## Step 1: Importing the Genome\n",
    "\n",
    "We begin by importing the genome. You can find a ton of CoV-2 genomes on NIH's Genbank. https://www.ncbi.nlm.nih.gov/genbank/sars-cov-2-seqs/\n",
    "\n",
    "I used the reference genome, from Jan 5th, 2020, sequenced by the Shanghai Public Health Clinical Center & School of Public Health, Fudan University, Shanghai, China: https://www.ncbi.nlm.nih.gov/nuccore/NC_045512\n",
    "\n",
    "This is the raw code of the virus:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "## COVID DNA FROM GENBANK -- ref genome https://www.ncbi.nlm.nih.gov/nuccore/NC_045512\n",
    "covid_dna = \"\"\"\n",
    "1 attaaaggtt tataccttcc caggtaacaa accaaccaac tttcgatctc ttgtagatct    \n",
    "61 gttctctaaa cgaactttaa aatctgtgtg gctgtcactc ggctgcatgc ttagtgcact\n",
    "121 cacgcagtat aattaataac taattactgt cgttgacagg acacgagtaa ctcgtctatc\n",
    "181 ttctgcaggc tgcttacggt ttcgtccgtg ttgcagccga tcatcagcac atctaggttt\n",
    "241 cgtccgggtg tgaccgaaag gtaagatgga gagccttgtc cctggtttca acgagaaaac\n",
    "301 acacgtccaa ctcagtttgc ctgttttaca ggttcgcgac gtgctcgtac gtggctttgg\n",
    "361 agactccgtg gaggaggtct tatcagaggc acgtcaacat cttaaagatg gcacttgtgg\n",
    "421 cttagtagaa gttgaaaaag gcgttttgcc tcaacttgaa cagccctatg tgttcatcaa\n",
    "481 acgttcggat gctcgaactg cacctcatgg tcatgttatg gttgagctgg tagcagaact\n",
    "541 cgaaggcatt cagtacggtc gtagtggtga gacacttggt gtccttgtcc ctcatgtggg\n",
    "601 cgaaatacca gtggcttacc gcaaggttct tcttcgtaag aacggtaata aaggagctgg\n",
    "661 tggccatagt tacggcgccg atctaaagtc atttgactta ggcgacgagc ttggcactga\n",
    "721 tccttatgaa gattttcaag aaaactggaa cactaaacat agcagtggtg ttacccgtga\n",
    "781 actcatgcgt gagcttaacg gaggggcata cactcgctat gtcgataaca acttctgtgg\n",
    "841 ccctgatggc taccctcttg agtgcattaa agaccttcta gcacgtgctg gtaaagcttc\n",
    "901 atgcactttg tccgaacaac tggactttat tgacactaag aggggtgtat actgctgccg\n",
    "961 tgaacatgag catgaaattg cttggtacac ggaacgttct gaaaagagct atgaattgca\n",
    "1021 gacacctttt gaaattaaat tggcaaagaa atttgacacc ttcaatgggg aatgtccaaa\n",
    "1081 ttttgtattt cccttaaatt ccataatcaa gactattcaa ccaagggttg aaaagaaaaa\n",
    "1141 gcttgatggc tttatgggta gaattcgatc tgtctatcca gttgcgtcac caaatgaatg\n",
    "1201 caaccaaatg tgcctttcaa ctctcatgaa gtgtgatcat tgtggtgaaa cttcatggca\n",
    "1261 gacgggcgat tttgttaaag ccacttgcga attttgtggc actgagaatt tgactaaaga\n",
    "1321 aggtgccact acttgtggtt acttacccca aaatgctgtt gttaaaattt attgtccagc\n",
    "1381 atgtcacaat tcagaagtag gacctgagca tagtcttgcc gaataccata atgaatctgg\n",
    "1441 cttgaaaacc attcttcgta agggtggtcg cactattgcc tttggaggct gtgtgttctc\n",
    "1501 ttatgttggt tgccataaca agtgtgccta ttgggttcca cgtgctagcg ctaacatagg\n",
    "1561 ttgtaaccat acaggtgttg ttggagaagg ttccgaaggt cttaatgaca accttcttga\n",
    "1621 aatactccaa aaagagaaag tcaacatcaa tattgttggt gactttaaac ttaatgaaga\n",
    "1681 gatcgccatt attttggcat ctttttctgc ttccacaagt gcttttgtgg aaactgtgaa\n",
    "1741 aggtttggat tataaagcat tcaaacaaat tgttgaatcc tgtggtaatt ttaaagttac\n",
    "1801 aaaaggaaaa gctaaaaaag gtgcctggaa tattggtgaa cagaaatcaa tactgagtcc\n",
    "1861 tctttatgca tttgcatcag aggctgctcg tgttgtacga tcaattttct cccgcactct\n",
    "1921 tgaaactgct caaaattctg tgcgtgtttt acagaaggcc gctataacaa tactagatgg\n",
    "1981 aatttcacag tattcactga gactcattga tgctatgatg ttcacatctg atttggctac\n",
    "2041 taacaatcta gttgtaatgg cctacattac aggtggtgtt gttcagttga cttcgcagtg\n",
    "2101 gctaactaac atctttggca ctgtttatga aaaactcaaa cccgtccttg attggcttga\n",
    "2161 agagaagttt aaggaaggtg tagagtttct tagagacggt tgggaaattg ttaaatttat\n",
    "2221 ctcaacctgt gcttgtgaaa ttgtcggtgg acaaattgtc acctgtgcaa aggaaattaa\n",
    "2281 ggagagtgtt cagacattct ttaagcttgt aaataaattt ttggctttgt gtgctgactc\n",
    "2341 tatcattatt ggtggagcta aacttaaagc cttgaattta ggtgaaacat ttgtcacgca\n",
    "2401 ctcaaaggga ttgtacagaa agtgtgttaa atccagagaa gaaactggcc tactcatgcc\n",
    "2461 tctaaaagcc ccaaaagaaa ttatcttctt agagggagaa acacttccca cagaagtgtt\n",
    "2521 aacagaggaa gttgtcttga aaactggtga tttacaacca ttagaacaac ctactagtga\n",
    "2581 agctgttgaa gctccattgg ttggtacacc agtttgtatt aacgggctta tgttgctcga\n",
    "2641 aatcaaagac acagaaaagt actgtgccct tgcacctaat atgatggtaa caaacaatac\n",
    "2701 cttcacactc aaaggcggtg caccaacaaa ggttactttt ggtgatgaca ctgtgataga\n",
    "2761 agtgcaaggt tacaagagtg tgaatatcac ttttgaactt gatgaaagga ttgataaagt\n",
    "2821 acttaatgag aagtgctctg cctatacagt tgaactcggt acagaagtaa atgagttcgc\n",
    "2881 ctgtgttgtg gcagatgctg tcataaaaac tttgcaacca gtatctgaat tacttacacc\n",
    "2941 actgggcatt gatttagatg agtggagtat ggctacatac tacttatttg atgagtctgg\n",
    "3001 tgagtttaaa ttggcttcac atatgtattg ttctttctac cctccagatg aggatgaaga\n",
    "3061 agaaggtgat tgtgaagaag aagagtttga gccatcaact caatatgagt atggtactga\n",
    "3121 agatgattac caaggtaaac ctttggaatt tggtgccact tctgctgctc ttcaacctga\n",
    "3181 agaagagcaa gaagaagatt ggttagatga tgatagtcaa caaactgttg gtcaacaaga\n",
    "3241 cggcagtgag gacaatcaga caactactat tcaaacaatt gttgaggttc aacctcaatt\n",
    "3301 agagatggaa cttacaccag ttgttcagac tattgaagtg aatagtttta gtggttattt\n",
    "3361 aaaacttact gacaatgtat acattaaaaa tgcagacatt gtggaagaag ctaaaaaggt\n",
    "3421 aaaaccaaca gtggttgtta atgcagccaa tgtttacctt aaacatggag gaggtgttgc\n",
    "3481 aggagcctta aataaggcta ctaacaatgc catgcaagtt gaatctgatg attacatagc\n",
    "3541 tactaatgga ccacttaaag tgggtggtag ttgtgtttta agcggacaca atcttgctaa\n",
    "3601 acactgtctt catgttgtcg gcccaaatgt taacaaaggt gaagacattc aacttcttaa\n",
    "3661 gagtgcttat gaaaatttta atcagcacga agttctactt gcaccattat tatcagctgg\n",
    "3721 tatttttggt gctgacccta tacattcttt aagagtttgt gtagatactg ttcgcacaaa\n",
    "3781 tgtctactta gctgtctttg ataaaaatct ctatgacaaa cttgtttcaa gctttttgga\n",
    "3841 aatgaagagt gaaaagcaag ttgaacaaaa gatcgctgag attcctaaag aggaagttaa\n",
    "3901 gccatttata actgaaagta aaccttcagt tgaacagaga aaacaagatg ataagaaaat\n",
    "3961 caaagcttgt gttgaagaag ttacaacaac tctggaagaa actaagttcc tcacagaaaa\n",
    "4021 cttgttactt tatattgaca ttaatggcaa tcttcatcca gattctgcca ctcttgttag\n",
    "4081 tgacattgac atcactttct taaagaaaga tgctccatat atagtgggtg atgttgttca\n",
    "4141 agagggtgtt ttaactgctg tggttatacc tactaaaaag gctggtggca ctactgaaat\n",
    "4201 gctagcgaaa gctttgagaa aagtgccaac agacaattat ataaccactt acccgggtca\n",
    "4261 gggtttaaat ggttacactg tagaggaggc aaagacagtg cttaaaaagt gtaaaagtgc\n",
    "4321 cttttacatt ctaccatcta ttatctctaa tgagaagcaa gaaattcttg gaactgtttc\n",
    "4381 ttggaatttg cgagaaatgc ttgcacatgc agaagaaaca cgcaaattaa tgcctgtctg\n",
    "4441 tgtggaaact aaagccatag tttcaactat acagcgtaaa tataagggta ttaaaataca\n",
    "4501 agagggtgtg gttgattatg gtgctagatt ttacttttac accagtaaaa caactgtagc\n",
    "4561 gtcacttatc aacacactta acgatctaaa tgaaactctt gttacaatgc cacttggcta\n",
    "4621 tgtaacacat ggcttaaatt tggaagaagc tgctcggtat atgagatctc tcaaagtgcc\n",
    "4681 agctacagtt tctgtttctt cacctgatgc tgttacagcg tataatggtt atcttacttc\n",
    "4741 ttcttctaaa acacctgaag aacattttat tgaaaccatc tcacttgctg gttcctataa\n",
    "4801 agattggtcc tattctggac aatctacaca actaggtata gaatttctta agagaggtga\n",
    "4861 taaaagtgta tattacacta gtaatcctac cacattccac ctagatggtg aagttatcac\n",
    "4921 ctttgacaat cttaagacac ttctttcttt gagagaagtg aggactatta aggtgtttac\n",
    "4981 aacagtagac aacattaacc tccacacgca agttgtggac atgtcaatga catatggaca\n",
    "5041 acagtttggt ccaacttatt tggatggagc tgatgttact aaaataaaac ctcataattc\n",
    "5101 acatgaaggt aaaacatttt atgttttacc taatgatgac actctacgtg ttgaggcttt\n",
    "5161 tgagtactac cacacaactg atcctagttt tctgggtagg tacatgtcag cattaaatca\n",
    "5221 cactaaaaag tggaaatacc cacaagttaa tggtttaact tctattaaat gggcagataa\n",
    "5281 caactgttat cttgccactg cattgttaac actccaacaa atagagttga agtttaatcc\n",
    "5341 acctgctcta caagatgctt attacagagc aagggctggt gaagctgcta acttttgtgc\n",
    "5401 acttatctta gcctactgta ataagacagt aggtgagtta ggtgatgtta gagaaacaat\n",
    "5461 gagttacttg tttcaacatg ccaatttaga ttcttgcaaa agagtcttga acgtggtgtg\n",
    "5521 taaaacttgt ggacaacagc agacaaccct taagggtgta gaagctgtta tgtacatggg\n",
    "5581 cacactttct tatgaacaat ttaagaaagg tgttcagata ccttgtacgt gtggtaaaca\n",
    "5641 agctacaaaa tatctagtac aacaggagtc accttttgtt atgatgtcag caccacctgc\n",
    "5701 tcagtatgaa cttaagcatg gtacatttac ttgtgctagt gagtacactg gtaattacca\n",
    "5761 gtgtggtcac tataaacata taacttctaa agaaactttg tattgcatag acggtgcttt\n",
    "5821 acttacaaag tcctcagaat acaaaggtcc tattacggat gttttctaca aagaaaacag\n",
    "5881 ttacacaaca accataaaac cagttactta taaattggat ggtgttgttt gtacagaaat\n",
    "5941 tgaccctaag ttggacaatt attataagaa agacaattct tatttcacag agcaaccaat\n",
    "6001 tgatcttgta ccaaaccaac catatccaaa cgcaagcttc gataatttta agtttgtatg\n",
    "6061 tgataatatc aaatttgctg atgatttaaa ccagttaact ggttataaga aacctgcttc\n",
    "6121 aagagagctt aaagttacat ttttccctga cttaaatggt gatgtggtgg ctattgatta\n",
    "6181 taaacactac acaccctctt ttaagaaagg agctaaattg ttacataaac ctattgtttg\n",
    "6241 gcatgttaac aatgcaacta ataaagccac gtataaacca aatacctggt gtatacgttg\n",
    "6301 tctttggagc acaaaaccag ttgaaacatc aaattcgttt gatgtactga agtcagagga\n",
    "6361 cgcgcaggga atggataatc ttgcctgcga agatctaaaa ccagtctctg aagaagtagt\n",
    "6421 ggaaaatcct accatacaga aagacgttct tgagtgtaat gtgaaaacta ccgaagttgt\n",
    "6481 aggagacatt atacttaaac cagcaaataa tagtttaaaa attacagaag aggttggcca\n",
    "6541 cacagatcta atggctgctt atgtagacaa ttctagtctt actattaaga aacctaatga\n",
    "6601 attatctaga gtattaggtt tgaaaaccct tgctactcat ggtttagctg ctgttaatag\n",
    "6661 tgtcccttgg gatactatag ctaattatgc taagcctttt cttaacaaag ttgttagtac\n",
    "6721 aactactaac atagttacac ggtgtttaaa ccgtgtttgt actaattata tgccttattt\n",
    "6781 ctttacttta ttgctacaat tgtgtacttt tactagaagt acaaattcta gaattaaagc\n",
    "6841 atctatgccg actactatag caaagaatac tgttaagagt gtcggtaaat tttgtctaga\n",
    "6901 ggcttcattt aattatttga agtcacctaa tttttctaaa ctgataaata ttataatttg\n",
    "6961 gtttttacta ttaagtgttt gcctaggttc tttaatctac tcaaccgctg ctttaggtgt\n",
    "7021 tttaatgtct aatttaggca tgccttctta ctgtactggt tacagagaag gctatttgaa\n",
    "7081 ctctactaat gtcactattg caacctactg tactggttct ataccttgta gtgtttgtct\n",
    "7141 tagtggttta gattctttag acacctatcc ttctttagaa actatacaaa ttaccatttc\n",
    "7201 atcttttaaa tgggatttaa ctgcttttgg cttagttgca gagtggtttt tggcatatat\n",
    "7261 tcttttcact aggtttttct atgtacttgg attggctgca atcatgcaat tgtttttcag\n",
    "7321 ctattttgca gtacatttta ttagtaattc ttggcttatg tggttaataa ttaatcttgt\n",
    "7381 acaaatggcc ccgatttcag ctatggttag aatgtacatc ttctttgcat cattttatta\n",
    "7441 tgtatggaaa agttatgtgc atgttgtaga cggttgtaat tcatcaactt gtatgatgtg\n",
    "7501 ttacaaacgt aatagagcaa caagagtcga atgtacaact attgttaatg gtgttagaag\n",
    "7561 gtccttttat gtctatgcta atggaggtaa aggcttttgc aaactacaca attggaattg\n",
    "7621 tgttaattgt gatacattct gtgctggtag tacatttatt agtgatgaag ttgcgagaga\n",
    "7681 cttgtcacta cagtttaaaa gaccaataaa tcctactgac cagtcttctt acatcgttga\n",
    "7741 tagtgttaca gtgaagaatg gttccatcca tctttacttt gataaagctg gtcaaaagac\n",
    "7801 ttatgaaaga cattctctct ctcattttgt taacttagac aacctgagag ctaataacac\n",
    "7861 taaaggttca ttgcctatta atgttatagt ttttgatggt aaatcaaaat gtgaagaatc\n",
    "7921 atctgcaaaa tcagcgtctg tttactacag tcagcttatg tgtcaaccta tactgttact\n",
    "7981 agatcaggca ttagtgtctg atgttggtga tagtgcggaa gttgcagtta aaatgtttga\n",
    "8041 tgcttacgtt aatacgtttt catcaacttt taacgtacca atggaaaaac tcaaaacact\n",
    "8101 agttgcaact gcagaagctg aacttgcaaa gaatgtgtcc ttagacaatg tcttatctac\n",
    "8161 ttttatttca gcagctcggc aagggtttgt tgattcagat gtagaaacta aagatgttgt\n",
    "8221 tgaatgtctt aaattgtcac atcaatctga catagaagtt actggcgata gttgtaataa\n",
    "8281 ctatatgctc acctataaca aagttgaaaa catgacaccc cgtgaccttg gtgcttgtat\n",
    "8341 tgactgtagt gcgcgtcata ttaatgcgca ggtagcaaaa agtcacaaca ttgctttgat\n",
    "8401 atggaacgtt aaagatttca tgtcattgtc tgaacaacta cgaaaacaaa tacgtagtgc\n",
    "8461 tgctaaaaag aataacttac cttttaagtt gacatgtgca actactagac aagttgttaa\n",
    "8521 tgttgtaaca acaaagatag cacttaaggg tggtaaaatt gttaataatt ggttgaagca\n",
    "8581 gttaattaaa gttacacttg tgttcctttt tgttgctgct attttctatt taataacacc\n",
    "8641 tgttcatgtc atgtctaaac atactgactt ttcaagtgaa atcataggat acaaggctat\n",
    "8701 tgatggtggt gtcactcgtg acatagcatc tacagatact tgttttgcta acaaacatgc\n",
    "8761 tgattttgac acatggttta gccagcgtgg tggtagttat actaatgaca aagcttgccc\n",
    "8821 attgattgct gcagtcataa caagagaagt gggttttgtc gtgcctggtt tgcctggcac\n",
    "8881 gatattacgc acaactaatg gtgacttttt gcatttctta cctagagttt ttagtgcagt\n",
    "8941 tggtaacatc tgttacacac catcaaaact tatagagtac actgactttg caacatcagc\n",
    "9001 ttgtgttttg gctgctgaat gtacaatttt taaagatgct tctggtaagc cagtaccata\n",
    "9061 ttgttatgat accaatgtac tagaaggttc tgttgcttat gaaagtttac gccctgacac\n",
    "9121 acgttatgtg ctcatggatg gctctattat tcaatttcct aacacctacc ttgaaggttc\n",
    "9181 tgttagagtg gtaacaactt ttgattctga gtactgtagg cacggcactt gtgaaagatc\n",
    "9241 agaagctggt gtttgtgtat ctactagtgg tagatgggta cttaacaatg attattacag\n",
    "9301 atctttacca ggagttttct gtggtgtaga tgctgtaaat ttacttacta atatgtttac\n",
    "9361 accactaatt caacctattg gtgctttgga catatcagca tctatagtag ctggtggtat\n",
    "9421 tgtagctatc gtagtaacat gccttgccta ctattttatg aggtttagaa gagcttttgg\n",
    "9481 tgaatacagt catgtagttg cctttaatac tttactattc cttatgtcat tcactgtact\n",
    "9541 ctgtttaaca ccagtttact cattcttacc tggtgtttat tctgttattt acttgtactt\n",
    "9601 gacattttat cttactaatg atgtttcttt tttagcacat attcagtgga tggttatgtt\n",
    "9661 cacaccttta gtacctttct ggataacaat tgcttatatc atttgtattt ccacaaagca\n",
    "9721 tttctattgg ttctttagta attacctaaa gagacgtgta gtctttaatg gtgtttcctt\n",
    "9781 tagtactttt gaagaagctg cgctgtgcac ctttttgtta aataaagaaa tgtatctaaa\n",
    "9841 gttgcgtagt gatgtgctat tacctcttac gcaatataat agatacttag ctctttataa\n",
    "9901 taagtacaag tattttagtg gagcaatgga tacaactagc tacagagaag ctgcttgttg\n",
    "9961 tcatctcgca aaggctctca atgacttcag taactcaggt tctgatgttc tttaccaacc\n",
    "10021 accacaaacc tctatcacct cagctgtttt gcagagtggt tttagaaaaa tggcattccc\n",
    "10081 atctggtaaa gttgagggtt gtatggtaca agtaacttgt ggtacaacta cacttaacgg\n",
    "10141 tctttggctt gatgacgtag tttactgtcc aagacatgtg atctgcacct ctgaagacat\n",
    "10201 gcttaaccct aattatgaag atttactcat tcgtaagtct aatcataatt tcttggtaca\n",
    "10261 ggctggtaat gttcaactca gggttattgg acattctatg caaaattgtg tacttaagct\n",
    "10321 taaggttgat acagccaatc ctaagacacc taagtataag tttgttcgca ttcaaccagg\n",
    "10381 acagactttt tcagtgttag cttgttacaa tggttcacca tctggtgttt accaatgtgc\n",
    "10441 tatgaggccc aatttcacta ttaagggttc attccttaat ggttcatgtg gtagtgttgg\n",
    "10501 ttttaacata gattatgact gtgtctcttt ttgttacatg caccatatgg aattaccaac\n",
    "10561 tggagttcat gctggcacag acttagaagg taacttttat ggaccttttg ttgacaggca\n",
    "10621 aacagcacaa gcagctggta cggacacaac tattacagtt aatgttttag cttggttgta\n",
    "10681 cgctgctgtt ataaatggag acaggtggtt tctcaatcga tttaccacaa ctcttaatga\n",
    "10741 ctttaacctt gtggctatga agtacaatta tgaacctcta acacaagacc atgttgacat\n",
    "10801 actaggacct ctttctgctc aaactggaat tgccgtttta gatatgtgtg cttcattaaa\n",
    "10861 agaattactg caaaatggta tgaatggacg taccatattg ggtagtgctt tattagaaga\n",
    "10921 tgaatttaca ccttttgatg ttgttagaca atgctcaggt gttactttcc aaagtgcagt\n",
    "10981 gaaaagaaca atcaagggta cacaccactg gttgttactc acaattttga cttcactttt\n",
    "11041 agttttagtc cagagtactc aatggtcttt gttctttttt ttgtatgaaa atgccttttt\n",
    "11101 accttttgct atgggtatta ttgctatgtc tgcttttgca atgatgtttg tcaaacataa\n",
    "11161 gcatgcattt ctctgtttgt ttttgttacc ttctcttgcc actgtagctt attttaatat\n",
    "11221 ggtctatatg cctgctagtt gggtgatgcg tattatgaca tggttggata tggttgatac\n",
    "11281 tagtttgtct ggttttaagc taaaagactg tgttatgtat gcatcagctg tagtgttact\n",
    "11341 aatccttatg acagcaagaa ctgtgtatga tgatggtgct aggagagtgt ggacacttat\n",
    "11401 gaatgtcttg acactcgttt ataaagttta ttatggtaat gctttagatc aagccatttc\n",
    "11461 catgtgggct cttataatct ctgttacttc taactactca ggtgtagtta caactgtcat\n",
    "11521 gtttttggcc agaggtattg tttttatgtg tgttgagtat tgccctattt tcttcataac\n",
    "11581 tggtaataca cttcagtgta taatgctagt ttattgtttc ttaggctatt tttgtacttg\n",
    "11641 ttactttggc ctcttttgtt tactcaaccg ctactttaga ctgactcttg gtgtttatga\n",
    "11701 ttacttagtt tctacacagg agtttagata tatgaattca cagggactac tcccacccaa\n",
    "11761 gaatagcata gatgccttca aactcaacat taaattgttg ggtgttggtg gcaaaccttg\n",
    "11821 tatcaaagta gccactgtac agtctaaaat gtcagatgta aagtgcacat cagtagtctt\n",
    "11881 actctcagtt ttgcaacaac tcagagtaga atcatcatct aaattgtggg ctcaatgtgt\n",
    "11941 ccagttacac aatgacattc tcttagctaa agatactact gaagcctttg aaaaaatggt\n",
    "12001 ttcactactt tctgttttgc tttccatgca gggtgctgta gacataaaca agctttgtga\n",
    "12061 agaaatgctg gacaacaggg caaccttaca agctatagcc tcagagttta gttcccttcc\n",
    "12121 atcatatgca gcttttgcta ctgctcaaga agcttatgag caggctgttg ctaatggtga\n",
    "12181 ttctgaagtt gttcttaaaa agttgaagaa gtctttgaat gtggctaaat ctgaatttga\n",
    "12241 ccgtgatgca gccatgcaac gtaagttgga aaagatggct gatcaagcta tgacccaaat\n",
    "12301 gtataaacag gctagatctg aggacaagag ggcaaaagtt actagtgcta tgcagacaat\n",
    "12361 gcttttcact atgcttagaa agttggataa tgatgcactc aacaacatta tcaacaatgc\n",
    "12421 aagagatggt tgtgttccct tgaacataat acctcttaca acagcagcca aactaatggt\n",
    "12481 tgtcatacca gactataaca catataaaaa tacgtgtgat ggtacaacat ttacttatgc\n",
    "12541 atcagcattg tgggaaatcc aacaggttgt agatgcagat agtaaaattg ttcaacttag\n",
    "12601 tgaaattagt atggacaatt cacctaattt agcatggcct cttattgtaa cagctttaag\n",
    "12661 ggccaattct gctgtcaaat tacagaataa tgagcttagt cctgttgcac tacgacagat\n",
    "12721 gtcttgtgct gccggtacta cacaaactgc ttgcactgat gacaatgcgt tagcttacta\n",
    "12781 caacacaaca aagggaggta ggtttgtact tgcactgtta tccgatttac aggatttgaa\n",
    "12841 atgggctaga ttccctaaga gtgatggaac tggtactatc tatacagaac tggaaccacc\n",
    "12901 ttgtaggttt gttacagaca cacctaaagg tcctaaagtg aagtatttat actttattaa\n",
    "12961 aggattaaac aacctaaata gaggtatggt acttggtagt ttagctgcca cagtacgtct\n",
    "13021 acaagctggt aatgcaacag aagtgcctgc caattcaact gtattatctt tctgtgcttt\n",
    "13081 tgctgtagat gctgctaaag cttacaaaga ttatctagct agtgggggac aaccaatcac\n",
    "13141 taattgtgtt aagatgttgt gtacacacac tggtactggt caggcaataa cagttacacc\n",
    "13201 ggaagccaat atggatcaag aatcctttgg tggtgcatcg tgttgtctgt actgccgttg\n",
    "13261 ccacatagat catccaaatc ctaaaggatt ttgtgactta aaaggtaagt atgtacaaat\n",
    "13321 acctacaact tgtgctaatg accctgtggg ttttacactt aaaaacacag tctgtaccgt\n",
    "13381 ctgcggtatg tggaaaggtt atggctgtag ttgtgatcaa ctccgcgaac ccatgcttca\n",
    "13441 gtcagctgat gcacaatcgt ttttaaacgg gtttgcggtg taagtgcagc ccgtcttaca\n",
    "13501 ccgtgcggca caggcactag tactgatgtc gtatacaggg cttttgacat ctacaatgat\n",
    "13561 aaagtagctg gttttgctaa attcctaaaa actaattgtt gtcgcttcca agaaaaggac\n",
    "13621 gaagatgaca atttaattga ttcttacttt gtagttaaga gacacacttt ctctaactac\n",
    "13681 caacatgaag aaacaattta taatttactt aaggattgtc cagctgttgc taaacatgac\n",
    "13741 ttctttaagt ttagaataga cggtgacatg gtaccacata tatcacgtca acgtcttact\n",
    "13801 aaatacacaa tggcagacct cgtctatgct ttaaggcatt ttgatgaagg taattgtgac\n",
    "13861 acattaaaag aaatacttgt cacatacaat tgttgtgatg atgattattt caataaaaag\n",
    "13921 gactggtatg attttgtaga aaacccagat atattacgcg tatacgccaa cttaggtgaa\n",
    "13981 cgtgtacgcc aagctttgtt aaaaacagta caattctgtg atgccatgcg aaatgctggt\n",
    "14041 attgttggtg tactgacatt agataatcaa gatctcaatg gtaactggta tgatttcggt\n",
    "14101 gatttcatac aaaccacgcc aggtagtgga gttcctgttg tagattctta ttattcattg\n",
    "14161 ttaatgccta tattaacctt gaccagggct ttaactgcag agtcacatgt tgacactgac\n",
    "14221 ttaacaaagc cttacattaa gtgggatttg ttaaaatatg acttcacgga agagaggtta\n",
    "14281 aaactctttg accgttattt taaatattgg gatcagacat accacccaaa ttgtgttaac\n",
    "14341 tgtttggatg acagatgcat tctgcattgt gcaaacttta atgttttatt ctctacagtg\n",
    "14401 ttcccaccta caagttttgg accactagtg agaaaaatat ttgttgatgg tgttccattt\n",
    "14461 gtagtttcaa ctggatacca cttcagagag ctaggtgttg tacataatca ggatgtaaac\n",
    "14521 ttacatagct ctagacttag ttttaaggaa ttacttgtgt atgctgctga ccctgctatg\n",
    "14581 cacgctgctt ctggtaatct attactagat aaacgcacta cgtgcttttc agtagctgca\n",
    "14641 cttactaaca atgttgcttt tcaaactgtc aaacccggta attttaacaa agacttctat\n",
    "14701 gactttgctg tgtctaaggg tttctttaag gaaggaagtt ctgttgaatt aaaacacttc\n",
    "14761 ttctttgctc aggatggtaa tgctgctatc agcgattatg actactatcg ttataatcta\n",
    "14821 ccaacaatgt gtgatatcag acaactacta tttgtagttg aagttgttga taagtacttt\n",
    "14881 gattgttacg atggtggctg tattaatgct aaccaagtca tcgtcaacaa cctagacaaa\n",
    "14941 tcagctggtt ttccatttaa taaatggggt aaggctagac tttattatga ttcaatgagt\n",
    "15001 tatgaggatc aagatgcact tttcgcatat acaaaacgta atgtcatccc tactataact\n",
    "15061 caaatgaatc ttaagtatgc cattagtgca aagaatagag ctcgcaccgt agctggtgtc\n",
    "15121 tctatctgta gtactatgac caatagacag tttcatcaaa aattattgaa atcaatagcc\n",
    "15181 gccactagag gagctactgt agtaattgga acaagcaaat tctatggtgg ttggcacaac\n",
    "15241 atgttaaaaa ctgtttatag tgatgtagaa aaccctcacc ttatgggttg ggattatcct\n",
    "15301 aaatgtgata gagccatgcc taacatgctt agaattatgg cctcacttgt tcttgctcgc\n",
    "15361 aaacatacaa cgtgttgtag cttgtcacac cgtttctata gattagctaa tgagtgtgct\n",
    "15421 caagtattga gtgaaatggt catgtgtggc ggttcactat atgttaaacc aggtggaacc\n",
    "15481 tcatcaggag atgccacaac tgcttatgct aatagtgttt ttaacatttg tcaagctgtc\n",
    "15541 acggccaatg ttaatgcact tttatctact gatggtaaca aaattgccga taagtatgtc\n",
    "15601 cgcaatttac aacacagact ttatgagtgt ctctatagaa atagagatgt tgacacagac\n",
    "15661 tttgtgaatg agttttacgc atatttgcgt aaacatttct caatgatgat actctctgac\n",
    "15721 gatgctgttg tgtgtttcaa tagcacttat gcatctcaag gtctagtggc tagcataaag\n",
    "15781 aactttaagt cagttcttta ttatcaaaac aatgttttta tgtctgaagc aaaatgttgg\n",
    "15841 actgagactg accttactaa aggacctcat gaattttgct ctcaacatac aatgctagtt\n",
    "15901 aaacagggtg atgattatgt gtaccttcct tacccagatc catcaagaat cctaggggcc\n",
    "15961 ggctgttttg tagatgatat cgtaaaaaca gatggtacac ttatgattga acggttcgtg\n",
    "16021 tctttagcta tagatgctta cccacttact aaacatccta atcaggagta tgctgatgtc\n",
    "16081 tttcatttgt acttacaata cataagaaag ctacatgatg agttaacagg acacatgtta\n",
    "16141 gacatgtatt ctgttatgct tactaatgat aacacttcaa ggtattggga acctgagttt\n",
    "16201 tatgaggcta tgtacacacc gcatacagtc ttacaggctg ttggggcttg tgttctttgc\n",
    "16261 aattcacaga cttcattaag atgtggtgct tgcatacgta gaccattctt atgttgtaaa\n",
    "16321 tgctgttacg accatgtcat atcaacatca cataaattag tcttgtctgt taatccgtat\n",
    "16381 gtttgcaatg ctccaggttg tgatgtcaca gatgtgactc aactttactt aggaggtatg\n",
    "16441 agctattatt gtaaatcaca taaaccaccc attagttttc cattgtgtgc taatggacaa\n",
    "16501 gtttttggtt tatataaaaa tacatgtgtt ggtagcgata atgttactga ctttaatgca\n",
    "16561 attgcaacat gtgactggac aaatgctggt gattacattt tagctaacac ctgtactgaa\n",
    "16621 agactcaagc tttttgcagc agaaacgctc aaagctactg aggagacatt taaactgtct\n",
    "16681 tatggtattg ctactgtacg tgaagtgctg tctgacagag aattacatct ttcatgggaa\n",
    "16741 gttggtaaac ctagaccacc acttaaccga aattatgtct ttactggtta tcgtgtaact\n",
    "16801 aaaaacagta aagtacaaat aggagagtac acctttgaaa aaggtgacta tggtgatgct\n",
    "16861 gttgtttacc gaggtacaac aacttacaaa ttaaatgttg gtgattattt tgtgctgaca\n",
    "16921 tcacatacag taatgccatt aagtgcacct acactagtgc cacaagagca ctatgttaga\n",
    "16981 attactggct tatacccaac actcaatatc tcagatgagt tttctagcaa tgttgcaaat\n",
    "17041 tatcaaaagg ttggtatgca aaagtattct acactccagg gaccacctgg tactggtaag\n",
    "17101 agtcattttg ctattggcct agctctctac tacccttctg ctcgcatagt gtatacagct\n",
    "17161 tgctctcatg ccgctgttga tgcactatgt gagaaggcat taaaatattt gcctatagat\n",
    "17221 aaatgtagta gaattatacc tgcacgtgct cgtgtagagt gttttgataa attcaaagtg\n",
    "17281 aattcaacat tagaacagta tgtcttttgt actgtaaatg cattgcctga gacgacagca\n",
    "17341 gatatagttg tctttgatga aatttcaatg gccacaaatt atgatttgag tgttgtcaat\n",
    "17401 gccagattac gtgctaagca ctatgtgtac attggcgacc ctgctcaatt acctgcacca\n",
    "17461 cgcacattgc taactaaggg cacactagaa ccagaatatt tcaattcagt gtgtagactt\n",
    "17521 atgaaaacta taggtccaga catgttcctc ggaacttgtc ggcgttgtcc tgctgaaatt\n",
    "17581 gttgacactg tgagtgcttt ggtttatgat aataagctta aagcacataa agacaaatca\n",
    "17641 gctcaatgct ttaaaatgtt ttataagggt gttatcacgc atgatgtttc atctgcaatt\n",
    "17701 aacaggccac aaataggcgt ggtaagagaa ttccttacac gtaaccctgc ttggagaaaa\n",
    "17761 gctgtcttta tttcacctta taattcacag aatgctgtag cctcaaagat tttgggacta\n",
    "17821 ccaactcaaa ctgttgattc atcacagggc tcagaatatg actatgtcat attcactcaa\n",
    "17881 accactgaaa cagctcactc ttgtaatgta aacagattta atgttgctat taccagagca\n",
    "17941 aaagtaggca tactttgcat aatgtctgat agagaccttt atgacaagtt gcaatttaca\n",
    "18001 agtcttgaaa ttccacgtag gaatgtggca actttacaag ctgaaaatgt aacaggactc\n",
    "18061 tttaaagatt gtagtaaggt aatcactggg ttacatccta cacaggcacc tacacacctc\n",
    "18121 agtgttgaca ctaaattcaa aactgaaggt ttatgtgttg acatacctgg catacctaag\n",
    "18181 gacatgacct atagaagact catctctatg atgggtttta aaatgaatta tcaagttaat\n",
    "18241 ggttacccta acatgtttat cacccgcgaa gaagctataa gacatgtacg tgcatggatt\n",
    "18301 ggcttcgatg tcgaggggtg tcatgctact agagaagctg ttggtaccaa tttaccttta\n",
    "18361 cagctaggtt tttctacagg tgttaaccta gttgctgtac ctacaggtta tgttgataca\n",
    "18421 cctaataata cagatttttc cagagttagt gctaaaccac cgcctggaga tcaatttaaa\n",
    "18481 cacctcatac cacttatgta caaaggactt ccttggaatg tagtgcgtat aaagattgta\n",
    "18541 caaatgttaa gtgacacact taaaaatctc tctgacagag tcgtatttgt cttatgggca\n",
    "18601 catggctttg agttgacatc tatgaagtat tttgtgaaaa taggacctga gcgcacctgt\n",
    "18661 tgtctatgtg atagacgtgc cacatgcttt tccactgctt cagacactta tgcctgttgg\n",
    "18721 catcattcta ttggatttga ttacgtctat aatccgttta tgattgatgt tcaacaatgg\n",
    "18781 ggttttacag gtaacctaca aagcaaccat gatctgtatt gtcaagtcca tggtaatgca\n",
    "18841 catgtagcta gttgtgatgc aatcatgact aggtgtctag ctgtccacga gtgctttgtt\n",
    "18901 aagcgtgttg actggactat tgaatatcct ataattggtg atgaactgaa gattaatgcg\n",
    "18961 gcttgtagaa aggttcaaca catggttgtt aaagctgcat tattagcaga caaattccca\n",
    "19021 gttcttcacg acattggtaa ccctaaagct attaagtgtg tacctcaagc tgatgtagaa\n",
    "19081 tggaagttct atgatgcaca gccttgtagt gacaaagctt ataaaataga agaattattc\n",
    "19141 tattcttatg ccacacattc tgacaaattc acagatggtg tatgcctatt ttggaattgc\n",
    "19201 aatgtcgata gatatcctgc taattccatt gtttgtagat ttgacactag agtgctatct\n",
    "19261 aaccttaact tgcctggttg tgatggtggc agtttgtatg taaataaaca tgcattccac\n",
    "19321 acaccagctt ttgataaaag tgcttttgtt aatttaaaac aattaccatt tttctattac\n",
    "19381 tctgacagtc catgtgagtc tcatggaaaa caagtagtgt cagatataga ttatgtacca\n",
    "19441 ctaaagtctg ctacgtgtat aacacgttgc aatttaggtg gtgctgtctg tagacatcat\n",
    "19501 gctaatgagt acagattgta tctcgatgct tataacatga tgatctcagc tggctttagc\n",
    "19561 ttgtgggttt acaaacaatt tgatacttat aacctctgga acacttttac aagacttcag\n",
    "19621 agtttagaaa atgtggcttt taatgttgta aataagggac actttgatgg acaacagggt\n",
    "19681 gaagtaccag tttctatcat taataacact gtttacacaa aagttgatgg tgttgatgta\n",
    "19741 gaattgtttg aaaataaaac aacattacct gttaatgtag catttgagct ttgggctaag\n",
    "19801 cgcaacatta aaccagtacc agaggtgaaa atactcaata atttgggtgt ggacattgct\n",
    "19861 gctaatactg tgatctggga ctacaaaaga gatgctccag cacatatatc tactattggt\n",
    "19921 gtttgttcta tgactgacat agccaagaaa ccaactgaaa cgatttgtgc accactcact\n",
    "19981 gtcttttttg atggtagagt tgatggtcaa gtagacttat ttagaaatgc ccgtaatggt\n",
    "20041 gttcttatta cagaaggtag tgttaaaggt ttacaaccat ctgtaggtcc caaacaagct\n",
    "20101 agtcttaatg gagtcacatt aattggagaa gccgtaaaaa cacagttcaa ttattataag\n",
    "20161 aaagttgatg gtgttgtcca acaattacct gaaacttact ttactcagag tagaaattta\n",
    "20221 caagaattta aacccaggag tcaaatggaa attgatttct tagaattagc tatggatgaa\n",
    "20281 ttcattgaac ggtataaatt agaaggctat gccttcgaac atatcgttta tggagatttt\n",
    "20341 agtcatagtc agttaggtgg tttacatcta ctgattggac tagctaaacg ttttaaggaa\n",
    "20401 tcaccttttg aattagaaga ttttattcct atggacagta cagttaaaaa ctatttcata\n",
    "20461 acagatgcgc aaacaggttc atctaagtgt gtgtgttctg ttattgattt attacttgat\n",
    "20521 gattttgttg aaataataaa atcccaagat ttatctgtag tttctaaggt tgtcaaagtg\n",
    "20581 actattgact atacagaaat ttcatttatg ctttggtgta aagatggcca tgtagaaaca\n",
    "20641 ttttacccaa aattacaatc tagtcaagcg tggcaaccgg gtgttgctat gcctaatctt\n",
    "20701 tacaaaatgc aaagaatgct attagaaaag tgtgaccttc aaaattatgg tgatagtgca\n",
    "20761 acattaccta aaggcataat gatgaatgtc gcaaaatata ctcaactgtg tcaatattta\n",
    "20821 aacacattaa cattagctgt accctataat atgagagtta tacattttgg tgctggttct\n",
    "20881 gataaaggag ttgcaccagg tacagctgtt ttaagacagt ggttgcctac gggtacgctg\n",
    "20941 cttgtcgatt cagatcttaa tgactttgtc tctgatgcag attcaacttt gattggtgat\n",
    "21001 tgtgcaactg tacatacagc taataaatgg gatctcatta ttagtgatat gtacgaccct\n",
    "21061 aagactaaaa atgttacaaa agaaaatgac tctaaagagg gttttttcac ttacatttgt\n",
    "21121 gggtttatac aacaaaagct agctcttgga ggttccgtgg ctataaagat aacagaacat\n",
    "21181 tcttggaatg ctgatcttta taagctcatg ggacacttcg catggtggac agcctttgtt\n",
    "21241 actaatgtga atgcgtcatc atctgaagca tttttaattg gatgtaatta tcttggcaaa\n",
    "21301 ccacgcgaac aaatagatgg ttatgtcatg catgcaaatt acatattttg gaggaataca\n",
    "21361 aatccaattc agttgtcttc ctattcttta tttgacatga gtaaatttcc ccttaaatta\n",
    "21421 aggggtactg ctgttatgtc tttaaaagaa ggtcaaatca atgatatgat tttatctctt\n",
    "21481 cttagtaaag gtagacttat aattagagaa aacaacagag ttgttatttc tagtgatgtt\n",
    "21541 cttgttaaca actaaacgaa caatgtttgt ttttcttgtt ttattgccac tagtctctag\n",
    "21601 tcagtgtgtt aatcttacaa ccagaactca attaccccct gcatacacta attctttcac\n",
    "21661 acgtggtgtt tattaccctg acaaagtttt cagatcctca gttttacatt caactcagga\n",
    "21721 cttgttctta cctttctttt ccaatgttac ttggttccat gctatacatg tctctgggac\n",
    "21781 caatggtact aagaggtttg ataaccctgt cctaccattt aatgatggtg tttattttgc\n",
    "21841 ttccactgag aagtctaaca taataagagg ctggattttt ggtactactt tagattcgaa\n",
    "21901 gacccagtcc ctacttattg ttaataacgc tactaatgtt gttattaaag tctgtgaatt\n",
    "21961 tcaattttgt aatgatccat ttttgggtgt ttattaccac aaaaacaaca aaagttggat\n",
    "22021 ggaaagtgag ttcagagttt attctagtgc gaataattgc acttttgaat atgtctctca\n",
    "22081 gccttttctt atggaccttg aaggaaaaca gggtaatttc aaaaatctta gggaatttgt\n",
    "22141 gtttaagaat attgatggtt attttaaaat atattctaag cacacgccta ttaatttagt\n",
    "22201 gcgtgatctc cctcagggtt tttcggcttt agaaccattg gtagatttgc caataggtat\n",
    "22261 taacatcact aggtttcaaa ctttacttgc tttacataga agttatttga ctcctggtga\n",
    "22321 ttcttcttca ggttggacag ctggtgctgc agcttattat gtgggttatc ttcaacctag\n",
    "22381 gacttttcta ttaaaatata atgaaaatgg aaccattaca gatgctgtag actgtgcact\n",
    "22441 tgaccctctc tcagaaacaa agtgtacgtt gaaatccttc actgtagaaa aaggaatcta\n",
    "22501 tcaaacttct aactttagag tccaaccaac agaatctatt gttagatttc ctaatattac\n",
    "22561 aaacttgtgc ccttttggtg aagtttttaa cgccaccaga tttgcatctg tttatgcttg\n",
    "22621 gaacaggaag agaatcagca actgtgttgc tgattattct gtcctatata attccgcatc\n",
    "22681 attttccact tttaagtgtt atggagtgtc tcctactaaa ttaaatgatc tctgctttac\n",
    "22741 taatgtctat gcagattcat ttgtaattag aggtgatgaa gtcagacaaa tcgctccagg\n",
    "22801 gcaaactgga aagattgctg attataatta taaattacca gatgatttta caggctgcgt\n",
    "22861 tatagcttgg aattctaaca atcttgattc taaggttggt ggtaattata attacctgta\n",
    "22921 tagattgttt aggaagtcta atctcaaacc ttttgagaga gatatttcaa ctgaaatcta\n",
    "22981 tcaggccggt agcacacctt gtaatggtgt tgaaggtttt aattgttact ttcctttaca\n",
    "23041 atcatatggt ttccaaccca ctaatggtgt tggttaccaa ccatacagag tagtagtact\n",
    "23101 ttcttttgaa cttctacatg caccagcaac tgtttgtgga cctaaaaagt ctactaattt\n",
    "23161 ggttaaaaac aaatgtgtca atttcaactt caatggttta acaggcacag gtgttcttac\n",
    "23221 tgagtctaac aaaaagtttc tgcctttcca acaatttggc agagacattg ctgacactac\n",
    "23281 tgatgctgtc cgtgatccac agacacttga gattcttgac attacaccat gttcttttgg\n",
    "23341 tggtgtcagt gttataacac caggaacaaa tacttctaac caggttgctg ttctttatca\n",
    "23401 ggatgttaac tgcacagaag tccctgttgc tattcatgca gatcaactta ctcctacttg\n",
    "23461 gcgtgtttat tctacaggtt ctaatgtttt tcaaacacgt gcaggctgtt taataggggc\n",
    "23521 tgaacatgtc aacaactcat atgagtgtga catacccatt ggtgcaggta tatgcgctag\n",
    "23581 ttatcagact cagactaatt ctcctcggcg ggcacgtagt gtagctagtc aatccatcat\n",
    "23641 tgcctacact atgtcacttg gtgcagaaaa ttcagttgct tactctaata actctattgc\n",
    "23701 catacccaca aattttacta ttagtgttac cacagaaatt ctaccagtgt ctatgaccaa\n",
    "23761 gacatcagta gattgtacaa tgtacatttg tggtgattca actgaatgca gcaatctttt\n",
    "23821 gttgcaatat ggcagttttt gtacacaatt aaaccgtgct ttaactggaa tagctgttga\n",
    "23881 acaagacaaa aacacccaag aagtttttgc acaagtcaaa caaatttaca aaacaccacc\n",
    "23941 aattaaagat tttggtggtt ttaatttttc acaaatatta ccagatccat caaaaccaag\n",
    "24001 caagaggtca tttattgaag atctactttt caacaaagtg acacttgcag atgctggctt\n",
    "24061 catcaaacaa tatggtgatt gccttggtga tattgctgct agagacctca tttgtgcaca\n",
    "24121 aaagtttaac ggccttactg ttttgccacc tttgctcaca gatgaaatga ttgctcaata\n",
    "24181 cacttctgca ctgttagcgg gtacaatcac ttctggttgg acctttggtg caggtgctgc\n",
    "24241 attacaaata ccatttgcta tgcaaatggc ttataggttt aatggtattg gagttacaca\n",
    "24301 gaatgttctc tatgagaacc aaaaattgat tgccaaccaa tttaatagtg ctattggcaa\n",
    "24361 aattcaagac tcactttctt ccacagcaag tgcacttgga aaacttcaag atgtggtcaa\n",
    "24421 ccaaaatgca caagctttaa acacgcttgt taaacaactt agctccaatt ttggtgcaat\n",
    "24481 ttcaagtgtt ttaaatgata tcctttcacg tcttgacaaa gttgaggctg aagtgcaaat\n",
    "24541 tgataggttg atcacaggca gacttcaaag tttgcagaca tatgtgactc aacaattaat\n",
    "24601 tagagctgca gaaatcagag cttctgctaa tcttgctgct actaaaatgt cagagtgtgt\n",
    "24661 acttggacaa tcaaaaagag ttgatttttg tggaaagggc tatcatctta tgtccttccc\n",
    "24721 tcagtcagca cctcatggtg tagtcttctt gcatgtgact tatgtccctg cacaagaaaa\n",
    "24781 gaacttcaca actgctcctg ccatttgtca tgatggaaaa gcacactttc ctcgtgaagg\n",
    "24841 tgtctttgtt tcaaatggca cacactggtt tgtaacacaa aggaattttt atgaaccaca\n",
    "24901 aatcattact acagacaaca catttgtgtc tggtaactgt gatgttgtaa taggaattgt\n",
    "24961 caacaacaca gtttatgatc ctttgcaacc tgaattagac tcattcaagg aggagttaga\n",
    "25021 taaatatttt aagaatcata catcaccaga tgttgattta ggtgacatct ctggcattaa\n",
    "25081 tgcttcagtt gtaaacattc aaaaagaaat tgaccgcctc aatgaggttg ccaagaattt\n",
    "25141 aaatgaatct ctcatcgatc tccaagaact tggaaagtat gagcagtata taaaatggcc\n",
    "25201 atggtacatt tggctaggtt ttatagctgg cttgattgcc atagtaatgg tgacaattat\n",
    "25261 gctttgctgt atgaccagtt gctgtagttg tctcaagggc tgttgttctt gtggatcctg\n",
    "25321 ctgcaaattt gatgaagacg actctgagcc agtgctcaaa ggagtcaaat tacattacac\n",
    "25381 ataaacgaac ttatggattt gtttatgaga atcttcacaa ttggaactgt aactttgaag\n",
    "25441 caaggtgaaa tcaaggatgc tactccttca gattttgttc gcgctactgc aacgataccg\n",
    "25501 atacaagcct cactcccttt cggatggctt attgttggcg ttgcacttct tgctgttttt\n",
    "25561 cagagcgctt ccaaaatcat aaccctcaaa aagagatggc aactagcact ctccaagggt\n",
    "25621 gttcactttg tttgcaactt gctgttgttg tttgtaacag tttactcaca ccttttgctc\n",
    "25681 gttgctgctg gccttgaagc cccttttctc tatctttatg ctttagtcta cttcttgcag\n",
    "25741 agtataaact ttgtaagaat aataatgagg ctttggcttt gctggaaatg ccgttccaaa\n",
    "25801 aacccattac tttatgatgc caactatttt ctttgctggc atactaattg ttacgactat\n",
    "25861 tgtatacctt acaatagtgt aacttcttca attgtcatta cttcaggtga tggcacaaca\n",
    "25921 agtcctattt ctgaacatga ctaccagatt ggtggttata ctgaaaaatg ggaatctgga\n",
    "25981 gtaaaagact gtgttgtatt acacagttac ttcacttcag actattacca gctgtactca\n",
    "26041 actcaattga gtacagacac tggtgttgaa catgttacct tcttcatcta caataaaatt\n",
    "26101 gttgatgagc ctgaagaaca tgtccaaatt cacacaatcg acggttcatc cggagttgtt\n",
    "26161 aatccagtaa tggaaccaat ttatgatgaa ccgacgacga ctactagcgt gcctttgtaa\n",
    "26221 gcacaagctg atgagtacga acttatgtac tcattcgttt cggaagagac aggtacgtta\n",
    "26281 atagttaata gcgtacttct ttttcttgct ttcgtggtat tcttgctagt tacactagcc\n",
    "26341 atccttactg cgcttcgatt gtgtgcgtac tgctgcaata ttgttaacgt gagtcttgta\n",
    "26401 aaaccttctt tttacgttta ctctcgtgtt aaaaatctga attcttctag agttcctgat\n",
    "26461 cttctggtct aaacgaacta aatattatat tagtttttct gtttggaact ttaattttag\n",
    "26521 ccatggcaga ttccaacggt actattaccg ttgaagagct taaaaagctc cttgaacaat\n",
    "26581 ggaacctagt aataggtttc ctattcctta catggatttg tcttctacaa tttgcctatg\n",
    "26641 ccaacaggaa taggtttttg tatataatta agttaatttt cctctggctg ttatggccag\n",
    "26701 taactttagc ttgttttgtg cttgctgctg tttacagaat aaattggatc accggtggaa\n",
    "26761 ttgctatcgc aatggcttgt cttgtaggct tgatgtggct cagctacttc attgcttctt\n",
    "26821 tcagactgtt tgcgcgtacg cgttccatgt ggtcattcaa tccagaaact aacattcttc\n",
    "26881 tcaacgtgcc actccatggc actattctga ccagaccgct tctagaaagt gaactcgtaa\n",
    "26941 tcggagctgt gatccttcgt ggacatcttc gtattgctgg acaccatcta ggacgctgtg\n",
    "27001 acatcaagga cctgcctaaa gaaatcactg ttgctacatc acgaacgctt tcttattaca\n",
    "27061 aattgggagc ttcgcagcgt gtagcaggtg actcaggttt tgctgcatac agtcgctaca\n",
    "27121 ggattggcaa ctataaatta aacacagacc attccagtag cagtgacaat attgctttgc\n",
    "27181 ttgtacagta agtgacaaca gatgtttcat ctcgttgact ttcaggttac tatagcagag\n",
    "27241 atattactaa ttattatgag gacttttaaa gtttccattt ggaatcttga ttacatcata\n",
    "27301 aacctcataa ttaaaaattt atctaagtca ctaactgaga ataaatattc tcaattagat\n",
    "27361 gaagagcaac caatggagat tgattaaacg aacatgaaaa ttattctttt cttggcactg\n",
    "27421 ataacactcg ctacttgtga gctttatcac taccaagagt gtgttagagg tacaacagta\n",
    "27481 cttttaaaag aaccttgctc ttctggaaca tacgagggca attcaccatt tcatcctcta\n",
    "27541 gctgataaca aatttgcact gacttgcttt agcactcaat ttgcttttgc ttgtcctgac\n",
    "27601 ggcgtaaaac acgtctatca gttacgtgcc agatcagttt cacctaaact gttcatcaga\n",
    "27661 caagaggaag ttcaagaact ttactctcca atttttctta ttgttgcggc aatagtgttt\n",
    "27721 ataacacttt gcttcacact caaaagaaag acagaatgat tgaactttca ttaattgact\n",
    "27781 tctatttgtg ctttttagcc tttctgctat tccttgtttt aattatgctt attatctttt\n",
    "27841 ggttctcact tgaactgcaa gatcataatg aaacttgtca cgcctaaacg aacatgaaat\n",
    "27901 ttcttgtttt cttaggaatc atcacaactg tagctgcatt tcaccaagaa tgtagtttac\n",
    "27961 agtcatgtac tcaacatcaa ccatatgtag ttgatgaccc gtgtcctatt cacttctatt\n",
    "28021 ctaaatggta tattagagta ggagctagaa aatcagcacc tttaattgaa ttgtgcgtgg\n",
    "28081 atgaggctgg ttctaaatca cccattcagt acatcgatat cggtaattat acagtttcct\n",
    "28141 gtttaccttt tacaattaat tgccaggaac ctaaattggg tagtcttgta gtgcgttgtt\n",
    "28201 cgttctatga agacttttta gagtatcatg acgttcgtgt tgttttagat ttcatctaaa\n",
    "28261 cgaacaaact aaaatgtctg ataatggacc ccaaaatcag cgaaatgcac cccgcattac\n",
    "28321 gtttggtgga ccctcagatt caactggcag taaccagaat ggagaacgca gtggggcgcg\n",
    "28381 atcaaaacaa cgtcggcccc aaggtttacc caataatact gcgtcttggt tcaccgctct\n",
    "28441 cactcaacat ggcaaggaag accttaaatt ccctcgagga caaggcgttc caattaacac\n",
    "28501 caatagcagt ccagatgacc aaattggcta ctaccgaaga gctaccagac gaattcgtgg\n",
    "28561 tggtgacggt aaaatgaaag atctcagtcc aagatggtat ttctactacc taggaactgg\n",
    "28621 gccagaagct ggacttccct atggtgctaa caaagacggc atcatatggg ttgcaactga\n",
    "28681 gggagccttg aatacaccaa aagatcacat tggcacccgc aatcctgcta acaatgctgc\n",
    "28741 aatcgtgcta caacttcctc aaggaacaac attgccaaaa ggcttctacg cagaagggag\n",
    "28801 cagaggcggc agtcaagcct cttctcgttc ctcatcacgt agtcgcaaca gttcaagaaa\n",
    "28861 ttcaactcca ggcagcagta ggggaacttc tcctgctaga atggctggca atggcggtga\n",
    "28921 tgctgctctt gctttgctgc tgcttgacag attgaaccag cttgagagca aaatgtctgg\n",
    "28981 taaaggccaa caacaacaag gccaaactgt cactaagaaa tctgctgctg aggcttctaa\n",
    "29041 gaagcctcgg caaaaacgta ctgccactaa agcatacaat gtaacacaag ctttcggcag\n",
    "29101 acgtggtcca gaacaaaccc aaggaaattt tggggaccag gaactaatca gacaaggaac\n",
    "29161 tgattacaaa cattggccgc aaattgcaca atttgccccc agcgcttcag cgttcttcgg\n",
    "29221 aatgtcgcgc attggcatgg aagtcacacc ttcgggaacg tggttgacct acacaggtgc\n",
    "29281 catcaaattg gatgacaaag atccaaattt caaagatcaa gtcattttgc tgaataagca\n",
    "29341 tattgacgca tacaaaacat tcccaccaac agagcctaaa aaggacaaaa agaagaaggc\n",
    "29401 tgatgaaact caagccttac cgcagagaca gaagaaacag caaactgtga ctcttcttcc\n",
    "29461 tgctgcagat ttggatgatt tctccaaaca attgcaacaa tccatgagca gtgctgactc\n",
    "29521 aactcaggcc taaactcatg cagaccacac aaggcagatg ggctatataa acgttttcgc\n",
    "29581 ttttccgttt acgatatata gtctactctt gtgcagaatg aattctcgta actacatagc\n",
    "29641 acaagtagat gtagttaact ttaatctcac atagcaatct ttaatcagtg tgtaacatta\n",
    "29701 gggaggactt gaaagagcca ccacattttc accgaggcca cgcggagtac gatcgagtgt\n",
    "29761 acagtgaaca atgctaggga gagctgccta tatggaagag ccctaatgtg taaaattaat\n",
    "29821 tttagtagtg ctatccccat gtgattttaa tagcttctta ggagaatgac aaaaaaaaaa\n",
    "29881 aaaaaaaaaa aaaaaaaaaa aaa\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I literally just copy/pasted the genome from the website, so let's remove the numbers, spaces, newlines etc:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# clean the DNA\n",
    "def clean(dna):\n",
    "    num = '0123456789'\n",
    "    for n in num:\n",
    "        dna = dna.replace(n,'')\n",
    "    dna = dna.replace('\\n','') \\\n",
    "             .strip() \\\n",
    "             .replace(' ','')\n",
    "    return dna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "covid_dna = clean(covid_dna)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 2: Transcription\n",
    "\n",
    "Recall from high school bio the central dogma: DNA -> RNA -> Protein. The first step is transcription, the second is translation.\n",
    "\n",
    "Transcription is easy enough; RNA is like DNA, but it uses Uracil instead of Thymine. Computationally, this just means swapping out the T's with U's:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#central dogma baby\n",
    "def transcribe(dna):\n",
    "    rna = dna.replace('t', 'u')\n",
    "    return rna"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lol\n",
    "covid_rna = transcribe(covid_dna)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 3: Translation\n",
    "\n",
    "The next part is translation; compiling the RNA into amino acids, which are then linked into proteins. Proteins are the interesting part, the part that *does stuff*. I think of this as going from machine code (DNA) to readable functions (proteins). \n",
    "\n",
    "The ribosome takes in the RNA, parses it 3 characters at a time (3 chars = a codon) and for each 3-letter sequence there is a corresponding amino acid. A chain of these is a \"protein\", and a special codon tells the parser when to STOP, marking the boundaries between proteins.\n",
    "\n",
    "Translation uses a lookup table:\n",
    "\n",
    "![Codon Table](https://www.researchgate.net/profile/Anders_Esberg/publication/267702580/figure/fig2/AS:661826920513537@1534803242980/The-codon-table-The-genetic-code-is-composed-of-four-different-letters-U-C-A-and-G.png)\n",
    "\n",
    "Below is a janky implementation of this as a hash table that I stole from geohot's \"corona\" repo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "### parse a codon table, translate() takes DNA --> Protein (skipping RNA part)\n",
    "\n",
    "# Asn or Asp / B  AAU, AAC; GAU, GAC\n",
    "# Gln or Glu / Z  CAA, CAG; GAA, GAG\n",
    "# START AUG\n",
    "tt = \"\"\"Ala / A GCU, GCC, GCA, GCG\n",
    "Ile / I AUU, AUC, AUA\n",
    "Arg / R CGU, CGC, CGA, CGG; AGA, AGG\n",
    "Leu / L CUU, CUC, CUA, CUG; UUA, UUG\n",
    "Asn / N AAU, AAC\n",
    "Lys / K AAA, AAG\n",
    "Asp / D GAU, GAC\n",
    "Met / M AUG\n",
    "Phe / F UUU, UUC\n",
    "Cys / C UGU, UGC\n",
    "Pro / P CCU, CCC, CCA, CCG\n",
    "Gln / Q CAA, CAG\n",
    "Ser / S UCU, UCC, UCA, UCG; AGU, AGC\n",
    "Glu / E GAA, GAG\n",
    "Thr / T ACU, ACC, ACA, ACG\n",
    "Trp / W UGG\n",
    "Gly / G GGU, GGC, GGA, GGG\n",
    "Tyr / Y UAU, UAC\n",
    "His / H CAU, CAC\n",
    "Val / V GUU, GUC, GUA, GUG\n",
    "STOP    UAA, UGA, UAG\n",
    "\"\"\".strip()\n",
    "dec = {}\n",
    "for t in tt.split(\"\\n\"):\n",
    "  k = t[:len(\"Val / V\")].strip()\n",
    "  v = t[len(\"Val / V \"):]\n",
    "  if '/' in k:\n",
    "    k = k.split(\"/\")[-1].strip()\n",
    "  k = k.replace(\"STOP\", \"*\")\n",
    "  v = v.replace(\",\", \"\").replace(\";\", \"\").lower().replace(\"u\",\"t\").split(\" \")\n",
    "  for vv in v:\n",
    "    if vv in dec:\n",
    "      print(\"dup\", vv)\n",
    "    dec[vv.strip()] = k\n",
    "\n",
    "def translate(x, protein=False):\n",
    "  x = x.lower()\n",
    "  aa = []\n",
    "  for i in range(0, len(x)-2, 3):\n",
    "    aa.append(dec[x[i:i+3]])\n",
    "  aa = ''.join(aa)\n",
    "  if protein:\n",
    "    if aa[0] != \"M\" or aa[-1] != \"*\":\n",
    "      print(\"BAD PROTEIN\")\n",
    "      print(aa)\n",
    "      return None\n",
    "    aa = aa[:-1]\n",
    "  return aa\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 4: Examining the Genome\n",
    "\n",
    "This is where we translate each functional \"piece\" of the genome into its core components, i.e. proteins. Proteins are the functions of the virus; the DNA is raw code that compiles into proteins, and proteins then go and do things (such as infiltrate host cells, copy the virus, disable parts of the host cell, etc.)\n",
    "\n",
    "Scientists have already parsed out the genome into proteins, so we can use this link as a reference: https://www.ncbi.nlm.nih.gov/nuccore/NC_045512\n",
    "\n",
    "So how long is this genome?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "29903\n",
      "9967\n"
     ]
    }
   ],
   "source": [
    "print(len(covid_dna)) #length in nucleotides (\"bases\"; 1000 bases = 1 kb)\n",
    "print(len(translate(covid_dna))) #length in amino acids (\"aa\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is a diagram of this genome, showing the major proteins, their names, and where they occur on the genome: \n",
    "\n",
    "![](https://upload.wikimedia.org/wikipedia/commons/a/a8/SARS-CoV-2_genome.svg)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's start translating. \n",
    "\n",
    "### ORF1ab\n",
    "\n",
    "The first major protein has the catchy name \"orf1ab\". \"ORF\" stands for \"open reading frame\", a stretch of codons (i.e. nucleotide triplets) that starts at a START codon (usually \"AUG\") and stops at the STOP codon (UAA/UAG/UGA). In this case, the website tells us this begins at codon 266 and ends at 21555.\n",
    "\n",
    "This is a huge protein. Recall that the virus is ~30kbs; this protein then takes up about 71% of the genome. Why is this one protein (technically a \"polyprotein\", i.e. lots of proteins joined together that later separate) so big? \n",
    "\n",
    "The answer, as best as I could figure out, is to do with how eukaryote translation works:\n",
    "* The virus (a) needs to be translated by its host cell (b) mimics mRNA in the human body.\n",
    "* Since humans are eukaryotes, our ribosomes translate one gene at a time before stopping, i.e. eukaryotic mRNA has only one start site and is thus the template for a single protein only. (Monocistronic - cistron is old name for a gene). \n",
    "* The problem this poses for the virus is that the functions of the virus all work together to do its thing inside the cell; if you just translate the first protein and stop, it doesn't do anything. \n",
    "* So the virus proteins are packaged in big polyprotein \"blob\", so that they can get translated, and then they break themselves down after translation and get to work. \n",
    "\n",
    "Once the polyprotein is translated, it cuts itself up into multiple \"nsps\" (non-structural proteins); you can see them here along with their sequences: https://zhanglab.ccmb.med.umich.edu/COVID-19/\n",
    "* nsps1-3 adapt a lot, appear to adapt to the host, nsp1 disables host mRNA translation in favor of viral.\n",
    "* nsps4-16 are pretty similar across coronaviruses\n",
    "* \"Papain-like proteases\" cut orf1ab into 16 non-structural proteins (nsps)\n",
    "* These nsps then assemble into \"RTC\" (Replication-Transcription Complexes\") & help replicate the virus\n",
    "\n",
    "How all this works in more detail is super fascinating and I found this YouTube lecture from a UC Berkeley virologist helpful for the details: https://www.youtube.com/watch?v=8_bOhZd6ieM&t=1967s\n",
    "\n",
    "A nice image from the above YouTube video showing how the replication actually works:\n",
    "\n",
    "![Virus replication](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7096"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ribosomal frame shift: -1, so start at -1\n",
    "\n",
    "orf1ab = translate(covid_dna[266-1:21555])\n",
    "len(orf1ab) #7096"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_major_proteins(gene):\n",
    "    # splits a gene by STOP codons, returns proteins with len>100\n",
    "    return list(filter(lambda x: len(x) > 100, gene.split(\"*\")))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# assume the smaller proteins in here are insignificant...\n",
    "orf1ab = get_major_proteins(orf1ab)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# test orf1ab code by grabbing the protein from https://www.ncbi.nlm.nih.gov/nuccore/NC_045512\n",
    "orf1ab_genebank = \"\"\"\n",
    "MESLVPGFNEKTHVQLSLPVLQVRDVLVRGFGDSVEEVLSEARQ\n",
    "                     HLKDGTCGLVEVEKGVLPQLEQPYVFIKRSDARTAPHGHVMVELVAELEGIQYGRSGE\n",
    "                     TLGVLVPHVGEIPVAYRKVLLRKNGNKGAGGHSYGADLKSFDLGDELGTDPYEDFQEN\n",
    "                     WNTKHSSGVTRELMRELNGGAYTRYVDNNFCGPDGYPLECIKDLLARAGKASCTLSEQ\n",
    "                     LDFIDTKRGVYCCREHEHEIAWYTERSEKSYELQTPFEIKLAKKFDTFNGECPNFVFP\n",
    "                     LNSIIKTIQPRVEKKKLDGFMGRIRSVYPVASPNECNQMCLSTLMKCDHCGETSWQTG\n",
    "                     DFVKATCEFCGTENLTKEGATTCGYLPQNAVVKIYCPACHNSEVGPEHSLAEYHNESG\n",
    "                     LKTILRKGGRTIAFGGCVFSYVGCHNKCAYWVPRASANIGCNHTGVVGEGSEGLNDNL\n",
    "                     LEILQKEKVNINIVGDFKLNEEIAIILASFSASTSAFVETVKGLDYKAFKQIVESCGN\n",
    "                     FKVTKGKAKKGAWNIGEQKSILSPLYAFASEAARVVRSIFSRTLETAQNSVRVLQKAA\n",
    "                     ITILDGISQYSLRLIDAMMFTSDLATNNLVVMAYITGGVVQLTSQWLTNIFGTVYEKL\n",
    "                     KPVLDWLEEKFKEGVEFLRDGWEIVKFISTCACEIVGGQIVTCAKEIKESVQTFFKLV\n",
    "                     NKFLALCADSIIIGGAKLKALNLGETFVTHSKGLYRKCVKSREETGLLMPLKAPKEII\n",
    "                     FLEGETLPTEVLTEEVVLKTGDLQPLEQPTSEAVEAPLVGTPVCINGLMLLEIKDTEK\n",
    "                     YCALAPNMMVTNNTFTLKGGAPTKVTFGDDTVIEVQGYKSVNITFELDERIDKVLNEK\n",
    "                     CSAYTVELGTEVNEFACVVADAVIKTLQPVSELLTPLGIDLDEWSMATYYLFDESGEF\n",
    "                     KLASHMYCSFYPPDEDEEEGDCEEEEFEPSTQYEYGTEDDYQGKPLEFGATSAALQPE\n",
    "                     EEQEEDWLDDDSQQTVGQQDGSEDNQTTTIQTIVEVQPQLEMELTPVVQTIEVNSFSG\n",
    "                     YLKLTDNVYIKNADIVEEAKKVKPTVVVNAANVYLKHGGGVAGALNKATNNAMQVESD\n",
    "                     DYIATNGPLKVGGSCVLSGHNLAKHCLHVVGPNVNKGEDIQLLKSAYENFNQHEVLLA\n",
    "                     PLLSAGIFGADPIHSLRVCVDTVRTNVYLAVFDKNLYDKLVSSFLEMKSEKQVEQKIA\n",
    "                     EIPKEEVKPFITESKPSVEQRKQDDKKIKACVEEVTTTLEETKFLTENLLLYIDINGN\n",
    "                     LHPDSATLVSDIDITFLKKDAPYIVGDVVQEGVLTAVVIPTKKAGGTTEMLAKALRKV\n",
    "                     PTDNYITTYPGQGLNGYTVEEAKTVLKKCKSAFYILPSIISNEKQEILGTVSWNLREM\n",
    "                     LAHAEETRKLMPVCVETKAIVSTIQRKYKGIKIQEGVVDYGARFYFYTSKTTVASLIN\n",
    "                     TLNDLNETLVTMPLGYVTHGLNLEEAARYMRSLKVPATVSVSSPDAVTAYNGYLTSSS\n",
    "                     KTPEEHFIETISLAGSYKDWSYSGQSTQLGIEFLKRGDKSVYYTSNPTTFHLDGEVIT\n",
    "                     FDNLKTLLSLREVRTIKVFTTVDNINLHTQVVDMSMTYGQQFGPTYLDGADVTKIKPH\n",
    "                     NSHEGKTFYVLPNDDTLRVEAFEYYHTTDPSFLGRYMSALNHTKKWKYPQVNGLTSIK\n",
    "                     WADNNCYLATALLTLQQIELKFNPPALQDAYYRARAGEAANFCALILAYCNKTVGELG\n",
    "                     DVRETMSYLFQHANLDSCKRVLNVVCKTCGQQQTTLKGVEAVMYMGTLSYEQFKKGVQ\n",
    "                     IPCTCGKQATKYLVQQESPFVMMSAPPAQYELKHGTFTCASEYTGNYQCGHYKHITSK\n",
    "                     ETLYCIDGALLTKSSEYKGPITDVFYKENSYTTTIKPVTYKLDGVVCTEIDPKLDNYY\n",
    "                     KKDNSYFTEQPIDLVPNQPYPNASFDNFKFVCDNIKFADDLNQLTGYKKPASRELKVT\n",
    "                     FFPDLNGDVVAIDYKHYTPSFKKGAKLLHKPIVWHVNNATNKATYKPNTWCIRCLWST\n",
    "                     KPVETSNSFDVLKSEDAQGMDNLACEDLKPVSEEVVENPTIQKDVLECNVKTTEVVGD\n",
    "                     IILKPANNSLKITEEVGHTDLMAAYVDNSSLTIKKPNELSRVLGLKTLATHGLAAVNS\n",
    "                     VPWDTIANYAKPFLNKVVSTTTNIVTRCLNRVCTNYMPYFFTLLLQLCTFTRSTNSRI\n",
    "                     KASMPTTIAKNTVKSVGKFCLEASFNYLKSPNFSKLINIIIWFLLLSVCLGSLIYSTA\n",
    "                     ALGVLMSNLGMPSYCTGYREGYLNSTNVTIATYCTGSIPCSVCLSGLDSLDTYPSLET\n",
    "                     IQITISSFKWDLTAFGLVAEWFLAYILFTRFFYVLGLAAIMQLFFSYFAVHFISNSWL\n",
    "                     MWLIINLVQMAPISAMVRMYIFFASFYYVWKSYVHVVDGCNSSTCMMCYKRNRATRVE\n",
    "                     CTTIVNGVRRSFYVYANGGKGFCKLHNWNCVNCDTFCAGSTFISDEVARDLSLQFKRP\n",
    "                     INPTDQSSYIVDSVTVKNGSIHLYFDKAGQKTYERHSLSHFVNLDNLRANNTKGSLPI\n",
    "                     NVIVFDGKSKCEESSAKSASVYYSQLMCQPILLLDQALVSDVGDSAEVAVKMFDAYVN\n",
    "                     TFSSTFNVPMEKLKTLVATAEAELAKNVSLDNVLSTFISAARQGFVDSDVETKDVVEC\n",
    "                     LKLSHQSDIEVTGDSCNNYMLTYNKVENMTPRDLGACIDCSARHINAQVAKSHNIALI\n",
    "                     WNVKDFMSLSEQLRKQIRSAAKKNNLPFKLTCATTRQVVNVVTTKIALKGGKIVNNWL\n",
    "                     KQLIKVTLVFLFVAAIFYLITPVHVMSKHTDFSSEIIGYKAIDGGVTRDIASTDTCFA\n",
    "                     NKHADFDTWFSQRGGSYTNDKACPLIAAVITREVGFVVPGLPGTILRTTNGDFLHFLP\n",
    "                     RVFSAVGNICYTPSKLIEYTDFATSACVLAAECTIFKDASGKPVPYCYDTNVLEGSVA\n",
    "                     YESLRPDTRYVLMDGSIIQFPNTYLEGSVRVVTTFDSEYCRHGTCERSEAGVCVSTSG\n",
    "                     RWVLNNDYYRSLPGVFCGVDAVNLLTNMFTPLIQPIGALDISASIVAGGIVAIVVTCL\n",
    "                     AYYFMRFRRAFGEYSHVVAFNTLLFLMSFTVLCLTPVYSFLPGVYSVIYLYLTFYLTN\n",
    "                     DVSFLAHIQWMVMFTPLVPFWITIAYIICISTKHFYWFFSNYLKRRVVFNGVSFSTFE\n",
    "                     EAALCTFLLNKEMYLKLRSDVLLPLTQYNRYLALYNKYKYFSGAMDTTSYREAACCHL\n",
    "                     AKALNDFSNSGSDVLYQPPQTSITSAVLQSGFRKMAFPSGKVEGCMVQVTCGTTTLNG\n",
    "                     LWLDDVVYCPRHVICTSEDMLNPNYEDLLIRKSNHNFLVQAGNVQLRVIGHSMQNCVL\n",
    "                     KLKVDTANPKTPKYKFVRIQPGQTFSVLACYNGSPSGVYQCAMRPNFTIKGSFLNGSC\n",
    "                     GSVGFNIDYDCVSFCYMHHMELPTGVHAGTDLEGNFYGPFVDRQTAQAAGTDTTITVN\n",
    "                     VLAWLYAAVINGDRWFLNRFTTTLNDFNLVAMKYNYEPLTQDHVDILGPLSAQTGIAV\n",
    "                     LDMCASLKELLQNGMNGRTILGSALLEDEFTPFDVVRQCSGVTFQSAVKRTIKGTHHW\n",
    "                     LLLTILTSLLVLVQSTQWSLFFFLYENAFLPFAMGIIAMSAFAMMFVKHKHAFLCLFL\n",
    "                     LPSLATVAYFNMVYMPASWVMRIMTWLDMVDTSLSGFKLKDCVMYASAVVLLILMTAR\n",
    "                     TVYDDGARRVWTLMNVLTLVYKVYYGNALDQAISMWALIISVTSNYSGVVTTVMFLAR\n",
    "                     GIVFMCVEYCPIFFITGNTLQCIMLVYCFLGYFCTCYFGLFCLLNRYFRLTLGVYDYL\n",
    "                     VSTQEFRYMNSQGLLPPKNSIDAFKLNIKLLGVGGKPCIKVATVQSKMSDVKCTSVVL\n",
    "                     LSVLQQLRVESSSKLWAQCVQLHNDILLAKDTTEAFEKMVSLLSVLLSMQGAVDINKL\n",
    "                     CEEMLDNRATLQAIASEFSSLPSYAAFATAQEAYEQAVANGDSEVVLKKLKKSLNVAK\n",
    "                     SEFDRDAAMQRKLEKMADQAMTQMYKQARSEDKRAKVTSAMQTMLFTMLRKLDNDALN\n",
    "                     NIINNARDGCVPLNIIPLTTAAKLMVVIPDYNTYKNTCDGTTFTYASALWEIQQVVDA\n",
    "                     DSKIVQLSEISMDNSPNLAWPLIVTALRANSAVKLQNNELSPVALRQMSCAAGTTQTA\n",
    "                     CTDDNALAYYNTTKGGRFVLALLSDLQDLKWARFPKSDGTGTIYTELEPPCRFVTDTP\n",
    "                     KGPKVKYLYFIKGLNNLNRGMVLGSLAATVRLQAGNATEVPANSTVLSFCAFAVDAAK\n",
    "                     AYKDYLASGGQPITNCVKMLCTHTGTGQAITVTPEANMDQESFGGASCCLYCRCHIDH\n",
    "                     PNPKGFCDLKGKYVQIPTTCANDPVGFTLKNTVCTVCGMWKGYGCSCDQLREPMLQSA\n",
    "                     DAQSFLNGFAV\n",
    "\"\"\"\n",
    "orf1ab_genebank = clean(orf1ab_genebank)\n",
    "\n",
    "# should output True\n",
    "orf1ab[0] == orf1ab_genebank"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Spike, Envelope, Membrane\n",
    "\n",
    "Let's take a look at the notorious \"spike protein\". These are on the surface of the viral envelope and are used to gain entry to human cells. The yellow things in this schematic:\n",
    "\n",
    "![Spike protein](https://res.cloudinary.com/dwccfildc/c_limit,f_auto,w_760/v1584527251/live/80c89898b498d9d86fffdb1b4c200100.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'MFVFLVLLPLVSSQCVNLTTRTQLPPAYTNSFTRGVYYPDKVFRSSVLHSTQDLFLPFFSNVTWFHAIHVSGTNGTKRFDNPVLPFNDGVYFASTEKSNIIRGWIFGTTLDSKTQSLLIVNNATNVVIKVCEFQFCNDPFLGVYYHKNNKSWMESEFRVYSSANNCTFEYVSQPFLMDLEGKQGNFKNLREFVFKNIDGYFKIYSKHTPINLVRDLPQGFSALEPLVDLPIGINITRFQTLLALHRSYLTPGDSSSGWTAGAAAYYVGYLQPRTFLLKYNENGTITDAVDCALDPLSETKCTLKSFTVEKGIYQTSNFRVQPTESIVRFPNITNLCPFGEVFNATRFASVYAWNRKRISNCVADYSVLYNSASFSTFKCYGVSPTKLNDLCFTNVYADSFVIRGDEVRQIAPGQTGKIADYNYKLPDDFTGCVIAWNSNNLDSKVGGNYNYLYRLFRKSNLKPFERDISTEIYQAGSTPCNGVEGFNCYFPLQSYGFQPTNGVGYQPYRVVVLSFELLHAPATVCGPKKSTNLVKNKCVNFNFNGLTGTGVLTESNKKFLPFQQFGRDIADTTDAVRDPQTLEILDITPCSFGGVSVITPGTNTSNQVAVLYQDVNCTEVPVAIHADQLTPTWRVYSTGSNVFQTRAGCLIGAEHVNNSYECDIPIGAGICASYQTQTNSPRRARSVASQSIIAYTMSLGAENSVAYSNNSIAIPTNFTISVTTEILPVSMTKTSVDCTMYICGDSTECSNLLLQYGSFCTQLNRALTGIAVEQDKNTQEVFAQVKQIYKTPPIKDFGGFNFSQILPDPSKPSKRSFIEDLLFNKVTLADAGFIKQYGDCLGDIAARDLICAQKFNGLTVLPPLLTDEMIAQYTSALLAGTITSGWTFGAGAALQIPFAMQMAYRFNGIGVTQNVLYENQKLIANQFNSAIGKIQDSLSSTASALGKLQDVVNQNAQALNTLVKQLSSNFGAISSVLNDILSRLDKVEAEVQIDRLITGRLQSLQTYVTQQLIRAAEIRASANLAATKMSECVLGQSKRVDFCGKGYHLMSFPQSAPHGVVFLHVTYVPAQEKNFTTAPAICHDGKAHFPREGVFVSNGTHWFVTQRNFYEPQIITTDNTFVSGNCDVVIGIVNNTVYDPLQPELDSFKEELDKYFKNHTSPDVDLGDISGINASVVNIQKEIDRLNEVAKNLNESLIDLQELGKYEQYIKWPWYIWLGFIAGLIAIVMVTIMLCCMTSCCSCLKGCCSCGSCCKFDEDDSEPVLKGVKLHYT*'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spike_protein = translate(covid_dna[21563-1:25384])\n",
    "len(spike_protein)\n",
    "spike_protein"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Error checking\n",
    "# https://www.ncbi.nlm.nih.gov/nuccore/NC_045512\n",
    "spike_protein_genebank = clean(\"\"\"\n",
    "MFVFLVLLPLVSSQCVNLTTRTQLPPAYTNSFTRGVYYPDKVFR\n",
    "                     SSVLHSTQDLFLPFFSNVTWFHAIHVSGTNGTKRFDNPVLPFNDGVYFASTEKSNIIR\n",
    "                     GWIFGTTLDSKTQSLLIVNNATNVVIKVCEFQFCNDPFLGVYYHKNNKSWMESEFRVY\n",
    "                     SSANNCTFEYVSQPFLMDLEGKQGNFKNLREFVFKNIDGYFKIYSKHTPINLVRDLPQ\n",
    "                     GFSALEPLVDLPIGINITRFQTLLALHRSYLTPGDSSSGWTAGAAAYYVGYLQPRTFL\n",
    "                     LKYNENGTITDAVDCALDPLSETKCTLKSFTVEKGIYQTSNFRVQPTESIVRFPNITN\n",
    "                     LCPFGEVFNATRFASVYAWNRKRISNCVADYSVLYNSASFSTFKCYGVSPTKLNDLCF\n",
    "                     TNVYADSFVIRGDEVRQIAPGQTGKIADYNYKLPDDFTGCVIAWNSNNLDSKVGGNYN\n",
    "                     YLYRLFRKSNLKPFERDISTEIYQAGSTPCNGVEGFNCYFPLQSYGFQPTNGVGYQPY\n",
    "                     RVVVLSFELLHAPATVCGPKKSTNLVKNKCVNFNFNGLTGTGVLTESNKKFLPFQQFG\n",
    "                     RDIADTTDAVRDPQTLEILDITPCSFGGVSVITPGTNTSNQVAVLYQDVNCTEVPVAI\n",
    "                     HADQLTPTWRVYSTGSNVFQTRAGCLIGAEHVNNSYECDIPIGAGICASYQTQTNSPR\n",
    "                     RARSVASQSIIAYTMSLGAENSVAYSNNSIAIPTNFTISVTTEILPVSMTKTSVDCTM\n",
    "                     YICGDSTECSNLLLQYGSFCTQLNRALTGIAVEQDKNTQEVFAQVKQIYKTPPIKDFG\n",
    "                     GFNFSQILPDPSKPSKRSFIEDLLFNKVTLADAGFIKQYGDCLGDIAARDLICAQKFN\n",
    "                     GLTVLPPLLTDEMIAQYTSALLAGTITSGWTFGAGAALQIPFAMQMAYRFNGIGVTQN\n",
    "                     VLYENQKLIANQFNSAIGKIQDSLSSTASALGKLQDVVNQNAQALNTLVKQLSSNFGA\n",
    "                     ISSVLNDILSRLDKVEAEVQIDRLITGRLQSLQTYVTQQLIRAAEIRASANLAATKMS\n",
    "                     ECVLGQSKRVDFCGKGYHLMSFPQSAPHGVVFLHVTYVPAQEKNFTTAPAICHDGKAH\n",
    "                     FPREGVFVSNGTHWFVTQRNFYEPQIITTDNTFVSGNCDVVIGIVNNTVYDPLQPELD\n",
    "                     SFKEELDKYFKNHTSPDVDLGDISGINASVVNIQKEIDRLNEVAKNLNESLIDLQELG\n",
    "                     KYEQYIKWPWYIWLGFIAGLIAIVMVTIMLCCMTSCCSCLKGCCSCGSCCKFDEDDSE\n",
    "                     PVLKGVKLHYT\n",
    "\"\"\")\n",
    "\n",
    "# test, should return True (excludes the stop codon)\n",
    "spike_protein[:-1] == spike_protein_genebank\\"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the same way, we can look at the envelope (E) and the membrane (M) proteins:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'MYSFVSEETGTLIVNSVLLFLAFVVFLLVTLAILTALRLCAYCCNIVNVSLVKPSFYVYSRVKNLNSSRVPDLLV*'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Envelope Protein https://www.ncbi.nlm.nih.gov/protein/1796318600\n",
    "envelope = translate(covid_dna[26245-1:26472])\n",
    "envelope"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'MADSNGTITVEELKKLLEQWNLVIGFLFLTWICLLQFAYANRNRFLYIIKLIFLWLLWPVTLACFVLAAVYRINWITGGIAIAMACLVGLMWLSYFIASFRLFARTRSMWSFNPETNILLNVPLHGTILTRPLLESELVIGAVILRGHLRIAGHHLGRCDIKDLPKEITVATSRTLSYYKLGASQRVAGDSGFAAYSRYRIGNYKLNTDHSSSSDNIALLVQ*'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Membrane Protein https://www.ncbi.nlm.nih.gov/protein/1796318601\n",
    "membrane = translate(covid_dna[26523-1:27191])\n",
    "membrane"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### RdRp (RNA-dependent RNA Polymerase), aka the copier\n",
    "\n",
    "One of the more significant subcomponents of the orf1ab polyprotein is something called RdRp (https://en.wikipedia.org/wiki/RNA-dependent_RNA_polymerase). This is the \"copier\": it's an enzyme that replicates RNA -> RNA, allowing the virus to copy itself inside a host cell before they burst out and go find more host cells to infect. \n",
    "\n",
    "(Wikipedia: \"RdRP is an essential protein encoded in the genomes of all RNA-containing viruses with no DNA stage, i.e. of the RNA viruses.[1][2] It catalyses synthesis of the RNA strand complementary to a given RNA template.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'SADAQSFLNRVCGVSAARLTPCGTGTSTDVVYRAFDIYNDKVAGFAKFLKTNCCRFQEKDEDDNLIDSYFVVKRHTFSNYQHEETIYNLLKDCPAVAKHDFFKFRIDGDMVPHISRQRLTKYTMADLVYALRHFDEGNCDTLKEILVTYNCCDDDYFNKKDWYDFVENPDILRVYANLGERVRQALLKTVQFCDAMRNAGIVGVLTLDNQDLNGNWYDFGDFIQTTPGSGVPVVDSYYSLLMPILTLTRALTAESHVDTDLTKPYIKWDLLKYDFTEERLKLFDRYFKYWDQTYHPNCVNCLDDRCILHCANFNVLFSTVFPPTSFGPLVRKIFVDGVPFVVSTGYHFRELGVVHNQDVNLHSSRLSFKELLVYAADPAMHAASGNLLLDKRTTCFSVAALTNNVAFQTVKPGNFNKDFYDFAVSKGFFKEGSSVELKHFFFAQDGNAAISDYDYYRYNLPTMCDIRQLLFVVEVVDKYFDCYDGGCINANQVIVNNLDKSAGFPFNKWGKARLYYDSMSYEDQDALFAYTKRNVIPTITQMNLKYAISAKNRARTVAGVSICSTMTNRQFHQKLLKSIAATRGATVVIGTSKFYGGWHNMLKTVYSDVENPHLMGWDYPKCDRAMPNMLRIMASLVLARKHTTCCSLSHRFYRLANECAQVLSEMVMCGGSLYVKPGGTSSGDATTAYANSVFNICQAVTANVNALLSTDGNKIADKYVRNLQHRLYECLYRNRDVDTDFVNEFYAYLRKHFSMMILSDDAVVCFNSTYASQGLVASIKNFKSVLYYQNNVFMSEAKCWTETDLTKGPHEFCSQHTMLVKQGDDYVYLPYPDPSRILGAGCFVDDIVKTDGTLMIERFVSLAIDAYPLTKHPNQEYADVFHLYLQYIRKLHDELTGHMLDMYSVMLTNDNTSRYWEPEFYEAMYTPHTVLQ'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# RdRP https://www.ncbi.nlm.nih.gov/protein/1802476815\n",
    "# part of orf1ab but figured I ought to call it out\n",
    "# separately since it's quite important\n",
    "rdrp = translate(covid_dna[13442-1:13468]) + translate(covid_dna[13468-1:16236])\n",
    "rdrp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Part 5: Comparing SARS-CoV-2 to flu, SARS, etc.\n",
    "\n",
    "Let's grab the SARS-1 sequence from Genbank. I'll use BioPython to do this.\n",
    "\n",
    "SARS reference genome: https://www.ncbi.nlm.nih.gov/nuccore/NC_004718.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NC_004718.3 with 62 features\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "29751"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from Bio import Entrez\n",
    "from Bio import SeqIO\n",
    "\n",
    "with Entrez.efetch(\n",
    "    db=\"nucleotide\", rettype=\"gb\", retmode=\"text\", id=\"NC_004718.3\"\n",
    ") as handle:\n",
    "    sars = SeqIO.read(handle, \"gb\")  # using \"gb\" as an alias for \"genbank\"\n",
    "print(\"%s with %i features\" % (sars.id, len(seq_record.features)))\n",
    "\n",
    "len((sars.seq)) # 29751"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "SARS-CoV-2 was 29903, SARS-1 is 29751. Pretty similar. Let's take a look at the proteins:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['orf1ab']\n",
      "['orf1ab']\n",
      "['S']\n",
      "['hypothetical protein sars3a']\n",
      "['hypothetical protein sars3b']\n",
      "['E']\n",
      "['M']\n",
      "['hypothetical protein sars6']\n",
      "['hypothetical protein sars7a']\n",
      "['hypothetical protein sars7b']\n",
      "['hypothetical protein sars8a']\n",
      "['hypothetical protein sars8b']\n",
      "['N']\n",
      "['hypothetical protein sars9b']\n"
     ]
    }
   ],
   "source": [
    "for p in sars.features:\n",
    "    if p.type == \"CDS\":\n",
    "        try:\n",
    "            print(p.qualifiers['gene'])\n",
    "        except KeyError:\n",
    "            print(p.qualifiers['product'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The proteins look similar, too! ORF1ab, Spike, envelope, membrane, etc..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KX066868.1 with 62 features\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "2280"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with Entrez.efetch(\n",
    "    db=\"nucleotide\", rettype=\"gb\", retmode=\"text\", id=\"KX066868.1\"\n",
    ") as handle:\n",
    "    h1n1 = SeqIO.read(handle, \"gb\")  # using \"gb\" as an alias for \"genbank\"\n",
    "print(\"%s with %i features\" % (h1n1.id, len(seq_record.features)))\n",
    "\n",
    "len((h1n1.seq)) # 2280"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Next steps\n",
    "\n",
    "Some things I may do next:\n",
    "* Sequence comparison tool so you can see insertions/deletions from previous coronaviruses\n",
    "* Phylogenomic analysis based on the many genomes in GENEBANK and GISAID; look at transmission chains geographically\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Appendix: Writing a Parser\n",
    "\n",
    "I then tried automating the translation process for the whole genome. It turns out that this is tricky because of something called \"programmed ribosomal frameshifting\"; in short, it's not as simple as translating codons in a naive linear way, sometimes the virus has a \"slippage sequence\" which means the parser has to go back one character and then start parsing from the new 'reading frame'... messed up. So the parser doesn't fully work.\n",
    "\n",
    "Refs:\n",
    "* https://en.wikipedia.org/wiki/Ribosomal_frameshift\n",
    "* https://viralzone.expasy.org/860"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# this thing has like 99% accuracy but a few proteins are a few bases off\n",
    "# this is most likely due to ribosomal frameshift?\n",
    "# typically the first few letters of the protein are excised\n",
    "# the stop locations are all correct though.\n",
    "\n",
    "def parser(x):\n",
    "    x = x.lower()\n",
    "    proteome = {}\n",
    "    aa = []\n",
    "\n",
    "    def parse(gene, ind):\n",
    "        xx = []\n",
    "        for i in range(ind, len(gene)-2, 3):\n",
    "            codon = dec[gene[i:i+3]]\n",
    "            xx.append(codon)\n",
    "            if codon == \"*\":\n",
    "                stop_loc = i+3\n",
    "                break\n",
    "        aa = ''.join(xx)\n",
    "        return [aa, stop_loc]\n",
    "    \n",
    "    loc = 265 # end of the 5' UTR, hard-coded for SARS-CoV-2...\n",
    "    counter = 1\n",
    "    while (loc < len(x)):\n",
    "        try:\n",
    "            [sequence,stop_location] = parse(x,loc)\n",
    "            proteome[counter] = {\n",
    "                \"stop_location\": stop_location,\n",
    "                \"sequence\": sequence\n",
    "            }\n",
    "            loc = stop_location-1 #crude attempt at ribosomal frameshift\n",
    "            counter += 1\n",
    "        except UnboundLocalError: # after final STOP codon;\n",
    "            # this region is just the 3' UTR, so doesn't need to be saved\n",
    "            break\n",
    "        \n",
    "    return proteome"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{1: {'stop_location': 13483,\n",
       "  'sequence': 'MESLVPGFNEKTHVQLSLPVLQVRDVLVRGFGDSVEEVLSEARQHLKDGTCGLVEVEKGVLPQLEQPYVFIKRSDARTAPHGHVMVELVAELEGIQYGRSGETLGVLVPHVGEIPVAYRKVLLRKNGNKGAGGHSYGADLKSFDLGDELGTDPYEDFQENWNTKHSSGVTRELMRELNGGAYTRYVDNNFCGPDGYPLECIKDLLARAGKASCTLSEQLDFIDTKRGVYCCREHEHEIAWYTERSEKSYELQTPFEIKLAKKFDTFNGECPNFVFPLNSIIKTIQPRVEKKKLDGFMGRIRSVYPVASPNECNQMCLSTLMKCDHCGETSWQTGDFVKATCEFCGTENLTKEGATTCGYLPQNAVVKIYCPACHNSEVGPEHSLAEYHNESGLKTILRKGGRTIAFGGCVFSYVGCHNKCAYWVPRASANIGCNHTGVVGEGSEGLNDNLLEILQKEKVNINIVGDFKLNEEIAIILASFSASTSAFVETVKGLDYKAFKQIVESCGNFKVTKGKAKKGAWNIGEQKSILSPLYAFASEAARVVRSIFSRTLETAQNSVRVLQKAAITILDGISQYSLRLIDAMMFTSDLATNNLVVMAYITGGVVQLTSQWLTNIFGTVYEKLKPVLDWLEEKFKEGVEFLRDGWEIVKFISTCACEIVGGQIVTCAKEIKESVQTFFKLVNKFLALCADSIIIGGAKLKALNLGETFVTHSKGLYRKCVKSREETGLLMPLKAPKEIIFLEGETLPTEVLTEEVVLKTGDLQPLEQPTSEAVEAPLVGTPVCINGLMLLEIKDTEKYCALAPNMMVTNNTFTLKGGAPTKVTFGDDTVIEVQGYKSVNITFELDERIDKVLNEKCSAYTVELGTEVNEFACVVADAVIKTLQPVSELLTPLGIDLDEWSMATYYLFDESGEFKLASHMYCSFYPPDEDEEEGDCEEEEFEPSTQYEYGTEDDYQGKPLEFGATSAALQPEEEQEEDWLDDDSQQTVGQQDGSEDNQTTTIQTIVEVQPQLEMELTPVVQTIEVNSFSGYLKLTDNVYIKNADIVEEAKKVKPTVVVNAANVYLKHGGGVAGALNKATNNAMQVESDDYIATNGPLKVGGSCVLSGHNLAKHCLHVVGPNVNKGEDIQLLKSAYENFNQHEVLLAPLLSAGIFGADPIHSLRVCVDTVRTNVYLAVFDKNLYDKLVSSFLEMKSEKQVEQKIAEIPKEEVKPFITESKPSVEQRKQDDKKIKACVEEVTTTLEETKFLTENLLLYIDINGNLHPDSATLVSDIDITFLKKDAPYIVGDVVQEGVLTAVVIPTKKAGGTTEMLAKALRKVPTDNYITTYPGQGLNGYTVEEAKTVLKKCKSAFYILPSIISNEKQEILGTVSWNLREMLAHAEETRKLMPVCVETKAIVSTIQRKYKGIKIQEGVVDYGARFYFYTSKTTVASLINTLNDLNETLVTMPLGYVTHGLNLEEAARYMRSLKVPATVSVSSPDAVTAYNGYLTSSSKTPEEHFIETISLAGSYKDWSYSGQSTQLGIEFLKRGDKSVYYTSNPTTFHLDGEVITFDNLKTLLSLREVRTIKVFTTVDNINLHTQVVDMSMTYGQQFGPTYLDGADVTKIKPHNSHEGKTFYVLPNDDTLRVEAFEYYHTTDPSFLGRYMSALNHTKKWKYPQVNGLTSIKWADNNCYLATALLTLQQIELKFNPPALQDAYYRARAGEAANFCALILAYCNKTVGELGDVRETMSYLFQHANLDSCKRVLNVVCKTCGQQQTTLKGVEAVMYMGTLSYEQFKKGVQIPCTCGKQATKYLVQQESPFVMMSAPPAQYELKHGTFTCASEYTGNYQCGHYKHITSKETLYCIDGALLTKSSEYKGPITDVFYKENSYTTTIKPVTYKLDGVVCTEIDPKLDNYYKKDNSYFTEQPIDLVPNQPYPNASFDNFKFVCDNIKFADDLNQLTGYKKPASRELKVTFFPDLNGDVVAIDYKHYTPSFKKGAKLLHKPIVWHVNNATNKATYKPNTWCIRCLWSTKPVETSNSFDVLKSEDAQGMDNLACEDLKPVSEEVVENPTIQKDVLECNVKTTEVVGDIILKPANNSLKITEEVGHTDLMAAYVDNSSLTIKKPNELSRVLGLKTLATHGLAAVNSVPWDTIANYAKPFLNKVVSTTTNIVTRCLNRVCTNYMPYFFTLLLQLCTFTRSTNSRIKASMPTTIAKNTVKSVGKFCLEASFNYLKSPNFSKLINIIIWFLLLSVCLGSLIYSTAALGVLMSNLGMPSYCTGYREGYLNSTNVTIATYCTGSIPCSVCLSGLDSLDTYPSLETIQITISSFKWDLTAFGLVAEWFLAYILFTRFFYVLGLAAIMQLFFSYFAVHFISNSWLMWLIINLVQMAPISAMVRMYIFFASFYYVWKSYVHVVDGCNSSTCMMCYKRNRATRVECTTIVNGVRRSFYVYANGGKGFCKLHNWNCVNCDTFCAGSTFISDEVARDLSLQFKRPINPTDQSSYIVDSVTVKNGSIHLYFDKAGQKTYERHSLSHFVNLDNLRANNTKGSLPINVIVFDGKSKCEESSAKSASVYYSQLMCQPILLLDQALVSDVGDSAEVAVKMFDAYVNTFSSTFNVPMEKLKTLVATAEAELAKNVSLDNVLSTFISAARQGFVDSDVETKDVVECLKLSHQSDIEVTGDSCNNYMLTYNKVENMTPRDLGACIDCSARHINAQVAKSHNIALIWNVKDFMSLSEQLRKQIRSAAKKNNLPFKLTCATTRQVVNVVTTKIALKGGKIVNNWLKQLIKVTLVFLFVAAIFYLITPVHVMSKHTDFSSEIIGYKAIDGGVTRDIASTDTCFANKHADFDTWFSQRGGSYTNDKACPLIAAVITREVGFVVPGLPGTILRTTNGDFLHFLPRVFSAVGNICYTPSKLIEYTDFATSACVLAAECTIFKDASGKPVPYCYDTNVLEGSVAYESLRPDTRYVLMDGSIIQFPNTYLEGSVRVVTTFDSEYCRHGTCERSEAGVCVSTSGRWVLNNDYYRSLPGVFCGVDAVNLLTNMFTPLIQPIGALDISASIVAGGIVAIVVTCLAYYFMRFRRAFGEYSHVVAFNTLLFLMSFTVLCLTPVYSFLPGVYSVIYLYLTFYLTNDVSFLAHIQWMVMFTPLVPFWITIAYIICISTKHFYWFFSNYLKRRVVFNGVSFSTFEEAALCTFLLNKEMYLKLRSDVLLPLTQYNRYLALYNKYKYFSGAMDTTSYREAACCHLAKALNDFSNSGSDVLYQPPQTSITSAVLQSGFRKMAFPSGKVEGCMVQVTCGTTTLNGLWLDDVVYCPRHVICTSEDMLNPNYEDLLIRKSNHNFLVQAGNVQLRVIGHSMQNCVLKLKVDTANPKTPKYKFVRIQPGQTFSVLACYNGSPSGVYQCAMRPNFTIKGSFLNGSCGSVGFNIDYDCVSFCYMHHMELPTGVHAGTDLEGNFYGPFVDRQTAQAAGTDTTITVNVLAWLYAAVINGDRWFLNRFTTTLNDFNLVAMKYNYEPLTQDHVDILGPLSAQTGIAVLDMCASLKELLQNGMNGRTILGSALLEDEFTPFDVVRQCSGVTFQSAVKRTIKGTHHWLLLTILTSLLVLVQSTQWSLFFFLYENAFLPFAMGIIAMSAFAMMFVKHKHAFLCLFLLPSLATVAYFNMVYMPASWVMRIMTWLDMVDTSLSGFKLKDCVMYASAVVLLILMTARTVYDDGARRVWTLMNVLTLVYKVYYGNALDQAISMWALIISVTSNYSGVVTTVMFLARGIVFMCVEYCPIFFITGNTLQCIMLVYCFLGYFCTCYFGLFCLLNRYFRLTLGVYDYLVSTQEFRYMNSQGLLPPKNSIDAFKLNIKLLGVGGKPCIKVATVQSKMSDVKCTSVVLLSVLQQLRVESSSKLWAQCVQLHNDILLAKDTTEAFEKMVSLLSVLLSMQGAVDINKLCEEMLDNRATLQAIASEFSSLPSYAAFATAQEAYEQAVANGDSEVVLKKLKKSLNVAKSEFDRDAAMQRKLEKMADQAMTQMYKQARSEDKRAKVTSAMQTMLFTMLRKLDNDALNNIINNARDGCVPLNIIPLTTAAKLMVVIPDYNTYKNTCDGTTFTYASALWEIQQVVDADSKIVQLSEISMDNSPNLAWPLIVTALRANSAVKLQNNELSPVALRQMSCAAGTTQTACTDDNALAYYNTTKGGRFVLALLSDLQDLKWARFPKSDGTGTIYTELEPPCRFVTDTPKGPKVKYLYFIKGLNNLNRGMVLGSLAATVRLQAGNATEVPANSTVLSFCAFAVDAAKAYKDYLASGGQPITNCVKMLCTHTGTGQAITVTPEANMDQESFGGASCCLYCRCHIDHPNPKGFCDLKGKYVQIPTTCANDPVGFTLKNTVCTVCGMWKGYGCSCDQLREPMLQSADAQSFLNGFAV*'},\n",
       " 2: {'stop_location': 21555,\n",
       "  'sequence': 'SAARLTPCGTGTSTDVVYRAFDIYNDKVAGFAKFLKTNCCRFQEKDEDDNLIDSYFVVKRHTFSNYQHEETIYNLLKDCPAVAKHDFFKFRIDGDMVPHISRQRLTKYTMADLVYALRHFDEGNCDTLKEILVTYNCCDDDYFNKKDWYDFVENPDILRVYANLGERVRQALLKTVQFCDAMRNAGIVGVLTLDNQDLNGNWYDFGDFIQTTPGSGVPVVDSYYSLLMPILTLTRALTAESHVDTDLTKPYIKWDLLKYDFTEERLKLFDRYFKYWDQTYHPNCVNCLDDRCILHCANFNVLFSTVFPPTSFGPLVRKIFVDGVPFVVSTGYHFRELGVVHNQDVNLHSSRLSFKELLVYAADPAMHAASGNLLLDKRTTCFSVAALTNNVAFQTVKPGNFNKDFYDFAVSKGFFKEGSSVELKHFFFAQDGNAAISDYDYYRYNLPTMCDIRQLLFVVEVVDKYFDCYDGGCINANQVIVNNLDKSAGFPFNKWGKARLYYDSMSYEDQDALFAYTKRNVIPTITQMNLKYAISAKNRARTVAGVSICSTMTNRQFHQKLLKSIAATRGATVVIGTSKFYGGWHNMLKTVYSDVENPHLMGWDYPKCDRAMPNMLRIMASLVLARKHTTCCSLSHRFYRLANECAQVLSEMVMCGGSLYVKPGGTSSGDATTAYANSVFNICQAVTANVNALLSTDGNKIADKYVRNLQHRLYECLYRNRDVDTDFVNEFYAYLRKHFSMMILSDDAVVCFNSTYASQGLVASIKNFKSVLYYQNNVFMSEAKCWTETDLTKGPHEFCSQHTMLVKQGDDYVYLPYPDPSRILGAGCFVDDIVKTDGTLMIERFVSLAIDAYPLTKHPNQEYADVFHLYLQYIRKLHDELTGHMLDMYSVMLTNDNTSRYWEPEFYEAMYTPHTVLQAVGACVLCNSQTSLRCGACIRRPFLCCKCCYDHVISTSHKLVLSVNPYVCNAPGCDVTDVTQLYLGGMSYYCKSHKPPISFPLCANGQVFGLYKNTCVGSDNVTDFNAIATCDWTNAGDYILANTCTERLKLFAAETLKATEETFKLSYGIATVREVLSDRELHLSWEVGKPRPPLNRNYVFTGYRVTKNSKVQIGEYTFEKGDYGDAVVYRGTTTYKLNVGDYFVLTSHTVMPLSAPTLVPQEHYVRITGLYPTLNISDEFSSNVANYQKVGMQKYSTLQGPPGTGKSHFAIGLALYYPSARIVYTACSHAAVDALCEKALKYLPIDKCSRIIPARARVECFDKFKVNSTLEQYVFCTVNALPETTADIVVFDEISMATNYDLSVVNARLRAKHYVYIGDPAQLPAPRTLLTKGTLEPEYFNSVCRLMKTIGPDMFLGTCRRCPAEIVDTVSALVYDNKLKAHKDKSAQCFKMFYKGVITHDVSSAINRPQIGVVREFLTRNPAWRKAVFISPYNSQNAVASKILGLPTQTVDSSQGSEYDYVIFTQTTETAHSCNVNRFNVAITRAKVGILCIMSDRDLYDKLQFTSLEIPRRNVATLQAENVTGLFKDCSKVITGLHPTQAPTHLSVDTKFKTEGLCVDIPGIPKDMTYRRLISMMGFKMNYQVNGYPNMFITREEAIRHVRAWIGFDVEGCHATREAVGTNLPLQLGFSTGVNLVAVPTGYVDTPNNTDFSRVSAKPPPGDQFKHLIPLMYKGLPWNVVRIKIVQMLSDTLKNLSDRVVFVLWAHGFELTSMKYFVKIGPERTCCLCDRRATCFSTASDTYACWHHSIGFDYVYNPFMIDVQQWGFTGNLQSNHDLYCQVHGNAHVASCDAIMTRCLAVHECFVKRVDWTIEYPIIGDELKINAACRKVQHMVVKAALLADKFPVLHDIGNPKAIKCVPQADVEWKFYDAQPCSDKAYKIEELFYSYATHSDKFTDGVCLFWNCNVDRYPANSIVCRFDTRVLSNLNLPGCDGGSLYVNKHAFHTPAFDKSAFVNLKQLPFFYYSDSPCESHGKQVVSDIDYVPLKSATCITRCNLGGAVCRHHANEYRLYLDAYNMMISAGFSLWVYKQFDTYNLWNTFTRLQSLENVAFNVVNKGHFDGQQGEVPVSIINNTVYTKVDGVDVELFENKTTLPVNVAFELWAKRNIKPVPEVKILNNLGVDIAANTVIWDYKRDAPAHISTIGVCSMTDIAKKPTETICAPLTVFFDGRVDGQVDLFRNARNGVLITEGSVKGLQPSVGPKQASLNGVTLIGEAVKTQFNYYKKVDGVVQQLPETYFTQSRNLQEFKPRSQMEIDFLELAMDEFIERYKLEGYAFEHIVYGDFSHSQLGGLHLLIGLAKRFKESPFELEDFIPMDSTVKNYFITDAQTGSSKCVCSVIDLLLDDFVEIIKSQDLSVVSKVVKVTIDYTEISFMLWCKDGHVETFYPKLQSSQAWQPGVAMPNLYKMQRMLLEKCDLQNYGDSATLPKGIMMNVAKYTQLCQYLNTLTLAVPYNMRVIHFGAGSDKGVAPGTAVLRQWLPTGTLLVDSDLNDFVSDADSTLIGDCATVHTANKWDLIISDMYDPKTKNVTKENDSKEGFFTYICGFIQQKLALGGSVAIKITEHSWNADLYKLMGHFAWWTAFVTNVNASSSEAFLIGCNYLGKPREQIDGYVMHANYIFWRNTNPIQLSSYSLFDMSKFPLKLRGTAVMSLKEGQINDMILSLLSKGRLIIRENNRVVISSDVLVNN*'},\n",
       " 3: {'stop_location': 21593, 'sequence': 'NEQCLFFLFYCH*'},\n",
       " 4: {'stop_location': 25384,\n",
       "  'sequence': 'VSSQCVNLTTRTQLPPAYTNSFTRGVYYPDKVFRSSVLHSTQDLFLPFFSNVTWFHAIHVSGTNGTKRFDNPVLPFNDGVYFASTEKSNIIRGWIFGTTLDSKTQSLLIVNNATNVVIKVCEFQFCNDPFLGVYYHKNNKSWMESEFRVYSSANNCTFEYVSQPFLMDLEGKQGNFKNLREFVFKNIDGYFKIYSKHTPINLVRDLPQGFSALEPLVDLPIGINITRFQTLLALHRSYLTPGDSSSGWTAGAAAYYVGYLQPRTFLLKYNENGTITDAVDCALDPLSETKCTLKSFTVEKGIYQTSNFRVQPTESIVRFPNITNLCPFGEVFNATRFASVYAWNRKRISNCVADYSVLYNSASFSTFKCYGVSPTKLNDLCFTNVYADSFVIRGDEVRQIAPGQTGKIADYNYKLPDDFTGCVIAWNSNNLDSKVGGNYNYLYRLFRKSNLKPFERDISTEIYQAGSTPCNGVEGFNCYFPLQSYGFQPTNGVGYQPYRVVVLSFELLHAPATVCGPKKSTNLVKNKCVNFNFNGLTGTGVLTESNKKFLPFQQFGRDIADTTDAVRDPQTLEILDITPCSFGGVSVITPGTNTSNQVAVLYQDVNCTEVPVAIHADQLTPTWRVYSTGSNVFQTRAGCLIGAEHVNNSYECDIPIGAGICASYQTQTNSPRRARSVASQSIIAYTMSLGAENSVAYSNNSIAIPTNFTISVTTEILPVSMTKTSVDCTMYICGDSTECSNLLLQYGSFCTQLNRALTGIAVEQDKNTQEVFAQVKQIYKTPPIKDFGGFNFSQILPDPSKPSKRSFIEDLLFNKVTLADAGFIKQYGDCLGDIAARDLICAQKFNGLTVLPPLLTDEMIAQYTSALLAGTITSGWTFGAGAALQIPFAMQMAYRFNGIGVTQNVLYENQKLIANQFNSAIGKIQDSLSSTASALGKLQDVVNQNAQALNTLVKQLSSNFGAISSVLNDILSRLDKVEAEVQIDRLITGRLQSLQTYVTQQLIRAAEIRASANLAATKMSECVLGQSKRVDFCGKGYHLMSFPQSAPHGVVFLHVTYVPAQEKNFTTAPAICHDGKAHFPREGVFVSNGTHWFVTQRNFYEPQIITTDNTFVSGNCDVVIGIVNNTVYDPLQPELDSFKEELDKYFKNHTSPDVDLGDISGINASVVNIQKEIDRLNEVAKNLNESLIDLQELGKYEQYIKWPWYIWLGFIAGLIAIVMVTIMLCCMTSCCSCLKGCCSCGSCCKFDEDDSEPVLKGVKLHYT*'},\n",
       " 5: {'stop_location': 26220,\n",
       "  'sequence': 'NELMDLFMRIFTIGTVTLKQGEIKDATPSDFVRATATIPIQASLPFGWLIVGVALLAVFQSASKIITLKKRWQLALSKGVHFVCNLLLLFVTVYSHLLLVAAGLEAPFLYLYALVYFLQSINFVRIIMRLWLCWKCRSKNPLLYDANYFLCWHTNCYDYCIPYNSVTSSIVITSGDGTTSPISEHDYQIGGYTEKWESGVKDCVVLHSYFTSDYYQLYSTQLSTDTGVEHVTFFIYNKIVDEPEEHVQIHTIDGSSGVVNPVMEPIYDEPTTTTSVPL*'},\n",
       " 6: {'stop_location': 26231, 'sequence': 'STS*'},\n",
       " 7: {'stop_location': 26281, 'sequence': 'MSTNLCTHSFRKRQVR*'},\n",
       " 8: {'stop_location': 26472,\n",
       "  'sequence': 'IVNSVLLFLAFVVFLLVTLAILTALRLCAYCCNIVNVSLVKPSFYVYSRVKNLNSSRVPDLLV*'},\n",
       " 9: {'stop_location': 27191,\n",
       "  'sequence': 'NELNIILVFLFGTLILAMADSNGTITVEELKKLLEQWNLVIGFLFLTWICLLQFAYANRNRFLYIIKLIFLWLLWPVTLACFVLAAVYRINWITGGIAIAMACLVGLMWLSYFIASFRLFARTRSMWSFNPETNILLNVPLHGTILTRPLLESELVIGAVILRGHLRIAGHHLGRCDIKDLPKEITVATSRTLSYYKLGASQRVAGDSGFAAYSRYRIGNYKLNTDHSSSSDNIALLVQ*'},\n",
       " 10: {'stop_location': 27235, 'sequence': 'SDNRCFISLTFRLL*'},\n",
       " 11: {'stop_location': 27387,\n",
       "  'sequence': 'AEILLIIMRTFKVSIWNLDYIINLIIKNLSKSLTENKYSQLDEEQPMEID*'},\n",
       " 12: {'stop_location': 27440, 'sequence': 'NEHENYSFLGTDNTRYL*'},\n",
       " 13: {'stop_location': 27487, 'sequence': 'SFITTKSVLEVQQYF*'},\n",
       " 14: {'stop_location': 27759,\n",
       "  'sequence': 'KEPCSSGTYEGNSPFHPLADNKFALTCFSTQFAFACPDGVKHVYQLRARSVSPKLFIRQEEVQELYSPIFLIVAAIVFITLCFTLKRKTE*'},\n",
       " 15: {'stop_location': 27887,\n",
       "  'sequence': 'IELSLIDFYLCFLAFLLFLVLIMLIIFWFSLELQDHNETCHA*'},\n",
       " 16: {'stop_location': 27955, 'sequence': 'NEHEISCFLRNHHNCSCISPRM*'},\n",
       " 17: {'stop_location': 27990, 'sequence': 'VYSHVLNINHM*'},\n",
       " 18: {'stop_location': 28259,\n",
       "  'sequence': 'VDDPCPIHFYSKWYIRVGARKSAPLIELCVDEAGSKSPIQYIDIGNYTVSCLPFTINCQEPKLGSLVVRCSFYEDFLEYHDVRVVLDFI*'},\n",
       " 19: {'stop_location': 29533,\n",
       "  'sequence': 'NEQTKMSDNGPQNQRNAPRITFGGPSDSTGSNQNGERSGARSKQRRPQGLPNNTASWFTALTQHGKEDLKFPRGQGVPINTNSSPDDQIGYYRRATRRIRGGDGKMKDLSPRWYFYYLGTGPEAGLPYGANKDGIIWVATEGALNTPKDHIGTRNPANNAAIVLQLPQGTTLPKGFYAEGSRGGSQASSRSSSRSRNSSRNSTPGSSRGTSPARMAGNGGDAALALLLLDRLNQLESKMSGKGQQQQGQTVTKKSAAEASKKPRQKRTATKAYNVTQAFGRRGPEQTQGNFGDQELIRQGTDYKHWPQIAQFAPSASAFFGMSRIGMEVTPSGTWLTYTGAIKLDDKDPNFKDQVILLNKHIDAYKTFPPTEPKKDKKKKADETQALPQRQKKQQTVTLLPAADLDDFSKQLQQSMSSADSTQA*'},\n",
       " 20: {'stop_location': 29601, 'sequence': 'NSCRPHKADGLYKRFRFSVYDI*'},\n",
       " 21: {'stop_location': 29621, 'sequence': 'VYSCAE*'},\n",
       " 22: {'stop_location': 29674, 'sequence': 'NSRNYIAQVDVVNFNLT*'},\n",
       " 23: {'stop_location': 29712, 'sequence': 'AIFNQCVTLGRT*'},\n",
       " 24: {'stop_location': 29777, 'sequence': 'KEPPHFHRGHAEYDRVYSEQC*'},\n",
       " 25: {'stop_location': 29806, 'sequence': 'GRAAYMEEP*'},\n",
       " 26: {'stop_location': 29844, 'sequence': 'MCKINFSSAIPM*'},\n",
       " 27: {'stop_location': 29861, 'sequence': 'ILIAS*'},\n",
       " 28: {'stop_location': 29869, 'sequence': 'GE*'}}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "proteome = parser(covid_dna)\n",
    "proteome"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "for k in proteome.keys():\n",
    "    proteome[k][\"length\"] = len(proteome[k][\"sequence\"])\n",
    "## get rid of junk proteins\n",
    "real_proteome = {}\n",
    "for key, value in proteome.items():\n",
    "    if value[\"length\"] > 50:\n",
    "        real_proteome[key] = value\n",
    "        \n",
    "# https://www.ncbi.nlm.nih.gov/nuccore/NC_045512\n",
    "real_proteome[1][\"name\"] = \"orf1a\"\n",
    "real_proteome[2][\"name\"] = \"orf1b\"\n",
    "real_proteome[4][\"name\"] = \"S\"\n",
    "real_proteome[5][\"name\"] = \"orf3a\"\n",
    "real_proteome[8][\"name\"] = \"E\"\n",
    "real_proteome[9][\"name\"] = \"M\"\n",
    "real_proteome[11][\"name\"] = \"orf6\"\n",
    "real_proteome[14][\"name\"] = \"orf7a\"\n",
    "real_proteome[18][\"name\"] = \"orf8\"\n",
    "real_proteome[19][\"name\"] = \"N\"\n",
    "\n",
    "# get the keys to be the actual names\n",
    "c19_proteins = {}\n",
    "for k, v in real_proteome.items():\n",
    "    c19_proteins[v[\"name\"]] = {\n",
    "        \"sequence\": v[\"sequence\"],\n",
    "        \"stop_location\": v[\"stop_location\"],\n",
    "        \"length\": v[\"length\"]\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "orf1a 4406\n",
      "orf1b 2691\n",
      "S 1264\n",
      "orf3a 279\n",
      "E 64\n",
      "M 240\n",
      "orf6 51\n",
      "orf7a 91\n",
      "orf8 90\n",
      "N 425\n"
     ]
    }
   ],
   "source": [
    "for k,v in c19_proteins.items():\n",
    "    print(k,v[\"length\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'orf1a': {'sequence': 'MESLVPGFNEKTHVQLSLPVLQVRDVLVRGFGDSVEEVLSEARQHLKDGTCGLVEVEKGVLPQLEQPYVFIKRSDARTAPHGHVMVELVAELEGIQYGRSGETLGVLVPHVGEIPVAYRKVLLRKNGNKGAGGHSYGADLKSFDLGDELGTDPYEDFQENWNTKHSSGVTRELMRELNGGAYTRYVDNNFCGPDGYPLECIKDLLARAGKASCTLSEQLDFIDTKRGVYCCREHEHEIAWYTERSEKSYELQTPFEIKLAKKFDTFNGECPNFVFPLNSIIKTIQPRVEKKKLDGFMGRIRSVYPVASPNECNQMCLSTLMKCDHCGETSWQTGDFVKATCEFCGTENLTKEGATTCGYLPQNAVVKIYCPACHNSEVGPEHSLAEYHNESGLKTILRKGGRTIAFGGCVFSYVGCHNKCAYWVPRASANIGCNHTGVVGEGSEGLNDNLLEILQKEKVNINIVGDFKLNEEIAIILASFSASTSAFVETVKGLDYKAFKQIVESCGNFKVTKGKAKKGAWNIGEQKSILSPLYAFASEAARVVRSIFSRTLETAQNSVRVLQKAAITILDGISQYSLRLIDAMMFTSDLATNNLVVMAYITGGVVQLTSQWLTNIFGTVYEKLKPVLDWLEEKFKEGVEFLRDGWEIVKFISTCACEIVGGQIVTCAKEIKESVQTFFKLVNKFLALCADSIIIGGAKLKALNLGETFVTHSKGLYRKCVKSREETGLLMPLKAPKEIIFLEGETLPTEVLTEEVVLKTGDLQPLEQPTSEAVEAPLVGTPVCINGLMLLEIKDTEKYCALAPNMMVTNNTFTLKGGAPTKVTFGDDTVIEVQGYKSVNITFELDERIDKVLNEKCSAYTVELGTEVNEFACVVADAVIKTLQPVSELLTPLGIDLDEWSMATYYLFDESGEFKLASHMYCSFYPPDEDEEEGDCEEEEFEPSTQYEYGTEDDYQGKPLEFGATSAALQPEEEQEEDWLDDDSQQTVGQQDGSEDNQTTTIQTIVEVQPQLEMELTPVVQTIEVNSFSGYLKLTDNVYIKNADIVEEAKKVKPTVVVNAANVYLKHGGGVAGALNKATNNAMQVESDDYIATNGPLKVGGSCVLSGHNLAKHCLHVVGPNVNKGEDIQLLKSAYENFNQHEVLLAPLLSAGIFGADPIHSLRVCVDTVRTNVYLAVFDKNLYDKLVSSFLEMKSEKQVEQKIAEIPKEEVKPFITESKPSVEQRKQDDKKIKACVEEVTTTLEETKFLTENLLLYIDINGNLHPDSATLVSDIDITFLKKDAPYIVGDVVQEGVLTAVVIPTKKAGGTTEMLAKALRKVPTDNYITTYPGQGLNGYTVEEAKTVLKKCKSAFYILPSIISNEKQEILGTVSWNLREMLAHAEETRKLMPVCVETKAIVSTIQRKYKGIKIQEGVVDYGARFYFYTSKTTVASLINTLNDLNETLVTMPLGYVTHGLNLEEAARYMRSLKVPATVSVSSPDAVTAYNGYLTSSSKTPEEHFIETISLAGSYKDWSYSGQSTQLGIEFLKRGDKSVYYTSNPTTFHLDGEVITFDNLKTLLSLREVRTIKVFTTVDNINLHTQVVDMSMTYGQQFGPTYLDGADVTKIKPHNSHEGKTFYVLPNDDTLRVEAFEYYHTTDPSFLGRYMSALNHTKKWKYPQVNGLTSIKWADNNCYLATALLTLQQIELKFNPPALQDAYYRARAGEAANFCALILAYCNKTVGELGDVRETMSYLFQHANLDSCKRVLNVVCKTCGQQQTTLKGVEAVMYMGTLSYEQFKKGVQIPCTCGKQATKYLVQQESPFVMMSAPPAQYELKHGTFTCASEYTGNYQCGHYKHITSKETLYCIDGALLTKSSEYKGPITDVFYKENSYTTTIKPVTYKLDGVVCTEIDPKLDNYYKKDNSYFTEQPIDLVPNQPYPNASFDNFKFVCDNIKFADDLNQLTGYKKPASRELKVTFFPDLNGDVVAIDYKHYTPSFKKGAKLLHKPIVWHVNNATNKATYKPNTWCIRCLWSTKPVETSNSFDVLKSEDAQGMDNLACEDLKPVSEEVVENPTIQKDVLECNVKTTEVVGDIILKPANNSLKITEEVGHTDLMAAYVDNSSLTIKKPNELSRVLGLKTLATHGLAAVNSVPWDTIANYAKPFLNKVVSTTTNIVTRCLNRVCTNYMPYFFTLLLQLCTFTRSTNSRIKASMPTTIAKNTVKSVGKFCLEASFNYLKSPNFSKLINIIIWFLLLSVCLGSLIYSTAALGVLMSNLGMPSYCTGYREGYLNSTNVTIATYCTGSIPCSVCLSGLDSLDTYPSLETIQITISSFKWDLTAFGLVAEWFLAYILFTRFFYVLGLAAIMQLFFSYFAVHFISNSWLMWLIINLVQMAPISAMVRMYIFFASFYYVWKSYVHVVDGCNSSTCMMCYKRNRATRVECTTIVNGVRRSFYVYANGGKGFCKLHNWNCVNCDTFCAGSTFISDEVARDLSLQFKRPINPTDQSSYIVDSVTVKNGSIHLYFDKAGQKTYERHSLSHFVNLDNLRANNTKGSLPINVIVFDGKSKCEESSAKSASVYYSQLMCQPILLLDQALVSDVGDSAEVAVKMFDAYVNTFSSTFNVPMEKLKTLVATAEAELAKNVSLDNVLSTFISAARQGFVDSDVETKDVVECLKLSHQSDIEVTGDSCNNYMLTYNKVENMTPRDLGACIDCSARHINAQVAKSHNIALIWNVKDFMSLSEQLRKQIRSAAKKNNLPFKLTCATTRQVVNVVTTKIALKGGKIVNNWLKQLIKVTLVFLFVAAIFYLITPVHVMSKHTDFSSEIIGYKAIDGGVTRDIASTDTCFANKHADFDTWFSQRGGSYTNDKACPLIAAVITREVGFVVPGLPGTILRTTNGDFLHFLPRVFSAVGNICYTPSKLIEYTDFATSACVLAAECTIFKDASGKPVPYCYDTNVLEGSVAYESLRPDTRYVLMDGSIIQFPNTYLEGSVRVVTTFDSEYCRHGTCERSEAGVCVSTSGRWVLNNDYYRSLPGVFCGVDAVNLLTNMFTPLIQPIGALDISASIVAGGIVAIVVTCLAYYFMRFRRAFGEYSHVVAFNTLLFLMSFTVLCLTPVYSFLPGVYSVIYLYLTFYLTNDVSFLAHIQWMVMFTPLVPFWITIAYIICISTKHFYWFFSNYLKRRVVFNGVSFSTFEEAALCTFLLNKEMYLKLRSDVLLPLTQYNRYLALYNKYKYFSGAMDTTSYREAACCHLAKALNDFSNSGSDVLYQPPQTSITSAVLQSGFRKMAFPSGKVEGCMVQVTCGTTTLNGLWLDDVVYCPRHVICTSEDMLNPNYEDLLIRKSNHNFLVQAGNVQLRVIGHSMQNCVLKLKVDTANPKTPKYKFVRIQPGQTFSVLACYNGSPSGVYQCAMRPNFTIKGSFLNGSCGSVGFNIDYDCVSFCYMHHMELPTGVHAGTDLEGNFYGPFVDRQTAQAAGTDTTITVNVLAWLYAAVINGDRWFLNRFTTTLNDFNLVAMKYNYEPLTQDHVDILGPLSAQTGIAVLDMCASLKELLQNGMNGRTILGSALLEDEFTPFDVVRQCSGVTFQSAVKRTIKGTHHWLLLTILTSLLVLVQSTQWSLFFFLYENAFLPFAMGIIAMSAFAMMFVKHKHAFLCLFLLPSLATVAYFNMVYMPASWVMRIMTWLDMVDTSLSGFKLKDCVMYASAVVLLILMTARTVYDDGARRVWTLMNVLTLVYKVYYGNALDQAISMWALIISVTSNYSGVVTTVMFLARGIVFMCVEYCPIFFITGNTLQCIMLVYCFLGYFCTCYFGLFCLLNRYFRLTLGVYDYLVSTQEFRYMNSQGLLPPKNSIDAFKLNIKLLGVGGKPCIKVATVQSKMSDVKCTSVVLLSVLQQLRVESSSKLWAQCVQLHNDILLAKDTTEAFEKMVSLLSVLLSMQGAVDINKLCEEMLDNRATLQAIASEFSSLPSYAAFATAQEAYEQAVANGDSEVVLKKLKKSLNVAKSEFDRDAAMQRKLEKMADQAMTQMYKQARSEDKRAKVTSAMQTMLFTMLRKLDNDALNNIINNARDGCVPLNIIPLTTAAKLMVVIPDYNTYKNTCDGTTFTYASALWEIQQVVDADSKIVQLSEISMDNSPNLAWPLIVTALRANSAVKLQNNELSPVALRQMSCAAGTTQTACTDDNALAYYNTTKGGRFVLALLSDLQDLKWARFPKSDGTGTIYTELEPPCRFVTDTPKGPKVKYLYFIKGLNNLNRGMVLGSLAATVRLQAGNATEVPANSTVLSFCAFAVDAAKAYKDYLASGGQPITNCVKMLCTHTGTGQAITVTPEANMDQESFGGASCCLYCRCHIDHPNPKGFCDLKGKYVQIPTTCANDPVGFTLKNTVCTVCGMWKGYGCSCDQLREPMLQSADAQSFLNGFAV*',\n",
       "  'stop_location': 13483,\n",
       "  'length': 4406},\n",
       " 'orf1b': {'sequence': 'SAARLTPCGTGTSTDVVYRAFDIYNDKVAGFAKFLKTNCCRFQEKDEDDNLIDSYFVVKRHTFSNYQHEETIYNLLKDCPAVAKHDFFKFRIDGDMVPHISRQRLTKYTMADLVYALRHFDEGNCDTLKEILVTYNCCDDDYFNKKDWYDFVENPDILRVYANLGERVRQALLKTVQFCDAMRNAGIVGVLTLDNQDLNGNWYDFGDFIQTTPGSGVPVVDSYYSLLMPILTLTRALTAESHVDTDLTKPYIKWDLLKYDFTEERLKLFDRYFKYWDQTYHPNCVNCLDDRCILHCANFNVLFSTVFPPTSFGPLVRKIFVDGVPFVVSTGYHFRELGVVHNQDVNLHSSRLSFKELLVYAADPAMHAASGNLLLDKRTTCFSVAALTNNVAFQTVKPGNFNKDFYDFAVSKGFFKEGSSVELKHFFFAQDGNAAISDYDYYRYNLPTMCDIRQLLFVVEVVDKYFDCYDGGCINANQVIVNNLDKSAGFPFNKWGKARLYYDSMSYEDQDALFAYTKRNVIPTITQMNLKYAISAKNRARTVAGVSICSTMTNRQFHQKLLKSIAATRGATVVIGTSKFYGGWHNMLKTVYSDVENPHLMGWDYPKCDRAMPNMLRIMASLVLARKHTTCCSLSHRFYRLANECAQVLSEMVMCGGSLYVKPGGTSSGDATTAYANSVFNICQAVTANVNALLSTDGNKIADKYVRNLQHRLYECLYRNRDVDTDFVNEFYAYLRKHFSMMILSDDAVVCFNSTYASQGLVASIKNFKSVLYYQNNVFMSEAKCWTETDLTKGPHEFCSQHTMLVKQGDDYVYLPYPDPSRILGAGCFVDDIVKTDGTLMIERFVSLAIDAYPLTKHPNQEYADVFHLYLQYIRKLHDELTGHMLDMYSVMLTNDNTSRYWEPEFYEAMYTPHTVLQAVGACVLCNSQTSLRCGACIRRPFLCCKCCYDHVISTSHKLVLSVNPYVCNAPGCDVTDVTQLYLGGMSYYCKSHKPPISFPLCANGQVFGLYKNTCVGSDNVTDFNAIATCDWTNAGDYILANTCTERLKLFAAETLKATEETFKLSYGIATVREVLSDRELHLSWEVGKPRPPLNRNYVFTGYRVTKNSKVQIGEYTFEKGDYGDAVVYRGTTTYKLNVGDYFVLTSHTVMPLSAPTLVPQEHYVRITGLYPTLNISDEFSSNVANYQKVGMQKYSTLQGPPGTGKSHFAIGLALYYPSARIVYTACSHAAVDALCEKALKYLPIDKCSRIIPARARVECFDKFKVNSTLEQYVFCTVNALPETTADIVVFDEISMATNYDLSVVNARLRAKHYVYIGDPAQLPAPRTLLTKGTLEPEYFNSVCRLMKTIGPDMFLGTCRRCPAEIVDTVSALVYDNKLKAHKDKSAQCFKMFYKGVITHDVSSAINRPQIGVVREFLTRNPAWRKAVFISPYNSQNAVASKILGLPTQTVDSSQGSEYDYVIFTQTTETAHSCNVNRFNVAITRAKVGILCIMSDRDLYDKLQFTSLEIPRRNVATLQAENVTGLFKDCSKVITGLHPTQAPTHLSVDTKFKTEGLCVDIPGIPKDMTYRRLISMMGFKMNYQVNGYPNMFITREEAIRHVRAWIGFDVEGCHATREAVGTNLPLQLGFSTGVNLVAVPTGYVDTPNNTDFSRVSAKPPPGDQFKHLIPLMYKGLPWNVVRIKIVQMLSDTLKNLSDRVVFVLWAHGFELTSMKYFVKIGPERTCCLCDRRATCFSTASDTYACWHHSIGFDYVYNPFMIDVQQWGFTGNLQSNHDLYCQVHGNAHVASCDAIMTRCLAVHECFVKRVDWTIEYPIIGDELKINAACRKVQHMVVKAALLADKFPVLHDIGNPKAIKCVPQADVEWKFYDAQPCSDKAYKIEELFYSYATHSDKFTDGVCLFWNCNVDRYPANSIVCRFDTRVLSNLNLPGCDGGSLYVNKHAFHTPAFDKSAFVNLKQLPFFYYSDSPCESHGKQVVSDIDYVPLKSATCITRCNLGGAVCRHHANEYRLYLDAYNMMISAGFSLWVYKQFDTYNLWNTFTRLQSLENVAFNVVNKGHFDGQQGEVPVSIINNTVYTKVDGVDVELFENKTTLPVNVAFELWAKRNIKPVPEVKILNNLGVDIAANTVIWDYKRDAPAHISTIGVCSMTDIAKKPTETICAPLTVFFDGRVDGQVDLFRNARNGVLITEGSVKGLQPSVGPKQASLNGVTLIGEAVKTQFNYYKKVDGVVQQLPETYFTQSRNLQEFKPRSQMEIDFLELAMDEFIERYKLEGYAFEHIVYGDFSHSQLGGLHLLIGLAKRFKESPFELEDFIPMDSTVKNYFITDAQTGSSKCVCSVIDLLLDDFVEIIKSQDLSVVSKVVKVTIDYTEISFMLWCKDGHVETFYPKLQSSQAWQPGVAMPNLYKMQRMLLEKCDLQNYGDSATLPKGIMMNVAKYTQLCQYLNTLTLAVPYNMRVIHFGAGSDKGVAPGTAVLRQWLPTGTLLVDSDLNDFVSDADSTLIGDCATVHTANKWDLIISDMYDPKTKNVTKENDSKEGFFTYICGFIQQKLALGGSVAIKITEHSWNADLYKLMGHFAWWTAFVTNVNASSSEAFLIGCNYLGKPREQIDGYVMHANYIFWRNTNPIQLSSYSLFDMSKFPLKLRGTAVMSLKEGQINDMILSLLSKGRLIIRENNRVVISSDVLVNN*',\n",
       "  'stop_location': 21555,\n",
       "  'length': 2691},\n",
       " 'S': {'sequence': 'VSSQCVNLTTRTQLPPAYTNSFTRGVYYPDKVFRSSVLHSTQDLFLPFFSNVTWFHAIHVSGTNGTKRFDNPVLPFNDGVYFASTEKSNIIRGWIFGTTLDSKTQSLLIVNNATNVVIKVCEFQFCNDPFLGVYYHKNNKSWMESEFRVYSSANNCTFEYVSQPFLMDLEGKQGNFKNLREFVFKNIDGYFKIYSKHTPINLVRDLPQGFSALEPLVDLPIGINITRFQTLLALHRSYLTPGDSSSGWTAGAAAYYVGYLQPRTFLLKYNENGTITDAVDCALDPLSETKCTLKSFTVEKGIYQTSNFRVQPTESIVRFPNITNLCPFGEVFNATRFASVYAWNRKRISNCVADYSVLYNSASFSTFKCYGVSPTKLNDLCFTNVYADSFVIRGDEVRQIAPGQTGKIADYNYKLPDDFTGCVIAWNSNNLDSKVGGNYNYLYRLFRKSNLKPFERDISTEIYQAGSTPCNGVEGFNCYFPLQSYGFQPTNGVGYQPYRVVVLSFELLHAPATVCGPKKSTNLVKNKCVNFNFNGLTGTGVLTESNKKFLPFQQFGRDIADTTDAVRDPQTLEILDITPCSFGGVSVITPGTNTSNQVAVLYQDVNCTEVPVAIHADQLTPTWRVYSTGSNVFQTRAGCLIGAEHVNNSYECDIPIGAGICASYQTQTNSPRRARSVASQSIIAYTMSLGAENSVAYSNNSIAIPTNFTISVTTEILPVSMTKTSVDCTMYICGDSTECSNLLLQYGSFCTQLNRALTGIAVEQDKNTQEVFAQVKQIYKTPPIKDFGGFNFSQILPDPSKPSKRSFIEDLLFNKVTLADAGFIKQYGDCLGDIAARDLICAQKFNGLTVLPPLLTDEMIAQYTSALLAGTITSGWTFGAGAALQIPFAMQMAYRFNGIGVTQNVLYENQKLIANQFNSAIGKIQDSLSSTASALGKLQDVVNQNAQALNTLVKQLSSNFGAISSVLNDILSRLDKVEAEVQIDRLITGRLQSLQTYVTQQLIRAAEIRASANLAATKMSECVLGQSKRVDFCGKGYHLMSFPQSAPHGVVFLHVTYVPAQEKNFTTAPAICHDGKAHFPREGVFVSNGTHWFVTQRNFYEPQIITTDNTFVSGNCDVVIGIVNNTVYDPLQPELDSFKEELDKYFKNHTSPDVDLGDISGINASVVNIQKEIDRLNEVAKNLNESLIDLQELGKYEQYIKWPWYIWLGFIAGLIAIVMVTIMLCCMTSCCSCLKGCCSCGSCCKFDEDDSEPVLKGVKLHYT*',\n",
       "  'stop_location': 25384,\n",
       "  'length': 1264},\n",
       " 'orf3a': {'sequence': 'NELMDLFMRIFTIGTVTLKQGEIKDATPSDFVRATATIPIQASLPFGWLIVGVALLAVFQSASKIITLKKRWQLALSKGVHFVCNLLLLFVTVYSHLLLVAAGLEAPFLYLYALVYFLQSINFVRIIMRLWLCWKCRSKNPLLYDANYFLCWHTNCYDYCIPYNSVTSSIVITSGDGTTSPISEHDYQIGGYTEKWESGVKDCVVLHSYFTSDYYQLYSTQLSTDTGVEHVTFFIYNKIVDEPEEHVQIHTIDGSSGVVNPVMEPIYDEPTTTTSVPL*',\n",
       "  'stop_location': 26220,\n",
       "  'length': 279},\n",
       " 'E': {'sequence': 'IVNSVLLFLAFVVFLLVTLAILTALRLCAYCCNIVNVSLVKPSFYVYSRVKNLNSSRVPDLLV*',\n",
       "  'stop_location': 26472,\n",
       "  'length': 64},\n",
       " 'M': {'sequence': 'NELNIILVFLFGTLILAMADSNGTITVEELKKLLEQWNLVIGFLFLTWICLLQFAYANRNRFLYIIKLIFLWLLWPVTLACFVLAAVYRINWITGGIAIAMACLVGLMWLSYFIASFRLFARTRSMWSFNPETNILLNVPLHGTILTRPLLESELVIGAVILRGHLRIAGHHLGRCDIKDLPKEITVATSRTLSYYKLGASQRVAGDSGFAAYSRYRIGNYKLNTDHSSSSDNIALLVQ*',\n",
       "  'stop_location': 27191,\n",
       "  'length': 240},\n",
       " 'orf6': {'sequence': 'AEILLIIMRTFKVSIWNLDYIINLIIKNLSKSLTENKYSQLDEEQPMEID*',\n",
       "  'stop_location': 27387,\n",
       "  'length': 51},\n",
       " 'orf7a': {'sequence': 'KEPCSSGTYEGNSPFHPLADNKFALTCFSTQFAFACPDGVKHVYQLRARSVSPKLFIRQEEVQELYSPIFLIVAAIVFITLCFTLKRKTE*',\n",
       "  'stop_location': 27759,\n",
       "  'length': 91},\n",
       " 'orf8': {'sequence': 'VDDPCPIHFYSKWYIRVGARKSAPLIELCVDEAGSKSPIQYIDIGNYTVSCLPFTINCQEPKLGSLVVRCSFYEDFLEYHDVRVVLDFI*',\n",
       "  'stop_location': 28259,\n",
       "  'length': 90},\n",
       " 'N': {'sequence': 'NEQTKMSDNGPQNQRNAPRITFGGPSDSTGSNQNGERSGARSKQRRPQGLPNNTASWFTALTQHGKEDLKFPRGQGVPINTNSSPDDQIGYYRRATRRIRGGDGKMKDLSPRWYFYYLGTGPEAGLPYGANKDGIIWVATEGALNTPKDHIGTRNPANNAAIVLQLPQGTTLPKGFYAEGSRGGSQASSRSSSRSRNSSRNSTPGSSRGTSPARMAGNGGDAALALLLLDRLNQLESKMSGKGQQQQGQTVTKKSAAEASKKPRQKRTATKAYNVTQAFGRRGPEQTQGNFGDQELIRQGTDYKHWPQIAQFAPSASAFFGMSRIGMEVTPSGTWLTYTGAIKLDDKDPNFKDQVILLNKHIDAYKTFPPTEPKKDKKKKADETQALPQRQKKQQTVTLLPAADLDDFSKQLQQSMSSADSTQA*',\n",
       "  'stop_location': 29533,\n",
       "  'length': 425}}"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "c19_proteins"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
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    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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