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GC content and Size of sequenced genomes on NCBI
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| "_uuid": "847638d7b6aaeaa56c7032d212ad9fb98f6dc4c6" | |
| }, | |
| "source": [ | |
| "# A visual exploration of the size and GC content of sequenced genomes avaliable on [NCBI](https://www.ncbi.nlm.nih.gov/)\n", | |
| "\n", | |
| "Genome size is commonly reported in megabase pairs (megabase = 1,000,000 base pairs of DNA). The size of genomes is extremly variable across species and influenced by a large number of factors (if you're curious the human genome is ~3,000 Mb (megabase pairs), or 3 billion base pairs in size). The NCBI sequenced genome dataset includes genomes from three domains of organisms: eukaryotes (multi cellular organisms, like you, ducks and ferms), porkaryote (single cell, bacteria) and virus genomes (not a Linnean doman... [more a weird grey area](https://www.scientificamerican.com/article/are-viruses-alive-2004/). Here I plot the size of the genomes in these three domains to compare them, and also look at the GC content of the genomes across these domains. %GC content is the percentage of DNA base pairs composed of G and C (guanine and cytosine) GC-content is indicative of many protein coding genes, and the %GC content is indicative of a gene-rich genome. GC ratios within a genome are know to be extremly variable, with low %GC indicating a large amount of non-coding DNA in the genome. \n", | |
| "\n", | |
| "These data are derived from [NCBI's repository of sequenced genomes](https://www.ncbi.nlm.nih.gov/home/genomes/). Through the links provided in the Kaggle dataset, one can access the entire sequence to any of these genomes as they are pubically avaliable (for free! thanks science!)" | |
| ] | |
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| "source": [ | |
| "## Loading the data, assessment and cleanup" | |
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| "── Attaching packages ─────────────────────────────────────── tidyverse 1.2.1 ──\n", | |
| "✔ ggplot2 2.2.1 ✔ purrr 0.2.4\n", | |
| "✔ tibble 1.3.4 ✔ dplyr 0.7.4\n", | |
| "✔ tidyr 0.7.2 ✔ stringr 1.2.0\n", | |
| "✔ readr 1.1.1 ✔ forcats 0.2.0\n", | |
| "── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──\n", | |
| "✖ dplyr::filter() masks stats::filter()\n", | |
| "✖ dplyr::lag() masks stats::lag()\n" | |
| ] | |
| } | |
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| "source": [ | |
| "library('tidyverse')\n", | |
| "library('ggthemes')" | |
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| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
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| "scrolled": true | |
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| "name": "stderr", | |
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| "text": [ | |
| "Parsed with column specification:\n", | |
| "cols(\n", | |
| " `#Organism Name` = col_character(),\n", | |
| " `Organism Groups` = col_character(),\n", | |
| " Strain = col_character(),\n", | |
| " BioSample = col_character(),\n", | |
| " BioProject = col_character(),\n", | |
| " Assembly = col_character(),\n", | |
| " Level = col_character(),\n", | |
| " `Size(Mb)` = col_double(),\n", | |
| " `GC%` = col_double(),\n", | |
| " Replicons = col_character(),\n", | |
| " WGS = col_character(),\n", | |
| " Scaffolds = col_integer(),\n", | |
| " CDS = col_integer(),\n", | |
| " `Release Date` = col_datetime(format = \"\"),\n", | |
| " `GenBank FTP` = col_character(),\n", | |
| " `RefSeq FTP` = col_character()\n", | |
| ")\n" | |
| ] | |
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| { | |
| "data": { | |
| "text/html": [ | |
| "<table>\n", | |
| "<thead><tr><th scope=col>#Organism Name</th><th scope=col>Organism Groups</th><th scope=col>Strain</th><th scope=col>BioSample</th><th scope=col>BioProject</th><th scope=col>Assembly</th><th scope=col>Level</th><th scope=col>Size(Mb)</th><th scope=col>GC%</th><th scope=col>Replicons</th><th scope=col>WGS</th><th scope=col>Scaffolds</th><th scope=col>CDS</th><th scope=col>Release Date</th><th scope=col>GenBank FTP</th><th scope=col>RefSeq FTP</th></tr></thead>\n", | |
| "<tbody>\n", | |
| "\t<tr><td>Emiliania huxleyi CCMP1516 </td><td>Eukaryota;Protists;Other Protists </td><td>CCMP1516 </td><td>SAMN02744062 </td><td>PRJNA77753 </td><td>GCA_000372725.1 </td><td>Scaffold </td><td> 167.676 </td><td>64.5000 </td><td>NA </td><td>AHAL01 </td><td> 7795 </td><td>38554 </td><td>2013-04-19 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/372/725/GCA_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/372/725/GCF_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0 </td></tr>\n", | |
| "\t<tr><td>Arabidopsis thaliana </td><td>Eukaryota;Plants;Land Plants </td><td>NA </td><td>SAMN03081427 </td><td>PRJNA10719 </td><td>GCA_000001735.1 </td><td>Chromosome </td><td> 119.668 </td><td>36.0528 </td><td>chromosome 1:NC_003070.9/CP002684.1; chromosome 2:NC_003071.7/CP002685.1; chromosome 3:NC_003074.8/CP002686.1; chromosome 4:NC_003075.7/CP002687.1; chromosome 5:NC_003076.8/CP002688.1; mitochondrion MT:NC_001284.2/Y08501.2; chloroplast Pltd:NC_000932.1/AP000423.1 </td><td>NA </td><td> 7 </td><td>48350 </td><td>2001-08-13 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/001/735/GCA_000001735.1_TAIR10 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/001/735/GCF_000001735.3_TAIR10 </td></tr>\n", | |
| "\t<tr><td>Medicago truncatula </td><td>Eukaryota;Plants;Land Plants </td><td>A17 </td><td>SAMN02299339 </td><td>PRJNA10791 </td><td>GCA_000219495.2 </td><td>Chromosome </td><td> 412.924 </td><td>34.0470 </td><td>chromosome 1:NC_016407.2/CM001217.2; chromosome 2:NC_016408.2/CM001218.2; chromosome 3:NC_016409.2/CM001219.2; chromosome 4:NC_016410.2/CM001220.2; chromosome 5:NC_016411.2/CM001221.2; chromosome 6:NC_016412.2/CM001222.2; chromosome 7:NC_016413.2/CM001223.2; chromosome 8:NC_016414.2/CM001224.2; chloroplast Pltd:NC_003119.6/AC093544.8 </td><td>APNO01 </td><td> 2187 </td><td>57661 </td><td>2011-08-12 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/219/495/GCA_000219495.2_MedtrA17_4.0 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/219/495/GCF_000219495.3_MedtrA17_4.0 </td></tr>\n", | |
| "\t<tr><td>Glycine max </td><td>Eukaryota;Plants;Land Plants </td><td>NA </td><td>SAMN00002965 </td><td>PRJNA19861 </td><td>GCA_000004515.3 </td><td>Chromosome </td><td> 978.972 </td><td>35.1208 </td><td>chromosome 1:NC_016088.2/CM000834.2; chromosome 2:NC_016089.2/CM000835.2; chromosome 3:NC_016090.2/CM000836.2; chromosome 4:NC_016091.2/CM000837.2; chromosome 5:NC_016092.2/CM000838.2; chromosome 6:NC_016093.2/CM000839.2; chromosome 7:NC_016094.2/CM000840.2; chromosome 8:NC_016095.2/CM000841.2; chromosome 9:NC_016096.2/CM000842.2; chromosome 10:NC_016097.2/CM000843.2; chromosome 11:NC_016098.2/CM000844.2; chromosome 12:NC_016099.2/CM000845.2; chromosome 13:NC_016100.2/CM000846.2; chromosome 14:NC_016101.2/CM000847.2; chromosome 15:NC_016102.2/CM000848.2; chromosome 16:NC_016103.2/CM000849.2; chromosome 17:NC_016104.2/CM000850.2; chromosome 18:NC_016105.2/CM000851.2; chromosome 19:NC_016106.2/CM000852.2; chromosome 20:NC_016107.2/CM000853.2; chloroplast Pltd:NC_007942.1/DQ317523.1; mitochondrion MT:NC_020455.1/JX463295.1</td><td>ACUP02 </td><td> 1191 </td><td>71525 </td><td>2010-01-05 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/004/515/GCA_000004515.3_Glycine_max_v2.0 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/004/515/GCF_000004515.4_Glycine_max_v2.0 </td></tr>\n", | |
| "\t<tr><td>Solanum lycopersicum </td><td>Eukaryota;Plants;Land Plants </td><td>NA </td><td>SAMN02981290 </td><td>PRJNA119 </td><td>GCA_000188115.2 </td><td>Chromosome </td><td> 823.786 </td><td>35.7097 </td><td>chromosome 1:NC_015438.2/CM001064.2; chromosome 2:NC_015439.2/CM001065.2; chromosome 3:NC_015440.2/CM001066.2; chromosome 4:NC_015441.2/CM001067.2; chromosome 5:NC_015442.2/CM001068.2; chromosome 6:NC_015443.2/CM001069.2; chromosome 7:NC_015444.2/CM001070.2; chromosome 8:NC_015445.2/CM001071.2; chromosome 9:NC_015446.2/CM001072.2; chromosome 10:NC_015447.2/CM001073.2; chromosome 11:NC_015448.2/CM001074.2; chromosome 12:NC_015449.2/CM001075.2; chloroplast:NC_007898.3/DQ347959.1 </td><td>AEKE02 </td><td> 3224 </td><td>36010 </td><td>2010-12-10 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/188/115/GCA_000188115.2_SL2.50 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/188/115/GCF_000188115.3_SL2.50 </td></tr>\n", | |
| "\t<tr><td>Hordeum vulgare </td><td>Eukaryota;Plants;Land Plants </td><td>NA </td><td>SAMEA3903302 </td><td>PRJEB13020 </td><td>GCA_900075435.2 </td><td>Scaffold </td><td>9788.860 </td><td> 0.0000 </td><td>NA </td><td>FJWB02 </td><td>72295 </td><td> 0 </td><td>2016-08-25 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/900/075/435/GCA_900075435.2_barley_BACs_2 </td><td>NA </td></tr>\n", | |
| "</tbody>\n", | |
| "</table>\n" | |
| ], | |
| "text/latex": [ | |
| "\\begin{tabular}{r|llllllllllllllll}\n", | |
| " \\#Organism Name & Organism Groups & Strain & BioSample & BioProject & Assembly & Level & Size(Mb) & GC\\% & Replicons & WGS & Scaffolds & CDS & Release Date & GenBank FTP & RefSeq FTP\\\\\n", | |
| "\\hline\n", | |
| "\t Emiliania huxleyi CCMP1516 & Eukaryota;Protists;Other Protists & CCMP1516 & SAMN02744062 & PRJNA77753 & GCA\\_000372725.1 & Scaffold & 167.676 & 64.5000 & NA & AHAL01 & 7795 & 38554 & 2013-04-19 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/372/725/GCA\\_000372725.1\\_Emiliana\\_huxleyi\\_CCMP1516\\_main\\_genome\\_assembly\\_v1.0 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/372/725/GCF\\_000372725.1\\_Emiliana\\_huxleyi\\_CCMP1516\\_main\\_genome\\_assembly\\_v1.0 \\\\\n", | |
| "\t Arabidopsis thaliana & Eukaryota;Plants;Land Plants & NA & SAMN03081427 & PRJNA10719 & GCA\\_000001735.1 & Chromosome & 119.668 & 36.0528 & chromosome 1:NC\\_003070.9/CP002684.1; chromosome 2:NC\\_003071.7/CP002685.1; chromosome 3:NC\\_003074.8/CP002686.1; chromosome 4:NC\\_003075.7/CP002687.1; chromosome 5:NC\\_003076.8/CP002688.1; mitochondrion MT:NC\\_001284.2/Y08501.2; chloroplast Pltd:NC\\_000932.1/AP000423.1 & NA & 7 & 48350 & 2001-08-13 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/001/735/GCA\\_000001735.1\\_TAIR10 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/001/735/GCF\\_000001735.3\\_TAIR10 \\\\\n", | |
| "\t Medicago truncatula & Eukaryota;Plants;Land Plants & A17 & SAMN02299339 & PRJNA10791 & GCA\\_000219495.2 & Chromosome & 412.924 & 34.0470 & chromosome 1:NC\\_016407.2/CM001217.2; chromosome 2:NC\\_016408.2/CM001218.2; chromosome 3:NC\\_016409.2/CM001219.2; chromosome 4:NC\\_016410.2/CM001220.2; chromosome 5:NC\\_016411.2/CM001221.2; chromosome 6:NC\\_016412.2/CM001222.2; chromosome 7:NC\\_016413.2/CM001223.2; chromosome 8:NC\\_016414.2/CM001224.2; chloroplast Pltd:NC\\_003119.6/AC093544.8 & APNO01 & 2187 & 57661 & 2011-08-12 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/219/495/GCA\\_000219495.2\\_MedtrA17\\_4.0 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/219/495/GCF\\_000219495.3\\_MedtrA17\\_4.0 \\\\\n", | |
| "\t Glycine max & Eukaryota;Plants;Land Plants & NA & SAMN00002965 & PRJNA19861 & GCA\\_000004515.3 & Chromosome & 978.972 & 35.1208 & chromosome 1:NC\\_016088.2/CM000834.2; chromosome 2:NC\\_016089.2/CM000835.2; chromosome 3:NC\\_016090.2/CM000836.2; chromosome 4:NC\\_016091.2/CM000837.2; chromosome 5:NC\\_016092.2/CM000838.2; chromosome 6:NC\\_016093.2/CM000839.2; chromosome 7:NC\\_016094.2/CM000840.2; chromosome 8:NC\\_016095.2/CM000841.2; chromosome 9:NC\\_016096.2/CM000842.2; chromosome 10:NC\\_016097.2/CM000843.2; chromosome 11:NC\\_016098.2/CM000844.2; chromosome 12:NC\\_016099.2/CM000845.2; chromosome 13:NC\\_016100.2/CM000846.2; chromosome 14:NC\\_016101.2/CM000847.2; chromosome 15:NC\\_016102.2/CM000848.2; chromosome 16:NC\\_016103.2/CM000849.2; chromosome 17:NC\\_016104.2/CM000850.2; chromosome 18:NC\\_016105.2/CM000851.2; chromosome 19:NC\\_016106.2/CM000852.2; chromosome 20:NC\\_016107.2/CM000853.2; chloroplast Pltd:NC\\_007942.1/DQ317523.1; mitochondrion MT:NC\\_020455.1/JX463295.1 & ACUP02 & 1191 & 71525 & 2010-01-05 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/004/515/GCA\\_000004515.3\\_Glycine\\_max\\_v2.0 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/004/515/GCF\\_000004515.4\\_Glycine\\_max\\_v2.0 \\\\\n", | |
| "\t Solanum lycopersicum & Eukaryota;Plants;Land Plants & NA & SAMN02981290 & PRJNA119 & GCA\\_000188115.2 & Chromosome & 823.786 & 35.7097 & chromosome 1:NC\\_015438.2/CM001064.2; chromosome 2:NC\\_015439.2/CM001065.2; chromosome 3:NC\\_015440.2/CM001066.2; chromosome 4:NC\\_015441.2/CM001067.2; chromosome 5:NC\\_015442.2/CM001068.2; chromosome 6:NC\\_015443.2/CM001069.2; chromosome 7:NC\\_015444.2/CM001070.2; chromosome 8:NC\\_015445.2/CM001071.2; chromosome 9:NC\\_015446.2/CM001072.2; chromosome 10:NC\\_015447.2/CM001073.2; chromosome 11:NC\\_015448.2/CM001074.2; chromosome 12:NC\\_015449.2/CM001075.2; chloroplast:NC\\_007898.3/DQ347959.1 & AEKE02 & 3224 & 36010 & 2010-12-10 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/188/115/GCA\\_000188115.2\\_SL2.50 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/188/115/GCF\\_000188115.3\\_SL2.50 \\\\\n", | |
| "\t Hordeum vulgare & Eukaryota;Plants;Land Plants & NA & SAMEA3903302 & PRJEB13020 & GCA\\_900075435.2 & Scaffold & 9788.860 & 0.0000 & NA & FJWB02 & 72295 & 0 & 2016-08-25 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/900/075/435/GCA\\_900075435.2\\_barley\\_BACs\\_2 & NA \\\\\n", | |
| "\\end{tabular}\n" | |
| ], | |
| "text/markdown": [ | |
| "\n", | |
| "#Organism Name | Organism Groups | Strain | BioSample | BioProject | Assembly | Level | Size(Mb) | GC% | Replicons | WGS | Scaffolds | CDS | Release Date | GenBank FTP | RefSeq FTP | \n", | |
| "|---|---|---|---|---|---|\n", | |
| "| Emiliania huxleyi CCMP1516 | Eukaryota;Protists;Other Protists | CCMP1516 | SAMN02744062 | PRJNA77753 | GCA_000372725.1 | Scaffold | 167.676 | 64.5000 | NA | AHAL01 | 7795 | 38554 | 2013-04-19 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/372/725/GCA_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/372/725/GCF_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0 | \n", | |
| "| Arabidopsis thaliana | Eukaryota;Plants;Land Plants | NA | SAMN03081427 | PRJNA10719 | GCA_000001735.1 | Chromosome | 119.668 | 36.0528 | chromosome 1:NC_003070.9/CP002684.1; chromosome 2:NC_003071.7/CP002685.1; chromosome 3:NC_003074.8/CP002686.1; chromosome 4:NC_003075.7/CP002687.1; chromosome 5:NC_003076.8/CP002688.1; mitochondrion MT:NC_001284.2/Y08501.2; chloroplast Pltd:NC_000932.1/AP000423.1 | NA | 7 | 48350 | 2001-08-13 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/001/735/GCA_000001735.1_TAIR10 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/001/735/GCF_000001735.3_TAIR10 | \n", | |
| "| Medicago truncatula | Eukaryota;Plants;Land Plants | A17 | SAMN02299339 | PRJNA10791 | GCA_000219495.2 | Chromosome | 412.924 | 34.0470 | chromosome 1:NC_016407.2/CM001217.2; chromosome 2:NC_016408.2/CM001218.2; chromosome 3:NC_016409.2/CM001219.2; chromosome 4:NC_016410.2/CM001220.2; chromosome 5:NC_016411.2/CM001221.2; chromosome 6:NC_016412.2/CM001222.2; chromosome 7:NC_016413.2/CM001223.2; chromosome 8:NC_016414.2/CM001224.2; chloroplast Pltd:NC_003119.6/AC093544.8 | APNO01 | 2187 | 57661 | 2011-08-12 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/219/495/GCA_000219495.2_MedtrA17_4.0 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/219/495/GCF_000219495.3_MedtrA17_4.0 | \n", | |
| "| Glycine max | Eukaryota;Plants;Land Plants | NA | SAMN00002965 | PRJNA19861 | GCA_000004515.3 | Chromosome | 978.972 | 35.1208 | chromosome 1:NC_016088.2/CM000834.2; chromosome 2:NC_016089.2/CM000835.2; chromosome 3:NC_016090.2/CM000836.2; chromosome 4:NC_016091.2/CM000837.2; chromosome 5:NC_016092.2/CM000838.2; chromosome 6:NC_016093.2/CM000839.2; chromosome 7:NC_016094.2/CM000840.2; chromosome 8:NC_016095.2/CM000841.2; chromosome 9:NC_016096.2/CM000842.2; chromosome 10:NC_016097.2/CM000843.2; chromosome 11:NC_016098.2/CM000844.2; chromosome 12:NC_016099.2/CM000845.2; chromosome 13:NC_016100.2/CM000846.2; chromosome 14:NC_016101.2/CM000847.2; chromosome 15:NC_016102.2/CM000848.2; chromosome 16:NC_016103.2/CM000849.2; chromosome 17:NC_016104.2/CM000850.2; chromosome 18:NC_016105.2/CM000851.2; chromosome 19:NC_016106.2/CM000852.2; chromosome 20:NC_016107.2/CM000853.2; chloroplast Pltd:NC_007942.1/DQ317523.1; mitochondrion MT:NC_020455.1/JX463295.1 | ACUP02 | 1191 | 71525 | 2010-01-05 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/004/515/GCA_000004515.3_Glycine_max_v2.0 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/004/515/GCF_000004515.4_Glycine_max_v2.0 | \n", | |
| "| Solanum lycopersicum | Eukaryota;Plants;Land Plants | NA | SAMN02981290 | PRJNA119 | GCA_000188115.2 | Chromosome | 823.786 | 35.7097 | chromosome 1:NC_015438.2/CM001064.2; chromosome 2:NC_015439.2/CM001065.2; chromosome 3:NC_015440.2/CM001066.2; chromosome 4:NC_015441.2/CM001067.2; chromosome 5:NC_015442.2/CM001068.2; chromosome 6:NC_015443.2/CM001069.2; chromosome 7:NC_015444.2/CM001070.2; chromosome 8:NC_015445.2/CM001071.2; chromosome 9:NC_015446.2/CM001072.2; chromosome 10:NC_015447.2/CM001073.2; chromosome 11:NC_015448.2/CM001074.2; chromosome 12:NC_015449.2/CM001075.2; chloroplast:NC_007898.3/DQ347959.1 | AEKE02 | 3224 | 36010 | 2010-12-10 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/188/115/GCA_000188115.2_SL2.50 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/188/115/GCF_000188115.3_SL2.50 | \n", | |
| "| Hordeum vulgare | Eukaryota;Plants;Land Plants | NA | SAMEA3903302 | PRJEB13020 | GCA_900075435.2 | Scaffold | 9788.860 | 0.0000 | NA | FJWB02 | 72295 | 0 | 2016-08-25 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/900/075/435/GCA_900075435.2_barley_BACs_2 | NA | \n", | |
| "\n", | |
| "\n" | |
| ], | |
| "text/plain": [ | |
| " #Organism Name Organism Groups Strain \n", | |
| "1 Emiliania huxleyi CCMP1516 Eukaryota;Protists;Other Protists CCMP1516\n", | |
| "2 Arabidopsis thaliana Eukaryota;Plants;Land Plants NA \n", | |
| "3 Medicago truncatula Eukaryota;Plants;Land Plants A17 \n", | |
| "4 Glycine max Eukaryota;Plants;Land Plants NA \n", | |
| "5 Solanum lycopersicum Eukaryota;Plants;Land Plants NA \n", | |
| "6 Hordeum vulgare Eukaryota;Plants;Land Plants NA \n", | |
| " BioSample BioProject Assembly Level Size(Mb) GC% \n", | |
| "1 SAMN02744062 PRJNA77753 GCA_000372725.1 Scaffold 167.676 64.5000\n", | |
| "2 SAMN03081427 PRJNA10719 GCA_000001735.1 Chromosome 119.668 36.0528\n", | |
| "3 SAMN02299339 PRJNA10791 GCA_000219495.2 Chromosome 412.924 34.0470\n", | |
| "4 SAMN00002965 PRJNA19861 GCA_000004515.3 Chromosome 978.972 35.1208\n", | |
| "5 SAMN02981290 PRJNA119 GCA_000188115.2 Chromosome 823.786 35.7097\n", | |
| "6 SAMEA3903302 PRJEB13020 GCA_900075435.2 Scaffold 9788.860 0.0000\n", | |
| " Replicons \n", | |
| "1 NA \n", | |
| "2 chromosome 1:NC_003070.9/CP002684.1; chromosome 2:NC_003071.7/CP002685.1; chromosome 3:NC_003074.8/CP002686.1; chromosome 4:NC_003075.7/CP002687.1; chromosome 5:NC_003076.8/CP002688.1; mitochondrion MT:NC_001284.2/Y08501.2; chloroplast Pltd:NC_000932.1/AP000423.1 \n", | |
| "3 chromosome 1:NC_016407.2/CM001217.2; chromosome 2:NC_016408.2/CM001218.2; chromosome 3:NC_016409.2/CM001219.2; chromosome 4:NC_016410.2/CM001220.2; chromosome 5:NC_016411.2/CM001221.2; chromosome 6:NC_016412.2/CM001222.2; chromosome 7:NC_016413.2/CM001223.2; chromosome 8:NC_016414.2/CM001224.2; chloroplast Pltd:NC_003119.6/AC093544.8 \n", | |
| "4 chromosome 1:NC_016088.2/CM000834.2; chromosome 2:NC_016089.2/CM000835.2; chromosome 3:NC_016090.2/CM000836.2; chromosome 4:NC_016091.2/CM000837.2; chromosome 5:NC_016092.2/CM000838.2; chromosome 6:NC_016093.2/CM000839.2; chromosome 7:NC_016094.2/CM000840.2; chromosome 8:NC_016095.2/CM000841.2; chromosome 9:NC_016096.2/CM000842.2; chromosome 10:NC_016097.2/CM000843.2; chromosome 11:NC_016098.2/CM000844.2; chromosome 12:NC_016099.2/CM000845.2; chromosome 13:NC_016100.2/CM000846.2; chromosome 14:NC_016101.2/CM000847.2; chromosome 15:NC_016102.2/CM000848.2; chromosome 16:NC_016103.2/CM000849.2; chromosome 17:NC_016104.2/CM000850.2; chromosome 18:NC_016105.2/CM000851.2; chromosome 19:NC_016106.2/CM000852.2; chromosome 20:NC_016107.2/CM000853.2; chloroplast Pltd:NC_007942.1/DQ317523.1; mitochondrion MT:NC_020455.1/JX463295.1\n", | |
| "5 chromosome 1:NC_015438.2/CM001064.2; chromosome 2:NC_015439.2/CM001065.2; chromosome 3:NC_015440.2/CM001066.2; chromosome 4:NC_015441.2/CM001067.2; chromosome 5:NC_015442.2/CM001068.2; chromosome 6:NC_015443.2/CM001069.2; chromosome 7:NC_015444.2/CM001070.2; chromosome 8:NC_015445.2/CM001071.2; chromosome 9:NC_015446.2/CM001072.2; chromosome 10:NC_015447.2/CM001073.2; chromosome 11:NC_015448.2/CM001074.2; chromosome 12:NC_015449.2/CM001075.2; chloroplast:NC_007898.3/DQ347959.1 \n", | |
| "6 NA \n", | |
| " WGS Scaffolds CDS Release Date\n", | |
| "1 AHAL01 7795 38554 2013-04-19 \n", | |
| "2 NA 7 48350 2001-08-13 \n", | |
| "3 APNO01 2187 57661 2011-08-12 \n", | |
| "4 ACUP02 1191 71525 2010-01-05 \n", | |
| "5 AEKE02 3224 36010 2010-12-10 \n", | |
| "6 FJWB02 72295 0 2016-08-25 \n", | |
| " GenBank FTP \n", | |
| "1 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/372/725/GCA_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0\n", | |
| "2 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/001/735/GCA_000001735.1_TAIR10 \n", | |
| "3 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/219/495/GCA_000219495.2_MedtrA17_4.0 \n", | |
| "4 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/004/515/GCA_000004515.3_Glycine_max_v2.0 \n", | |
| "5 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/188/115/GCA_000188115.2_SL2.50 \n", | |
| "6 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/900/075/435/GCA_900075435.2_barley_BACs_2 \n", | |
| " RefSeq FTP \n", | |
| "1 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/372/725/GCF_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0\n", | |
| "2 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/001/735/GCF_000001735.3_TAIR10 \n", | |
| "3 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/219/495/GCF_000219495.3_MedtrA17_4.0 \n", | |
| "4 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/004/515/GCF_000004515.4_Glycine_max_v2.0 \n", | |
| "5 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/188/115/GCF_000188115.3_SL2.50 \n", | |
| "6 NA " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "raw_eukaryote = read_csv('all_genomes_lists/eukaryotes.csv')\n", | |
| "head(raw_eukaryote)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "_cell_guid": "a527a8b0-86d5-4481-8b8a-0e6716f65d6d", | |
| "_uuid": "4fd42e5d21225b141111471c5a2346032e28f671", | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<table>\n", | |
| "<thead><tr><th scope=col>#Organism Name</th><th scope=col>Organism Groups</th><th scope=col>Strain</th><th scope=col>BioSample</th><th scope=col>BioProject</th><th scope=col>Assembly</th><th scope=col>Level</th><th scope=col>Size(Mb)</th><th scope=col>GC%</th><th scope=col>Replicons</th><th scope=col>WGS</th><th scope=col>Scaffolds</th><th scope=col>CDS</th><th scope=col>Release Date</th><th scope=col>GenBank FTP</th><th scope=col>RefSeq FTP</th></tr></thead>\n", | |
| "<tbody>\n", | |
| "\t<tr><td>Emiliania huxleyi CCMP1516 </td><td>Eukaryota;Protists;Other Protists </td><td>CCMP1516 </td><td>SAMN02744062 </td><td>PRJNA77753 </td><td>GCA_000372725.1 </td><td>Scaffold </td><td> 167.676 </td><td>64.5000 </td><td>NA </td><td>AHAL01 </td><td> 7795 </td><td>38554 </td><td>2013-04-19 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/372/725/GCA_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/372/725/GCF_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0 </td></tr>\n", | |
| "\t<tr><td>Arabidopsis thaliana </td><td>Eukaryota;Plants;Land Plants </td><td>NA </td><td>SAMN03081427 </td><td>PRJNA10719 </td><td>GCA_000001735.1 </td><td>Chromosome </td><td> 119.668 </td><td>36.0528 </td><td>chromosome 1:NC_003070.9/CP002684.1; chromosome 2:NC_003071.7/CP002685.1; chromosome 3:NC_003074.8/CP002686.1; chromosome 4:NC_003075.7/CP002687.1; chromosome 5:NC_003076.8/CP002688.1; mitochondrion MT:NC_001284.2/Y08501.2; chloroplast Pltd:NC_000932.1/AP000423.1 </td><td>NA </td><td> 7 </td><td>48350 </td><td>2001-08-13 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/001/735/GCA_000001735.1_TAIR10 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/001/735/GCF_000001735.3_TAIR10 </td></tr>\n", | |
| "\t<tr><td>Medicago truncatula </td><td>Eukaryota;Plants;Land Plants </td><td>A17 </td><td>SAMN02299339 </td><td>PRJNA10791 </td><td>GCA_000219495.2 </td><td>Chromosome </td><td> 412.924 </td><td>34.0470 </td><td>chromosome 1:NC_016407.2/CM001217.2; chromosome 2:NC_016408.2/CM001218.2; chromosome 3:NC_016409.2/CM001219.2; chromosome 4:NC_016410.2/CM001220.2; chromosome 5:NC_016411.2/CM001221.2; chromosome 6:NC_016412.2/CM001222.2; chromosome 7:NC_016413.2/CM001223.2; chromosome 8:NC_016414.2/CM001224.2; chloroplast Pltd:NC_003119.6/AC093544.8 </td><td>APNO01 </td><td> 2187 </td><td>57661 </td><td>2011-08-12 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/219/495/GCA_000219495.2_MedtrA17_4.0 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/219/495/GCF_000219495.3_MedtrA17_4.0 </td></tr>\n", | |
| "\t<tr><td>Glycine max </td><td>Eukaryota;Plants;Land Plants </td><td>NA </td><td>SAMN00002965 </td><td>PRJNA19861 </td><td>GCA_000004515.3 </td><td>Chromosome </td><td> 978.972 </td><td>35.1208 </td><td>chromosome 1:NC_016088.2/CM000834.2; chromosome 2:NC_016089.2/CM000835.2; chromosome 3:NC_016090.2/CM000836.2; chromosome 4:NC_016091.2/CM000837.2; chromosome 5:NC_016092.2/CM000838.2; chromosome 6:NC_016093.2/CM000839.2; chromosome 7:NC_016094.2/CM000840.2; chromosome 8:NC_016095.2/CM000841.2; chromosome 9:NC_016096.2/CM000842.2; chromosome 10:NC_016097.2/CM000843.2; chromosome 11:NC_016098.2/CM000844.2; chromosome 12:NC_016099.2/CM000845.2; chromosome 13:NC_016100.2/CM000846.2; chromosome 14:NC_016101.2/CM000847.2; chromosome 15:NC_016102.2/CM000848.2; chromosome 16:NC_016103.2/CM000849.2; chromosome 17:NC_016104.2/CM000850.2; chromosome 18:NC_016105.2/CM000851.2; chromosome 19:NC_016106.2/CM000852.2; chromosome 20:NC_016107.2/CM000853.2; chloroplast Pltd:NC_007942.1/DQ317523.1; mitochondrion MT:NC_020455.1/JX463295.1</td><td>ACUP02 </td><td> 1191 </td><td>71525 </td><td>2010-01-05 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/004/515/GCA_000004515.3_Glycine_max_v2.0 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/004/515/GCF_000004515.4_Glycine_max_v2.0 </td></tr>\n", | |
| "\t<tr><td>Solanum lycopersicum </td><td>Eukaryota;Plants;Land Plants </td><td>NA </td><td>SAMN02981290 </td><td>PRJNA119 </td><td>GCA_000188115.2 </td><td>Chromosome </td><td> 823.786 </td><td>35.7097 </td><td>chromosome 1:NC_015438.2/CM001064.2; chromosome 2:NC_015439.2/CM001065.2; chromosome 3:NC_015440.2/CM001066.2; chromosome 4:NC_015441.2/CM001067.2; chromosome 5:NC_015442.2/CM001068.2; chromosome 6:NC_015443.2/CM001069.2; chromosome 7:NC_015444.2/CM001070.2; chromosome 8:NC_015445.2/CM001071.2; chromosome 9:NC_015446.2/CM001072.2; chromosome 10:NC_015447.2/CM001073.2; chromosome 11:NC_015448.2/CM001074.2; chromosome 12:NC_015449.2/CM001075.2; chloroplast:NC_007898.3/DQ347959.1 </td><td>AEKE02 </td><td> 3224 </td><td>36010 </td><td>2010-12-10 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/188/115/GCA_000188115.2_SL2.50 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/188/115/GCF_000188115.3_SL2.50 </td></tr>\n", | |
| "\t<tr><td>Hordeum vulgare </td><td>Eukaryota;Plants;Land Plants </td><td>NA </td><td>SAMEA3903302 </td><td>PRJEB13020 </td><td>GCA_900075435.2 </td><td>Scaffold </td><td>9788.860 </td><td> 0.0000 </td><td>NA </td><td>FJWB02 </td><td>72295 </td><td> 0 </td><td>2016-08-25 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/900/075/435/GCA_900075435.2_barley_BACs_2 </td><td>NA </td></tr>\n", | |
| "</tbody>\n", | |
| "</table>\n" | |
| ], | |
| "text/latex": [ | |
| "\\begin{tabular}{r|llllllllllllllll}\n", | |
| " \\#Organism Name & Organism Groups & Strain & BioSample & BioProject & Assembly & Level & Size(Mb) & GC\\% & Replicons & WGS & Scaffolds & CDS & Release Date & GenBank FTP & RefSeq FTP\\\\\n", | |
| "\\hline\n", | |
| "\t Emiliania huxleyi CCMP1516 & Eukaryota;Protists;Other Protists & CCMP1516 & SAMN02744062 & PRJNA77753 & GCA\\_000372725.1 & Scaffold & 167.676 & 64.5000 & NA & AHAL01 & 7795 & 38554 & 2013-04-19 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/372/725/GCA\\_000372725.1\\_Emiliana\\_huxleyi\\_CCMP1516\\_main\\_genome\\_assembly\\_v1.0 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/372/725/GCF\\_000372725.1\\_Emiliana\\_huxleyi\\_CCMP1516\\_main\\_genome\\_assembly\\_v1.0 \\\\\n", | |
| "\t Arabidopsis thaliana & Eukaryota;Plants;Land Plants & NA & SAMN03081427 & PRJNA10719 & GCA\\_000001735.1 & Chromosome & 119.668 & 36.0528 & chromosome 1:NC\\_003070.9/CP002684.1; chromosome 2:NC\\_003071.7/CP002685.1; chromosome 3:NC\\_003074.8/CP002686.1; chromosome 4:NC\\_003075.7/CP002687.1; chromosome 5:NC\\_003076.8/CP002688.1; mitochondrion MT:NC\\_001284.2/Y08501.2; chloroplast Pltd:NC\\_000932.1/AP000423.1 & NA & 7 & 48350 & 2001-08-13 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/001/735/GCA\\_000001735.1\\_TAIR10 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/001/735/GCF\\_000001735.3\\_TAIR10 \\\\\n", | |
| "\t Medicago truncatula & Eukaryota;Plants;Land Plants & A17 & SAMN02299339 & PRJNA10791 & GCA\\_000219495.2 & Chromosome & 412.924 & 34.0470 & chromosome 1:NC\\_016407.2/CM001217.2; chromosome 2:NC\\_016408.2/CM001218.2; chromosome 3:NC\\_016409.2/CM001219.2; chromosome 4:NC\\_016410.2/CM001220.2; chromosome 5:NC\\_016411.2/CM001221.2; chromosome 6:NC\\_016412.2/CM001222.2; chromosome 7:NC\\_016413.2/CM001223.2; chromosome 8:NC\\_016414.2/CM001224.2; chloroplast Pltd:NC\\_003119.6/AC093544.8 & APNO01 & 2187 & 57661 & 2011-08-12 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/219/495/GCA\\_000219495.2\\_MedtrA17\\_4.0 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/219/495/GCF\\_000219495.3\\_MedtrA17\\_4.0 \\\\\n", | |
| "\t Glycine max & Eukaryota;Plants;Land Plants & NA & SAMN00002965 & PRJNA19861 & GCA\\_000004515.3 & Chromosome & 978.972 & 35.1208 & chromosome 1:NC\\_016088.2/CM000834.2; chromosome 2:NC\\_016089.2/CM000835.2; chromosome 3:NC\\_016090.2/CM000836.2; chromosome 4:NC\\_016091.2/CM000837.2; chromosome 5:NC\\_016092.2/CM000838.2; chromosome 6:NC\\_016093.2/CM000839.2; chromosome 7:NC\\_016094.2/CM000840.2; chromosome 8:NC\\_016095.2/CM000841.2; chromosome 9:NC\\_016096.2/CM000842.2; chromosome 10:NC\\_016097.2/CM000843.2; chromosome 11:NC\\_016098.2/CM000844.2; chromosome 12:NC\\_016099.2/CM000845.2; chromosome 13:NC\\_016100.2/CM000846.2; chromosome 14:NC\\_016101.2/CM000847.2; chromosome 15:NC\\_016102.2/CM000848.2; chromosome 16:NC\\_016103.2/CM000849.2; chromosome 17:NC\\_016104.2/CM000850.2; chromosome 18:NC\\_016105.2/CM000851.2; chromosome 19:NC\\_016106.2/CM000852.2; chromosome 20:NC\\_016107.2/CM000853.2; chloroplast Pltd:NC\\_007942.1/DQ317523.1; mitochondrion MT:NC\\_020455.1/JX463295.1 & ACUP02 & 1191 & 71525 & 2010-01-05 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/004/515/GCA\\_000004515.3\\_Glycine\\_max\\_v2.0 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/004/515/GCF\\_000004515.4\\_Glycine\\_max\\_v2.0 \\\\\n", | |
| "\t Solanum lycopersicum & Eukaryota;Plants;Land Plants & NA & SAMN02981290 & PRJNA119 & GCA\\_000188115.2 & Chromosome & 823.786 & 35.7097 & chromosome 1:NC\\_015438.2/CM001064.2; chromosome 2:NC\\_015439.2/CM001065.2; chromosome 3:NC\\_015440.2/CM001066.2; chromosome 4:NC\\_015441.2/CM001067.2; chromosome 5:NC\\_015442.2/CM001068.2; chromosome 6:NC\\_015443.2/CM001069.2; chromosome 7:NC\\_015444.2/CM001070.2; chromosome 8:NC\\_015445.2/CM001071.2; chromosome 9:NC\\_015446.2/CM001072.2; chromosome 10:NC\\_015447.2/CM001073.2; chromosome 11:NC\\_015448.2/CM001074.2; chromosome 12:NC\\_015449.2/CM001075.2; chloroplast:NC\\_007898.3/DQ347959.1 & AEKE02 & 3224 & 36010 & 2010-12-10 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/188/115/GCA\\_000188115.2\\_SL2.50 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/188/115/GCF\\_000188115.3\\_SL2.50 \\\\\n", | |
| "\t Hordeum vulgare & Eukaryota;Plants;Land Plants & NA & SAMEA3903302 & PRJEB13020 & GCA\\_900075435.2 & Scaffold & 9788.860 & 0.0000 & NA & FJWB02 & 72295 & 0 & 2016-08-25 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/900/075/435/GCA\\_900075435.2\\_barley\\_BACs\\_2 & NA \\\\\n", | |
| "\\end{tabular}\n" | |
| ], | |
| "text/markdown": [ | |
| "\n", | |
| "#Organism Name | Organism Groups | Strain | BioSample | BioProject | Assembly | Level | Size(Mb) | GC% | Replicons | WGS | Scaffolds | CDS | Release Date | GenBank FTP | RefSeq FTP | \n", | |
| "|---|---|---|---|---|---|\n", | |
| "| Emiliania huxleyi CCMP1516 | Eukaryota;Protists;Other Protists | CCMP1516 | SAMN02744062 | PRJNA77753 | GCA_000372725.1 | Scaffold | 167.676 | 64.5000 | NA | AHAL01 | 7795 | 38554 | 2013-04-19 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/372/725/GCA_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/372/725/GCF_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0 | \n", | |
| "| Arabidopsis thaliana | Eukaryota;Plants;Land Plants | NA | SAMN03081427 | PRJNA10719 | GCA_000001735.1 | Chromosome | 119.668 | 36.0528 | chromosome 1:NC_003070.9/CP002684.1; chromosome 2:NC_003071.7/CP002685.1; chromosome 3:NC_003074.8/CP002686.1; chromosome 4:NC_003075.7/CP002687.1; chromosome 5:NC_003076.8/CP002688.1; mitochondrion MT:NC_001284.2/Y08501.2; chloroplast Pltd:NC_000932.1/AP000423.1 | NA | 7 | 48350 | 2001-08-13 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/001/735/GCA_000001735.1_TAIR10 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/001/735/GCF_000001735.3_TAIR10 | \n", | |
| "| Medicago truncatula | Eukaryota;Plants;Land Plants | A17 | SAMN02299339 | PRJNA10791 | GCA_000219495.2 | Chromosome | 412.924 | 34.0470 | chromosome 1:NC_016407.2/CM001217.2; chromosome 2:NC_016408.2/CM001218.2; chromosome 3:NC_016409.2/CM001219.2; chromosome 4:NC_016410.2/CM001220.2; chromosome 5:NC_016411.2/CM001221.2; chromosome 6:NC_016412.2/CM001222.2; chromosome 7:NC_016413.2/CM001223.2; chromosome 8:NC_016414.2/CM001224.2; chloroplast Pltd:NC_003119.6/AC093544.8 | APNO01 | 2187 | 57661 | 2011-08-12 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/219/495/GCA_000219495.2_MedtrA17_4.0 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/219/495/GCF_000219495.3_MedtrA17_4.0 | \n", | |
| "| Glycine max | Eukaryota;Plants;Land Plants | NA | SAMN00002965 | PRJNA19861 | GCA_000004515.3 | Chromosome | 978.972 | 35.1208 | chromosome 1:NC_016088.2/CM000834.2; chromosome 2:NC_016089.2/CM000835.2; chromosome 3:NC_016090.2/CM000836.2; chromosome 4:NC_016091.2/CM000837.2; chromosome 5:NC_016092.2/CM000838.2; chromosome 6:NC_016093.2/CM000839.2; chromosome 7:NC_016094.2/CM000840.2; chromosome 8:NC_016095.2/CM000841.2; chromosome 9:NC_016096.2/CM000842.2; chromosome 10:NC_016097.2/CM000843.2; chromosome 11:NC_016098.2/CM000844.2; chromosome 12:NC_016099.2/CM000845.2; chromosome 13:NC_016100.2/CM000846.2; chromosome 14:NC_016101.2/CM000847.2; chromosome 15:NC_016102.2/CM000848.2; chromosome 16:NC_016103.2/CM000849.2; chromosome 17:NC_016104.2/CM000850.2; chromosome 18:NC_016105.2/CM000851.2; chromosome 19:NC_016106.2/CM000852.2; chromosome 20:NC_016107.2/CM000853.2; chloroplast Pltd:NC_007942.1/DQ317523.1; mitochondrion MT:NC_020455.1/JX463295.1 | ACUP02 | 1191 | 71525 | 2010-01-05 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/004/515/GCA_000004515.3_Glycine_max_v2.0 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/004/515/GCF_000004515.4_Glycine_max_v2.0 | \n", | |
| "| Solanum lycopersicum | Eukaryota;Plants;Land Plants | NA | SAMN02981290 | PRJNA119 | GCA_000188115.2 | Chromosome | 823.786 | 35.7097 | chromosome 1:NC_015438.2/CM001064.2; chromosome 2:NC_015439.2/CM001065.2; chromosome 3:NC_015440.2/CM001066.2; chromosome 4:NC_015441.2/CM001067.2; chromosome 5:NC_015442.2/CM001068.2; chromosome 6:NC_015443.2/CM001069.2; chromosome 7:NC_015444.2/CM001070.2; chromosome 8:NC_015445.2/CM001071.2; chromosome 9:NC_015446.2/CM001072.2; chromosome 10:NC_015447.2/CM001073.2; chromosome 11:NC_015448.2/CM001074.2; chromosome 12:NC_015449.2/CM001075.2; chloroplast:NC_007898.3/DQ347959.1 | AEKE02 | 3224 | 36010 | 2010-12-10 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/188/115/GCA_000188115.2_SL2.50 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/188/115/GCF_000188115.3_SL2.50 | \n", | |
| "| Hordeum vulgare | Eukaryota;Plants;Land Plants | NA | SAMEA3903302 | PRJEB13020 | GCA_900075435.2 | Scaffold | 9788.860 | 0.0000 | NA | FJWB02 | 72295 | 0 | 2016-08-25 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/900/075/435/GCA_900075435.2_barley_BACs_2 | NA | \n", | |
| "\n", | |
| "\n" | |
| ], | |
| "text/plain": [ | |
| " #Organism Name Organism Groups Strain \n", | |
| "1 Emiliania huxleyi CCMP1516 Eukaryota;Protists;Other Protists CCMP1516\n", | |
| "2 Arabidopsis thaliana Eukaryota;Plants;Land Plants NA \n", | |
| "3 Medicago truncatula Eukaryota;Plants;Land Plants A17 \n", | |
| "4 Glycine max Eukaryota;Plants;Land Plants NA \n", | |
| "5 Solanum lycopersicum Eukaryota;Plants;Land Plants NA \n", | |
| "6 Hordeum vulgare Eukaryota;Plants;Land Plants NA \n", | |
| " BioSample BioProject Assembly Level Size(Mb) GC% \n", | |
| "1 SAMN02744062 PRJNA77753 GCA_000372725.1 Scaffold 167.676 64.5000\n", | |
| "2 SAMN03081427 PRJNA10719 GCA_000001735.1 Chromosome 119.668 36.0528\n", | |
| "3 SAMN02299339 PRJNA10791 GCA_000219495.2 Chromosome 412.924 34.0470\n", | |
| "4 SAMN00002965 PRJNA19861 GCA_000004515.3 Chromosome 978.972 35.1208\n", | |
| "5 SAMN02981290 PRJNA119 GCA_000188115.2 Chromosome 823.786 35.7097\n", | |
| "6 SAMEA3903302 PRJEB13020 GCA_900075435.2 Scaffold 9788.860 0.0000\n", | |
| " Replicons \n", | |
| "1 NA \n", | |
| "2 chromosome 1:NC_003070.9/CP002684.1; chromosome 2:NC_003071.7/CP002685.1; chromosome 3:NC_003074.8/CP002686.1; chromosome 4:NC_003075.7/CP002687.1; chromosome 5:NC_003076.8/CP002688.1; mitochondrion MT:NC_001284.2/Y08501.2; chloroplast Pltd:NC_000932.1/AP000423.1 \n", | |
| "3 chromosome 1:NC_016407.2/CM001217.2; chromosome 2:NC_016408.2/CM001218.2; chromosome 3:NC_016409.2/CM001219.2; chromosome 4:NC_016410.2/CM001220.2; chromosome 5:NC_016411.2/CM001221.2; chromosome 6:NC_016412.2/CM001222.2; chromosome 7:NC_016413.2/CM001223.2; chromosome 8:NC_016414.2/CM001224.2; chloroplast Pltd:NC_003119.6/AC093544.8 \n", | |
| "4 chromosome 1:NC_016088.2/CM000834.2; chromosome 2:NC_016089.2/CM000835.2; chromosome 3:NC_016090.2/CM000836.2; chromosome 4:NC_016091.2/CM000837.2; chromosome 5:NC_016092.2/CM000838.2; chromosome 6:NC_016093.2/CM000839.2; chromosome 7:NC_016094.2/CM000840.2; chromosome 8:NC_016095.2/CM000841.2; chromosome 9:NC_016096.2/CM000842.2; chromosome 10:NC_016097.2/CM000843.2; chromosome 11:NC_016098.2/CM000844.2; chromosome 12:NC_016099.2/CM000845.2; chromosome 13:NC_016100.2/CM000846.2; chromosome 14:NC_016101.2/CM000847.2; chromosome 15:NC_016102.2/CM000848.2; chromosome 16:NC_016103.2/CM000849.2; chromosome 17:NC_016104.2/CM000850.2; chromosome 18:NC_016105.2/CM000851.2; chromosome 19:NC_016106.2/CM000852.2; chromosome 20:NC_016107.2/CM000853.2; chloroplast Pltd:NC_007942.1/DQ317523.1; mitochondrion MT:NC_020455.1/JX463295.1\n", | |
| "5 chromosome 1:NC_015438.2/CM001064.2; chromosome 2:NC_015439.2/CM001065.2; chromosome 3:NC_015440.2/CM001066.2; chromosome 4:NC_015441.2/CM001067.2; chromosome 5:NC_015442.2/CM001068.2; chromosome 6:NC_015443.2/CM001069.2; chromosome 7:NC_015444.2/CM001070.2; chromosome 8:NC_015445.2/CM001071.2; chromosome 9:NC_015446.2/CM001072.2; chromosome 10:NC_015447.2/CM001073.2; chromosome 11:NC_015448.2/CM001074.2; chromosome 12:NC_015449.2/CM001075.2; chloroplast:NC_007898.3/DQ347959.1 \n", | |
| "6 NA \n", | |
| " WGS Scaffolds CDS Release Date\n", | |
| "1 AHAL01 7795 38554 2013-04-19 \n", | |
| "2 NA 7 48350 2001-08-13 \n", | |
| "3 APNO01 2187 57661 2011-08-12 \n", | |
| "4 ACUP02 1191 71525 2010-01-05 \n", | |
| "5 AEKE02 3224 36010 2010-12-10 \n", | |
| "6 FJWB02 72295 0 2016-08-25 \n", | |
| " GenBank FTP \n", | |
| "1 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/372/725/GCA_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0\n", | |
| "2 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/001/735/GCA_000001735.1_TAIR10 \n", | |
| "3 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/219/495/GCA_000219495.2_MedtrA17_4.0 \n", | |
| "4 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/004/515/GCA_000004515.3_Glycine_max_v2.0 \n", | |
| "5 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/188/115/GCA_000188115.2_SL2.50 \n", | |
| "6 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/900/075/435/GCA_900075435.2_barley_BACs_2 \n", | |
| " RefSeq FTP \n", | |
| "1 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/372/725/GCF_000372725.1_Emiliana_huxleyi_CCMP1516_main_genome_assembly_v1.0\n", | |
| "2 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/001/735/GCF_000001735.3_TAIR10 \n", | |
| "3 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/219/495/GCF_000219495.3_MedtrA17_4.0 \n", | |
| "4 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/004/515/GCF_000004515.4_Glycine_max_v2.0 \n", | |
| "5 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/188/115/GCF_000188115.3_SL2.50 \n", | |
| "6 NA " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# just the chromosome and scaffold level assembies, the contigs removed\n", | |
| "eukaryote = raw_eukaryote[raw_eukaryote$Level == \"Chromosome\" || raw_eukaryote$Level == \"Scaffold\",]\n", | |
| "head(eukaryote)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "_cell_guid": "b3a8a3aa-9bbb-4cef-be9e-145006d1915d", | |
| "_uuid": "1ced7389eaf5a37e26ba58e0b99f4c760ea189d6" | |
| }, | |
| "source": [ | |
| "### read in the eukaryote data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "_cell_guid": "270e4339-5f7a-4837-9d8c-98436c5c3d7e", | |
| "_uuid": "3cc2aaa64f0d83df0c6f7fc9b7bd521dd7c0ecd9" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<table>\n", | |
| "<thead><tr><th scope=col>#Organism Name</th><th scope=col>Organism Groups</th><th scope=col>Strain</th><th scope=col>BioSample</th><th scope=col>BioProject</th><th scope=col>Assembly</th><th scope=col>Level</th><th scope=col>Size(Mb)</th><th scope=col>GC%</th><th scope=col>Replicons</th><th scope=col>WGS</th><th scope=col>Scaffolds</th><th scope=col>CDS</th><th scope=col>Release Date</th><th scope=col>GenBank FTP</th><th scope=col>RefSeq FTP</th></tr></thead>\n", | |
| "<tbody>\n", | |
| "\t<tr><td>Prototheca stagnorum </td><td>Eukaryota;Plants;Green Algae </td><td>JCM 9641 </td><td>SAMD00028436 </td><td>PRJDB3715 </td><td>GCA_002794665.1 </td><td>Scaffold </td><td>16.8962 </td><td>71.4 </td><td>NA </td><td>BCJY01 </td><td>27 </td><td>0 </td><td>2017-11-16 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/002/794/665/GCA_002794665.1_JCM_9641_assembly_v001</td><td>NA </td></tr>\n", | |
| "</tbody>\n", | |
| "</table>\n" | |
| ], | |
| "text/latex": [ | |
| "\\begin{tabular}{r|llllllllllllllll}\n", | |
| " \\#Organism Name & Organism Groups & Strain & BioSample & BioProject & Assembly & Level & Size(Mb) & GC\\% & Replicons & WGS & Scaffolds & CDS & Release Date & GenBank FTP & RefSeq FTP\\\\\n", | |
| "\\hline\n", | |
| "\t Prototheca stagnorum & Eukaryota;Plants;Green Algae & JCM 9641 & SAMD00028436 & PRJDB3715 & GCA\\_002794665.1 & Scaffold & 16.8962 & 71.4 & NA & BCJY01 & 27 & 0 & 2017-11-16 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/002/794/665/GCA\\_002794665.1\\_JCM\\_9641\\_assembly\\_v001 & NA \\\\\n", | |
| "\\end{tabular}\n" | |
| ], | |
| "text/markdown": [ | |
| "\n", | |
| "#Organism Name | Organism Groups | Strain | BioSample | BioProject | Assembly | Level | Size(Mb) | GC% | Replicons | WGS | Scaffolds | CDS | Release Date | GenBank FTP | RefSeq FTP | \n", | |
| "|---|\n", | |
| "| Prototheca stagnorum | Eukaryota;Plants;Green Algae | JCM 9641 | SAMD00028436 | PRJDB3715 | GCA_002794665.1 | Scaffold | 16.8962 | 71.4 | NA | BCJY01 | 27 | 0 | 2017-11-16 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/002/794/665/GCA_002794665.1_JCM_9641_assembly_v001 | NA | \n", | |
| "\n", | |
| "\n" | |
| ], | |
| "text/plain": [ | |
| " #Organism Name Organism Groups Strain BioSample \n", | |
| "1 Prototheca stagnorum Eukaryota;Plants;Green Algae JCM 9641 SAMD00028436\n", | |
| " BioProject Assembly Level Size(Mb) GC% Replicons WGS Scaffolds\n", | |
| "1 PRJDB3715 GCA_002794665.1 Scaffold 16.8962 71.4 NA BCJY01 27 \n", | |
| " CDS Release Date\n", | |
| "1 0 2017-11-16 \n", | |
| " GenBank FTP \n", | |
| "1 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/002/794/665/GCA_002794665.1_JCM_9641_assembly_v001\n", | |
| " RefSeq FTP\n", | |
| "1 NA " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "eukaryote = eukaryote[eukaryote$\"GC%\" > 5,]\n", | |
| "#Prototheca stagnorum has 71% GC content which is pretty neat\n", | |
| "eukaryote[eukaryote$\"GC%\" > 70,]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "_cell_guid": "3864b316-60e2-42da-894e-61a2780b1584", | |
| "_uuid": "d8b84411dbfec9b643975e2319bed2389c29e224" | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n" | |
| ] | |
| }, | |
| { | |
| "data": {}, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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WI/7j4ybhvx8Y9/vLf/5IJNM+U7nfYk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\n0By/1wAAAABJRU5ErkJggg==", | |
| "text/plain": [ | |
| "plot without title" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "#looking at the data there appears to be some missing data.\n", | |
| "# GC of zero seen, looks like one with with a very low number,\n", | |
| "# also an outlier with >70% gc, I should look at what this one is \n", | |
| "qplot(eukaryote$\"GC%\") +\n", | |
| " labs(title = \"Histogram of Eukaryote genome %GC content\", x= \"%GC content\", y = \"Frequency\") +\n", | |
| "\ttheme_fivethirtyeight()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "_cell_guid": "2aba6bfd-fdb6-462a-9870-cb5fa3d80b04", | |
| "_uuid": "5a1e4c50b4ffbf5fc4718d5dcaf600ac0362b85a" | |
| }, | |
| "source": [ | |
| "### read in the prokaryote data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "_cell_guid": "4ed5c5c9-58a5-4ffd-81be-89082c4f3f1c", | |
| "_uuid": "e6bf165689f176a4f20298c2bc2a1857da574c15" | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Parsed with column specification:\n", | |
| "cols(\n", | |
| " `#Organism Name` = col_character(),\n", | |
| " `Organism Groups` = col_character(),\n", | |
| " Strain = col_character(),\n", | |
| " BioSample = col_character(),\n", | |
| " BioProject = col_character(),\n", | |
| " Assembly = col_character(),\n", | |
| " Level = col_character(),\n", | |
| " `Size(Mb)` = col_double(),\n", | |
| " `GC%` = col_double(),\n", | |
| " Replicons = col_character(),\n", | |
| " WGS = col_character(),\n", | |
| " Scaffolds = col_integer(),\n", | |
| " CDS = col_integer(),\n", | |
| " `Release Date` = col_datetime(format = \"\"),\n", | |
| " `GenBank FTP` = col_character(),\n", | |
| " `RefSeq FTP` = col_character()\n", | |
| ")\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "prokaryote = read_csv('all_genomes_lists/prokaryotes.csv')\n", | |
| "prokaryote = prokaryote[prokaryote$\"GC%\" > 5,]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "_cell_guid": "2eba28e4-df90-4a8b-a45d-f6dfd015cb12", | |
| "_uuid": "0d4e08e554ee613287c2265c3b56efadbca713c0" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<table>\n", | |
| "<thead><tr><th scope=col>#Organism Name</th><th scope=col>Organism Groups</th><th scope=col>Strain</th><th scope=col>BioSample</th><th scope=col>BioProject</th><th scope=col>Assembly</th><th scope=col>Level</th><th scope=col>Size(Mb)</th><th scope=col>GC%</th><th scope=col>Replicons</th><th scope=col>WGS</th><th scope=col>Scaffolds</th><th scope=col>CDS</th><th scope=col>Release Date</th><th scope=col>GenBank FTP</th><th scope=col>RefSeq FTP</th></tr></thead>\n", | |
| "<tbody>\n", | |
| "\t<tr><td>Candidatus Carsonella ruddii PC isolate NHV </td><td>Bacteria;Proteobacteria;Gammaproteobacteria </td><td>PC </td><td>SAMN02641651 </td><td>PRJNA165191 </td><td>GCA_000287315.1 </td><td>Complete </td><td>0.159923 </td><td>15.6 </td><td>chromosome:CP003545.1 </td><td>NA </td><td>1 </td><td>182 </td><td>2012-08-13 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/287/315/GCA_000287315.1_ASM28731v1 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/287/315/GCF_000287315.1_ASM28731v1 </td></tr>\n", | |
| "\t<tr><td>Candidatus Zinderia insecticola CARI </td><td>Bacteria;Proteobacteria;Betaproteobacteria </td><td>CARI </td><td>SAMN02604227 </td><td>PRJNA51243 </td><td>GCA_000147015.1 </td><td>Complete </td><td>0.208564 </td><td>13.5 </td><td>chromosome:CP002161.1 </td><td>NA </td><td>1 </td><td>206 </td><td>2010-09-09 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/147/015/GCA_000147015.1_ASM14701v1 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/147/015/GCF_000147015.1_ASM14701v1 </td></tr>\n", | |
| "\t<tr><td>Candidatus Nasuia deltocephalinicola str. NAS-ALF </td><td>Bacteria;Proteobacteria;Betaproteobacteria </td><td>ALF </td><td>SAMN02641653 </td><td>PRJNA206993 </td><td>GCA_000442605.1 </td><td>Complete </td><td>0.112091 </td><td>17.1 </td><td>chromosome:NC_021919.1/CP006059.1 </td><td>NA </td><td>1 </td><td>138 </td><td>2013-08-01 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/442/605/GCA_000442605.1_ASM44260v1 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/442/605/GCF_000442605.1_ASM44260v1 </td></tr>\n", | |
| "\t<tr><td>Enterobacteriaceae bacterium NZ1215 </td><td>Bacteria;Proteobacteria;Gammaproteobacteria </td><td>NZ1215 </td><td>SAMN07758087 </td><td>PRJNA413589 </td><td>GCA_002688505.1 </td><td>Complete </td><td>0.271175 </td><td>15.4 </td><td>chromosome:CP024013.1 </td><td>NA </td><td>1 </td><td> 0 </td><td>2017-10-24 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/002/688/505/GCA_002688505.1_ASM268850v1</td><td>NA </td></tr>\n", | |
| "\t<tr><td>Candidatus Nasuia deltocephalinicola </td><td>Bacteria;Proteobacteria;Betaproteobacteria </td><td>PUNC </td><td>SAMN04223555 </td><td>PRJNA300484 </td><td>GCA_001447885.1 </td><td>Complete </td><td>0.112031 </td><td>16.6 </td><td>chromosome:NZ_CP013211.1/CP013211.1 </td><td>NA </td><td>1 </td><td>138 </td><td>2015-11-24 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/001/447/885/GCA_001447885.1_ASM144788v1</td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/001/447/885/GCF_001447885.1_ASM144788v1</td></tr>\n", | |
| "\t<tr><td>Candidatus Carsonella ruddii PV </td><td>Bacteria;Proteobacteria;Gammaproteobacteria </td><td>PV </td><td>SAMD00061085 </td><td>PRJNA17977 </td><td>GCA_000010365.1 </td><td>Complete </td><td>0.159662 </td><td>16.6 </td><td>chromosome:AP009180.1 </td><td>NA </td><td>1 </td><td>182 </td><td>2006-10-17 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/010/365/GCA_000010365.1_ASM1036v1 </td><td>ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/010/365/GCF_000010365.1_ASM1036v1 </td></tr>\n", | |
| "</tbody>\n", | |
| "</table>\n" | |
| ], | |
| "text/latex": [ | |
| "\\begin{tabular}{r|llllllllllllllll}\n", | |
| " \\#Organism Name & Organism Groups & Strain & BioSample & BioProject & Assembly & Level & Size(Mb) & GC\\% & Replicons & WGS & Scaffolds & CDS & Release Date & GenBank FTP & RefSeq FTP\\\\\n", | |
| "\\hline\n", | |
| "\t Candidatus Carsonella ruddii PC isolate NHV & Bacteria;Proteobacteria;Gammaproteobacteria & PC & SAMN02641651 & PRJNA165191 & GCA\\_000287315.1 & Complete & 0.159923 & 15.6 & chromosome:CP003545.1 & NA & 1 & 182 & 2012-08-13 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/287/315/GCA\\_000287315.1\\_ASM28731v1 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/287/315/GCF\\_000287315.1\\_ASM28731v1 \\\\\n", | |
| "\t Candidatus Zinderia insecticola CARI & Bacteria;Proteobacteria;Betaproteobacteria & CARI & SAMN02604227 & PRJNA51243 & GCA\\_000147015.1 & Complete & 0.208564 & 13.5 & chromosome:CP002161.1 & NA & 1 & 206 & 2010-09-09 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/147/015/GCA\\_000147015.1\\_ASM14701v1 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/147/015/GCF\\_000147015.1\\_ASM14701v1 \\\\\n", | |
| "\t Candidatus Nasuia deltocephalinicola str. NAS-ALF & Bacteria;Proteobacteria;Betaproteobacteria & ALF & SAMN02641653 & PRJNA206993 & GCA\\_000442605.1 & Complete & 0.112091 & 17.1 & chromosome:NC\\_021919.1/CP006059.1 & NA & 1 & 138 & 2013-08-01 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/442/605/GCA\\_000442605.1\\_ASM44260v1 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/442/605/GCF\\_000442605.1\\_ASM44260v1 \\\\\n", | |
| "\t Enterobacteriaceae bacterium NZ1215 & Bacteria;Proteobacteria;Gammaproteobacteria & NZ1215 & SAMN07758087 & PRJNA413589 & GCA\\_002688505.1 & Complete & 0.271175 & 15.4 & chromosome:CP024013.1 & NA & 1 & 0 & 2017-10-24 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/002/688/505/GCA\\_002688505.1\\_ASM268850v1 & NA \\\\\n", | |
| "\t Candidatus Nasuia deltocephalinicola & Bacteria;Proteobacteria;Betaproteobacteria & PUNC & SAMN04223555 & PRJNA300484 & GCA\\_001447885.1 & Complete & 0.112031 & 16.6 & chromosome:NZ\\_CP013211.1/CP013211.1 & NA & 1 & 138 & 2015-11-24 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/001/447/885/GCA\\_001447885.1\\_ASM144788v1 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/001/447/885/GCF\\_001447885.1\\_ASM144788v1\\\\\n", | |
| "\t Candidatus Carsonella ruddii PV & Bacteria;Proteobacteria;Gammaproteobacteria & PV & SAMD00061085 & PRJNA17977 & GCA\\_000010365.1 & Complete & 0.159662 & 16.6 & chromosome:AP009180.1 & NA & 1 & 182 & 2006-10-17 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/010/365/GCA\\_000010365.1\\_ASM1036v1 & ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/010/365/GCF\\_000010365.1\\_ASM1036v1 \\\\\n", | |
| "\\end{tabular}\n" | |
| ], | |
| "text/markdown": [ | |
| "\n", | |
| "#Organism Name | Organism Groups | Strain | BioSample | BioProject | Assembly | Level | Size(Mb) | GC% | Replicons | WGS | Scaffolds | CDS | Release Date | GenBank FTP | RefSeq FTP | \n", | |
| "|---|---|---|---|---|---|\n", | |
| "| Candidatus Carsonella ruddii PC isolate NHV | Bacteria;Proteobacteria;Gammaproteobacteria | PC | SAMN02641651 | PRJNA165191 | GCA_000287315.1 | Complete | 0.159923 | 15.6 | chromosome:CP003545.1 | NA | 1 | 182 | 2012-08-13 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/287/315/GCA_000287315.1_ASM28731v1 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/287/315/GCF_000287315.1_ASM28731v1 | \n", | |
| "| Candidatus Zinderia insecticola CARI | Bacteria;Proteobacteria;Betaproteobacteria | CARI | SAMN02604227 | PRJNA51243 | GCA_000147015.1 | Complete | 0.208564 | 13.5 | chromosome:CP002161.1 | NA | 1 | 206 | 2010-09-09 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/147/015/GCA_000147015.1_ASM14701v1 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/147/015/GCF_000147015.1_ASM14701v1 | \n", | |
| "| Candidatus Nasuia deltocephalinicola str. NAS-ALF | Bacteria;Proteobacteria;Betaproteobacteria | ALF | SAMN02641653 | PRJNA206993 | GCA_000442605.1 | Complete | 0.112091 | 17.1 | chromosome:NC_021919.1/CP006059.1 | NA | 1 | 138 | 2013-08-01 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/442/605/GCA_000442605.1_ASM44260v1 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/442/605/GCF_000442605.1_ASM44260v1 | \n", | |
| "| Enterobacteriaceae bacterium NZ1215 | Bacteria;Proteobacteria;Gammaproteobacteria | NZ1215 | SAMN07758087 | PRJNA413589 | GCA_002688505.1 | Complete | 0.271175 | 15.4 | chromosome:CP024013.1 | NA | 1 | 0 | 2017-10-24 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/002/688/505/GCA_002688505.1_ASM268850v1 | NA | \n", | |
| "| Candidatus Nasuia deltocephalinicola | Bacteria;Proteobacteria;Betaproteobacteria | PUNC | SAMN04223555 | PRJNA300484 | GCA_001447885.1 | Complete | 0.112031 | 16.6 | chromosome:NZ_CP013211.1/CP013211.1 | NA | 1 | 138 | 2015-11-24 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/001/447/885/GCA_001447885.1_ASM144788v1 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/001/447/885/GCF_001447885.1_ASM144788v1 | \n", | |
| "| Candidatus Carsonella ruddii PV | Bacteria;Proteobacteria;Gammaproteobacteria | PV | SAMD00061085 | PRJNA17977 | GCA_000010365.1 | Complete | 0.159662 | 16.6 | chromosome:AP009180.1 | NA | 1 | 182 | 2006-10-17 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/010/365/GCA_000010365.1_ASM1036v1 | ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/010/365/GCF_000010365.1_ASM1036v1 | \n", | |
| "\n", | |
| "\n" | |
| ], | |
| "text/plain": [ | |
| " #Organism Name \n", | |
| "1 Candidatus Carsonella ruddii PC isolate NHV \n", | |
| "2 Candidatus Zinderia insecticola CARI \n", | |
| "3 Candidatus Nasuia deltocephalinicola str. NAS-ALF\n", | |
| "4 Enterobacteriaceae bacterium NZ1215 \n", | |
| "5 Candidatus Nasuia deltocephalinicola \n", | |
| "6 Candidatus Carsonella ruddii PV \n", | |
| " Organism Groups Strain BioSample BioProject \n", | |
| "1 Bacteria;Proteobacteria;Gammaproteobacteria PC SAMN02641651 PRJNA165191\n", | |
| "2 Bacteria;Proteobacteria;Betaproteobacteria CARI SAMN02604227 PRJNA51243 \n", | |
| "3 Bacteria;Proteobacteria;Betaproteobacteria ALF SAMN02641653 PRJNA206993\n", | |
| "4 Bacteria;Proteobacteria;Gammaproteobacteria NZ1215 SAMN07758087 PRJNA413589\n", | |
| "5 Bacteria;Proteobacteria;Betaproteobacteria PUNC SAMN04223555 PRJNA300484\n", | |
| "6 Bacteria;Proteobacteria;Gammaproteobacteria PV SAMD00061085 PRJNA17977 \n", | |
| " Assembly Level Size(Mb) GC% Replicons \n", | |
| "1 GCA_000287315.1 Complete 0.159923 15.6 chromosome:CP003545.1 \n", | |
| "2 GCA_000147015.1 Complete 0.208564 13.5 chromosome:CP002161.1 \n", | |
| "3 GCA_000442605.1 Complete 0.112091 17.1 chromosome:NC_021919.1/CP006059.1 \n", | |
| "4 GCA_002688505.1 Complete 0.271175 15.4 chromosome:CP024013.1 \n", | |
| "5 GCA_001447885.1 Complete 0.112031 16.6 chromosome:NZ_CP013211.1/CP013211.1\n", | |
| "6 GCA_000010365.1 Complete 0.159662 16.6 chromosome:AP009180.1 \n", | |
| " WGS Scaffolds CDS Release Date\n", | |
| "1 NA 1 182 2012-08-13 \n", | |
| "2 NA 1 206 2010-09-09 \n", | |
| "3 NA 1 138 2013-08-01 \n", | |
| "4 NA 1 0 2017-10-24 \n", | |
| "5 NA 1 138 2015-11-24 \n", | |
| "6 NA 1 182 2006-10-17 \n", | |
| " GenBank FTP \n", | |
| "1 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/287/315/GCA_000287315.1_ASM28731v1 \n", | |
| "2 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/147/015/GCA_000147015.1_ASM14701v1 \n", | |
| "3 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/442/605/GCA_000442605.1_ASM44260v1 \n", | |
| "4 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/002/688/505/GCA_002688505.1_ASM268850v1\n", | |
| "5 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/001/447/885/GCA_001447885.1_ASM144788v1\n", | |
| "6 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCA/000/010/365/GCA_000010365.1_ASM1036v1 \n", | |
| " RefSeq FTP \n", | |
| "1 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/287/315/GCF_000287315.1_ASM28731v1 \n", | |
| "2 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/147/015/GCF_000147015.1_ASM14701v1 \n", | |
| "3 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/442/605/GCF_000442605.1_ASM44260v1 \n", | |
| "4 NA \n", | |
| "5 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/001/447/885/GCF_001447885.1_ASM144788v1\n", | |
| "6 ftp://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/000/010/365/GCF_000010365.1_ASM1036v1 " | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "#check to make sure things aren't valuable\n", | |
| "low_prokaryote = prokaryote[prokaryote$\"GC%\" < 20,]\n", | |
| "head(low_prokaryote)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "_cell_guid": "c1f7a396-4108-4fe0-855d-c440680b05e3", | |
| "_uuid": "51a02806f5eb302ff0fcb665b7e5f7cca485818c", | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n" | |
| ] | |
| }, | |
| { | |
| "data": {}, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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V0r5URqkgApy01XjOzAy8Govq7s9NPNJv9OP/30XqtSWmty8B03NXd86/WJHvRd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\newAAAABJRU5ErkJggg==", | |
| "text/plain": [ | |
| "plot without title" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "#wider distribution for prokaryotes\n", | |
| "# higher mean and median\n", | |
| "qplot(prokaryote$\"GC%\") +\n", | |
| " labs(title = \"Histogram of Prokaryote genome %GC content\", x= \"%GC content\", y = \"Frequency\") +\n", | |
| "\ttheme_fivethirtyeight()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "_cell_guid": "5886bde7-b385-4f22-ac1e-a23698b0afba", | |
| "_uuid": "9d28be227722bf3805116622a3ad7900a7e98bcc" | |
| }, | |
| "source": [ | |
| "### read in the virus data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": { | |
| "_cell_guid": "c53fde9d-e318-45b1-be69-3b5b4fa6ad42", | |
| "_uuid": "a85f4af09f7ad423f8c4df70029149c5a353168c" | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Warning message:\n", | |
| "“Duplicated column names deduplicated: 'Replicons' => 'Replicons_1' [16]”Parsed with column specification:\n", | |
| "cols(\n", | |
| " `#Organism Name` = col_character(),\n", | |
| " `Organism Groups` = col_character(),\n", | |
| " BioSample = col_character(),\n", | |
| " BioProject = col_character(),\n", | |
| " Assembly = col_character(),\n", | |
| " Level = col_character(),\n", | |
| " `Size(Mb)` = col_double(),\n", | |
| " `GC%` = col_double(),\n", | |
| " Replicons = col_character(),\n", | |
| " Host = col_character(),\n", | |
| " CDS = col_integer(),\n", | |
| " Neighbors = col_integer(),\n", | |
| " `Release Date` = col_datetime(format = \"\"),\n", | |
| " `GenBank FTP` = col_character(),\n", | |
| " `RefSeq FTP` = col_character(),\n", | |
| " Replicons_1 = col_character()\n", | |
| ")\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "#one 0 in the viruses... also a gc as high as 80+ investigate further\n", | |
| "viruses = read_csv('all_genomes_lists/viruses.csv')\n", | |
| "viruses = viruses[viruses$\"GC%\" > 5,]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": { | |
| "_cell_guid": "1455fc63-bece-4a17-abc3-1f9625067504", | |
| "_uuid": "a4f5e8a265b5d0bfd32db4a7d48e7090c1393dfa" | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "`stat_bin()` using `bins = 30`. Pick better value with `binwidth`.\n" | |
| ] | |
| }, | |
| { | |
| "data": {}, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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63j0yrUT5DySO5cMS1PBHL/RdkldK3zXc46sNZ5JPnLBYf33vPQj1lDEoT8y5Mj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\nW14JECBAgAABAgQIEKgoIECqyGMjAQIECBAgQIA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| |
| "text/plain": [ | |
| "plot without title" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "qplot(viruses$\"GC%\")+\n", | |
| " labs(title = \"Histogram of Virus genome %GC content\", x= \"%GC content\", y = \"Frequency\") +\n", | |
| "\ttheme_fivethirtyeight()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "_cell_guid": "af565c22-10aa-4a2d-9b06-8749ffd56a53", | |
| "_uuid": "84ad6c4779e2b152ef5a99e001980ba6cbce816f" | |
| }, | |
| "source": [ | |
| "## %GC content - comparison of means and medians\n", | |
| "\n", | |
| "As a first step we can assess the means and medians for the different organism types." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "_cell_guid": "00d6e0ae-794d-4c48-b6ba-2905cbe5facb", | |
| "_uuid": "78d41c0648efbdaa834920a239eaae09264a9de0" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "43.1458628725745" | |
| ], | |
| "text/latex": [ | |
| "43.1458628725745" | |
| ], | |
| "text/markdown": [ | |
| "43.1458628725745" | |
| ], | |
| "text/plain": [ | |
| "[1] 43.14586" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "mean(eukaryote$\"GC%\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": { | |
| "_cell_guid": "29847cea-ab44-4673-825a-756fe27362ad", | |
| "_uuid": "a596b7a311ccaaaa7bb23843fe93dcfea88e34e5" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "49.4056430238784" | |
| ], | |
| "text/latex": [ | |
| "49.4056430238784" | |
| ], | |
| "text/markdown": [ | |
| "49.4056430238784" | |
| ], | |
| "text/plain": [ | |
| "[1] 49.40564" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "mean(prokaryote$\"GC%\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": { | |
| "_cell_guid": "c14bb67f-db6d-4f4d-a91e-bf3a4a2e2848", | |
| "_uuid": "8cfe7f480b61125781f799f0652be6ee51e21fb0" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "43.2361997418829" | |
| ], | |
| "text/latex": [ | |
| "43.2361997418829" | |
| ], | |
| "text/markdown": [ | |
| "43.2361997418829" | |
| ], | |
| "text/plain": [ | |
| "[1] 43.2362" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "#mean of this GC in between the two others\n", | |
| "mean(viruses$\"GC%\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": { | |
| "_cell_guid": "215becea-a051-40d6-9ff9-d3173818e9f2", | |
| "_uuid": "863ebde74c52d3e1b7d1ee51eca29f97004a557d" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "42.3" | |
| ], | |
| "text/latex": [ | |
| "42.3" | |
| ], | |
| "text/markdown": [ | |
| "42.3" | |
| ], | |
| "text/plain": [ | |
| "[1] 42.3" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "median(eukaryote$\"GC%\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": { | |
| "_cell_guid": "38846277-2402-44b7-917d-5b605570f952", | |
| "_uuid": "283565f4be167094ae90812a01c9d66f4016473a" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "50.6" | |
| ], | |
| "text/latex": [ | |
| "50.6" | |
| ], | |
| "text/markdown": [ | |
| "50.6" | |
| ], | |
| "text/plain": [ | |
| "[1] 50.6" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "median(prokaryote$\"GC%\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": { | |
| "_cell_guid": "04835b3a-4eaa-4efd-ab5e-df7ebfe9e69a", | |
| "_uuid": "dceb4ac722088fc10011e0cc5f61fd2220628ab1" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "39.5" | |
| ], | |
| "text/latex": [ | |
| "39.5" | |
| ], | |
| "text/markdown": [ | |
| "39.5" | |
| ], | |
| "text/plain": [ | |
| "[1] 39.5" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "median(viruses$\"GC%\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "_cell_guid": "770eda53-f599-440b-b7ae-735a57a8afa8", | |
| "_uuid": "3fce1560d8417542e8a21b5143f8e5212a7a2e2e" | |
| }, | |
| "source": [ | |
| "## Comparing trends in the genomes of Viruses, Prokaryotes and Eukaryotes\n", | |
| "\n", | |
| "Here I put all three organism types into a single dataframe for comparing the GC content and genome size (mb) across the domains." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": { | |
| "_cell_guid": "9df01aaa-a21c-407d-a8a1-69eda9b5ad15", | |
| "_uuid": "ac36fac123ce3e268f6f11aa9b8dd2af5470fdb9" | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "all_genomes = data.frame(domain= \"virus\", \n", | |
| "\t\t\t\t\t\t\tGC = viruses$\"GC%\", \n", | |
| "\t\t\t\t\t\t\tsize_mb = viruses$\"Size(Mb)\" )\n", | |
| "\n", | |
| "all_genomes = rbind(all_genomes, data.frame(domain=\"prokaryote\", \n", | |
| "\t\t\t\t\t\t\t\t\t\t\t\tGC = prokaryote$\"GC%\", \n", | |
| "\t\t\t\t\t\t\t\t\t\t\t\tsize_mb = prokaryote$\"Size(Mb)\"))\n", | |
| "all_genomes = rbind(all_genomes, data.frame(domain=\"eukaryote\", \n", | |
| "\t\t\t\t\t\t\t\t\t\t\t\tGC = eukaryote$\"GC%\", \n", | |
| "\t\t\t\t\t\t\t\t\t\t\t\tsize_mb = eukaryote$\"Size(Mb)\"))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "_cell_guid": "cc0b61c8-6a92-4a94-a7d4-7767d2283431", | |
| "_uuid": "543be8a8a2e027a9af52d9c1e31861adaa6d7a31" | |
| }, | |
| "source": [ | |
| "First a simple boxplot of the gc content across the categories" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": { | |
| "_cell_guid": "f7525d8f-f692-4bdf-be77-9b4542ab1d82", | |
| "_uuid": "983c7f277f292e5db62d2865a93264183ce17d96" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
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L2f2E5WwnnSUxu5k9PFLn9U0vt7eZ7i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\n07iO3vUaJ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LYztpXdEEAAAQQQQAABBBAorUDdB0gB3r9kt0+y4HeN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\nTkSuQmCC", | |
| "text/plain": [ | |
| "Plot with title “%GC content of sequenced Virus, Prokaryote and Eukaryote genomes”" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "boxplot(GC ~ domain , data = all_genomes,\n", | |
| " main = \"%GC content of sequenced Virus, Prokaryote and Eukaryote genomes\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "_cell_guid": "69094e76-2c25-4698-880f-e467c645645e", | |
| "_uuid": "819f081ef4c7cefd2198faa3b1b2f1ee1a7539fd" | |
| }, | |
| "source": [ | |
| "I find that by overlaying a scatter plot on top of the boxplot, we can visualize the distribution of the data more effectively. Below I accomplish this using ggplot to produce a boxplt via `geom_boxplot` and then I overlay translucent, jittered (moved to not overlap to heavily) dots via `geom_point`. The rest of the lines are visual blandishment." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "metadata": { | |
| "_cell_guid": "caf9a337-70c3-4c77-8f9e-63ffc8931a89", | |
| "_uuid": "f91c506a2b8ec9c5fce1026ebe03dd01e4ed04ba" | |
| }, | |
| "outputs": [ | |
| { | |
| "data": {}, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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5YquPfvB0FC5t0sxi+1JZeJ07b9+nwQY+vYEqTNOokJiEGOW0+KVUFrAgkqatio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\npUeRnWCh32kWns2DFoCF2Gw 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