Ino de Bruijn Add all asm filtered pairs even plots  almost 10 years ago

Commit id: cc0dc9dc1231c6840ecff76b6ebe508fa124b0ab

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{  "metadata": {  "name": "",  "signature": "sha256:302117332ea3ca4199078f925af229307fc75c5cca66527ac8f12b4d040a0979"  },  "nbformat": 3,  "nbformat_minor": 0,  "worksheets": [  {  "cells": [  {  "cell_type": "markdown",  "metadata": {},  "source": [  "# Filtered pairs assemblies\n",  "Since some of the references for the mock were not as good, we chose to do an assembly of only those pairs that align properly to the references. We only used references that had at least 90% of their genome covered by pairs of the mock community with even abundance per reference."  ]  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "!echo \"`cd /media/milou/glob/github/masm-vali/masmvali/ && git log -1`\""  ],  "language": "python",  "metadata": {},  "outputs": [  {  "output_type": "stream",  "stream": "stdout",  "text": [  "commit 2b4eef9ffd7530406816c30b281b635306a9b0db\r\n",  "Author: Ino de Bruijn \r\n",  "Date: Tue Jul 15 18:25:21 2014 +0200\r\n",  "\r\n",  " Further work on counting kmers. Can output tsv now of contig with kmer origin percentage\r\n"  ]  }  ],  "prompt_number": 1  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "import sys\n",  "import os\n",  "import re\n",  "sys.path.append('/media/milou/glob/github/masm-vali/masmvali/')\n",  "import assembly\n",  "reload(assembly)\n",  "import nucmer\n",  "reload(nucmer)\n",  "import refgenome\n",  "reload(refgenome)\n",  "import validation\n",  "reload(validation)\n",  "import metassemble\n",  "reload(metassemble)\n",  "\n",  "import utils\n",  "reload(utils)\n",  "\n",  "import warnings\n",  "import numpy as np\n",  "import matplotlib as mpl\n",  "import matplotlib.pyplot as plt"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 6  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "m_even = metassemble.MetAssemble(\n",  " \"/media/milou/glob/projects/masmvali-partdeux/reassembly-filtered-reads/Sample_1ng_even/metassemble/\", \n",  " \"/media/milou/glob/projects/masmvali-partdeux/reassembly-filtered-reads/Sample_1ng_even/phylogeny-references.tsv\",\n",  " \"/media/milou/glob/projects/masmvali-partdeux/reassembly-filtered-reads/Sample_1ng_even/metassemble/reference-stats/ref.stats\",\n",  " \"/media/milou/glob/projects/masmvali-partdeux/reassembly-filtered-reads/Sample_1ng_even/contigs_to_refs.tsv\"\n",  " )"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 7  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "## Compare contig purity"  ]  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "%matplotlib inline\n",  "mpl.rcParams['figure.figsize'] = 16, 12\n",  "\n",  "cmp_purities = [\"velvetnoscaf31\", \"raynoscaf31\", \"metavelvetnoscaf31\", \n",  " \"velvetnoscafnewbler\", \"raynoscafnewbler\", \"metavelvetnoscafnewbler\",\n",  " \"velvetnoscafminimus2\", \"raynoscafminimus2\", \"metavelvetnoscafminimus2\"]\n",  "f, axes = plt.subplots(3, 3, sharex=True, sharey=True)\n",  "\n",  "for i, s in enumerate(cmp_purities):\n",  " ax = axes[i/3][i%3]\n",  " ax.set_title(s)\n",  " avp = m_even.avp.__dict__[s]\n",  " ax.plot(avp.contig_purity[\"contig_length\"], avp.contig_purity[\"max_aln_purity\"], '.', linewidth=3.0)\n",  "\n",  "\n",  "# Set common labels\n",  "f.text(0.5, 0.08, 'Contig length', ha='center', va='center')\n",  "f.text(0.08, 0.5, 'Purity', ha='center', va='center', rotation='vertical')"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "pyout",  "prompt_number": 9,  "text": [  ""  ]  },  {  "metadata": {},  "output_type": "display_data",  "png": 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xI2zcCKtX99DX1zNmBZXUHPr6+ujr65voYoyzdQA88ADcemsPv/zLPRWvyipD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\njllXyBrrSy/11jGD7ZrwzjtWnGzp0vRaO5nW+Yatu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"text": [  ""  ]  }  ],  "prompt_number": 9  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "mpl.rcParams['figure.figsize'] = 16, 12\n",  "\n",  "cmp_purities = [\"velvetnoscaf31\", \"raynoscaf31\", \"metavelvetnoscaf31\", \n",  " \"velvetnoscafnewbler\", \"raynoscafnewbler\", \"metavelvetnoscafnewbler\",\n",  " \"velvetnoscafminimus2\", \"raynoscafminimus2\", \"metavelvetnoscafminimus2\"]\n",  "f, axes = plt.subplots(3, 3, sharex=True, sharey=True)\n",  "for i, s in enumerate(cmp_purities):\n",  " ax = axes[i/3][i%3]\n",  " ax.set_title(s)\n",  " avp = m_even.avp.__dict__[s]\n",  " ax.hist(avp.contig_purity[\"max_aln_purity\"], \n",  " weights=avp.contig_purity[\"contig_length\"],\n",  " range=[0.0,1.0], log=1)\n",  "\n",  "# Set common labels\n",  "f.text(0.5, 0.08, 'Purity', ha='center', va='center')\n",  "f.text(0.08, 0.5, 'Number of bases in contigs with purity x (log)', ha='center', va='center', rotation='vertical')"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "pyout",  "prompt_number": 11,  "text": [  ""  ]  },  {  "metadata": {},  "output_type": "display_data",  "png": 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SJEltbCzjromSyjLcIVZS+jLMOknpy3A37GrcNVGqKN0dNJPKSLNOgLthW06n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\npJoYQaCmlJFmnVQTZl0pZp1UIzE9uorf2f6mYacUjp0eDPwzsAH4OXD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"text": [  ""  ]  }  ],  "prompt_number": 11  },  {  "cell_type": "markdown",  "metadata": {},  "source": [  "## Metagenome coverage"  ]  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "mpl.rcParams['figure.figsize'] = 10, 8\n",  "\n",  "mg_length = np.sum(m_even.avp.velvetnoscaf31.genome_contig_coverage[\"genome_length\"])\n",  "f, ax1 = plt.subplots(1, 1, sharex=True, sharey=True)\n",  "#ax1.set_xlim([0, 600000])\n",  "#ax1.set_title(\"filtered-refs-filtered-pairs-noscaf\")\n",  "ax1.plot(m_even.avp.velvetnoscaf31.contig_metagenome_coverage_purest_single_aln[\"cut_off\"], \n",  " m_even.avp.velvetnoscaf31.contig_metagenome_coverage_purest_single_aln[\"metagenome_cov_percentage\"],\n",  " 'k', linewidth=2.0, label='velvetnoscaf31')\n",  "ax1.plot(m_even.avp.raynoscaf31.contig_metagenome_coverage_purest_single_aln[\"cut_off\"], \n",  " m_even.avp.raynoscaf31.contig_metagenome_coverage_purest_single_aln[\"metagenome_cov_percentage\"],\n",  " 'r', linewidth=2.0, label='raynoscaf31')\n",  "ax1.plot(m_even.avp.metavelvetnoscaf31.contig_metagenome_coverage_purest_all_aln[\"cut_off\"], \n",  " m_even.avp.metavelvetnoscaf31.contig_metagenome_coverage_purest_all_aln[\"metagenome_cov_percentage\"],\n",  " 'g', linewidth=2.0, label='metavelvetnosaf31')\n",  "\n",  "for ax in [ax1]:\n",  " ax.set_xscale('log')\n",  "plt.gca().invert_xaxis()\n",  "\n",  "for ax in [ax1]:\n",  " ax.set_ylim([0,100])\n",  " ax.set_xlim([10**6,0])\n",  "\n",  "plt.ylabel('Metagenome coverage (%)')\n",  "plt.xlabel('Contig/Scaffold length')\n",  "# Legend\n",  "handles, labels = ax.get_legend_handles_labels()\n",  "ax.legend(handles, labels, numpoints=1, loc='upper left')"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "pyout",  "prompt_number": 19,  "text": [  ""  ]  },  {  "metadata": {},  "output_type": "display_data",  "png": 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nCfaG/SUhutDNbYsULELNkjXTJWTVvKrhVMDpltdXkiYiIiL3vIwWBnz++ed0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