Ino de Bruijn Improve purity histograms legend and eps save  over 9 years ago

Commit id: 9c52642bcf36e06bf71bc4b87a722352b070cc85

deletions | additions      

       

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"import matplotlib.pyplot as plt\n",  "import pandas as pd\n",  "import seaborn as sns\n",  "sns.set_style(\"white\", {'xtick.major.size': 5, 'ytick.major.size': 5})\n", 5, 'legend.frameon': False,\n",  " 'legend.numpoints': 1,\n",  " 'legend.scatterpoints': 1,})\n",  "sns.despine()\n",  "%matplotlib inline"  ],  "language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 2 37  },  {  "cell_type": "code", 

"language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 11 3  },  {  "cell_type": "code", 

"language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 9 4  },  {  "cell_type": "code", 

"language": "python",  "metadata": {},  "outputs": [],  "prompt_number": 12 5  },  {  "cell_type": "heading", 

"cell_type": "code",  "collapsed": false,  "input": [  "mpl.rcParams['figure.figsize'] = 6.83, 9.19\n", 6, 9\n",  "mpl.rc('text', usetex=False)\n",  "mpl.rcParams['legend.fancybox'] = False\n",  "\n",  "cmp_purities = [\"velvetnoscaf31\", \"raynoscaf31\", \"metavelvetnoscaf31\"]\n",  "panels = [\"1A\",\"1B\",\"1C\"]\n",  "labels = [\"$>10^2$\",\"$>10^3$\", \"$>10^4$\", \"$>10^5$\"]\n",  "f, axes = plt.subplots(3, 1, sharex=True, sharey=True)\n",  "for i, s in enumerate(cmp_purities):\n",  " ax = axes[i]\n", 

" ax.hist(len_intervals, \n",  " weights=len_weights,\n",  " range=[0.0,1.0], log=1,\n",  " label=[\"{l:>6} - {h:>6}\".format(l=l,h=h) for l,h in ivs],\n", label=labels,\n",  " color=sns.dark_palette(\"palegreen\", len(ivs)))\n",  " ax.set_ylim(1,1e09)\n",  " #ax.set_title(\"1A. \" + s)\n", 

" #ax.yaxis.grid(True, c='white')\n",  " #ax.set_axisbelow(False)\n",  " #sns.despine()\n",  "\n",  "ax.legend(title=\"Contig length\", bbox_to_anchor=(1.05, 0), loc='lower left', borderaxespad=0., prop={'family':'monospace'})\n",  " \n",  "# Set common labels\n",  "#f.text(0.5, 0.95, \"Even Community\", va='center', ha='center', size='xx-large')\n",  "f.text(0.5, "t1 = f.text(0.5,  0.07, 'Purity', ha='center', va='center', size='xx-large')\n", "f.text(0.04, "t2 = f.text(0.03,  0.5, 'Number of bases 'Bases  in contigs with purity x $x$  (log)', ha='center', va='center', rotation='vertical', size='xx-large')\n", "\n",  "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure 1.eps\")" "#axes[2].legend(title=\"Contig length\", loc='lower left', ncol=1)\n",  "lgd = ax.legend(title=\"Contig length\", bbox_to_anchor=(1.05, 0), loc='lower left', borderaxespad=0.)\n",  "#t2 = axes[0].get_legend().get_title()\n",  "#t2.set_family(t1.get_family())\n",  "\n",  "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure1.eps\", \n",  " bbox_extra_artists=(lgd, t1, t2), bbox_inches='tight')"  ],  "language": "python",  "metadata": {}, 

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v1Oh+pa7E3VMaFBCJIurjub8BZcAjwL3u/vcqrisBFqcYQ3KLlrlAfzMrCssj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\nGBclTCIiItlWEpUISGuf9X2hu18OXJ6gfSYwM1Pt6ZKt+BvyvrKaNJn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F9T4H5gA3BPNmIV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\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JJZdw6qmn0rNnT1577TUuvPBCOnXqxJgxYwB49dVX6dOnDz169KBv377861//oqSkhGuu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\nl5rZVRkkyH8D/ub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"text": [  "0x1c357890>" 0x298b80d0>"  ]  }  ],  "prompt_number": 69 66  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "mpl.rcParams['figure.figsize'] = 6.83, 9.19\n",  "mpl.rc('text', usetex=False)\n",  "\n",  "cmp_purities = [\"raynoscaf31\", \"raynoscafminimus2\", \"raynoscafnewbler\"]\n",  "f, axes = plt.subplots(3, 1, sharex=True, sharey=True)\n",  "panels = [\"1A\",\"1B\",\"1C\"]\n",  "labels = [\"$>10^2$\",\"$>10^3$\", \"$>10^4$\", \"$>10^5$\"]\n",  "f, axes = plt.subplots(3, 1, sharex=True, sharey=True)\n",  "for i, s in enumerate(cmp_purities):\n",  " ax = axes[i]\n",  " avp = m_even.avp.__dict__[s]\n", 

" len_intervals.append(list(avp.contig_purity[leni][\"max_aln_purity\"]))\n",  " len_weights.append(list(avp.contig_purity[leni][\"contig_length\"]))\n",  " \n",  " #ax.set_title(s)\n",  " ax.text(0.05, 1e08, panels[i], fontweight='bold', size='xx-large', ha='center', va='center')\n",  " ax.text(0.09, 1e08, s, size='large', ha='left', va='center')\n",  " ax.hist(len_intervals, \n",  " weights=len_weights,\n",  " range=[0.0,1.0], log=1,\n",  " label=[\"{l:>6} - {h:>6}\".format(l=l,h=h) for l,h in ivs],\n", label=labels,\n",  " color=sns.dark_palette(\"palegreen\", len(ivs)))\n",  " ax.set_ylim(1,1e09)\n",  " #ax.set_title(\"1A. \" + s)\n",  " ax.text(0.05, 1e08, panels[i], fontweight='bold', size='xx-large', ha='center', va='center')\n",  " ax.text(0.09, 1e08, s, size='large', ha='left', va='center')\n",  " #ax.yaxis.grid(True, c='white')\n",  " #ax.set_axisbelow(False)\n",  " #sns.despine()\n",  "\n",  "ax.legend(title=\"Contig length\", bbox_to_anchor=(1.05, 0), loc='lower left', borderaxespad=0., prop={'family':'monospace'})\n",  " \n",  "# Set common labels\n",  "#f.text(0.5, 0.95, \"Even Community\", va='center', ha='center', size='xx-large')\n",  "f.text(0.5, "t1 = f.text(0.5,  0.07, 'Purity', ha='center', va='center', size='xx-large')\n", "f.text(0.04, "t2 = f.text(0.03,  0.5, 'Number of bases 'Bases  in contigs with purity x $x$  (log)', ha='center', va='center', rotation='vertical', size='xx-large')\n", "\n",  "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure 2.eps\")" "\n",  "lgd = ax.legend(title=\"Contig length\", bbox_to_anchor=(1.05, 0), loc='lower left', borderaxespad=0.)\n",  "#t2 = axes[0].get_legend().get_title()\n",  "#t2.set_family(t1.get_family())\n",  "\n",  "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure2.eps\", \n",  " bbox_extra_artists=(lgd, t1, t2), bbox_inches='tight')"  ],  "language": "python",  "metadata": {}, 

{  "metadata": {},  "output_type": "display_data",  "png": 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IlDSJiIiIRKCkSURERCQCJU0iIiIiEaTDkgPVMrNuwANAIfCEu7+W2ohERESkMaoPI00/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\n", "iVBORw0KGgoAAAANSUhEUgAAAhkAAAJCCAYAAABtU9W/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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oCH3P3l1CYSaX3S+bGEtAz9OUpUUYqM+4ApZvYXd9+W6EBx+hdgI/AN8G6Ks4i0Wnos0bbp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\nqG22U810KpJSXd19eSOWXxQ+cprSM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"text": [  "0x2be171d0>" 0x5cf3610>"  ]  }  ],  "prompt_number": 72 65  },  {  "cell_type": "heading", 

" \"velvetnoscafnewbler\", \"raynoscafnewbler\", \"metavelvetnoscafnewbler\",\n",  " \"velvetnoscafminimus2\", \"raynoscafminimus2\", \"metavelvetnoscafminimus2\"]\n",  "f, axes = plt.subplots(4, 3, sharex=True, sharey=True)\n",  "labels = [\"$>10^2$\",\"$>10^3$\", \"$>10^4$\", \"$>10^5$\"]\n",  "for i, s in enumerate(cmp_purities):\n",  " ax = axes[i/3][i%3]\n",  " avp = m_even.avp.__dict__[s]\n", 

" ax.hist(len_intervals, \n",  " weights=len_weights,\n",  " range=[0.0,1.0], log=1,\n",  " label=[\"{}-{}\".format(l,h) for l,h in ivs],\n", label=labels,\n",  " color=sns.dark_palette(\"palegreen\", len(ivs)))\n",  " ax.set_ylim(1,1e09)\n",  " #ax.yaxis.grid(True, c='white')\n", 

"f.text(0.5, 0.08, 'Purity', ha='center', va='center', size='xx-large')\n",  "f.text(0.08, 0.5, 'Number of bases in contigs with purity x (log)', ha='center', va='center', rotation='vertical', size='xx-large')\n",  "\n",  "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/Figure S1.eps\")" "plt.savefig(\"/media/milou/glob/github/masmvali-publication/plos/figures/FigureS1.eps\")"  ],  "language": "python",  "metadata": {}, 

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QJEmS1BN69VaiE1ndMDDZAJ1NODhJqSZCYxIbEbEtcALQB3w+M/+7sxFJkiRJ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\n2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eqiqRzdMDLZAP2TcPDR1pooExuSJEmSZqSpvJB2dMO2+WhrTZSJDUmSJEkzkutETD8T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\n", "iVBORw0KGgoAAAANSUhEUgAABBUAAAMNCAYAAADHo0x/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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9b6w1FfYqb04D9gH2iYi/bvLQfwAe3/rQNolld2BJZu4bEdOB04HdgPuAozJzMCJ2AD4AnJSZ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\n5g0R8UWqO03cSnW5xV1UvS4eFRGvaYhtZIxjqk1RAfhT4FfAdqo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"text": [  ""  ]  }  ],  "prompt_number": 67  },  {  "cell_type": "code",  "collapsed": false,  "input": [  "mpl.__version__"  ],  "language": "python",  "metadata": {},  "outputs": [  {  "metadata": {},  "output_type": "pyout",  "prompt_number": 68,  "text": [  "" "'1.3.1'"  ]  }  ],  "prompt_number": 13 68  },  {  "cell_type": "code",