{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from __future__ import print_function\n",
    "import os\n",
    "import shutil\n",
    "\n",
    "import dendropy\n",
    "from dendropy.interop import raxml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/tmp/tmp3_S6zS\n"
     ]
    }
   ],
   "source": [
    "ebola_data = dendropy.DnaCharacterMatrix.get_from_path('trim.fasta', 'fasta')\n",
    "rx = raxml.RaxmlRunner()\n",
    "ebola_tree = rx.estimate_tree(ebola_data, ['-m', 'GTRGAMMA', '-N', '10'])\n",
    "print('RAxML temporary directory: %s' % rx.working_dir_path)\n",
    "del ebola_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ebola_tree.write_to_path('my_ebola.nex', 'nexus')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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lS9+etre1vSWwRi2eo4CzypxxwKml/X5gVGkfCRwuaXjpOxUYW/rOLmsgaVdgE9ubAocA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KopqOe/gWO5EPhWSaZFz9N9XwbuAr7YRf0U4BCqhO3GUmZ6PgeX2N4OOBH4cSk+Dphm+/E2cZ1S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t9KG+OhTTmv5G2+lUh2q1MzU9DFptJUWlZpypMHUoRYSIUyTUIUqRYiRF8v79cV07Wba9932n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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fb0d999a690>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from Bio import Phylo\n",
    "%matplotlib inline\n",
    "my_ebola_tree = Phylo.read('my_ebola.nex', 'nexus')\n",
    "my_ebola_tree.name = 'Our Ebolavirus tree'\n",
    "\n",
    "fig = plt.figure(figsize=(16, 18))\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "Phylo.draw(my_ebola_tree, axes=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## RAxML with Biopython"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "raxmlHPC -m GTRGAMMA -n biopython -p 7472159317643208929 -s trim.fasta -w /home/tra/bioinf-python/notebooks/05_Phylo/bp_rx -N 10\n"
     ]
    }
   ],
   "source": [
    "import random\n",
    "import sys\n",
    "from Bio.Phylo.Applications import RaxmlCommandline\n",
    "raxml_cline = RaxmlCommandline(sequences='trim.fasta',\n",
    "                               model='GTRGAMMA', name='biopython',\n",
    "                               num_replicates='10',\n",
    "                               parsimony_seed=random.randint(0, sys.maxint),\n",
    "                               working_dir=os.getcwd() + os.sep + 'bp_rx')\n",
    "print(raxml_cline)\n",
    "try:\n",
    "    os.mkdir('bp_rx')\n",
    "except OSError:\n",
    "    shutil.rmtree('bp_rx')\n",
    "    os.mkdir('bp_rx')\n",
    "out, err = raxml_cline()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from Bio import Phylo\n",
    "biopython_tree = Phylo.read('bp_rx/RAxML_bestTree.biopython', 'newick')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tree(rooted=False, weight=1.0)\n",
      "    Clade(branch_length=0.0)\n",
      "        Clade(branch_length=0.000194160545644)\n",
      "            Clade(branch_length=0.00750724471696)\n",
      "                Clade(branch_length=0.00849916806279, name='BDBV_FJ217161')\n",
      "                Clade(branch_length=0.461045620814)\n",
      "                    Clade(branch_length=0.488266643512, name='TAFV_FJ217162')\n",
      "                    Clade(branch_length=0.428082521767)\n",
      "                        Clade(branch_length=0.387350036187)\n",
      "                            Clade(branch_length=1.04377599779)\n",
      "                                Clade(branch_length=0.0335449613519)\n",
      "                                    Clade(branch_length=0.00192035471481)\n",
      "                                        Clade(branch_length=0.00426943306622, name='SUDV_JN638998')\n",
      "                                        Clade(branch_length=0.00304784447369, name='SUDV_AY729654')\n",
      "                                    Clade(branch_length=0.00498128112027, name='SUDV_KC589025')\n",
      "                                Clade(branch_length=0.0257813689425)\n",
      "                                    Clade(branch_length=0.00286330169986, name='SUDV_EU338380')\n",
      "                                    Clade(branch_length=0.000182854753968)\n",
      "                                        Clade(branch_length=0.00106022542422, name='SUDV_FJ968794')\n",
      "                                        Clade(branch_length=0.0014474653132, name='SUDV_KC242783')\n",
      "                            Clade(branch_length=0.911922905889)\n",
      "                                Clade(branch_length=0.0204765581693, name='RESTV_FJ621584')\n",
      "                                Clade(branch_length=0.0163388846864)\n",
      "                                    Clade(branch_length=0.00493267289878)\n",
      "                                        Clade(branch_length=0.0133826459032, name='RESTV_FJ621585')\n",
      "                                        Clade(branch_length=0.00214945974425)\n",
      "                                            Clade(branch_length=0.000391808706855, name='RESTV_JX477166')\n",
      "                                            Clade(branch_length=0.000783119104705, name='RESTV_AB050936')\n",
      "                                    Clade(branch_length=0.0207865248205)\n",
      "                                        Clade(branch_length=0.000188076767897, name='RESTV_FJ621583')\n",
      "                                        Clade(branch_length=0.000790513246633, name='RESTV_JX477165')\n",
      "                        Clade(branch_length=0.519072173248)\n",
      "                            Clade(branch_length=0.00852806973742)\n",
      "                                Clade(branch_length=0.00665048264318)\n",
      "                                    Clade(branch_length=0.00554859879376)\n",
      "                                        Clade(branch_length=5.70834480136e-05, name='EBOV_1976_KC242801')\n",
      "                                        Clade(branch_length=0.000650166398369, name='EBOV_1976_AF272001')\n",
      "                                    Clade(branch_length=0.00858569979187)\n",
      "                                        Clade(branch_length=6.38986984845e-07, name='EBOV_1995_KC242799')\n",
      "                                        Clade(branch_length=6.4252600142e-05, name='EBOV_1995_KC242796')\n",
      "                                Clade(branch_length=0.0109696820943)\n",
      "                                    Clade(branch_length=6.38986984845e-07)\n",
      "                                        Clade(branch_length=0.000257115508926, name='EBOV_2007_KC242784')\n",
      "                                        Clade(branch_length=6.38986984845e-07)\n",
      "                                            Clade(branch_length=6.42631955345e-05)\n",
      "                                                Clade(branch_length=6.38986984845e-07, name='EBOV_2007_KC242787')\n",
      "                                                Clade(branch_length=0.000514384020052, name='EBOV_2007_KC242788')\n",
      "                                            Clade(branch_length=6.42665892197e-05)\n",
      "                                                Clade(branch_length=0.000192820455659, name='EBOV_2007_KC242785')\n",
      "                                                Clade(branch_length=0.000257120008617, name='EBOV_2007_KC242790')\n",
      "                                    Clade(branch_length=6.42635971398e-05)\n",
      "                                        Clade(branch_length=6.42697168931e-05, name='EBOV_2007_KC242786')\n",
      "                                        Clade(branch_length=0.000128537990573, name='EBOV_2007_KC242789')\n",
      "                            Clade(branch_length=0.0158963970546)\n",
      "                                Clade(branch_length=6.38986984845e-07)\n",
      "                                    Clade(branch_length=6.38986984845e-07)\n",
      "                                        Clade(branch_length=6.38986984845e-07)\n",
      "                                            Clade(branch_length=6.38986984845e-07, name='EBOV_2014_KM034554')\n",
      "                                            Clade(branch_length=6.38986984845e-07)\n",
      "                                                Clade(branch_length=6.42718890129e-05, name='EBOV_2014_KM034561')\n",
      "                                                Clade(branch_length=6.38986984845e-07)\n",
      "                                                    Clade(branch_length=6.38986984845e-07)\n",
      "                                                        Clade(branch_length=6.38986984845e-07, name='EBOV_2014_KM034549')\n",
      "                                                        Clade(branch_length=6.62327959856e-05, name='EBOV_2014_KM034563')\n",
      "                                                    Clade(branch_length=6.38986984845e-07, name='EBOV_2014_KM034550')\n",
      "                                        Clade(branch_length=6.38986984845e-07, name='EBOV_2014_KM034555')\n",
      "                                    Clade(branch_length=6.38986984845e-07)\n",
      "                                        Clade(branch_length=0.000257073549015)\n",
      "                                            Clade(branch_length=6.38986984845e-07)\n",
      "                                                Clade(branch_length=6.38986984845e-07)\n",
      "                                                    Clade(branch_length=6.38986984845e-07, name='EBOV_2014_KM034556')\n",
      "                                                    Clade(branch_length=6.38986984845e-07)\n",
      "                                                        Clade(branch_length=6.38986984845e-07, name='EBOV_2014_KM034560')\n",
      "                                                        Clade(branch_length=6.38986984845e-07)\n",
      "                                                            Clade(branch_length=0.000128511751436)\n",
      "                                                                Clade(branch_length=6.38986984845e-07, name='EBOV_2014_KM034558')\n",
      "                                                                Clade(branch_length=6.38986984845e-07, name='EBOV_2014_KM034551')\n",
      "                                                            Clade(branch_length=6.38986984845e-07, name='EBOV_2014_KM034552')\n",
      "                                                Clade(branch_length=6.38986984845e-07, name='EBOV_2014_KM034557')\n",
      "                                            Clade(branch_length=0.0001285138714, name='EBOV_2014_KM034553')\n",
      "                                        Clade(branch_length=0.000128516186276, name='EBOV_2014_KM034562')\n",
      "                                Clade(branch_length=6.42081344029e-05, name='EBOV_2014_KM034559')\n",
      "            Clade(branch_length=0.000131394352753, name='BDBV_KC545396')\n",
      "        Clade(branch_length=6.38986984845e-07)\n",
      "            Clade(branch_length=0.000130195141019, name='BDBV_KC545395')\n",
      "            Clade(branch_length=0.000195337907246, name='BDBV_KC545394')\n",
      "        Clade(branch_length=0.000130193592898, name='BDBV_KC545393')\n"
     ]
    }
   ],
   "source": [
    "print(biopython_tree)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}