{
 "cells": [
  {
   "cell_type": "raw",
   "metadata": {},
   "source": "authors:\n- ryneches\ndate: 2018-06-22\ndescription: A worked example illustrating the use of SuchLinkedTrees for co-speciation\n  analysis.\ntags:\n- python\n- evolution\n- microbiology\n- science\ntitle: Phylogenetics in the microbiome with SuchLinkedTrees"
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the last article, we saw how to use `SuchTree` to probe the topology of\n",
    "very large trees. In this article, we're going to look at the other component\n",
    "of the package, `SuchLinkedTrees`.\n",
    "\n",
    "If you are interested in studying how two groups of organisms interact (or, \n",
    "rather, have interacted over evolutionary time), you will find yourself with \n",
    "two trees of distinct groups of taxa that are linked by a matrix of \n",
    "interaction observations. This is sometimes called a 'dueling trees' problem.\n",
    "\n",
    "![dueling trees](assets/dueling_trees.png)\n",
    "\n",
    "If the trees happen to have the same number of taxa, and the interaction \n",
    "matrix happens to be a unit matrix, then you can compute the distance matrix\n",
    "for each of your trees and use the \n",
    "[Mantel test](https://en.wikipedia.org/wiki/Mantel_test) to compare them. \n",
    "However, this is a pretty special case. Hommola *et al.* describe a method \n",
    "extends the Mantel test in this paper here :\n",
    "\n",
    "* [A Permutation Test of Host–Parasite Cospeciation](http://dx.doi.org/10.1093/molbev/msp062). *Molecular Biology and Evolution*, Vol. 26, No. 7. (01 July 2009), pp. 1457-1468, by Kerstin Hommola, Judith E. Smith, Yang Qiu, Walter R. Gilks\n",
    "\n",
    "This is implemented in `scikit-bio` as [`hommola_cospeciation`](http://scikit-bio.org/docs/latest/generated/generated/skbio.stats.evolve.hommola_cospeciation.html).\n",
    "Unfortunately, the version in `scikit-bio` does not scale to very large trees,\n",
    "and does not expose the computed distances for analysis. This is where \n",
    "`SuchLinkedTrees` can help."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "%config InlineBackend.figure_format='retina'\n",
    "\n",
    "from SuchTree import SuchTree, SuchLinkedTrees\n",
    "import seaborn\n",
    "import pandas\n",
    "from scipy.cluster.hierarchy import ClusterWarning\n",
    "from scipy.stats import pearsonr\n",
    "\n",
    "warnings.simplefilter( 'ignore', UserWarning )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get started, we need to initialize two trees and a table of observations\n",
    "linking the taxa on the two trees."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "host tree taxa     : 14\n",
      "guest tree taxa    : 103446\n",
      "observation matrix : 14 x 103446\n"
     ]
    }
   ],
   "source": [
    "T1 = SuchTree( 'data/bigtrees/host.tree' )\n",
    "T2 = SuchTree( 'data/bigtrees/guest.tree')\n",
    "LK = pandas.read_csv( 'data/bigtrees/links.csv', index_col=0 )\n",
    "\n",
    "print( 'host tree taxa     : %d' % T1.n_leafs )\n",
    "print( 'guest tree taxa    : %d' % T2.n_leafs )\n",
    "print( 'observation matrix : %d x %d' % LK.shape )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To create a `SuchLinkedTrees` instance, you need two `SuchTree`s and a pandas\n",
    "DataFrame, where the taxa in the first tree matches the DataFrame index, and the\n",
    "taxa in the second tree matches the DataFrame columns.\n",
    "\n",
    "This is a pretty large dataset, so it takes a bit of time to load."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 8min, sys: 340 ms, total: 8min 1s\n",
      "Wall time: 8min 4s\n"
     ]
    }
   ],
   "source": [
    "%time SLT = SuchLinkedTrees( T1, T2, LK )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total observations : 44904\n",
      "observation pairs  : 1008162156\n"
     ]
    }
   ],
   "source": [
    "n_links = sum(LK.apply(sum))\n",
    "print( 'total observations : %d' % n_links )\n",
    "print( 'observation pairs  : %d' % int( ( n_links * ( n_links - 1 ) ) / 2 ) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To test for cospeciation, Hommola's method does the following :\n",
    "\n",
    "* calculate the patristic distance between the host taxa from the two observations\n",
    "* calculate the patristic distance between the guest taxa from the two observations\n",
    "* calculate the Pearson's correlation of the distance measures\n",
    "\n",
    "Then, to calculate the significance of the correlation, it randomly\n",
    "permutes the observation table and recalculates the distances and correlations.\n",
    "A significance measure (a $p$ value) is estimated based on how likely\n",
    "the correlation measure on unpermuted observations could belong to the set \n",
    "of correlation measures on permuted observations.\n",
    "\n",
    "For each correlation measure, we'd have to do calculate 1,008,162,156 patristic distances\n",
    "through each of the two trees. To calculate the significance, we would then need to permute\n",
    "the observations and then repeat the process about 50 times. That's 100,816,215,600 tree\n",
    "traversals!\n",
    "\n",
    "How long would that take? In our previous example, we benchmarked 1,000,000 distance\n",
    "calculations at about 14 seconds on a single thread. For this dataset, one correlation\n",
    "measure would require about a thousand times as many lookups, so it should have a run\n",
    "time of about four hours. With the significance test, that would be a little more than\n",
    "one CPU-week. I suppose that's not *impossible*, but for large datasets like this, we\n",
    "probably don't need an exhaustive search of every possible pair of observations to get\n",
    "a fairly accurate correlation measure.\n",
    "\n",
    "So, we'ere going to use `SuchLinkedTrees.sample_linked_distances()`,\n",
    "which returns a representative sample of distances. It does this\n",
    "by filling a user-specified number of buckets (default : 64) with distances\n",
    "between randomly chosen observations. It stops when the standard deviation of\n",
    "the standard deviation of the buckets falls bellow `sigma` (default : 0.001)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 39.5 s, sys: 40 ms, total: 39.6 s\n",
      "Wall time: 39.8 s\n"
     ]
    }
   ],
   "source": [
    "%time result = SLT.sample_linked_distances( sigma=0.001, buckets=64, n=4096 )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'TreeA': array([0.264332  , 0.21065001, 0.264911  , ..., 0.34968701, 0.265522  ,\n",
       "        0.264911  ]),\n",
       " 'TreeB': array([0.02564294, 0.31347001, 0.98371613, ..., 0.28150666, 0.17121513,\n",
       "        0.20058692]),\n",
       " 'n_pairs': 1008162156,\n",
       " 'n_samples': 3145728,\n",
       " 'deviation_a': 0.00039790052687749267,\n",
       " 'deviation_b': 0.0009455526014789939}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sampled link pairs    : 3145728\n",
      "Pearson's correlation : r=0.016714, p=0.000000\n"
     ]
    }
   ],
   "source": [
    "print( 'sampled link pairs    : %d' % len(result['TreeA']) )\n",
    "print( 'Pearson\\'s correlation : r=%f, p=%f' % pearsonr( result['TreeA'],\n",
    "                                                         result['TreeB'] ) )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not too bad. The algorithm went through ten iterations, placing ten blocks of\n",
    "4096 pairs into each bucket before it converged on our stopping condition after\n",
    "testing 2,621,440 pairs (about 0.2% of the possible pairs). Note that the \n",
    "$p$-value we see here is not Hommola's $p$-value -- it doesn't include any\n",
    "information about the topologies of the trees.\n",
    "\n",
    "Let's see what the distribution of sampled distances looks like."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f07801c86d8>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 566,
       "width": 566
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pandas.DataFrame( { 'microbe tree distances' : result['TreeA'], \n",
    "                         'host tree distances'    : result['TreeB'] } )\n",
    "\n",
    "seaborn.jointplot( 'microbe tree distances', 'host tree distances',\n",
    "                   data=df, alpha=0.3, size=8 )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well... that's... something? In this case, we are looking at the entire microbiome\n",
    "of a complex of 14 host species that's about 10-20 million years old. Because\n",
    "bacteria and archaea are older than that, we don't expect to see a meaningful\n",
    "pattern of coevolution at the scale of the whole microbial community.\n",
    "\n",
    "If we're looking for coevolution, we want to examine clades within the microbial\n",
    "community. This is what `SuchLinkedTrees` really designed to do.\n",
    "\n",
    "`SuchLinkedTrees` has two functions that allow you to examine individual clades.\n",
    "`subset_a()` takes the node id of an internal node of the first tree (usually, the\n",
    "host organisms), and masks the data within the `SuchLinkedTrees` instance so that\n",
    "that node behaves as the root. `subset_b()` does the same for the second tree \n",
    "(usually, the guest organisms)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "103446"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SLT.subset_b_size"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The observations are also masked so that distance calculations are constrained to within that\n",
    "clade. The masking operation is extremely efficient, even for very large datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([122, 124,   6,   4,   0,   2,  18, 118, 120,   8,  14,  16,  10,\n",
       "        12,  32,  34, 116,  26,  28,  30,  36,  86, 102, 104, 110, 112,\n",
       "       114,  24,  38,  40,  84,  88,  90,  92,  94, 100, 106, 108,  20,\n",
       "        22,  42,  44,  78,  96,  98,  76,  80,  82,  52,  70,  46,  72,\n",
       "        74,  48,  50,  54,  56,  58,  60,  62,  64,  66,  68])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SLT.subset_b(121)\n",
    "SLT.subset_b_leafs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, all we need to do is iterate over the internal nodes of the microbe tree\n",
    "(which we can get from `SuchTree`'s `get_internal_nodes()` function), subset\n",
    "the guest tree to that node, and apply Hommola's algorithm to the masked \n",
    "`SuchLinkedTrees` instance.\n",
    "\n",
    "I'm going to put some simple constrains based on clade size. You could also\n",
    "use the average or total tree depth for each clade. It takes about an hour\n",
    "to finish all 103,445 clades, so let's look at a random sample of 10,000 of\n",
    "them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Chugging through microbime data...\n",
      "0% [##############################] 100% | ETA: 00:00:00\n",
      "Total time elapsed: 00:59:38\n"
     ]
    }
   ],
   "source": [
    "from pyprind import ProgBar\n",
    "\n",
    "warnings.simplefilter( 'ignore', RuntimeWarning )\n",
    "\n",
    "N = len( T2.get_internal_nodes() )\n",
    "progbar = ProgBar( N, title='Chugging through microbime data...' )\n",
    "\n",
    "data = []\n",
    "for n,nodeid in enumerate( T2.get_internal_nodes() ) :\n",
    "    \n",
    "    SLT.subset_b( nodeid )\n",
    "    progbar.update()\n",
    "    if SLT.subset_b_size < 10 :\n",
    "        continue\n",
    "    if SLT.subset_n_links > 2500 :\n",
    "        continue\n",
    "\n",
    "    d = {}\n",
    "    d['name']    = 'clade_' + str(nodeid)\n",
    "    d['n_links'] = SLT.subset_n_links\n",
    "    d['n_leafs'] = SLT.subset_b_size\n",
    "    \n",
    "    ld = SLT.linked_distances()\n",
    "    \n",
    "    d['r'], d['p'] = pearsonr( ld['TreeA'], ld['TreeB'] ) \n",
    "    \n",
    "    data.append( d )\n",
    "\n",
    "data = pandas.DataFrame( data ).dropna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see what we've got!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_leafs</th>\n",
       "      <th>n_links</th>\n",
       "      <th>name</th>\n",
       "      <th>p</th>\n",
       "      <th>r</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>105</td>\n",
       "      <td>46</td>\n",
       "      <td>clade_125</td>\n",
       "      <td>2.459121e-04</td>\n",
       "      <td>-0.113734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>319</td>\n",
       "      <td>123</td>\n",
       "      <td>clade_159421</td>\n",
       "      <td>1.014772e-03</td>\n",
       "      <td>-0.037933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>63</td>\n",
       "      <td>18</td>\n",
       "      <td>clade_121</td>\n",
       "      <td>8.836506e-02</td>\n",
       "      <td>-0.138239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>42</td>\n",
       "      <td>28</td>\n",
       "      <td>clade_127</td>\n",
       "      <td>1.432212e-02</td>\n",
       "      <td>-0.125883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>242</td>\n",
       "      <td>87</td>\n",
       "      <td>clade_158329</td>\n",
       "      <td>1.748205e-07</td>\n",
       "      <td>-0.085288</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   n_leafs  n_links          name             p         r\n",
       "0      105       46     clade_125  2.459121e-04 -0.113734\n",
       "1      319      123  clade_159421  1.014772e-03 -0.037933\n",
       "2       63       18     clade_121  8.836506e-02 -0.138239\n",
       "3       42       28     clade_127  1.432212e-02 -0.125883\n",
       "4      242       87  clade_158329  1.748205e-07 -0.085288"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f07803ff128>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 565,
       "width": 581
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.jointplot( data.n_leafs, data.r, alpha=0.3, size=8 )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Are there any clades that are big enough to to be interesting that\n",
    "show a significant correlation above 0.6?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_leafs</th>\n",
       "      <th>n_links</th>\n",
       "      <th>name</th>\n",
       "      <th>p</th>\n",
       "      <th>r</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14799</th>\n",
       "      <td>108</td>\n",
       "      <td>22</td>\n",
       "      <td>clade_26971</td>\n",
       "      <td>5.982235e-33</td>\n",
       "      <td>0.681951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14999</th>\n",
       "      <td>103</td>\n",
       "      <td>22</td>\n",
       "      <td>clade_27163</td>\n",
       "      <td>5.982235e-33</td>\n",
       "      <td>0.681951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15196</th>\n",
       "      <td>96</td>\n",
       "      <td>20</td>\n",
       "      <td>clade_27145</td>\n",
       "      <td>3.844922e-27</td>\n",
       "      <td>0.680072</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15395</th>\n",
       "      <td>87</td>\n",
       "      <td>17</td>\n",
       "      <td>clade_27061</td>\n",
       "      <td>1.621913e-19</td>\n",
       "      <td>0.676366</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       n_leafs  n_links         name             p         r\n",
       "14799      108       22  clade_26971  5.982235e-33  0.681951\n",
       "14999      103       22  clade_27163  5.982235e-33  0.681951\n",
       "15196       96       20  clade_27145  3.844922e-27  0.680072\n",
       "15395       87       17  clade_27061  1.621913e-19  0.676366"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.loc[ ( data.r > 0.6      ) &\n",
    "          ( data.n_leafs > 10 ) &\n",
    "          ( data.n_links > 15 ) &\n",
    "          ( data.p < 0.01     ) ]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cool. Let's go back and look at these in more detail."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f0780928160>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 422,
       "width": 442
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "SLT.subset_b( 26971 )\n",
    "\n",
    "ld = SLT.linked_distances()\n",
    "\n",
    "seaborn.jointplot( ld['TreeA'], ld['TreeB'] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Huh. Well, that looks a lot less interesting than I hoped. This is the\n",
    "problem with correlation measures -- they don't test that the data obeys\n",
    "their assumptions. In this case, we're using Pierson's $r$, which\n",
    "assumes that the data from the two sources is normally distributed, which\n",
    "this clearly is not. If you haven't seen this before, check out\n",
    "[Anscombe's quartet](https://en.wikipedia.org/wiki/Anscombe%27s_quartet);\n",
    "the gist of his argument is that it's not a good idea to apply any statistic\n",
    "without examining the data graphically.\n",
    "\n",
    "Let's have a look at the trees so we can get a better idea of why this is\n",
    "broken. Unfortunately, I don't have a great way of pulling out the subtree\n",
    "for plotting yet, so this will require some help from `dendropy`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from dendropy import Tree\n",
    "from tempfile import NamedTemporaryFile\n",
    "\n",
    "tmpfile1 = NamedTemporaryFile()\n",
    "tmpfile2 = NamedTemporaryFile()\n",
    "\n",
    "# invert the taxa : node_id map\n",
    "# FIXME : I need a better interface for this, suggestions welcome\n",
    "\n",
    "sfeal = dict( zip( SLT.TreeB.leafs.values(), SLT.TreeB.leafs.keys() ) )\n",
    "\n",
    "subset_taxa = [ sfeal[i] for i in SLT.subset_b_leafs ]\n",
    "\n",
    "guest_tree = Tree.get_from_path( 'data/bigtrees/guest.tree',\n",
    "                                 schema='newick',\n",
    "                                 preserve_underscores=True ) # Newick is the worst\n",
    "\n",
    "subset_tree = guest_tree.extract_tree_with_taxa_labels( subset_taxa )\n",
    "subset_tree.write_to_path( tmpfile1.name, schema='newick' )\n",
    "\n",
    "LK[ subset_taxa ].to_csv( tmpfile2.name )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython\n",
    "\n",
    "cladepath = tmpfile1.name\n",
    "linkpath = tmpfile2.name\n",
    "\n",
    "outpath = 'clade_26971.svg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rotating nodes to optimize matching...\n",
       "Done.\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -i cladepath -i linkpath -i outpath -w 800 -h 800 -u px\n",
    "\n",
    "library(\"phytools\")\n",
    "library(\"igraph\")\n",
    "\n",
    "tr1 <- read.tree( \"data/bigtrees/host.tree\" )\n",
    "tr2 <- read.tree( cladepath )\n",
    "links <- read.csv( linkpath, row.names=1, stringsAsFactors = F )\n",
    "im <- graph_from_incidence_matrix( as.matrix( links ) )\n",
    "assoc <- as_edgelist( im )\n",
    "obj <- cophylo( tr1, tr2, assoc=assoc )\n",
    "svg( outpath, width = 10, height = 12 )\n",
    "plot( obj )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we've gotten through the plotting hampsterdance, we can have a look at the\n",
    "structure of this clade and its relationship with the host organisms :\n",
    "\n",
    "<img src=\"assets/clade_26971.svg\" width=500>\n",
    "\n",
    "If we're hoping to find an example of coevolution, this is an excellent example of\n",
    "what we are not looking for! The Hommola test is not really appropriate for this\n",
    "application. The Hommola test is really intended for cases where you have something\n",
    "that looks like it might be an example of coevolution, and you would like to measure\n",
    "how strong the effect is. We are abusing it somewhat by asking it to distinguish\n",
    "coevolution from a background of other kinds of interactions, to say nothing of ignoring\n",
    "multiple testing effects.\n",
    "\n",
    "So, we'll need a more sophisticated way to test for coevolution. With `SuchTree` and\n",
    "`SuchLinkedTrees` handling the grunt work, we can focus on the those models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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