{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2><span style=\"color:gray\">ipyrad-analysis toolkit:</span> sharing</h2>\n",
    "\n",
    "Calculate and plot pairwise locus sharing and pairwise missigness"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### required software\n",
    "This analysis tool requires the `seaborn` module for the heatmap plotting. `toyplot` also has a `matrix` function for plotting heatmaps, but I found that it __grinds__ on assemblies with many taxa."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# conda isntall -c conda-forge seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [],
   "source": [
    "import ipyrad\n",
    "import ipyrad.analysis as ipa\n",
    "from ipyrad.analysis.sharing import Sharing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# the path to your VCF or HDF5 formatted snps file\n",
    "data = \"/home/isaac/ipyrad/test-data/pedicularis/analysis-ipyrad/ped_outfiles/ped.snps.hdf5\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "imap = {\n",
    "    \"prz\": [\"32082_przewalskii_SRR1754729\", \"33588_przewalskii_SRR1754727\"],\n",
    "    \"cys\": [\"41478_cyathophylloides_SRR1754722\", \"41954_cyathophylloides_SRR1754721\"],\n",
    "    \"cya\": [\"30686_cyathophylla_SRR1754730\"],\n",
    "    \"sup\": [\"29154_superba_SRR1754715\"],\n",
    "    \"cup\": [\"33413_thamno_SRR1754728\"],\n",
    "    \"tha\": [\"30556_thamno_SRR1754720\"],\n",
    "    \"rck\": [\"35236_rex_SRR1754731\"],\n",
    "    \"rex\": [\"35855_rex_SRR1754726\", \"40578_rex_SRR1754724\"],\n",
    "    \"lip\": [\"39618_rex_SRR1754723\", \"38362_rex_SRR1754725\"],\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load the snp data into sharing tool with arguments\n",
    "from ipyrad.analysis.sharing import Sharing\n",
    "share = Sharing(\n",
    "    data=data, \n",
    "    imap=imap,\n",
    ")\n",
    "share.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>29154_superba_SRR1754715</th>\n",
       "      <th>30556_thamno_SRR1754720</th>\n",
       "      <th>30686_cyathophylla_SRR1754730</th>\n",
       "      <th>32082_przewalskii_SRR1754729</th>\n",
       "      <th>33413_thamno_SRR1754728</th>\n",
       "      <th>33588_przewalskii_SRR1754727</th>\n",
       "      <th>35236_rex_SRR1754731</th>\n",
       "      <th>35855_rex_SRR1754726</th>\n",
       "      <th>38362_rex_SRR1754725</th>\n",
       "      <th>39618_rex_SRR1754723</th>\n",
       "      <th>40578_rex_SRR1754724</th>\n",
       "      <th>41478_cyathophylloides_SRR1754722</th>\n",
       "      <th>41954_cyathophylloides_SRR1754721</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29154_superba_SRR1754715</th>\n",
       "      <td>0.0</td>\n",
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       "      <td>23403.0</td>\n",
       "      <td>17719.0</td>\n",
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       "      <td>20378.0</td>\n",
       "      <td>23403.0</td>\n",
       "      <td>22557.0</td>\n",
       "      <td>23123.0</td>\n",
       "      <td>20495.0</td>\n",
       "      <td>22859.0</td>\n",
       "      <td>23317.0</td>\n",
       "      <td>22001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30556_thamno_SRR1754720</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23403.0</td>\n",
       "      <td>17719.0</td>\n",
       "      <td>23403.0</td>\n",
       "      <td>20378.0</td>\n",
       "      <td>23403.0</td>\n",
       "      <td>22557.0</td>\n",
       "      <td>23123.0</td>\n",
       "      <td>20495.0</td>\n",
       "      <td>22859.0</td>\n",
       "      <td>23317.0</td>\n",
       "      <td>22001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30686_cyathophylla_SRR1754730</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17719.0</td>\n",
       "      <td>23403.0</td>\n",
       "      <td>20378.0</td>\n",
       "      <td>23403.0</td>\n",
       "      <td>22557.0</td>\n",
       "      <td>23123.0</td>\n",
       "      <td>20495.0</td>\n",
       "      <td>22859.0</td>\n",
       "      <td>23317.0</td>\n",
       "      <td>22001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32082_przewalskii_SRR1754729</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17719.0</td>\n",
       "      <td>14694.0</td>\n",
       "      <td>17719.0</td>\n",
       "      <td>17127.0</td>\n",
       "      <td>17522.0</td>\n",
       "      <td>15554.0</td>\n",
       "      <td>17314.0</td>\n",
       "      <td>17655.0</td>\n",
       "      <td>16676.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33413_thamno_SRR1754728</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20378.0</td>\n",
       "      <td>23403.0</td>\n",
       "      <td>22557.0</td>\n",
       "      <td>23123.0</td>\n",
       "      <td>20495.0</td>\n",
       "      <td>22859.0</td>\n",
       "      <td>23317.0</td>\n",
       "      <td>22001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33588_przewalskii_SRR1754727</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20378.0</td>\n",
       "      <td>19666.0</td>\n",
       "      <td>20115.0</td>\n",
       "      <td>17893.0</td>\n",
       "      <td>19895.0</td>\n",
       "      <td>20315.0</td>\n",
       "      <td>19216.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35236_rex_SRR1754731</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22557.0</td>\n",
       "      <td>23123.0</td>\n",
       "      <td>20495.0</td>\n",
       "      <td>22859.0</td>\n",
       "      <td>23317.0</td>\n",
       "      <td>22001.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35855_rex_SRR1754726</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>254.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22284.0</td>\n",
       "      <td>19758.0</td>\n",
       "      <td>22013.0</td>\n",
       "      <td>22475.0</td>\n",
       "      <td>21232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38362_rex_SRR1754725</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20215.0</td>\n",
       "      <td>22597.0</td>\n",
       "      <td>23038.0</td>\n",
       "      <td>21730.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39618_rex_SRR1754723</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>743.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>423.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20053.0</td>\n",
       "      <td>20424.0</td>\n",
       "      <td>19418.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40578_rex_SRR1754724</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22774.0</td>\n",
       "      <td>21505.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41478_cyathophylloides_SRR1754722</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21915.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41954_cyathophylloides_SRR1754721</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>325.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                                   29154_superba_SRR1754715  \\\n",
       "29154_superba_SRR1754715                                0.0   \n",
       "30556_thamno_SRR1754720                                 0.0   \n",
       "30686_cyathophylla_SRR1754730                           0.0   \n",
       "32082_przewalskii_SRR1754729                            0.0   \n",
       "33413_thamno_SRR1754728                                 0.0   \n",
       "33588_przewalskii_SRR1754727                            0.0   \n",
       "35236_rex_SRR1754731                                    0.0   \n",
       "35855_rex_SRR1754726                                    0.0   \n",
       "38362_rex_SRR1754725                                    0.0   \n",
       "39618_rex_SRR1754723                                    0.0   \n",
       "40578_rex_SRR1754724                                    0.0   \n",
       "41478_cyathophylloides_SRR1754722                       0.0   \n",
       "41954_cyathophylloides_SRR1754721                       0.0   \n",
       "\n",
       "                                   30556_thamno_SRR1754720  \\\n",
       "29154_superba_SRR1754715                           23403.0   \n",
       "30556_thamno_SRR1754720                                0.0   \n",
       "30686_cyathophylla_SRR1754730                          0.0   \n",
       "32082_przewalskii_SRR1754729                           0.0   \n",
       "33413_thamno_SRR1754728                                0.0   \n",
       "33588_przewalskii_SRR1754727                           0.0   \n",
       "35236_rex_SRR1754731                                   0.0   \n",
       "35855_rex_SRR1754726                                   0.0   \n",
       "38362_rex_SRR1754725                                   0.0   \n",
       "39618_rex_SRR1754723                                   0.0   \n",
       "40578_rex_SRR1754724                                   0.0   \n",
       "41478_cyathophylloides_SRR1754722                      0.0   \n",
       "41954_cyathophylloides_SRR1754721                      0.0   \n",
       "\n",
       "                                   30686_cyathophylla_SRR1754730  \\\n",
       "29154_superba_SRR1754715                                 23403.0   \n",
       "30556_thamno_SRR1754720                                  23403.0   \n",
       "30686_cyathophylla_SRR1754730                                0.0   \n",
       "32082_przewalskii_SRR1754729                                 0.0   \n",
       "33413_thamno_SRR1754728                                      0.0   \n",
       "33588_przewalskii_SRR1754727                                 0.0   \n",
       "35236_rex_SRR1754731                                         0.0   \n",
       "35855_rex_SRR1754726                                         0.0   \n",
       "38362_rex_SRR1754725                                         0.0   \n",
       "39618_rex_SRR1754723                                         0.0   \n",
       "40578_rex_SRR1754724                                         0.0   \n",
       "41478_cyathophylloides_SRR1754722                            0.0   \n",
       "41954_cyathophylloides_SRR1754721                            0.0   \n",
       "\n",
       "                                   32082_przewalskii_SRR1754729  \\\n",
       "29154_superba_SRR1754715                                17719.0   \n",
       "30556_thamno_SRR1754720                                 17719.0   \n",
       "30686_cyathophylla_SRR1754730                           17719.0   \n",
       "32082_przewalskii_SRR1754729                                0.0   \n",
       "33413_thamno_SRR1754728                                     0.0   \n",
       "33588_przewalskii_SRR1754727                                0.0   \n",
       "35236_rex_SRR1754731                                        0.0   \n",
       "35855_rex_SRR1754726                                      254.0   \n",
       "38362_rex_SRR1754725                                       83.0   \n",
       "39618_rex_SRR1754723                                      743.0   \n",
       "40578_rex_SRR1754724                                      139.0   \n",
       "41478_cyathophylloides_SRR1754722                          22.0   \n",
       "41954_cyathophylloides_SRR1754721                         359.0   \n",
       "\n",
       "                                   33413_thamno_SRR1754728  \\\n",
       "29154_superba_SRR1754715                           23403.0   \n",
       "30556_thamno_SRR1754720                            23403.0   \n",
       "30686_cyathophylla_SRR1754730                      23403.0   \n",
       "32082_przewalskii_SRR1754729                       17719.0   \n",
       "33413_thamno_SRR1754728                                0.0   \n",
       "33588_przewalskii_SRR1754727                           0.0   \n",
       "35236_rex_SRR1754731                                   0.0   \n",
       "35855_rex_SRR1754726                                   0.0   \n",
       "38362_rex_SRR1754725                                   0.0   \n",
       "39618_rex_SRR1754723                                   0.0   \n",
       "40578_rex_SRR1754724                                   0.0   \n",
       "41478_cyathophylloides_SRR1754722                      0.0   \n",
       "41954_cyathophylloides_SRR1754721                      0.0   \n",
       "\n",
       "                                   33588_przewalskii_SRR1754727  \\\n",
       "29154_superba_SRR1754715                                20378.0   \n",
       "30556_thamno_SRR1754720                                 20378.0   \n",
       "30686_cyathophylla_SRR1754730                           20378.0   \n",
       "32082_przewalskii_SRR1754729                            14694.0   \n",
       "33413_thamno_SRR1754728                                 20378.0   \n",
       "33588_przewalskii_SRR1754727                                0.0   \n",
       "35236_rex_SRR1754731                                        0.0   \n",
       "35855_rex_SRR1754726                                      134.0   \n",
       "38362_rex_SRR1754725                                       17.0   \n",
       "39618_rex_SRR1754723                                      423.0   \n",
       "40578_rex_SRR1754724                                       61.0   \n",
       "41478_cyathophylloides_SRR1754722                          23.0   \n",
       "41954_cyathophylloides_SRR1754721                         240.0   \n",
       "\n",
       "                                   35236_rex_SRR1754731  35855_rex_SRR1754726  \\\n",
       "29154_superba_SRR1754715                        23403.0               22557.0   \n",
       "30556_thamno_SRR1754720                         23403.0               22557.0   \n",
       "30686_cyathophylla_SRR1754730                   23403.0               22557.0   \n",
       "32082_przewalskii_SRR1754729                    17719.0               17127.0   \n",
       "33413_thamno_SRR1754728                         23403.0               22557.0   \n",
       "33588_przewalskii_SRR1754727                    20378.0               19666.0   \n",
       "35236_rex_SRR1754731                                0.0               22557.0   \n",
       "35855_rex_SRR1754726                                0.0                   0.0   \n",
       "38362_rex_SRR1754725                                0.0                   7.0   \n",
       "39618_rex_SRR1754723                                0.0                 109.0   \n",
       "40578_rex_SRR1754724                                0.0                   0.0   \n",
       "41478_cyathophylloides_SRR1754722                   0.0                   4.0   \n",
       "41954_cyathophylloides_SRR1754721                   0.0                  77.0   \n",
       "\n",
       "                                   38362_rex_SRR1754725  39618_rex_SRR1754723  \\\n",
       "29154_superba_SRR1754715                        23123.0               20495.0   \n",
       "30556_thamno_SRR1754720                         23123.0               20495.0   \n",
       "30686_cyathophylla_SRR1754730                   23123.0               20495.0   \n",
       "32082_przewalskii_SRR1754729                    17522.0               15554.0   \n",
       "33413_thamno_SRR1754728                         23123.0               20495.0   \n",
       "33588_przewalskii_SRR1754727                    20115.0               17893.0   \n",
       "35236_rex_SRR1754731                            23123.0               20495.0   \n",
       "35855_rex_SRR1754726                            22284.0               19758.0   \n",
       "38362_rex_SRR1754725                                0.0               20215.0   \n",
       "39618_rex_SRR1754723                                0.0                   0.0   \n",
       "40578_rex_SRR1754724                               18.0                 102.0   \n",
       "41478_cyathophylloides_SRR1754722                   1.0                  15.0   \n",
       "41954_cyathophylloides_SRR1754721                   9.0                 325.0   \n",
       "\n",
       "                                   40578_rex_SRR1754724  \\\n",
       "29154_superba_SRR1754715                        22859.0   \n",
       "30556_thamno_SRR1754720                         22859.0   \n",
       "30686_cyathophylla_SRR1754730                   22859.0   \n",
       "32082_przewalskii_SRR1754729                    17314.0   \n",
       "33413_thamno_SRR1754728                         22859.0   \n",
       "33588_przewalskii_SRR1754727                    19895.0   \n",
       "35236_rex_SRR1754731                            22859.0   \n",
       "35855_rex_SRR1754726                            22013.0   \n",
       "38362_rex_SRR1754725                            22597.0   \n",
       "39618_rex_SRR1754723                            20053.0   \n",
       "40578_rex_SRR1754724                                0.0   \n",
       "41478_cyathophylloides_SRR1754722                   1.0   \n",
       "41954_cyathophylloides_SRR1754721                  48.0   \n",
       "\n",
       "                                   41478_cyathophylloides_SRR1754722  \\\n",
       "29154_superba_SRR1754715                                     23317.0   \n",
       "30556_thamno_SRR1754720                                      23317.0   \n",
       "30686_cyathophylla_SRR1754730                                23317.0   \n",
       "32082_przewalskii_SRR1754729                                 17655.0   \n",
       "33413_thamno_SRR1754728                                      23317.0   \n",
       "33588_przewalskii_SRR1754727                                 20315.0   \n",
       "35236_rex_SRR1754731                                         23317.0   \n",
       "35855_rex_SRR1754726                                         22475.0   \n",
       "38362_rex_SRR1754725                                         23038.0   \n",
       "39618_rex_SRR1754723                                         20424.0   \n",
       "40578_rex_SRR1754724                                         22774.0   \n",
       "41478_cyathophylloides_SRR1754722                                0.0   \n",
       "41954_cyathophylloides_SRR1754721                                0.0   \n",
       "\n",
       "                                   41954_cyathophylloides_SRR1754721  \n",
       "29154_superba_SRR1754715                                     22001.0  \n",
       "30556_thamno_SRR1754720                                      22001.0  \n",
       "30686_cyathophylla_SRR1754730                                22001.0  \n",
       "32082_przewalskii_SRR1754729                                 16676.0  \n",
       "33413_thamno_SRR1754728                                      22001.0  \n",
       "33588_przewalskii_SRR1754727                                 19216.0  \n",
       "35236_rex_SRR1754731                                         22001.0  \n",
       "35855_rex_SRR1754726                                         21232.0  \n",
       "38362_rex_SRR1754725                                         21730.0  \n",
       "39618_rex_SRR1754723                                         19418.0  \n",
       "40578_rex_SRR1754724                                         21505.0  \n",
       "41478_cyathophylloides_SRR1754722                            21915.0  \n",
       "41954_cyathophylloides_SRR1754721                                0.0  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "share.sharing_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot shared snps/missigness as proportions scaled to max values\n",
    "fig, ax = share.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot shared snps/missigness as raw values\n",
    "fig, ax = share.draw(scaled=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Removing samples from the sharing matrix is as simple as removing them from the imap\n",
    "This can be a convenience for speeding up the pairwise calculations if you have lots of samples and only want to examine a few of them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[####################] 100% 0:00:00 | Calculating shared loci/missingness "
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imap = {\n",
    "    \"prz\": [\"32082_przewalskii_SRR1754729\", \"33588_przewalskii_SRR1754727\"],\n",
    "    \"cys\": [\"41478_cyathophylloides_SRR1754722\", \"41954_cyathophylloides_SRR1754721\"],\n",
    "    \"cya\": [\"30686_cyathophylla_SRR1754730\"],\n",
    "    \"sup\": [\"29154_superba_SRR1754715\"],\n",
    "    \"cup\": [\"33413_thamno_SRR1754728\"],\n",
    "    \"tha\": [\"30556_thamno_SRR1754720\"],\n",
    "#    \"rck\": [\"35236_rex_SRR1754731\"],\n",
    "#    \"rex\": [\"35855_rex_SRR1754726\", \"40578_rex_SRR1754724\"],\n",
    "#    \"lip\": [\"39618_rex_SRR1754723\", \"38362_rex_SRR1754725\"],\n",
    "}\n",
    "# load the snp data into sharing tool with arguments\n",
    "share = Sharing(\n",
    "    data=data, \n",
    "    imap=imap,\n",
    ")\n",
    "share.run()\n",
    "fig, ax = share.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The order of samples in the figure can be reconfigured with the `keep_order` argument\n",
    "This allows for flexibly reordering samples in the figure without recalculating the sharing values. This parameter will accept a list or a dictionary, and will only plot the specified samples in list order."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['38362_rex_SRR1754725', '39618_rex_SRR1754723', '40578_rex_SRR1754724', '35855_rex_SRR1754726', '35236_rex_SRR1754731', '30556_thamno_SRR1754720', '33413_thamno_SRR1754728', '29154_superba_SRR1754715', '30686_cyathophylla_SRR1754730', '41954_cyathophylloides_SRR1754721', '41478_cyathophylloides_SRR1754722', '33588_przewalskii_SRR1754727', '32082_przewalskii_SRR1754729']\n",
      "[####################] 100% 0:00:00 | Calculating shared loci/missingness "
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imap = {\n",
    "    \"prz\": [\"32082_przewalskii_SRR1754729\", \"33588_przewalskii_SRR1754727\"],\n",
    "    \"cys\": [\"41478_cyathophylloides_SRR1754722\", \"41954_cyathophylloides_SRR1754721\"],\n",
    "    \"cya\": [\"30686_cyathophylla_SRR1754730\"],\n",
    "    \"sup\": [\"29154_superba_SRR1754715\"],\n",
    "    \"cup\": [\"33413_thamno_SRR1754728\"],\n",
    "    \"tha\": [\"30556_thamno_SRR1754720\"],\n",
    "    \"rck\": [\"35236_rex_SRR1754731\"],\n",
    "    \"rex\": [\"35855_rex_SRR1754726\", \"40578_rex_SRR1754724\"],\n",
    "    \"lip\": [\"39618_rex_SRR1754723\", \"38362_rex_SRR1754725\"],\n",
    "}\n",
    "\n",
    "# Hack to get a list of samples in some order\n",
    "order = sum(imap.values(), [])[::-1]\n",
    "print(order)\n",
    "\n",
    "share = Sharing(\n",
    "    data=data, \n",
    "    imap=imap,\n",
    "    mincov=0.83,\n",
    ")\n",
    "share.run()\n",
    "fig, ax = share.draw(keep_order=order)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### An example of using `keep_order` to plot a subset of the imap samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imap2 = {\n",
    "    \"prz\": [\"32082_przewalskii_SRR1754729\", \"33588_przewalskii_SRR1754727\"],\n",
    "    \"cys\": [\"41478_cyathophylloides_SRR1754722\", \"41954_cyathophylloides_SRR1754721\"],\n",
    "    \"cya\": [\"30686_cyathophylla_SRR1754730\"],\n",
    "    \"sup\": [\"29154_superba_SRR1754715\"],\n",
    "    \"cup\": [\"33413_thamno_SRR1754728\"],\n",
    "    \"tha\": [\"30556_thamno_SRR1754720\"],\n",
    "#    \"rck\": [\"35236_rex_SRR1754731\"],\n",
    "#    \"rex\": [\"35855_rex_SRR1754726\", \"40578_rex_SRR1754724\"],\n",
    "#    \"lip\": [\"39618_rex_SRR1754723\", \"38362_rex_SRR1754725\"],\n",
    "}\n",
    "_, _ = share.draw(keep_order=imap2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The matrices can also be sorted either by shared \"loci\" or shared \"missing\"\n",
    "This will sort the rows/columns by mean locus sharing or mean missingness. Notice, no need to rerun the pairwise calculations, this is just a manipulation of the data. The `sort` argument will be superceded by `order`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = share.draw(sort=\"loci\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['32082_przewalskii_SRR1754729',\n",
       " '33588_przewalskii_SRR1754727',\n",
       " '41478_cyathophylloides_SRR1754722',\n",
       " '41954_cyathophylloides_SRR1754721',\n",
       " '30686_cyathophylla_SRR1754730',\n",
       " '29154_superba_SRR1754715',\n",
       " '33413_thamno_SRR1754728',\n",
       " '30556_thamno_SRR1754720',\n",
       " '35236_rex_SRR1754731',\n",
       " '35855_rex_SRR1754726',\n",
       " '40578_rex_SRR1754724',\n",
       " '39618_rex_SRR1754723',\n",
       " '38362_rex_SRR1754725']"
      ]
     },
     "execution_count": 164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imap\n",
    "[item for sublist in imap.values() for item in sublist]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}