[98867e]: / ipynb / vectorise.ipynb

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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#export\n",
    "from gensim.models import Word2Vec\n",
    "from gensim.models.word2vec import LineSentence\n",
    "from glob import glob\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns; sns.set(color_codes=True)\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn import manifold,neighbors\n",
    "from sklearn.model_selection import train_test_split\n",
    "from scipy.cluster.hierarchy import dendrogram, linkage, to_tree, fcluster,distance  \n",
    "from matplotlib import pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from Bio import SeqIO\n",
    "from Bio.Align import MultipleSeqAlignment\n",
    "from Bio.Phylo.TreeConstruction import DistanceCalculator, DistanceTreeConstructor\n",
    "from Bio import Phylo\n",
    "from tqdm import tqdm\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "import gc\n",
    "import random\n",
    "import multiprocessing as mp\n",
    "from gensim.models import KeyedVectors"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sample Ksent "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#export\n",
    "FASTA = \"/home/serge/data/genomes/ncbi-genomes-2019-04-07/\"\n",
    "labels = []\n",
    "ff = glob(f\"{FASTA}*.gz\")\n",
    "\n",
    "import gzip\n",
    "from functools import partial\n",
    "import re\n",
    "\n",
    "def get_spicies(d):\n",
    "    sp = d.split()[2]\n",
    "    if sp == \"sp.\": sp = \"\".join(d.split()[2:4])\n",
    "    return sp\n",
    "\n",
    "def clean(d):  return re.sub(r'[{}\\[\\]\\\"\\']',\"\",d)\n",
    "\n",
    "def get_description(d, c=True):return clean(d) if c else d\n",
    "\n",
    "def get_genus(d):\n",
    "    return d.split()[1]\n",
    "\n",
    "def get_family(d):\n",
    "    return \" \".join([get_genus(d),get_spicies(d)])\n",
    "\n",
    "def keep(k, d):\n",
    "    return k in d if type(k) == str else  any([x in d for x in k])\n",
    "\n",
    "\n",
    "def read_fastas(files, label, k=\" \", seq=True, d=\"plasmid\", compressed=True):\n",
    "    if compressed:\n",
    "        _open = partial(gzip.open, mode=\"rt\")\n",
    "    else:\n",
    "        _open = open\n",
    "    for file in tqdm(files):\n",
    "        with _open(file) as handle:\n",
    "            for record in SeqIO.parse(handle, \"fasta\"):\n",
    "                 if  keep(k,record.description) and not keep(d, record.description):\n",
    "                    yield (str(record.seq),label(record.description),len(record.seq)) if seq else (label(record.description),len(record.seq))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "inventory = pd.DataFrame(read_fastas(ff,label=get_description, seq=False), columns=[\"description\",\"seq_len\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "inventory[\"genus\"] = [get_genus(x) for x in inventory.description.values]\n",
    "inventory[\"spicies\"]=[get_spicies(x) for x in inventory.description.values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "b= inventory.groupby([\"genus\", \"spicies\"]).agg({\"description\": \"count\" })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
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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>description</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>spicies</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>subtilis</th>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>velezensis</th>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>anthracis</th>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cereus</th>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>thuringiensis</th>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>amyloliquefaciens</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>licheniformis</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cytotoxicus</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pumilus</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>megaterium</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>coagulans</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>paralicheniformis</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>safensis</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cellulasensis</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>altitudinis</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>clausii</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>vallismortis</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>atrophaeus</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>glycinifermentans</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>simplex</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mycoides</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>circulans</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>weihenstephanensis</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pseudomycoides</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.JS,</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.IHB</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.HBCD-sjtu</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.H15-1</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.BH072,</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.FJAT-14266</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>flexus</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>filamentosus</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cohnii</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cellulosilyticus</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>caldolyticus</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>butanolivorans</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bombysepticus</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>beveridgei</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>asahii</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aryabhattai</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>horikoshii</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kochii</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sonorensis</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>krulwichiae</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>smithii</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>siamensis</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>selenitireducens</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>albus</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pseudofirmus</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>oceanisediminis</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>muralis</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mobilis</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>methylotrophicus</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>methanolicus</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mesonae</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>marisflavi</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>litoralis</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lentus</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lehensis</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>xiamenensis</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>94 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    description\n",
       "spicies                        \n",
       "subtilis                    107\n",
       "velezensis                   72\n",
       "anthracis                    51\n",
       "cereus                       49\n",
       "thuringiensis                45\n",
       "amyloliquefaciens            36\n",
       "licheniformis                25\n",
       "cytotoxicus                  11\n",
       "pumilus                       9\n",
       "megaterium                    9\n",
       "coagulans                     8\n",
       "paralicheniformis             7\n",
       "safensis                      5\n",
       "cellulasensis                 4\n",
       "altitudinis                   4\n",
       "clausii                       3\n",
       "vallismortis                  3\n",
       "atrophaeus                    3\n",
       "glycinifermentans             3\n",
       "simplex                       2\n",
       "mycoides                      2\n",
       "circulans                     2\n",
       "weihenstephanensis            2\n",
       "pseudomycoides                2\n",
       "sp.JS,                        1\n",
       "sp.IHB                        1\n",
       "sp.HBCD-sjtu                  1\n",
       "sp.H15-1                      1\n",
       "sp.BH072,                     1\n",
       "sp.FJAT-14266                 1\n",
       "...                         ...\n",
       "flexus                        1\n",
       "filamentosus                  1\n",
       "cohnii                        1\n",
       "cellulosilyticus              1\n",
       "caldolyticus                  1\n",
       "butanolivorans                1\n",
       "bombysepticus                 1\n",
       "beveridgei                    1\n",
       "asahii                        1\n",
       "aryabhattai                   1\n",
       "horikoshii                    1\n",
       "kochii                        1\n",
       "sonorensis                    1\n",
       "krulwichiae                   1\n",
       "smithii                       1\n",
       "siamensis                     1\n",
       "selenitireducens              1\n",
       "albus                         1\n",
       "pseudofirmus                  1\n",
       "oceanisediminis               1\n",
       "muralis                       1\n",
       "mobilis                       1\n",
       "methylotrophicus              1\n",
       "methanolicus                  1\n",
       "mesonae                       1\n",
       "marisflavi                    1\n",
       "litoralis                     1\n",
       "lentus                        1\n",
       "lehensis                      1\n",
       "xiamenensis                   1\n",
       "\n",
       "[94 rows x 1 columns]"
      ]
     },
     "execution_count": 210,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b.loc[\"Bacillus\"].sort_values(\"description\", ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
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       "      <th>spicies</th>\n",
       "      <th></th>\n",
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       "      <th>aeruginosa</th>\n",
       "      <td>182</td>\n",
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       "      <th>chlororaphis</th>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>syringae</th>\n",
       "      <td>29</td>\n",
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       "    <tr>\n",
       "      <th>putida</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fluorescens</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>stutzeri</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>protegens</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>synxantha</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mendocina</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>orientalis</th>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>monteilii</th>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>brassicacearum</th>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>pseudoalcaligenes</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mesoacidophila</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>koreensis</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fulva</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>frederiksbergensis</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>parafulva</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>entomophila</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>citronellolis</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fragi</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>amygdali</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>plecoglossicida</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mosselii</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>taetrolens</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>azotoformans</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>savastanoi</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.URMO17WK12:I11</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.TCU-HL1</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.R11-23-07</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>balearica</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>avellanae</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>antarctica</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alkylphenolica</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alcaliphila</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rhizosphaerae</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>soli</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.LPH1</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.FGI182,</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.LH1G9</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.LG1E9</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.LG1D9</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.LBUM920</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.L10.10,</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.K2W31S-8</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.JY-Q,</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.HLS-6</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>alcaligenes</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.FDAARGOS_380</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.31-12</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.DY-1</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.DTU12.3</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.DR</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.CMR5c</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.CMR12a</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.CCOS</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.CC6-YY-74</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.AK6U</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sp.58</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yamanorum</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>118 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    description\n",
       "spicies                        \n",
       "aeruginosa                  182\n",
       "chlororaphis                 43\n",
       "syringae                     29\n",
       "putida                       29\n",
       "fluorescens                  22\n",
       "stutzeri                     17\n",
       "protegens                     7\n",
       "synxantha                     6\n",
       "mendocina                     6\n",
       "orientalis                    5\n",
       "monteilii                     5\n",
       "brassicacearum                4\n",
       "pseudoalcaligenes             3\n",
       "mesoacidophila                3\n",
       "koreensis                     3\n",
       "fulva                         3\n",
       "frederiksbergensis            3\n",
       "parafulva                     3\n",
       "entomophila                   3\n",
       "citronellolis                 2\n",
       "fragi                         2\n",
       "amygdali                      2\n",
       "plecoglossicida               2\n",
       "mosselii                      2\n",
       "taetrolens                    2\n",
       "azotoformans                  2\n",
       "savastanoi                    2\n",
       "sp.URMO17WK12:I11             2\n",
       "sp.TCU-HL1                    1\n",
       "sp.R11-23-07                  1\n",
       "...                         ...\n",
       "balearica                     1\n",
       "avellanae                     1\n",
       "antarctica                    1\n",
       "alkylphenolica                1\n",
       "alcaliphila                   1\n",
       "rhizosphaerae                 1\n",
       "soli                          1\n",
       "sp.LPH1                       1\n",
       "sp.FGI182,                    1\n",
       "sp.LH1G9                      1\n",
       "sp.LG1E9                      1\n",
       "sp.LG1D9                      1\n",
       "sp.LBUM920                    1\n",
       "sp.L10.10,                    1\n",
       "sp.K2W31S-8                   1\n",
       "sp.JY-Q,                      1\n",
       "sp.HLS-6                      1\n",
       "alcaligenes                   1\n",
       "sp.FDAARGOS_380               1\n",
       "sp.31-12                      1\n",
       "sp.DY-1                       1\n",
       "sp.DTU12.3                    1\n",
       "sp.DR                         1\n",
       "sp.CMR5c                      1\n",
       "sp.CMR12a                     1\n",
       "sp.CCOS                       1\n",
       "sp.CC6-YY-74                  1\n",
       "sp.AK6U                       1\n",
       "sp.58                         1\n",
       "yamanorum                     1\n",
       "\n",
       "[118 rows x 1 columns]"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "b.loc[\"Pseudomonas\"].sort_values(\"description\", ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 13050/13050 [15:27<00:00, 15.79it/s]\n"
     ]
    }
   ],
   "source": [
    "df = pd.DataFrame(read_fastas(ff,get_family, [\"Bacillus\",\"Pseudomonas\"]), columns=[\"seq\", \"sp\",\"len\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1019, 3)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pseudomonas aeruginosa        182\n",
       "Bacillus subtilis             107\n",
       "Bacillus velezensis            72\n",
       "Bacillus anthracis             51\n",
       "Bacillus cereus                49\n",
       "Bacillus thuringiensis         44\n",
       "Pseudomonas chlororaphis       43\n",
       "Bacillus amyloliquefaciens     36\n",
       "Pseudomonas putida             29\n",
       "Pseudomonas syringae           28\n",
       "Bacillus licheniformis         25\n",
       "Pseudomonas fluorescens        22\n",
       "Pseudomonas stutzeri           17\n",
       "Bacillus cytotoxicus           11\n",
       "Bacillus megaterium             9\n",
       "Bacillus pumilus                9\n",
       "Bacillus coagulans              8\n",
       "Pseudomonas protegens           7\n",
       "Bacillus paralicheniformis      7\n",
       "Pseudomonas synxantha           6\n",
       "Pseudomonas mendocina           6\n",
       "Bacillus safensis               5\n",
       "Pseudomonas monteilii           5\n",
       "Pseudomonas orientalis          5\n",
       "Bacillus cellulasensis          4\n",
       "Bacillus altitudinis            4\n",
       "Pseudomonas brassicacearum      4\n",
       "Bacillus glycinifermentans      3\n",
       "Pseudomonas koreensis           3\n",
       "Pseudomonas entomophila         3\n",
       "                             ... \n",
       "Pseudomonas yamanorum           1\n",
       "Bacillus cellulosilyticus       1\n",
       "Bacillus kochii                 1\n",
       "Bacillus sp.LM                  1\n",
       "Bacillus sp.IHB                 1\n",
       "Bacillus marisflavi             1\n",
       "Pseudomonas sp.Leaf58           1\n",
       "Bacillus filamentosus           1\n",
       "Bacillus sp.X1(2014),           1\n",
       "Pseudomonas soli                1\n",
       "Bacillus sp.HBCD-sjtu           1\n",
       "Bacillus sp.ABP14               1\n",
       "Bacillus smithii                1\n",
       "Pseudomonas trivialis           1\n",
       "Bacillus sp.1NLA3E,             1\n",
       "Bacillus weihaiensis            1\n",
       "Pseudomonas sp.FGI182,          1\n",
       "Bacillus litoralis              1\n",
       "Bacillus pseudofirmus           1\n",
       "Bacillus freudenreichii         1\n",
       "Pseudomonas sp.R5-89-07         1\n",
       "Pseudomonas sp.R2-60-08W        1\n",
       "Pseudomonas sp.StFLB209         1\n",
       "Bacillus butanolivorans         1\n",
       "Pseudomonas resinovorans        1\n",
       "Pseudomonas sp.LTJR-52          1\n",
       "Pseudomonas sp.DY-1             1\n",
       "Bacillus halotolerans           1\n",
       "Pseudomonas sp.CMR12a           1\n",
       "Pseudomonas poae                1\n",
       "Name: sp, Length: 215, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sp.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def keep_cnt(series, k):\n",
    "    v = series.values\n",
    "    lb = np.asarray([c >= k[0] for c in v])\n",
    "    ub = np.asarray([c <= k[1] for c in v])\n",
    "    mask = np.logical_and(ub, lb)\n",
    "    return series[mask] \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "families = keep_cnt(df.sp.value_counts(),(10,51))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "selected = df.loc[[x in families for x in df.sp.values],:]  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Bacillus anthracis            51\n",
       "Bacillus cereus               49\n",
       "Bacillus thuringiensis        44\n",
       "Pseudomonas chlororaphis      43\n",
       "Bacillus amyloliquefaciens    36\n",
       "Pseudomonas putida            29\n",
       "Pseudomonas syringae          28\n",
       "Bacillus licheniformis        25\n",
       "Pseudomonas fluorescens       22\n",
       "Pseudomonas stutzeri          17\n",
       "Bacillus cytotoxicus          11\n",
       "Name: sp, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected.sp.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "selected.to_pickle(\"../data/ncbi-genomes-2019-04-07_families_with_10_to_50_sequences.pkl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create Ksent data frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/serge/anaconda3/envs/bio/lib/python3.6/site-packages/smart_open/smart_open_lib.py:398: UserWarning: This function is deprecated, use smart_open.open instead. See the migration notes for details: https://github.com/RaRe-Technologies/smart_open/blob/master/README.rst#migrating-to-the-new-open-function\n",
      "  'See the migration notes for details: %s' % _MIGRATION_NOTES_URL\n"
     ]
    }
   ],
   "source": [
    "word_vectors = KeyedVectors.load_word2vec_format('/home/serge/data/genomes/embeddings/dna2vec-20190612-1611-k10to10-100d-10c-4870Mbp-sliding-kPR.w2v')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "selected =  pd.read_pickle(\"../data/ncbi-genomes-2019-04-07_families_with_10_to_50_sequences.pkl\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#export\n",
    "import random\n",
    "def check_alphabet(x):\n",
    "    return set(x) == {'A', 'C', 'G', 'T'} \n",
    "\n",
    "def vectorise(tokens, label, wv):\n",
    "    return (label, np.mean(wv[tokens], axis=0).astype(np.float64) )\n",
    "\n",
    "def tokenise(seq, start,size,step):\n",
    "    \"\"\"step - length of kmer, size - length of ksent\"\"\"\n",
    "    seq = \"\".join(seq[start:start+size])\n",
    "    t = [\"\".join(seq[i:i+step]) for i in range(len(seq)-step)]\n",
    "    tokens = list(filter(check_alphabet, t))\n",
    "    return tokens\n",
    "\n",
    "def ksent(df, wv, ksent_len=16000, n=100, randomise = True):\n",
    "    \"\"\"Create Ksent vectors\"\"\"\n",
    "    ksent = []\n",
    "    def _token():\n",
    "        \"\"\"token generator\"\"\"\n",
    "        for index, row in df.iterrows():\n",
    "            s, sp, l = row\n",
    "            samples = random.sample(range(0,l-ksent_len), n) if randomise else list(range(0,ksent_len*n, ksent_len))\n",
    "            if not randomise and l < ksent_len * n: continue\n",
    "            for hop in samples:    \n",
    "                yield (tokenise(s, hop, ksent_len, 10), sp)\n",
    "                \n",
    "    ksent = [vectorise(x, label, wv) for x,label in tqdm(_token(), total=df.shape[0]*n)]\n",
    "    return pd.DataFrame(ksent, columns=[ \"spicies\",\"ksent\"]).set_index(\"spicies\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 355/355 [00:28<00:00, 13.18it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 27.9 s, sys: 441 ms, total: 28.4 s\n",
      "Wall time: 28.3 s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "%time vectors = ksent(selected,word_vectors, n=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "vectors.to_pickle(\"../data/ksent_vectors_baccilium_1000_samples_per_fasta_run2.pkl\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Reduce dimensions and plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_3d(d, title, table = False):\n",
    "    fig = plt.figure(figsize=(13,13))\n",
    "    ax = fig.add_subplot(111,projection=\"3d\")\n",
    "    for i , sp in enumerate(d.index.value_counts().index.values):\n",
    "        cells=d.loc[d.index.values == sp,:].values\n",
    "        ax.scatter(cells[:,0],cells[:,1],cells[:,2], marker=\"o\", s=50, alpha=0.5,  label = sp)\n",
    "    ax.set_xlabel('d1')\n",
    "    ax.set_ylabel('d2')\n",
    "    ax.set_zlabel('d3')\n",
    "    ax.set_title(title)\n",
    "    if table: \n",
    "        pd.plotting.table(ax,d.groupby([\"spicies\"]).agg({0:[min,max,np.mean,np.std],1:[min,max,np.mean,np.std],2:[min,max,np.mean,np.std]}))\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Embedding reduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<KlsAutoencoder.Encoder at 0x7f2db83eeda0>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "import sys, os\n",
    "sys.path.append(\".\")\n",
    "from KlsAutoencoder import *\n",
    "e = Encoder(\"../data/models/encoder-3d\",[100,50,3]);e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "v = np.vstack(vectors.ksent)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 9.67 ms, sys: 0 ns, total: 9.67 ms\n",
      "Wall time: 8.96 ms\n"
     ]
    }
   ],
   "source": [
    "%time d = pd.DataFrame(e.transform(v), index = vectors.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_3d(d, \"Ksent vectors in Embedding Space\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = pd.plotting.parallel_coordinates(d.reset_index(),\"spicies\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### TSNE Reduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5min 49s, sys: 72.2 ms, total: 5min 49s\n",
      "Wall time: 5min 49s\n"
     ]
    }
   ],
   "source": [
    "perplexity = 50\n",
    "%time tsne = TSNE(n_components=3, perplexity=perplexity).fit_transform(d.values)\n",
    "d = pd.DataFrame(tsne, index = vectors.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_3d(d,f\"Ksent vectors in TSNE space, perplexity {perplexity}\" )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### PCA Reduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x936 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "d = PCA(n_components=3).fit_transform(v)\n",
    "d = pd.DataFrame(d,index = vectors.index)\n",
    "\n",
    "plot_3d(d, \"Ksent vectors in PCA space\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.6.7"
  },
  "notify_time": "30"
 },
 "nbformat": 4,
 "nbformat_minor": 2
}