notebooks/textrank_example.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TextRank Example\n",
    "\n",
    "(C) 2023-2024 by [Damir Cavar](http:https://damir.cavar.me/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Version:** 1.1, January 2024"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Download:** This and various other Jupyter notebooks are available from my [GitHub repo](https://github.com/dcavar/python-tutorial-for-ipython)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Prerequisites:**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To install [spaCy](https://spacy.io/) follow the instructions on the [Install spaCy page](https://spacy.io/usage)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -U pip setuptools wheel"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following installation of spaCy is ideal for my environment, i.e., using a GPU and CUDA 12.x. See the [spaCy homepage](https://spacy.io/usage) for detailed installation instructions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -U 'spacy[cuda12x,transformers,lookups,ja]'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Install the required modules:\n",
    "\n",
    "    pip install ipyfilechooser pytextrank\n",
    "\n",
    "Read more about the TextRank algorithm in the publications listed at the [pytextrank page](https://pypi.org/project/pytextrank/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install -U ipyfilechooser pytextrank"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "import pytextrank\n",
    "import os\n",
    "from ipyfilechooser import FileChooser"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use the file chooser to select the document to be analyzed. I recommend using `data/bio_1.txt`. Run the code box below and pick your text file for analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0acee62337bc48d1baae1912bdf1e69a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "FileChooser(path='C:\\Users\\damir\\Dropbox\\Develop\\python-tutorial-notebooks\\notebooks', filename='', title='', …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fc = FileChooser()\n",
    "display(fc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We need to load a language model and add the textrank component to the NLP pipeline. In the following example we are loading the small English core language model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pytextrank.base.BaseTextRankFactory at 0x1f0d4aff950>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nlp = spacy.load(\"en_core_web_sm\")\n",
    "nlp.add_pipe(\"textrank\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We load the selected file into memory:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(os.path.join(fc.selected_path, fc.selected_filename), mode='r', encoding='utf-8') as ifp:\n",
    "    text = ifp.read()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now NLP the text:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "doc = nlp(text)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The identified terminology can be extracted as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plant cells\n",
      "0.14949313199259062 1\n",
      "[Plant cells]\n",
      "\n",
      "plant cell\n",
      "0.14949313199259062 1\n",
      "[plant cell]\n",
      "\n",
      "plant cells\n",
      "0.14949313199259062 4\n",
      "[plant cells, plant cells, plant cells, plant cells]\n",
      "\n",
      "cell membrane\n",
      "0.14652638837812743 1\n",
      "[cell membrane]\n",
      "\n",
      "Plant cell organelles\n",
      "0.14390173936161582 1\n",
      "[Plant cell organelles]\n",
      "\n",
      "Animal cells\n",
      "0.14194602804695636 2\n",
      "[Animal cells, Animal cells]\n",
      "\n",
      "animal cell\n",
      "0.14194602804695636 1\n",
      "[animal cell]\n",
      "\n",
      "animal cells\n",
      "0.14194602804695636 6\n",
      "[animal cells, animal cells, animal cells, animal cells, animal cells, animal cells]\n",
      "\n",
      "Cells\n",
      "0.14121724206238478 2\n",
      "[Cells, Cells]\n",
      "\n",
      "cells\n",
      "0.14121724206238478 2\n",
      "[cells, cells]\n",
      "\n",
      "higher plant cells\n",
      "0.1390537479234868 2\n",
      "[higher plant cells, higher plant cells]\n",
      "\n",
      "Cell division\n",
      "0.1389590201005359 1\n",
      "[Cell division]\n",
      "\n",
      "cell division\n",
      "0.1389590201005359 2\n",
      "[cell division, cell division]\n",
      "\n",
      "Plant cell parts\n",
      "0.13838816854775499 1\n",
      "[Plant cell parts]\n",
      "\n",
      "adjacent plant cells\n",
      "0.13833361847802955 1\n",
      "[adjacent plant cells]\n",
      "\n",
      "cell movements\n",
      "0.13731053009898486 1\n",
      "[cell movements]\n",
      "\n",
      "cell debris\n",
      "0.13497658121443346 1\n",
      "[cell debris]\n",
      "\n",
      "cell shape\n",
      "0.13495110321561862 1\n",
      "[cell shape]\n",
      "\n",
      "cell shapes\n",
      "0.13495110321561862 1\n",
      "[cell shapes]\n",
      "\n",
      "nerve cells\n",
      "0.1344556581596288 1\n",
      "[nerve cells]\n",
      "\n",
      "cell sap\n",
      "0.13443484733274622 1\n",
      "[cell sap]\n",
      "\n",
      "most cells\n",
      "0.13425561431639016 1\n",
      "[most cells]\n",
      "\n",
      "Animal Cells\n",
      "0.13405381023209098 3\n",
      "[Animal Cells, Animal Cells, Animal Cells]\n",
      "\n",
      "sex cells\n",
      "0.13400964198700657 1\n",
      "[sex cells]\n",
      "\n",
      "Most cells\n",
      "0.13384760780958804 2\n",
      "[Most cells, Most cells]\n",
      "\n",
      "other cell organelles\n",
      "0.13289531492715045 1\n",
      "[other cell organelles]\n",
      "\n",
      "active cell division\n",
      "0.12953030427974171 1\n",
      "[active cell division]\n",
      "\n",
      "red blood cells\n",
      "0.12495034511585529 1\n",
      "[red blood cells]\n",
      "\n",
      "Vacuoles\n",
      "    Plant cells\n",
      "0.08122587699984063 1\n",
      "[Vacuoles\n",
      "    Plant cells]\n",
      "\n",
      "A plant cell\n",
      "0.07928070552958234 2\n",
      "[A plant cell, A plant cell]\n",
      "\n",
      "a plant cell\n",
      "0.07928070552958234 1\n",
      "[a plant cell]\n",
      "\n",
      "the plant cell\n",
      "0.07928070552958234 3\n",
      "[the plant cell, the plant cell, the plant cell]\n",
      "\n",
      "the new cell wall\n",
      "0.07855934248405792 1\n",
      "[the new cell wall]\n",
      "\n",
      "the primary cell walls\n",
      "0.07823114217733362 1\n",
      "[the primary cell walls]\n",
      "\n",
      "animal and bacteria cells\n",
      "0.07806748181428132 1\n",
      "[animal and bacteria cells]\n",
      "\n",
      "a secondary cell wall\n",
      "0.07798831188076545 1\n",
      "[a secondary cell wall]\n",
      "\n",
      "the secondary cell wall\n",
      "0.07798831188076545 1\n",
      "[the secondary cell wall]\n",
      "\n",
      "their cell membrane\n",
      "0.07770735213371073 1\n",
      "[their cell membrane]\n",
      "\n",
      "the animal cell model\n",
      "0.07757467143634501 1\n",
      "[the animal cell model]\n",
      "\n",
      "a cell wall\n",
      "0.07580577355775617 3\n",
      "[a cell wall, a cell wall, a cell wall]\n",
      "\n",
      "the cell wall\n",
      "0.07580577355775617 1\n",
      "[the cell wall]\n",
      "\n",
      "the cell walls\n",
      "0.07580577355775617 1\n",
      "[the cell walls]\n",
      "\n",
      "an animal cell\n",
      "0.07527824924587403 1\n",
      "[an animal cell]\n",
      "\n",
      "whole-cell movement\n",
      "0.07516856882608361 1\n",
      "[whole-cell movement]\n",
      "\n",
      "two daughter cells\n",
      "0.07310264550359949 1\n",
      "[two daughter cells]\n",
      "\n",
      "a cell region\n",
      "0.07264969614662413 1\n",
      "[a cell region]\n",
      "\n",
      "a cell plate\n",
      "0.07234166003645315 2\n",
      "[a cell plate, a cell plate]\n",
      "\n",
      "no cell plate\n",
      "0.07234166003645315 1\n",
      "[no cell plate]\n",
      "\n",
      "plant\n",
      "0.07210694572208155 1\n",
      "[plant]\n",
      "\n",
      "plants\n",
      "0.07210694572208155 2\n",
      "[plants, plants]\n",
      "\n",
      "higher plants\n",
      "0.0720428902687032 1\n",
      "[higher plants]\n",
      "\n",
      "Both cell types\n",
      "0.07143656800849267 1\n",
      "[Both cell types]\n",
      "\n",
      "The cell cycle\n",
      "0.07126078509968618 1\n",
      "[The cell cycle]\n",
      "\n",
      "the cell cycle\n",
      "0.07126078509968618 1\n",
      "[the cell cycle]\n",
      "\n",
      "the cell pinches\n",
      "0.07123706431985236 1\n",
      "[the cell pinches]\n",
      "\n",
      "a mature cell\n",
      "0.0709428235665613 1\n",
      "[a mature cell]\n",
      "\n",
      "Some cells\n",
      "0.06522545017514751 1\n",
      "[Some cells]\n",
      "\n",
      "the cell\n",
      "0.06522545017514751 9\n",
      "[the cell, the cell, the cell, the cell, the cell, the cell, the cell, the cell, the cell]\n",
      "\n",
      "the cells\n",
      "0.06522545017514751 2\n",
      "[the cells, the cells]\n",
      "\n",
      "two cells\n",
      "0.06522545017514751 1\n",
      "[two cells]\n",
      "\n",
      "membranes\n",
      "0.06489546091079015 1\n",
      "[membranes]\n",
      "\n",
      "daughter chromosomes\n",
      "0.058791381178205544 2\n",
      "[daughter chromosomes, daughter chromosomes]\n",
      "\n",
      "other organelles\n",
      "0.05661495824126334 1\n",
      "[other organelles]\n",
      "\n",
      "protein molecules\n",
      "0.056603715943881194 1\n",
      "[protein molecules]\n",
      "\n",
      "multiple nuclei\n",
      "0.05586363335413034 1\n",
      "[multiple nuclei]\n",
      "\n",
      "granular endoplasmic reticulum\n",
      "0.055347477456725455 2\n",
      "[granular endoplasmic reticulum, granular endoplasmic reticulum]\n",
      "\n",
      "contractile proteins\n",
      "0.05507771280623564 1\n",
      "[contractile proteins]\n",
      "\n",
      "nucleus\n",
      "0.05457396974837576 1\n",
      "[nucleus]\n",
      "\n",
      "proteins\n",
      "0.05319455551010385 5\n",
      "[proteins, proteins, proteins, proteins, proteins]\n",
      "\n",
      "Animal tissues\n",
      "0.05306878559371603 1\n",
      "[Animal tissues]\n",
      "\n",
      "chromosome number\n",
      "0.05306838210726057 1\n",
      "[chromosome number]\n",
      "\n",
      "protein components\n",
      "0.052504709339370445 1\n",
      "[protein components]\n",
      "\n",
      "endoplasmic reticulum\n",
      "0.05238505967098783 2\n",
      "[endoplasmic reticulum, endoplasmic reticulum]\n",
      "\n",
      "packaging proteins\n",
      "0.05231894596667994 1\n",
      "[packaging proteins]\n",
      "\n",
      "nuclear pores\n",
      "0.05146541468497197 1\n",
      "[nuclear pores]\n",
      "\n",
      "chromosome separation\n",
      "0.049938209790282864 1\n",
      "[chromosome separation]\n",
      "\n",
      "chromosomes\n",
      "0.049545959983157396 2\n",
      "[chromosomes, chromosomes]\n",
      "\n",
      "several vacuoles\n",
      "0.04833562463744563 1\n",
      "[several vacuoles]\n",
      "\n",
      "semi-autonomous organelles\n",
      "0.048017048672044926 1\n",
      "[semi-autonomous organelles]\n",
      "\n",
      "huge vacuoles\n",
      "0.04779486927076437 1\n",
      "[huge vacuoles]\n",
      "\n",
      "vacuoles\n",
      "0.04703166788998759 3\n",
      "[vacuoles, vacuoles, vacuoles]\n",
      "\n",
      "organelle structure\n",
      "0.04535311679196341 1\n",
      "[organelle structure]\n",
      "\n",
      "other substances\n",
      "0.04396014818818317 1\n",
      "[other substances]\n",
      "\n",
      "divisions\n",
      "0.04220190718448174 1\n",
      "[divisions]\n",
      "\n",
      "tubule structures\n",
      "0.04217913867942932 1\n",
      "[tubule structures]\n",
      "\n",
      "various chemical processes\n",
      "0.041928388041701126 1\n",
      "[various chemical processes]\n",
      "\n",
      "the plant tissue tutorial\n",
      "0.04176192402423747 1\n",
      "[the plant tissue tutorial]\n",
      "\n",
      "Golgi bodies\n",
      "0.04050447118444194 1\n",
      "[Golgi bodies]\n",
      "\n",
      "structures\n",
      "0.04021518879679584 1\n",
      "[structures]\n",
      "\n",
      "those studying plants\n",
      "0.038336167445007244 1\n",
      "[those studying plants]\n",
      "\n",
      "Golgi\n",
      "0.0382773323222753 1\n",
      "[Golgi]\n",
      "\n",
      "daughter\n",
      "0.03786393617670461 1\n",
      "[daughter]\n",
      "\n",
      "DNA\n",
      "0.03769374846065586 2\n",
      "[DNA, DNA]\n",
      "\n",
      "the plasma membrane\n",
      "0.037249721857999005 3\n",
      "[the plasma membrane, the plasma membrane, the plasma membrane]\n",
      "\n",
      "cytoplasm\n",
      "0.0365732230268128 1\n",
      "[cytoplasm]\n",
      "\n",
      "various molecules\n",
      "0.03640442938515705 1\n",
      "[various molecules]\n",
      "\n",
      "adenosine triphosphate\n",
      "0.03605044131549702 1\n",
      "[adenosine triphosphate]\n",
      "\n",
      "green pigment\n",
      "0.03577769836377694 1\n",
      "[green pigment]\n",
      "\n",
      "pores\n",
      "0.03577147056405098 1\n",
      "[pores]\n",
      "\n",
      "movements\n",
      "0.03561804219586024 1\n",
      "[movements]\n",
      "\n",
      "membrane-bound tubular and vesicular structures\n",
      "0.03545004628455859 1\n",
      "[membrane-bound tubular and vesicular structures]\n",
      "\n",
      "dissolved substances\n",
      "0.03510981173900264 1\n",
      "[dissolved substances]\n",
      "\n",
      "less need\n",
      "0.03498877231006271 1\n",
      "[less need]\n",
      "\n",
      "open space\n",
      "0.03474838643828755 1\n",
      "[open space]\n",
      "\n",
      "vesicles\n",
      "0.03472253131360637 2\n",
      "[vesicles, vesicles]\n",
      "\n",
      "a single membrane\n",
      "0.034528316076768234 2\n",
      "[a single membrane, a single membrane]\n",
      "\n",
      "central control center\n",
      "0.03451740821574757 1\n",
      "[central control center]\n",
      "\n",
      "which membrane-bound organelles\n",
      "0.034479149825985746 1\n",
      "[which membrane-bound organelles]\n",
      "\n",
      "regions\n",
      "0.03419947287724005 2\n",
      "[regions, regions]\n",
      "\n",
      "The outer membrane\n",
      "0.03373284974528958 1\n",
      "[The outer membrane]\n",
      "\n",
      "a special membrane\n",
      "0.03372490733962138 1\n",
      "[a special membrane]\n",
      "\n",
      "energy packets\n",
      "0.03365104222029748 1\n",
      "[energy packets]\n",
      "\n",
      "separate lengthwise\n",
      "0.03361557771078577 1\n",
      "[separate lengthwise]\n",
      "\n",
      "RNA molecules\n",
      "0.03347391872886045 1\n",
      "[RNA molecules]\n",
      "\n",
      "free ribosomes\n",
      "0.033160469287398305 1\n",
      "[free ribosomes]\n",
      "\n",
      "the largest membrane-bound organelle\n",
      "0.03310078327799907 1\n",
      "[the largest membrane-bound organelle]\n",
      "\n",
      "rough ER\n",
      "0.03269339086144865 1\n",
      "[rough ER]\n",
      "\n",
      "the granular endoplasmic reticulum\n",
      "0.032664359382017234 2\n",
      "[the granular endoplasmic reticulum, the granular endoplasmic reticulum]\n",
      "\n",
      "a developing nuclear envelope\n",
      "0.0326441334340322 1\n",
      "[a developing nuclear envelope]\n",
      "\n",
      "various types\n",
      "0.03247630005291789 1\n",
      "[various types]\n",
      "\n",
      "lipid synthesis\n",
      "0.03239063778090093 1\n",
      "[lipid synthesis]\n",
      "\n",
      "mitosis\n",
      "0.03235648241570442 3\n",
      "[mitosis, mitosis, mitosis]\n",
      "\n",
      "substances\n",
      "0.032197918952937124 1\n",
      "[substances]\n",
      "\n",
      "need\n",
      "0.031149860695893296 1\n",
      "[need]\n",
      "\n",
      "pigments\n",
      "0.030864639750757775 1\n",
      "[pigments]\n",
      "\n",
      "a single large vacuole\n",
      "0.03060117410747143 1\n",
      "[a single large vacuole]\n",
      "\n",
      "more mitochondria\n",
      "0.030585866405775756 1\n",
      "[more mitochondria]\n",
      "\n",
      "spindle fibers\n",
      "0.030515350633720968 1\n",
      "[spindle fibers]\n",
      "\n",
      "a selective nuclear envelope\n",
      "0.030314489273385325 1\n",
      "[a selective nuclear envelope]\n",
      "\n",
      "A wall forms\n",
      "0.030293843255206083 1\n",
      "[A wall forms]\n",
      "\n",
      "the other organelles\n",
      "0.030024615666742895 1\n",
      "[the other organelles]\n",
      "\n",
      "This membrane\n",
      "0.029973929460823626 1\n",
      "[This membrane]\n",
      "\n",
      "two membranes\n",
      "0.029973929460823626 2\n",
      "[two membranes, two membranes]\n",
      "\n",
      "the primary wall\n",
      "0.02952220684260282 1\n",
      "[the primary wall]\n",
      "\n",
      "intense activity\n",
      "0.02944385614760693 1\n",
      "[intense activity]\n",
      "\n",
      "cyclosis\n",
      "0.029388350853621223 1\n",
      "[cyclosis]\n",
      "\n",
      "cytoplasmic streaming\n",
      "0.02938145702572563 1\n",
      "[cytoplasmic streaming]\n",
      "\n",
      "a contractile protein\n",
      "0.029209368163150777 1\n",
      "[a contractile protein]\n",
      "\n",
      "skeleton\n",
      "0.028787707163675447 1\n",
      "[skeleton]\n",
      "\n",
      "some mitochondrial proteins\n",
      "0.028740261664500267 1\n",
      "[some mitochondrial proteins]\n",
      "\n",
      "pectin merge\n",
      "0.028711230183072034 1\n",
      "[pectin merge]\n",
      "\n",
      "hydrogen peroxide\n",
      "0.02869043904183389 1\n",
      "[hydrogen peroxide]\n",
      "\n",
      "The nuclear envelope\n",
      "0.02852953945437518 1\n",
      "[The nuclear envelope]\n",
      "\n",
      "a nuclear envelope\n",
      "0.02852953945437518 1\n",
      "[a nuclear envelope]\n",
      "\n",
      "the nuclear envelope\n",
      "0.02852953945437518 2\n",
      "[the nuclear envelope, the nuclear envelope]\n",
      "\n",
      "greater activity\n",
      "0.028036031254992894 1\n",
      "[greater activity]\n",
      "\n",
      "the cytoskeleton proteins\n",
      "0.027835853508547122 1\n",
      "[the cytoskeleton proteins]\n",
      "\n",
      "The endoplasmic reticulum\n",
      "0.02778137319466307 1\n",
      "[The endoplasmic reticulum]\n",
      "\n",
      "circular openings\n",
      "0.027726330696642994 1\n",
      "[circular openings]\n",
      "\n",
      "ribosomes\n",
      "0.02769125333687017 2\n",
      "[ribosomes, ribosomes]\n",
      "\n",
      "skeletal muscle\n",
      "0.027551169810271704 1\n",
      "[skeletal muscle]\n",
      "\n",
      "+\n",
      "0.027273674030624626 1\n",
      "[+]\n",
      "\n",
      "vesicular traffic\n",
      "0.027203369445825062 1\n",
      "[vesicular traffic]\n",
      "\n",
      "stress\n",
      "0.026820586169292938 1\n",
      "[stress]\n",
      "\n",
      "Plastids\n",
      "0.026764069676977448 3\n",
      "[Plastids, Plastids, Plastids]\n",
      "\n",
      "plastids\n",
      "0.026764069676977448 2\n",
      "[plastids, plastids]\n",
      "\n",
      "the rodlike chromosomes\n",
      "0.026736255551484706 1\n",
      "[the rodlike chromosomes]\n",
      "\n",
      "a sandwich-like, flexible plasma membrane\n",
      "0.02642547259426621 1\n",
      "[a sandwich-like, flexible plasma membrane]\n",
      "\n",
      "regular intervals\n",
      "0.026420878701099423 1\n",
      "[regular intervals]\n",
      "\n",
      "Plant Cells Compared\n",
      "0.026273319992396016 1\n",
      "[Plant Cells Compared]\n",
      "\n",
      "amino acids\n",
      "0.026256330414004107 1\n",
      "[amino acids]\n",
      "\n",
      "older sections\n",
      "0.02623339888075729 1\n",
      "[older sections]\n",
      "\n",
      "The Golgi apparatus\n",
      "0.02590078910002498 1\n",
      "[The Golgi apparatus]\n",
      "\n",
      "the Golgi apparatus\n",
      "0.02590078910002498 3\n",
      "[the Golgi apparatus, the Golgi apparatus, the Golgi apparatus]\n",
      "\n",
      "Plant Cells\n",
      "0.02581817264443171 2\n",
      "[Plant Cells, Plant Cells]\n",
      "\n",
      "bacteria\n",
      "0.025755969994699653 1\n",
      "[bacteria]\n",
      "\n",
      "signals\n",
      "0.025544133178407556 1\n",
      "[signals]\n",
      "\n",
      "Both walls\n",
      "0.025482027184886916 1\n",
      "[Both walls]\n",
      "\n",
      "the walls\n",
      "0.025482027184886916 1\n",
      "[the walls]\n",
      "\n",
      "Chloroplasts\n",
      "0.02547894018941461 2\n",
      "[Chloroplasts, Chloroplasts]\n",
      "\n",
      "chloroplasts\n",
      "0.02547894018941461 3\n",
      "[chloroplasts, chloroplasts, chloroplasts]\n",
      "\n",
      "fused microtubules\n",
      "0.025429848920142967 1\n",
      "[fused microtubules]\n",
      "\n",
      "The nucleus\n",
      "0.025206636899976986 3\n",
      "[The nucleus, The nucleus, The nucleus]\n",
      "\n",
      "a nucleus\n",
      "0.025206636899976986 1\n",
      "[a nucleus]\n",
      "\n",
      "the nucleus\n",
      "0.025206636899976986 9\n",
      "[the nucleus, the nucleus, the nucleus, the nucleus, the nucleus, the nucleus, the nucleus, the nucleus, the nucleus]\n",
      "\n",
      "genetic information\n",
      "0.025088422633444497 1\n",
      "[genetic information]\n",
      "\n",
      "long dendrite projections\n",
      "0.024996082300989157 1\n",
      "[long dendrite projections]\n",
      "\n",
      "The proteins\n",
      "0.02456951275454476 2\n",
      "[The proteins, The proteins]\n",
      "\n",
      "a protein\n",
      "0.02456951275454476 1\n",
      "[a protein]\n",
      "\n",
      "energy-producing mitochondria\n",
      "0.024476062286958932 1\n",
      "[energy-producing mitochondria]\n",
      "\n",
      "DNA expression\n",
      "0.024395101486373697 1\n",
      "[DNA expression]\n",
      "\n",
      "thylakoids\n",
      "0.02401256906608269 1\n",
      "[thylakoids]\n",
      "\n",
      "rigid cellulose fibrils\n",
      "0.023827418765287735 1\n",
      "[rigid cellulose fibrils]\n",
      "\n",
      "mitochondria\n",
      "0.02354513719513144 2\n",
      "[mitochondria, mitochondria]\n",
      "\n",
      "hydrogen\n",
      "0.023525566885991066 1\n",
      "[hydrogen]\n",
      "\n",
      "a pectic middle lamella\n",
      "0.023205318903064973 1\n",
      "[a pectic middle lamella]\n",
      "\n",
      "rapid disassembly\n",
      "0.023184524254076827 1\n",
      "[rapid disassembly]\n",
      "\n",
      "these organelles\n",
      "0.022948334836088352 1\n",
      "[these organelles]\n",
      "\n",
      "each chromosome\n",
      "0.02288429866682748 1\n",
      "[each chromosome]\n",
      "\n",
      "the chromosomes\n",
      "0.02288429866682748 3\n",
      "[the chromosomes, the chromosomes, the chromosomes]\n",
      "\n",
      "greater detail\n",
      "0.022836002599308156 1\n",
      "[greater detail]\n",
      "\n",
      "secretory/transport vesicles\n",
      "0.022389057149666106 1\n",
      "[secretory/transport vesicles]\n",
      "\n",
      "diameter\n",
      "0.022344968217981584 1\n",
      "[diameter]\n",
      "\n",
      "ER\n",
      "0.022114349564293916 7\n",
      "[ER, ER, ER, ER, ER, ER, ER]\n",
      "\n",
      "RNA\n",
      "0.022039705859644085 4\n",
      "[RNA, RNA, RNA, RNA]\n",
      "\n",
      "The vacuole\n",
      "0.02172299689337713 1\n",
      "[The vacuole]\n",
      "\n",
      "a singular continuous space\n",
      "0.021704307827287356 1\n",
      "[a singular continuous space]\n",
      "\n",
      "rapid assembly\n",
      "0.021536069826208374 1\n",
      "[rapid assembly]\n",
      "\n",
      "small amounts\n",
      "0.021516810729403275 1\n",
      "[small amounts]\n",
      "\n",
      "Microtubules\n",
      "0.021388429815517026 3\n",
      "[Microtubules, Microtubules, Microtubules]\n",
      "\n",
      "the enmeshed DNA\n",
      "0.0213524479091305 1\n",
      "[the enmeshed DNA]\n",
      "\n",
      "Ca2\n",
      "0.02134175226898316 1\n",
      "[Ca2]\n",
      "\n",
      "ATP\n",
      "0.02127942948251816 2\n",
      "[ATP, ATP]\n",
      "\n",
      "young parts\n",
      "0.021254170663412043 1\n",
      "[young parts]\n",
      "\n",
      "Centrioles\n",
      "0.021134210894615136 1\n",
      "[Centrioles]\n",
      "\n",
      "stroma\n",
      "0.021083881327302406 2\n",
      "[stroma, stroma]\n",
      "\n",
      "their own DNA\n",
      "0.020993095540494902 1\n",
      "[their own DNA]\n",
      "\n",
      "pectin\n",
      "0.02098169268474619 1\n",
      "[pectin]\n",
      "\n",
      "the Plant Metabolism tutorial\n",
      "0.020937831481047116 1\n",
      "[the Plant Metabolism tutorial]\n",
      "\n",
      "place\n",
      "0.020814646624409003 1\n",
      "[place]\n",
      "\n",
      "the middle lamella\n",
      "0.02055255786927241 1\n",
      "[the middle lamella]\n",
      "\n",
      "Meristems\n",
      "0.02052858079330071 2\n",
      "[Meristems, Meristems]\n",
      "\n",
      "meristems\n",
      "0.02052858079330071 2\n",
      "[meristems, meristems]\n",
      "\n",
      "Neural Academy\n",
      "0.020366521315733212 1\n",
      "[Neural Academy]\n",
      "\n",
      "distribution\n",
      "0.02018290918276286 1\n",
      "[distribution]\n",
      "\n",
      "response\n",
      "0.020160216118409846 1\n",
      "[response]\n",
      "\n",
      "specific interest\n",
      "0.020107078095559727 1\n",
      "[specific interest]\n",
      "\n",
      "migrates\n",
      "0.019773587329875775 1\n",
      "[migrates]\n",
      "\n",
      "fertilization\n",
      "0.01958426481489323 1\n",
      "[fertilization]\n",
      "\n",
      "The division\n",
      "0.01949222597862091 1\n",
      "[The division]\n",
      "\n",
      "its division\n",
      "0.01949222597862091 1\n",
      "[its division]\n",
      "\n",
      "the division\n",
      "0.01949222597862091 1\n",
      "[the division]\n",
      "\n",
      "the microtubular spindle fibers\n",
      "0.019466106646237397 1\n",
      "[the microtubular spindle fibers]\n",
      "\n",
      "The selection process\n",
      "0.019303741800179387 1\n",
      "[The selection process]\n",
      "\n",
      "secretion\n",
      "0.01930045473348812 1\n",
      "[secretion]\n",
      "\n",
      "an energy-dependent process\n",
      "0.019089571014975406 1\n",
      "[an energy-dependent process]\n",
      "\n",
      "chlorophyll\n",
      "0.019010877138952397 1\n",
      "[chlorophyll]\n",
      "\n",
      "coin-shaped discs\n",
      "0.019007000371934347 1\n",
      "[coin-shaped discs]\n",
      "\n",
      "The granular ER\n",
      "0.018949885782216395 1\n",
      "[The granular ER]\n",
      "\n",
      "droplets\n",
      "0.018894022971137014 1\n",
      "[droplets]\n",
      "\n",
      "tubulin\n",
      "0.018655054116535008 1\n",
      "[tubulin]\n",
      "\n",
      "a filamentous region\n",
      "0.018638278251351715 1\n",
      "[a filamentous region]\n",
      "\n",
      "interphase\n",
      "0.018627274212681635 1\n",
      "[interphase]\n",
      "\n",
      "lignin\n",
      "0.018603801285638794 1\n",
      "[lignin]\n",
      "\n",
      "Intermediate filaments\n",
      "0.01852839169367823 1\n",
      "[Intermediate filaments]\n",
      "\n",
      "cholesterol\n",
      "0.01847176856331652 1\n",
      "[cholesterol]\n",
      "\n",
      "grana\n",
      "0.01835959761434107 1\n",
      "[grana]\n",
      "\n",
      "their various surfaces\n",
      "0.018245430022174342 1\n",
      "[their various surfaces]\n",
      "\n",
      "leucoplasts\n",
      "0.01811412751012992 1\n",
      "[leucoplasts]\n",
      "\n",
      "threads\n",
      "0.01809404747745974 1\n",
      "[threads]\n",
      "\n",
      "cellulose\n",
      "0.01804008479900401 1\n",
      "[cellulose]\n",
      "\n",
      "hollow tubes\n",
      "0.01791425060364977 1\n",
      "[hollow tubes]\n",
      "\n",
      "highly acidic fluid\n",
      "0.017683303717602166 1\n",
      "[highly acidic fluid]\n",
      "\n",
      "an end result\n",
      "0.01734551700151931 1\n",
      "[an end result]\n",
      "\n",
      "a process\n",
      "0.017131064314404563 1\n",
      "[a process]\n",
      "\n",
      "the process\n",
      "0.017131064314404563 1\n",
      "[the process]\n",
      "\n",
      "the processes\n",
      "0.017131064314404563 1\n",
      "[the processes]\n",
      "\n",
      "this process\n",
      "0.017131064314404563 1\n",
      "[this process]\n",
      "\n",
      "the opposite ends\n",
      "0.01711841953909318 1\n",
      "[the opposite ends]\n",
      "\n",
      "others\n",
      "0.017109495679975727 1\n",
      "[others]\n",
      "\n",
      "The cytoplasm\n",
      "0.016892448127730074 1\n",
      "[The cytoplasm]\n",
      "\n",
      "the cytoplasm\n",
      "0.016892448127730074 3\n",
      "[the cytoplasm, the cytoplasm, the cytoplasm]\n",
      "\n",
      "reactions\n",
      "0.016707578148873307 1\n",
      "[reactions]\n",
      "\n",
      "Photosynthesis\n",
      "0.016686334097899172 2\n",
      "[Photosynthesis, Photosynthesis]\n",
      "\n",
      "photosynthesis\n",
      "0.016686334097899172 1\n",
      "[photosynthesis]\n",
      "\n",
      "The pores\n",
      "0.016522134527570887 2\n",
      "[The pores, The pores]\n",
      "\n",
      "the pores\n",
      "0.016522134527570887 2\n",
      "[the pores, the pores]\n",
      "\n",
      "filaments\n",
      "0.016472175552972125 1\n",
      "[filaments]\n",
      "\n",
      "fruits\n",
      "0.016466690719068176 1\n",
      "[fruits]\n",
      "\n",
      "the movement\n",
      "0.016451268999829887 1\n",
      "[the movement]\n",
      "\n",
      "The apparatus\n",
      "0.016121203159771016 1\n",
      "[The apparatus]\n",
      "\n",
      "The vesicles\n",
      "0.016037650240684678 1\n",
      "[The vesicles]\n",
      "\n",
      "chromoplasts\n",
      "0.015991043265217105 1\n",
      "[chromoplasts]\n",
      "\n",
      "Enzymes\n",
      "0.015584007392603069 1\n",
      "[Enzymes]\n",
      "\n",
      "enzymes\n",
      "0.015584007392603069 1\n",
      "[enzymes]\n",
      "\n",
      "the exterior surface\n",
      "0.0155601074444201 1\n",
      "[the exterior surface]\n",
      "\n",
      "the living portion\n",
      "0.01551369611746035 1\n",
      "[the living portion]\n",
      "\n",
      "the most important structures\n",
      "0.015314450775561428 1\n",
      "[the most important structures]\n",
      "\n",
      "Contents\n",
      "Plant Cells\n",
      "0.01531036287544622 1\n",
      "[Contents\n",
      "Plant Cells]\n",
      "\n",
      "tracks\n",
      "0.015301495793825007 1\n",
      "[tracks]\n",
      "\n",
      "at least one Golgi apparatus\n",
      "0.015262186342258564 1\n",
      "[at least one Golgi apparatus]\n",
      "\n",
      "the naked eye\n",
      "0.015246328678218717 1\n",
      "[the naked eye]\n",
      "\n",
      "The particular function\n",
      "0.015085407113526305 1\n",
      "[The particular function]\n",
      "\n",
      "this tutorial\n",
      "0.014849849948707174 1\n",
      "[this tutorial]\n",
      "\n",
      "a rough, or granular appearance\n",
      "0.014611499179298097 1\n",
      "[a rough, or granular appearance]\n",
      "\n",
      "the needs\n",
      "0.014387504366394672 1\n",
      "[the needs]\n",
      "\n",
      "the synthesis\n",
      "0.014220035208031667 2\n",
      "[the synthesis, the synthesis]\n",
      "\n",
      "a filamentous network\n",
      "0.013945017117351929 1\n",
      "[a filamentous network]\n",
      "\n",
      "a fluid\n",
      "0.013870975446112939 1\n",
      "[a fluid]\n",
      "\n",
      "three distinct periods\n",
      "0.013747681605682762 1\n",
      "[three distinct periods]\n",
      "\n",
      "the center\n",
      "0.013624955622101732 2\n",
      "[the center, the center]\n",
      "\n",
      "grana—stacks\n",
      "0.013558014460261496 1\n",
      "[grana—stacks]\n",
      "\n",
      "the immune system\n",
      "0.013398759723676632 1\n",
      "[the immune system]\n",
      "\n",
      "a membranous sac\n",
      "0.01324371965731562 1\n",
      "[a membranous sac]\n",
      "\n",
      "The outer boundary\n",
      "0.013014852879803585 1\n",
      "[The outer boundary]\n",
      "\n",
      "the outer boundary\n",
      "0.013014852879803585 1\n",
      "[the outer boundary]\n",
      "\n",
      "either external or internal support\n",
      "0.012910934247062725 1\n",
      "[either external or internal support]\n",
      "\n",
      "Some ribosomes\n",
      "0.012790042054592091 1\n",
      "[Some ribosomes]\n",
      "\n",
      "the cytosol\n",
      "0.012664815464474755 2\n",
      "[the cytosol, the cytosol]\n",
      "\n",
      "Each mitochondrion\n",
      "0.01254232033220239 1\n",
      "[Each mitochondrion]\n",
      "\n",
      "actin\n",
      "0.012500306593535468 1\n",
      "[actin]\n",
      "\n",
      "the inner one\n",
      "0.012456992119582358 1\n",
      "[the inner one]\n",
      "\n",
      "The number\n",
      "0.012337327003981435 1\n",
      "[The number]\n",
      "\n",
      "a number\n",
      "0.012337327003981435 1\n",
      "[a number]\n",
      "\n",
      "Credit: Neural Academy\n",
      "0.01232512994673394 1\n",
      "[Credit: Neural Academy]\n",
      "\n",
      "The main differences\n",
      "0.0122866003036123 1\n",
      "[The main differences]\n",
      "\n",
      "oxygen\n",
      "0.012142479669363621 1\n",
      "[oxygen]\n",
      "\n",
      "a chloroplast\n",
      "0.01176821838161992 1\n",
      "[a chloroplast]\n",
      "\n",
      "the form\n",
      "0.011566535579331148 2\n",
      "[the form, the form]\n",
      "\n",
      "just a region\n",
      "0.011470851922225361 1\n",
      "[just a region]\n",
      "\n",
      "two portions\n",
      "0.01144715623281748 1\n",
      "[two portions]\n",
      "\n",
      "the centrosome\n",
      "0.011388247833659534 2\n",
      "[the centrosome, the centrosome]\n",
      "\n",
      "a little highway infrastructure\n",
      "0.011109164122100158 1\n",
      "[a little highway infrastructure]\n",
      "\n",
      "the thylakoids\n",
      "0.011090930571389858 1\n",
      "[the thylakoids]\n",
      "\n",
      "a network\n",
      "0.010909726938175638 2\n",
      "[a network, a network]\n",
      "\n",
      "their usual two-stranded nature\n",
      "0.010907798230481979 1\n",
      "[their usual two-stranded nature]\n",
      "\n",
      "the features\n",
      "0.010893344518184153 1\n",
      "[the features]\n",
      "\n",
      "each group\n",
      "0.010883621510970281 1\n",
      "[each group]\n",
      "\n",
      "the groups\n",
      "0.010883621510970281 1\n",
      "[the groups]\n",
      "\n",
      "the chemical balances\n",
      "0.010743899895530078 1\n",
      "[the chemical balances]\n",
      "\n",
      "Anaphase\n",
      "0.010718273818611256 1\n",
      "[Anaphase]\n",
      "\n",
      "Credit\n",
      "0.010718273818611256 1\n",
      "[Credit]\n",
      "\n",
      "Endosomes\n",
      "0.010718273818611256 1\n",
      "[Endosomes]\n",
      "\n",
      "Frameworks\n",
      "0.010718273818611256 1\n",
      "[Frameworks]\n",
      "\n",
      "Lysosomes\n",
      "0.010718273818611256 1\n",
      "[Lysosomes]\n",
      "\n",
      "Microfilaments\n",
      "0.010718273818611256 1\n",
      "[Microfilaments]\n",
      "\n",
      "Mitochondria\n",
      "0.010718273818611256 4\n",
      "[Mitochondria, Mitochondria, Mitochondria, Mitochondria]\n",
      "\n",
      "Mitosis\n",
      "0.010718273818611256 2\n",
      "[Mitosis, Mitosis]\n",
      "\n",
      "Peroxisomes\n",
      "0.010718273818611256 1\n",
      "[Peroxisomes]\n",
      "\n",
      "Plasmodesmata\n",
      "0.010718273818611256 1\n",
      "[Plasmodesmata]\n",
      "\n",
      "Ribosomes\n",
      "0.010718273818611256 1\n",
      "[Ribosomes]\n",
      "\n",
      "Table\n",
      "0.010718273818611256 1\n",
      "[Table]\n",
      "\n",
      "Telophase\n",
      "0.010718273818611256 1\n",
      "[Telophase]\n",
      "\n",
      "Vacuole\n",
      "0.010718273818611256 1\n",
      "[Vacuole]\n",
      "\n",
      "addition\n",
      "0.010718273818611256 1\n",
      "[addition]\n",
      "\n",
      "microscopes\n",
      "0.010718273818611256 1\n",
      "[microscopes]\n",
      "\n",
      "some kind\n",
      "0.010365700294403856 1\n",
      "[some kind]\n",
      "\n",
      "the diameter\n",
      "0.01032069873254824 1\n",
      "[the diameter]\n",
      "\n",
      "the RNA\n",
      "0.010179704088740547 1\n",
      "[the RNA]\n",
      "\n",
      "Three types\n",
      "0.010017835184608921 1\n",
      "[Three types]\n",
      "\n",
      "the genes\n",
      "0.009948311818716499 1\n",
      "[the genes]\n",
      "\n",
      "two centrioles\n",
      "0.009761473879293096 1\n",
      "[two centrioles]\n",
      "\n",
      "the stroma\n",
      "0.009738227647904135 2\n",
      "[the stroma, the stroma]\n",
      "\n",
      "the tonoplast\n",
      "0.009672237173892793 1\n",
      "[the tonoplast]\n",
      "\n",
      "one-half the number\n",
      "0.009559512575799348 1\n",
      "[one-half the number]\n",
      "\n",
      "9 sets\n",
      "0.009476878612073547 1\n",
      "[9 sets]\n",
      "\n",
      "the color\n",
      "0.009419927488840647 1\n",
      "[the color]\n",
      "\n",
      "the sister chromatids\n",
      "0.009174246824667815 1\n",
      "[the sister chromatids]\n",
      "\n",
      "their centromere\n",
      "0.009134659221153436 1\n",
      "[their centromere]\n",
      "\n",
      "an important role\n",
      "0.008997415948041612 1\n",
      "[an important role]\n",
      "\n",
      "the inside\n",
      "0.008874043637289343 1\n",
      "[the inside]\n",
      "\n",
      "The nucleolus\n",
      "0.008822499645493522 1\n",
      "[The nucleolus]\n",
      "\n",
      "the nucleolus\n",
      "0.008822499645493522 1\n",
      "[the nucleolus]\n",
      "\n",
      "The DNA\n",
      "0.008544859814729295 1\n",
      "[The DNA]\n",
      "\n",
      "a counterpart\n",
      "0.008531744441951407 1\n",
      "[a counterpart]\n",
      "\n",
      "The presence\n",
      "0.00845932203511778 1\n",
      "[The presence]\n",
      "\n",
      "the equator\n",
      "0.008441542507467103 1\n",
      "[the equator]\n",
      "\n",
      "four phases\n",
      "0.008298436182908096 1\n",
      "[four phases]\n",
      "\n",
      "the lumen\n",
      "0.008296907680666307 1\n",
      "[the lumen]\n",
      "\n",
      "the mother\n",
      "0.008268037132329204 1\n",
      "[the mother]\n",
      "\n",
      "a site\n",
      "0.008252019618757168 1\n",
      "[a site]\n",
      "\n",
      "the site\n",
      "0.008252019618757168 2\n",
      "[the site, the site]\n",
      "\n",
      "the sites\n",
      "0.008252019618757168 1\n",
      "[the sites]\n",
      "\n",
      "the time\n",
      "0.008233759895242748 1\n",
      "[the time]\n",
      "\n",
      "the cytoskeleton\n",
      "0.008139746484827078 1\n",
      "[the cytoskeleton]\n",
      "\n",
      "the telophase\n",
      "0.00790572817834404 1\n",
      "[the telophase]\n",
      "\n",
      "the filaments\n",
      "0.007608171991717783 1\n",
      "[the filaments]\n",
      "\n",
      "these filaments\n",
      "0.007608171991717783 1\n",
      "[these filaments]\n",
      "\n",
      "The cytoskeleton\n",
      "0.007584942645772665 2\n",
      "[The cytoskeleton, The cytoskeleton]\n",
      "\n",
      "the organism\n",
      "0.007463819461783254 1\n",
      "[the organism]\n",
      "\n",
      "a bit\n",
      "0.007448545727431852 1\n",
      "[a bit]\n",
      "\n",
      "the two sets\n",
      "0.006881961194735645 1\n",
      "[the two sets]\n",
      "\n",
      "the rest\n",
      "0.006685064055497379 1\n",
      "[the rest]\n",
      "\n",
      "the protoplasm\n",
      "0.006602793107857531 1\n",
      "[the protoplasm]\n",
      "\n",
      "the axons\n",
      "0.0063875982785623585 1\n",
      "[the axons]\n",
      "\n",
      "the protoplasts\n",
      "0.006353622071292162 1\n",
      "[the protoplasts]\n",
      "\n",
      "one-half\n",
      "0.006177962988751369 1\n",
      "[one-half]\n",
      "\n",
      "a matrix\n",
      "0.005737165292076705 1\n",
      "[a matrix]\n",
      "\n",
      "up to 14 sides\n",
      "0.005698401560786984 1\n",
      "[up to 14 sides]\n",
      "\n",
      "the volume\n",
      "0.0056083711245893154 1\n",
      "[the volume]\n",
      "\n",
      "A spindle\n",
      "0.0049505586195386616 1\n",
      "[A spindle]\n",
      "\n",
      "The agranular\n",
      "0.0049505586195386616 1\n",
      "[The agranular]\n",
      "\n",
      "The chromatin\n",
      "0.0049505586195386616 1\n",
      "[The chromatin]\n",
      "\n",
      "Up to 90%\n",
      "0.0029462739748509098 2\n",
      "[Up to 90%, Up to 90%]\n",
      "\n",
      "14\n",
      "0.0 1\n",
      "[14]\n",
      "\n",
      "9\n",
      "0.0 1\n",
      "[9]\n",
      "\n",
      "All\n",
      "0.0 1\n",
      "[All]\n",
      "\n",
      "It\n",
      "0.0 2\n",
      "[It, It]\n",
      "\n",
      "These\n",
      "0.0 1\n",
      "[These]\n",
      "\n",
      "They\n",
      "0.0 10\n",
      "[They, They, They, They, They, They, They, They, They, They]\n",
      "\n",
      "This\n",
      "0.0 1\n",
      "[This]\n",
      "\n",
      "Three\n",
      "0.0 1\n",
      "[Three]\n",
      "\n",
      "any\n",
      "0.0 1\n",
      "[any]\n",
      "\n",
      "at least one\n",
      "0.0 1\n",
      "[at least one]\n",
      "\n",
      "four\n",
      "0.0 1\n",
      "[four]\n",
      "\n",
      "it\n",
      "0.0 4\n",
      "[it, it, it, it]\n",
      "\n",
      "some\n",
      "0.0 4\n",
      "[some, some, some, some]\n",
      "\n",
      "that\n",
      "0.0 18\n",
      "[that, that, that, that, that, that, that, that, that, that, that, that, that, that, that, that, that, that]\n",
      "\n",
      "them\n",
      "0.0 4\n",
      "[them, them, them, them]\n",
      "\n",
      "they\n",
      "0.0 4\n",
      "[they, they, they, they]\n",
      "\n",
      "those\n",
      "0.0 1\n",
      "[those]\n",
      "\n",
      "three\n",
      "0.0 1\n",
      "[three]\n",
      "\n",
      "two\n",
      "0.0 8\n",
      "[two, two, two, two, two, two, two, two]\n",
      "\n",
      "we\n",
      "0.0 1\n",
      "[we]\n",
      "\n",
      "what\n",
      "0.0 1\n",
      "[what]\n",
      "\n",
      "which\n",
      "0.0 9\n",
      "[which, which, which, which, which, which, which, which, which]\n",
      "\n",
      "you\n",
      "0.0 1\n",
      "[you]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for phrase in doc._.phrases:\n",
    "    print(phrase.text)\n",
    "    print(phrase.rank, phrase.count)\n",
    "    print(phrase.chunks)\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(C) 2022-2023 by [Damir Cavar](http:https://damir.cavar.me/)"
   ]
  }
 ],
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