experiments.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "73af8ed9-da80-4fac-a762-9fbbf3779a77",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\shaki\\miniconda3\\envs\\digPhen\\lib\\site-packages\\cupy\\_environment.py:213: UserWarning: CUDA path could not be detected. Set CUDA_PATH environment variable if CuPy fails to load.\n",
      "  warnings.warn(\n",
      "C:\\Users\\shaki\\miniconda3\\envs\\digPhen\\lib\\site-packages\\cupy\\_environment.py:213: UserWarning: CUDA path could not be detected. Set CUDA_PATH environment variable if CuPy fails to load.\n",
      "  warnings.warn(\n",
      "C:\\Users\\shaki\\miniconda3\\envs\\digPhen\\lib\\site-packages\\cupy\\_environment.py:213: UserWarning: CUDA path could not be detected. Set CUDA_PATH environment variable if CuPy fails to load.\n",
      "  warnings.warn(\n",
      "C:\\Users\\shaki\\miniconda3\\envs\\digPhen\\lib\\site-packages\\cupy\\_environment.py:213: UserWarning: CUDA path could not be detected. Set CUDA_PATH environment variable if CuPy fails to load.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import spacy\n",
    "from spacy import displacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e2e38215-6ff2-440f-b21b-b86597cbfe1c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\shaki\\miniconda3\\envs\\digPhen\\lib\\site-packages\\tqdm\\auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "nlp = spacy.load('en_core_web_sm')\n",
    "# nlp = spacy.load('en_core_web_lg')\n",
    "# nlp = spacy.load('en_core_web_trf')# "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ca02ee5f-5f9e-42e2-a6c0-0b5c297dfcfa",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><div class=\"entities\" style=\"line-height: 2.5; direction: ltr\">overall \n",
       "<mark class=\"entity\" style=\"background: #7aecec; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    Treehouse\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">ORG</span>\n",
       "</mark>\n",
       " is poor has a very light fruit yield with small to medium sized fruits fruit shape is spheroid fruit colors mostly green Harvest tray plugged not peelable with thick peel fruit flashes juicy with moderate seed number low bricks high acid fruit flavor below average with trifolate aftertaste Market class and determinable may have improved fruit flavor later in \n",
       "<mark class=\"entity\" style=\"background: #bfe1d9; padding: 0.45em 0.6em; margin: 0 0.25em; line-height: 1; border-radius: 0.35em;\">\n",
       "    season\n",
       "    <span style=\"font-size: 0.8em; font-weight: bold; line-height: 1; border-radius: 0.35em; vertical-align: middle; margin-left: 0.5rem\">DATE</span>\n",
       "</mark>\n",
       " come back and recheck</div></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "text='overall Treehouse is poor has a very light fruit yield with small to medium sized fruits fruit shape is spheroid fruit colors mostly green Harvest tray plugged not peelable with thick peel fruit flashes juicy with moderate seed number low bricks high acid fruit flavor below average with trifolate aftertaste Market class and determinable may have improved fruit flavor later in season come back and recheck'\n",
    "doc = nlp(text)\n",
    "displacy.render(doc,style='ent')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1f7824db-fa18-46a3-8a4d-300bd8337f56",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span class=\"tex2jax_ignore\"><svg xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\" xml:lang=\"en\" id=\"582327c9c1a54de6af792f93b685de73-0\" class=\"displacy\" width=\"11600\" height=\"924.5\" direction=\"ltr\" style=\"max-width: none; height: 924.5px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">overall</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">Treehouse</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">is</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">poor</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">has</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">a</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">very</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">light</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">fruit</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1625\">yield</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1625\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1800\">with</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1800\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1975\">small</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1975\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">to</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">PART</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2325\">medium</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2325\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2500\">sized</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2500\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2675\">fruits</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2675\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2850\">fruit</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2850\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3025\">shape</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3025\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3200\">is</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3200\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3375\">spheroid</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3375\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3550\">fruit</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3550\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3725\">colors</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3725\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3900\">mostly</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3900\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4075\">green</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4075\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4250\">Harvest</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4250\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4425\">tray</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4425\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4600\">plugged</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4600\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4775\">not</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4775\">PART</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4950\">peelable</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4950\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5125\">with</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5125\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5300\">thick</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5300\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5475\">peel</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5475\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5650\">fruit</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5650\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"5825\">flashes</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"5825\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6000\">juicy</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6000\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6175\">with</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6175\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6350\">moderate</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6350\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6525\">seed</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6525\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6700\">number</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6700\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"6875\">low</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"6875\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7050\">bricks</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7050\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7225\">high</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7225\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7400\">acid</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7400\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7575\">fruit</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7575\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7750\">flavor</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7750\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"7925\">below</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"7925\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8100\">average</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8100\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8275\">with</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8275\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8450\">trifolate</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8450\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8625\">aftertaste</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8625\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8800\">Market</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8800\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"8975\">class</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"8975\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9150\">and</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9150\">CCONJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9325\">determinable</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9325\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9500\">may</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9500\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9675\">have</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9675\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"9850\">improved</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"9850\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10025\">fruit</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10025\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10200\">flavor</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10200\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10375\">later</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10375\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10550\">in</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10550\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10725\">season</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10725\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"10900\">come</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"10900\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11075\">back</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11075\">ADV</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11250\">and</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11250\">CCONJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"834.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"11425\">recheck</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"11425\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-0\" stroke-width=\"2px\" d=\"M70,789.5 C70,702.0 185.0,702.0 185.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M70,791.5 L62,779.5 78,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-1\" stroke-width=\"2px\" d=\"M245,789.5 C245,702.0 360.0,702.0 360.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M245,791.5 L237,779.5 253,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-2\" stroke-width=\"2px\" d=\"M420,789.5 C420,614.5 715.0,614.5 715.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">ccomp</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M420,791.5 L412,779.5 428,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-3\" stroke-width=\"2px\" d=\"M420,789.5 C420,702.0 535.0,702.0 535.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">acomp</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M535.0,791.5 L543.0,779.5 527.0,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-4\" stroke-width=\"2px\" d=\"M945,789.5 C945,527.0 1595.0,527.0 1595.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M945,791.5 L937,779.5 953,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-5\" stroke-width=\"2px\" d=\"M1120,789.5 C1120,702.0 1235.0,702.0 1235.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">advmod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1120,791.5 L1112,779.5 1128,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-6\" stroke-width=\"2px\" d=\"M1295,789.5 C1295,614.5 1590.0,614.5 1590.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1295,791.5 L1287,779.5 1303,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-7\" stroke-width=\"2px\" d=\"M1470,789.5 C1470,702.0 1585.0,702.0 1585.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">compound</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1470,791.5 L1462,779.5 1478,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-8\" stroke-width=\"2px\" d=\"M770,789.5 C770,439.5 1600.0,439.5 1600.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">dobj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1600.0,791.5 L1608.0,779.5 1592.0,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-9\" stroke-width=\"2px\" d=\"M1645,789.5 C1645,702.0 1760.0,702.0 1760.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-9\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1760.0,791.5 L1768.0,779.5 1752.0,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-10\" stroke-width=\"2px\" d=\"M1995,789.5 C1995,614.5 2290.0,614.5 2290.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-10\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1995,791.5 L1987,779.5 2003,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-11\" stroke-width=\"2px\" d=\"M2170,789.5 C2170,702.0 2285.0,702.0 2285.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-11\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">quantmod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2170,791.5 L2162,779.5 2178,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-12\" stroke-width=\"2px\" d=\"M2345,789.5 C2345,702.0 2460.0,702.0 2460.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-582327c9c1a54de6af792f93b685de73-0-12\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2345,791.5 L2337,779.5 2353,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-13\" stroke-width=\"2px\" d=\"M2520,789.5 C2520,527.0 2995.0,527.0 2995.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2520,791.5 L2512,779.5 2528,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-14\" stroke-width=\"2px\" d=\"M2695,789.5 C2695,614.5 2990.0,614.5 2990.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2695,791.5 L2687,779.5 2703,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-15\" stroke-width=\"2px\" d=\"M2870,789.5 C2870,702.0 2985.0,702.0 2985.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2870,791.5 L2862,779.5 2878,779.5\" fill=\"currentColor\"/>\n",
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       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-16\" stroke-width=\"2px\" d=\"M1820,789.5 C1820,439.5 3000.0,439.5 3000.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3000.0,791.5 L3008.0,779.5 2992.0,779.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-17\" stroke-width=\"2px\" d=\"M770,789.5 C770,352.0 3180.0,352.0 3180.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3180.0,791.5 L3188.0,779.5 3172.0,779.5\" fill=\"currentColor\"/>\n",
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       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-582327c9c1a54de6af792f93b685de73-0-18\" stroke-width=\"2px\" d=\"M3395,789.5 C3395,614.5 3690.0,614.5 3690.0,789.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3395,791.5 L3387,779.5 3403,779.5\" fill=\"currentColor\"/>\n",
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       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "    <path class=\"displacy-arrowhead\" d=\"M3570,791.5 L3562,779.5 3578,779.5\" fill=\"currentColor\"/>\n",
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       "\n",
       "<g class=\"displacy-arrow\">\n",
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   "source": [
    "displacy.render(doc,style='dep')"
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   "execution_count": null,
   "id": "8d693d79-4207-4753-b713-949163228533",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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