11 Syntax Parsing.ipynb

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 "cells": [
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   "cell_type": "code",
   "execution_count": 1,
   "id": "04f9f22a-7eb7-4042-9325-f247987dfe9d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk import pos_tag, RegexpParser\n",
    "from nltk.tokenize import word_tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "20326af7-b86e-41bf-a6ae-adf1c675badb",
   "metadata": {},
   "outputs": [],
   "source": [
    "sent = 'The Moroccan fairy tale ends at the hands of France.'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "934d4539-a9ab-4cc0-a851-760da7a9a2ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('The', 'DT'),\n",
       " ('Moroccan', 'NNP'),\n",
       " ('fairy', 'NN'),\n",
       " ('tale', 'NN'),\n",
       " ('ends', 'VBZ'),\n",
       " ('at', 'IN'),\n",
       " ('the', 'DT'),\n",
       " ('hands', 'NNS'),\n",
       " ('of', 'IN'),\n",
       " ('France', 'NNP'),\n",
       " ('.', '.')]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokens = word_tokenize(sent)\n",
    "tags = pos_tag(tokens)\n",
    "tags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f5913e37-538d-4a73-86ff-59b1fbcf60b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "chunker = RegexpParser(\"\"\"\n",
    "NP: {<DT><NNP>}\n",
    "P: {}\n",
    "V: {}\n",
    "PP: {<NP><NN>}\n",
    "VP: {<NN><VBZ>}\n",
    "\"\"\")\n",
    "result = chunker.parse(tags)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "54341875-69c3-476a-a8a5-7e423a982ebd",
   "metadata": {},
   "outputs": [
    {
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x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">DT</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"16.6667%\" y1=\"19.2px\" y2=\"48px\" /><svg width=\"66.6667%\" x=\"33.3333%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">Moroccan</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">NNP</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"66.6667%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"34.0909%\" y1=\"19.2px\" y2=\"48px\" /><svg width=\"31.8182%\" x=\"68.1818%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">fairy</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">NN</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"84.0909%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"16.9231%\" y1=\"19.2px\" y2=\"48px\" /><svg width=\"18.4615%\" x=\"33.8462%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">VP</text></svg><svg width=\"50%\" x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">tale</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">NN</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"25%\" y1=\"19.2px\" y2=\"48px\" /><svg width=\"50%\" x=\"50%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">ends</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">VBZ</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"75%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"43.0769%\" y1=\"19.2px\" y2=\"48px\" /><svg width=\"6.15385%\" x=\"52.3077%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">at</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">IN</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"55.3846%\" y1=\"19.2px\" y2=\"48px\" /><svg width=\"7.69231%\" x=\"58.4615%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">the</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">DT</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"62.3077%\" y1=\"19.2px\" y2=\"48px\" /><svg width=\"10.7692%\" x=\"66.1538%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">hands</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">NNS</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"71.5385%\" y1=\"19.2px\" y2=\"48px\" /><svg width=\"6.15385%\" x=\"76.9231%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">of</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">IN</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"80%\" y1=\"19.2px\" y2=\"48px\" /><svg width=\"12.3077%\" x=\"83.0769%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">France</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">NNP</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"89.2308%\" y1=\"19.2px\" y2=\"48px\" /><svg width=\"4.61538%\" x=\"95.3846%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">.</text></svg><svg width=\"100%\" x=\"0%\" y=\"48px\"><defs /><svg width=\"100%\" x=\"0\" y=\"0px\"><defs /><text text-anchor=\"middle\" x=\"50%\" y=\"16px\">.</text></svg></svg><line stroke=\"black\" x1=\"50%\" x2=\"50%\" y1=\"19.2px\" y2=\"48px\" /></svg><line stroke=\"black\" x1=\"50%\" x2=\"97.6923%\" y1=\"19.2px\" y2=\"48px\" /></svg>"
      ],
      "text/plain": [
       "Tree('S', [Tree('PP', [Tree('NP', [('The', 'DT'), ('Moroccan', 'NNP')]), ('fairy', 'NN')]), Tree('VP', [('tale', 'NN'), ('ends', 'VBZ')]), ('at', 'IN'), ('the', 'DT'), ('hands', 'NNS'), ('of', 'IN'), ('France', 'NNP'), ('.', '.')])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "99e8ee6e-cfee-4625-a2f2-8b7b9d9b7266",
   "metadata": {},
   "outputs": [],
   "source": [
    "result.draw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2dc4a511-f47d-4ec9-b3bc-7a342bb39d77",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(S\n",
      "  (NP The/DT Moroccan/NNP)\n",
      "  fairy/NN\n",
      "  (VP tale/NN ends/VBZ)\n",
      "  at/IN\n",
      "  the/DT\n",
      "  hands/NNS\n",
      "  of/IN\n",
      "  France/NNP\n",
      "  ./.)\n"
     ]
    }
   ],
   "source": [
    "print(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a8a977a-c92d-44cd-9ddf-0288a63d8acd",
   "metadata": {},
   "source": [
    "##### Dependency Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "578193b9-fecb-4bb4-ae6c-83f0c03b831c",
   "metadata": {},
   "outputs": [],
   "source": [
    "sent = 'It was the biggest mistake made by him in the history'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "627feb1e-98cb-43aa-ab01-56f610b75119",
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "nlp = spacy.load('en_core_web_sm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8e3a00f0-9c69-4487-ad0c-808773f8c952",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "It => nsubj\n",
      "was => ROOT\n",
      "the => det\n",
      "biggest => amod\n",
      "mistake => attr\n",
      "made => acl\n",
      "by => agent\n",
      "him => pobj\n",
      "in => prep\n",
      "the => det\n",
      "history => pobj\n"
     ]
    }
   ],
   "source": [
    "# Creating Doc object\n",
    "doc = nlp(sent)\n",
    "\n",
    "# Getting dependency tags\n",
    "for token in doc:\n",
    "    print(token.text, '=>', token.dep_)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d18f6259-7f80-405b-af10-1fe9890d4634",
   "metadata": {},
   "source": [
    "##### Visualize the tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "a37d9ff4-4948-41ab-a3d8-c9354000d060",
   "metadata": {},
   "outputs": [],
   "source": [
    "from spacy import displacy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "aa33e721-44c2-4037-a183-6ff7b4c3ce1b",
   "metadata": {},
   "outputs": [
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">the</tspan>\n",
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       "    </text>\n",
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       "        <textPath xlink:href=\"#arrow-3c5c7d70ba8e456e87038d1c589c8fc1-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1265.0,266.5 L1273.0,254.5 1257.0,254.5\" fill=\"currentColor\"/>\n",
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       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-3c5c7d70ba8e456e87038d1c589c8fc1-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1445.0,266.5 L1453.0,254.5 1437.0,254.5\" fill=\"currentColor\"/>\n",
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       "\n",
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       "    <path class=\"displacy-arc\" id=\"arrow-3c5c7d70ba8e456e87038d1c589c8fc1-0-8\" stroke-width=\"2px\" d=\"M1645,264.5 C1645,177.0 1790.0,177.0 1790.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
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       "        <textPath xlink:href=\"#arrow-3c5c7d70ba8e456e87038d1c589c8fc1-0-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1645,266.5 L1637,254.5 1653,254.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
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       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1795.0,266.5 L1803.0,254.5 1787.0,254.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "displacy.render(doc, jupyter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "fc3ae346-7386-4d8d-ba22-adbb506c96c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Is => ROOT\n",
      "it => nsubj\n",
      "possible => acomp\n",
      "for => prep\n",
      "him => pobj\n",
      "? => punct\n"
     ]
    },
    {
     "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=\"5acb125d00bc4afcbc08af15a1d24ab5-0\" class=\"displacy\" width=\"925\" height=\"399.5\" direction=\"ltr\" style=\"max-width: none; height: 399.5px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">Is</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">AUX</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">it</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">possible</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">for</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"309.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">him?</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-5acb125d00bc4afcbc08af15a1d24ab5-0-0\" stroke-width=\"2px\" d=\"M70,264.5 C70,177.0 215.0,177.0 215.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
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       "        <textPath xlink:href=\"#arrow-5acb125d00bc4afcbc08af15a1d24ab5-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M215.0,266.5 L223.0,254.5 207.0,254.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-5acb125d00bc4afcbc08af15a1d24ab5-0-1\" stroke-width=\"2px\" d=\"M70,264.5 C70,89.5 395.0,89.5 395.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-5acb125d00bc4afcbc08af15a1d24ab5-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">acomp</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M395.0,266.5 L403.0,254.5 387.0,254.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-5acb125d00bc4afcbc08af15a1d24ab5-0-2\" stroke-width=\"2px\" d=\"M70,264.5 C70,2.0 575.0,2.0 575.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-5acb125d00bc4afcbc08af15a1d24ab5-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M575.0,266.5 L583.0,254.5 567.0,254.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-5acb125d00bc4afcbc08af15a1d24ab5-0-3\" stroke-width=\"2px\" d=\"M595,264.5 C595,177.0 740.0,177.0 740.0,264.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-5acb125d00bc4afcbc08af15a1d24ab5-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M740.0,266.5 L748.0,254.5 732.0,254.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sent = 'Is it possible for him?'\n",
    "\n",
    "# Creating Doc object\n",
    "doc = nlp(sent)\n",
    "\n",
    "# Getting dependency tags\n",
    "for token in doc:\n",
    "    print(token.text, '=>', token.dep_)\n",
    "\n",
    "displacy.render(doc, jupyter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "0dbcab2c-1e8b-40e0-895c-15c5f4366d67",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Despite => prep\n",
      "the => det\n",
      "gloomy => amod\n",
      "weather => pobj\n",
      ", => punct\n",
      "the => det\n",
      "community => nsubj\n",
      "gathered => ROOT\n",
      "for => prep\n",
      "the => det\n",
      "vibrant => amod\n",
      "\n",
      " => dep\n",
      "harvest => compound\n",
      "festival => pobj\n",
      ", => punct\n",
      "their => poss\n",
      "laughter => nsubj\n",
      "echoing => advcl\n",
      "through => prep\n",
      "the => det\n",
      "crisp => amod\n",
      "autumn => compound\n",
      "air => pobj\n",
      ". => punct\n"
     ]
    },
    {
     "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=\"588093563f1047ef8035fce9f1368787-0\" class=\"displacy\" width=\"3725\" height=\"574.5\" direction=\"ltr\" style=\"max-width: none; height: 574.5px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">Despite</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\">SCONJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">the</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">gloomy</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">weather,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"750\">the</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"750\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"925\">community</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"925\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1100\">gathered</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1100\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1275\">for</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1275\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1450\">the</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1450\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1625\">vibrant</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1625\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1800\">\n",
       "</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1800\">SPACE</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"1975\">harvest</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"1975\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2150\">festival,</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2150\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2325\">their</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2325\">PRON</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2500\">laughter</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2500\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2675\">echoing</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2675\">VERB</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"2850\">through</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"2850\">ADP</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3025\">the</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3025\">DET</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3200\">crisp</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3200\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3375\">autumn</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=\"484.5\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3550\">air.</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3550\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-0\" stroke-width=\"2px\" d=\"M70,439.5 C70,89.5 1095.0,89.5 1095.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
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       "    </text>\n",
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       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M245,441.5 L237,429.5 253,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
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       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
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       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-3\" stroke-width=\"2px\" d=\"M70,439.5 C70,177.0 565.0,177.0 565.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M565.0,441.5 L573.0,429.5 557.0,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-4\" stroke-width=\"2px\" d=\"M770,439.5 C770,352.0 905.0,352.0 905.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M770,441.5 L762,429.5 778,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-5\" stroke-width=\"2px\" d=\"M945,439.5 C945,352.0 1080.0,352.0 1080.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M945,441.5 L937,429.5 953,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-6\" stroke-width=\"2px\" d=\"M1120,439.5 C1120,352.0 1255.0,352.0 1255.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1255.0,441.5 L1263.0,429.5 1247.0,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-7\" stroke-width=\"2px\" d=\"M1470,439.5 C1470,177.0 2140.0,177.0 2140.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1470,441.5 L1462,429.5 1478,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-8\" stroke-width=\"2px\" d=\"M1645,439.5 C1645,264.5 2135.0,264.5 2135.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1645,441.5 L1637,429.5 1653,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-9\" stroke-width=\"2px\" d=\"M1645,439.5 C1645,352.0 1780.0,352.0 1780.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-9\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">dep</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1780.0,441.5 L1788.0,429.5 1772.0,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-10\" stroke-width=\"2px\" d=\"M1995,439.5 C1995,352.0 2130.0,352.0 2130.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-10\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">compound</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1995,441.5 L1987,429.5 2003,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-11\" stroke-width=\"2px\" d=\"M1295,439.5 C1295,89.5 2145.0,89.5 2145.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-11\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2145.0,441.5 L2153.0,429.5 2137.0,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-12\" stroke-width=\"2px\" d=\"M2345,439.5 C2345,352.0 2480.0,352.0 2480.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-12\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">poss</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2345,441.5 L2337,429.5 2353,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-13\" stroke-width=\"2px\" d=\"M2520,439.5 C2520,352.0 2655.0,352.0 2655.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-13\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nsubj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2520,441.5 L2512,429.5 2528,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-14\" stroke-width=\"2px\" d=\"M1120,439.5 C1120,2.0 2675.0,2.0 2675.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-14\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">advcl</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2675.0,441.5 L2683.0,429.5 2667.0,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-15\" stroke-width=\"2px\" d=\"M2695,439.5 C2695,352.0 2830.0,352.0 2830.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-15\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">prep</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2830.0,441.5 L2838.0,429.5 2822.0,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-16\" stroke-width=\"2px\" d=\"M3045,439.5 C3045,177.0 3540.0,177.0 3540.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-16\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">det</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3045,441.5 L3037,429.5 3053,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-17\" stroke-width=\"2px\" d=\"M3220,439.5 C3220,264.5 3535.0,264.5 3535.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-17\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3220,441.5 L3212,429.5 3228,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-18\" stroke-width=\"2px\" d=\"M3395,439.5 C3395,352.0 3530.0,352.0 3530.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-18\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">compound</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3395,441.5 L3387,429.5 3403,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-588093563f1047ef8035fce9f1368787-0-19\" stroke-width=\"2px\" d=\"M2870,439.5 C2870,89.5 3545.0,89.5 3545.0,439.5\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-588093563f1047ef8035fce9f1368787-0-19\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">pobj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3545.0,441.5 L3553.0,429.5 3537.0,429.5\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sent = '''Despite the gloomy weather, the community gathered for the vibrant \n",
    "harvest festival, their laughter echoing through the crisp autumn air.'''\n",
    "# Creating Doc object\n",
    "doc = nlp(sent)\n",
    "\n",
    "# Getting dependency tags\n",
    "for token in doc:\n",
    "    print(token.text, '=>', token.dep_)\n",
    "\n",
    "displacy.render(doc, jupyter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d697268-7959-4b6f-90cf-fe62df6c93de",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}