dependency_tree.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlite3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "romanian_texts = {}\n",
    "moldavian_texts = {}\n",
    "\n",
    "conn = sqlite3.connect('news.db')\n",
    "c = conn.cursor()\n",
    "\n",
    "c.execute('SELECT * FROM romania')\n",
    "rows = c.fetchall()\n",
    "for row in rows:\n",
    "    if row[4] not in romanian_texts:\n",
    "        romanian_texts[row[4]] = []\n",
    "    romanian_texts[row[4]].append(row[5])\n",
    "    \n",
    "c.execute('SELECT * FROM moldova WHERE newspaper != \"zugo\"')\n",
    "rows = c.fetchall()\n",
    "for row in rows:\n",
    "    if row[4] not in moldavian_texts:\n",
    "        moldavian_texts[row[4]] = []\n",
    "    moldavian_texts[row[4]].append(row[5])\n",
    "\n",
    "conn.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_texts = {\"romana\": [], \"moldova\": []}\n",
    "\n",
    "for key in romanian_texts:\n",
    "    all_texts[\"romana\"].extend(romanian_texts[key])\n",
    "\n",
    "    \n",
    "for key in moldavian_texts:\n",
    "    all_texts[\"moldova\"].extend(moldavian_texts[key])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting ro-core-news-md==3.7.0\n",
      "  Downloading https://github.com/explosion/spacy-models/releases/download/ro_core_news_md-3.7.0/ro_core_news_md-3.7.0-py3-none-any.whl (42.5 MB)\n",
      "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m42.5/42.5 MB\u001b[0m \u001b[31m3.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
      "\u001b[?25hRequirement already satisfied: spacy<3.8.0,>=3.7.0 in ./venv/lib/python3.10/site-packages (from ro-core-news-md==3.7.0) (3.7.2)\n",
      "Requirement already satisfied: requests<3.0.0,>=2.13.0 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (2.31.0)\n",
      "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (2.0.8)\n",
      "Requirement already satisfied: typer<0.10.0,>=0.3.0 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (0.9.0)\n",
      "Requirement already satisfied: jinja2 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (3.1.3)\n",
      "Requirement already satisfied: setuptools in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (67.7.2)\n",
      "Requirement already satisfied: smart-open<7.0.0,>=5.2.1 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (6.4.0)\n",
      "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (2.0.10)\n",
      "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (3.0.9)\n",
      "Requirement already satisfied: thinc<8.3.0,>=8.1.8 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (8.2.2)\n",
      "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (3.3.0)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (4.65.0)\n",
      "Requirement already satisfied: weasel<0.4.0,>=0.1.0 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (0.3.4)\n",
      "Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (1.1.2)\n",
      "Requirement already satisfied: packaging>=20.0 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (23.2)\n",
      "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (1.0.10)\n",
      "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (1.0.5)\n",
      "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (2.4.8)\n",
      "Requirement already satisfied: numpy>=1.19.0 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (1.25.0)\n",
      "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (3.0.12)\n",
      "Requirement already satisfied: pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4 in ./venv/lib/python3.10/site-packages (from spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (2.6.0)\n",
      "Requirement already satisfied: pydantic-core==2.16.1 in ./venv/lib/python3.10/site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (2.16.1)\n",
      "Requirement already satisfied: annotated-types>=0.4.0 in ./venv/lib/python3.10/site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (0.6.0)\n",
      "Requirement already satisfied: typing-extensions>=4.6.1 in ./venv/lib/python3.10/site-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (4.9.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in ./venv/lib/python3.10/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (3.6)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in ./venv/lib/python3.10/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (2024.2.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in ./venv/lib/python3.10/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (3.3.2)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in ./venv/lib/python3.10/site-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (2.2.0)\n",
      "Requirement already satisfied: blis<0.8.0,>=0.7.8 in ./venv/lib/python3.10/site-packages (from thinc<8.3.0,>=8.1.8->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (0.7.11)\n",
      "Requirement already satisfied: confection<1.0.0,>=0.0.1 in ./venv/lib/python3.10/site-packages (from thinc<8.3.0,>=8.1.8->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (0.1.4)\n",
      "Requirement already satisfied: click<9.0.0,>=7.1.1 in ./venv/lib/python3.10/site-packages (from typer<0.10.0,>=0.3.0->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (8.1.7)\n",
      "Requirement already satisfied: cloudpathlib<0.17.0,>=0.7.0 in ./venv/lib/python3.10/site-packages (from weasel<0.4.0,>=0.1.0->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (0.16.0)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in ./venv/lib/python3.10/site-packages (from jinja2->spacy<3.8.0,>=3.7.0->ro-core-news-md==3.7.0) (2.1.5)\n",
      "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n",
      "You can now load the package via spacy.load('ro_core_news_md')\n"
     ]
    }
   ],
   "source": [
    "!python -m spacy download ro_core_news_md"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "\n",
    "nlp = spacy.load('ro_core_news_md')\n",
    "\n",
    "all_texts[\"romana\"] = [nlp(text) for text in all_texts[\"romana\"]]\n",
    "all_texts[\"moldova\"] = [nlp(text) for text in all_texts[\"moldova\"]]\n",
    "\n",
    "\n",
    "# Dependency tree\n",
    "all_dependencies = {\"romana\": [], \"moldova\": []}\n",
    "all_pos = {\"romana\": [], \"moldova\": []}\n",
    "\n",
    "for text in all_texts[\"romana\"]:\n",
    "    for sent in text.sents:\n",
    "        token_dep_list = []\n",
    "        token_pos_list = []\n",
    "        for token in sent:\n",
    "            token_dep_list.append(token.dep_)\n",
    "            token_pos_list.append(token.pos_)\n",
    "        all_dependencies[\"romana\"].append(token_dep_list)\n",
    "        all_pos[\"romana\"].append(token_pos_list)\n",
    "\n",
    "for text in all_texts[\"moldova\"]:\n",
    "    for sent in text.sents:\n",
    "        token_dep_list = []\n",
    "        token_pos_list = []\n",
    "        for token in sent:\n",
    "            token_dep_list.append(token.dep_)\n",
    "            token_pos_list.append(token.pos_)\n",
    "        all_dependencies[\"moldova\"].append(token_dep_list)\n",
    "        all_pos[\"moldova\"].append(token_pos_list)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Romana\n",
      "NOUN ADP NOUN ADP PRON PRON AUX VERB ADP NOUN ADJ PUNCT VERB ADP PUNCT SPACE DET VERB PUNCT 517\n",
      "ADV AUX DET NOUN ADV ADP ADJ ADP PROPN PUNCT SPACE 166\n",
      "NOUN PRON VERB ADV ADV PUNCT ADP NOUN PUNCT SPACE 21\n"
     ]
    },
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   "source": [
    "# Most common syntactic dependencies\n",
    "from collections import Counter\n",
    "\n",
    "# most_common_dependencies = {\"romana\": [], \"moldova\": []}\n",
    "\n",
    "# deps = {}\n",
    "# for sent in all_dependencies[\"romana\"]:\n",
    "#     for dep in sent:\n",
    "#         if dep not in deps:\n",
    "#             deps[dep] = 2**len(deps)\n",
    "        \n",
    "# for sent in all_dependencies[\"moldova\"]:\n",
    "#     for dep in sent:\n",
    "#         if dep not in deps:\n",
    "#             deps[dep] = 2**len(deps)\n",
    "\n",
    "# Romana\n",
    "sentence_numbers = {}        \n",
    "sentences = {}\n",
    "dep_sentences = {}\n",
    "for i in range(len(all_pos[\"romana\"])):\n",
    "    sent = all_pos[\"romana\"][i]\n",
    "    sentence = [tag for tag in sent]\n",
    "    sum = []\n",
    "    for tag in sentence:\n",
    "        sum.append(str(tag))\n",
    "    if(len(sum) < 3):\n",
    "        continue\n",
    "    # sum.sort()\n",
    "    sum = ' '.join(sum)\n",
    "    if sum not in sentence_numbers:\n",
    "        sentence_numbers[sum] = 0\n",
    "    else:\n",
    "        sentence_numbers[sum] += 1\n",
    "        \n",
    "    if sum not in sentences:\n",
    "        sentences[sum] = sent\n",
    "        dep_sentences[sum] = all_dependencies[\"romana\"][i]\n",
    "    \n",
    "print(\"Romana\")  \n",
    "sorted_sent_numbers = sorted(sentence_numbers, reverse=True, key=lambda x: sentence_numbers[x])\n",
    "mc_romana = sorted_sent_numbers[:3]\n",
    "\n",
    "for mc in mc_romana:\n",
    "    print(mc, sentence_numbers[mc])\n",
    "\n",
    "for mc in mc_romana:\n",
    "    dep_sent = dep_sentences[mc]\n",
    "    spacy.displacy.render(nlp(' '.join(dep_sent)))\n",
    "\n",
    "# Moldova\n",
    "sentence_numbers_md = {}        \n",
    "sentences_md = {}\n",
    "dep_sentences_md = {}\n",
    "for i in range(len(all_pos[\"moldova\"])):\n",
    "    sent = all_pos[\"moldova\"][i]\n",
    "    sentence = [tag for tag in sent]\n",
    "    sum = []\n",
    "    for tag in sentence:\n",
    "        sum.append(str(tag))\n",
    "    if(len(sum) < 3):\n",
    "        continue\n",
    "    # sum.sort()\n",
    "    sum = ' '.join(sum)\n",
    "    if sum not in sentence_numbers_md:\n",
    "        sentence_numbers_md[sum] = 0\n",
    "    else:\n",
    "        sentence_numbers_md[sum] += 1\n",
    "        \n",
    "    if sum not in sentences_md:\n",
    "        sentences_md[sum] = sent\n",
    "        dep_sentences_md[sum] = all_dependencies[\"moldova\"][i]\n",
    "    \n",
    "print(\"Moldova\")  \n",
    "sorted_sent_numbers = sorted(sentence_numbers_md, reverse=True, key=lambda x: sentence_numbers_md[x])\n",
    "mc_moldova = sorted_sent_numbers[:3]\n",
    "\n",
    "for mc in mc_moldova:\n",
    "    print(mc, sentence_numbers_md[mc])\n",
    "\n",
    "for mc in mc_moldova:\n",
    "    dep_sent = dep_sentences_md[mc]\n",
    "    spacy.displacy.render(nlp(' '.join(dep_sent)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RO ---> MD\n",
      "NOUN ADP NOUN ADP PRON PRON AUX VERB ADP NOUN ADJ PUNCT VERB ADP PUNCT SPACE DET VERB PUNCT - RO:517 - MD:0\n",
      "ADV AUX DET NOUN ADV ADP ADJ ADP PROPN PUNCT SPACE - RO:166 - MD:0\n",
      "NOUN PRON VERB ADV ADV PUNCT ADP NOUN PUNCT SPACE - RO:21 - MD:0\n",
      "\n",
      "\n",
      "MD ---> RO\n",
      "NOUN PRON AUX ADP NOUN PUNCT NOUN ADP NOUN PUNCT - RO:0 - MD:114\n",
      "PRON AUX ADV DET ADV ADJ NOUN AUX VERB ADP PROPN PUNCT ADP DET NOUN ADP NUM ADP NOUN ADP NOUN PUNCT - RO:0 - MD:114\n",
      "PRON ADV AUX ADP NOUN ADP NOUN PUNCT - RO:0 - MD:113\n"
     ]
    }
   ],
   "source": [
    "print(\"RO ---> MD\")\n",
    "for mc in mc_romana:\n",
    "    md_count = 0\n",
    "    if mc in sentence_numbers_md:\n",
    "        md_count = sentence_numbers_md[mc]\n",
    "    print(f\"{mc} - RO:{sentence_numbers[mc]} - MD:{md_count}\")\n",
    "\n",
    "print(\"\\n\")\n",
    "\n",
    "print(\"MD ---> RO\")\n",
    "for mc in mc_moldova:\n",
    "    ro_count = 0\n",
    "    if mc in sentence_numbers:\n",
    "        ro_count = sentence_numbers[mc]\n",
    "    print(f\"{mc} - RO:{ro_count} - MD:{sentence_numbers_md[mc]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ro-Md common: 221\n",
      "Ro common percentage: 1.09%\n",
      "Md common percentage: 0.52%\n"
     ]
    }
   ],
   "source": [
    "ro_md = {}\n",
    "for sent in sentence_numbers:\n",
    "    if sent in sentence_numbers_md:\n",
    "        ro_md[sent] = {'ro': sentence_numbers[sent], 'md': sentence_numbers_md[sent]}\n",
    "        \n",
    "print(f\"Ro-Md common: {len(ro_md)}\")\n",
    "print(f\"Ro common percentage: {len(ro_md) / len(sentence_numbers) * 100:.2f}%\")\n",
    "print(f\"Md common percentage: {len(ro_md) / len(sentence_numbers_md) * 100:.2f}%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Romana median: 19.0\n",
      "Moldova median: 22.0\n",
      "Romana unique median: 9.0\n",
      "Moldova unique median: 9.0\n",
      "Romana unique: [('NOUN', 21194), ('ADP', 19825), ('AUX', 19630), ('VERB', 17469), ('ADJ', 13602)]\n",
      "Moldova unique: [('NOUN', 99063), ('AUX', 93100), ('ADP', 91760), ('VERB', 75680), ('ADJ', 73411)]\n",
      "Romana unique percentage: {'NOUN': '11.97%', 'ADP': '11.19%', 'AUX': '11.08%', 'VERB': '9.86%', 'ADJ': '7.68%'}\n",
      "Moldova unique percentage: {'NOUN': '12.98%', 'AUX': '12.20%', 'ADP': '12.02%', 'VERB': '9.92%', 'ADJ': '9.62%'}\n"
     ]
    }
   ],
   "source": [
    "import statistics\n",
    "\n",
    "# Median length of pos for each language\n",
    "romana_lengths = [len(sent) for sent in all_pos[\"romana\"]]\n",
    "moldova_lengths = [len(sent) for sent in all_pos[\"moldova\"]]\n",
    "\n",
    "print(f\"Romana median: {statistics.median(romana_lengths)}\")\n",
    "print(f\"Moldova median: {statistics.median(moldova_lengths)}\")\n",
    "\n",
    "# Median length of unique pos for each language\n",
    "romana_lengths = [len(set(sent)) for sent in all_pos[\"romana\"]]\n",
    "moldova_lengths = [len(set(sent)) for sent in all_pos[\"moldova\"]]\n",
    "\n",
    "print(f\"Romana unique median: {statistics.median(romana_lengths)}\")\n",
    "print(f\"Moldova unique median: {statistics.median(moldova_lengths)}\")\n",
    "\n",
    "# Most common unique pos for each language\n",
    "romana_unique = []\n",
    "moldova_unique = []\n",
    "\n",
    "for sent in all_pos[\"romana\"]:\n",
    "    romana_unique.extend(set([tag for tag in sent if tag != \"PUNCT\"]))\n",
    "\n",
    "for sent in all_pos[\"moldova\"]:\n",
    "    moldova_unique.extend(set([tag for tag in sent if tag != \"PUNCT\"]))\n",
    "    \n",
    "romana_unique = Counter(romana_unique)\n",
    "moldova_unique = Counter(moldova_unique)\n",
    "\n",
    "print(f\"Romana unique: {romana_unique.most_common(5)}\")\n",
    "print(f\"Moldova unique: {moldova_unique.most_common(5)}\")\n",
    "\n",
    "# Most common unique pos for each language in percentage\n",
    "romana_total = romana_unique.total()\n",
    "moldova_total = moldova_unique.total()\n",
    "\n",
    "romana_unique_percentage = {k: v / romana_total * 100 for k, v in romana_unique.items()}\n",
    "moldova_unique_percentage = {k: v / moldova_total * 100 for k, v in moldova_unique.items()}\n",
    "\n",
    "romana_unique_percentage_common = sorted(romana_unique_percentage.items(), key=lambda x: x[1], reverse=True)[:5]\n",
    "romana_unique_percentage_common_rounded = {}\n",
    "for k, v in romana_unique_percentage_common:\n",
    "    romana_unique_percentage_common_rounded[k] = f\"{v:.2f}%\"\n",
    "moldova_unique_percentage_common = sorted(moldova_unique_percentage.items(), key=lambda x: x[1], reverse=True)[:5]\n",
    "moldova_unique_percentage_common_rounded = {}\n",
    "for k, v in moldova_unique_percentage_common:\n",
    "    moldova_unique_percentage_common_rounded[k] = f\"{v:.2f}%\"\n",
    "\n",
    "print(f\"Romana unique percentage: {romana_unique_percentage_common_rounded}\")\n",
    "print(f\"Moldova unique percentage: {moldova_unique_percentage_common_rounded}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Romana\n",
      "ADJ ADP ADP ADP ADP AUX DET NOUN NOUN NOUN PRON PRON PUNCT PUNCT PUNCT SPACE VERB VERB VERB 517\n",
      "ADJ ADP ADP ADV ADV AUX DET NOUN PROPN PUNCT SPACE 166\n",
      "ADP ADV ADV NOUN NOUN PRON PUNCT PUNCT SPACE VERB 21\n"
     ]
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       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3375\">nummod</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3375\">ADJ</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3550\">case</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=\"747.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3725\">nmod</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3725\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"3900\">case</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"3900\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4075\">nmod</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4075\">PROPN</tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"747.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"4250\">punct</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"4250\">NOUN</tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-0\" stroke-width=\"2px\" d=\"M70,702.0 C70,614.5 190.0,614.5 190.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">parataxis</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M190.0,704.0 L198.0,692.0 182.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-1\" stroke-width=\"2px\" d=\"M245,702.0 C245,614.5 365.0,614.5 365.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nmod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M365.0,704.0 L373.0,692.0 357.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-2\" stroke-width=\"2px\" d=\"M420,702.0 C420,614.5 540.0,614.5 540.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">flat</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M540.0,704.0 L548.0,692.0 532.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-3\" stroke-width=\"2px\" d=\"M420,702.0 C420,527.0 720.0,527.0 720.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nmod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M720.0,704.0 L728.0,692.0 712.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-4\" stroke-width=\"2px\" d=\"M420,702.0 C420,439.5 900.0,439.5 900.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">flat</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M900.0,704.0 L908.0,692.0 892.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-5\" stroke-width=\"2px\" d=\"M945,702.0 C945,614.5 1065.0,614.5 1065.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">flat</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1065.0,704.0 L1073.0,692.0 1057.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-6\" stroke-width=\"2px\" d=\"M420,702.0 C420,352.0 1255.0,352.0 1255.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nmod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1255.0,704.0 L1263.0,692.0 1247.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-7\" stroke-width=\"2px\" d=\"M245,702.0 C245,264.5 1435.0,264.5 1435.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">parataxis</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1435.0,704.0 L1443.0,692.0 1427.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-8\" stroke-width=\"2px\" d=\"M1470,702.0 C1470,614.5 1590.0,614.5 1590.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">nmod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1590.0,704.0 L1598.0,692.0 1582.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-9\" stroke-width=\"2px\" d=\"M70,702.0 C70,177.0 1790.0,177.0 1790.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-9\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">obj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1790.0,704.0 L1798.0,692.0 1782.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-10\" stroke-width=\"2px\" d=\"M1820,702.0 C1820,614.5 1940.0,614.5 1940.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-10\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">flat</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M1940.0,704.0 L1948.0,692.0 1932.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-11\" stroke-width=\"2px\" d=\"M1820,702.0 C1820,527.0 2120.0,527.0 2120.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-11\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">conj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2120.0,704.0 L2128.0,692.0 2112.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-12\" stroke-width=\"2px\" d=\"M2170,702.0 C2170,614.5 2290.0,614.5 2290.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-12\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">flat</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2290.0,704.0 L2298.0,692.0 2282.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-13\" stroke-width=\"2px\" d=\"M2345,702.0 C2345,614.5 2465.0,614.5 2465.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-13\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">fixed</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2465.0,704.0 L2473.0,692.0 2457.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-14\" stroke-width=\"2px\" d=\"M1820,702.0 C1820,439.5 2650.0,439.5 2650.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-14\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">conj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2650.0,704.0 L2658.0,692.0 2642.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-15\" stroke-width=\"2px\" d=\"M2695,702.0 C2695,614.5 2815.0,614.5 2815.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-15\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">flat</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2815.0,704.0 L2823.0,692.0 2807.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-16\" stroke-width=\"2px\" d=\"M2695,702.0 C2695,527.0 2995.0,527.0 2995.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-16\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">flat</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M2995.0,704.0 L3003.0,692.0 2987.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-17\" stroke-width=\"2px\" d=\"M2695,702.0 C2695,439.5 3175.0,439.5 3175.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-17\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">flat</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3175.0,704.0 L3183.0,692.0 3167.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-18\" stroke-width=\"2px\" d=\"M1820,702.0 C1820,352.0 3355.0,352.0 3355.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-18\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3355.0,704.0 L3363.0,692.0 3347.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-19\" stroke-width=\"2px\" d=\"M1820,702.0 C1820,264.5 3535.0,264.5 3535.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-19\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">conj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3535.0,704.0 L3543.0,692.0 3527.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-20\" stroke-width=\"2px\" d=\"M3570,702.0 C3570,614.5 3690.0,614.5 3690.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-20\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">flat</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3690.0,704.0 L3698.0,692.0 3682.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-21\" stroke-width=\"2px\" d=\"M1820,702.0 C1820,177.0 3890.0,177.0 3890.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-21\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">conj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M3890.0,704.0 L3898.0,692.0 3882.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-22\" stroke-width=\"2px\" d=\"M1820,702.0 C1820,89.5 4070.0,89.5 4070.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-22\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">amod</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M4070.0,704.0 L4078.0,692.0 4062.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-a22a4e9169e74df4986d073591873e1a-0-23\" stroke-width=\"2px\" d=\"M70,702.0 C70,2.0 4250.0,2.0 4250.0,702.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-a22a4e9169e74df4986d073591873e1a-0-23\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\">obj</textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M4250.0,704.0 L4258.0,692.0 4242.0,692.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Most common syntactic dependencies - SORTED\n",
    "from collections import Counter\n",
    "\n",
    "# most_common_dependencies = {\"romana\": [], \"moldova\": []}\n",
    "\n",
    "# deps = {}\n",
    "# for sent in all_dependencies[\"romana\"]:\n",
    "#     for dep in sent:\n",
    "#         if dep not in deps:\n",
    "#             deps[dep] = 2**len(deps)\n",
    "        \n",
    "# for sent in all_dependencies[\"moldova\"]:\n",
    "#     for dep in sent:\n",
    "#         if dep not in deps:\n",
    "#             deps[dep] = 2**len(deps)\n",
    "\n",
    "# Romana\n",
    "sentence_numbers = {}        \n",
    "sentences = {}\n",
    "dep_sentences = {}\n",
    "for i in range(len(all_pos[\"romana\"])):\n",
    "    sent = all_pos[\"romana\"][i]\n",
    "    sentence = [tag for tag in sent]\n",
    "    sum = []\n",
    "    for tag in sentence:\n",
    "        sum.append(str(tag))\n",
    "    if(len(sum) < 3):\n",
    "        continue\n",
    "    sum.sort()\n",
    "    sum = ' '.join(sum)\n",
    "    if sum not in sentence_numbers:\n",
    "        sentence_numbers[sum] = 0\n",
    "    else:\n",
    "        sentence_numbers[sum] += 1\n",
    "        \n",
    "    if sum not in sentences:\n",
    "        sentences[sum] = sent\n",
    "        dep_sentences[sum] = all_dependencies[\"romana\"][i]\n",
    "    \n",
    "print(\"Romana\")  \n",
    "sorted_sent_numbers = sorted(sentence_numbers, reverse=True, key=lambda x: sentence_numbers[x])\n",
    "mc_romana = sorted_sent_numbers[:3]\n",
    "\n",
    "for mc in mc_romana:\n",
    "    print(mc, sentence_numbers[mc])\n",
    "\n",
    "for mc in mc_romana:\n",
    "    dep_sent = dep_sentences[mc]\n",
    "    spacy.displacy.render(nlp(' '.join(dep_sent)))\n",
    "\n",
    "# Moldova\n",
    "sentence_numbers_md = {}        \n",
    "sentences_md = {}\n",
    "dep_sentences_md = {}\n",
    "for i in range(len(all_pos[\"moldova\"])):\n",
    "    sent = all_pos[\"moldova\"][i]\n",
    "    sentence = [tag for tag in sent]\n",
    "    sum = []\n",
    "    for tag in sentence:\n",
    "        sum.append(str(tag))\n",
    "    if(len(sum) < 3):\n",
    "        continue\n",
    "    sum.sort()\n",
    "    sum = ' '.join(sum)\n",
    "    if sum not in sentence_numbers_md:\n",
    "        sentence_numbers_md[sum] = 0\n",
    "    else:\n",
    "        sentence_numbers_md[sum] += 1\n",
    "        \n",
    "    if sum not in sentences_md:\n",
    "        sentences_md[sum] = sent\n",
    "        dep_sentences_md[sum] = all_dependencies[\"moldova\"][i]\n",
    "    \n",
    "print(\"Moldova\")  \n",
    "sorted_sent_numbers = sorted(sentence_numbers_md, reverse=True, key=lambda x: sentence_numbers_md[x])\n",
    "mc_moldova = sorted_sent_numbers[:3]\n",
    "\n",
    "for mc in mc_moldova:\n",
    "    print(mc, sentence_numbers_md[mc])\n",
    "\n",
    "for mc in mc_moldova:\n",
    "    dep_sent = dep_sentences_md[mc]\n",
    "    spacy.displacy.render(nlp(' '.join(dep_sent)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RO ---> MD\n",
      "ADJ ADP ADP ADP ADP AUX DET NOUN NOUN NOUN PRON PRON PUNCT PUNCT PUNCT SPACE VERB VERB VERB - RO:517 - MD:0\n",
      "ADJ ADP ADP ADV ADV AUX DET NOUN PROPN PUNCT SPACE - RO:166 - MD:0\n",
      "ADP ADV ADV NOUN NOUN PRON PUNCT PUNCT SPACE VERB - RO:21 - MD:0\n",
      "\n",
      "\n",
      "MD ---> RO\n",
      "ADP ADP ADV AUX NOUN NOUN PRON PUNCT - RO:0 - MD:121\n",
      "ADP ADP AUX NOUN NOUN NOUN NOUN PRON PUNCT PUNCT - RO:0 - MD:115\n",
      "ADJ ADP ADP ADP ADP ADP ADV ADV AUX AUX DET DET NOUN NOUN NOUN NOUN NUM PRON PROPN PUNCT PUNCT VERB - RO:0 - MD:114\n"
     ]
    }
   ],
   "source": [
    "print(\"RO ---> MD\")\n",
    "for mc in mc_romana:\n",
    "    md_count = 0\n",
    "    if mc in sentence_numbers_md:\n",
    "        md_count = sentence_numbers_md[mc]\n",
    "    print(f\"{mc} - RO:{sentence_numbers[mc]} - MD:{md_count}\")\n",
    "\n",
    "print(\"\\n\")\n",
    "\n",
    "print(\"MD ---> RO\")\n",
    "for mc in mc_moldova:\n",
    "    ro_count = 0\n",
    "    if mc in sentence_numbers:\n",
    "        ro_count = sentence_numbers[mc]\n",
    "    print(f\"{mc} - RO:{ro_count} - MD:{sentence_numbers_md[mc]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ro-Md common: 714\n",
      "Ro common percentage: 3.58%\n",
      "Md common percentage: 1.73%\n"
     ]
    }
   ],
   "source": [
    "ro_md = {}\n",
    "for sent in sentence_numbers:\n",
    "    if sent in sentence_numbers_md:\n",
    "        ro_md[sent] = {'ro': sentence_numbers[sent], 'md': sentence_numbers_md[sent]}\n",
    "        \n",
    "print(f\"Ro-Md common: {len(ro_md)}\")\n",
    "print(f\"Ro common percentage: {len(ro_md) / len(sentence_numbers) * 100:.2f}%\")\n",
    "print(f\"Md common percentage: {len(ro_md) / len(sentence_numbers_md) * 100:.2f}%\")"
   ]
  }
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