03_API_Examples/05_DAService_Visualization.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "bd407c23",
   "metadata": {},
   "source": [
    "# 係り受け解析の結果を可視化"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "28ea5a81",
   "metadata": {},
   "source": [
    "テキスト解析 Web API の日本語係り受け解析の結果を用いて、文節同士の関係がひと目でわかるようにしてみましょう。"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "ad96f532",
   "metadata": {},
   "source": [
    "本記事では、OSS である spaCy （ https://spacy.io/ ）や Graphviz （ https://graphviz.org/ ）の機能を使って、係り受け関係を視覚的に表示します。"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a7dd73d1",
   "metadata": {},
   "source": [
    "## spaCy による可視化"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "6279c636",
   "metadata": {},
   "source": [
    "### spaCy を導入する"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "aad37f98",
   "metadata": {},
   "source": [
    "spaCy の導入方法はバージョンや環境などによって異なる場合があります。\n",
    "最新情報は spaCy の公式サイトをご参照ください。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2d7540c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "! pip install -U pip setuptools wheel\n",
    "! pip install -U spacy"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "23b88878",
   "metadata": {},
   "source": [
    "### Python からリクエストする & spaCy で表示する"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "a1817bd7",
   "metadata": {},
   "source": [
    "リクエストのコードは [サンプルコード](https://developer.yahoo.co.jp/webapi/jlp/sample/sample8.html)と同様のものです。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "538603c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from urllib import request\n",
    "\n",
    "APPID = \"あなたの Client ID（アプリケーション ID）\"\n",
    "URL = \"https://jlp.yahooapis.jp/DAService/V2/parse\"\n",
    "\n",
    "\n",
    "def post(query: str) -> str:\n",
    "    headers = {\n",
    "        \"Content-Type\": \"application/json\",\n",
    "        \"User-Agent\": \"Yahoo AppID: {}\".format(APPID),\n",
    "    }\n",
    "    param_dic = {\n",
    "        \"id\": \"1234-1\",\n",
    "        \"jsonrpc\": \"2.0\",\n",
    "        \"method\": \"jlp.daservice.parse\",\n",
    "        \"params\": {\"q\": query},\n",
    "    }\n",
    "    params = json.dumps(param_dic).encode()\n",
    "    req = request.Request(URL, params, headers)\n",
    "    with request.urlopen(req) as res:\n",
    "        body = res.read()\n",
    "    return body.decode()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "（※）Client ID については[こちら](../02_API_Specifications/00_Overview.md#client-idアプリケーション-id)をご覧ください。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "98474c7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "from spacy import displacy\n",
    "\n",
    "def visualize_displacy(response_body: str, render_options: dict = {}):\n",
    "    \"\"\"\n",
    "    日本語係り受け解析のレスポンスを使ってグラフを表示\n",
    "    \"\"\"\n",
    "    response_json = json.loads(response_body)\n",
    "    chunks = response_json[\"result\"][\"chunks\"]\n",
    "    token_separator = '/' # 単語の区切り記号\n",
    "    words, arcs = [], []\n",
    "    \n",
    "    for chunk in chunks:\n",
    "        chunk_text = token_separator.join([token[0] for token in chunk[\"tokens\"]])\n",
    "        words.append({\"text\": chunk_text, \"tag\": \"\"})\n",
    "        # 係り受け先がある場合は矢印を追加\n",
    "        if chunk[\"head\"] != -1:\n",
    "            arcs.append({\"start\": chunk[\"id\"], \"end\": chunk[\"head\"], \"label\": \"\", \"dir\": \"right\"})\n",
    "    displacy.render({\"words\": words, \"arcs\": arcs}, style=\"dep\", jupyter=True, manual=True, options=render_options)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "241fee5e",
   "metadata": {},
   "source": [
    "### 実行例\n",
    "「青空にたくさんの気球が浮かんでいた」という文の係り受け関係を視覚的に表示してみます。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "606bcb7d",
   "metadata": {
    "scrolled": true
   },
   "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=\"60a80daa4288402d9f7fcb3b4d872215-0\" class=\"displacy\" width=\"750\" height=\"312.0\" direction=\"ltr\" style=\"max-width: none; height: 312.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"222.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">青空/に</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"222.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"225\">たくさんの</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"225\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"222.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"400\">気球/が</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"400\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"222.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"575\">浮かんで/いた</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"575\"></tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-60a80daa4288402d9f7fcb3b4d872215-0-0\" stroke-width=\"2px\" d=\"M70,177.0 C70,2.0 575.0,2.0 575.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-60a80daa4288402d9f7fcb3b4d872215-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M575.0,179.0 L583.0,167.0 567.0,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-60a80daa4288402d9f7fcb3b4d872215-0-1\" stroke-width=\"2px\" d=\"M245,177.0 C245,89.5 395.0,89.5 395.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-60a80daa4288402d9f7fcb3b4d872215-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M395.0,179.0 L403.0,167.0 387.0,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-60a80daa4288402d9f7fcb3b4d872215-0-2\" stroke-width=\"2px\" d=\"M420,177.0 C420,89.5 570.0,89.5 570.0,177.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-60a80daa4288402d9f7fcb3b4d872215-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M570.0,179.0 L578.0,167.0 562.0,167.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "q = \"青空にたくさんの気球が浮かんでいた\"\n",
    "response_body = post(q)\n",
    "visualize_displacy(response_body)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "f12c3812",
   "metadata": {},
   "source": [
    "文節同士が矢印で結ばれており、係り受け関係がひと目で分かるようになりました。\n",
    "「/」は単語の区切りを表しています。\n",
    "\n",
    "もう少し長い文の結果も確認します。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "79878986",
   "metadata": {},
   "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=\"3e21dfb55a4c48f397ca40c13a8f0b49-0\" class=\"displacy\" width=\"680\" height=\"227.0\" direction=\"ltr\" style=\"max-width: none; height: 227.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"137.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">青い</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"137.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"140\">帽子/の</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"140\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"137.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"230\">少年/と</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"230\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"137.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"320\">話して/いる/、</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"320\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"137.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"410\">赤い</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"410\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"137.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"500\">帽子/の</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"500\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"137.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"590\">少女</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"590\"></tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-0\" stroke-width=\"2px\" d=\"M70,92.0 C70,47.0 135.0,47.0 135.0,92.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M135.0,94.0 L143.0,82.0 127.0,82.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-1\" stroke-width=\"2px\" d=\"M160,92.0 C160,47.0 225.0,47.0 225.0,92.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M225.0,94.0 L233.0,82.0 217.0,82.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-2\" stroke-width=\"2px\" d=\"M250,92.0 C250,47.0 315.0,47.0 315.0,92.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M315.0,94.0 L323.0,82.0 307.0,82.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-3\" stroke-width=\"2px\" d=\"M340,92.0 C340,2.0 590.0,2.0 590.0,92.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M590.0,94.0 L598.0,82.0 582.0,82.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-4\" stroke-width=\"2px\" d=\"M430,92.0 C430,47.0 495.0,47.0 495.0,92.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M495.0,94.0 L503.0,82.0 487.0,82.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-5\" stroke-width=\"2px\" d=\"M520,92.0 C520,47.0 585.0,47.0 585.0,92.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-3e21dfb55a4c48f397ca40c13a8f0b49-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M585.0,94.0 L593.0,82.0 577.0,82.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "q = \"青い帽子の少年と話している、赤い帽子の少女\"\n",
    "response_body = post(q)\n",
    "# distance オプションで表示間隔を調整\n",
    "visualize_displacy(response_body, {\"distance\": 90})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b5ae266e",
   "metadata": {},
   "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=\"4d97ed5899584a4ab0e8ba1aab18bb5e-0\" class=\"displacy\" width=\"950\" height=\"317.0\" direction=\"ltr\" style=\"max-width: none; height: 317.0px; color: #000000; background: #ffffff; font-family: Arial; direction: ltr\">\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"227.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"50\">昨日/、</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"50\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"227.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"140\">子ども/の</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"140\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"227.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"230\">頃/から</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"230\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"227.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"320\">あなた/が</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"320\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"227.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"410\">大好きな</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"410\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"227.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"500\">甘く</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"500\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"227.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"590\">柔らかい</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"590\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"227.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"680\">ケーキ/が</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"680\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"227.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"770\">駅前/で</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"770\"></tspan>\n",
       "</text>\n",
       "\n",
       "<text class=\"displacy-token\" fill=\"currentColor\" text-anchor=\"middle\" y=\"227.0\">\n",
       "    <tspan class=\"displacy-word\" fill=\"currentColor\" x=\"860\">売って/いた</tspan>\n",
       "    <tspan class=\"displacy-tag\" dy=\"2em\" fill=\"currentColor\" x=\"860\"></tspan>\n",
       "</text>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-0\" stroke-width=\"2px\" d=\"M70,182.0 C70,2.0 860.0,2.0 860.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-0\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M860.0,184.0 L868.0,172.0 852.0,172.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-1\" stroke-width=\"2px\" d=\"M160,182.0 C160,137.0 215.0,137.0 215.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-1\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M215.0,184.0 L223.0,172.0 207.0,172.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-2\" stroke-width=\"2px\" d=\"M250,182.0 C250,92.0 400.0,92.0 400.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-2\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M400.0,184.0 L408.0,172.0 392.0,172.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-3\" stroke-width=\"2px\" d=\"M340,182.0 C340,137.0 395.0,137.0 395.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-3\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M395.0,184.0 L403.0,172.0 387.0,172.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-4\" stroke-width=\"2px\" d=\"M430,182.0 C430,47.0 675.0,47.0 675.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-4\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M675.0,184.0 L683.0,172.0 667.0,172.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-5\" stroke-width=\"2px\" d=\"M520,182.0 C520,92.0 670.0,92.0 670.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-5\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M670.0,184.0 L678.0,172.0 662.0,172.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-6\" stroke-width=\"2px\" d=\"M610,182.0 C610,137.0 665.0,137.0 665.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-6\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M665.0,184.0 L673.0,172.0 657.0,172.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-7\" stroke-width=\"2px\" d=\"M700,182.0 C700,92.0 850.0,92.0 850.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-7\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M850.0,184.0 L858.0,172.0 842.0,172.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "\n",
       "<g class=\"displacy-arrow\">\n",
       "    <path class=\"displacy-arc\" id=\"arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-8\" stroke-width=\"2px\" d=\"M790,182.0 C790,137.0 845.0,137.0 845.0,182.0\" fill=\"none\" stroke=\"currentColor\"/>\n",
       "    <text dy=\"1.25em\" style=\"font-size: 0.8em; letter-spacing: 1px\">\n",
       "        <textPath xlink:href=\"#arrow-4d97ed5899584a4ab0e8ba1aab18bb5e-0-8\" class=\"displacy-label\" startOffset=\"50%\" side=\"left\" fill=\"currentColor\" text-anchor=\"middle\"></textPath>\n",
       "    </text>\n",
       "    <path class=\"displacy-arrowhead\" d=\"M845.0,184.0 L853.0,172.0 837.0,172.0\" fill=\"currentColor\"/>\n",
       "</g>\n",
       "</svg></span>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "q = \"昨日、子どもの頃からあなたが大好きな甘く柔らかいケーキが駅前で売っていた\"\n",
    "response_body = post(q)\n",
    "visualize_displacy(response_body, {\"distance\": 90})"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "1247b859",
   "metadata": {},
   "source": [
    "## Graphviz による可視化"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "6e78e864",
   "metadata": {},
   "source": [
    "Graphviz を使って有向グラフを表示します。"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "735d5da8",
   "metadata": {},
   "source": [
    "### Graphviz のインストール\n",
    "\n",
    "**【注意】 実行環境によってインストール方法が異なります。公式サイトをご参照のうえ、あらかじめインストールしてください。**  \n",
    "https://graphviz.org/download/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "eb85d65d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Pythonラッパーのインストール\n",
    "! pip install graphviz"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "2ca60164",
   "metadata": {},
   "source": [
    "### Graphviz で表示する"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3da93cc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from graphviz import Digraph\n",
    "from IPython.display import Image, display\n",
    "\n",
    "def visualize_graphviz(response_body: str):\n",
    "    \"\"\"\n",
    "    日本語係り受け解析のレスポンスを使って有向グラフを表示\n",
    "    \"\"\"\n",
    "    response_json = json.loads(response_body)\n",
    "    chunks = response_json[\"result\"][\"chunks\"]\n",
    "    token_separator = '/' # 単語の区切り記号\n",
    "    digraph = Digraph(format=\"png\")\n",
    "    id_to_chunk = {}\n",
    "    \n",
    "    for i, chunk in enumerate(chunks):\n",
    "        chunk_text = token_separator.join([token[0] for token in chunk[\"tokens\"]])\n",
    "        chunk_text = str(i + 1) + \") \" + chunk_text  # 同じ表記でも区別するため、番号を付ける\n",
    "        digraph.node(chunk_text)\n",
    "        id_to_chunk[i] = chunk_text\n",
    "    for i, chunk in enumerate(chunks):\n",
    "        # 係り受け先がある場合は矢印を追加\n",
    "        if chunk[\"head\"] != -1:\n",
    "            digraph.edge(id_to_chunk[chunk[\"id\"]], id_to_chunk[chunk[\"head\"]])\n",
    "    display(Image(digraph.render()))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "5899678f",
   "metadata": {},
   "source": [
    "### 実行例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "eb61dfe6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "q = \"青空にたくさんの気球が浮かんでいた\"\n",
    "response_body = post(q)\n",
    "visualize_graphviz(response_body)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d836bd94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "q = \"青い帽子の少年と話している、赤い帽子の少女\"\n",
    "response_body = post(q)\n",
    "visualize_graphviz(response_body)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ee901151",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "q = \"昨日、子どもの頃からあなたが大好きな甘く柔らかいケーキが駅前で売っていた\"\n",
    "response_body = post(q)\n",
    "visualize_graphviz(response_body)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "18e51031",
   "metadata": {},
   "source": [
    "### 参考情報\n",
    "- https://spacy.io/usage/visualizers\n",
    "- https://graphviz.readthedocs.io/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用しているテキスト解析 Web API\n",
    "- [日本語係り受け解析](../02_API_Specifications/05_DAService.md)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29c94ecb",
   "metadata": {},
   "source": [
    "## 著者\n",
    "LINEヤフー株式会社 言語処理エンジニア  \n",
    "岩間 寛悟"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.9.6 64-bit",
   "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": "3.9.6"
  },
  "vscode": {
   "interpreter": {
    "hash": "31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}