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@arc279
Created April 16, 2018 08:18
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cabochaの係り受け解析をgraphvizで描いてみる
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import CaboCha\n",
"import lxml.etree\n",
"import pydot"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from IPython.display import Image, display"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"text = \"\"\"\n",
"当社グループの経営環境は、中国の成長鈍化の懸念や欧米を中心とした世界経済の動向等不透明な状況が続くものと予想されますが、中国や日本の消費動向は底堅く、またアジア各国やその他新興国の経済成長も期待できるもの考えております\n",
"\"\"\""
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<sentence>\n",
" <chunk id=\"0\" link=\"1\" rel=\"D\" score=\"2.108257\" head=\"1\" func=\"2\">\n",
" <tok id=\"0\" feature=\"名詞,一般,*,*,*,*,当社,トウシャ,トーシャ\">当社</tok>\n",
" <tok id=\"1\" feature=\"名詞,一般,*,*,*,*,グループ,グループ,グループ\">グループ</tok>\n",
" <tok id=\"2\" feature=\"助詞,連体化,*,*,*,*,の,ノ,ノ\">の</tok>\n",
" </chunk>\n",
" <chunk id=\"1\" link=\"14\" rel=\"D\" score=\"1.119850\" head=\"4\" func=\"5\">\n",
" <tok id=\"3\" feature=\"名詞,サ変接続,*,*,*,*,経営,ケイエイ,ケイエイ\">経営</tok>\n",
" <tok id=\"4\" feature=\"名詞,一般,*,*,*,*,環境,カンキョウ,カンキョー\">環境</tok>\n",
" <tok id=\"5\" feature=\"助詞,係助詞,*,*,*,*,は,ハ,ワ\">は</tok>\n",
" <tok id=\"6\" feature=\"記号,読点,*,*,*,*,、,、,、\">、</tok>\n",
" </chunk>\n",
" <chunk id=\"2\" link=\"3\" rel=\"D\" score=\"1.035403\" head=\"7\" func=\"8\">\n",
" <tok id=\"7\" feature=\"名詞,固有名詞,地域,国,*,*,中国,チュウゴク,チューゴク\">中国</tok>\n",
" <tok id=\"8\" feature=\"助詞,連体化,*,*,*,*,の,ノ,ノ\">の</tok>\n",
" </chunk>\n",
" <chunk id=\"3\" link=\"5\" rel=\"D\" score=\"1.190711\" head=\"10\" func=\"11\">\n",
" <tok id=\"9\" feature=\"名詞,サ変接続,*,*,*,*,成長,セイチョウ,セイチョー\">成長</tok>\n",
" <tok id=\"10\" feature=\"名詞,サ変接続,*,*,*,*,鈍化,ドンカ,ドンカ\">鈍化</tok>\n",
" <tok id=\"11\" feature=\"助詞,連体化,*,*,*,*,の,ノ,ノ\">の</tok>\n",
" </chunk>\n",
" <chunk id=\"4\" link=\"5\" rel=\"D\" score=\"0.685337\" head=\"12\" func=\"13\">\n",
" <tok id=\"12\" feature=\"名詞,サ変接続,*,*,*,*,懸念,ケネン,ケネン\">懸念</tok>\n",
" <tok id=\"13\" feature=\"助詞,並立助詞,*,*,*,*,や,ヤ,ヤ\">や</tok>\n",
" </chunk>\n",
" <chunk id=\"5\" link=\"7\" rel=\"D\" score=\"0.589217\" head=\"14\" func=\"15\">\n",
" <tok id=\"14\" feature=\"名詞,固有名詞,地域,一般,*,*,欧米,オウベイ,オーベイ\">欧米</tok>\n",
" <tok id=\"15\" feature=\"助詞,格助詞,一般,*,*,*,を,ヲ,ヲ\">を</tok>\n",
" </chunk>\n",
" <chunk id=\"6\" link=\"7\" rel=\"D\" score=\"2.298218\" head=\"16\" func=\"17\">\n",
" <tok id=\"16\" feature=\"名詞,一般,*,*,*,*,中心,チュウシン,チューシン\">中心</tok>\n",
" <tok id=\"17\" feature=\"助詞,格助詞,一般,*,*,*,と,ト,ト\">と</tok>\n",
" </chunk>\n",
" <chunk id=\"7\" link=\"8\" rel=\"D\" score=\"0.714835\" head=\"18\" func=\"19\">\n",
" <tok id=\"18\" feature=\"動詞,自立,*,*,サ変・スル,連用形,する,シ,シ\">し</tok>\n",
" <tok id=\"19\" feature=\"助動詞,*,*,*,特殊・タ,基本形,た,タ,タ\">た</tok>\n",
" </chunk>\n",
" <chunk id=\"8\" link=\"9\" rel=\"D\" score=\"1.400717\" head=\"21\" func=\"22\">\n",
" <tok id=\"20\" feature=\"名詞,一般,*,*,*,*,世界,セカイ,セカイ\">世界</tok>\n",
" <tok id=\"21\" feature=\"名詞,一般,*,*,*,*,経済,ケイザイ,ケイザイ\">経済</tok>\n",
" <tok id=\"22\" feature=\"助詞,連体化,*,*,*,*,の,ノ,ノ\">の</tok>\n",
" </chunk>\n",
" <chunk id=\"9\" link=\"10\" rel=\"D\" score=\"0.149103\" head=\"24\" func=\"24\">\n",
" <tok id=\"23\" feature=\"名詞,一般,*,*,*,*,動向,ドウコウ,ドーコー\">動向</tok>\n",
" <tok id=\"24\" feature=\"名詞,接尾,一般,*,*,*,等,トウ,トー\">等</tok>\n",
" </chunk>\n",
" <chunk id=\"10\" link=\"11\" rel=\"D\" score=\"1.360333\" head=\"25\" func=\"26\">\n",
" <tok id=\"25\" feature=\"名詞,形容動詞語幹,*,*,*,*,不透明,フトウメイ,フトーメイ\">不透明</tok>\n",
" <tok id=\"26\" feature=\"助動詞,*,*,*,特殊・ダ,体言接続,だ,ナ,ナ\">な</tok>\n",
" </chunk>\n",
" <chunk id=\"11\" link=\"12\" rel=\"D\" score=\"1.646390\" head=\"27\" func=\"28\">\n",
" <tok id=\"27\" feature=\"名詞,一般,*,*,*,*,状況,ジョウキョウ,ジョーキョー\">状況</tok>\n",
" <tok id=\"28\" feature=\"助詞,格助詞,一般,*,*,*,が,ガ,ガ\">が</tok>\n",
" </chunk>\n",
" <chunk id=\"12\" link=\"13\" rel=\"D\" score=\"2.014313\" head=\"29\" func=\"29\">\n",
" <tok id=\"29\" feature=\"動詞,自立,*,*,五段・カ行イ音便,基本形,続く,ツヅク,ツズク\">続く</tok>\n",
" </chunk>\n",
" <chunk id=\"13\" link=\"14\" rel=\"D\" score=\"3.356928\" head=\"30\" func=\"31\">\n",
" <tok id=\"30\" feature=\"名詞,非自立,一般,*,*,*,もの,モノ,モノ\">もの</tok>\n",
" <tok id=\"31\" feature=\"助詞,格助詞,引用,*,*,*,と,ト,ト\">と</tok>\n",
" </chunk>\n",
" <chunk id=\"14\" link=\"24\" rel=\"D\" score=\"-0.917933\" head=\"33\" func=\"36\">\n",
" <tok id=\"32\" feature=\"名詞,サ変接続,*,*,*,*,予想,ヨソウ,ヨソー\">予想</tok>\n",
" <tok id=\"33\" feature=\"動詞,自立,*,*,サ変・スル,未然レル接続,する,サ,サ\">さ</tok>\n",
" <tok id=\"34\" feature=\"動詞,接尾,*,*,一段,連用形,れる,レ,レ\">れ</tok>\n",
" <tok id=\"35\" feature=\"助動詞,*,*,*,特殊・マス,基本形,ます,マス,マス\">ます</tok>\n",
" <tok id=\"36\" feature=\"助詞,接続助詞,*,*,*,*,が,ガ,ガ\">が</tok>\n",
" <tok id=\"37\" feature=\"記号,読点,*,*,*,*,、,、,、\">、</tok>\n",
" </chunk>\n",
" <chunk id=\"15\" link=\"16\" rel=\"D\" score=\"1.107769\" head=\"38\" func=\"39\">\n",
" <tok id=\"38\" feature=\"名詞,固有名詞,地域,国,*,*,中国,チュウゴク,チューゴク\">中国</tok>\n",
" <tok id=\"39\" feature=\"助詞,並立助詞,*,*,*,*,や,ヤ,ヤ\">や</tok>\n",
" </chunk>\n",
" <chunk id=\"16\" link=\"17\" rel=\"D\" score=\"2.282772\" head=\"40\" func=\"41\">\n",
" <tok id=\"40\" feature=\"名詞,固有名詞,地域,国,*,*,日本,ニッポン,ニッポン\">日本</tok>\n",
" <tok id=\"41\" feature=\"助詞,連体化,*,*,*,*,の,ノ,ノ\">の</tok>\n",
" </chunk>\n",
" <chunk id=\"17\" link=\"18\" rel=\"D\" score=\"0.353465\" head=\"43\" func=\"44\">\n",
" <tok id=\"42\" feature=\"名詞,サ変接続,*,*,*,*,消費,ショウヒ,ショーヒ\">消費</tok>\n",
" <tok id=\"43\" feature=\"名詞,一般,*,*,*,*,動向,ドウコウ,ドーコー\">動向</tok>\n",
" <tok id=\"44\" feature=\"助詞,係助詞,*,*,*,*,は,ハ,ワ\">は</tok>\n",
" </chunk>\n",
" <chunk id=\"18\" link=\"24\" rel=\"D\" score=\"-0.917933\" head=\"47\" func=\"47\">\n",
" <tok id=\"45\" feature=\"形容詞,自立,*,*,形容詞・アウオ段,連用テ接続,底堅い,ソコガタク,ソコガタク\">底堅く</tok>\n",
" <tok id=\"46\" feature=\"記号,読点,*,*,*,*,、,、,、\">、</tok>\n",
" <tok id=\"47\" feature=\"接続詞,*,*,*,*,*,また,マタ,マタ\">また</tok>\n",
" </chunk>\n",
" <chunk id=\"19\" link=\"20\" rel=\"D\" score=\"0.131653\" head=\"49\" func=\"50\">\n",
" <tok id=\"48\" feature=\"名詞,固有名詞,地域,一般,*,*,アジア,アジア,アジア\">アジア</tok>\n",
" <tok id=\"49\" feature=\"名詞,一般,*,*,*,*,各国,カッコク,カッコク\">各国</tok>\n",
" <tok id=\"50\" feature=\"助詞,並立助詞,*,*,*,*,や,ヤ,ヤ\">や</tok>\n",
" </chunk>\n",
" <chunk id=\"20\" link=\"21\" rel=\"D\" score=\"1.813135\" head=\"53\" func=\"54\">\n",
" <tok id=\"51\" feature=\"名詞,代名詞,一般,*,*,*,その他,ソノタ,ソノタ\">その他</tok>\n",
" <tok id=\"52\" feature=\"名詞,一般,*,*,*,*,新興,シンコウ,シンコー\">新興</tok>\n",
" <tok id=\"53\" feature=\"名詞,接尾,一般,*,*,*,国,コク,コク\">国</tok>\n",
" <tok id=\"54\" feature=\"助詞,連体化,*,*,*,*,の,ノ,ノ\">の</tok>\n",
" </chunk>\n",
" <chunk id=\"21\" link=\"22\" rel=\"D\" score=\"1.104583\" head=\"56\" func=\"57\">\n",
" <tok id=\"55\" feature=\"名詞,一般,*,*,*,*,経済,ケイザイ,ケイザイ\">経済</tok>\n",
" <tok id=\"56\" feature=\"名詞,サ変接続,*,*,*,*,成長,セイチョウ,セイチョー\">成長</tok>\n",
" <tok id=\"57\" feature=\"助詞,係助詞,*,*,*,*,も,モ,モ\">も</tok>\n",
" </chunk>\n",
" <chunk id=\"22\" link=\"23\" rel=\"D\" score=\"1.064022\" head=\"59\" func=\"59\">\n",
" <tok id=\"58\" feature=\"名詞,サ変接続,*,*,*,*,期待,キタイ,キタイ\">期待</tok>\n",
" <tok id=\"59\" feature=\"動詞,自立,*,*,一段,基本形,できる,デキル,デキル\">できる</tok>\n",
" </chunk>\n",
" <chunk id=\"23\" link=\"24\" rel=\"D\" score=\"-0.917933\" head=\"60\" func=\"60\">\n",
" <tok id=\"60\" feature=\"名詞,非自立,一般,*,*,*,もの,モノ,モノ\">もの</tok>\n",
" </chunk>\n",
" <chunk id=\"24\" link=\"-1\" rel=\"D\" score=\"0.000000\" head=\"61\" func=\"64\">\n",
" <tok id=\"61\" feature=\"動詞,自立,*,*,一段,連用形,考える,カンガエ,カンガエ\">考え</tok>\n",
" <tok id=\"62\" feature=\"助詞,接続助詞,*,*,*,*,て,テ,テ\">て</tok>\n",
" <tok id=\"63\" feature=\"動詞,非自立,*,*,五段・ラ行,連用形,おる,オリ,オリ\">おり</tok>\n",
" <tok id=\"64\" feature=\"助動詞,*,*,*,特殊・マス,基本形,ます,マス,マス\">ます</tok>\n",
" </chunk>\n",
"</sentence>\n",
"\n"
]
}
],
"source": [
"parser = CaboCha.Parser()\n",
"\n",
"tree = parser.parse(text)\n",
"xml = tree.toString(CaboCha.FORMAT_XML)\n",
"print(xml)\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def sentence_to_graph(sentence, kwd):\n",
" parser = CaboCha.Parser()\n",
"\n",
" tree = parser.parse(sentence)\n",
" xml = tree.toString(CaboCha.FORMAT_XML)\n",
" doc = lxml.etree.fromstring(xml)\n",
"\n",
" chunks = {}\n",
" for x in doc:\n",
" s = \"\".join([ y.text for y in x.getchildren() ]) # token連結\n",
" chunks[x.attrib[\"id\"]] = (s, x)\n",
"\n",
" graph = pydot.Dot(graph_type='digraph')\n",
"\n",
" for s, el in chunks.values():\n",
" link = el.attrib[\"link\"]\n",
" if link == \"-1\":\n",
" continue\n",
"\n",
" link_s, link_el = chunks[link]\n",
"\n",
" id1 = \"%s_%s\" % (el.tag, el.attrib[\"id\"])\n",
" label1 = s\n",
" if kwd in label1:\n",
" fontcolor1 = \"#FF0000\"\n",
" else:\n",
" fontcolor1 = \"#000000\"\n",
"\n",
" id2 = \"%s_%s\" % (link_el.tag, link_el.attrib[\"id\"])\n",
" label2 = link_s\n",
" if kwd in label2:\n",
" fontcolor2 = \"#FF0000\"\n",
" else:\n",
" fontcolor2 = \"#000000\"\n",
" \n",
" graph.add_node(pydot.Node(id1, label=label1, fontcolor=fontcolor1))\n",
" graph.add_node(pydot.Node(id2, label=label2, fontcolor=fontcolor2))\n",
" graph.add_edge(pydot.Edge(id1, id2))\n",
"\n",
" return graph\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"当社グループの経営環境は、中国の成長鈍化の懸念や欧米を中心とした世界経済の動向等不透明な状況が続くものと予想されますが、中国や日本の消費動向は底堅く、またアジア各国やその他新興国の経済成長も期待できるもの考えております\n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"kwd = '中国'\n",
"\n",
"print(text)\n",
"g = sentence_to_graph(text, kwd)\n",
"display(Image(g.create_png())) "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.1"
},
"toc": {
"colors": {
"hover_highlight": "#DAA520",
"navigate_num": "#000000",
"navigate_text": "#333333",
"running_highlight": "#FF0000",
"selected_highlight": "#FFD700",
"sidebar_border": "#EEEEEE",
"wrapper_background": "#FFFFFF"
},
"moveMenuLeft": true,
"nav_menu": {
"height": "12px",
"width": "252px"
},
"navigate_menu": true,
"number_sections": true,
"sideBar": true,
"threshold": 4,
"toc_cell": false,
"toc_section_display": "block",
"toc_window_display": false,
"widenNotebook": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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