{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Spacyの基本的な使い方\n", "- 代表的な処理\n", " - 形態素解析\n", " - 原形処理\n", " - カウント\n", " - 品詞推定\n", " - [Universal POS tags](https://universaldependencies.org/u/pos/index.html)\n", " - ストップワード\n", " - 類義語処理（手動）\n", " - 用例集\n", " - n-grams\n", " - 係り受け推定\n", " - [Part-of-speech tags and dependencies](https://spacy.io/usage/spacy-101#annotations-pos-deps)\n", " - 固有表現抽出\n", " - 分散表現" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 環境構築\n", "ginza, ja_ginza をインストールしておこう。spacyも自動でインストールされます。なお、Google Colabでも実行できますが、この環境は毎回1時間程度立つとリセットされるため、その度にインストールするところからやり直す必要があります。これは手間がかかりますので、なるべくなら自身のPC内に環境構築することをお勧めします。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'\\n# spacy, ginzaインストール\\n!pip install -U ginza ja_ginza\\n\\n# matplotlib で日本語フォントを使うための環境構築\\n!pip install japanize-matplotlib\\n\\n# 以下はこのコードでは使わないが、別例で使う予定のライブラリ\\n!pip install networkx # ネットワーク分析\\n!pip install pyviz # グラフ描画ライブラリ。networkxと組み合わせて日本語化対応用。\\n'" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "'''\n", "# spacy, ginzaインストール\n", "!pip install -U ginza ja_ginza\n", "\n", "# matplotlib で日本語フォントを使うための環境構築\n", "!pip install japanize-matplotlib\n", "\n", "# 以下はこのコードでは使わないが、別例で使う予定のライブラリ\n", "!pip install networkx # ネットワーク分析\n", "!pip install pyviz # グラフ描画ライブラリ。networkxと組み合わせて日本語化対応用。\n", "'''" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 利用ライブラリの用意、データセット準備\n", "事前に、[load_r_assesment.ipynb](./load_r_assesment.ipynb) でデータセットを作成し、pkl形式でファイル保存(r_assesment.pkl)しておく。今回は作成済みファイルをダウンロードして利用することにする。\n", "\n", "r_assesment.pklは授業評価アンケートの自由記述欄をpd.DataFrame形式で保存したもので、授業名(title)、学年(grade)、必修か否か(required)、質問番号(q_id)、コメント(comment)で構成される。" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " % Total % Received % Xferd Average Speed Time Time Time Current\n", " Dload Upload Total Spent Left Speed\n", "100 34834 100 34834 0 0 67013 0 --:--:-- --:--:-- --:--:-- 67638\n" ] } ], "source": [ "!curl -O https://ie.u-ryukyu.ac.jp/~tnal/2022/dm/static/r_assesment.pkl" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

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	title	grade	required	q_id	comment
0	工業数学Ⅰ	1	True	Q21 (1)	特になし
1	工業数学Ⅰ	1	True	Q21 (2)	正直わかりずらい。むだに間があるし。
2	工業数学Ⅰ	1	True	Q21 (2)	例題を取り入れて理解しやすくしてほしい。
3	工業数学Ⅰ	1	True	Q21 (2)	特になし
4	工業数学Ⅰ	1	True	Q21 (2)	スライドに書く文字をもう少しわかりやすくして欲しいです。

\n", "

" ], "text/plain": [ " title grade required q_id comment\n", "0 工業数学Ⅰ 1 True Q21 (1) 特になし\n", "1 工業数学Ⅰ 1 True Q21 (2) 正直わかりずらい。むだに間があるし。\n", "2 工業数学Ⅰ 1 True Q21 (2) 例題を取り入れて理解しやすくしてほしい。\n", "3 工業数学Ⅰ 1 True Q21 (2) 特になし\n", "4 工業数学Ⅰ 1 True Q21 (2) スライドに書く文字をもう少しわかりやすくして欲しいです。" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import collections\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import spacy\n", "\n", "nlp = spacy.load(\"ja_ginza\")\n", "\n", "assesment_df = pd.read_pickle('r_assesment.pkl')\n", "assesment_df.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "総件数 = 170\n", "grade内訳: Counter({2: 86, 1: 78, 3: 6})\n", "授業内訳: Counter({'コンピュータシステム': 32, 'プログラミングⅠ': 19, '技術者の倫理': 18, '工業数学Ⅰ': 16, 'アルゴリズムとデータ構造': 15, 'データサイエンス基礎': 15, 'プログラミング演習Ⅰ': 13, '工学基礎演習': 12, 'プロジェクトデザイン': 9, '情報ネットワークⅠ': 7, '情報処理技術概論': 7, '知能情報実験Ⅲ': 3, 'ディジタル回路': 1, 'キャリアデザイン': 1, 'データマイニング': 1, 'ICT実践英語Ⅰ': 1})\n", "comment統計情報\n" ] }, { "data": { "text/plain": [ "count 170.000000\n", "mean 61.352941\n", "std 61.641492\n", "min 4.000000\n", "25% 21.000000\n", "50% 42.000000\n", "75% 79.750000\n", "max 414.000000\n", "dtype: float64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 全体像の観察\n", "print('総件数 = ', len(assesment_df))\n", "print('grade内訳: ', collections.Counter(assesment_df['grade']))\n", "print('授業内訳: ', collections.Counter(assesment_df['title']))\n", "\n", "print('comment統計情報')\n", "comments_length = [len(comment) for comment in assesment_df['comment']]\n", "pd.Series(comments_length).describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## spacyによる自然言語処理の全体像\n", "- 参考: [公式ページ:spaCy 101: Everything you need to know](https://spacy.io/usage/spacy-101)\n", " - [Doc形式](https://spacy.io/api/doc)\n", " - [Token形式](https://spacy.io/api/token)\n", " - [Span形式](https://spacy.io/api/span)\n", "\n", "

\n", "\n", "基本的な使い方は、予め学習済み言語モデルを用意し、用意したモデルに対して文章を与えるだけで一通りの解析を実行してくれる。上図は公式ページのusageから引用したもの。中間部分の青い点線で囲まれている ``nlp`` 部分が解析部分に相当する。用意したnlpに文章を入力すると自動でtagger(品詞推定)、parser(依存関係推定)、ner(固有表現推定)等の処理を一括して行う。解析結果はDoc形式として保存されている。コードで示すと以下のようになる。\n", "\n", "```Python\n", "import spacy\n", "nlp = spacy.load('ja_ginza') # 事前学習済みモデルを用意\n", "doc = nlp('今回は自然言語処理ライブラリであるspaCyについて紹介します。') # nlpに文章を入力すると、その戻り値に解析結果が保存される。\n", "```\n", "\n", "

\n", "\n", "上図はspacyによる処理の流れを示している。ここでは以下の流れを把握しよう。\n", "- 上部のText(文章)をnlp(事前学習済み言語モデル)に与えると、赤枠のTokenizer等が実行され、結果が紫枠の[Doc形式](https://spacy.io/api/doc)で保存される。\n", "- Doc形式は[Token形式](https://spacy.io/api/token)もしくは[Span形式](https://spacy.io/api/span)のシーケンスである。シーケンスになっているため、これに対してループ処理を実行することで文頭から文末までのTokenまたはSpanを一つずつ参照することで詳細を確認することができる。\n", "- 分かち書き結果を利用する場合にはTokenを利用する。\n", "- Token単位では扱い難い名詞句や固有表現を利用する場合にはSpanを利用する。\n", "\n", "一例をコードで示すと以下のようになる。\n", "\n", "```Python\n", "import spacy\n", "nlp = spacy.load('ja_ginza') # 事前学習済みモデルを用意。\n", "doc = nlp('今回は自然言語処理ライブラリであるspaCyについて紹介します。') # nlpに文章を入力すると、その戻り値に解析結果が保存される。\n", "for token in doc: # Token単位で処理結果を参照。\n", " print(token.i, token.lemma_, token.pos_)\n", "```\n", "\n", "上記コードを実行すると以下のような結果が得られる。文章が単語に分割されていることを確認しよう。\n", "```\n", "0 今回 NOUN\n", "1 は ADP\n", "2 自然言語処理 ADV\n", "3 ライブラリ ADJ\n", "4 だ AUX\n", "5 ある VERB\n", "6 spacy NOUN\n", "7 に ADP\n", "8 つく VERB\n", "9 て SCONJ\n", "10 紹介 VERB\n", "11 する AUX\n", "12 ます AUX\n", "13 。 PUNCT\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 形態素解析による分かち書き\n", "ここでは良く使う機能として分かち書き、原形処理、品詞推定、ストップワードを眺めるとともに、類語をまとめる例について紹介する。それ以外の[Token利用法についてはドキュメントを参照](https://spacy.io/api/token#attributes)しよう。\n", "\n", "- case 0: 形態素解析の基本\n", "- case 1: 分かち書き, 原形処理(lemmatize) + カウント\n", "- case 2: 分かち書き, 原形処理 + 品詞別カウント\n", "- case 3: 分かち書き, 原形処理 + ストップワード + 品詞別カウント\n", "- case 4: 分かち書き, 原形処理 + ストップワード + 手動類義語処理 + 品詞別カウント" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### case 0: 形態素解析の基本\n", "nlpの解析結果をfor文で順序よく参照する。" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "機械トラブルの操作で授業が止まることがあった。\n", "新しいことが学べて大学って感じがした。\n", "0 機械機械 NOUN compound 1\n", "1 トラブルトラブル NOUN nmod 3\n", "2 のの ADP case 1\n", "3 操作操作 NOUN obl 7\n", "4 でで ADP case 3\n", "5 授業授業 NOUN nsubj 7\n", "6 がが ADP case 5\n", "7 止まる止まる VERB acl 8\n", "8 ことこと NOUN nsubj 10\n", "9 がが ADP case 8\n", "10 あっある VERB ROOT 10\n", "11 たた AUX aux 10\n", "12 。。 PUNCT punct 10\n", "13 \n", " \n", " NOUN compound 14\n", "14 新しい新しい ADJ acl 15\n", "15 ことこと NOUN nsubj 17\n", "16 がが ADP case 15\n", "17 学べ学べる VERB acl 19\n", "18 てて SCONJ mark 17\n", "19 大学大学 NOUN advcl 23\n", "20 ってって AUX aux 19\n", "21 感じ感じ NOUN nsubj 23\n", "22 がが ADP case 21\n", "23 しする VERB ROOT 23\n", "24 たた AUX aux 23\n", "25 。。 PUNCT punct 23\n" ] } ], "source": [ "# case 0: 形態素解析の基本\n", "# token.i = 分かち書きされた単語のインデックス\n", "# token.text = 分かち書きされた単語そのもの\n", "# token.lemma_ = 単語を原形処理したもの\n", "# token.pos_ = 品詞推定結果\n", "# token.dep_ = 係り受け情報\n", "# token.head.i = 係り受け元単語のインデックス\n", "\n", "sample_text = assesment_df['comment'][10]\n", "print(sample_text)\n", "\n", "doc = nlp(sample_text)\n", "for token in doc:\n", " print(token.i, token.text, token.lemma_, token.pos_, token.dep_, token.head.i)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "subordinating conjunction\n", "nominal subject\n" ] } ], "source": [ "# 品詞、係り受け情報等の用語は spacy.explain で補足情報を確認できる。\n", "# 詳細はドキュメントページ参照。\n", "# Universal POS tags: https://universaldependencies.org/u/pos/index.html\n", "# Part-of-speech tags and dependencies: https://spacy.io/usage/spacy-101#annotations-pos-deps\n", "\n", "print(spacy.explain(\"SCONJ\"))\n", "print(spacy.explain(\"nsubj\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### case 1: 分かち書き, 原形処理(lemmatize) + カウント\n", "表記上は異なる同一語に活用する語がある。これらを表記によらず同一語として扱うために、原形処理結果(token.lemma_)を処理対象としよう。" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[('た', 337), ('の', 310), ('が', 260), ('て', 233), ('。', 231), ('だ', 211), ('、', 193), ('を', 166), ('に', 162), ('と', 147)]\n" ] } ], "source": [ "# case 1: 分かち書き, 原形処理(lemmatize) + カウント\n", "\n", "def count_lemma(df, column):\n", " '''分かち書き1：原形処理のみ。\n", " args:\n", " df (pd.DataFrame): 読み込み対象データフレーム。\n", " column (str): データフレーム内の読み込み対象列名。\n", " return\n", " words_list ([token.lemma_,,,]): 原形処理済み単語のリスト。\n", " '''\n", " words_list = []\n", " for comment in df[column]:\n", " doc = nlp(comment)\n", " for token in doc:\n", " words_list.append(token.lemma_)\n", " return words_list\n", "\n", "words_list = count_lemma(assesment_df, 'comment')\n", "words_count = collections.Counter(words_list)\n", "print(words_count.most_common(10))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### case 2: 分かち書き, 原形処理 + 品詞別カウント\n", "多くの場合、データの全体像を観察するために処理結果をカウントする。分かち書き結果の場合には多くの文章で共通して現れる助詞が圧倒的多数となってしまうため、直接カウントするだけだとあまり意味のない結果になってしまう。そこで品詞別にカウントしてみることにしよう。" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pos = PROPN\n", "[('webclass', 5), ('和田', 2), ('沖縄', 1), ('工学部', 1), ('當間', 1), ('アルゴリズム', 1), ('解決策', 1), ('クソゲー', 1), ('キャンパス', 1), ('github', 1)]\n", "pos = NOUN\n", "[('こと', 73), ('授業', 44), ('課題', 39), ('試験', 38), ('\\r\\n', 34), ('講義', 31), ('内容', 22), ('ため', 21), ('問題', 20), ('説明', 19)]\n", "pos = VERB\n", "[('思う', 68), ('いる', 56), ('ある', 44), ('する', 35), ('なる', 31), ('わかる', 27), ('いう', 21), ('学ぶ', 20), ('できる', 18), ('出す', 17)]\n", "pos = ADJ\n", "[('良い', 25), ('ない', 24), ('よい', 21), ('多い', 19), ('難しい', 13), ('楽しい', 11), ('非常', 10), ('いい', 9), ('新しい', 6), ('大変', 5)]\n", "pos = ADV\n", "[('とても', 28), ('特に', 22), ('少し', 14), ('どう', 8), ('今後', 6), ('すぐ', 6), ('もう', 4), ('まだ', 4), ('初めて', 4), ('あまり', 4)]\n" ] } ], "source": [ "# case 2: 分かち書き, 原形処理 + 品詞別カウント\n", "# 対象品詞\n", "# 名詞(NOUN), 動詞(VERB), 形容詞(ADJ), 副詞(ADV)\n", "# spacyによる品詞一覧: https://universaldependencies.org/u/pos/\n", "\n", "def count_lemma2(df, column, target_poses):\n", " '''分かち書き2：原形処理し、品詞別にカウント。\n", " args:\n", " df (pd.DataFrame): 読み込み対象データフレーム。\n", " column (str): データフレーム内の読み込み対象列名。\n", " target_poses ([str]): カウント対象となる品詞名のリスト。\n", " return\n", " words_dict ({pos1:{token1.lemma_:i, token2.lemma_:j},\n", " pos2:{token3.lemma_:k, token4.lemma_:l}}): 品詞(pos)別に、単語をカウント。\n", " '''\n", " words_dict = {}\n", " for pos in target_poses:\n", " words_dict[pos] = {}\n", "\n", " for comment in df[column]:\n", " doc = nlp(comment)\n", " for token in doc:\n", " if token.pos_ in target_poses:\n", " if token.lemma_ not in words_dict[token.pos_]:\n", " words_dict[token.pos_].update({token.lemma_: 1})\n", " else:\n", " words_dict[token.pos_][token.lemma_] += 1\n", " return words_dict\n", "\n", "target_poses = ['PROPN', 'NOUN', 'VERB', 'ADJ', 'ADV']\n", "words_dict = count_lemma2(assesment_df, 'comment', target_poses)\n", "\n", "for pos in target_poses:\n", " print('pos = ', pos)\n", " words_count[pos] = collections.Counter(words_dict[pos])\n", " print(words_count[pos].most_common(10))\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### case 3: 分かち書き, 原形処理 + ストップワード + 品詞別カウント\n", "品詞別カウントのお陰である程度は概要を掴みやすくなったが、それでも「こと」「ため」「いる」のような頻出語が上位に位置してしまう。見たくない単語（ストップワード）を指定し、削除してしまおう。" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pos = PROPN\n", "[('webclass', 5), ('和田', 2), ('沖縄', 1), ('工学部', 1), ('當間', 1), ('アルゴリズム', 1), ('解決策', 1), ('クソゲー', 1), ('キャンパス', 1), ('github', 1)]\n", "pos = NOUN\n", "[('授業', 44), ('課題', 39), ('試験', 38), ('講義', 31), ('内容', 22), ('問題', 20), ('説明', 19), ('なし', 18), ('資料', 16), ('先生', 15)]\n", "pos = VERB\n", "[('わかる', 27), ('いう', 21), ('学ぶ', 20), ('できる', 18), ('出す', 17), ('書く', 16), ('ござる', 13), ('つく', 13), ('理解', 12), ('見る', 11)]\n", "pos = ADJ\n", "[('良い', 25), ('ない', 24), ('よい', 21), ('多い', 19), ('難しい', 13), ('楽しい', 11), ('非常', 10), ('いい', 9), ('新しい', 6), ('大変', 5)]\n", "pos = ADV\n", "[('とても', 28), ('特に', 22), ('少し', 14), ('どう', 8), ('今後', 6), ('すぐ', 6), ('もう', 4), ('まだ', 4), ('初めて', 4), ('あまり', 4)]\n" ] } ], "source": [ "# case 3: 分かち書き, 原形処理 + ストップワード + 品詞別カウント\n", "def count_lemma3(df, column, target_poses, stop_words):\n", " '''分かち書き3：原形処理し、ストップワードを除き、品詞別にカウント。\n", " args:\n", " df (pd.DataFrame): 読み込み対象データフレーム。\n", " column (str): データフレーム内の読み込み対象列名。\n", " target_poses ([str]): カウント対象となる品詞名のリスト。\n", " stop_words ([str]): 削除したい単語のリスト。\n", " return\n", " words_dict ({pos1:{token1.lemma_:i, token2.lemma_:j},\n", " pos2:{token3.lemma_:k, token4.lemma_:l}}): 品詞(pos)別に、単語をカウント。\n", " '''\n", " words_dict = {}\n", " for pos in target_poses:\n", " words_dict[pos] = {}\n", "\n", " for comment in df[column]:\n", " doc = nlp(comment)\n", " for token in doc:\n", " if token.lemma_ not in stop_words:\n", " if token.pos_ in target_poses:\n", " if token.lemma_ not in words_dict[token.pos_]:\n", " words_dict[token.pos_].update({token.lemma_: 1})\n", " else:\n", " words_dict[token.pos_][token.lemma_] += 1\n", " return words_dict\n", "\n", "target_poses = ['PROPN', 'NOUN', 'VERB', 'ADJ', 'ADV']\n", "stop_words = ['こと', '\\r\\n', 'ため', '思う', 'いる', 'ある', 'する', 'なる']\n", "words_dict = count_lemma3(assesment_df, 'comment', target_poses, stop_words)\n", "\n", "for pos in target_poses:\n", " print('pos = ', pos)\n", " words_count[pos] = collections.Counter(words_dict[pos])\n", " print(words_count[pos].most_common(10))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### case 4: 分かち書き, 原形処理 + ストップワード + 手動類義語処理 + 品詞別カウント\n", "名詞別カウントを眺めてみると「授業,44回」「講義,31回」とあるが、これらは同一単語としてカウントしたほうが良いだろう。しかしながら直接spacyでそのように処理することは出来ない。ここではまとめてしまいたい単語群（類義語）とその代表語を手動で用意し、類義語が出現したら代表語に置き換えてしまうことで対処してみよう。" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pos = PROPN\n", "[('webclass', 5), ('和田', 2), ('沖縄', 1), ('工学部', 1), ('當間', 1), ('アルゴリズム', 1), ('解決策', 1), ('クソゲー', 1), ('キャンパス', 1), ('github', 1)]\n", "pos = NOUN\n", "[('授業', 75), ('課題', 39), ('試験', 38), ('内容', 22), ('問題', 20), ('説明', 19), ('なし', 18), ('資料', 16), ('先生', 15), ('お', 14)]\n", "pos = VERB\n", "[('わかる', 27), ('いう', 21), ('学ぶ', 20), ('できる', 18), ('出す', 17), ('書く', 16), ('ござる', 13), ('つく', 13), ('理解', 12), ('見る', 11)]\n", "pos = ADJ\n", "[('良い', 55), ('ない', 24), ('多い', 19), ('難しい', 13), ('楽しい', 11), ('非常', 10), ('新しい', 6), ('大変', 5), ('高い', 5), ('必要', 4)]\n", "pos = ADV\n", "[('とても', 50), ('少し', 14), ('どう', 8), ('今後', 6), ('すぐ', 6), ('もう', 4), ('まだ', 4), ('初めて', 4), ('あまり', 4), ('しっかり', 4)]\n" ] } ], "source": [ "# case 4: 分かち書き, 原形処理 + ストップワード + 手動類義語処理 + 品詞別カウント\n", "\n", "def reverse_dict(dict_with_list):\n", " result = {}\n", " for k, v_list in dict_with_list.items():\n", " for v in v_list:\n", " result[v] = k\n", " return result\n", "\n", "def count_lemma4(df, column, target_poses, stop_words, similar_words):\n", " '''分かち書き4：原形処理し、ストップワードを除き、類義語を代表語に置き換え、品詞別にカウント。\n", " args:\n", " df (pd.DataFrame): 読み込み対象データフレーム。\n", " column (str): データフレーム内の読み込み対象列名。\n", " target_poses ([str]): カウント対象となる品詞名のリスト。\n", " stop_words ([str]): 削除したい単語のリスト。\n", " similar_words ({similar_word1:representive_word1, similar_word2:representive_word1,,}):\n", " 類義語辞書。keyをvalueに置き換える。\n", " return\n", " words_dict ({pos1:{token1.lemma_:i, token2.lemma_:j},\n", " pos2:{token3.lemma_:k, token4.lemma_:l}}): 品詞(pos)別に、単語をカウント。\n", " '''\n", " words_dict = {}\n", " for pos in target_poses:\n", " words_dict[pos] = {}\n", "\n", " for comment in df[column]:\n", " doc = nlp(comment)\n", " for token in doc:\n", " if token.lemma_ not in stop_words:\n", " if token.lemma_ in similar_words.keys():\n", " word = similar_words[token.lemma_]\n", " else:\n", " word = token.lemma_\n", "\n", " if token.pos_ in target_poses:\n", " if word not in words_dict[token.pos_]:\n", " words_dict[token.pos_].update({word: 1})\n", " else:\n", " words_dict[token.pos_][word] += 1\n", " return words_dict\n", "\n", "target_poses = ['PROPN', 'NOUN', 'VERB', 'ADJ', 'ADV']\n", "stop_words = ['こと', '\\r\\n', 'ため', '思う', 'いる', 'ある', 'する', 'なる']\n", "similar_words = {'授業':['講義'], '良い':['よい', 'いい'], 'とても':['特に']}\n", "similar_words = reverse_dict(similar_words)\n", "words_dict = count_lemma4(assesment_df, 'comment', target_poses, stop_words, similar_words)\n", "\n", "for pos in target_poses:\n", " print('pos = ', pos)\n", " words_count[pos] = collections.Counter(words_dict[pos])\n", " print(words_count[pos].most_common(10))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 授業別単語頻出傾向の観察\n", "全コメントを対象とした頻出語は確認できたが、授業毎の違いはないのだろうか。固有名詞(PROPN)と名詞(NOUN)に限定して、授業毎にカウント＆積み上げ棒グラフとして描画してみよう。全体の流れは以下の通りである。\n", "\n", "- 頻出語上位20件を用意。\n", "- 授業毎に頻出語が出現した回数をカウント。数えた結果を「単語x授業行列(pd.DataFrame形式)」として整形する。\n", "- pd.DataFrameをmatplotlibで描画する。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 頻出語上位20件を用意。" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "10 425 434\n" ] }, { "data": { "text/plain": [ "[('授業', 75),\n", " ('課題', 39),\n", " ('試験', 38),\n", " ('内容', 22),\n", " ('問題', 20),\n", " ('説明', 19),\n", " ('なし', 18),\n", " ('資料', 16),\n", " ('先生', 15),\n", " ('お', 14),\n", " ('難易度', 12),\n", " ('解答', 11),\n", " ('実際', 11),\n", " ('方', 10),\n", " ('テスト', 10),\n", " ('知識', 9),\n", " ('機会', 9),\n", " ('生徒', 9),\n", " ('中間', 9),\n", " ('期末', 9)]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 講義名のユニーク名一覧\n", "titles = assesment_df['title'].unique()\n", "\n", "# 固有名詞＋名詞の上位20単語一覧\n", "top_n = 20\n", "total_words = {**words_dict['PROPN'], **words_dict['NOUN']}\n", "print(len(words_dict['PROPN']), len(words_dict['NOUN']), len(total_words))\n", "top_n_words = collections.Counter(total_words).most_common(top_n)\n", "top_n_words" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 授業毎に頻出語が出現した回数をカウント。" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "

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	工業数学Ⅰ	技術者の倫理	工学基礎演習	プログラミングⅠ	プログラミング演習Ⅰ	アルゴリズムとデータ構造	情報ネットワークⅠ	コンピュータシステム	データサイエンス基礎	ディジタル回路	情報処理技術概論	プロジェクトデザイン	キャリアデザイン	データマイニング	ICT実践英語Ⅰ	知能情報実験Ⅲ
授業	3	3	2	0	1	2	1	19	4	1	2	5	0	0	0	1
課題	2	0	0	6	3	0	0	23	3	0	0	1	0	1	0	0
試験	0	0	0	0	0	3	0	29	4	0	2	0	0	0	0	0
内容	0	2	0	1	0	2	0	12	4	0	0	1	0	0	0	0
問題	1	0	0	0	0	4	0	12	2	0	1	0	0	0	0	0
説明	2	0	0	2	0	3	0	7	2	1	1	0	0	0	0	1
なし	3	4	4	4	3	0	0	0	0	0	0	0	0	0	0	0
資料	0	0	0	0	0	3	1	8	0	1	2	1	0	0	0	0
先生	0	3	0	1	0	1	0	6	2	0	1	0	1	0	0	0
お	1	2	0	2	1	0	3	4	1	0	0	0	0	0	0	0
難易度	0	0	0	1	0	0	0	8	2	0	1	0	0	0	0	0
解答	0	0	0	0	1	0	0	7	3	0	0	0	0	0	0	0
実際	0	0	0	0	1	0	1	3	1	0	3	2	0	0	0	0
方	0	0	1	0	1	0	2	0	2	0	2	2	0	0	0	0
テスト	0	0	0	0	0	1	1	6	0	0	2	0	0	0	0	0
知識	0	1	0	1	1	0	0	2	4	0	0	0	0	0	0	0
機会	0	0	3	0	0	0	1	0	0	0	0	5	0	0	0	0
生徒	0	0	0	0	0	1	0	8	0	0	0	0	0	0	0	0
中間	0	0	0	0	0	0	2	7	0	0	0	0	0	0	0	0
期末	0	0	0	0	0	0	0	6	0	0	3	0	0	0	0	0

\n", "

" ], "text/plain": [ " 工業数学Ⅰ 技術者の倫理工学基礎演習プログラミングⅠ プログラミング演習Ⅰ アルゴリズムとデータ構造情報ネットワークⅠ \\\n", "授業 3 3 2 0 1 2 1 \n", "課題 2 0 0 6 3 0 0 \n", "試験 0 0 0 0 0 3 0 \n", "内容 0 2 0 1 0 2 0 \n", "問題 1 0 0 0 0 4 0 \n", "説明 2 0 0 2 0 3 0 \n", "なし 3 4 4 4 3 0 0 \n", "資料 0 0 0 0 0 3 1 \n", "先生 0 3 0 1 0 1 0 \n", "お 1 2 0 2 1 0 3 \n", "難易度 0 0 0 1 0 0 0 \n", "解答 0 0 0 0 1 0 0 \n", "実際 0 0 0 0 1 0 1 \n", "方 0 0 1 0 1 0 2 \n", "テスト 0 0 0 0 0 1 1 \n", "知識 0 1 0 1 1 0 0 \n", "機会 0 0 3 0 0 0 1 \n", "生徒 0 0 0 0 0 1 0 \n", "中間 0 0 0 0 0 0 2 \n", "期末 0 0 0 0 0 0 0 \n", "\n", " コンピュータシステムデータサイエンス基礎ディジタル回路情報処理技術概論プロジェクトデザインキャリアデザイン \\\n", "授業 19 4 1 2 5 0 \n", "課題 23 3 0 0 1 0 \n", "試験 29 4 0 2 0 0 \n", "内容 12 4 0 0 1 0 \n", "問題 12 2 0 1 0 0 \n", "説明 7 2 1 1 0 0 \n", "なし 0 0 0 0 0 0 \n", "資料 8 0 1 2 1 0 \n", "先生 6 2 0 1 0 1 \n", "お 4 1 0 0 0 0 \n", "難易度 8 2 0 1 0 0 \n", "解答 7 3 0 0 0 0 \n", "実際 3 1 0 3 2 0 \n", "方 0 2 0 2 2 0 \n", "テスト 6 0 0 2 0 0 \n", "知識 2 4 0 0 0 0 \n", "機会 0 0 0 0 5 0 \n", "生徒 8 0 0 0 0 0 \n", "中間 7 0 0 0 0 0 \n", "期末 6 0 0 3 0 0 \n", "\n", " データマイニング ICT実践英語Ⅰ 知能情報実験Ⅲ \n", "授業 0 0 1 \n", "課題 1 0 0 \n", "試験 0 0 0 \n", "内容 0 0 0 \n", "問題 0 0 0 \n", "説明 0 0 1 \n", "なし 0 0 0 \n", "資料 0 0 0 \n", "先生 0 0 0 \n", "お 0 0 0 \n", "難易度 0 0 0 \n", "解答 0 0 0 \n", "実際 0 0 0 \n", "方 0 0 0 \n", "テスト 0 0 0 \n", "知識 0 0 0 \n", "機会 0 0 0 \n", "生徒 0 0 0 \n", "中間 0 0 0 \n", "期末 0 0 0 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 授業別に top_n_words が出現した回数をカウント\n", "words = [k for k,v in top_n_words]\n", "zero_matrix = np.zeros((len(words), len(titles)), dtype=int)\n", "df_title_vs_word = pd.DataFrame(zero_matrix, columns=titles, index=words)\n", "\n", "# 授業別にコメントを前処理しておく\n", "title_comments = {}\n", "for title in titles:\n", " comments = assesment_df[assesment_df['title'] == title]['comment']\n", " tokens = []\n", " comments = ' '.join(comments)\n", " doc = nlp(comments)\n", " for token in doc:\n", " if token.pos_ == 'PROPN' or token.pos_ == 'NOUN':\n", " if token.lemma_ in words:\n", " df_title_vs_word.loc[token.lemma_, title] += 1\n", "\n", "df_title_vs_word" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 積み上げ棒グラフ1" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "

" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import japanize_matplotlib\n", "\n", "fig, ax = plt.subplots(figsize=(35, 15))\n", "for i in range(len(df_title_vs_word)):\n", " ax.bar(df_title_vs_word.columns, df_title_vs_word.iloc[i], bottom=df_title_vs_word.iloc[:i].sum())\n", "\n", "ax.legend(df_title_vs_word.index)\n", "ax.set_title(f'授業別高頻度単語(top_n={top_n})の内訳（出現回数）', size=20)\n", "ax.set_xlabel('授業一覧')\n", "ax.set_ylabel('出現回数')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 積み上げ棒グラフ2（横）\n", "縦に積み上げる形式（ax.bar）だと確認しづらいので、横方向に積み上げ（ax.barh）よう。" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(35, 15))\n", "for i in range(len(df_title_vs_word)):\n", " ax.barh(df_title_vs_word.columns, df_title_vs_word.iloc[i], left=df_title_vs_word.iloc[:i].sum())\n", "\n", "ax.legend(df_title_vs_word.index)\n", "ax.set_title(f'授業別高頻度単語(top_n={top_n})の内訳（出現回数）', size=20)\n", "ax.set_xlabel('授業一覧')\n", "ax.set_ylabel('出現回数')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 積み上げ棒グラフ3（横+正規化）\n", "一部の授業が突出しているため他の傾向を掴みづらい。出現回数をそのまま扱うのではなく、授業毎の出現割合に変換してから描画してみよう。" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "

" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "normalize_df = df_title_vs_word.div(df_title_vs_word.sum(axis=0), axis=1)\n", "\n", "fig, ax = plt.subplots(figsize=(35, 15))\n", "for i in range(len(df_title_vs_word)):\n", " bar = ax.barh(normalize_df.columns, normalize_df.iloc[i], left=normalize_df.iloc[:i].sum())\n", " for rect in bar:\n", " center_x = rect.get_x() + rect.get_width() / 2\n", " center_y = rect.get_y() + rect.get_height() / 2\n", " if np.isnan(center_x) == False and np.isnan(center_y) == False:\n", " ax.text(center_x, center_y, normalize_df.index[i], ha='center', va='center', size=20)\n", "\n", "ax.set_title(f'授業別高頻度単語(top_n={top_n})の内訳（割合）', size=20)\n", "ax.set_xlabel('授業一覧')\n", "ax.set_ylabel('出現割合')\n", "#ax.legend(normalize_df.index)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 積み上げ棒グラフ（横＋正規化＋色調整）\n", "一部の色が被っていて誤解してしまう。標準では10色までしか用意されておらず、使い終えると再び同じ色が利用されるようだ。これを避けるために[colormap](https://matplotlib.org/3.5.0/tutorials/colors/colormaps.html)を指定して色重複されないようにしよう。" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "normalize_df = df_title_vs_word.div(df_title_vs_word.sum(axis=0), axis=1)\n", "\n", "fig, ax = plt.subplots(figsize=(35, 15))\n", "cm = plt.cm.get_cmap('tab20')\n", "for i in range(len(df_title_vs_word)):\n", " bar = ax.barh(normalize_df.columns, normalize_df.iloc[i], left=normalize_df.iloc[:i].sum(), color=cm.colors[i])\n", " for rect in bar:\n", " center_x = rect.get_x() + rect.get_width() / 2\n", " center_y = rect.get_y() + rect.get_height() / 2\n", " if np.isnan(center_x) == False and np.isnan(center_y) == False:\n", " ax.text(center_x, center_y, normalize_df.index[i], ha='center', va='center', size=20)\n", "\n", "ax.set_title(f'授業別高頻度単語(top_n={top_n})の内訳（割合）', size=20)\n", "ax.set_xlabel('授業一覧')\n", "ax.set_ylabel('出現割合')\n", "#ax.legend(normalize_df.index)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 用例集\n", "「ござる」？？　これを含む文例を探してみよう。[pd.Series.str.contains](https://pandas.pydata.org/docs/reference/api/pandas.Series.str.contains.html)を使えば良いだけなんだけど、微妙に使いづらいので関数として用意してみる。" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "14 新しく触れる分野だったので不安はあったのですが、自分なりに解釈して理解することができたと思い...\n", "31 良い技術者になるためには、道徳の分野が重要だということがわかりました。和田先生の講義内容は私...\n", "44 この講義のおかげで、周りの人と話すことができたのでとてもよかったです。この講義がなければ私は...\n", "64 私は今までプログラミングに触れたことがなかったので新しいことを覚えるのに必死でした。ですが、...\n", "75 最初はターミナルの使い方すら分からなくてとても焦りました。ですが、コマンドやコードの意味、書...\n", "90 ありがとうございました\n", "97 企業の方を招待してお話を聞かせていただいてありがとうございました。とてもためになるお話が聞け...\n", "141 講義を通して、確率統計に関する知識を獲得することができたと思います。これらの知識を利用して個...\n", "145 とても良かったです．ありがとうございました．\n", "152 実際にIT機器や技術がどのように使われているかを学ぶことができて良かったです。\\r\\nありが...\n", "159 CM楽しかったです。実際に講義で学んだ手法を使うと、スムーズにグループワークができることを...\n", "165 課題が難しいものが多く、時間を多くとってもらえたのは非常に良かったですがかなりきつかったです...\n", "Name: comment, dtype: object" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def get_examples(df, column, text):\n", " return df[df[column].str.contains(text)][column]\n", "\n", "#assesment_df['comment'].str.contains('例題')\n", "df = get_examples(assesment_df, 'comment', 'ござ')\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## n-gramsを利用した用例検索\n", "個々の単語をカウントして上位確認することでおおよその概要を掴みやすくなった。しかしこれだけだと複数の連続語として出現しやすい表現（フレーズ）や、同時に現れやすい単語（共起語）については把握しづらい。\n", "\n", "このような複数語を観察しやすくする一つの方法として **n-gram** で観察してみよう。n-gramとは、「n個の連続した単語」を特徴として扱う考え方であり、これまでの「個々の単語を独立してカウント」していたものは ``1-gram`` に相当する。n=2の ``2-gram（bi-gramとも呼ばれる）`` ならば「2個の連続した語」を基本特徴とする。何個まで考慮するかはケース・バイ・ケースである。増やすほどより細かな特徴を対象とすることが可能だが、それだけ処理が重くなってしまうため多くの場合は2〜5-gramに留めることが多いかもしれない。例として2007年にGoogleにより公開された[大規模日本語n-gramデータ](https://japan.googleblog.com/2007/11/n-gram.html)では1〜7-gramまで対応している。より大規模な英語コーパスに対しては[Google Books Ngram Viewer](https://books.google.com/ngrams)として1〜5-gramまで対応しており、こちらは品詞指定なども可能となっている。\n", "\n", "ここではn-gramを自前で解析してみよう。" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('と思うます', 46),\n", " ('たのだ', 38),\n", " ('ますた。', 37),\n", " ('思うます。', 35),\n", " ('たです。', 30),\n", " ('たと思う', 28),\n", " ('ことができる', 21),\n", " ('ですが、', 17),\n", " ('ができるた', 16),\n", " ('のだ、', 15)]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def count_ngrams(df, column, n=3):\n", " '''分かち書き4：原形処理し、ストップワードを除き、類義語を代表語に置き換え、品詞別にカウント。\n", " args:\n", " df (pd.DataFrame): 読み込み対象データフレーム。\n", " column (str): データフレーム内の読み込み対象列名。\n", " n (int): n-gramとしてカウントする連続語数n。\n", " return\n", " result ({n_gram_text:count}): 出現したn-gram毎の出現回数を保持した辞書。\n", " '''\n", " if n <= 1:\n", " return None\n", "\n", " stop_words = ['', '\\r\\n']\n", " result = {}\n", " for comment in df[column]:\n", " doc = nlp(comment)\n", " token_list = []\n", " for token in doc:\n", " if token.lemma_ not in stop_words:\n", " token_list.append(token.lemma_)\n", " \n", " if len(token_list) < n:\n", " pass\n", "\n", " for index in range(len(token_list)-n+1):\n", " ngram = ' '.join(token_list[index:index+n]) # n-gramをスペース区切り文字列として用意\n", " if ngram not in result:\n", " result[ngram] = 1\n", " else:\n", " result[ngram] += 1\n", " return result\n", "\n", "ngrams = count_ngrams(assesment_df, 'comment', 3)\n", "ngrams_count = collections.Counter(ngrams)\n", "ngrams_count.most_common(10)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('ありがとうござるます', 13),\n", " ('ござるますた', 13),\n", " ('。ありがとうござる', 7),\n", " ('くださるありがとうござる', 2),\n", " ('話ありがとうござる', 1),\n", " ('てありがとうござる', 1),\n", " ('. ありがとうござる', 1)]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def filter_dict(ngrams_count_dict, text):\n", " '''指定した語を含むngramを検索。\n", " args:\n", " ngrams_count_dict (dict): count_ngrams()で作成したn-gram解析結果の辞書。\n", " text (str): 検索語。\n", " '''\n", " return dict(filter(lambda item: text in item[0], ngrams_count_dict.items()))\n", "\n", "examples = filter_dict(ngrams_count, 'ござ')\n", "examples_count = collections.Counter(examples)\n", "examples_count.most_common(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 係り受け情報を利用した検索\n", "n-gramはn個の連続した語、もしくはその範疇にある共起語に対してはうまく機能する。nを増やせば理論的にはあらゆる共起を参照できるが計算コスト的には現実的ではない上に「共起＝それらの語が密接に結びついている」とは限らないこともある。\n", "\n", "例えば「授業用スライドが丁寧に作られていてわかりやすかった。」という文を例に上げると、わかりやすかったのは「授業」もしくは「授業用スライド」だろう。このような関係は係り受け構造を考慮した方が良い。しかしながら係り受け関係は複雑であり、全てを網羅して処理するのは苦労する。例えば今回の例では aux, mark が出現する。これらは補助的に使われる関係（Non-core dependents）であり、主要な情報ではない。実際「作る」に係る関係のうち、auxは「に」、markは「て」であり、今回の共起語としては扱いたくない。そこで以下の例では「使いたくない関係を指定」した上で抽出するとしよう。\n", "\n", "- 参考\n", " - [Universal Dependencies](https://universaldependencies.org), spacyで採用している汎用(言語を問わない)係り受け関係。\n", " - [Universal Dependency Relations](https://universaldependencies.org/u/dep/), 係り受けタグの一覧。" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from spacy import displacy\n", "\n", "doc = nlp(assesment_df['comment'][13])\n", "displacy.render(doc, style=\"dep\", options={\"compact\":True})" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 授業 compound 2\n", "1 用 compound 2\n", "2 スライド nsubj 6\n", "3 が case 2\n", "4 丁寧 advcl 6\n", "5 に aux 4\n", "6 作ら advcl 11\n", "7 れ aux 6\n", "8 て mark 6\n", "9 い fixed 8\n", "10 て mark 6\n", "11 わかり ROOT 11\n", "12 やすかっ aux 11\n", "13 た aux 11\n", "14 。 punct 11\n" ] } ], "source": [ "# 係り受け情報の確認\n", "doc = nlp(assesment_df['comment'][13])\n", "for token in doc:\n", " print(token.i, token.text, token.dep_, token.head.i)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['スライド', '丁寧']" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 指定単語に係る元の単語を探してみる\n", "\n", "def find_pre_token(text, target_word, deps=['aux', 'mark']):\n", " '''指定単語に係る元の単語集合を探す。ただし特定関係は除外する。\n", " args:\n", " text (str): 解析対象文。\n", " target_word (str): 指定単語。\n", " deps ([str]): 除外したい係り受け関係。\n", " return\n", " result ([str]): target_wordに係る単語のリスト。\n", " '''\n", "\n", " # 係り受け情報を保存\n", " doc = nlp(text)\n", " dependencies = {}\n", " for token in doc:\n", " dependencies.update({token.i:[token.text, token.dep_, token.head.i]})\n", " if token.text == target_word:\n", " target_index = token.i # 検索語のインデックス\n", "\n", " # 係り受け元探し\n", " result = []\n", " for key, value in dependencies.items():\n", " if value[2] == target_index:\n", " if value[1] not in deps:\n", " result.append(value[0])\n", " return result\n", "\n", "text = assesment_df['comment'][13]\n", "pre_tokens = find_pre_token(text, '作ら')\n", "pre_tokens" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 固有表現抽出\n", "場所や人名、日付、時間等の特定対象を指す表現を固有表現 (Named Entity) と呼ぶ。実際の定義はツール毎に異なる点に注意。\n", "- 参考: [Wikipedia:固有表現抽出](https://ja.wikipedia.org/wiki/固有表現抽出)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "一度 Frequency\n", "3つ Countx_Other\n", "１ずつ N_Product\n", "１年次 Countx_Other\n", "線形代数 Academic\n", "線形代数 Academic\n", "第２Q Ordinal_Number\n", "コロナ Company\n", "教授 Position_Vocation\n", "COVID１９ Product_Other\n", "沖縄 Province\n", "技術者 Position_Vocation\n", "和田 Person\n", "先生 Position_Vocation\n", "和田 Person\n", "先生 Position_Vocation\n", "先生 Position_Vocation\n", "4年間 Period_Year\n", "1Q Pro_Sports_Organization\n", "社会人 Position_Vocation\n", "企業人インタビュー Position_Vocation\n", "工学部 Organization_Other\n", "7つ Countx_Other\n", "一つ Countx_Other\n", "ネット Doctrine_Method_Other\n", "プログラミングII Game\n", "夏休み Date\n", "２学期 Date\n", "GOOD Dish\n", "一人 N_Person\n", "當間 Person\n", "先生 Position_Vocation\n", "１週間 Period_Week\n", "２週間 Period_Week\n", "プログラミング１ Game\n", "コロナ Company\n", "黄色 Nature_Color\n", "先生 Position_Vocation\n", "生徒 Position_Vocation\n", "成績評価 Position_Vocation\n", "２週 Period_Year\n", "先生 Position_Vocation\n", "webclass Person\n", "webclass Person\n", "1ページ Countx_Other\n", "4枚 N_Product\n", "1ページ N_Product\n", "1枚 N_Product\n", "1ページ Countx_Other\n", "4枚分 N_Product\n", "先生 Position_Vocation\n", "mattermost Food_Other\n", "生徒 Position_Vocation\n", "先生 Position_Vocation\n", "先生 Position_Vocation\n", "生徒 Position_Vocation\n", "1ページ N_Product\n", "4分割 Percent\n", "頭 Animal_Part\n", "1, Countx_Other\n", "2週間ほど Period_Week\n", "2週連続 Period_Year\n", "webclass Company\n", "２週 Period_Week\n", "20% Percent\n", "40+40=80% Time\n", "学生全員 Position_Vocation\n", "技術者 Position_Vocation\n", "頭 Animal_Part\n", "0点 Point\n", "一週間前 Period_Week\n", "webclass Person\n", "学生 Position_Vocation\n", "学生 Position_Vocation\n", "２週 Timex_Other\n", "Webclass Product_Other\n", "Zoom Product_Other\n", "Zoom Company\n", "生徒 Position_Vocation\n", "生徒側 Position_Vocation\n", "先生 Position_Vocation\n", "先生 Position_Vocation\n", "5月 Date\n", "次年度 Date\n", "最後３ Ordinal_Number\n", "４週間 Period_Week\n", "30分前後 Period_Time\n", "2時間 Period_Time\n", "朝 Time\n", "２時間 Period_Time\n", "先生 Position_Vocation\n", "先生 Position_Vocation\n", "100% Percent\n", "100% Percent\n", "試験100% Percent\n", "100% Percent\n", "100% Percent\n", "先生 Position_Vocation\n", "1週間以上 Countx_Other\n", "PM Doctrine_Method_Other\n", "グループメンバー Position_Vocation\n", "コロナ禍 Company\n", "キャンパス School\n", "学生 Position_Vocation\n", "先生 Position_Vocation\n", "unity Doctrine_Method_Other\n", "班員 Position_Vocation\n", "モバイルアプリ班 Company\n", "JavaScript Product_Other\n", "メンバー Position_Vocation\n", "GitHub Show_Organization\n" ] } ], "source": [ "for comment in assesment_df['comment']:\n", " doc = nlp(comment)\n", " for entity in doc.ents:\n", " print(entity.text, entity.label_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 単語の特徴ベクトル（分散表現）\n", "分かち書きされたTokenを対象として処理する際の問題の一つに、単語表記を元にした処理をしようとした際の柔軟性が低いことがあげられる。例えば類義語処理においては「授業」と「講義」を同一視するために直接それらを列挙する必要があった。実際問題として手動でやる手間をゼロにすることは困難だが、ある程度の自動化については[分散表現](https://ledge.ai/word2vec/)が機能しつつある。分散表現の詳細は後日扱うとして、ここでは「単語の意味をベクトルとして表現する」ぐらいに捉え、実例を眺めてみよう。" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(26000, 300)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# ja_ginza (5.1.0) の標準モデルでは2万6千語が300次元のベクトルとして登録されている。\n", "# Transformersモデルとして構築し直された ja_ginza_electra は ja_ginzaよりも高精度だが、\n", "# メモリ16GB以上が必要だ。\n", "\n", "nlp.vocab.vectors.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### tokenやdocからベクトルを得る\n", "単にベクトルを得るだけならば、nlpで解析後に doc.vector や token.vectorとするだけで得られる。" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(300,)\n", "[ 0.03997449 -0.12051773 -0.04468929 -0.12576343 -0.11509937]\n" ] } ], "source": [ "text = assesment_df['comment'][0]\n", "doc = nlp(text)\n", "print(doc.vector.shape)\n", "print(doc.vector[:5]) # 冒頭5次元目まで" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "特に [ 0.19660935 -0.06194177 0.00594446 -0.23807472 -0.10820279]\n", "なし [-0.11666037 -0.17909369 -0.09532304 -0.01345213 -0.12199596]\n" ] } ], "source": [ "for token in doc:\n", " print(token.text, token.vector[:5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 直接単語や文章からベクトルを得る\n", "nlpで解析せずとも、内部モデルからベクトルを参照することも可能。ただし単語を直接指定するのではなく、``nlp.vocab.strings('単語')`` により単語のハッシュ値を求め、そのハッシュ値に対応するベクトルを参照するという手順を踏む必要がある。" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4452343185052482328\n", "特に => [ 0.19660935 -0.06194177 0.00594446 -0.23807472 -0.10820279]\n" ] } ], "source": [ "print(nlp.vocab.strings['特に'])\n", "word_vector = nlp.vocab.vectors[nlp.vocab.strings['特に']]\n", "print('特に => ', word_vector[:5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 類似語を探してみる\n", "今回のコメント一覧だけを対象として類似語参照してみよう。" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "913 913\n", "[特に, なし, 正直, わかり, ずらい] ['特に', 'なし', '正直', 'わかる', 'ずらい']\n", " \n" ] } ], "source": [ "def get_uniq_token(df, column):\n", " '''ユニークなTokenのみを収集。\n", " args:\n", " df (pd.DataFrame): 読み込み対象データフレーム。\n", " column (str): データフレーム内の読み込み対象列名。\n", " return\n", " uniq_tokens ([token]): ユニークTokenのリスト。\n", " uniq_words ([token.lemma_]): ユニークToken.lemma_のリスト。\n", " '''\n", " uniq_tokens = []\n", " uniq_words = []\n", " for comment in df[column]:\n", " doc = nlp(comment)\n", " for token in doc:\n", " if token.lemma_ not in uniq_words:\n", " uniq_tokens.append(token)\n", " uniq_words.append(token.lemma_)\n", " return uniq_tokens, uniq_words\n", "\n", "uniq_tokens, uniq_words = get_uniq_token(assesment_df, 'comment')\n", "print(len(uniq_tokens), len(uniq_words))\n", "print(uniq_tokens[:5], uniq_words[:5])\n", "print(type(uniq_tokens[0]), type(uniq_words[0]))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[特に, なし, 正直]\n", "特に1.0, 0.45331392, 0.52395886, \n", "なし0.45331392, 0.99999994, 0.39796975, \n", "正直0.52395886, 0.39796975, 0.9999996, \n" ] } ], "source": [ "from sklearn.metrics.pairwise import cosine_similarity\n", "\n", "def calc_similarity_matrix(tokens):\n", " '''トークン同士の類似度（コサイン類似度）を計算。\n", " args:\n", " tokens ([token]): トークン一覧のリスト。\n", " return\n", " result ([[similarity1, similarity2,,,],,,]): トークン同士の類似度行列。\n", " '''\n", " target_vectors = [token.vector for token in tokens]\n", " result = cosine_similarity(target_vectors, target_vectors)\n", " return result\n", "\n", "similarity_matrix = calc_similarity_matrix(uniq_tokens)\n", "\n", "print(uniq_tokens[:3])\n", "for i in range(3):\n", " print(uniq_tokens[i], end='')\n", " for j in range(3):\n", " print(similarity_matrix[i][j], end=', ')\n", " print()\n" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 71 551 735 54 846]\n", "授業 1.0000001\n", "板書 1.0000001\n", "自学 1.0000001\n", "講義 0.8029713\n", "学校 0.7283687\n" ] } ], "source": [ "def most_similar(similarity_matrix, tokens, words, word, n=3):\n", " '''類似度行列から指定単語と類似している単語上位n個を出力。\n", " args:\n", " similarity_matrix: calc_similarity_matrix()で算出した類似度行別。\n", " tokens ([token]): ユニークなトークンのリスト。\n", " words ([word]): ユニークな単語のリスト。\n", " word (str): 検索対象語。\n", " n (int): 出力件数。\n", " return\n", " None\n", " '''\n", " word_index = words.index(word)\n", " similar_indices = np.argsort(similarity_matrix[word_index])[::-1][:n]\n", " print(similar_indices)\n", "\n", " for i in range(n):\n", " target_index = similar_indices[i]\n", " print(tokens[target_index].lemma_, similarity_matrix[word_index][target_index])\n", "\n", "most_similar(similarity_matrix, uniq_tokens, uniq_words, '授業', n=5)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "880b2a8c90f9e6beae80b56829e3f671fedd58b6d14887184ddce26124cedfbd" }, "kernelspec": { "display_name": "Python 3.8.9 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": "3.8.9" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }