{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualize ambiguity" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(710217, 3)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "from pathlib import Path\n", "# paths = Path('wiki/iawiki-latest/iawiki-latest-paragraph-links').glob('*')\n", "paths = Path('wiki/simplewiki-20211120/simplewiki-20211120-paragraph-links').glob('*')\n", "df = pd.concat([\n", " pd.read_csv(p, sep='\\t', on_bad_lines='skip', names=['page', 'ents', 'text']) \n", " for p in paths if p.stat().st_size\n", "], ignore_index=True)\n", "df.shape" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "name qid \n", "American 30 8300\n", "English 1860 2441\n", "New York 1384 1705\n", "British 842438 1650\n", "footballer 937857 1605\n", "French 150 1435\n", "German 188 1266\n", "Canadian 16 1200\n", "2010 1995 983\n", "Country 6256 878\n", "county 28575 842\n", "Spanish 1321 833\n", "President 11696 812\n", "state 7275 768\n", "Japan 170566 682\n", "R&B 45981 601\n", "football 41323 564\n", "Dutch 200569 516\n", "Georgia 230 500\n", "Italian 652 498\n", "Name: count, dtype: int64" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import json\n", "def loads(x):\n", " try:\n", " return json.loads(x)\n", " except:\n", " return {}\n", "links = df['ents'].apply(loads).apply(dict.items).explode()\n", "links = pd.DataFrame(links.tolist(), index=links.index, columns=['name', 'qid'])\n", "links['qid'] = links['qid'].astype('Int64').astype('str')\n", "\n", "# links.value_counts().groupby(level='name').size().sort_values().tail(20) # number of meanings\n", "links.value_counts().groupby(level='name').nth(1).head(20) # top shadowed meanings" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "qid\n", " Q22654 Wikimedia disambiguation page 2724\n", " Q1384 state of the United States of America 1705\n", " Q60 most populous city in the United States 319\n", " Q11299 borough of New York City, New York, Unit 10\n", "Name: count, dtype: int64\n" ] } ], "source": [ "name = 'New York'\n", "sub = links.loc[links['name'] == name].groupby('qid').filter(lambda x: len(x) > 5)\n", "texts = df.loc[sub.index, 'text']\n", "\n", "import requests\n", "def get_description(*ids):\n", " params = {\n", " 'action': 'wbgetentities',\n", " 'ids': '|'.join(['Q%s'%i for i in ids]),\n", " 'languages': 'en',\n", " 'props': 'descriptions',\n", " 'format': 'json',\n", " }\n", " resp = requests.get('https://www.wikidata.org/w/api.php', params=params).json()\n", " return {k:v.get('descriptions', {}).get('en', {}).get('value', None)\n", " for k,v in resp.get('entities', {}).items()}\n", "\n", "qid_desc = {k[1:]:('%9s '%k) + v[:40] for k,v in get_description(*sub['qid'].unique()).items()}\n", "\n", "print(sub['qid'].replace(qid_desc).value_counts())" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4758, 24038)\n", "Explained variance of the SVD step: 29.5%\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.feature_extraction.text import TfidfVectorizer\n", "\n", "vectorizer = TfidfVectorizer(\n", " max_df=0.5,\n", " min_df=3,\n", " ngram_range=(1,3),\n", ")\n", "X_tfidf = vectorizer.fit_transform(texts)\n", "print(X_tfidf.shape)\n", "\n", "from sklearn.decomposition import TruncatedSVD\n", "from sklearn.pipeline import make_pipeline\n", "from sklearn.preprocessing import Normalizer\n", "\n", "lsa = make_pipeline(TruncatedSVD(n_components=100), Normalizer(copy=False))\n", "X_lsa = lsa.fit_transform(X_tfidf)\n", "explained_variance = lsa[0].explained_variance_ratio_.sum()\n", "print(f\"Explained variance of the SVD step: {explained_variance * 100:.1f}%\")\n", "\n", "import numpy as np\n", "from sklearn.manifold import TSNE\n", "X_embedded = TSNE(n_components=2, learning_rate='auto',\n", " init='random', perplexity=3).fit_transform(X_lsa)\n", "\n", "import seaborn as sns\n", "import numpy as np\n", "\n", "ax = sns.scatterplot(x=X_embedded[:, 0], y=X_embedded[:, 1], hue=sub['qid'].replace(qid_desc))\n", "sns.move_legend(ax, \"upper left\", bbox_to_anchor=(1, 1))" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Q11299 borough of New York City, New York, Unit : category it city and in the in new york city new york city in new york establishments \n", " Q1384 state of the United States of America : category and is was american he to from of the states \n", " Q22654 Wikimedia disambiguation page : category and was he to from american is on for \n", " Q60 most populous city in the United States : and to was is category he of the it on by \n" ] } ], "source": [ "qid_means = pd.DataFrame(X_lsa, index=sub.index).join(sub['qid']).groupby('qid').mean()\n", "original_space_centroids = lsa[0].inverse_transform(qid_means)\n", "order_centroids = original_space_centroids.argsort()[:, ::-1]\n", "terms = vectorizer.get_feature_names_out()\n", "\n", "for i,qid in enumerate(qid_means.index):\n", " print(f\"{qid_desc[qid]:51s}: \", end=\"\")\n", " for ind in order_centroids[i, :10]:\n", " print(f\"{terms[ind]} \", end=\"\")\n", " print()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "minimel", "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": "3.9.17" } }, "nbformat": 4, "nbformat_minor": 2 }