783 lines
439 KiB
Plaintext
783 lines
439 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 35,
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"id": "18977cd3-de19-43e0-87a7-79ddc0fda973",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd \n",
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"import spacy"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 36,
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"id": "afe53935-8175-4dee-bb27-0bc87fbd5d5f",
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"metadata": {},
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"outputs": [],
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"source": [
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"import re"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "70a77468-aba1-4042-9900-d3c96d4c9f88",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"[nltk_data] Downloading package punkt_tab to\n",
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"[nltk_data] /mmfs1/home/mjilg/nltk_data...\n",
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"[nltk_data] Package punkt_tab is already up-to-date!\n"
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]
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},
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{
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"data": {
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"text/plain": [
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"True"
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]
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},
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"execution_count": 3,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"import nltk\n",
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"from nltk.tokenize import sent_tokenize\n",
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"nltk.download('punkt_tab')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "8ab815f2-b63b-429b-9036-3870aae54fad",
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"metadata": {},
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"outputs": [],
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"source": [
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"nlp = spacy.load(\"en_core_web_sm\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "fa6a7cea-1375-4153-a388-1847dfa5b257",
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"metadata": {},
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"outputs": [],
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"source": [
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"phab_path = \"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/0217_ve_phab_comments.csv\"\n",
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"phab_df = pd.read_csv(phab_path)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "812ab4c8-2561-466b-bc57-defc93f5c893",
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"metadata": {},
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"outputs": [],
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"source": [
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"#cleaning df \n",
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"phab_df['has_ref'] = phab_df['comment_text'].apply(lambda x: bool(re.search(r\" visualeditor| VE | ve |VisualEditor\", str(x), re.IGNORECASE)))\n",
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"phab_df['has_bot_ref'] = phab_df['comment_text'].apply(lambda x: bool(re.search(r\" bots | scripts | gadgets \", str(x), re.IGNORECASE)))\n",
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"phab_df['timestamp'] = pd.to_datetime(phab_df['date_created'], unit='s', origin='unix', utc=True)\n",
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"phab_df['comment_id'] = phab_df.index + 1\n",
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"filtered_phab_df = phab_df[(phab_df['date_created'] < 1383264000) & (phab_df['date_created'] > 1351728000)]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "7babf07b-4f91-4e48-88a9-4fe10f8b668d",
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"metadata": {},
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"outputs": [],
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"source": [
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"#turning df into sentences \n",
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"sentence_level_data = filtered_phab_df.explode(\n",
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" 'comment_text').reset_index(drop=True)\n",
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"\n",
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"sentence_level_data['sentence'] = sentence_level_data['comment_text'].apply(\n",
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" lambda x: sent_tokenize(str(x)))\n",
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"\n",
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"sentence_level_data = sentence_level_data.explode('sentence').reset_index(drop=True)\n",
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"\n",
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"sentence_level_data['sentence_id'] = sentence_level_data.groupby('comment_id').cumcount() + 1\n",
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"\n",
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"sentence_level_data = sentence_level_data.drop(columns=['has_bot_ref', 'has_ref'], errors='ignore')\n",
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"\n",
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"sentence_level_data['has_ref'] = sentence_level_data['sentence'].apply(\n",
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" lambda x: bool(re.search(r'visualeditor| VE | ve |VisualEditor', x)))\n",
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"\n",
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"sentence_level_data['has_bot_ref'] = sentence_level_data['sentence'].apply(\n",
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" lambda x: bool(re.search(r'bots|scripts|gadgets', x)))\n",
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"\n",
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"sentence_level_data = sentence_level_data.reset_index(drop=True)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "acb87a1a-c3e0-4d3f-8450-e2af96150e94",
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"metadata": {},
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"outputs": [],
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"source": [
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"def extract_dependency_tree(sentence):\n",
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" doc = nlp(sentence)\n",
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" return [(token.text, token.dep_, token.head.text) for token in doc]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "b67c136e-16c4-4002-a2d6-f92c88252baf",
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"metadata": {},
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"outputs": [],
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"source": [
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"filtered_sentence_level_data = sentence_level_data[sentence_level_data['has_ref'] == True]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "f749706a-f2bb-42e3-aae5-3876b00c48ad",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_88113/2706376531.py:1: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" filtered_sentence_level_data['dependency_tree'] = filtered_sentence_level_data['sentence'].apply(extract_dependency_tree)\n"
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]
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}
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],
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"source": [
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"filtered_sentence_level_data['dependency_tree'] = filtered_sentence_level_data['sentence'].apply(extract_dependency_tree)\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "82c48463-5a90-4105-9ee9-5763d0b1e35b",
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"metadata": {},
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"outputs": [],
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"source": [
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"dependency_relations = []\n",
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"\n",
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"for index, row in filtered_sentence_level_data.iterrows():\n",
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" sentence = row['sentence']\n",
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" timestamp = row['timestamp']\n",
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" comment_id = row['comment_id']\n",
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" sentence_id = row['sentence_id']\n",
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" \n",
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" for token, dep, head in row['dependency_tree']:\n",
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" if re.search(r'visualeditor|VE|ve|VisualEditor', token, re.IGNORECASE):\n",
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" dependency_relations.append({\n",
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" 'sentence_id': sentence_id,\n",
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" 'comment_id': comment_id,\n",
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" 'timestamp': timestamp,\n",
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" 'token': token,\n",
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" 'dependency': dep,\n",
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" 'head': head\n",
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" })\n",
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" \n",
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"dependency_relations_df = pd.DataFrame(dependency_relations)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 15,
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"id": "60d7d808-0211-41b3-8dfa-0143dbba94bd",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"<style scoped>\n",
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" <th>0</th>\n",
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" <td>1</td>\n",
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" <td>725</td>\n",
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" <td>2013-10-03 20:15:00+00:00</td>\n",
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" <td>ve.base</td>\n",
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" <td>1</td>\n",
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" <td>725</td>\n",
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" <td>2013-10-03 20:15:00+00:00</td>\n",
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" <td>VisualEditor</td>\n",
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" <td>nsubjpass</td>\n",
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" <td>broken</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>1</td>\n",
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" <td>747</td>\n",
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" <td>2013-09-28 15:44:00+00:00</td>\n",
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" <td>VE</td>\n",
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" <th>4</th>\n",
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" <td>5</td>\n",
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" <td>750</td>\n",
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" <td>2013-09-30 23:29:57+00:00</td>\n",
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" <td>VisualEditor</td>\n",
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" <td>nsubj</td>\n",
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" <td>switched</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <tr>\n",
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" <th>5744</th>\n",
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" <td>2</td>\n",
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" <td>32259</td>\n",
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" <td>2013-10-06 23:34:50+00:00</td>\n",
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" <td>autosave</td>\n",
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" <td>advcl</td>\n",
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" <td>allow</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5745</th>\n",
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" <td>2</td>\n",
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" <td>32259</td>\n",
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" <td>2013-10-06 23:34:50+00:00</td>\n",
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" <td>VE</td>\n",
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" <td>in</td>\n",
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" <td>7</td>\n",
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" <td>32338</td>\n",
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" <td>2013-03-06 06:29:37+00:00</td>\n",
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||
" <td>VisualEditor</td>\n",
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" <td>pobj</td>\n",
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" <td>in</td>\n",
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" <tr>\n",
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" <th>5748</th>\n",
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" <td>7</td>\n",
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" <td>32338</td>\n",
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" <td>2013-03-06 06:29:37+00:00</td>\n",
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" <td>have</td>\n",
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],
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"text/plain": [
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" sentence_id comment_id timestamp token \\\n",
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"0 1 725 2013-10-03 20:15:00+00:00 ve.base \n",
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"1 1 725 2013-10-03 20:15:00+00:00 have \n",
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||
"2 1 725 2013-10-03 20:15:00+00:00 VisualEditor \n",
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"3 1 747 2013-09-28 15:44:00+00:00 VE \n",
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||
"4 5 750 2013-09-30 23:29:57+00:00 VisualEditor \n",
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||
"... ... ... ... ... \n",
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"5744 2 32259 2013-10-06 23:34:50+00:00 autosave \n",
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"5745 2 32259 2013-10-06 23:34:50+00:00 VE \n",
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"5746 2 32330 2013-04-28 17:25:19+00:00 VE \n",
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"5747 7 32338 2013-03-06 06:29:37+00:00 VisualEditor \n",
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"5748 7 32338 2013-03-06 06:29:37+00:00 have \n",
|
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"\n",
|
||
" dependency head \n",
|
||
"0 pobj for \n",
|
||
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|
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|
||
"3 pobj of \n",
|
||
"4 nsubj switched \n",
|
||
"... ... ... \n",
|
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"5744 advcl allow \n",
|
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"5745 pobj in \n",
|
||
"5746 dobj enabling \n",
|
||
"5747 pobj in \n",
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"\n",
|
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"[5749 rows x 6 columns]"
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|
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|
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||
"metadata": {},
|
||
"output_type": "execute_result"
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|
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],
|
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"source": [
|
||
"dependency_relations_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
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||
"execution_count": 18,
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||
"id": "70178cd5-c3f9-43e4-b859-99f655b07048",
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||
"metadata": {},
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||
"outputs": [
|
||
{
|
||
"name": "stderr",
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||
"output_type": "stream",
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||
"text": [
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||
"/tmp/ipykernel_88113/3477839074.py:2: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
|
||
" filtered_dependencies = dependency_relations_df[dependency_relations_df['token'].str.contains(pattern, regex=True)]\n"
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||
]
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||
}
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||
],
|
||
"source": [
|
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"pattern = r'\\b(ve|VE|visualeditor|VisualEditor)\\b'\n",
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"filtered_dependencies = dependency_relations_df[dependency_relations_df['token'].str.contains(pattern, regex=True)]"
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||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
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||
"id": "f522f363-0d38-4f71-831b-e0739c5312f0",
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{
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|
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|
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|
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|
||
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|
||
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|
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|
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" <td>2013-10-03 20:15:00+00:00</td>\n",
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" <td>VisualEditor</td>\n",
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||
" <td>nsubjpass</td>\n",
|
||
" <td>broken</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
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||
" <td>1</td>\n",
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||
" <td>747</td>\n",
|
||
" <td>2013-09-28 15:44:00+00:00</td>\n",
|
||
" <td>VE</td>\n",
|
||
" <td>pobj</td>\n",
|
||
" <td>of</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>750</td>\n",
|
||
" <td>2013-09-30 23:29:57+00:00</td>\n",
|
||
" <td>VisualEditor</td>\n",
|
||
" <td>nsubj</td>\n",
|
||
" <td>switched</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>752</td>\n",
|
||
" <td>2013-09-30 07:16:14+00:00</td>\n",
|
||
" <td>VE</td>\n",
|
||
" <td>nsubj</td>\n",
|
||
" <td>being</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5742</th>\n",
|
||
" <td>5</td>\n",
|
||
" <td>32251</td>\n",
|
||
" <td>2013-10-08 21:22:02+00:00</td>\n",
|
||
" <td>VisualEditor</td>\n",
|
||
" <td>poss</td>\n",
|
||
" <td>take</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5743</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>32259</td>\n",
|
||
" <td>2013-10-06 23:34:50+00:00</td>\n",
|
||
" <td>VE</td>\n",
|
||
" <td>nsubj</td>\n",
|
||
" <td>autosave</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5745</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>32259</td>\n",
|
||
" <td>2013-10-06 23:34:50+00:00</td>\n",
|
||
" <td>VE</td>\n",
|
||
" <td>pobj</td>\n",
|
||
" <td>in</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5746</th>\n",
|
||
" <td>2</td>\n",
|
||
" <td>32330</td>\n",
|
||
" <td>2013-04-28 17:25:19+00:00</td>\n",
|
||
" <td>VE</td>\n",
|
||
" <td>dobj</td>\n",
|
||
" <td>enabling</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5747</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>32338</td>\n",
|
||
" <td>2013-03-06 06:29:37+00:00</td>\n",
|
||
" <td>VisualEditor</td>\n",
|
||
" <td>pobj</td>\n",
|
||
" <td>in</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>3579 rows × 6 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" sentence_id comment_id timestamp token \\\n",
|
||
"0 1 725 2013-10-03 20:15:00+00:00 ve.base \n",
|
||
"2 1 725 2013-10-03 20:15:00+00:00 VisualEditor \n",
|
||
"3 1 747 2013-09-28 15:44:00+00:00 VE \n",
|
||
"4 5 750 2013-09-30 23:29:57+00:00 VisualEditor \n",
|
||
"5 3 752 2013-09-30 07:16:14+00:00 VE \n",
|
||
"... ... ... ... ... \n",
|
||
"5742 5 32251 2013-10-08 21:22:02+00:00 VisualEditor \n",
|
||
"5743 2 32259 2013-10-06 23:34:50+00:00 VE \n",
|
||
"5745 2 32259 2013-10-06 23:34:50+00:00 VE \n",
|
||
"5746 2 32330 2013-04-28 17:25:19+00:00 VE \n",
|
||
"5747 7 32338 2013-03-06 06:29:37+00:00 VisualEditor \n",
|
||
"\n",
|
||
" dependency head \n",
|
||
"0 pobj for \n",
|
||
"2 nsubjpass broken \n",
|
||
"3 pobj of \n",
|
||
"4 nsubj switched \n",
|
||
"5 nsubj being \n",
|
||
"... ... ... \n",
|
||
"5742 poss take \n",
|
||
"5743 nsubj autosave \n",
|
||
"5745 pobj in \n",
|
||
"5746 dobj enabling \n",
|
||
"5747 pobj in \n",
|
||
"\n",
|
||
"[3579 rows x 6 columns]"
|
||
]
|
||
},
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"filtered_dependencies"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"id": "37e1e207-5462-46f3-ae56-85b1f231f44c",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n",
|
||
"from matplotlib.gridspec import GridSpec"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 46,
|
||
"id": "bdb36a7b-a9b1-4b99-adc4-65cefd78db7c",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_88113/2718119808.py:8: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"/tmp/ipykernel_88113/2718119808.py:17: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_88113/2718119808.py:17: SettingWithCopyWarning: \n",
|
||
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
||
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
||
"\n",
|
||
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
||
" filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_88113/2718119808.py:23: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"gs = GridSpec(2, 1, height_ratios=[5, 1])\n",
|
||
"\n",
|
||
"# Main plot: Dependency groups by timestamp\n",
|
||
"ax0 = plt.subplot(gs[0])\n",
|
||
"sns.scatterplot(data=filtered_dependencies, x='timestamp', y='dependency', hue='dependency', style='dependency', markers=True, s=100, ax=ax0)\n",
|
||
"ax0.set_title('Dependency Group for \"VisualEditor\" by Timestamp')\n",
|
||
"ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"#ax0.set_xticklabels([])\n",
|
||
"ax0.set_xlabel('')\n",
|
||
"ax0.set_ylabel('Dependency')\n",
|
||
"#ax0.legend(title='Dependency', bbox_to_anchor=(1, 1), loc='upper left')\n",
|
||
"ax0.legend().set_visible(False)\n",
|
||
"\n",
|
||
"# Secondary plot: Overall count of sentences over time\n",
|
||
"ax1 = plt.subplot(gs[1], sharex=ax0)\n",
|
||
"filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"weekly_counts = filtered_dependencies['week'].value_counts().sort_index()\n",
|
||
"sns.lineplot(x=weekly_counts.index, y=weekly_counts.values, ax=ax1, marker='o')\n",
|
||
"ax1.set_title('Count of Sentences Discussing VE (Grouped by Week)')\n",
|
||
"ax1.set_xlabel('Timestamp')\n",
|
||
"ax1.set_ylabel('Count')\n",
|
||
"ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"id": "e3fd6f81-7cad-4a2c-b5e8-a1f906d32b87",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_88113/123644997.py:2: SettingWithCopyWarning: \n",
|
||
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
||
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
||
"\n",
|
||
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
||
" bot_filtered_sentence_level_data['dependency_tree'] = bot_filtered_sentence_level_data['sentence'].apply(extract_dependency_tree)\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"bot_filtered_sentence_level_data = sentence_level_data[sentence_level_data['has_bot_ref'] == True]\n",
|
||
"bot_filtered_sentence_level_data['dependency_tree'] = bot_filtered_sentence_level_data['sentence'].apply(extract_dependency_tree)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"id": "9ef307b2-b200-47b1-ade9-81f8c81847f0",
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"bot_dependency_relations = []\n",
|
||
"\n",
|
||
"for index, row in bot_filtered_sentence_level_data.iterrows():\n",
|
||
" sentence = row['sentence']\n",
|
||
" timestamp = row['timestamp']\n",
|
||
" comment_id = row['comment_id']\n",
|
||
" sentence_id = row['sentence_id']\n",
|
||
" \n",
|
||
" for token, dep, head in row['dependency_tree']:\n",
|
||
" if re.search(r'bots|scripts|gadgets', token, re.IGNORECASE):\n",
|
||
" bot_dependency_relations.append({\n",
|
||
" 'sentence_id': sentence_id,\n",
|
||
" 'comment_id': comment_id,\n",
|
||
" 'timestamp': timestamp,\n",
|
||
" 'token': token,\n",
|
||
" 'dependency': dep,\n",
|
||
" 'head': head\n",
|
||
" })\n",
|
||
" \n",
|
||
"bot_dependency_relations_df = pd.DataFrame(bot_dependency_relations)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"id": "c8b10c32-9c28-4151-af29-a1504eb29b76",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"/tmp/ipykernel_88113/1174763112.py:8: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"/tmp/ipykernel_88113/1174763112.py:17: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
||
" bot_dependency_relations_df['week'] = bot_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"/tmp/ipykernel_88113/1174763112.py:23: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
|
||
" ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x800 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12, 8))\n",
|
||
"gs = GridSpec(2, 1, height_ratios=[5, 1])\n",
|
||
"\n",
|
||
"# Main plot: Dependency groups by timestamp\n",
|
||
"ax0 = plt.subplot(gs[0])\n",
|
||
"sns.scatterplot(data=bot_dependency_relations_df, x='timestamp', y='dependency', hue='dependency', style='dependency', markers=True, s=100, ax=ax0)\n",
|
||
"ax0.set_title('Dependency Group for \"bots|gadgets|scripts\" by Timestamp')\n",
|
||
"ax0.set_xticklabels(ax0.get_xticklabels(), rotation=45)\n",
|
||
"#ax0.set_xticklabels([])\n",
|
||
"ax0.set_xlabel('')\n",
|
||
"ax0.set_ylabel('Dependency')\n",
|
||
"#ax0.legend(title='Dependency', bbox_to_anchor=(1, 1), loc='upper left')\n",
|
||
"ax0.legend().set_visible(False)\n",
|
||
"\n",
|
||
"# Secondary plot: Overall count of sentences over time\n",
|
||
"ax1 = plt.subplot(gs[1], sharex=ax0)\n",
|
||
"bot_dependency_relations_df['week'] = bot_dependency_relations_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
||
"weekly_counts = bot_dependency_relations_df['week'].value_counts().sort_index()\n",
|
||
"sns.lineplot(x=weekly_counts.index, y=weekly_counts.values, ax=ax1, marker='o')\n",
|
||
"ax1.set_title('Count of Sentences Discussing bots|gadgets|scripts (Grouped by Week)')\n",
|
||
"ax1.set_xlabel('Timestamp')\n",
|
||
"ax1.set_ylabel('Count')\n",
|
||
"ax1.set_xticklabels(ax1.get_xticklabels(), rotation=45)\n",
|
||
"\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"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": "3.9.21"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|