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mw-lifecycle-analysis/text_analysis/case1/.ipynb_checkpoints/031025_phab_comments-checkpoint.ipynb
2025-03-17 09:42:26 -07:00

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820 KiB
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "ba9e5acd-e17d-4318-9272-04c9f6706186",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd \n",
"import spacy"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "e4f0b3f0-5255-46f1-822f-e455087ba315",
"metadata": {},
"outputs": [],
"source": [
"phab_path = \"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/0312_resolved_ve_phab_comments.csv\"\n",
"phab_df = pd.read_csv(phab_path)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d449164e-1d28-4580-9eb1-f0f69978f114",
"metadata": {},
"outputs": [],
"source": [
"#find gerrit phab PHID: PHID-USER-idceizaw6elwiwm5xshb\n",
"phab_df['isGerrit'] = phab_df['AuthorPHID'] == 'PHID-USER-idceizaw6elwiwm5xshb'\n",
"#cleaning df\n",
"phab_df['id'] = phab_df.index + 1\n",
"#may have to build out the reply_to column \n",
"phab_df['reply_to'] = phab_df.groupby('TaskPHID')['id'].shift()\n",
"phab_df['reply_to'] = phab_df['reply_to'].where(pd.notnull(phab_df['reply_to']), None)\n",
"\n",
"phab_df = phab_df.rename(columns={\n",
" 'AuthorPHID': 'speaker',\n",
" 'TaskPHID': 'conversation_id',\n",
" 'WMFaffil':'meta.affil',\n",
" 'isGerrit': 'meta.gerrit'\n",
"})\n",
"\n",
"# after 11-1-2012 before 11-1-2013\n",
"phab_df['timestamp'] = pd.to_datetime(phab_df['date_created'], unit='s', origin='unix', utc=True)\n",
"filtered_phab_df = phab_df[(phab_df['date_created'] < 1383264000) & (phab_df['date_created'] > 1351728000)]\n",
"\n",
"#removing headless conversations\n",
"task_phab_df = filtered_phab_df[filtered_phab_df['comment_type']==\"task_description\"]\n",
"headed_task_phids = task_phab_df['conversation_id'].unique()\n",
"filtered_phab_df = filtered_phab_df[filtered_phab_df['conversation_id'].isin(headed_task_phids)]\n",
"\n",
"#removing gerrit comments \n",
"comment_phab_df = filtered_phab_df[filtered_phab_df['meta.gerrit'] != True]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "942344db-c8f5-4ed6-a757-c97f8454f18b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Unique conversation_ids: 2081\n",
"Unique ids: 8804\n",
"Unique speakers: 230\n"
]
}
],
"source": [
"unique_conversation_ids = len(comment_phab_df['conversation_id'].unique())\n",
"unique_ids = len(comment_phab_df['id'].unique())\n",
"unique_speakers = len(comment_phab_df['speaker'].unique())\n",
"\n",
"print(f\"Unique conversation_ids: {unique_conversation_ids}\")\n",
"print(f\"Unique ids: {unique_ids}\")\n",
"print(f\"Unique speakers: {unique_speakers}\")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "d226d781-b002-4842-a3ae-92d4851a5878",
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"\n",
"def preprocess_text(text):\n",
" text = str(text)\n",
" text = text.replace('*', ' ')\n",
" text = text.replace('-', ' ')\n",
" text = re.sub(r'http\\S+', '', text)\n",
" return text"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "3ae40d24-bbe8-49c3-a3a9-70bde1b4d559",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_90577/3649688126.py:1: 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",
" comment_phab_df['processed_text'] = comment_phab_df['text'].apply(preprocess_text)\n"
]
}
],
"source": [
"comment_phab_df['processed_text'] = comment_phab_df['text'].apply(preprocess_text)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "b8eddf40-1fe2-4fce-be74-b32552b40c57",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_90577/1316816771.py:1: 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",
" comment_phab_df['processed_resolved_text'] = comment_phab_df['resolved_text'].apply(preprocess_text)\n"
]
}
],
"source": [
"comment_phab_df['processed_resolved_text'] = comment_phab_df['resolved_text'].apply(preprocess_text)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a8469b16-4ae6-4b06-bf1b-1f2f6c736cab",
"metadata": {},
"outputs": [],
"source": [
"nlp = spacy.load(\"en_core_web_sm\")\n",
"\n",
"def extract_dependency_tree(text):\n",
" doc = nlp(text)\n",
" dependency_trees = []\n",
" \n",
" for sentence in doc.sents:\n",
" for token in sentence:\n",
" token_info = (\n",
" token.text, \n",
" token.lemma_, \n",
" token.dep_, \n",
" token.head.text, \n",
" list(token.ancestors), \n",
" list(token.subtree), \n",
" list(token.children)\n",
" )\n",
" dependency_trees.append(token_info)\n",
" \n",
" return dependency_trees"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "8b9a12f9-71bf-4bc9-bcfd-c73aab4be920",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_90577/2805711855.py:1: 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",
" comment_phab_df['dependency_tree'] = comment_phab_df['processed_text'].apply(extract_dependency_tree)\n"
]
}
],
"source": [
"comment_phab_df['dependency_tree'] = comment_phab_df['processed_text'].apply(extract_dependency_tree)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "337a528a-5667-4e1f-ac9a-37caabc03a18",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_90577/2117289791.py:1: 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",
" comment_phab_df['resolved_dependency_tree'] = comment_phab_df['processed_resolved_text'].apply(extract_dependency_tree)\n"
]
}
],
"source": [
"comment_phab_df['resolved_dependency_tree'] = comment_phab_df['processed_resolved_text'].apply(extract_dependency_tree)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "a3f5d40b-f56e-4e31-a7f9-40b7ddb4d2a4",
"metadata": {},
"outputs": [],
"source": [
"#get VAD scores\n",
"import numpy as np\n",
"#https://saifmohammad.com/WebPages/nrc-vad.html\n",
"column_headings = ['Word', 'Valence', 'Arousal', 'Domination']\n",
"vad_lexicon = pd.read_csv('NRC-VAD-Lexicon.txt', delimiter='\\t', header=None, names=column_headings)\n",
"vad_dict = vad_lexicon.set_index('Word').T.to_dict()\n",
"\n",
"def vad_scoring(dependency_tree):\n",
" valence = []\n",
" arousal = []\n",
" dominance = []\n",
" for token, lemma, dep, head, ancestors, subtree, children in dependency_tree:\n",
" if lemma in vad_dict:\n",
" valence.append(vad_dict[lemma]['Valence'])\n",
" arousal.append(vad_dict[lemma]['Arousal'])\n",
" dominance.append(vad_dict[lemma]['Domination'])\n",
"\n",
" # Compute average scores across the comment\n",
" avg_valence = np.mean(valence) if valence else 0\n",
" avg_arousal = np.mean(arousal) if arousal else 0\n",
" avg_dominance = np.mean(dominance) if dominance else 0\n",
"\n",
" return [avg_valence, avg_arousal, avg_dominance]\n",
"\n",
"def dominance_prevail(dependency_tree):\n",
" dominant_words = 0 \n",
" for token, lemma, dep, head, ancestors, subtree, children in dependency_tree:\n",
" if lemma in vad_dict:\n",
" if vad_dict[lemma]['Domination'] >= 0.75:\n",
" dominant_words += 1\n",
" if vad_dict[lemma]['Domination'] <= 0.25:\n",
" dominant_words += 1\n",
" return dominant_words\n",
"\n",
"def arousal_prevail(dependency_tree):\n",
" arousal_words = 0 \n",
" for token, lemma, dep, head, ancestors, subtree, children in dependency_tree:\n",
" if lemma in vad_dict:\n",
" if vad_dict[lemma]['Arousal'] >= 0.75:\n",
" arousal_words += 1\n",
" if vad_dict[lemma]['Arousal'] <= 0.25:\n",
" arousal_words += 1\n",
" return arousal_words\n",
"\n",
"def valence_prevail(dependency_tree):\n",
" valence_words = 0 \n",
" for token, lemma, dep, head, ancestors, subtree, children in dependency_tree:\n",
" if lemma in vad_dict:\n",
" if vad_dict[lemma]['Valence'] >= 0.75:\n",
" valence_words += 1\n",
" if vad_dict[lemma]['Valence'] <= 0.25:\n",
" valence_words += 1\n",
" return valence_words\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "828fb57a-e152-42ef-9c60-660648898532",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_90577/2858732056.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",
" comment_phab_df['avg_vad_scores'] = comment_phab_df['dependency_tree'].apply(vad_scoring)\n",
"/tmp/ipykernel_90577/2858732056.py:3: 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",
" comment_phab_df['dominant_wc'] = comment_phab_df['dependency_tree'].apply(dominance_prevail)\n",
"/tmp/ipykernel_90577/2858732056.py:4: 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",
" comment_phab_df['arousal_wc'] = comment_phab_df['dependency_tree'].apply(arousal_prevail)\n",
"/tmp/ipykernel_90577/2858732056.py:5: 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",
" comment_phab_df['valence_wc'] = comment_phab_df['dependency_tree'].apply(valence_prevail)\n"
]
}
],
"source": [
"#establishing per-comment VAD scores \n",
"comment_phab_df['avg_vad_scores'] = comment_phab_df['dependency_tree'].apply(vad_scoring)\n",
"comment_phab_df['dominant_wc'] = comment_phab_df['dependency_tree'].apply(dominance_prevail)\n",
"comment_phab_df['arousal_wc'] = comment_phab_df['dependency_tree'].apply(arousal_prevail)\n",
"comment_phab_df['valence_wc'] = comment_phab_df['dependency_tree'].apply(valence_prevail)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "27e47f6f-0257-4b70-b222-e91ef888c900",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_90577/335308388.py:1: 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",
" comment_phab_df[['average_v_score', 'average_a_score', 'average_d_score']] = pd.DataFrame(comment_phab_df['avg_vad_scores'].tolist(), index=comment_phab_df.index)\n",
"/tmp/ipykernel_90577/335308388.py:1: 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",
" comment_phab_df[['average_v_score', 'average_a_score', 'average_d_score']] = pd.DataFrame(comment_phab_df['avg_vad_scores'].tolist(), index=comment_phab_df.index)\n",
"/tmp/ipykernel_90577/335308388.py:1: 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",
" comment_phab_df[['average_v_score', 'average_a_score', 'average_d_score']] = pd.DataFrame(comment_phab_df['avg_vad_scores'].tolist(), index=comment_phab_df.index)\n"
]
}
],
"source": [
"comment_phab_df[['average_v_score', 'average_a_score', 'average_d_score']] = pd.DataFrame(comment_phab_df['avg_vad_scores'].tolist(), index=comment_phab_df.index)\n",
"comment_phab_df = comment_phab_df.drop(columns=['avg_vad_scores'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "184ccbe6-0a7a-41b8-9b02-bc439ff975d0",
"metadata": {},
"outputs": [],
"source": [
"# expand the dependency parser \n",
"\n",
"pattern = r'\\b(ve|VE|visualeditor|VisualEditor)\\b'\n",
"#pattern = r'\\b(WMF|Foundation)\\b'\n",
"#pattern = r'\\b(bots|scripts|gadgets)\\b'\n",
"\n",
"dependency_relations = []\n",
"resolved_dependency_relations = []\n",
"\n",
"for index, row in comment_phab_df.iterrows():\n",
" text = row['text']\n",
" timestamp = row['timestamp']\n",
" comment_id = row['id']\n",
" conversation_id = row['conversation_id']\n",
" WMFaffil = row['meta.affil']\n",
" \n",
" for token, lemma, dep, head, ancestors, subtree, children in row['dependency_tree']:\n",
" if re.search(pattern, token, re.IGNORECASE):\n",
" dependency_relations.append({\n",
" 'comment_id': comment_id,\n",
" 'timestamp': timestamp,\n",
" 'wmfAffil':WMFaffil,\n",
" 'token': token,\n",
" 'dependency': dep,\n",
" 'head': head,\n",
" 'depth': len(list(ancestors)), \n",
" 'children': len(list(children)) \n",
" })\n",
" for token, lemma, dep, head, ancestors, subtree, children in row['resolved_dependency_tree']:\n",
" if re.search(pattern, token, re.IGNORECASE):\n",
" resolved_dependency_relations.append({\n",
" 'comment_id': comment_id,\n",
" 'timestamp': timestamp,\n",
" 'wmfAffil':WMFaffil,\n",
" 'token': token,\n",
" 'dependency': dep,\n",
" 'head': head,\n",
" 'depth': len(list(ancestors)), \n",
" 'children': len(list(children)) \n",
" })\n",
"\n",
"resolved_dependency_relations_df = pd.DataFrame(resolved_dependency_relations) \n",
"dependency_relations_df = pd.DataFrame(dependency_relations)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "82498686-14f4-40c8-9e33-27b31f115b47",
"metadata": {},
"outputs": [],
"source": [
"#now analysis/plotting \n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from matplotlib.gridspec import GridSpec"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "82cd9dde-0d14-4de5-8482-5a39de8d2869",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_49093/1177972347.py:3: 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",
" task_phab_df['first_comment'] = task_phab_df.groupby('speaker')['timestamp'].rank(method='first') <= 5\n",
"/tmp/ipykernel_49093/1177972347.py:6: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
" task_phab_df['week'] = task_phab_df['timestamp'].dt.to_period('W').dt.start_time\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 6))\n",
"task_phab_df = phab_df[phab_df['comment_type']==\"task_description\"]\n",
"task_phab_df['first_comment'] = task_phab_df.groupby('speaker')['timestamp'].rank(method='first') <= 5\n",
"task_phab_df = task_phab_df[(task_phab_df['date_created'] < 1383264000) & (task_phab_df['date_created'] > 1351728000)]\n",
"\n",
"task_phab_df['week'] = task_phab_df['timestamp'].dt.to_period('W').dt.start_time\n",
"unique_taskPHIDs = task_phab_df.groupby('week')['conversation_id'].nunique()\n",
"\n",
"wmf_task_phab_df = task_phab_df[(task_phab_df['first_comment'] != True) & (task_phab_df['meta.affil'] == True)]\n",
"wmf_tasks = wmf_task_phab_df.groupby('week')['conversation_id'].nunique()\n",
"\n",
"other_task_phab_df = task_phab_df[(task_phab_df['first_comment'] != True) & (task_phab_df['meta.affil'] != True)]\n",
"other_tasks = other_task_phab_df.groupby('week')['conversation_id'].nunique()\n",
"\n",
"unaff_new_tasks_phab_df = task_phab_df[(task_phab_df['first_comment'] == True) & (task_phab_df['meta.affil'] != True)]\n",
"unaff_new_tasks = unaff_new_tasks_phab_df.groupby('week')['conversation_id'].nunique()\n",
"\n",
"aff_new_tasks_phab_df = task_phab_df[(task_phab_df['first_comment'] == True) & (task_phab_df['meta.affil'] == True)]\n",
"aff_new_tasks = aff_new_tasks_phab_df.groupby('week')['conversation_id'].nunique()\n",
"\n",
"sns.lineplot(x=unique_taskPHIDs.index, y=unique_taskPHIDs.values, color='black', label='Total', marker='o')\n",
"sns.lineplot(x=wmf_tasks.index, y=wmf_tasks.values, color='#c7756a', label='WMF-affiliated returning authors', marker='o')\n",
"sns.lineplot(x=other_tasks.index, y=other_tasks.values, color='#5da2d8', label='Nonaffiliated returning authors', marker='o')\n",
"sns.lineplot(x=aff_new_tasks.index, y=aff_new_tasks.values, color='#c7756a',linestyle=\"dotted\", label=\"WMF-affiliated new authors\", marker='x')\n",
"sns.lineplot(x=unaff_new_tasks.index, y=unaff_new_tasks.values, color='#5da2d8', linestyle=\"dotted\", label=\"Nonaffiliated new authors\", marker='x')\n",
"\n",
"plt.title('New Phabricator Tasks Indexed with \"VisualEditor\"')\n",
"plt.xlabel('Timestamp')\n",
"plt.ylabel('Unique taskPHIDs')\n",
"plt.xticks(rotation=45)\n",
"plt.grid(True)\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"\n",
"#plt.savefig('031625_new_tasks_fig.png')"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "9a9b08a7-6c95-4971-b259-8e713c58fbe7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_36062/3187470156.py:4: 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",
" unaff_tasks_phab_df['speakers_task'] = unaff_tasks_phab_df.groupby('speaker')['timestamp'].rank(method='first').astype(int)\n",
"/tmp/ipykernel_36062/3187470156.py:7: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
" unaff_tasks_phab_df = unaff_tasks_phab_df[(task_phab_df['date_created'] < 1380499200) & (task_phab_df['date_created'] > 1370044800)]\n",
"/tmp/ipykernel_36062/3187470156.py:14: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
" unaff_tasks_phab_df['week'] = unaff_tasks_phab_df['timestamp'].dt.to_period('W').dt.start_time\n",
"/tmp/ipykernel_36062/3187470156.py:15: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
" weekly_breakdown = unaff_tasks_phab_df.groupby(['week', 'task_bins']).size().unstack(fill_value=0)\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"task_phab_df = phab_df[phab_df['comment_type'] == \"task_description\"]\n",
"unaff_tasks_phab_df = task_phab_df[task_phab_df['meta.affil'] != True]\n",
"# Rank speaker's task values within each group\n",
"unaff_tasks_phab_df['speakers_task'] = unaff_tasks_phab_df.groupby('speaker')['timestamp'].rank(method='first').astype(int)\n",
"\n",
"# Filter dates\n",
"unaff_tasks_phab_df = unaff_tasks_phab_df[(task_phab_df['date_created'] < 1380499200) & (task_phab_df['date_created'] > 1370044800)]\n",
"# Bin the speakers based on the number of tasks they created\n",
"bins = [0, 5, 10, 20, 50, 100, float('inf')]\n",
"labels = ['1-5', '6-10', '11-20', '21-50', '51-100', '100+']\n",
"unaff_tasks_phab_df['task_bins'] = pd.cut(unaff_tasks_phab_df['speakers_task'], bins=bins, labels=labels, right=False)\n",
"\n",
"# Calculate the weekly breakdown of binned speakers_task values\n",
"unaff_tasks_phab_df['week'] = unaff_tasks_phab_df['timestamp'].dt.to_period('W').dt.start_time\n",
"weekly_breakdown = unaff_tasks_phab_df.groupby(['week', 'task_bins']).size().unstack(fill_value=0)\n",
"\n",
"# Reshape the DataFrame for use with Seaborn\n",
"weekly_breakdown = weekly_breakdown.reset_index().melt(id_vars='week', value_vars=labels, var_name='task_bins', value_name='count')\n",
"\n",
"# Plot the stacked bar plot using Seaborn\n",
"plt.figure(figsize=(12, 8))\n",
"sns.barplot(data=weekly_breakdown, x='week', y='count', hue='task_bins', palette='colorblind')\n",
"\n",
"plt.title(\"06-01-2013 to 09-30-2013 Weekly Tasks by Author History\")\n",
"plt.xlabel('Week')\n",
"plt.ylabel('Tasks')\n",
"plt.legend(title=\"What # VE task is this for the submitting author?\")\n",
"plt.xticks(rotation=45)\n",
"plt.tight_layout()\n",
"#plt.show()\n",
"\n",
"plt.savefig('031625_weekly_tasks_by_history.png')"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "b7cfad77-d48a-4708-91f3-89ae1179b90c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_90577/1276079991.py:17: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
" comment_counts = comment_phab_df.groupby('date_group').size()\n",
"/tmp/ipykernel_90577/1276079991.py:18: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
" speaker_counts = comment_phab_df.groupby('date_group')['speaker'].nunique()\n",
"/tmp/ipykernel_90577/1276079991.py:25: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
" comment_counts_engaged = comment_phab_df.groupby(['date_group', 'engaged_commenter']).size()\n",
"/tmp/ipykernel_90577/1276079991.py:26: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
" speaker_counts_engaged = comment_phab_df.groupby(['date_group', 'engaged_commenter'])['speaker'].nunique()\n",
"/tmp/ipykernel_90577/1276079991.py:33: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
" comment_counts_wmf = comment_phab_df.groupby(['date_group', 'engaged_commenter', 'meta.affil']).size()\n",
"/tmp/ipykernel_90577/1276079991.py:34: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
" speaker_counts_wmf = comment_phab_df.groupby(['date_group', 'engaged_commenter', 'meta.affil'])['speaker'].nunique()\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of comments for each date group:\n",
"date_group\n",
"Before announcement 1911\n",
"After announcement, before deployment 1403\n",
"After deployment 5490\n",
"dtype: int64\n",
"\n",
"Number of speakers for each date group:\n",
"date_group\n",
"Before announcement 105\n",
"After announcement, before deployment 92\n",
"After deployment 197\n",
"Name: speaker, dtype: int64\n",
"\n",
"Number of comments for each date group and engaged commenter subgroup:\n",
"date_group engaged_commenter\n",
"Before announcement False 1322\n",
" True 589\n",
"After announcement, before deployment False 694\n",
" True 709\n",
"After deployment False 2484\n",
" True 3006\n",
"dtype: int64\n",
"\n",
"Number of speakers for each date group and engaged commenter subgroup:\n",
"date_group engaged_commenter\n",
"Before announcement False 105\n",
" True 4\n",
"After announcement, before deployment False 87\n",
" True 7\n",
"After deployment False 190\n",
" True 18\n",
"Name: speaker, dtype: int64\n",
"\n",
"Number of comments for each date group, engaged commenter subgroup, and WMF affiliation:\n",
"date_group engaged_commenter meta.affil\n",
"Before announcement False False 1103\n",
" True 219\n",
" True False 386\n",
" True 203\n",
"After announcement, before deployment False False 583\n",
" True 111\n",
" True False 498\n",
" True 211\n",
"After deployment False False 2100\n",
" True 384\n",
" True False 2433\n",
" True 573\n",
"dtype: int64\n",
"\n",
"Number of speakers for each date group, engaged commenter subgroup, and WMF affiliation:\n",
"date_group engaged_commenter meta.affil\n",
"Before announcement False False 99\n",
" True 32\n",
" True False 4\n",
" True 4\n",
"After announcement, before deployment False False 79\n",
" True 33\n",
" True False 7\n",
" True 7\n",
"After deployment False False 184\n",
" True 58\n",
" True False 18\n",
" True 16\n",
"Name: speaker, dtype: int64\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1333.5x1000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1333.5x1000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1333.5x1000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bins = [\n",
" pd.Timestamp('1900-01-01 00:00:01+00:00'),\n",
" pd.Timestamp('2013-06-06 00:00:01+00:00'),\n",
" pd.Timestamp('2013-07-01 00:00:01+00:00'),\n",
" pd.Timestamp('2100-01-01 00:00:01+00:00')\n",
"]\n",
"labels = ['Before announcement', 'After announcement, before deployment', 'After deployment']\n",
"\n",
"# Create the factor variable\n",
"comment_phab_df['date_group'] = pd.cut(comment_phab_df['timestamp'], bins=bins, labels=labels, right=False)\n",
"#whether the 'new comments' -- different between top 5 and top 10, show difference in scoring\n",
"comment_phab_df['engaged_commenter'] = comment_phab_df.groupby('speaker')['timestamp'].rank(method='first') >= 100\n",
"\n",
"palette = ['#31449c', '#4a7c85', '#c5db68']\n",
"\n",
"\n",
"comment_counts = comment_phab_df.groupby('date_group').size()\n",
"speaker_counts = comment_phab_df.groupby('date_group')['speaker'].nunique()\n",
"\n",
"print(\"Number of comments for each date group:\")\n",
"print(comment_counts)\n",
"print(\"\\nNumber of speakers for each date group:\")\n",
"print(speaker_counts)\n",
"\n",
"comment_counts_engaged = comment_phab_df.groupby(['date_group', 'engaged_commenter']).size()\n",
"speaker_counts_engaged = comment_phab_df.groupby(['date_group', 'engaged_commenter'])['speaker'].nunique()\n",
"\n",
"print(\"\\nNumber of comments for each date group and engaged commenter subgroup:\")\n",
"print(comment_counts_engaged)\n",
"print(\"\\nNumber of speakers for each date group and engaged commenter subgroup:\")\n",
"print(speaker_counts_engaged)\n",
"\n",
"comment_counts_wmf = comment_phab_df.groupby(['date_group', 'engaged_commenter', 'meta.affil']).size()\n",
"speaker_counts_wmf = comment_phab_df.groupby(['date_group', 'engaged_commenter', 'meta.affil'])['speaker'].nunique()\n",
"\n",
"print(\"\\nNumber of comments for each date group, engaged commenter subgroup, and WMF affiliation:\")\n",
"print(comment_counts_wmf)\n",
"print(\"\\nNumber of speakers for each date group, engaged commenter subgroup, and WMF affiliation:\")\n",
"print(speaker_counts_wmf)\n",
"\n",
"#comment_phab_df['before_after'] = comment_phab_df['timestamp'] > pd.Timestamp('2013-07-01 00:00:01+00:00')\n",
"#fig, axes = plt.subplots(2, 1, figsize=(10, 12), sharex=True)\n",
"\n",
"plot1 = sns.lmplot(data=comment_phab_df, x=\"date_created\", y=\"dominant_wc\", hue=\"date_group\", col=\"meta.affil\", row='engaged_commenter', scatter=False, legend=False, palette=palette)\n",
"plot1.set_axis_labels(\"Timestamp\", \"Count of Dominance Polarized Words\")\n",
"plot1.set_titles(row_template=\"Author's 200+ Comment: {row_name}\",col_template=\"WMF Affiliation: {col_name}\")\n",
"plot1.fig.subplots_adjust(top=0.9) # Adjust subplots to make room for the title\n",
"plot1.add_legend(title=\"Comment publication timestamp:\")\n",
"fig1 = plot1.fig\n",
"# Plot for arousal_wc\n",
"plot2 = sns.lmplot(data=comment_phab_df, x=\"date_created\", y=\"arousal_wc\", hue=\"date_group\", col=\"meta.affil\", row='engaged_commenter', scatter=False, legend=False, palette=palette)\n",
"plot2.set_axis_labels(\"Timestamp\", \"Count of Arousal Polarized Words\")\n",
"plot2.set_titles(row_template=\"Author's 200+ Comment: {row_name}\",col_template=\"WMF Affiliation: {col_name}\")\n",
"plot2.add_legend(title=\"Comment publication timestamp:\")\n",
"#plot2.add_legend(title=\"Before/After 07/01/2013 Wide Release\")\n",
"\n",
"plot3 = sns.lmplot(data=comment_phab_df, x=\"date_created\", y=\"valence_wc\", hue=\"date_group\", col=\"meta.affil\", row='engaged_commenter', scatter=False, legend=False, palette=palette)\n",
"plot3.set_axis_labels(\"Timestamp\", \"Count of Valence Polarized Words\")\n",
"plot3.set_titles(row_template=\"Author's 200+ Comment: {row_name}\",col_template=\"WMF Affiliation: {col_name}\")\n",
"plot3.add_legend(title=\"Comment publication timestamp:\")\n",
"\n",
"# Show plots\n",
"fig1.savefig('031725_engaged_commenter_D_scoring_fig.png')\n",
"plot2.fig.savefig('031725_engaged_commenter_A_scoring_fig.png')\n",
"plot3.fig.savefig('031725_engaged_commenter_V_scoring_fig.png')\n",
"#plt.savefig('031625_engaged_commenter_VAD_scoring_fig.png')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "d2d67d38-f005-4c94-be3c-39eb6b22686f",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_36062/465068582.py:4: 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",
"/tmp/ipykernel_36062/465068582.py:5: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
" resolved_filtered_dependencies = resolved_dependency_relations_df[resolved_dependency_relations_df['token'].str.contains(pattern, regex=True)]\n",
"/tmp/ipykernel_36062/465068582.py:20: 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_36062/465068582.py:20: 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_36062/465068582.py:39: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
" resolved_filtered_dependencies['week'] = resolved_filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
"/tmp/ipykernel_36062/465068582.py:39: 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",
" resolved_filtered_dependencies['week'] = resolved_filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1200x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#pattern = r'\\b(ve|VE|visualeditor|VisualEditor)\\b'\n",
"#pattern = r'\\b(WMF|Foundation)\\b'\n",
"#pattern = r'\\b(bots)\\b'\n",
"filtered_dependencies = dependency_relations_df[dependency_relations_df['token'].str.contains(pattern, regex=True)]\n",
"resolved_filtered_dependencies = resolved_dependency_relations_df[resolved_dependency_relations_df['token'].str.contains(pattern, regex=True)]\n",
"\n",
"plt.figure(figsize=(12, 8))\n",
"gs = GridSpec(2, 1, height_ratios=[6, 6])\n",
"\n",
"# Main plot: Token depth by timestamp\n",
"'''\n",
"ax0 = plt.subplot(gs[0])\n",
"sns.scatterplot(data=filtered_dependencies, x='timestamp', y='dependency', hue='wmfAffil', style='dependency', markers=True, s=100, ax=ax0)\n",
"ax0.set_title('VE Depth by Timestamp w/o URLS')\n",
"ax0.set_xlabel('')\n",
"ax0.set_ylabel('Dependency Type')\n",
"ax0.legend().set_visible(False)\n",
"'''\n",
"# Calculate the median depth over time\n",
"filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
"median_depth = filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
"\n",
"wmf_filtered_dependencies = filtered_dependencies[filtered_dependencies['wmfAffil'] == True]\n",
"wmf_median_depth = wmf_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
"\n",
"other_filtered_dependencies = filtered_dependencies[filtered_dependencies['wmfAffil'] != True]\n",
"other_median_depth = other_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
"\n",
"# Plot the median depth over time\n",
"ax0 = plt.subplot(gs[0])\n",
"sns.lineplot(data=median_depth, x='week', y='depth', ax=ax0, color='black', label='Median Depth', marker='o')\n",
"sns.lineplot(data=wmf_median_depth, x='week', y='depth', ax=ax0, color='#c7756a', label='WMF-affiliated authors', marker='x')\n",
"sns.lineplot(data=other_median_depth, x='week', y='depth', ax=ax0, color='#5da2d8', label='Nonaffiliated authors', marker='x')\n",
"ax0.set_title('Median Depth of \"VE\" in Phabricator Sentence Dependency Trees')\n",
"ax0.set_ylabel('Median Depth')\n",
"ax0.set_xlabel('')\n",
"\n",
"# Calculate the median depth over time\n",
"resolved_filtered_dependencies['week'] = resolved_filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
"resolved_median_depth = resolved_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
"\n",
"resolved_wmf_filtered_dependencies = resolved_filtered_dependencies[resolved_filtered_dependencies['wmfAffil'] == True]\n",
"resolved_wmf_median_depth = resolved_wmf_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
"\n",
"resolved_other_filtered_dependencies = resolved_filtered_dependencies[resolved_filtered_dependencies['wmfAffil'] != True]\n",
"resolved_other_median_depth = resolved_other_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
"\n",
"# Plot the median depth over time\n",
"ax1 = plt.subplot(gs[1])\n",
"sns.lineplot(data=resolved_median_depth, x='week', y='depth', ax=ax1, color='black', label='Median Depth', marker='o')\n",
"sns.lineplot(data=resolved_wmf_median_depth, x='week', y='depth', ax=ax1, color='#c7756a', label='WMF-affiliated authors', marker='x')\n",
"sns.lineplot(data=resolved_other_median_depth, x='week', y='depth', ax=ax1, color='#5da2d8', label='Nonaffiliated authors', marker='x')\n",
"ax1.set_title('Median Depth of \"VE\" in Coreference-resolved Phabricator Sentence Dependency Trees')\n",
"ax1.set_ylabel('Median Depth')\n",
"ax1.set_xlabel('')\n",
"\n",
"plt.tight_layout()\n",
"#plt.show()\n",
"\n",
"plt.savefig('031625_VE_depth_fig.png')"
]
}
],
"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
}