Quality assessments by bots by year on ptwiki

ptwiki.labelings.20200301.json.user.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "file_name = '../datasets/ptwiki.labelings.20200301.user.json'\n",
    "df = pd.read_json(file_name, lines=True, convert_dates=False)\n",
    "df['timestamp'] =  pd.to_datetime(df['timestamp'], format='%Y%m%d%H%M%S')\n",
    "df = df.set_index('timestamp')\n",
    "df.sort_index(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "user\n",
       "FMTbot            91366\n",
       "Rei-bot           25155\n",
       "BotStats          15830\n",
       "Fabiano Tatsch    14829\n",
       "Leandro Drudo      4660\n",
       "GoEThe             3172\n",
       "Burmeister         3128\n",
       "Rei-artur          2965\n",
       "FilRBot            2444\n",
       "VítoR Valente      1895\n",
       "Name: wp10, dtype: int64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('user').count().sort_values('wp10', ascending=False)['wp10'].head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x2880 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bot_users = df[df.user.str.contains('[Bb][Oo][Tt]|[Rr][Oo][Bb][ÔôOo]')]['user'].unique().tolist()\n",
    "df_bots = df.loc[df.user.isin(bot_users)]\n",
    "bot_dummies = pd.get_dummies(df_bots[['wp10', 'user']], columns=['wp10'])\n",
    "year_user = bot_dummies.groupby([bot_dummies.index.year, 'user']).sum()\n",
    "f, a = plt.subplots(len(year_user.columns), 1, sharex=True, sharey=True, figsize=(13,40))\n",
    "for i, col in enumerate(year_user.columns):\n",
    "    year_user[col].unstack(level='user').plot.barh(ax=a[i], logx=True, stacked=True, legend=False)\n",
    "    a[i].set_title('Yearly quality {0} assessments by bots on talk page templates'.format(col[-1]))\n",
    "    a[i].set_xlabel('Number of assessments')\n",
    "    a[i].set_ylabel('Year')\n",
    "handles, labels = a[-1].get_legend_handles_labels()\n",
    "f.legend(handles, labels, loc='center right')\n",
    "f.savefig('all-bot-labelings-yearly-assessments-stacked.png')"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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user.patch

diff --git a/articlequality/extractors/extractor.py b/articlequality/extractors/extractor.py
index d8899f9..a0257e1 100644
--- a/articlequality/extractors/extractor.py
+++ b/articlequality/extractors/extractor.py
@@ -103,6 +103,7 @@ class Extractor:
                     if len(new_labels) > 0:
                         labelings[revision.id] = [
                             {'rev_id': revision.id,
+                             'user': str(revision.user.text),
                              'project': project,
                              'wp10': wp10,
                              'timestamp': revision.timestamp,
diff --git a/articlequality/utilities/extract_labelings.py b/articlequality/utilities/extract_labelings.py
index f5d42a6..8978ebc 100644
--- a/articlequality/utilities/extract_labelings.py
+++ b/articlequality/utilities/extract_labelings.py
@@ -125,7 +125,7 @@ def extract_labelings(dump, extractor=None, verbose=False):
 
         for obs in extractor.extract(page, verbose=verbose):
             yield {'page_title': normalize_title(page.title, page.namespace),
-                   'project': obs['project'],
+                   'project': obs['project'], 'user': obs['user'],
                    'timestamp': obs['timestamp'].short_format(),
                    'wp10': obs['wp10']}