From 301bf6dafdf4b2c7b27a724d9f877e4aa6b23cf1 Mon Sep 17 00:00:00 2001
From: Lyudmila Vaseva <vaseva@mi.fu-berlin.de>
Date: Tue, 9 Jul 2019 18:38:33 +0200
Subject: [PATCH] Re-order notebook; compare filter hits with Sep2016

---
 quarries/quarry-37496 |    3 +
 src/explore.ipynb     | 5830 ++++++++++++++++++++++++++++++++++++-----
 2 files changed, 5224 insertions(+), 609 deletions(-)
 create mode 100644 quarries/quarry-37496

diff --git a/quarries/quarry-37496 b/quarries/quarry-37496
new file mode 100644
index 0000000..d9cdc09
--- /dev/null
+++ b/quarries/quarry-37496
@@ -0,0 +1,3 @@
+use enwiki_p;
+select * from abuse_filter_log
+where afl_timestamp < 20161001000000 and afl_timestamp >= 20160901000000;
diff --git a/src/explore.ipynb b/src/explore.ipynb
index cedbcab..398709c 100644
--- a/src/explore.ipynb
+++ b/src/explore.ipynb
@@ -69,7 +69,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## General stats"
+    "## General stats / Filter characteristics"
    ]
   },
   {
@@ -336,7 +336,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Timestamp\n",
+    "### Timestamp: When were filters last modified?\n",
     "\n",
     "Have a lot of filters been modified for the last time recently?"
    ]
@@ -507,8 +507,7 @@
     "plt.xlabel('Month')\n",
     "plt.ylabel('Num filters')\n",
     "plt.plot(df_modified, 'bo')\n",
-    "plt.show()\n",
-    "\n"
+    "plt.show()"
    ]
   },
   {
@@ -524,161 +523,54 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Filter hits over the years"
+    "### Helper functions"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "flatten = lambda x: list(itertools.chain.from_iterable(x))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Edit filter actions"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "      LogMonth    Freq\n",
-      "0   2019-03-01   34309\n",
-      "1   2019-02-01  236606\n",
-      "2   2019-01-01  252668\n",
-      "3   2018-12-01  226287\n",
-      "4   2018-11-01  253233\n",
-      "5   2018-10-01  256438\n",
-      "6   2018-09-01  230354\n",
-      "7   2018-08-01  216045\n",
-      "8   2018-07-01  205477\n",
-      "9   2018-06-01  209374\n",
-      "10  2018-05-01  238235\n",
-      "11  2018-04-01  242857\n",
-      "12  2018-03-01  255431\n",
-      "13  2018-02-01  213548\n",
-      "14  2018-01-01  235705\n",
-      "15  2017-12-01  213359\n",
-      "16  2017-11-01  254671\n",
-      "17  2017-10-01  224244\n",
-      "18  2017-09-01  212790\n",
-      "19  2017-08-01  195593\n",
-      "20  2017-07-01  176778\n",
-      "21  2017-06-01  184406\n",
-      "22  2017-05-01  231250\n",
-      "23  2017-04-01  225176\n",
-      "24  2017-03-01  257081\n",
-      "25  2017-02-01  246199\n",
-      "26  2017-01-01  256925\n",
-      "27  2016-12-01  226680\n",
-      "28  2016-11-01  258655\n",
-      "29  2016-10-01  254070\n",
-      "30  2016-09-01  238406\n",
-      "31  2016-08-01  192681\n",
-      "32  2016-07-01  171567\n",
-      "33  2016-06-01  201867\n",
-      "34  2016-05-01  294276\n",
-      "35  2016-04-01  319474\n",
-      "36  2016-03-01  360327\n",
-      "37  2016-02-01  366637\n",
-      "38  2016-01-01  372907\n",
-      "39  2015-12-01  307003\n",
-      "40  2015-11-01  338129\n",
-      "41  2015-10-01  264966\n",
-      "42  2015-09-01  272765\n",
-      "43  2015-08-01  215203\n",
-      "44  2015-07-01  207626\n",
-      "45  2015-06-01  236916\n",
-      "46  2015-05-01  250012\n",
-      "47  2015-04-01  201602\n",
-      "48  2015-03-01  188296\n",
-      "49  2015-02-01  163529\n",
-      "50  2015-01-01  163552\n",
-      "51  2014-12-01  137314\n",
-      "52  2014-11-01  154933\n",
-      "53  2014-10-01  165732\n",
-      "54  2014-09-01  132150\n",
-      "55  2014-08-01   93636\n",
-      "56  2014-07-01   80837\n",
-      "57  2014-06-01   94967\n",
-      "58  2014-05-01  132788\n",
-      "59  2014-04-01  129260\n",
-      "60  2014-03-01  157123\n",
-      "61  2014-02-01  146198\n",
-      "62  2014-01-01  151970\n",
-      "63  2013-12-01  131054\n",
-      "64  2013-11-01  156195\n",
-      "65  2013-10-01  163029\n",
-      "66  2013-09-01  122300\n",
-      "67  2013-08-01  117010\n",
-      "68  2013-07-01  113163\n",
-      "69  2013-06-01  109264\n",
-      "70  2013-05-01  163644\n",
-      "71  2013-04-01  146456\n",
-      "72  2013-03-01  156797\n",
-      "73  2013-02-01  196511\n",
-      "74  2013-01-01  169755\n",
-      "75  2012-12-01  147379\n",
-      "76  2012-11-01  186991\n",
-      "77  2012-10-01  204204\n",
-      "78  2012-09-01  160734\n",
-      "79  2012-08-01  122418\n",
-      "80  2012-07-01  110906\n",
-      "81  2012-06-01  123762\n",
-      "82  2012-05-01  178005\n",
-      "83  2012-04-01  173853\n",
-      "84  2012-03-01  184071\n",
-      "85  2012-02-01  197130\n",
-      "86  2012-01-01  192057\n",
-      "87  2011-12-01  175397\n",
-      "88  2011-11-01  211174\n",
-      "89  2011-10-01  224586\n",
-      "90  2011-09-01  171945\n",
-      "91  2011-08-01  133965\n",
-      "92  2011-07-01  133186\n",
-      "93  2011-06-01  143617\n",
-      "94  2011-05-01  173431\n",
-      "95  2011-04-01  160696\n",
-      "96  2011-03-01  177539\n",
-      "97  2011-02-01  173222\n",
-      "98  2011-01-01  181135\n",
-      "99  2010-12-01  157738\n",
-      "100 2010-11-01  195329\n",
-      "101 2010-10-01  206730\n",
-      "102 2010-09-01  174706\n",
-      "103 2010-08-01  138323\n",
-      "104 2010-07-01  127687\n",
-      "105 2010-06-01  146164\n",
-      "106 2010-05-01  206822\n",
-      "107 2010-04-01  197381\n",
-      "108 2010-03-01  217092\n",
-      "109 2010-02-01  206380\n",
-      "110 2010-01-01  193376\n",
-      "111 2009-12-01  166506\n",
-      "112 2009-11-01  210227\n",
-      "113 2009-10-01  226865\n",
-      "114 2009-09-01  213208\n",
-      "115 2009-08-01  162281\n",
-      "116 2009-07-01  160993\n",
-      "117 2009-06-01  179176\n",
-      "118 2009-05-01  211879\n",
-      "119 2009-04-01  179152\n",
-      "120 2009-03-01   99008\n"
+      "[('log only', 413), ('disallow', 406), ('warn', 122), ('tag', 70), ('throttle', 52), ('blockautopromote', 4)]\n"
      ]
     }
    ],
    "source": [
-    "# filter hits per month (all filters) (data quarry from 05.03.2019, that's why hitcount Mar 2019 is so small)\n",
-    "# Mar 2009 is also lower, since the first filter was introduced on 17.3.2009 and not at the beginning of the month\n",
-    "df_hits = pd.read_csv(\"quarry-34014-how-many-abuse-filter-hits-have-been-there-per-month-en-wiki-run346197.csv\", sep=',')\n",
-    "df_hits['LogMonth'] = pd.to_datetime(df_hits['LogMonth'], format=\"%Y%m\")\n",
+    "actions = df['af_actions'].fillna('log only')\n",
+    "actions_list = flatten([x.split(\",\") for x in list(actions)])\n",
+    "all_actions = collections.Counter(actions_list).most_common()\n",
     "\n",
-    "with pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
-    "    print(df_hits)\n"
+    "print(all_actions)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -690,521 +582,117 @@
     }
    ],
    "source": [
-    "plt.xlabel('Month')\n",
-    "plt.ylabel('Num hits')\n",
-    "plt.plot(df_hits['LogMonth'],df_hits['Freq'], 'bo')\n",
-    "plt.show()\n",
+    "all_actions_labels = [x[0] for x in all_actions]\n",
+    "all_actions_values = [x[1] for x in all_actions]\n",
     "\n",
-    "#TODO: why is the peak there? there's an upward tendency"
+    "plt.xlabel('actions')\n",
+    "plt.xticks(rotation='20')\n",
+    "plt.ylabel('Num filters')\n",
+    "plt.bar(all_actions_labels, all_actions_values)\n",
+    "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('disallow', 51), ('log only', 19), ('throttle,disallow', 7), ('throttle', 4), ('tag', 3), ('warn,tag', 2), ('throttle,warn', 2), ('warn', 1), ('disallow,tag', 1), ('warn,disallow', 1)]\n"
+     ]
+    }
+   ],
+   "source": [
+    "# What are the actions of active hidden filters\n",
+    "active_hidden = df.query('af_hidden==1 and af_enabled==1')\n",
+    "active_hidden_actions = collections.Counter(list(active_hidden['af_actions'].fillna('log only'))).most_common()\n",
+    "print (active_hidden_actions)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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6dbLc8OWXXyIzM9M4dvr0aePrWbNmoVevXpYaKh0axqSoqAiZmZnIzc01jpWVlaG4uBhAxZjccccdlhsOHDiAnJwc49j3339vfD179mzExsZaaqh0HDp0yBiH/Px8HDx4EEVFRQCAV199Fd26dXOLw9NjUunguFyK5y+zg+cvs4Nr5VJcK2YH14rZwbVidnh6XDgm5jScvyodPIf9uIP3KxyTSoOGMalO3LyqZsePH0eHDh0QHx+P6667Dvfddx/S0tKMO4O8vDw88MAD2Lt3LwCY/q+PFY6+ffviuuuuQ1JSEtLS0ow3Vrtw4QIefvhh42mHVjiqGhISEkw/i9zcXISGhhpP3bb6Z+HpMcnLy0NUVBQGDBiABg0aYMiQIdi/f79x/fnz59G7d2/s2LHDMkdVw8CBA02G3NxchISEWD4mlY7+/fujQYMGGDZsmMmRl5eHnj17YteuXW5xeHJMruSo6ePC89flDp6/ruzgWuFaqergWrmyo6avFQ3jwjExp+H8dSVHTT+HaRgXjsmVHRyT6sfNq2qWnJyMJ554AkDFII8dOxYdOnTApEmTjO+pHGQrB1WDozqGgwcPWmqorsMdY5KYmIjx48fjzJkzOHToEPr164c///nPmDZtmvE9hYWFljp+znD27FnLf6G+kqNv375u/1lcyeGJMamOo6aNi4Y1y/OXOa6Vn3ZwrXCtVMa18tOOmnx/zzExp2XN8hymz8Ex0efQMibVjZtX1ej8+fPo06fPZR+XuX37dgQFBWHcuHFueV8DDY6fM/zlL3+x9Par63DXmBQUFOCuu+7Cf//7X9PxDRs2oFmzZnjllVc8bpgxY4blhuo43PGzsJOjpo2LhjXL85c5LXODa8WchvnBtWJOy9zgWtHn4JiY07JmeQ7T5+CY6HNoGZNfkpdnP+vQHvn6+kpERISkpqZKQUGBcTw0NFSWLFkiubm5UlRUVCMcP2fIycmRwsJCSw3VcbhrTPz8/CQwMFBGjRpl+nd37dpVXnvtNdm7d6+UlJR41LB7924pKSkRAB51uONnYSdHTRsXDWuW5y9zWuYG14o5DfODa8WclrnBtaLPwTExp2XN8hymz8Ex0efQMia/JG5e/UzLli2TV155RcaMGSM33HCDtGvXTl555RXj+szMTPn222+lbt26V72jOob9+/dLvXr1LDNU1+GOMVm7dq38+9//lqlTp0rdunWlX79+snDhQuN6l8sl+/btkzp16qgwOBwOFQ4rs6OjJoyLhjXL85c5LXODa8WchvnBtWJOy9zgWtHn4JiY07JmeQ7T5+CY6HNoGZNfnEef92WDMjIykJCQgO3btwMAFi5ciM6dO6Nx48ZISUlB69atsXz5cgDWfvSuBocGgybHunXrMHLkSOTl5SE/Px8vvfQSoqOj0a5dOzz99NMICgrChx9+aKlDg4EOOn4uDWtWg0GTQ8vcoMOchvmhwaDJoWVu0KHPocGgyaFlzdKhz6HBQIc+w6+Jm1c/UeWbks2ZMwd9+/bFV199ZVy3fPlyvPXWW8YndrijuXPnetyhwaDFce7cOfz1r39FdHS08fGmBw4cwIIFCzB58mR8/vnnNcJABx3VScOa1WDQ4tAyN+i4PA3zQ4NBi0PL3KBDn0ODQZMD0LFm6biUhseyGgyaHJV5em5oMfzSuHlVzV5++WWEh4djw4YNHnVMmzbN4w4NBk2O5557DomJiTh06FCNNmhyPP/88xg0aBAdyhwazqMaDJocWuYGHeY0zA8NBk0OLXODjssdnv69Q4NBk0PLmqVDn0ODQZNDw2NZDYZfkjM1NTXV0y9d1FhBQYGUlJSIt7e3iIh07NhR6tSpI1u3bpWIiAhxOp0ecYWFhXncocGgyXHHHXfI/v37JT09Xbp27VpjDRocZWVl4uXlJR07dpSDBw9Kenq6REZG0uFhR2UdO3YUb29vj65ZDQZNjvbt20tmZqbH50ZNd5w+fVquueYa43Ll/NiyZYvccccdbpkfGgyaHEePHhV/f39xuVzi5eUlHTp08Mh5lA5zX3zxhTRu3NhwVK7ZHTt2uO33Dg0GTY558+ZJ8+bNTY+ZPHH/Roc5DY9lNRg0Oaqm4bGsBsMviW/YfoU2b94sI0eOlODgYHnjjTeM4zExMXLmzBnp0qWL7N2713LHjh07ZNKkSdK2bVuZOHGirFixQk6ePCm9e/eWEydOuMWhwaDJkZ6eLpMnT5a2bdvKiy++KOvXr5dz587JiBEjZM+ePdK7d2/Jysq66g2aHOfPnzc+jaNWrVoiIlK7dm1JSkqS3bt30+Ehx549e2TatGnSqVMn+eCDD4zj3bt3l+PHj7tlzWowaHLs3LlTUlNT5dZbb5Vly5aJiIi3t7fb5wYd5jZs2CDJycmyePFiyc3NNY7HxMRIfn6+W+aHBoMmx6ZNm2T69OkiIuJ0OgWA1KlTRxITE2Xnzp1umxt0mPv0009l9OjRcurUKeMBlre3twwbNkz27dsnvXr1styhwaDJ8dlnn8mIESMkISFBcnJyjE9VdPf9Gx3mNDyW1WDQ5NDwWFaD4bfGZ15doaSkJElOTpbo6Gj58MMPpWHDhpKenm7cKVy8eFG2bNkiwcHB4uvra5mjf//+EhkZKT169JB58+bJ0qVLpaSkRMLCwuTee+91i0ODQZMjJiZGOnXqJJGRkbJ582bZsWOHHD16VDp37iyDBw+WrKwsyc7OlpCQEPHysmZvWINBk2PQoEGSm5srDRs2FH9/f+O2/Pz8JCEhQbKzsyUrK4sONzsGDhwojRs3ltatW0tqaqrcdNNN0qpVK/H19ZVevXpJcXGxfPHFF5auWQ0GTY6EhATp1KmTtGjRQtatWyfBwcHy/fffS0BAgCQkJLhtzdJhLi0tTRYtWiS+vr6yZ88e8fb2Fi8vL/nqq68kJSVFioqKLL9/02DQ5BgyZIjEx8dLUFCQXLx4UQ4dOiT5+fnSrFkzGThwoNvmBh3mEhIS5Omnn5aQkBA5evSopKWlye7du+Xaa6+Vhx56yC0ODQZNjgcffFBGjx4tZWVlUlhYKG3bthURMe7fSkpK3HL/Roc5DY9lNRg0OTQ8ltVg+M158jWLGnvvvfdw5513Gpf9/PyQlJSELl26oGfPnjhw4ACys7MxduxYlJaWWuZYtGgR7rrrLuPyoUOH0KNHD4SHh+O+++4DAHzzzTeWOjQYNDk+/vhjdOzY0XRs6dKliI6OxoABAwAAGzduRFxcnGUODQZNjrlz5+Kaa65BdHQ0EhMT8cEHH+DYsWPGbRYVFWH79u10uNkxc+ZM9OrVy7g8Y8YM3HfffcabZRYVFVl+HtVg0OSYM2eO4SgsLESjRo0wePBgBAYGonfv3rhw4QI2bdpk+dyg4/IOHz6MiIgIvP766xg+fDhGjBiB22+/HSkpKQCArKwsy+eHBoMWx5w5c9CtWzfjcnJyMnr27AkfHx8kJCQAAD7//HO3zFE6LvX1118jKioKQMUnX4WHhyMpKQmRkZGIjY3FoUOHsG3bNksdGgyaHJVvfA0A7777Lnx9fTF9+nQAMG73u+++c8uapeNSGh7LajBocmh4LKvB8HvEzasqbdmyBcOHD8e3336L4cOHY+DAgQCA8+fPIzExEc8//zwAoLi42FLH1q1bjYkEVEy4MWPGID8/HxEREdi/fz8AWDq5NBg0OY4dO4aBAwfi4MGDpuMnT55Ely5dsGrVKgDWzg0NBi2O8vJyTJo0CZ988gmKioowYcIEREREICUlBZs2bcLZs2cRFhaGoqIilJSU0OEmh8vlwqBBg7BkyRLjWGZmJjp16mRc7tGjBwoLCy1bsxoMmhxlZWVISEjAtm3bAAB/+9vfcO+99wIATp06hfDwcKxYsQKAtWuWjh9vypQpeP/99wEAjz76KOrXr48RI0bgjTfeAABL16wmg6cdLpcLXbp0Qb9+/ZCdnY0xY8Zg6NChKCgowIkTJ9CuXTts2bIFgLVzg47LKysrw6BBg7BlyxYsXboUDz74IIBLv5+/9NJLAICLFy9e1QYtjtLSUrRp0wbp6enGsWXLliEuLg5ff/216XutXLN0XJ6Gx7IaDJocGh7LajD8HvE9r6p0yy23yP79++XBBx+UrKwsiYuLE5GKp3u2bt1ajh07JiIiderUsdTRpEkTSU9Pl+bNm8v48ePlH//4h/Tp00f8/f2lWbNmsnnzZhG59J42V6tBiwOANGzYUOrVqydRUVGyfv1647qGDRtKu3btDIdVc0ODQZPD4XBISkqKtGjRQnx8fOSZZ56R119/XQoLC+Xvf/+7dO/eXerXry8+Pj6Wzg06zHl5ecmUKVOkZcuWIlIxX2655RZxOp2ya9cumTlzptSrV0/q1q1rmUODQZPD6XTKq6++Ku3atZOysjK56aabZO7cuSIi0qBBAwkPD5fdu3eLiLVrlo7Lw//fD+Wee+6RlStXikjFe6RNmDBBmjZtKqdPnxaRivetu5oNWhxeXl4yc+ZMufbaa2XAgAGyatUqefnll8XPz08aNWokoaGhsm3bNhGxdm7QYQ6AOJ1OCQ0NlSFDhkhaWpp07NhRRCp+P2/Tpo3x/k6Vb8h8NRo0OWrVqiUff/yxhISESFlZmYiIdOnSRerWrSv9+/eXb7/9VkREysvLLV2zdFxeQECAfPfdd/LQQw9Jdna2Rx7LajBoctxyyy2yc+dOCQgIkMcee8wjj2U1GH6XPLNnpjOXy2V8fe7cOaxbtw69evVCdnY29uzZgzZt2uDIkSMAYLzkw2rH3LlzMXXqVGzfvh0AcObMGQQEBCArK8uy29di0OT4YS+++CL8/f0RFRWFtLQ0vP322wgMDHTrRxNrMGhyAOa58vbbb6N27drIzs4GYO16paN6jlmzZiE+Ph633367sWbd5dBg0OT4Yfn5+QgJCXH7eZSOS1WO/fjx4xEUFISwsDDjOqufwaHJoMkBAKtWrcKbb75pXD579qxpzdLhGceMGTPQsGFD3Hjjjdi4cSOWLFmC1q1b4/DhwzXKoMlRteHDhyMlJcVtz9ak48rl5eUhLS0Nffr0wdGjR936WFaTQZNjxowZeOGFF4xn6HnisawGw2+Jm1f/b/78+Rg8eDCGDh2KZcuW4cCBAwCA+++/Hw6HA3FxcXjhhRcAmB8UWuUYNmwYli1bhvz8fOO6kpISPPLII3jyySctdWgwaHIUFBRcduzkyZN46KGH0LVrVzz66KPGyxmscmgwaHcAFU+lB4AJEybg0UcfpUOJAwAyMjLgcDgwbdo0Sx0aDJodlXMCqNgMiIuLw4QJE+jwsAMAcnJy0LdvX+zcufMy29Vq0O74YXFxcZg4cSIAz5076Kjo1KlTSElJQffu3TFx4kTMmzfPUocGg3YHcGmdrlmzBgsWLABg7aYAHdVzDB061G2PZTUY7OAA3PdYVoPh94ybV6h4TfKtt96KlStXYtSoUYiNjcXo0aPxn//8B0DF+/ucPHnS7Y6YmBiMHj0aa9euBVDxi3VaWpqlJz4NBk2ONWvWYNiwYdi4ceMVF39hYaGlt6/FYBeHy+VCWVkZ1q5d69G5QcfljsLCQgwePNjSO0YNBjs5zpw5g9TUVDoUOY4dO2Z4rnaDXRwulwsFBQV48sknPT5H6TDH38F0Odz5DGI6qu8AgNzcXOTl5V31Bjs5SkpKsGbNGkvniQbD750zNTU11dMvXfR048aNk4cfflj69u0rMTEx0qZNG8nIyJB3331XmjRpIrfddptbPi6yqiM4OFgyMjJk0aJF0rx5c+M/h8NxVRs0OaKjo+X777+Xffv2ycmTJ8XPz0/8/f2N1wNb/RppLQbNDn9/f/Hz85NatWqJw+EQLy8vj8wNOn7aUadOHYmLixOHwyHl5eWWeDQY7OTw8fGRyMhIcTgcAoAODzrq168vtWvXlvr164uIeGS9utug3fHDueHt7S3dunXz+Byt6Q7+DqbPUXVuuCs6qu8QEalXr57lj2U1GOzkcDqdEhAQYOk80WD4vePmlYjk5OTI2bNnJTw8XEREGjVqJPfcc4/k5eXJwoULpX///uJ0Oj3mOHnypPzrX/+Sfv36Wf4mahoMWhw7duyQc+fOyYoVK8THx0eWLFkimzdvltLSUmnVqpXMmjVLVq5cKV27dr2qDXZzLF++XO688046lDk++ugjw2HFnaQGg90cP5wbdHjeERQUJLNnz/bo/Yq7DHZxaJkbdPB3MDro+DWOynPpihUrPH6/YrXBLg53/X6uwWBJnnzal5bWrFmDm266CY8//vhl17Vp0wY5OTk1xqHBoMXhcrmwZ88e4+NTi4uLMXXqVNx5550YPnw4rrvuOmzYsAGAdU8N1mCggw47ODQY6KDDDg4NBjrosINDg4EOOuzg0GCgQ5/Birh59f/27duH9u3b409/+hPmzp2LLVu24IEHHkBiYiIA9w2qBocGgyZH1VwuF5o2bYrBgwd7zKHBQAcddnBoMNBBhx0cGgx00GEHhwYDHXTYwaHBQIc+w2+pxr5s8MiRI7J48WKZPHmyFBcXS5MmTWTcuHHSpEkTmT59umRnZ4vD4ZBp06YZr4u14qnRGhwaDBodzz77rJSVlUlxcbFce+21Urt2bRERKSoqkvnz58s777wj9erVs8ShwUAHHXZwaDDQQYcdHBoMdNBhB4cGAx102MGhwUCHPoOV1djNq9jYWPH395cbb7xR1q9fL1u3bpXTp09LcnKyjBo1SiIjI2XAgAHi6+sr5eXl4uXlddU6NBg0Om644QZZu3at7NmzR/Lz8+Xmm2+WunXryuHDhyUiIkJat25t+Zh40kAHHXZwaDDQQYcdHBoMdNBhB4cGAx102MGhwUCHPoOlefqpX57ok08+Qdu2bY3LRUVFmD17Nu6++26MGTOmRjk0GOziGD9+fI0x0EGHHRwaDHTQYQeHBgMddNjBocFABx12cGgw0KHPYHU1cvPqu+++Q//+/XHs2DHT8a+//hqtWrXC6tWra4xDg8FOjlWrVtUIAx102MGhwUAHHXZwaDDQQYcdHBoMdNBhB4cGAx36DFZns+eJ/T41b95cfH19pXfv3nLw4EHj+K233irx8fGydevWGuPQYLCTY9u2bTXCQAcddnBoMNBBhx0cGgx00GEHhwYDHXTYwaHBQIc+g+V5evfMnRUVFeHAgQP46KOPAAATJ06Er68vRo4ciX379mH9+vVo2bIl0tPTr3qHBgMd+gx00GEHhwYDHXTYwaHBQAcddnBoMNBBhx0cGgx06DO4KwcAeHoDzV09/PDDkpubK8eOHROn0ylLliyREydOyBNPPCGnT5+Wli1bSmBgoDz11FOWvoGZBocGAx36DHTQYQeHBgMddNjBocFABx12cGgw0EGHHRwaDHToM7gtT++euauNGzeiffv2OHXqFM6ePYshQ4bg9ddfN64/fvy46fvLy8uvWocGAx36DHTQYQeHBgMddNjBocFABx12cGgw0EGHHRwaDHToM7izGrN5FRsbizlz5hiXFy9ejE6dOhmX586diwsXLqCsrOyqd2gw0KHPQAcddnBoMNBBhx0cGgx00GEHhwYDHXTYwaHBQIc+gzurEZtXLpcL77zzDr744gsAFTuOp0+fRkhICHJzc7FixQoEBwfXCIcGAx36DHTQYQeHBgMddNjBocFABx12cGgw0EGHHRwaDHToM7i7GrF5VVlpaSmAS0+XGz16ND744AN0794dq1evBlAxCWqCQ4OBDn0GOuiwg0ODgQ467ODQYKCDDjs4NBjooMMODg0GOvQZ3FWN2ryqrHJgFy5cCIfDgVGjRtVYhwYDHfoMdNBhB4cGAx102MGhwUAHHXZwaDDQQYcdHBoMdOgzWF2N3LyqbO/evfD19cX+/fsBeO4NzDQ4NBjo0Geggw47ODQY6KDDDg4NBjrosINDg4EOOuzg0GCgQ5/BqhwA4OlPPPRkx48fl+uvv15cLpc4nc4a7dBgoEOfgQ467ODQYKCDDjs4NBjooMMOFRHlXwAAA2pJREFUDg0GOuiwg0ODgQ59Biuq8ZtXjDHGGGOMMcYYY0xvXp4GMMYYY4wxxhhjjDH2Y3HzijHGGGOMMcYYY4ypjZtXjDHGGGOMMcYYY0xt3LxijDHGGGOMMcYYY2rj5hVjjDHGmJKaNm0qf/zjH6W0tNQ49umnn4rD4ZCxY8f+6r/3s88+kzVr1hiXjxw5In/4wx9+k5UxxhhjzF1x84oxxhhjTFE333yzLF++3Lj85ptvSmho6G/6O6tuXjHGGGOM2SluXjHGGGOMKWro0KEyb948EREpKCiQL7/8Uu655x4REXG5XPLYY49Jq1atpFWrVpKSkiIlJSUiIpKcnCwPPPCAdOvWTQIDAyU+Pl5KSkokIyNDZs2aJe+++64EBwfLM888Y9zWpEmTpG3bthIQECCrVq1y/z+WMcYYY6wacfOKMcYYY0xRnTt3liNHjkhOTo689957cu+994rT6RQRkTlz5sj27dslPT1dMjIyJDMzU6ZPn2782YyMDFmxYoV88803cvz4cVmyZIkEBwfLqFGjZNCgQZKRkSETJ04UkYqNsdtuu03S09Pltddek3Hjxnnk38sYY4wx9nNx84oxxhhjTFlJSUkyf/58mTdvngwbNsw4vn79eklOThZvb2+pVauWjBw5UtatW2dcHxcXJ76+vuJ0OqV9+/aSmZn5o7fh4+Mj8fHxIiISFhb2k9/LGGOMMebJankawBhjjDHGzA0ePFhCQkIkMDBQWrRo8aPf53A4TJd9fHyMr51Op5SVlf3on/X29jb+vNPpFJfL9RvVjDHGGGPWxGdeMcYYY4wp68Ybb5QpU6bICy+8YDoeFRUlCxYskJKSEikrK5M33nhD7r777p/9+/z8/KSgoMAqLmOMMcaYpXHzijHGGGNMYUOHDpWwsDDTsfvvv19CQkIkJCREgoODpWnTpjJ27Nif/bvi4uIkIyPjsjdsZ4wxxhizQw4A8DSCMcYYY4wxxhhjjLErxWdeMcYYY4wxxhhjjDG1cfOKMcYYY4wxxhhjjKmNm1eMMcYYY4wxxhhjTG3cvGKMMcYYY4wxxhhjauPmFWOMMcYYY4wxxhhTGzevGGOMMcYYY4wxxpjauHnFGGOMMcYYY4wxxtTGzSvGGGOMMcYYY4wxpjZuXjHGGGOMMcYYY4wxtf0PNNZD5ZduSDgAAAAASUVORK5CYII=\n",
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\n",
       "text/plain": [
-       "<Figure size 1440x480 with 1 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "metadata": {},
+     "metadata": {
+      "needs_background": "light"
+     },
      "output_type": "display_data"
     }
    ],
    "source": [
-    "# The same plot as above, but \"zoomed in\", so we can actually read the values for single months\n",
-    "fig, ax = plt.subplots(num=None, figsize=(18, 6), dpi=80, facecolor='w', edgecolor='k')\n",
-    "\n",
-    "xfmt = matplotlib.dates.DateFormatter('%Y/%m')\n",
-    "ax.xaxis.set_major_formatter(xfmt)\n",
-    "\n",
-    "locator = matplotlib.dates.MonthLocator(bymonth=[1,5,9])\n",
-    "ax.xaxis.set_major_locator(locator)\n",
+    "ah_actions_labels = [x[0] for x in active_hidden_actions]\n",
+    "ah_actions_values = [x[1] for x in active_hidden_actions]\n",
     "\n",
-    "plt.xlabel('Month')\n",
-    "plt.ylabel('Num hits')\n",
-    "plt.plot_date(df_hits['LogMonth'],df_hits['Freq'], 'bo')\n",
-    "#plt.xticks(matplotlib.dates.date2num(df_hits['LogMonth']))\n",
-    "plt.setp(plt.gca().xaxis.get_majorticklabels(),\n",
-    "         'rotation', 60)\n",
-    "plt.grid(color='0.7', linestyle='-', linewidth=0.2)\n",
+    "plt.xlabel('actions')\n",
+    "plt.xticks(rotation='20')\n",
+    "plt.ylabel('Num filters')\n",
+    "plt.bar(ah_actions_labels, ah_actions_values)\n",
     "plt.show()"
    ]
   },
   {
-   "cell_type": "markdown",
+   "cell_type": "code",
+   "execution_count": 16,
    "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[('tag', 25), ('warn,tag', 25), ('disallow', 22), ('log only', 20), ('warn', 12), ('throttle,tag', 2), ('warn,disallow', 2), ('throttle,warn,tag', 1), ('throttle,disallow', 1)]\n"
+     ]
+    }
+   ],
    "source": [
-    "#### Explore the peak in filter hits"
+    "# What are the actions of active public filters\n",
+    "active_public = df.query('af_hidden==0 and af_enabled==1')\n",
+    "active_public_actions = collections.Counter(list(active_public['af_actions'].fillna('log only'))).most_common()\n",
+    "print(active_public_actions)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "image/png": 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\n",
       "text/plain": [
-       "10.68.16.39                               1689\n",
-       "37.113.52.15                              1249\n",
-       "95.152.44.52                              1133\n",
-       "5.165.178.194                              715\n",
-       "94.181.143.10                              697\n",
-       "95.152.42.158                              674\n",
-       "5.166.250.109                              559\n",
-       "5.166.224.152                              556\n",
-       "Acheter cialis                             533\n",
-       "37.113.51.96                               473\n",
-       "93.124.7.25                                430\n",
-       "5.167.114.39                               317\n",
-       "93.124.34.23                               307\n",
-       "36.250.176.0                               291\n",
-       "Wwekik2222kdjdj                            279\n",
-       "37.113.37.111                              274\n",
-       "94.181.170.143                             247\n",
-       "Theadityapratap                            239\n",
-       "94.181.156.128                             229\n",
-       "93.124.46.78                               222\n",
-       "Achat cialis                               222\n",
-       "93.124.28.116                              213\n",
-       "176.97.116.140                             202\n",
-       "5.165.186.39                               192\n",
-       "Acquistare cialis                          190\n",
-       "93.124.74.221                              187\n",
-       "AbhiJahazi                                 186\n",
-       "37.113.34.32                               186\n",
-       "37.113.28.187                              185\n",
-       "64.62.219.98                               180\n",
-       "                                          ... \n",
-       "Dharmendra780                                1\n",
-       "Robertdenningraider13                        1\n",
-       "SLCHT                                        1\n",
-       "2601:153:700:6870:B8D9:5791:192D:1DAE        1\n",
-       "59.96.9.214                                  1\n",
-       "207.32.26.5                                  1\n",
-       "208.61.1.124                                 1\n",
-       "149.126.106.19                               1\n",
-       "121.216.118.139                              1\n",
-       "HegerLoyneszhFG                              1\n",
-       "2607:FB90:1903:33F9:4C08:6E2:70C7:20F6       1\n",
-       "Clutchmaster163955                           1\n",
-       "86.160.200.85                                1\n",
-       "38.78.194.51                                 1\n",
-       "69.174.87.60                                 1\n",
-       "PujolBoatmanJvfh                             1\n",
-       "89.240.83.117                                1\n",
-       "MarrowWylyLRFj                               1\n",
-       "173.31.204.16                                1\n",
-       "PettigrewSparacioETJg                        1\n",
-       "Ednopsniwagn                                 1\n",
-       "Kevinfigs                                    1\n",
-       "162.228.50.214                               1\n",
-       "LoeberArelUVURo                              1\n",
-       "50.82.26.116                                 1\n",
-       "Kaileefiles                                  1\n",
-       "Bestraight                                   1\n",
-       "Dexon Software                               1\n",
-       "203.59.81.156                                1\n",
-       "119.154.88.171                               1\n",
-       "Name: afl_user_text, Length: 139586, dtype: int64"
-      ]
-     },
-     "execution_count": 42,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_jan2016 = pd.read_csv(\"quarry-37494-abuselog-entries-en-wiki-in-january-2016-run389216.csv\", sep=',')\n",
-    "\n",
-    "# Number of hits per editor\n",
-    "df_jan2016['afl_user_text'].value_counts()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "37.113.52.15 is a Russian IP (whois --> netname:        ERTH-PENZA-PPPOE-16-NET)\n",
-    "95.152.44.52 too (whois--> netname:        RU-PENZA-VT-DSL-200901)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "edit                 300781\n",
-       "createaccount         71902\n",
-       "move                    193\n",
-       "autocreateaccount        18\n",
-       "gatheredit                9\n",
-       "delete                    4\n",
-       "Name: afl_action, dtype: int64"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Number of hits per editor's actions\n",
-    "df_jan2016['afl_action'].value_counts()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "527    71853\n",
-       "61     27072\n",
-       "650    24264\n",
-       "633    21099\n",
-       "279    18460\n",
-       "636    17279\n",
-       "384    15080\n",
-       "135    10028\n",
-       "30      7829\n",
-       "172     7471\n",
-       "271     7192\n",
-       "380     6554\n",
-       "80      6530\n",
-       "364     6238\n",
-       "686     6089\n",
-       "712     5597\n",
-       "466     5555\n",
-       "432     5398\n",
-       "220     5385\n",
-       "550     5215\n",
-       "189     4730\n",
-       "3       4656\n",
-       "148     4470\n",
-       "260     4148\n",
-       "614     4120\n",
-       "231     3398\n",
-       "631     3349\n",
-       "225     3245\n",
-       "46      3174\n",
-       "680     3134\n",
-       "       ...  \n",
-       "242       19\n",
-       "706       19\n",
-       "16        19\n",
-       "734       18\n",
-       "264       18\n",
-       "710       17\n",
-       "666       15\n",
-       "722       14\n",
-       "167       13\n",
-       "294       10\n",
-       "624        9\n",
-       "727        8\n",
-       "651        8\n",
-       "637        8\n",
-       "745        6\n",
-       "52         6\n",
-       "674        6\n",
-       "748        5\n",
-       "690        5\n",
-       "2          5\n",
-       "597        4\n",
-       "579        4\n",
-       "709        4\n",
-       "68         4\n",
-       "554        3\n",
-       "749        3\n",
-       "596        1\n",
-       "718        1\n",
-       "459        1\n",
-       "694        1\n",
-       "Name: afl_filter, Length: 138, dtype: int64"
-      ]
+     "metadata": {
+      "needs_background": "light"
      },
-     "execution_count": 44,
-     "metadata": {},
-     "output_type": "execute_result"
+     "output_type": "display_data"
     }
    ],
    "source": [
-    "# Number of hits per filter\n",
-    "df_jan2016['afl_filter'].value_counts()"
+    "ap_actions_labels = [x[0] for x in active_public_actions]\n",
+    "ap_actions_values = [x[1] for x in active_public_actions]\n",
+    "\n",
+    "plt.xlabel('actions')\n",
+    "plt.xticks(rotation='20')\n",
+    "plt.ylabel('Num filters')\n",
+    "plt.bar(ap_actions_labels, ap_actions_values)\n",
+    "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "UserLogin                                                                                                                                          71920\n",
-       "Skateboard                                                                                                                                           660\n",
-       "Conchobar_Lads_Tomlinson                                                                                                                             584\n",
-       "Billboard_(magazine)                                                                                                                                 536\n",
-       "Chris_Stark                                                                                                                                          467\n",
-       "Tyler_Joseph                                                                                                                                         431\n",
-       "Bulletin_board_system                                                                                                                                339\n",
-       "Hailey_Baldwin                                                                                                                                       328\n",
-       "Flickr_-_Official_U.S._Navy_Imagery_-_Sailors_play_board_games_with_children_at_the_Cameron_Community_Ministries_during_Rochester_Navy_Week.jpg      322\n",
-       "Ryback                                                                                                                                               287\n",
-       "Aditya_Pratap                                                                                                                                        247\n",
-       "95.152.44.52                                                                                                                                         232\n",
-       "WikiProject_Film                                                                                                                                     232\n",
-       "British_Board_of_Film_Classification                                                                                                                 224\n",
-       "10_Cloverfield_Lane                                                                                                                                  219\n",
-       "Keyboard_instrument                                                                                                                                  217\n",
-       "Board_game                                                                                                                                           203\n",
-       "176.97.116.140                                                                                                                                       202\n",
-       "93.124.46.78                                                                                                                                         198\n",
-       "AbhiJahazi                                                                                                                                           186\n",
-       "Board                                                                                                                                                184\n",
-       "Entertainment_Software_Rating_Board                                                                                                                  178\n",
-       "Battle_of_the_Alamo                                                                                                                                  169\n",
-       "Computer_keyboard                                                                                                                                    161\n",
-       "Cultural_history_of_the_buttocks                                                                                                                     155\n",
-       "Conchobar_Tomlinson                                                                                                                                  155\n",
-       "History_of_the_internal_combustion_engine                                                                                                            154\n",
-       "Skateboarder_(magazine)                                                                                                                              146\n",
-       "WikiProject_Video_games                                                                                                                              140\n",
-       "Cian_Mitchell                                                                                                                                        140\n",
-       "                                                                                                                                                   ...  \n",
-       "Surfix                                                                                                                                                 1\n",
-       "British_Colonial_Research_Committee                                                                                                                    1\n",
-       "Nassau_County_Police_Department                                                                                                                        1\n",
-       "Institute_of_Health_Sciences_Bhubaneswar                                                                                                               1\n",
-       "Underwater_Pompeii                                                                                                                                     1\n",
-       "El_Valle_de_Antón                                                                                                                                      1\n",
-       "Make_My_Journeys                                                                                                                                       1\n",
-       "Ten_Fold_Engineering                                                                                                                                   1\n",
-       "LNER_Class_A3_4472_Flying_Scotsman                                                                                                                     1\n",
-       "North_Eastern_College                                                                                                                                  1\n",
-       "Zillow                                                                                                                                                 1\n",
-       "Ww57614wW                                                                                                                                              1\n",
-       "Junkyard_Dog                                                                                                                                           1\n",
-       "John_Steptoe                                                                                                                                           1\n",
-       "Financial_doctor                                                                                                                                       1\n",
-       "Music_of_Portugal                                                                                                                                      1\n",
-       "Northwoods_Mall_(North_Charleston,_South_Carolina)                                                                                                     1\n",
-       "Niuman_Romero                                                                                                                                          1\n",
-       "Chaudhry_Faisal_Mushtaq                                                                                                                                1\n",
-       "Big_Island_(Bay_of_Quinte)                                                                                                                             1\n",
-       "Venus_of_Willendorf                                                                                                                                    1\n",
-       "Alexis_Argüello                                                                                                                                        1\n",
-       "Pdfpdf/Images_of_Adelaide                                                                                                                              1\n",
-       "Chickasaw_State_Park_(Alabama)                                                                                                                         1\n",
-       "Torin's_Passage                                                                                                                                        1\n",
-       "Gulshanthakurbohani                                                                                                                                    1\n",
-       "WPCH-TV                                                                                                                                                1\n",
-       "List_of_countries_with_IKEA_stores                                                                                                                     1\n",
-       "Phelps,_New_York                                                                                                                                       1\n",
-       "Micheál_Quirke                                                                                                                                         1\n",
-       "Name: afl_title, Length: 91387, dtype: int64"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Number of hits per intended edit page\n",
-    "df_jan2016['afl_title'].value_counts()"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "To be fair, I don't see any particularly interesting or conspicious pattern, beside the 71920 attempts at account creations. But maybe it's exactly them that make the 71920 hits difference to all the \"standard\" numbers. I'm comparing this with September 2016 (238406 hits) for reference."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Helper functions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "flatten = lambda x: list(itertools.chain.from_iterable(x))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Edit filter actions"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[('log only', 413), ('disallow', 406), ('warn', 122), ('tag', 70), ('throttle', 52), ('blockautopromote', 4)]\n"
-     ]
-    }
-   ],
-   "source": [
-    "actions = df['af_actions'].fillna('log only')\n",
-    "actions_list = flatten([x.split(\",\") for x in list(actions)])\n",
-    "all_actions = collections.Counter(actions_list).most_common()\n",
-    "\n",
-    "print(all_actions)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "all_actions_labels = [x[0] for x in all_actions]\n",
-    "all_actions_values = [x[1] for x in all_actions]\n",
-    "\n",
-    "plt.xlabel('actions')\n",
-    "plt.xticks(rotation='20')\n",
-    "plt.ylabel('Num filters')\n",
-    "plt.bar(all_actions_labels, all_actions_values)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[('disallow', 51), ('log only', 19), ('throttle,disallow', 7), ('throttle', 4), ('tag', 3), ('warn,tag', 2), ('throttle,warn', 2), ('warn', 1), ('disallow,tag', 1), ('warn,disallow', 1)]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# What are the actions of active hidden filters\n",
-    "active_hidden = df.query('af_hidden==1 and af_enabled==1')\n",
-    "active_hidden_actions = collections.Counter(list(active_hidden['af_actions'].fillna('log only'))).most_common()\n",
-    "print (active_hidden_actions)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ah_actions_labels = [x[0] for x in active_hidden_actions]\n",
-    "ah_actions_values = [x[1] for x in active_hidden_actions]\n",
-    "\n",
-    "plt.xlabel('actions')\n",
-    "plt.xticks(rotation='20')\n",
-    "plt.ylabel('Num filters')\n",
-    "plt.bar(ah_actions_labels, ah_actions_values)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "[('tag', 25), ('warn,tag', 25), ('disallow', 22), ('log only', 20), ('warn', 12), ('throttle,tag', 2), ('warn,disallow', 2), ('throttle,warn,tag', 1), ('throttle,disallow', 1)]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# What are the actions of active public filters\n",
-    "active_public = df.query('af_hidden==0 and af_enabled==1')\n",
-    "active_public_actions = collections.Counter(list(active_public['af_actions'].fillna('log only'))).most_common()\n",
-    "print(active_public_actions)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "ap_actions_labels = [x[0] for x in active_public_actions]\n",
-    "ap_actions_values = [x[1] for x in active_public_actions]\n",
-    "\n",
-    "plt.xlabel('actions')\n",
-    "plt.xticks(rotation='20')\n",
-    "plt.ylabel('Num filters')\n",
-    "plt.bar(ap_actions_labels, ap_actions_values)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
@@ -1821,6 +1309,5130 @@
     "active_public[active_public['af_actions'].fillna('log only').str.contains('disallow')]"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Filter activity"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Filter hits over the years"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "      LogMonth    Freq\n",
+      "0   2019-03-01   34309\n",
+      "1   2019-02-01  236606\n",
+      "2   2019-01-01  252668\n",
+      "3   2018-12-01  226287\n",
+      "4   2018-11-01  253233\n",
+      "5   2018-10-01  256438\n",
+      "6   2018-09-01  230354\n",
+      "7   2018-08-01  216045\n",
+      "8   2018-07-01  205477\n",
+      "9   2018-06-01  209374\n",
+      "10  2018-05-01  238235\n",
+      "11  2018-04-01  242857\n",
+      "12  2018-03-01  255431\n",
+      "13  2018-02-01  213548\n",
+      "14  2018-01-01  235705\n",
+      "15  2017-12-01  213359\n",
+      "16  2017-11-01  254671\n",
+      "17  2017-10-01  224244\n",
+      "18  2017-09-01  212790\n",
+      "19  2017-08-01  195593\n",
+      "20  2017-07-01  176778\n",
+      "21  2017-06-01  184406\n",
+      "22  2017-05-01  231250\n",
+      "23  2017-04-01  225176\n",
+      "24  2017-03-01  257081\n",
+      "25  2017-02-01  246199\n",
+      "26  2017-01-01  256925\n",
+      "27  2016-12-01  226680\n",
+      "28  2016-11-01  258655\n",
+      "29  2016-10-01  254070\n",
+      "30  2016-09-01  238406\n",
+      "31  2016-08-01  192681\n",
+      "32  2016-07-01  171567\n",
+      "33  2016-06-01  201867\n",
+      "34  2016-05-01  294276\n",
+      "35  2016-04-01  319474\n",
+      "36  2016-03-01  360327\n",
+      "37  2016-02-01  366637\n",
+      "38  2016-01-01  372907\n",
+      "39  2015-12-01  307003\n",
+      "40  2015-11-01  338129\n",
+      "41  2015-10-01  264966\n",
+      "42  2015-09-01  272765\n",
+      "43  2015-08-01  215203\n",
+      "44  2015-07-01  207626\n",
+      "45  2015-06-01  236916\n",
+      "46  2015-05-01  250012\n",
+      "47  2015-04-01  201602\n",
+      "48  2015-03-01  188296\n",
+      "49  2015-02-01  163529\n",
+      "50  2015-01-01  163552\n",
+      "51  2014-12-01  137314\n",
+      "52  2014-11-01  154933\n",
+      "53  2014-10-01  165732\n",
+      "54  2014-09-01  132150\n",
+      "55  2014-08-01   93636\n",
+      "56  2014-07-01   80837\n",
+      "57  2014-06-01   94967\n",
+      "58  2014-05-01  132788\n",
+      "59  2014-04-01  129260\n",
+      "60  2014-03-01  157123\n",
+      "61  2014-02-01  146198\n",
+      "62  2014-01-01  151970\n",
+      "63  2013-12-01  131054\n",
+      "64  2013-11-01  156195\n",
+      "65  2013-10-01  163029\n",
+      "66  2013-09-01  122300\n",
+      "67  2013-08-01  117010\n",
+      "68  2013-07-01  113163\n",
+      "69  2013-06-01  109264\n",
+      "70  2013-05-01  163644\n",
+      "71  2013-04-01  146456\n",
+      "72  2013-03-01  156797\n",
+      "73  2013-02-01  196511\n",
+      "74  2013-01-01  169755\n",
+      "75  2012-12-01  147379\n",
+      "76  2012-11-01  186991\n",
+      "77  2012-10-01  204204\n",
+      "78  2012-09-01  160734\n",
+      "79  2012-08-01  122418\n",
+      "80  2012-07-01  110906\n",
+      "81  2012-06-01  123762\n",
+      "82  2012-05-01  178005\n",
+      "83  2012-04-01  173853\n",
+      "84  2012-03-01  184071\n",
+      "85  2012-02-01  197130\n",
+      "86  2012-01-01  192057\n",
+      "87  2011-12-01  175397\n",
+      "88  2011-11-01  211174\n",
+      "89  2011-10-01  224586\n",
+      "90  2011-09-01  171945\n",
+      "91  2011-08-01  133965\n",
+      "92  2011-07-01  133186\n",
+      "93  2011-06-01  143617\n",
+      "94  2011-05-01  173431\n",
+      "95  2011-04-01  160696\n",
+      "96  2011-03-01  177539\n",
+      "97  2011-02-01  173222\n",
+      "98  2011-01-01  181135\n",
+      "99  2010-12-01  157738\n",
+      "100 2010-11-01  195329\n",
+      "101 2010-10-01  206730\n",
+      "102 2010-09-01  174706\n",
+      "103 2010-08-01  138323\n",
+      "104 2010-07-01  127687\n",
+      "105 2010-06-01  146164\n",
+      "106 2010-05-01  206822\n",
+      "107 2010-04-01  197381\n",
+      "108 2010-03-01  217092\n",
+      "109 2010-02-01  206380\n",
+      "110 2010-01-01  193376\n",
+      "111 2009-12-01  166506\n",
+      "112 2009-11-01  210227\n",
+      "113 2009-10-01  226865\n",
+      "114 2009-09-01  213208\n",
+      "115 2009-08-01  162281\n",
+      "116 2009-07-01  160993\n",
+      "117 2009-06-01  179176\n",
+      "118 2009-05-01  211879\n",
+      "119 2009-04-01  179152\n",
+      "120 2009-03-01   99008\n"
+     ]
+    }
+   ],
+   "source": [
+    "# filter hits per month (all filters) (data quarry from 05.03.2019, that's why hitcount Mar 2019 is so small)\n",
+    "# Mar 2009 is also lower, since the first filter was introduced on 17.3.2009 and not at the beginning of the month\n",
+    "df_hits = pd.read_csv(\"quarry-34014-how-many-abuse-filter-hits-have-been-there-per-month-en-wiki-run346197.csv\", sep=',')\n",
+    "df_hits['LogMonth'] = pd.to_datetime(df_hits['LogMonth'], format=\"%Y%m\")\n",
+    "\n",
+    "with pd.option_context('display.max_rows', None, 'display.max_columns', None):\n",
+    "    print(df_hits)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.xlabel('Month')\n",
+    "plt.ylabel('Num hits')\n",
+    "plt.plot(df_hits['LogMonth'],df_hits['Freq'], 'bo')\n",
+    "plt.show()\n",
+    "\n",
+    "#TODO: why is the peak there? there's an upward tendency"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# The same plot as above, but \"zoomed in\", so we can actually read the values for single months\n",
+    "fig, ax = plt.subplots(num=None, figsize=(18, 6), dpi=80, facecolor='w', edgecolor='k')\n",
+    "\n",
+    "xfmt = matplotlib.dates.DateFormatter('%Y/%m')\n",
+    "ax.xaxis.set_major_formatter(xfmt)\n",
+    "\n",
+    "locator = matplotlib.dates.MonthLocator(bymonth=[1,5,9])\n",
+    "ax.xaxis.set_major_locator(locator)\n",
+    "\n",
+    "plt.xlabel('Month')\n",
+    "plt.ylabel('Num hits')\n",
+    "plt.plot_date(df_hits['LogMonth'],df_hits['Freq'], 'bo')\n",
+    "#plt.xticks(matplotlib.dates.date2num(df_hits['LogMonth']))\n",
+    "plt.setp(plt.gca().xaxis.get_majorticklabels(),\n",
+    "         'rotation', 60)\n",
+    "plt.grid(color='0.7', linestyle='-', linewidth=0.2)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Explore the peak in filter hits"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "10.68.16.39                               1689\n",
+       "37.113.52.15                              1249\n",
+       "95.152.44.52                              1133\n",
+       "5.165.178.194                              715\n",
+       "94.181.143.10                              697\n",
+       "95.152.42.158                              674\n",
+       "5.166.250.109                              559\n",
+       "5.166.224.152                              556\n",
+       "Acheter cialis                             533\n",
+       "37.113.51.96                               473\n",
+       "93.124.7.25                                430\n",
+       "5.167.114.39                               317\n",
+       "93.124.34.23                               307\n",
+       "36.250.176.0                               291\n",
+       "Wwekik2222kdjdj                            279\n",
+       "37.113.37.111                              274\n",
+       "94.181.170.143                             247\n",
+       "Theadityapratap                            239\n",
+       "94.181.156.128                             229\n",
+       "93.124.46.78                               222\n",
+       "Achat cialis                               222\n",
+       "93.124.28.116                              213\n",
+       "176.97.116.140                             202\n",
+       "5.165.186.39                               192\n",
+       "Acquistare cialis                          190\n",
+       "93.124.74.221                              187\n",
+       "AbhiJahazi                                 186\n",
+       "37.113.34.32                               186\n",
+       "37.113.28.187                              185\n",
+       "64.62.219.98                               180\n",
+       "                                          ... \n",
+       "Dharmendra780                                1\n",
+       "Robertdenningraider13                        1\n",
+       "SLCHT                                        1\n",
+       "2601:153:700:6870:B8D9:5791:192D:1DAE        1\n",
+       "59.96.9.214                                  1\n",
+       "207.32.26.5                                  1\n",
+       "208.61.1.124                                 1\n",
+       "149.126.106.19                               1\n",
+       "121.216.118.139                              1\n",
+       "HegerLoyneszhFG                              1\n",
+       "2607:FB90:1903:33F9:4C08:6E2:70C7:20F6       1\n",
+       "Clutchmaster163955                           1\n",
+       "86.160.200.85                                1\n",
+       "38.78.194.51                                 1\n",
+       "69.174.87.60                                 1\n",
+       "PujolBoatmanJvfh                             1\n",
+       "89.240.83.117                                1\n",
+       "MarrowWylyLRFj                               1\n",
+       "173.31.204.16                                1\n",
+       "PettigrewSparacioETJg                        1\n",
+       "Ednopsniwagn                                 1\n",
+       "Kevinfigs                                    1\n",
+       "162.228.50.214                               1\n",
+       "LoeberArelUVURo                              1\n",
+       "50.82.26.116                                 1\n",
+       "Kaileefiles                                  1\n",
+       "Bestraight                                   1\n",
+       "Dexon Software                               1\n",
+       "203.59.81.156                                1\n",
+       "119.154.88.171                               1\n",
+       "Name: afl_user_text, Length: 139586, dtype: int64"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_jan2016 = pd.read_csv(\"quarry-37494-abuselog-entries-en-wiki-in-january-2016-run389216.csv\", sep=',')\n",
+    "\n",
+    "# Number of hits per editor\n",
+    "df_jan2016['afl_user_text'].value_counts() #TODO intersect users with actions/pages"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "37.113.52.15 is a Russian IP (whois --> netname:        ERTH-PENZA-PPPOE-16-NET)\n",
+    "95.152.44.52 too (whois--> netname:        RU-PENZA-VT-DSL-200901)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "AttributeError",
+     "evalue": "'DataFrame' object has no attribute 'value_counts'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-49-7bf774e7d58b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Try to intersect users with actions/pages\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdf_jan2016\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'afl_user_text'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'afl_action'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m~/uni/ma-arbeit-filters/src/env3/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m   4374\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4375\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4376\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4377\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4378\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mAttributeError\u001b[0m: 'DataFrame' object has no attribute 'value_counts'"
+     ]
+    }
+   ],
+   "source": [
+    "# Try to intersect users with actions/pages\n",
+    "df_jan2016[['afl_user_text', 'afl_action']].value_counts() "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>afl_id</th>\n",
+       "      <th>afl_filter</th>\n",
+       "      <th>afl_user</th>\n",
+       "      <th>afl_user_text</th>\n",
+       "      <th>afl_ip</th>\n",
+       "      <th>afl_action</th>\n",
+       "      <th>afl_actions</th>\n",
+       "      <th>afl_var_dump</th>\n",
+       "      <th>afl_timestamp</th>\n",
+       "      <th>afl_namespace</th>\n",
+       "      <th>afl_title</th>\n",
+       "      <th>afl_wiki</th>\n",
+       "      <th>afl_deleted</th>\n",
+       "      <th>afl_patrolled_by</th>\n",
+       "      <th>afl_rev_id</th>\n",
+       "      <th>afl_log_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
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+       "      <td>0</td>\n",
+       "      <td>Eric_Gordon</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>NaN</td>\n",
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+       "      <th>206547</th>\n",
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+       "      <td>80</td>\n",
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+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707057055</td>\n",
+       "      <td>20160119015250</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Members_of_the_111th_United_States_Congress</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707057079</td>\n",
+       "      <td>20160119015300</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Greenon_High_School_(Springfield,_Ohio)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>14364779</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707057104</td>\n",
+       "      <td>20160119015316</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <th>206565</th>\n",
+       "      <td>14364780</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707057139</td>\n",
+       "      <td>20160119015330</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Josh_Blackie</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206568</th>\n",
+       "      <td>14364783</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707057194</td>\n",
+       "      <td>20160119015402</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Tenacious_D_discography</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206601</th>\n",
+       "      <td>14364816</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>stored-text:707057523</td>\n",
+       "      <td>20160119015652</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Operation_Pawan</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>0</td>\n",
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+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206602</th>\n",
+       "      <td>14364817</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>stored-text:707057586</td>\n",
+       "      <td>20160119015720</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Catholic_Central_School_(Springfield,_Ohio)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206603</th>\n",
+       "      <td>14364818</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707057636</td>\n",
+       "      <td>20160119015740</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Dane_Richards</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206610</th>\n",
+       "      <td>14364825</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707057791</td>\n",
+       "      <td>20160119015852</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Milford_High_School_(Ohio)</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>14364872</td>\n",
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+       "      <td>stored-text:707058341</td>\n",
+       "      <td>20160119020305</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "    <tr>\n",
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+       "      <td>14364875</td>\n",
+       "      <td>80</td>\n",
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+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
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+       "      <td>warn</td>\n",
+       "      <td>stored-text:707058410</td>\n",
+       "      <td>20160119020335</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Ion_Dincă</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206664</th>\n",
+       "      <td>14364879</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>stored-text:707058432</td>\n",
+       "      <td>20160119020351</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Hunter_(band)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206672</th>\n",
+       "      <td>14364887</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707058511</td>\n",
+       "      <td>20160119020429</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Celebrity_Solstice</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206674</th>\n",
+       "      <td>14364889</td>\n",
+       "      <td>80</td>\n",
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+       "      <td>10.68.16.39</td>\n",
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+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707058531</td>\n",
+       "      <td>20160119020437</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Wassim_Almawi</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206675</th>\n",
+       "      <td>14364890</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707058568</td>\n",
+       "      <td>20160119020457</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Öpir</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206682</th>\n",
+       "      <td>14364897</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707058677</td>\n",
+       "      <td>20160119020545</td>\n",
+       "      <td>0</td>\n",
+       "      <td>EFG-Hermes</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>206686</th>\n",
+       "      <td>14364901</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707058737</td>\n",
+       "      <td>20160119020616</td>\n",
+       "      <td>0</td>\n",
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+       "      <th>...</th>\n",
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+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707202723</td>\n",
+       "      <td>20160119221607</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Trevor_Blackwell</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219623</th>\n",
+       "      <td>14377840</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707202768</td>\n",
+       "      <td>20160119221625</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Bill_Millin</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219626</th>\n",
+       "      <td>14377843</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707202802</td>\n",
+       "      <td>20160119221639</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Oscar_Marzaroli</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219627</th>\n",
+       "      <td>14377844</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707202809</td>\n",
+       "      <td>20160119221643</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Harsh_Mahajan</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219630</th>\n",
+       "      <td>14377847</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707202830</td>\n",
+       "      <td>20160119221652</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Lindsay_Moran</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219647</th>\n",
+       "      <td>14377864</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707203116</td>\n",
+       "      <td>20160119221839</td>\n",
+       "      <td>0</td>\n",
+       "      <td>IndyGo</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219654</th>\n",
+       "      <td>14377871</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707203152</td>\n",
+       "      <td>20160119221849</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Bobby_Reid_(American_football)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219660</th>\n",
+       "      <td>14377877</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707203257</td>\n",
+       "      <td>20160119221928</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Universidad_Veracruzana</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219668</th>\n",
+       "      <td>14377885</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707203342</td>\n",
+       "      <td>20160119222006</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Jeff_Denham</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219680</th>\n",
+       "      <td>14377897</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707203483</td>\n",
+       "      <td>20160119222059</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Salma_de_Nora</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219685</th>\n",
+       "      <td>14377902</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707203533</td>\n",
+       "      <td>20160119222116</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Vinappris</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219711</th>\n",
+       "      <td>14377928</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707204116</td>\n",
+       "      <td>20160119222504</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Syracuse_Orange_men's_basketball</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219717</th>\n",
+       "      <td>14377934</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707204214</td>\n",
+       "      <td>20160119222544</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Adaptations_of_Little_Red_Riding_Hood</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219720</th>\n",
+       "      <td>14377937</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707204366</td>\n",
+       "      <td>20160119222641</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Elizabeth_Knox</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>220106</th>\n",
+       "      <td>14378323</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707210669</td>\n",
+       "      <td>20160119231005</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Raleigh_Bicycle_Company</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>220108</th>\n",
+       "      <td>14378325</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707210718</td>\n",
+       "      <td>20160119231021</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Archaic_(comics)</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>220124</th>\n",
+       "      <td>14378341</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>10.68.16.39</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707210947</td>\n",
+       "      <td>20160119231206</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Nandigram_violence</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1689 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          afl_id  afl_filter  afl_user afl_user_text  afl_ip afl_action  \\\n",
+       "206541  14364756          80         0   10.68.16.39     NaN       edit   \n",
+       "206547  14364762          80         0   10.68.16.39     NaN       edit   \n",
+       "206553  14364768          80         0   10.68.16.39     NaN       edit   \n",
+       "206564  14364779          80         0   10.68.16.39     NaN       edit   \n",
+       "206565  14364780          80         0   10.68.16.39     NaN       edit   \n",
+       "206568  14364783          80         0   10.68.16.39     NaN       edit   \n",
+       "206601  14364816          80         0   10.68.16.39     NaN       edit   \n",
+       "206602  14364817          80         0   10.68.16.39     NaN       edit   \n",
+       "206603  14364818          80         0   10.68.16.39     NaN       edit   \n",
+       "206610  14364825          80         0   10.68.16.39     NaN       edit   \n",
+       "206657  14364872          80         0   10.68.16.39     NaN       edit   \n",
+       "206660  14364875          80         0   10.68.16.39     NaN       edit   \n",
+       "206664  14364879          80         0   10.68.16.39     NaN       edit   \n",
+       "206672  14364887          80         0   10.68.16.39     NaN       edit   \n",
+       "206674  14364889          80         0   10.68.16.39     NaN       edit   \n",
+       "206675  14364890          80         0   10.68.16.39     NaN       edit   \n",
+       "206682  14364897          80         0   10.68.16.39     NaN       edit   \n",
+       "206686  14364901          80         0   10.68.16.39     NaN       edit   \n",
+       "206688  14364903          80         0   10.68.16.39     NaN       edit   \n",
+       "206694  14364909          80         0   10.68.16.39     NaN       edit   \n",
+       "206702  14364917          80         0   10.68.16.39     NaN       edit   \n",
+       "206705  14364920          80         0   10.68.16.39     NaN       edit   \n",
+       "206707  14364922          80         0   10.68.16.39     NaN       edit   \n",
+       "206709  14364924          80         0   10.68.16.39     NaN       edit   \n",
+       "206710  14364925          80         0   10.68.16.39     NaN       edit   \n",
+       "206711  14364926          80         0   10.68.16.39     NaN       edit   \n",
+       "206719  14364934          80         0   10.68.16.39     NaN       edit   \n",
+       "206770  14364985          80         0   10.68.16.39     NaN       edit   \n",
+       "206771  14364986          80         0   10.68.16.39     NaN       edit   \n",
+       "206776  14364991          80         0   10.68.16.39     NaN       edit   \n",
+       "...          ...         ...       ...           ...     ...        ...   \n",
+       "219496  14377713          80         0   10.68.16.39     NaN       edit   \n",
+       "219501  14377718          80         0   10.68.16.39     NaN       edit   \n",
+       "219503  14377720          80         0   10.68.16.39     NaN       edit   \n",
+       "219504  14377721          80         0   10.68.16.39     NaN       edit   \n",
+       "219505  14377722          80         0   10.68.16.39     NaN       edit   \n",
+       "219509  14377726          80         0   10.68.16.39     NaN       edit   \n",
+       "219537  14377754          80         0   10.68.16.39     NaN       edit   \n",
+       "219548  14377765          80         0   10.68.16.39     NaN       edit   \n",
+       "219553  14377770          80         0   10.68.16.39     NaN       edit   \n",
+       "219555  14377772          80         0   10.68.16.39     NaN       edit   \n",
+       "219562  14377779          80         0   10.68.16.39     NaN       edit   \n",
+       "219567  14377784          80         0   10.68.16.39     NaN       edit   \n",
+       "219575  14377792          80         0   10.68.16.39     NaN       edit   \n",
+       "219621  14377838          80         0   10.68.16.39     NaN       edit   \n",
+       "219623  14377840          80         0   10.68.16.39     NaN       edit   \n",
+       "219626  14377843          80         0   10.68.16.39     NaN       edit   \n",
+       "219627  14377844          80         0   10.68.16.39     NaN       edit   \n",
+       "219630  14377847          80         0   10.68.16.39     NaN       edit   \n",
+       "219647  14377864          80         0   10.68.16.39     NaN       edit   \n",
+       "219654  14377871          80         0   10.68.16.39     NaN       edit   \n",
+       "219660  14377877          80         0   10.68.16.39     NaN       edit   \n",
+       "219668  14377885          80         0   10.68.16.39     NaN       edit   \n",
+       "219680  14377897          80         0   10.68.16.39     NaN       edit   \n",
+       "219685  14377902          80         0   10.68.16.39     NaN       edit   \n",
+       "219711  14377928          80         0   10.68.16.39     NaN       edit   \n",
+       "219717  14377934          80         0   10.68.16.39     NaN       edit   \n",
+       "219720  14377937          80         0   10.68.16.39     NaN       edit   \n",
+       "220106  14378323          80         0   10.68.16.39     NaN       edit   \n",
+       "220108  14378325          80         0   10.68.16.39     NaN       edit   \n",
+       "220124  14378341          80         0   10.68.16.39     NaN       edit   \n",
+       "\n",
+       "       afl_actions           afl_var_dump   afl_timestamp  afl_namespace  \\\n",
+       "206541        warn  stored-text:707056949  20160119015147              0   \n",
+       "206547        warn  stored-text:707057055  20160119015250              0   \n",
+       "206553        warn  stored-text:707057079  20160119015300              0   \n",
+       "206564        warn  stored-text:707057104  20160119015316              0   \n",
+       "206565        warn  stored-text:707057139  20160119015330              0   \n",
+       "206568        warn  stored-text:707057194  20160119015402              0   \n",
+       "206601        warn  stored-text:707057523  20160119015652              0   \n",
+       "206602        warn  stored-text:707057586  20160119015720              0   \n",
+       "206603        warn  stored-text:707057636  20160119015740              0   \n",
+       "206610        warn  stored-text:707057791  20160119015852              0   \n",
+       "206657        warn  stored-text:707058341  20160119020305              0   \n",
+       "206660        warn  stored-text:707058410  20160119020335              0   \n",
+       "206664        warn  stored-text:707058432  20160119020351              0   \n",
+       "206672        warn  stored-text:707058511  20160119020429              0   \n",
+       "206674        warn  stored-text:707058531  20160119020437              0   \n",
+       "206675        warn  stored-text:707058568  20160119020457              0   \n",
+       "206682        warn  stored-text:707058677  20160119020545              0   \n",
+       "206686        warn  stored-text:707058737  20160119020616              0   \n",
+       "206688        warn  stored-text:707058756  20160119020628              0   \n",
+       "206694        warn  stored-text:707058834  20160119020706              0   \n",
+       "206702        warn  stored-text:707058958  20160119020748              0   \n",
+       "206705        warn  stored-text:707058999  20160119020803              0   \n",
+       "206707        warn  stored-text:707059084  20160119020832              0   \n",
+       "206709        warn  stored-text:707059100  20160119020838              0   \n",
+       "206710        warn  stored-text:707059123  20160119020846              0   \n",
+       "206711        warn  stored-text:707059145  20160119020853              0   \n",
+       "206719        warn  stored-text:707059200  20160119020911              0   \n",
+       "206770        warn  stored-text:707059872  20160119021422              0   \n",
+       "206771        warn  stored-text:707059900  20160119021441              0   \n",
+       "206776        warn  stored-text:707059953  20160119021510              0   \n",
+       "...            ...                    ...             ...            ...   \n",
+       "219496        warn  stored-text:707201381  20160119220627              0   \n",
+       "219501        warn  stored-text:707201517  20160119220726              0   \n",
+       "219503        warn  stored-text:707201547  20160119220741              0   \n",
+       "219504        warn  stored-text:707201583  20160119220757              0   \n",
+       "219505        warn  stored-text:707201635  20160119220818              0   \n",
+       "219509        warn  stored-text:707201665  20160119220832              0   \n",
+       "219537        warn  stored-text:707201816  20160119220940              0   \n",
+       "219548        warn  stored-text:707201904  20160119221017              0   \n",
+       "219553        warn  stored-text:707201989  20160119221102              0   \n",
+       "219555        warn  stored-text:707202038  20160119221119              0   \n",
+       "219562        warn  stored-text:707202058  20160119221129              0   \n",
+       "219567        warn  stored-text:707202078  20160119221138              0   \n",
+       "219575        warn  stored-text:707202245  20160119221243              0   \n",
+       "219621        warn  stored-text:707202723  20160119221607              0   \n",
+       "219623        warn  stored-text:707202768  20160119221625              0   \n",
+       "219626        warn  stored-text:707202802  20160119221639              0   \n",
+       "219627        warn  stored-text:707202809  20160119221643              0   \n",
+       "219630        warn  stored-text:707202830  20160119221652              0   \n",
+       "219647        warn  stored-text:707203116  20160119221839              0   \n",
+       "219654        warn  stored-text:707203152  20160119221849              0   \n",
+       "219660        warn  stored-text:707203257  20160119221928              0   \n",
+       "219668        warn  stored-text:707203342  20160119222006              0   \n",
+       "219680        warn  stored-text:707203483  20160119222059              0   \n",
+       "219685        warn  stored-text:707203533  20160119222116              0   \n",
+       "219711        warn  stored-text:707204116  20160119222504              0   \n",
+       "219717        warn  stored-text:707204214  20160119222544              0   \n",
+       "219720        warn  stored-text:707204366  20160119222641              0   \n",
+       "220106        warn  stored-text:707210669  20160119231005              0   \n",
+       "220108        warn  stored-text:707210718  20160119231021              0   \n",
+       "220124        warn  stored-text:707210947  20160119231206              0   \n",
+       "\n",
+       "                                          afl_title  afl_wiki  afl_deleted  \\\n",
+       "206541                                  Eric_Gordon       NaN            0   \n",
+       "206547  Members_of_the_111th_United_States_Congress       NaN            0   \n",
+       "206553      Greenon_High_School_(Springfield,_Ohio)       NaN            0   \n",
+       "206564                              Maggie_Anderson       NaN            0   \n",
+       "206565                                 Josh_Blackie       NaN            0   \n",
+       "206568                      Tenacious_D_discography       NaN            0   \n",
+       "206601                              Operation_Pawan       NaN            0   \n",
+       "206602  Catholic_Central_School_(Springfield,_Ohio)       NaN            0   \n",
+       "206603                                Dane_Richards       NaN            0   \n",
+       "206610                   Milford_High_School_(Ohio)       NaN            0   \n",
+       "206657      Mitt_Romney_presidential_campaign,_2008       NaN            0   \n",
+       "206660                                    Ion_Dincă       NaN            0   \n",
+       "206664                                Hunter_(band)       NaN            0   \n",
+       "206672                           Celebrity_Solstice       NaN            0   \n",
+       "206674                                Wassim_Almawi       NaN            0   \n",
+       "206675                                         Öpir       NaN            0   \n",
+       "206682                                   EFG-Hermes       NaN            0   \n",
+       "206686                           Runaway_production       NaN            0   \n",
+       "206688                           Miguel_Angel_Corzo       NaN            0   \n",
+       "206694                             Wayne_Allyn_Root       NaN            0   \n",
+       "206702                    Tenderloin,_San_Francisco       NaN            0   \n",
+       "206705              North_Arm_Cove,_New_South_Wales       NaN            0   \n",
+       "206707                                      Case_39       NaN            0   \n",
+       "206709                                   CI_Records       NaN            0   \n",
+       "206710                             Southern_Weather       NaN            0   \n",
+       "206711                              Tang_King-shing       NaN            0   \n",
+       "206719             Walled_Lake_Northern_High_School       NaN            0   \n",
+       "206770              American_Biographical_Institute       NaN            0   \n",
+       "206771                                      Howayek       NaN            0   \n",
+       "206776           Fountain_House_(self-help_program)       NaN            0   \n",
+       "...                                             ...       ...          ...   \n",
+       "219496    Armed_Forces_Revolutionary_Council,_Ghana       NaN            0   \n",
+       "219501                                  Jason_Beghe       NaN            0   \n",
+       "219503            Tori_&_Dean:_Home_Sweet_Hollywood       NaN            0   \n",
+       "219504                          Mark_Klein_(singer)       NaN            0   \n",
+       "219505                 J._J._Johnson_(running_back)       NaN            0   \n",
+       "219509                                   Isha_Sesay       NaN            0   \n",
+       "219537                              Chinaman_(term)       NaN            0   \n",
+       "219548      Saint_Vincent's_Catholic_Medical_Center       NaN            0   \n",
+       "219553                                       The_O2       NaN            0   \n",
+       "219555                          San_Bernardo,_Chile       NaN            0   \n",
+       "219562                           Dry_powder_inhaler       NaN            0   \n",
+       "219567                                Calvin_Prasad       NaN            0   \n",
+       "219575                Wireless_Application_Protocol       NaN            0   \n",
+       "219621                             Trevor_Blackwell       NaN            0   \n",
+       "219623                                  Bill_Millin       NaN            0   \n",
+       "219626                              Oscar_Marzaroli       NaN            0   \n",
+       "219627                                Harsh_Mahajan       NaN            0   \n",
+       "219630                                Lindsay_Moran       NaN            0   \n",
+       "219647                                       IndyGo       NaN            0   \n",
+       "219654               Bobby_Reid_(American_football)       NaN            0   \n",
+       "219660                      Universidad_Veracruzana       NaN            0   \n",
+       "219668                                  Jeff_Denham       NaN            0   \n",
+       "219680                                Salma_de_Nora       NaN            0   \n",
+       "219685                                    Vinappris       NaN            0   \n",
+       "219711             Syracuse_Orange_men's_basketball       NaN            0   \n",
+       "219717        Adaptations_of_Little_Red_Riding_Hood       NaN            0   \n",
+       "219720                               Elizabeth_Knox       NaN            0   \n",
+       "220106                      Raleigh_Bicycle_Company       NaN            0   \n",
+       "220108                             Archaic_(comics)       NaN            0   \n",
+       "220124                           Nandigram_violence       NaN            0   \n",
+       "\n",
+       "        afl_patrolled_by  afl_rev_id  afl_log_id  \n",
+       "206541                 0         NaN         NaN  \n",
+       "206547                 0         NaN         NaN  \n",
+       "206553                 0         NaN         NaN  \n",
+       "206564                 0         NaN         NaN  \n",
+       "206565                 0         NaN         NaN  \n",
+       "206568                 0         NaN         NaN  \n",
+       "206601                 0         NaN         NaN  \n",
+       "206602                 0         NaN         NaN  \n",
+       "206603                 0         NaN         NaN  \n",
+       "206610                 0         NaN         NaN  \n",
+       "206657                 0         NaN         NaN  \n",
+       "206660                 0         NaN         NaN  \n",
+       "206664                 0         NaN         NaN  \n",
+       "206672                 0         NaN         NaN  \n",
+       "206674                 0         NaN         NaN  \n",
+       "206675                 0         NaN         NaN  \n",
+       "206682                 0         NaN         NaN  \n",
+       "206686                 0         NaN         NaN  \n",
+       "206688                 0         NaN         NaN  \n",
+       "206694                 0         NaN         NaN  \n",
+       "206702                 0         NaN         NaN  \n",
+       "206705                 0         NaN         NaN  \n",
+       "206707                 0         NaN         NaN  \n",
+       "206709                 0         NaN         NaN  \n",
+       "206710                 0         NaN         NaN  \n",
+       "206711                 0         NaN         NaN  \n",
+       "206719                 0         NaN         NaN  \n",
+       "206770                 0         NaN         NaN  \n",
+       "206771                 0         NaN         NaN  \n",
+       "206776                 0         NaN         NaN  \n",
+       "...                  ...         ...         ...  \n",
+       "219496                 0         NaN         NaN  \n",
+       "219501                 0         NaN         NaN  \n",
+       "219503                 0         NaN         NaN  \n",
+       "219504                 0         NaN         NaN  \n",
+       "219505                 0         NaN         NaN  \n",
+       "219509                 0         NaN         NaN  \n",
+       "219537                 0         NaN         NaN  \n",
+       "219548                 0         NaN         NaN  \n",
+       "219553                 0         NaN         NaN  \n",
+       "219555                 0         NaN         NaN  \n",
+       "219562                 0         NaN         NaN  \n",
+       "219567                 0         NaN         NaN  \n",
+       "219575                 0         NaN         NaN  \n",
+       "219621                 0         NaN         NaN  \n",
+       "219623                 0         NaN         NaN  \n",
+       "219626                 0         NaN         NaN  \n",
+       "219627                 0         NaN         NaN  \n",
+       "219630                 0         NaN         NaN  \n",
+       "219647                 0         NaN         NaN  \n",
+       "219654                 0         NaN         NaN  \n",
+       "219660                 0         NaN         NaN  \n",
+       "219668                 0         NaN         NaN  \n",
+       "219680                 0         NaN         NaN  \n",
+       "219685                 0         NaN         NaN  \n",
+       "219711                 0         NaN         NaN  \n",
+       "219717                 0         NaN         NaN  \n",
+       "219720                 0         NaN         NaN  \n",
+       "220106                 0         NaN         NaN  \n",
+       "220108                 0         NaN         NaN  \n",
+       "220124                 0         NaN         NaN  \n",
+       "\n",
+       "[1689 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# What were the very active IPs doing\n",
+    "df_jan2016[df_jan2016['afl_user_text'] == '10.68.16.39']"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Edit filter ID 80 is called \"link spam\". So this user appears to probably have entirely hit filter 80 the whole time."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>afl_id</th>\n",
+       "      <th>afl_filter</th>\n",
+       "      <th>afl_user</th>\n",
+       "      <th>afl_user_text</th>\n",
+       "      <th>afl_ip</th>\n",
+       "      <th>afl_action</th>\n",
+       "      <th>afl_actions</th>\n",
+       "      <th>afl_var_dump</th>\n",
+       "      <th>afl_timestamp</th>\n",
+       "      <th>afl_namespace</th>\n",
+       "      <th>afl_title</th>\n",
+       "      <th>afl_wiki</th>\n",
+       "      <th>afl_deleted</th>\n",
+       "      <th>afl_patrolled_by</th>\n",
+       "      <th>afl_rev_id</th>\n",
+       "      <th>afl_log_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>50629</th>\n",
+       "      <td>14208834</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704885530</td>\n",
+       "      <td>20160106073655</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50630</th>\n",
+       "      <td>14208835</td>\n",
+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704885530</td>\n",
+       "      <td>20160106073655</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50631</th>\n",
+       "      <td>14208836</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704885531</td>\n",
+       "      <td>20160106073656</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50632</th>\n",
+       "      <td>14208837</td>\n",
+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704885531</td>\n",
+       "      <td>20160106073656</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50633</th>\n",
+       "      <td>14208838</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704885534</td>\n",
+       "      <td>20160106073657</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50634</th>\n",
+       "      <td>14208839</td>\n",
+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704885534</td>\n",
+       "      <td>20160106073657</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50635</th>\n",
+       "      <td>14208840</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704885535</td>\n",
+       "      <td>20160106073657</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50636</th>\n",
+       "      <td>14208841</td>\n",
+       "      <td>279</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>stored-text:704885535</td>\n",
+       "      <td>20160106073657</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50637</th>\n",
+       "      <td>14208842</td>\n",
+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704885535</td>\n",
+       "      <td>20160106073657</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50638</th>\n",
+       "      <td>14208843</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704885536</td>\n",
+       "      <td>20160106073657</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50639</th>\n",
+       "      <td>14208844</td>\n",
+       "      <td>279</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>tag</td>\n",
+       "      <td>stored-text:704885536</td>\n",
+       "      <td>20160106073657</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50640</th>\n",
+       "      <td>14208845</td>\n",
+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704885536</td>\n",
+       "      <td>20160106073657</td>\n",
+       "      <td>11</td>\n",
+       "      <td>Africa_topic</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50650</th>\n",
+       "      <td>14208855</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704929332</td>\n",
+       "      <td>20160106150317</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Storyboard</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55414</th>\n",
+       "      <td>14213620</td>\n",
+       "      <td>220</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704929332</td>\n",
+       "      <td>20160106150317</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Storyboard</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55415</th>\n",
+       "      <td>14213621</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>20160106150317</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Storyboard</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55423</th>\n",
+       "      <td>14213629</td>\n",
+       "      <td>30</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>20160106150410</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Board_game</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55424</th>\n",
+       "      <td>14213630</td>\n",
+       "      <td>220</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>20160106150410</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>NaN</td>\n",
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+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55425</th>\n",
+       "      <td>14213631</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>20160106150410</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Board_game</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55434</th>\n",
+       "      <td>14213640</td>\n",
+       "      <td>30</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704929554</td>\n",
+       "      <td>20160106150529</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Discus_throw</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55435</th>\n",
+       "      <td>14213641</td>\n",
+       "      <td>220</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704929554</td>\n",
+       "      <td>20160106150529</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Discus_throw</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55436</th>\n",
+       "      <td>14213642</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704929554</td>\n",
+       "      <td>20160106150529</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Discus_throw</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55442</th>\n",
+       "      <td>14213648</td>\n",
+       "      <td>30</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
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+       "      <td>20160106150620</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Storyboard</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>14213649</td>\n",
+       "      <td>80</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>14213650</td>\n",
+       "      <td>220</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
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+       "      <td>20160106150620</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Storyboard</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>20160106150620</td>\n",
+       "      <td>0</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55446</th>\n",
+       "      <td>14213652</td>\n",
+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704929665</td>\n",
+       "      <td>20160106150622</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Moudy83/conference_papers</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>14213654</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704929677</td>\n",
+       "      <td>20160106150626</td>\n",
+       "      <td>15</td>\n",
+       "      <td>Real_property_law</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>stored-text:704929764</td>\n",
+       "      <td>20160106150710</td>\n",
+       "      <td>5</td>\n",
+       "      <td>WikiProject_Disney</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
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+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>stored-text:704929764</td>\n",
+       "      <td>20160106150710</td>\n",
+       "      <td>5</td>\n",
+       "      <td>WikiProject_Disney</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
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+       "      <td>5</td>\n",
+       "      <td>WikiProject_Ancient_Egypt</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
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+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704929860</td>\n",
+       "      <td>20160106150758</td>\n",
+       "      <td>5</td>\n",
+       "      <td>WikiProject_Ancient_Egypt</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
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+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704930053</td>\n",
+       "      <td>20160106150933</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Rund_Van</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
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+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704933955</td>\n",
+       "      <td>20160106154313</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56323</th>\n",
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+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:704941047</td>\n",
+       "      <td>20160106163440</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37.113.52.15</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1249 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         afl_id  afl_filter  afl_user afl_user_text  afl_ip afl_action  \\\n",
+       "50629  14208834         271         0  37.113.52.15     NaN       edit   \n",
+       "50630  14208835         466         0  37.113.52.15     NaN       edit   \n",
+       "50631  14208836         271         0  37.113.52.15     NaN       edit   \n",
+       "50632  14208837         466         0  37.113.52.15     NaN       edit   \n",
+       "50633  14208838         271         0  37.113.52.15     NaN       edit   \n",
+       "50634  14208839         466         0  37.113.52.15     NaN       edit   \n",
+       "50635  14208840         271         0  37.113.52.15     NaN       edit   \n",
+       "50636  14208841         279         0  37.113.52.15     NaN       edit   \n",
+       "50637  14208842         466         0  37.113.52.15     NaN       edit   \n",
+       "50638  14208843         271         0  37.113.52.15     NaN       edit   \n",
+       "50639  14208844         279         0  37.113.52.15     NaN       edit   \n",
+       "50640  14208845         466         0  37.113.52.15     NaN       edit   \n",
+       "50650  14208855         271         0  37.113.52.15     NaN       edit   \n",
+       "50651  14208856         466         0  37.113.52.15     NaN       edit   \n",
+       "50652  14208857         271         0  37.113.52.15     NaN       edit   \n",
+       "50653  14208858         466         0  37.113.52.15     NaN       edit   \n",
+       "50655  14208860         466         0  37.113.52.15     NaN       edit   \n",
+       "50672  14208877         271         0  37.113.52.15     NaN       edit   \n",
+       "50673  14208878         466         0  37.113.52.15     NaN       edit   \n",
+       "50685  14208890         271         0  37.113.52.15     NaN       edit   \n",
+       "50686  14208891         466         0  37.113.52.15     NaN       edit   \n",
+       "50691  14208896         271         0  37.113.52.15     NaN       edit   \n",
+       "50692  14208897         466         0  37.113.52.15     NaN       edit   \n",
+       "50706  14208911         271         0  37.113.52.15     NaN       edit   \n",
+       "50707  14208912         466         0  37.113.52.15     NaN       edit   \n",
+       "50716  14208921         271         0  37.113.52.15     NaN       edit   \n",
+       "50717  14208922         466         0  37.113.52.15     NaN       edit   \n",
+       "50718  14208923          30         0  37.113.52.15     NaN       edit   \n",
+       "50719  14208924         220         0  37.113.52.15     NaN       edit   \n",
+       "50720  14208925         271         0  37.113.52.15     NaN       edit   \n",
+       "...         ...         ...       ...           ...     ...        ...   \n",
+       "55395  14213601         220         0  37.113.52.15     NaN       edit   \n",
+       "55396  14213602         271         0  37.113.52.15     NaN       edit   \n",
+       "55397  14213603          30         0  37.113.52.15     NaN       edit   \n",
+       "55398  14213604         220         0  37.113.52.15     NaN       edit   \n",
+       "55399  14213605         271         0  37.113.52.15     NaN       edit   \n",
+       "55400  14213606         271         0  37.113.52.15     NaN       edit   \n",
+       "55401  14213607         466         0  37.113.52.15     NaN       edit   \n",
+       "55412  14213618          30         0  37.113.52.15     NaN       edit   \n",
+       "55413  14213619          80         0  37.113.52.15     NaN       edit   \n",
+       "55414  14213620         220         0  37.113.52.15     NaN       edit   \n",
+       "55415  14213621         271         0  37.113.52.15     NaN       edit   \n",
+       "55423  14213629          30         0  37.113.52.15     NaN       edit   \n",
+       "55424  14213630         220         0  37.113.52.15     NaN       edit   \n",
+       "55425  14213631         271         0  37.113.52.15     NaN       edit   \n",
+       "55434  14213640          30         0  37.113.52.15     NaN       edit   \n",
+       "55435  14213641         220         0  37.113.52.15     NaN       edit   \n",
+       "55436  14213642         271         0  37.113.52.15     NaN       edit   \n",
+       "55442  14213648          30         0  37.113.52.15     NaN       edit   \n",
+       "55443  14213649          80         0  37.113.52.15     NaN       edit   \n",
+       "55444  14213650         220         0  37.113.52.15     NaN       edit   \n",
+       "55445  14213651         271         0  37.113.52.15     NaN       edit   \n",
+       "55446  14213652         466         0  37.113.52.15     NaN       edit   \n",
+       "55448  14213654         271         0  37.113.52.15     NaN       edit   \n",
+       "55453  14213659         271         0  37.113.52.15     NaN       edit   \n",
+       "55454  14213660         466         0  37.113.52.15     NaN       edit   \n",
+       "55458  14213664         271         0  37.113.52.15     NaN       edit   \n",
+       "55459  14213665         466         0  37.113.52.15     NaN       edit   \n",
+       "55472  14213678         466         0  37.113.52.15     NaN       edit   \n",
+       "55772  14213978         466         0  37.113.52.15     NaN       edit   \n",
+       "56323  14214529         466         0  37.113.52.15     NaN       edit   \n",
+       "\n",
+       "      afl_actions           afl_var_dump   afl_timestamp  afl_namespace  \\\n",
+       "50629        warn  stored-text:704885530  20160106073655             11   \n",
+       "50630        warn  stored-text:704885530  20160106073655             11   \n",
+       "50631        warn  stored-text:704885531  20160106073656             11   \n",
+       "50632        warn  stored-text:704885531  20160106073656             11   \n",
+       "50633        warn  stored-text:704885534  20160106073657             11   \n",
+       "50634        warn  stored-text:704885534  20160106073657             11   \n",
+       "50635        warn  stored-text:704885535  20160106073657             11   \n",
+       "50636         tag  stored-text:704885535  20160106073657             11   \n",
+       "50637        warn  stored-text:704885535  20160106073657             11   \n",
+       "50638        warn  stored-text:704885536  20160106073657             11   \n",
+       "50639         tag  stored-text:704885536  20160106073657             11   \n",
+       "50640        warn  stored-text:704885536  20160106073657             11   \n",
+       "50650        warn  stored-text:704885765  20160106074015              7   \n",
+       "50651        warn  stored-text:704885765  20160106074015              7   \n",
+       "50652        warn  stored-text:704885779  20160106074032             11   \n",
+       "50653        warn  stored-text:704885779  20160106074032             11   \n",
+       "50655        warn  stored-text:704885809  20160106074055              3   \n",
+       "50672        warn  stored-text:704885976  20160106074319             11   \n",
+       "50673        warn  stored-text:704885976  20160106074319             11   \n",
+       "50685        warn  stored-text:704886146  20160106074537             11   \n",
+       "50686        warn  stored-text:704886146  20160106074537             11   \n",
+       "50691        warn  stored-text:704886188  20160106074619              5   \n",
+       "50692        warn  stored-text:704886188  20160106074619              5   \n",
+       "50706        warn  stored-text:704886515  20160106075047             11   \n",
+       "50707        warn  stored-text:704886515  20160106075047             11   \n",
+       "50716        warn  stored-text:704886707  20160106075306              5   \n",
+       "50717        warn  stored-text:704886707  20160106075306              5   \n",
+       "50718        warn  stored-text:704886730  20160106075321              0   \n",
+       "50719        warn  stored-text:704886730  20160106075321              0   \n",
+       "50720        warn  stored-text:704886730  20160106075321              0   \n",
+       "...           ...                    ...             ...            ...   \n",
+       "55395        warn  stored-text:704929137  20160106150149              0   \n",
+       "55396        warn  stored-text:704929137  20160106150149              0   \n",
+       "55397        warn  stored-text:704929141  20160106150150              0   \n",
+       "55398        warn  stored-text:704929141  20160106150150              0   \n",
+       "55399        warn  stored-text:704929141  20160106150150              0   \n",
+       "55400        warn  stored-text:704929158  20160106150157              5   \n",
+       "55401        warn  stored-text:704929158  20160106150157              5   \n",
+       "55412        warn  stored-text:704929332  20160106150317              0   \n",
+       "55413        warn  stored-text:704929332  20160106150317              0   \n",
+       "55414        warn  stored-text:704929332  20160106150317              0   \n",
+       "55415        warn  stored-text:704929332  20160106150317              0   \n",
+       "55423        warn  stored-text:704929414  20160106150410              0   \n",
+       "55424        warn  stored-text:704929414  20160106150410              0   \n",
+       "55425        warn  stored-text:704929414  20160106150410              0   \n",
+       "55434        warn  stored-text:704929554  20160106150529              0   \n",
+       "55435        warn  stored-text:704929554  20160106150529              0   \n",
+       "55436        warn  stored-text:704929554  20160106150529              0   \n",
+       "55442        warn  stored-text:704929662  20160106150620              0   \n",
+       "55443        warn  stored-text:704929662  20160106150620              0   \n",
+       "55444        warn  stored-text:704929662  20160106150620              0   \n",
+       "55445        warn  stored-text:704929662  20160106150620              0   \n",
+       "55446        warn  stored-text:704929665  20160106150622              2   \n",
+       "55448        warn  stored-text:704929677  20160106150626             15   \n",
+       "55453        warn  stored-text:704929764  20160106150710              5   \n",
+       "55454        warn  stored-text:704929764  20160106150710              5   \n",
+       "55458        warn  stored-text:704929860  20160106150758              5   \n",
+       "55459        warn  stored-text:704929860  20160106150758              5   \n",
+       "55472        warn  stored-text:704930053  20160106150933              2   \n",
+       "55772        warn  stored-text:704933955  20160106154313              3   \n",
+       "56323        warn  stored-text:704941047  20160106163440              3   \n",
+       "\n",
+       "                              afl_title  afl_wiki  afl_deleted  \\\n",
+       "50629                      Africa_topic       NaN            0   \n",
+       "50630                      Africa_topic       NaN            0   \n",
+       "50631                      Africa_topic       NaN            0   \n",
+       "50632                      Africa_topic       NaN            0   \n",
+       "50633                      Africa_topic       NaN            0   \n",
+       "50634                      Africa_topic       NaN            0   \n",
+       "50635                      Africa_topic       NaN            0   \n",
+       "50636                      Africa_topic       NaN            0   \n",
+       "50637                      Africa_topic       NaN            0   \n",
+       "50638                      Africa_topic       NaN            0   \n",
+       "50639                      Africa_topic       NaN            0   \n",
+       "50640                      Africa_topic       NaN            0   \n",
+       "50650      Sclerotinia_sclerotiorum.jpg       NaN            0   \n",
+       "50651      Sclerotinia_sclerotiorum.jpg       NaN            0   \n",
+       "50652                            Equine       NaN            0   \n",
+       "50653                            Equine       NaN            0   \n",
+       "50655                      37.113.52.15       NaN            0   \n",
+       "50672             Ancient_Greece_topics       NaN            0   \n",
+       "50673             Ancient_Greece_topics       NaN            0   \n",
+       "50685                 Noticeboard_links       NaN            0   \n",
+       "50686                 Noticeboard_links       NaN            0   \n",
+       "50691          WikiProject_Anthropology       NaN            0   \n",
+       "50692          WikiProject_Anthropology       NaN            0   \n",
+       "50706                 WikiProject_India       NaN            0   \n",
+       "50707                 WikiProject_India       NaN            0   \n",
+       "50716  WikiProject_Anglo-Saxon_Kingdoms       NaN            0   \n",
+       "50717  WikiProject_Anglo-Saxon_Kingdoms       NaN            0   \n",
+       "50718                        Skateboard       NaN            0   \n",
+       "50719                        Skateboard       NaN            0   \n",
+       "50720                        Skateboard       NaN            0   \n",
+       "...                                 ...       ...          ...   \n",
+       "55395              Billboard_(magazine)       NaN            0   \n",
+       "55396              Billboard_(magazine)       NaN            0   \n",
+       "55397                      Snowboarding       NaN            0   \n",
+       "55398                      Snowboarding       NaN            0   \n",
+       "55399                      Snowboarding       NaN            0   \n",
+       "55400            WikiProject_Antarctica       NaN            0   \n",
+       "55401            WikiProject_Antarctica       NaN            0   \n",
+       "55412                        Storyboard       NaN            0   \n",
+       "55413                        Storyboard       NaN            0   \n",
+       "55414                        Storyboard       NaN            0   \n",
+       "55415                        Storyboard       NaN            0   \n",
+       "55423                        Board_game       NaN            0   \n",
+       "55424                        Board_game       NaN            0   \n",
+       "55425                        Board_game       NaN            0   \n",
+       "55434                      Discus_throw       NaN            0   \n",
+       "55435                      Discus_throw       NaN            0   \n",
+       "55436                      Discus_throw       NaN            0   \n",
+       "55442                        Storyboard       NaN            0   \n",
+       "55443                        Storyboard       NaN            0   \n",
+       "55444                        Storyboard       NaN            0   \n",
+       "55445                        Storyboard       NaN            0   \n",
+       "55446         Moudy83/conference_papers       NaN            0   \n",
+       "55448                 Real_property_law       NaN            0   \n",
+       "55453                WikiProject_Disney       NaN            0   \n",
+       "55454                WikiProject_Disney       NaN            0   \n",
+       "55458         WikiProject_Ancient_Egypt       NaN            0   \n",
+       "55459         WikiProject_Ancient_Egypt       NaN            0   \n",
+       "55472                          Rund_Van       NaN            0   \n",
+       "55772                      37.113.52.15       NaN            0   \n",
+       "56323                      37.113.52.15       NaN            0   \n",
+       "\n",
+       "       afl_patrolled_by  afl_rev_id  afl_log_id  \n",
+       "50629                 0         NaN         NaN  \n",
+       "50630                 0         NaN         NaN  \n",
+       "50631                 0         NaN         NaN  \n",
+       "50632                 0         NaN         NaN  \n",
+       "50633                 0         NaN         NaN  \n",
+       "50634                 0         NaN         NaN  \n",
+       "50635                 0         NaN         NaN  \n",
+       "50636                 0         NaN         NaN  \n",
+       "50637                 0         NaN         NaN  \n",
+       "50638                 0         NaN         NaN  \n",
+       "50639                 0         NaN         NaN  \n",
+       "50640                 0         NaN         NaN  \n",
+       "50650                 0         NaN         NaN  \n",
+       "50651                 0         NaN         NaN  \n",
+       "50652                 0         NaN         NaN  \n",
+       "50653                 0         NaN         NaN  \n",
+       "50655                 0         NaN         NaN  \n",
+       "50672                 0         NaN         NaN  \n",
+       "50673                 0         NaN         NaN  \n",
+       "50685                 0         NaN         NaN  \n",
+       "50686                 0         NaN         NaN  \n",
+       "50691                 0         NaN         NaN  \n",
+       "50692                 0         NaN         NaN  \n",
+       "50706                 0         NaN         NaN  \n",
+       "50707                 0         NaN         NaN  \n",
+       "50716                 0         NaN         NaN  \n",
+       "50717                 0         NaN         NaN  \n",
+       "50718                 0         NaN         NaN  \n",
+       "50719                 0         NaN         NaN  \n",
+       "50720                 0         NaN         NaN  \n",
+       "...                 ...         ...         ...  \n",
+       "55395                 0         NaN         NaN  \n",
+       "55396                 0         NaN         NaN  \n",
+       "55397                 0         NaN         NaN  \n",
+       "55398                 0         NaN         NaN  \n",
+       "55399                 0         NaN         NaN  \n",
+       "55400                 0         NaN         NaN  \n",
+       "55401                 0         NaN         NaN  \n",
+       "55412                 0         NaN         NaN  \n",
+       "55413                 0         NaN         NaN  \n",
+       "55414                 0         NaN         NaN  \n",
+       "55415                 0         NaN         NaN  \n",
+       "55423                 0         NaN         NaN  \n",
+       "55424                 0         NaN         NaN  \n",
+       "55425                 0         NaN         NaN  \n",
+       "55434                 0         NaN         NaN  \n",
+       "55435                 0         NaN         NaN  \n",
+       "55436                 0         NaN         NaN  \n",
+       "55442                 0         NaN         NaN  \n",
+       "55443                 0         NaN         NaN  \n",
+       "55444                 0         NaN         NaN  \n",
+       "55445                 0         NaN         NaN  \n",
+       "55446                 0         NaN         NaN  \n",
+       "55448                 0         NaN         NaN  \n",
+       "55453                 0         NaN         NaN  \n",
+       "55454                 0         NaN         NaN  \n",
+       "55458                 0         NaN         NaN  \n",
+       "55459                 0         NaN         NaN  \n",
+       "55472                 0         NaN         NaN  \n",
+       "55772                 0         NaN         NaN  \n",
+       "56323                 0         NaN         NaN  \n",
+       "\n",
+       "[1249 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# What were the very active IPs doing\n",
+    "df_jan2016[df_jan2016['afl_user_text'] == '37.113.52.15']"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "This one has triggered very frequently (at least from thead and tail) filters 271, 279 and 466, all hidden:\n",
+    "271 \"Possible spambot\"\n",
+    "279 \"Repeated attempts to vandalize\"\n",
+    "466 \"Userspace & talk page spamming\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>afl_id</th>\n",
+       "      <th>afl_filter</th>\n",
+       "      <th>afl_user</th>\n",
+       "      <th>afl_user_text</th>\n",
+       "      <th>afl_ip</th>\n",
+       "      <th>afl_action</th>\n",
+       "      <th>afl_actions</th>\n",
+       "      <th>afl_var_dump</th>\n",
+       "      <th>afl_timestamp</th>\n",
+       "      <th>afl_namespace</th>\n",
+       "      <th>afl_title</th>\n",
+       "      <th>afl_wiki</th>\n",
+       "      <th>afl_deleted</th>\n",
+       "      <th>afl_patrolled_by</th>\n",
+       "      <th>afl_rev_id</th>\n",
+       "      <th>afl_log_id</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>252411</th>\n",
+       "      <td>14410640</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>95.152.44.52</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707617359</td>\n",
+       "      <td>20160122071743</td>\n",
+       "      <td>11</td>\n",
+       "      <td>WikiProject_Physics</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252412</th>\n",
+       "      <td>14410641</td>\n",
+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>95.152.44.52</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707617359</td>\n",
+       "      <td>20160122071743</td>\n",
+       "      <td>11</td>\n",
+       "      <td>WikiProject_Physics</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252426</th>\n",
+       "      <td>14410655</td>\n",
+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>95.152.44.52</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707617417</td>\n",
+       "      <td>20160122071827</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Nirvana</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252435</th>\n",
+       "      <td>14410664</td>\n",
+       "      <td>30</td>\n",
+       "      <td>0</td>\n",
+       "      <td>95.152.44.52</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707617482</td>\n",
+       "      <td>20160122071906</td>\n",
+       "      <td>0</td>\n",
+       "      <td>District_health_board</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252436</th>\n",
+       "      <td>14410665</td>\n",
+       "      <td>220</td>\n",
+       "      <td>0</td>\n",
+       "      <td>95.152.44.52</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707617482</td>\n",
+       "      <td>20160122071906</td>\n",
+       "      <td>0</td>\n",
+       "      <td>District_health_board</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252437</th>\n",
+       "      <td>14410666</td>\n",
+       "      <td>271</td>\n",
+       "      <td>0</td>\n",
+       "      <td>95.152.44.52</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707617482</td>\n",
+       "      <td>20160122071906</td>\n",
+       "      <td>0</td>\n",
+       "      <td>District_health_board</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252442</th>\n",
+       "      <td>14410671</td>\n",
+       "      <td>466</td>\n",
+       "      <td>0</td>\n",
+       "      <td>95.152.44.52</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707617536</td>\n",
+       "      <td>20160122071939</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Liberal_arts_education</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252451</th>\n",
+       "      <td>14410680</td>\n",
+       "      <td>132</td>\n",
+       "      <td>0</td>\n",
+       "      <td>95.152.44.52</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>edit</td>\n",
+       "      <td>warn</td>\n",
+       "      <td>stored-text:707617701</td>\n",
+       "      <td>20160122072124</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Tamil_Nadu_Pollution_Control_Board</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>252452</th>\n",
+       "      <td>14410681</td>\n",
+       "      <td>220</td>\n",
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+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1133 rows × 16 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          afl_id  afl_filter  afl_user afl_user_text  afl_ip afl_action  \\\n",
+       "252411  14410640         271         0  95.152.44.52     NaN       edit   \n",
+       "252412  14410641         466         0  95.152.44.52     NaN       edit   \n",
+       "252426  14410655         466         0  95.152.44.52     NaN       edit   \n",
+       "252435  14410664          30         0  95.152.44.52     NaN       edit   \n",
+       "252436  14410665         220         0  95.152.44.52     NaN       edit   \n",
+       "252437  14410666         271         0  95.152.44.52     NaN       edit   \n",
+       "252442  14410671         466         0  95.152.44.52     NaN       edit   \n",
+       "252451  14410680         132         0  95.152.44.52     NaN       edit   \n",
+       "252452  14410681         220         0  95.152.44.52     NaN       edit   \n",
+       "252453  14410682         271         0  95.152.44.52     NaN       edit   \n",
+       "252468  14410697         220         0  95.152.44.52     NaN       edit   \n",
+       "252469  14410698         271         0  95.152.44.52     NaN       edit   \n",
+       "252471  14410700         271         0  95.152.44.52     NaN       edit   \n",
+       "252472  14410701         466         0  95.152.44.52     NaN       edit   \n",
+       "252475  14410704         271         0  95.152.44.52     NaN       edit   \n",
+       "252476  14410705         466         0  95.152.44.52     NaN       edit   \n",
+       "252481  14410710         271         0  95.152.44.52     NaN       edit   \n",
+       "252482  14410711         466         0  95.152.44.52     NaN       edit   \n",
+       "252483  14410712         271         0  95.152.44.52     NaN       edit   \n",
+       "252484  14410713         466         0  95.152.44.52     NaN       edit   \n",
+       "252485  14410714         466         0  95.152.44.52     NaN       edit   \n",
+       "252489  14410718         220         0  95.152.44.52     NaN       edit   \n",
+       "252496  14410725         466         0  95.152.44.52     NaN       edit   \n",
+       "252506  14410735         466         0  95.152.44.52     NaN       edit   \n",
+       "252507  14410736         466         0  95.152.44.52     NaN       edit   \n",
+       "252510  14410739          30         0  95.152.44.52     NaN       edit   \n",
+       "252511  14410740          80         0  95.152.44.52     NaN       edit   \n",
+       "252512  14410741         220         0  95.152.44.52     NaN       edit   \n",
+       "252513  14410742         271         0  95.152.44.52     NaN       edit   \n",
+       "252520  14410749         271         0  95.152.44.52     NaN       edit   \n",
+       "...          ...         ...       ...           ...     ...        ...   \n",
+       "273921  14432150         466         0  95.152.44.52     NaN       edit   \n",
+       "273929  14432158         466         0  95.152.44.52     NaN       edit   \n",
+       "273949  14432178         466         0  95.152.44.52     NaN       edit   \n",
+       "273963  14432192         466         0  95.152.44.52     NaN       edit   \n",
+       "274041  14432270         466         0  95.152.44.52     NaN       edit   \n",
+       "274156  14432385         466         0  95.152.44.52     NaN       edit   \n",
+       "274183  14432412         466         0  95.152.44.52     NaN       edit   \n",
+       "274188  14432417         466         0  95.152.44.52     NaN       edit   \n",
+       "274205  14432434         466         0  95.152.44.52     NaN       edit   \n",
+       "274250  14432479         466         0  95.152.44.52     NaN       edit   \n",
+       "274291  14432520         466         0  95.152.44.52     NaN       edit   \n",
+       "274303  14432532         466         0  95.152.44.52     NaN       edit   \n",
+       "274497  14432726         466         0  95.152.44.52     NaN       edit   \n",
+       "274498  14432727         466         0  95.152.44.52     NaN       edit   \n",
+       "274499  14432728         466         0  95.152.44.52     NaN       edit   \n",
+       "274504  14432733         279         0  95.152.44.52     NaN       edit   \n",
+       "274505  14432734         466         0  95.152.44.52     NaN       edit   \n",
+       "274547  14432776         466         0  95.152.44.52     NaN       edit   \n",
+       "274568  14432797         466         0  95.152.44.52     NaN       edit   \n",
+       "274570  14432799         466         0  95.152.44.52     NaN       edit   \n",
+       "274587  14432816         466         0  95.152.44.52     NaN       edit   \n",
+       "274638  14432867         466         0  95.152.44.52     NaN       edit   \n",
+       "274645  14432874         466         0  95.152.44.52     NaN       edit   \n",
+       "274682  14432911         466         0  95.152.44.52     NaN       edit   \n",
+       "274694  14432923         466         0  95.152.44.52     NaN       edit   \n",
+       "274701  14432930         466         0  95.152.44.52     NaN       edit   \n",
+       "274743  14432972         466         0  95.152.44.52     NaN       edit   \n",
+       "274977  14433206         466         0  95.152.44.52     NaN       edit   \n",
+       "275175  14433404         466         0  95.152.44.52     NaN       edit   \n",
+       "275208  14433437         466         0  95.152.44.52     NaN       edit   \n",
+       "\n",
+       "       afl_actions           afl_var_dump   afl_timestamp  afl_namespace  \\\n",
+       "252411        warn  stored-text:707617359  20160122071743             11   \n",
+       "252412        warn  stored-text:707617359  20160122071743             11   \n",
+       "252426        warn  stored-text:707617417  20160122071827              1   \n",
+       "252435        warn  stored-text:707617482  20160122071906              0   \n",
+       "252436        warn  stored-text:707617482  20160122071906              0   \n",
+       "252437        warn  stored-text:707617482  20160122071906              0   \n",
+       "252442        warn  stored-text:707617536  20160122071939              1   \n",
+       "252451        warn  stored-text:707617701  20160122072124              0   \n",
+       "252452        warn  stored-text:707617701  20160122072124              0   \n",
+       "252453        warn  stored-text:707617701  20160122072124              0   \n",
+       "252468        warn  stored-text:707618028  20160122072525              0   \n",
+       "252469        warn  stored-text:707618028  20160122072525              0   \n",
+       "252471        warn  stored-text:707618149  20160122072655              5   \n",
+       "252472        warn  stored-text:707618149  20160122072655              5   \n",
+       "252475        warn  stored-text:707618213  20160122072740              5   \n",
+       "252476        warn  stored-text:707618213  20160122072740              5   \n",
+       "252481        warn  stored-text:707618288  20160122072822             11   \n",
+       "252482        warn  stored-text:707618288  20160122072822             11   \n",
+       "252483        warn  stored-text:707618306  20160122072840              5   \n",
+       "252484        warn  stored-text:707618306  20160122072840              5   \n",
+       "252485        warn  stored-text:707618330  20160122072900              2   \n",
+       "252489        warn  stored-text:707618417  20160122072954              0   \n",
+       "252496        warn  stored-text:707618504  20160122073048              2   \n",
+       "252506        warn  stored-text:707618641  20160122073219              3   \n",
+       "252507        warn  stored-text:707618642  20160122073219              3   \n",
+       "252510        warn  stored-text:707618663  20160122073230              0   \n",
+       "252511        warn  stored-text:707618663  20160122073230              0   \n",
+       "252512        warn  stored-text:707618663  20160122073230              0   \n",
+       "252513        warn  stored-text:707618663  20160122073230              0   \n",
+       "252520        warn  stored-text:707618705  20160122073309              5   \n",
+       "...            ...                    ...             ...            ...   \n",
+       "273921        warn  stored-text:707956130  20160124064846              3   \n",
+       "273929        warn  stored-text:707956462  20160124065248              3   \n",
+       "273949        warn  stored-text:707956787  20160124065635              3   \n",
+       "273963        warn  stored-text:707957098  20160124070024              3   \n",
+       "274041        warn  stored-text:707957765  20160124070849              3   \n",
+       "274156        warn  stored-text:707959421  20160124072643              3   \n",
+       "274183        warn  stored-text:707959738  20160124072936              3   \n",
+       "274188        warn  stored-text:707959944  20160124073147              3   \n",
+       "274205        warn  stored-text:707960204  20160124073426              3   \n",
+       "274250        warn  stored-text:707960979  20160124074243              3   \n",
+       "274291        warn  stored-text:707962056  20160124075332              3   \n",
+       "274303        warn  stored-text:707962246  20160124075550              3   \n",
+       "274497        warn  stored-text:707964684  20160124082915              3   \n",
+       "274498        warn  stored-text:707964722  20160124082943              3   \n",
+       "274499        warn  stored-text:707964723  20160124082943              3   \n",
+       "274504         tag  stored-text:707964952  20160124083226              3   \n",
+       "274505        warn  stored-text:707964952  20160124083226              3   \n",
+       "274547        warn  stored-text:707965928  20160124084432              3   \n",
+       "274568        warn  stored-text:707966386  20160124085058              3   \n",
+       "274570        warn  stored-text:707966449  20160124085145              3   \n",
+       "274587        warn  stored-text:707966668  20160124085503              3   \n",
+       "274638        warn  stored-text:707967538  20160124090650              3   \n",
+       "274645        warn  stored-text:707968145  20160124091037              3   \n",
+       "274682        warn  stored-text:707968578  20160124091630              3   \n",
+       "274694        warn  stored-text:707968842  20160124092017              3   \n",
+       "274701        warn  stored-text:707968943  20160124092151              3   \n",
+       "274743        warn  stored-text:707969914  20160124093307              3   \n",
+       "274977        warn  stored-text:707973247  20160124101413              3   \n",
+       "275175        warn  stored-text:707976610  20160124105155              3   \n",
+       "275208        warn  stored-text:707977190  20160124105840              3   \n",
+       "\n",
+       "                                 afl_title  afl_wiki  afl_deleted  \\\n",
+       "252411                 WikiProject_Physics       NaN            0   \n",
+       "252412                 WikiProject_Physics       NaN            0   \n",
+       "252426                             Nirvana       NaN            0   \n",
+       "252435               District_health_board       NaN            0   \n",
+       "252436               District_health_board       NaN            0   \n",
+       "252437               District_health_board       NaN            0   \n",
+       "252442              Liberal_arts_education       NaN            0   \n",
+       "252451  Tamil_Nadu_Pollution_Control_Board       NaN            0   \n",
+       "252452  Tamil_Nadu_Pollution_Control_Board       NaN            0   \n",
+       "252453  Tamil_Nadu_Pollution_Control_Board       NaN            0   \n",
+       "252468                         Joint-board       NaN            0   \n",
+       "252469                         Joint-board       NaN            0   \n",
+       "252471              WikiProject_Technology       NaN            0   \n",
+       "252472              WikiProject_Technology       NaN            0   \n",
+       "252475               WikiProject_Microsoft       NaN            0   \n",
+       "252476               WikiProject_Microsoft       NaN            0   \n",
+       "252481               Black_Hole_Recordings       NaN            0   \n",
+       "252482               Black_Hole_Recordings       NaN            0   \n",
+       "252483            WikiProject_Pharmacology       NaN            0   \n",
+       "252484            WikiProject_Pharmacology       NaN            0   \n",
+       "252485            ChrisGualtieri/Backlog/1       NaN            0   \n",
+       "252489                       Mladen_Vranic       NaN            0   \n",
+       "252496                     Msr69er/Sandbox       NaN            0   \n",
+       "252506                        95.152.44.52       NaN            0   \n",
+       "252507                        95.152.44.52       NaN            0   \n",
+       "252510  The_Adventure_of_the_Cardboard_Box       NaN            0   \n",
+       "252511  The_Adventure_of_the_Cardboard_Box       NaN            0   \n",
+       "252512  The_Adventure_of_the_Cardboard_Box       NaN            0   \n",
+       "252513  The_Adventure_of_the_Cardboard_Box       NaN            0   \n",
+       "252520           WikiProject_Ancient_Egypt       NaN            0   \n",
+       "...                                    ...       ...          ...   \n",
+       "273921                        95.152.44.52       NaN            0   \n",
+       "273929                        95.152.44.52       NaN            0   \n",
+       "273949                        95.152.44.52       NaN            0   \n",
+       "273963                        95.152.44.52       NaN            0   \n",
+       "274041                        95.152.44.52       NaN            0   \n",
+       "274156                        95.152.44.52       NaN            0   \n",
+       "274183                        95.152.44.52       NaN            0   \n",
+       "274188                        95.152.44.52       NaN            0   \n",
+       "274205                        95.152.44.52       NaN            0   \n",
+       "274250                        95.152.44.52       NaN            0   \n",
+       "274291                        95.152.44.52       NaN            0   \n",
+       "274303                        95.152.44.52       NaN            0   \n",
+       "274497                        95.152.44.52       NaN            0   \n",
+       "274498                        95.152.44.52       NaN            0   \n",
+       "274499                        95.152.44.52       NaN            0   \n",
+       "274504                        95.152.44.52       NaN            0   \n",
+       "274505                        95.152.44.52       NaN            0   \n",
+       "274547                        95.152.44.52       NaN            0   \n",
+       "274568                        95.152.44.52       NaN            0   \n",
+       "274570                        95.152.44.52       NaN            0   \n",
+       "274587                        95.152.44.52       NaN            0   \n",
+       "274638                        95.152.44.52       NaN            0   \n",
+       "274645                        95.152.44.52       NaN            0   \n",
+       "274682                        95.152.44.52       NaN            0   \n",
+       "274694                        95.152.44.52       NaN            0   \n",
+       "274701                        95.152.44.52       NaN            0   \n",
+       "274743                        95.152.44.52       NaN            0   \n",
+       "274977                        95.152.44.52       NaN            0   \n",
+       "275175                        95.152.44.52       NaN            0   \n",
+       "275208                        95.152.44.52       NaN            0   \n",
+       "\n",
+       "        afl_patrolled_by  afl_rev_id  afl_log_id  \n",
+       "252411                 0         NaN         NaN  \n",
+       "252412                 0         NaN         NaN  \n",
+       "252426                 0         NaN         NaN  \n",
+       "252435                 0         NaN         NaN  \n",
+       "252436                 0         NaN         NaN  \n",
+       "252437                 0         NaN         NaN  \n",
+       "252442                 0         NaN         NaN  \n",
+       "252451                 0         NaN         NaN  \n",
+       "252452                 0         NaN         NaN  \n",
+       "252453                 0         NaN         NaN  \n",
+       "252468                 0         NaN         NaN  \n",
+       "252469                 0         NaN         NaN  \n",
+       "252471                 0         NaN         NaN  \n",
+       "252472                 0         NaN         NaN  \n",
+       "252475                 0         NaN         NaN  \n",
+       "252476                 0         NaN         NaN  \n",
+       "252481                 0         NaN         NaN  \n",
+       "252482                 0         NaN         NaN  \n",
+       "252483                 0         NaN         NaN  \n",
+       "252484                 0         NaN         NaN  \n",
+       "252485                 0         NaN         NaN  \n",
+       "252489                 0         NaN         NaN  \n",
+       "252496                 0         NaN         NaN  \n",
+       "252506                 0         NaN         NaN  \n",
+       "252507                 0         NaN         NaN  \n",
+       "252510                 0         NaN         NaN  \n",
+       "252511                 0         NaN         NaN  \n",
+       "252512                 0         NaN         NaN  \n",
+       "252513                 0         NaN         NaN  \n",
+       "252520                 0         NaN         NaN  \n",
+       "...                  ...         ...         ...  \n",
+       "273921                 0         NaN         NaN  \n",
+       "273929                 0         NaN         NaN  \n",
+       "273949                 0         NaN         NaN  \n",
+       "273963                 0         NaN         NaN  \n",
+       "274041                 0         NaN         NaN  \n",
+       "274156                 0         NaN         NaN  \n",
+       "274183                 0         NaN         NaN  \n",
+       "274188                 0         NaN         NaN  \n",
+       "274205                 0         NaN         NaN  \n",
+       "274250                 0         NaN         NaN  \n",
+       "274291                 0         NaN         NaN  \n",
+       "274303                 0         NaN         NaN  \n",
+       "274497                 0         NaN         NaN  \n",
+       "274498                 0         NaN         NaN  \n",
+       "274499                 0         NaN         NaN  \n",
+       "274504                 0         NaN         NaN  \n",
+       "274505                 0         NaN         NaN  \n",
+       "274547                 0         NaN         NaN  \n",
+       "274568                 0         NaN         NaN  \n",
+       "274570                 0         NaN         NaN  \n",
+       "274587                 0         NaN         NaN  \n",
+       "274638                 0         NaN         NaN  \n",
+       "274645                 0         NaN         NaN  \n",
+       "274682                 0         NaN         NaN  \n",
+       "274694                 0         NaN         NaN  \n",
+       "274701                 0         NaN         NaN  \n",
+       "274743                 0         NaN         NaN  \n",
+       "274977                 0         NaN         NaN  \n",
+       "275175                 0         NaN         NaN  \n",
+       "275208                 0         NaN         NaN  \n",
+       "\n",
+       "[1133 rows x 16 columns]"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# What were the very active IPs doing\n",
+    "df_jan2016[df_jan2016['afl_user_text'] == '95.152.44.52']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "edit                 300781\n",
+       "createaccount         71902\n",
+       "move                    193\n",
+       "autocreateaccount        18\n",
+       "gatheredit                9\n",
+       "delete                    4\n",
+       "Name: afl_action, dtype: int64"
+      ]
+     },
+     "execution_count": 43,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Number of hits per editor's actions\n",
+    "df_jan2016['afl_action'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "527    71853\n",
+       "61     27072\n",
+       "650    24264\n",
+       "633    21099\n",
+       "279    18460\n",
+       "636    17279\n",
+       "384    15080\n",
+       "135    10028\n",
+       "30      7829\n",
+       "172     7471\n",
+       "271     7192\n",
+       "380     6554\n",
+       "80      6530\n",
+       "364     6238\n",
+       "686     6089\n",
+       "712     5597\n",
+       "466     5555\n",
+       "432     5398\n",
+       "220     5385\n",
+       "550     5215\n",
+       "189     4730\n",
+       "3       4656\n",
+       "148     4470\n",
+       "260     4148\n",
+       "614     4120\n",
+       "231     3398\n",
+       "631     3349\n",
+       "225     3245\n",
+       "46      3174\n",
+       "680     3134\n",
+       "       ...  \n",
+       "242       19\n",
+       "706       19\n",
+       "16        19\n",
+       "734       18\n",
+       "264       18\n",
+       "710       17\n",
+       "666       15\n",
+       "722       14\n",
+       "167       13\n",
+       "294       10\n",
+       "624        9\n",
+       "727        8\n",
+       "651        8\n",
+       "637        8\n",
+       "745        6\n",
+       "52         6\n",
+       "674        6\n",
+       "748        5\n",
+       "690        5\n",
+       "2          5\n",
+       "597        4\n",
+       "579        4\n",
+       "709        4\n",
+       "68         4\n",
+       "554        3\n",
+       "749        3\n",
+       "596        1\n",
+       "718        1\n",
+       "459        1\n",
+       "694        1\n",
+       "Name: afl_filter, Length: 138, dtype: int64"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Number of hits per filter\n",
+    "df_jan2016['afl_filter'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "UserLogin                                                                                                                                          71920\n",
+       "Skateboard                                                                                                                                           660\n",
+       "Conchobar_Lads_Tomlinson                                                                                                                             584\n",
+       "Billboard_(magazine)                                                                                                                                 536\n",
+       "Chris_Stark                                                                                                                                          467\n",
+       "Tyler_Joseph                                                                                                                                         431\n",
+       "Bulletin_board_system                                                                                                                                339\n",
+       "Hailey_Baldwin                                                                                                                                       328\n",
+       "Flickr_-_Official_U.S._Navy_Imagery_-_Sailors_play_board_games_with_children_at_the_Cameron_Community_Ministries_during_Rochester_Navy_Week.jpg      322\n",
+       "Ryback                                                                                                                                               287\n",
+       "Aditya_Pratap                                                                                                                                        247\n",
+       "95.152.44.52                                                                                                                                         232\n",
+       "WikiProject_Film                                                                                                                                     232\n",
+       "British_Board_of_Film_Classification                                                                                                                 224\n",
+       "10_Cloverfield_Lane                                                                                                                                  219\n",
+       "Keyboard_instrument                                                                                                                                  217\n",
+       "Board_game                                                                                                                                           203\n",
+       "176.97.116.140                                                                                                                                       202\n",
+       "93.124.46.78                                                                                                                                         198\n",
+       "AbhiJahazi                                                                                                                                           186\n",
+       "Board                                                                                                                                                184\n",
+       "Entertainment_Software_Rating_Board                                                                                                                  178\n",
+       "Battle_of_the_Alamo                                                                                                                                  169\n",
+       "Computer_keyboard                                                                                                                                    161\n",
+       "Cultural_history_of_the_buttocks                                                                                                                     155\n",
+       "Conchobar_Tomlinson                                                                                                                                  155\n",
+       "History_of_the_internal_combustion_engine                                                                                                            154\n",
+       "Skateboarder_(magazine)                                                                                                                              146\n",
+       "WikiProject_Video_games                                                                                                                              140\n",
+       "Cian_Mitchell                                                                                                                                        140\n",
+       "                                                                                                                                                   ...  \n",
+       "Surfix                                                                                                                                                 1\n",
+       "British_Colonial_Research_Committee                                                                                                                    1\n",
+       "Nassau_County_Police_Department                                                                                                                        1\n",
+       "Institute_of_Health_Sciences_Bhubaneswar                                                                                                               1\n",
+       "Underwater_Pompeii                                                                                                                                     1\n",
+       "El_Valle_de_Antón                                                                                                                                      1\n",
+       "Make_My_Journeys                                                                                                                                       1\n",
+       "Ten_Fold_Engineering                                                                                                                                   1\n",
+       "LNER_Class_A3_4472_Flying_Scotsman                                                                                                                     1\n",
+       "North_Eastern_College                                                                                                                                  1\n",
+       "Zillow                                                                                                                                                 1\n",
+       "Ww57614wW                                                                                                                                              1\n",
+       "Junkyard_Dog                                                                                                                                           1\n",
+       "John_Steptoe                                                                                                                                           1\n",
+       "Financial_doctor                                                                                                                                       1\n",
+       "Music_of_Portugal                                                                                                                                      1\n",
+       "Northwoods_Mall_(North_Charleston,_South_Carolina)                                                                                                     1\n",
+       "Niuman_Romero                                                                                                                                          1\n",
+       "Chaudhry_Faisal_Mushtaq                                                                                                                                1\n",
+       "Big_Island_(Bay_of_Quinte)                                                                                                                             1\n",
+       "Venus_of_Willendorf                                                                                                                                    1\n",
+       "Alexis_Argüello                                                                                                                                        1\n",
+       "Pdfpdf/Images_of_Adelaide                                                                                                                              1\n",
+       "Chickasaw_State_Park_(Alabama)                                                                                                                         1\n",
+       "Torin's_Passage                                                                                                                                        1\n",
+       "Gulshanthakurbohani                                                                                                                                    1\n",
+       "WPCH-TV                                                                                                                                                1\n",
+       "List_of_countries_with_IKEA_stores                                                                                                                     1\n",
+       "Phelps,_New_York                                                                                                                                       1\n",
+       "Micheál_Quirke                                                                                                                                         1\n",
+       "Name: afl_title, Length: 91387, dtype: int64"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Number of hits per intended edit page\n",
+    "df_jan2016['afl_title'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To be fair, I don't see any particularly interesting or conspicious pattern, beside the 71920 attempts at account creations. Neither the pages edited are extraordinary, nor are there particular pages with extra-orbitant hits; users are not particularly interesting either and it's mostly the most active filters that got triggered anyway.\n",
+    "\n",
+    "But maybe it's exactly them that make the 71920 hits difference to all the \"standard\" numbers. I'm comparing this with September 2016 (238406 hits) for reference."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Filter hits in September 2016"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "edit                 213279\n",
+       "createaccount         24824\n",
+       "move                    196\n",
+       "autocreateaccount        88\n",
+       "delete                   19\n",
+       "Name: afl_action, dtype: int64"
+      ]
+     },
+     "execution_count": 47,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_sep2016 = pd.read_csv(\"quarry-37496-abuselog-entries-en-wiki-in-september-2016-run389243.csv\", sep=',')\n",
+    "\n",
+    "# Number of hits per editor's actions\n",
+    "df_sep2016['afl_action'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Mh. The comparison is not really insightful. It's just a proportionally smaller numbers of all actions."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "89.178.207.116                             495\n",
+       "98.206.72.9                                207\n",
+       "Erwewer7                                   182\n",
+       "209.93.158.179                             154\n",
+       "PCSO Bethany Slaughter                     136\n",
+       "GoldRingChip                               110\n",
+       "191.176.114.155                             95\n",
+       "2001:56A:F655:EE00:D04F:9F13:A37A:E2A       93\n",
+       "DY3o!                                       92\n",
+       "84.236.56.77                                91\n",
+       "Sdfghuykiujhgf                              87\n",
+       "Safdfhgjusasssss                            87\n",
+       "184.184.116.211                             86\n",
+       "Asdfghjkjhgfdsdfgh                          85\n",
+       "Junior5a is Queer                           82\n",
+       "Werldwayd                                   81\n",
+       "PanchoS                                     80\n",
+       "107.77.219.67                               78\n",
+       "192.43.223.44                               76\n",
+       "DIo.cixia                                   76\n",
+       "24.130.207.26                               75\n",
+       "2604:2D80:C029:EA1A:71CB:BB4E:3103:A9E3     74\n",
+       "2604:5500:5:19FF:B156:28C6:E959:32CC        74\n",
+       "Serena bella02                              73\n",
+       "Madi.f.n                                    69\n",
+       "BOBMARLEY2009                               66\n",
+       "104.180.173.218                             65\n",
+       "Rahulsharma15456                            63\n",
+       "98.215.193.216                              63\n",
+       "104.192.9.9                                 63\n",
+       "                                          ... \n",
+       "138.75.232.218                               1\n",
+       "Vikas gurubani                               1\n",
+       "98.175.57.5                                  1\n",
+       "Borewell                                     1\n",
+       "Lazykitty56                                  1\n",
+       "66.213.114.164                               1\n",
+       "Dokis42                                      1\n",
+       "Jazz.72610                                   1\n",
+       "2A02:C7F:701D:D400:D073:8013:DD18:C67F       1\n",
+       "2601:2C1:8501:1D40:ACD0:8E11:CB10:9123       1\n",
+       "Whythe7                                      1\n",
+       "Haniakaranvirbohra288                        1\n",
+       "24.185.136.136                               1\n",
+       "Darkxtuik                                    1\n",
+       "Tjdecker56                                   1\n",
+       "73.200.112.132                               1\n",
+       "173.167.213.181                              1\n",
+       "213.205.251.187                              1\n",
+       "2602:30A:C088:C780:81E9:6A8C:69CC:6762       1\n",
+       "2607:FB90:2444:8144:35A1:1D8:4D99:13B2       1\n",
+       "Bumblebumble31                               1\n",
+       "99.227.188.25                                1\n",
+       "103.41.42.229                                1\n",
+       "Aksingh745                                   1\n",
+       "2600:1009:B000:28FB:3160:9AFC:8D37:C86B      1\n",
+       "Sir Brayne                                   1\n",
+       "152.208.0.130                                1\n",
+       "2603:3004:709:6D00:34A3:8628:FB0D:D983       1\n",
+       "179.255.223.23                               1\n",
+       "2605:E000:4E4D:2400:8C60:FA32:AB8C:C4DB      1\n",
+       "Name: afl_user_text, Length: 100862, dtype: int64"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Number of hits per editor\n",
+    "df_sep2016['afl_user_text'].value_counts() #TODO intersect users with actions/pages"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The comparison of number of edits per user reveals that in January there were a couple of particularly active IPs. It would be interesting to know what they were trying to do."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Actions over the years"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 6,
-- 
GitLab