diff --git a/src/explore.ipynb b/src/explore.ipynb
index da2ea43ea068e2d289fc33b21831a585f09242d8..81e7c84065115ba1c4725a4123cdf94643e76803 100644
--- a/src/explore.ipynb
+++ b/src/explore.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 20,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -56,7 +56,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -72,7 +72,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -109,7 +109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
@@ -143,7 +143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -177,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 26,
    "metadata": {},
    "outputs": [
     {
@@ -304,7 +304,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 29,
    "metadata": {},
    "outputs": [
     {
@@ -319,7 +319,7 @@
     }
    ],
    "source": [
-    "# interchange outer and inner rings\n",
+    "# swap outer and inner rings\n",
     "\n",
     "fig, ax = plt.subplots(num=None, figsize=(12, 6), dpi=80, facecolor='w', edgecolor='k')\n",
     "\n",
@@ -364,7 +364,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [
     {
@@ -12665,7 +12665,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12722,14 +12722,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 65,
+   "execution_count": 74,
    "metadata": {
     "scrolled": true
    },
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1440x480 with 1 Axes>"
       ]
@@ -12781,12 +12781,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 78,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
+      "image/png": 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\n",
       "text/plain": [
        "<Figure size 1440x480 with 1 Axes>"
       ]
@@ -12839,10 +12839,20 @@
     "tags_2nd = [x[0] for x in all_tags_2nd_counts]\n",
     "counts_2nd = [x[1] for x in all_tags_2nd_counts]\n",
     "\n",
+    "'''\n",
     "colormap={'vandalism':'#29506D',\n",
     "          'good_faith':'#AAA439',\n",
     "          'maintenance':'#D4A76A',\n",
     "          'unknown':'#FFDBAA'}\n",
+    "          \n",
+    "colors = cmap(np.array([1, 5, 9, 13]))\n",
+    "'''\n",
+    "\n",
+    "cmap = plt.get_cmap(\"tab20b\")\n",
+    "colormap={'vandalism':cmap(1),\n",
+    "          'good_faith':cmap(5),\n",
+    "          'maintenance':cmap(9),\n",
+    "          'unknown':cmap(13)}\n",
     "\n",
     "plt.yscale(\"log\")\n",
     "plt.xlabel('actions')\n",
@@ -12856,7 +12866,9 @@
   {
    "cell_type": "code",
    "execution_count": 15,
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [
     {
      "data": {
@@ -12893,16 +12905,683 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 960x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# interchange outer and inner rings\n",
+    "\n",
+    "fig, ax = plt.subplots(num=None, figsize=(12, 6), dpi=80, facecolor='w', edgecolor='k')\n",
+    "\n",
+    "labels = ['vandalism', 'good_faith', 'maintenance', 'unknown']\n",
+    "vals = np.array([parent_cats['vandalism'], parent_cats['good_faith'], parent_cats['maintenance'], parent_cats['unknown']])\n",
+    "wedge = 0.3\n",
+    "\n",
+    "cmap = plt.get_cmap(\"tab20b\")\n",
+    "colors = cmap(np.array([1, 5, 9, 13]))\n",
+    "\n",
+    "wedges, _, texts = ax.pie(vals.flatten(), autopct='%1.1f%%', pctdistance=0.85, radius=1, colors=colors, \n",
+    "       wedgeprops=dict(width=wedge, edgecolor='w'),\n",
+    "       textprops=dict(color='w', fontsize=11, fontweight='demi'))\n",
+    "\n",
+    "ax.set(aspect=\"equal\", zorder=0)\n",
+    "\n",
+    "bbox_props = dict(boxstyle=\"square,pad=0.3\", fc=\"w\", ec=\"k\", lw=0.72)\n",
+    "kw = dict(arrowprops=dict(arrowstyle=\"-\"),\n",
+    "          bbox=bbox_props, zorder=1, va=\"center\")\n",
+    "\n",
+    "for i, p in enumerate(wedges):\n",
+    "    ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
+    "    y = np.sin(np.deg2rad(ang))\n",
+    "    x = np.cos(np.deg2rad(ang))\n",
+    "    horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n",
+    "    connectionstyle = \"angle,angleA=0,angleB={}\".format(ang)\n",
+    "    kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n",
+    "    ax.annotate(labels[i], xy=(x, y), xytext=(1.35*np.sign(x), 1.4*y),\n",
+    "                horizontalalignment=horizontalalignment, fontsize=14, **kw)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 960x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# TODO make the above pie chart for active filters only\n",
+    "enabled_tags_2nd = collections.Counter(flatten([x.split(\", \") for x in list(df_2nd.query('af_enabled==1')['manual_tags'])])).most_common()\n",
+    "\n",
+    "# compute num of filters per parent category\n",
+    "parent_cats_enabled = {'vandalism': 0,\n",
+    "                       'good_faith': 0,\n",
+    "                       'maintenance': 0,\n",
+    "                       'unknown': 0}\n",
+    "\n",
+    "for x in enabled_tags_2nd:\n",
+    "    parent_cats_enabled[clusters[x[0]]] += x[1]\n",
+    "\n",
+    "fig, ax = plt.subplots(num=None, figsize=(12, 6), dpi=80, facecolor='w', edgecolor='k')\n",
+    "\n",
+    "labels = ['vandalism', 'good_faith', 'maintenance', 'unknown']\n",
+    "vals = np.array([parent_cats_enabled['vandalism'], parent_cats_enabled['good_faith'], parent_cats_enabled['maintenance'], parent_cats_enabled['unknown']])\n",
+    "wedge = 0.3\n",
+    "\n",
+    "cmap = plt.get_cmap(\"tab20b\")\n",
+    "colors = cmap(np.array([1, 5, 9, 13]))\n",
+    "\n",
+    "wedges, _, texts = ax.pie(vals.flatten(), autopct='%1.1f%%', pctdistance=0.85, radius=1, colors=colors, \n",
+    "       wedgeprops=dict(width=wedge, edgecolor='w'),\n",
+    "       textprops=dict(color='w', fontsize=11, fontweight='demi'))\n",
+    "\n",
+    "ax.set(aspect=\"equal\", zorder=0)\n",
+    "\n",
+    "bbox_props = dict(boxstyle=\"square,pad=0.3\", fc=\"w\", ec=\"k\", lw=0.72)\n",
+    "kw = dict(arrowprops=dict(arrowstyle=\"-\"),\n",
+    "          bbox=bbox_props, zorder=1, va=\"center\")\n",
+    "\n",
+    "for i, p in enumerate(wedges):\n",
+    "    ang = (p.theta2 - p.theta1)/2. + p.theta1\n",
+    "    y = np.sin(np.deg2rad(ang))\n",
+    "    x = np.cos(np.deg2rad(ang))\n",
+    "    horizontalalignment = {-1: \"right\", 1: \"left\"}[int(np.sign(x))]\n",
+    "    connectionstyle = \"angle,angleA=0,angleB={}\".format(ang)\n",
+    "    kw[\"arrowprops\"].update({\"connectionstyle\": connectionstyle})\n",
+    "    ax.annotate(labels[i], xy=(x, y), xytext=(1.35*np.sign(x), 1.4*y),\n",
+    "                horizontalalignment=horizontalalignment, fontsize=14, **kw)\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 94,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#TODO Plot (manual tags)*(hit count) for all filters"
+    "#TODO Plot (manual tags)*(hit count) for all filters\n",
+    "\n",
+    "\"\"\"\n",
+    "Note\n",
+    "somehow counts are weird\n",
+    "len(df_hits_month) = 15471\n",
+    "len(df_hits_month_tags) = 15474 <-- dunno where the 3 extra rows come from; they also seem to contain NA values;\n",
+    "however inner merge results in a frame with 15737 entries --> so here, 4 values are somehow lost..\n",
+    "\"\"\"\n",
+    "\n",
+    "# Which filters were triggered how often over the years\n",
+    "df_hits_month = pd.read_csv(\"quarry-34015-abuse-filters-hits-per-filter-per-month-en-wiki-run390706.csv\", sep=',')\n",
+    "df_hits_month['LogMonth'] = pd.to_datetime(df_hits_month['LogMonth'], format=\"%Y%m\")\n",
+    "df_hits_month_tags = df_hits_month.merge(df_2nd[['af_id', 'manual_tags']], how='inner', left_on='FilterID', right_on='af_id')\n",
+    "#df_hits_month_tags.filter(axis=0) #[df_hits_month_tags[\"manual_tags\"] == \"hidden_vandalism\"]['LogMonth']\n",
+    "df_hits_month_tags['clusters'] = [clusters[x] for x in df_hits_month_tags[\"manual_tags\"]]\n",
+    "df_hits_month_tags"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": 107,
+   "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></th>\n",
+       "      <th>FilterID</th>\n",
+       "      <th>Freq</th>\n",
+       "      <th>af_id</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>LogMonth</th>\n",
+       "      <th>clusters</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">2009-03-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>1687</td>\n",
+       "      <td>70126</td>\n",
+       "      <td>1687</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>277</td>\n",
+       "      <td>435</td>\n",
+       "      <td>277</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>3692</td>\n",
+       "      <td>28447</td>\n",
+       "      <td>3692</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2009-04-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>2459</td>\n",
+       "      <td>129561</td>\n",
+       "      <td>2459</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>336</td>\n",
+       "      <td>1814</td>\n",
+       "      <td>336</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>134</td>\n",
+       "      <td>494</td>\n",
+       "      <td>134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>5118</td>\n",
+       "      <td>47283</td>\n",
+       "      <td>5118</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2009-05-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>3401</td>\n",
+       "      <td>132725</td>\n",
+       "      <td>3401</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>335</td>\n",
+       "      <td>8232</td>\n",
+       "      <td>335</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>134</td>\n",
+       "      <td>368</td>\n",
+       "      <td>134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>5494</td>\n",
+       "      <td>70554</td>\n",
+       "      <td>5494</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2009-06-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>4174</td>\n",
+       "      <td>115746</td>\n",
+       "      <td>4174</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>926</td>\n",
+       "      <td>9005</td>\n",
+       "      <td>926</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>134</td>\n",
+       "      <td>129</td>\n",
+       "      <td>134</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>6481</td>\n",
+       "      <td>54296</td>\n",
+       "      <td>6481</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2009-07-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>4862</td>\n",
+       "      <td>105166</td>\n",
+       "      <td>4862</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>737</td>\n",
+       "      <td>7204</td>\n",
+       "      <td>737</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>208</td>\n",
+       "      <td>7</td>\n",
+       "      <td>208</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>5855</td>\n",
+       "      <td>48616</td>\n",
+       "      <td>5855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2009-08-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>4486</td>\n",
+       "      <td>101924</td>\n",
+       "      <td>4486</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>974</td>\n",
+       "      <td>6180</td>\n",
+       "      <td>974</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>218</td>\n",
+       "      <td>2512</td>\n",
+       "      <td>218</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>7541</td>\n",
+       "      <td>51665</td>\n",
+       "      <td>7541</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2009-09-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>4089</td>\n",
+       "      <td>128047</td>\n",
+       "      <td>4089</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>710</td>\n",
+       "      <td>1888</td>\n",
+       "      <td>710</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>458</td>\n",
+       "      <td>3112</td>\n",
+       "      <td>458</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>7447</td>\n",
+       "      <td>80161</td>\n",
+       "      <td>7447</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">2009-10-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>4105</td>\n",
+       "      <td>131903</td>\n",
+       "      <td>4105</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>264</td>\n",
+       "      <td>1350</td>\n",
+       "      <td>264</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>218</td>\n",
+       "      <td>3053</td>\n",
+       "      <td>218</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"2\" valign=\"top\">2018-12-01</th>\n",
+       "      <th>unknown</th>\n",
+       "      <td>2855</td>\n",
+       "      <td>7238</td>\n",
+       "      <td>2855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>75701</td>\n",
+       "      <td>132086</td>\n",
+       "      <td>75701</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2019-01-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>25475</td>\n",
+       "      <td>90419</td>\n",
+       "      <td>25475</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>6859</td>\n",
+       "      <td>8650</td>\n",
+       "      <td>6859</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>2855</td>\n",
+       "      <td>8521</td>\n",
+       "      <td>2855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>73967</td>\n",
+       "      <td>142422</td>\n",
+       "      <td>73967</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2019-02-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>23541</td>\n",
+       "      <td>86258</td>\n",
+       "      <td>23541</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>6222</td>\n",
+       "      <td>7681</td>\n",
+       "      <td>6222</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>2855</td>\n",
+       "      <td>7774</td>\n",
+       "      <td>2855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>73881</td>\n",
+       "      <td>131949</td>\n",
+       "      <td>73881</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2019-03-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>24005</td>\n",
+       "      <td>95108</td>\n",
+       "      <td>24005</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>7734</td>\n",
+       "      <td>3344</td>\n",
+       "      <td>7734</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>2855</td>\n",
+       "      <td>9557</td>\n",
+       "      <td>2855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>67679</td>\n",
+       "      <td>128713</td>\n",
+       "      <td>67679</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2019-04-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>23838</td>\n",
+       "      <td>90037</td>\n",
+       "      <td>23838</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>7442</td>\n",
+       "      <td>1938</td>\n",
+       "      <td>7442</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>2855</td>\n",
+       "      <td>9106</td>\n",
+       "      <td>2855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>62915</td>\n",
+       "      <td>129819</td>\n",
+       "      <td>62915</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2019-05-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>23838</td>\n",
+       "      <td>94994</td>\n",
+       "      <td>23838</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>7444</td>\n",
+       "      <td>2044</td>\n",
+       "      <td>7444</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>3197</td>\n",
+       "      <td>10315</td>\n",
+       "      <td>3197</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>59103</td>\n",
+       "      <td>129723</td>\n",
+       "      <td>59103</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2019-06-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>23374</td>\n",
+       "      <td>72754</td>\n",
+       "      <td>23374</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>7083</td>\n",
+       "      <td>6972</td>\n",
+       "      <td>7083</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>3197</td>\n",
+       "      <td>9263</td>\n",
+       "      <td>3197</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>56373</td>\n",
+       "      <td>102019</td>\n",
+       "      <td>56373</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">2019-07-01</th>\n",
+       "      <th>good_faith</th>\n",
+       "      <td>22576</td>\n",
+       "      <td>34582</td>\n",
+       "      <td>22576</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>maintenance</th>\n",
+       "      <td>6222</td>\n",
+       "      <td>5940</td>\n",
+       "      <td>6222</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>unknown</th>\n",
+       "      <td>2855</td>\n",
+       "      <td>3467</td>\n",
+       "      <td>2855</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>vandalism</th>\n",
+       "      <td>54844</td>\n",
+       "      <td>50528</td>\n",
+       "      <td>54844</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>498 rows × 3 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        FilterID    Freq  af_id\n",
+       "LogMonth   clusters                            \n",
+       "2009-03-01 good_faith       1687   70126   1687\n",
+       "           maintenance       277     435    277\n",
+       "           vandalism        3692   28447   3692\n",
+       "2009-04-01 good_faith       2459  129561   2459\n",
+       "           maintenance       336    1814    336\n",
+       "           unknown           134     494    134\n",
+       "           vandalism        5118   47283   5118\n",
+       "2009-05-01 good_faith       3401  132725   3401\n",
+       "           maintenance       335    8232    335\n",
+       "           unknown           134     368    134\n",
+       "           vandalism        5494   70554   5494\n",
+       "2009-06-01 good_faith       4174  115746   4174\n",
+       "           maintenance       926    9005    926\n",
+       "           unknown           134     129    134\n",
+       "           vandalism        6481   54296   6481\n",
+       "2009-07-01 good_faith       4862  105166   4862\n",
+       "           maintenance       737    7204    737\n",
+       "           unknown           208       7    208\n",
+       "           vandalism        5855   48616   5855\n",
+       "2009-08-01 good_faith       4486  101924   4486\n",
+       "           maintenance       974    6180    974\n",
+       "           unknown           218    2512    218\n",
+       "           vandalism        7541   51665   7541\n",
+       "2009-09-01 good_faith       4089  128047   4089\n",
+       "           maintenance       710    1888    710\n",
+       "           unknown           458    3112    458\n",
+       "           vandalism        7447   80161   7447\n",
+       "2009-10-01 good_faith       4105  131903   4105\n",
+       "           maintenance       264    1350    264\n",
+       "           unknown           218    3053    218\n",
+       "...                          ...     ...    ...\n",
+       "2018-12-01 unknown          2855    7238   2855\n",
+       "           vandalism       75701  132086  75701\n",
+       "2019-01-01 good_faith      25475   90419  25475\n",
+       "           maintenance      6859    8650   6859\n",
+       "           unknown          2855    8521   2855\n",
+       "           vandalism       73967  142422  73967\n",
+       "2019-02-01 good_faith      23541   86258  23541\n",
+       "           maintenance      6222    7681   6222\n",
+       "           unknown          2855    7774   2855\n",
+       "           vandalism       73881  131949  73881\n",
+       "2019-03-01 good_faith      24005   95108  24005\n",
+       "           maintenance      7734    3344   7734\n",
+       "           unknown          2855    9557   2855\n",
+       "           vandalism       67679  128713  67679\n",
+       "2019-04-01 good_faith      23838   90037  23838\n",
+       "           maintenance      7442    1938   7442\n",
+       "           unknown          2855    9106   2855\n",
+       "           vandalism       62915  129819  62915\n",
+       "2019-05-01 good_faith      23838   94994  23838\n",
+       "           maintenance      7444    2044   7444\n",
+       "           unknown          3197   10315   3197\n",
+       "           vandalism       59103  129723  59103\n",
+       "2019-06-01 good_faith      23374   72754  23374\n",
+       "           maintenance      7083    6972   7083\n",
+       "           unknown          3197    9263   3197\n",
+       "           vandalism       56373  102019  56373\n",
+       "2019-07-01 good_faith      22576   34582  22576\n",
+       "           maintenance      6222    5940   6222\n",
+       "           unknown          2855    3467   2855\n",
+       "           vandalism       54844   50528  54844\n",
+       "\n",
+       "[498 rows x 3 columns]"
+      ]
+     },
+     "execution_count": 107,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#df_hits_month_tags[df_hits_month_tags['clusters'] == 'vandalism']\n",
+    "#index = pd.MultiIndex.from_arrays(arrays, names=('Animal', 'Type'))\n",
+    "#df = pd.DataFrame({'Max Speed' : [390., 350., 30., 20.]}, index=index)\n",
+    "df_hits_month_aggregated = df_hits_month_tags.groupby(['LogMonth', 'clusters']).sum()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f69f7ed2b00>"
+      ]
+     },
+     "execution_count": 112,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x504 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(15,7))\n",
+    "df_hits_month_aggregated['Freq'].unstack().plot(ax=ax)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 98,
    "metadata": {},
    "outputs": [
     {
@@ -13370,7 +14049,7 @@
        "[219 rows x 3 columns]"
       ]
      },
-     "execution_count": 20,
+     "execution_count": 98,
      "metadata": {},
      "output_type": "execute_result"
     }