diff --git a/src/explore.ipynb b/src/explore.ipynb
index 15a8cfb1268cb4f1baac3940f2278faefc813ede..14a0c19c4fac490220b7d8667fdbd145543992d5 100644
--- a/src/explore.ipynb
+++ b/src/explore.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -56,7 +56,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -72,7 +72,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -109,7 +109,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -143,7 +143,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -177,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -245,14 +245,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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\n",
       "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
+       "<Figure size 960x480 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -262,7 +262,7 @@
    "source": [
     "# plot general overview 2nd attempt: group deleted, disabled, enabled\n",
     "\n",
-    "fig, ax = plt.subplots()\n",
+    "fig, ax = plt.subplots(num=None, figsize=(12, 6), dpi=80, facecolor='w', edgecolor='k')\n",
     "\n",
     "labels = ['public deleted', 'hidden deleted', 'public enabled', 'hidden enabled', 'public disabled', 'hidden disabled']\n",
     "vals = np.array([[num_deleted_public, num_deleted_hidden], [num_enabled_public, num_enabled_hidden], [num_disabled_public, num_disabled_hidden]])\n",
@@ -292,7 +292,67 @@
     "    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, **kw)\n",
+    "                horizontalalignment=horizontalalignment, fontsize=16, **kw)\n",
+    "\n",
+    "plt.show()\n",
+    "\n",
+    "#fig1, ax1 = plt.subplots()\n",
+    "#ax1.set_prop_cycle(color=['lightskyblue', 'steelblue', 'yellowgreen', 'olivedrab', 'lightgrey', 'grey'])\n",
+    "#ax1.pie(sizes, labels=labels, autopct='%1.1f%%', explode=(0, 0, 0.1, 0.1, 0, 0), startangle=90)\n",
+    "#ax1.axis('equal')  # Equal aspect ratio ensures that pie is drawn as a circle."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "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 = ['hidden deleted', 'public deleted', 'hidden enabled', 'public enabled', 'hidden disabled', 'public disabled']\n",
+    "vals = np.array([[num_deleted_hidden, num_deleted_public], [num_enabled_hidden, num_enabled_public], [num_disabled_hidden, num_disabled_public]])\n",
+    "wedge = 0.3\n",
+    "\n",
+    "cmap = plt.get_cmap(\"tab20b\")\n",
+    "inner_colors = cmap(np.arange(3)*4)\n",
+    "outer_colors = cmap(np.array([1, 2, 5, 6, 9, 10]))\n",
+    "\n",
+    "wedges, _, texts = ax.pie(vals.flatten(), autopct='%1.1f%%', pctdistance=0.85, radius=1, colors=outer_colors, \n",
+    "       wedgeprops=dict(width=wedge, edgecolor='w'),\n",
+    "       textprops=dict(color='w', fontsize=11, fontweight='demi'))\n",
+    "\n",
+    "ax.pie(vals.sum(axis=1), radius=1-wedge, colors=inner_colors,\n",
+    "       wedgeprops=dict(width=wedge, edgecolor='w'))\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()\n",
     "\n",
diff --git a/thesis/5-Overview-EN-Wiki.tex b/thesis/5-Overview-EN-Wiki.tex
index 5d463049934cdd39c724c2fe363f5d34edbab846..b7807d5c3aa388f6cbbbfead914f6015c5dbd0b8 100644
--- a/thesis/5-Overview-EN-Wiki.tex
+++ b/thesis/5-Overview-EN-Wiki.tex
@@ -92,7 +92,7 @@ The relative proportion of these groups to each other can be viewed on figure~\r
 
 \begin{figure}
 \centering
-  \includegraphics[width=0.9\columnwidth]{pics/general_stats.png}
+  \includegraphics[width=0.9\columnwidth]{pics/general-stats-donut.png}
   \caption{There are 954 edit filters on EN Wikipedia}~\label{fig:general-stats}
 \end{figure}