diff --git a/snakecnv/Summarized_results.ipynb b/snakecnv/Summarized_results.ipynb
index f269685a9df689a859077bb551b4636799e68e05..efba4f625e1ea9902555e306ce5ce241636ccafc 100644
--- a/snakecnv/Summarized_results.ipynb
+++ b/snakecnv/Summarized_results.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 139,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -24,7 +24,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -82,36 +82,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DEL:\n",
-      "\tAll: 1041\n",
-      "\tPass: 956\n",
-      "\tFail: 85\n",
-      "\n",
-      "INV:\n",
-      "\tAll: 1012\n",
-      "\tPass: 909\n",
-      "\tFail: 103\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f1a1bce5128>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "counts = OrderedDict()\n",
     "for vtype, df in variants.items():\n",
@@ -152,20 +125,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 132,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f1a1ab65390>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "counts = OrderedDict()\n",
     "nrows = 410\n",
@@ -210,20 +172,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 131,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<matplotlib.figure.Figure at 0x7f1a190010b8>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "counts = OrderedDict()\n",
     "nrows = 410\n",
@@ -253,6 +204,29 @@
     "In green: after filtering  \n",
     "Grey: number of variants which fails the filter test"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "counts = OrderedDict()\n",
+    "nrows = 410\n",
+    "nrow = nrows + 1\n",
+    "plt.subplots(figsize=(20,25))\n",
+    "\n",
+    "for vtype, df in variants.items():\n",
+    "    plt.subplot(nrow)\n",
+    "    vtype_all = df[~df.filters.str.contains(\"DUPLICATE\")]\n",
+    "    vtype_pass = vtype_all[vtype_all.filters == \"PASS\"]\n",
+    "    plot = sns.distplot(vtype_all.gt_freq, kde=False, color=\"grey\")\n",
+    "    plot = sns.distplot(vtype_pass.gt_freq, kde=False, color=\"green\", ax=plot)\n",
+    "    plt.title(vtype + \" variants size repartition\", fontsize=16)\n",
+    "    nrow += 1\n",
+    "\n",
+    "plt.show()"
+   ]
   }
  ],
  "metadata": {