diff --git a/g5k/07_fault_injection_on_processes.ipynb b/g5k/07_fault_injection_on_processes.ipynb
index 334dea8c48d70c0c9e436858a946767034690fd8..bafd0a3596d3080cbe9ca51142b5f1b7c22bfe86 100644
--- a/g5k/07_fault_injection_on_processes.ipynb
+++ b/g5k/07_fault_injection_on_processes.ipynb
@@ -980,197 +980,6 @@
     "results"
    ]
   },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Fifth example : Planning"
-   ]
-  },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We can schedule every event of the experiment in one shot using a ```Planning```. Set all the cron may take time depending on the amount of events scheduled, because of that, the first event must happen at least 5 min after the ```PlanningService.deploy()```"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "reset(nconsumer = 0, nproducer = 0)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def launch_n_actors_cmd(actor:str, n:int):\n",
-    "    cmd = []\n",
-    "    for _ in range(n):\n",
-    "        cmd.append(f\"python3 /tmp/rabbitmq/{actor}.py {server_ip}\")\n",
-    "\n",
-    "    string = \" & \".join(cmd)\n",
-    "    return string"
-   ]
-  },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "After 6 minutes, we will launch 20 producers (5 each 10 seconds).\n",
-    "\n",
-    "After 8 minutes, we will launch 100 consumers (20 each 10 seconds).\n",
-    "\n",
-    "After 10 minutes, we will kill all the consumers consumers (20 each 10 seconds)."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "now = datetime.now()\n",
-    "planning = en.Planning()\n",
-    "\n",
-    "\n",
-    "cmd = launch_n_actors_cmd(actor = \"producer\", n = 5)\n",
-    "for m in range(5):\n",
-    "    planning.add_event(\n",
-    "        en.StartEvent(\n",
-    "            date=now+timedelta(minutes=6, seconds=10*m),\n",
-    "            host=roles[\"producer\"][0],\n",
-    "            cmd=cmd,\n",
-    "            ns=f\"tuto_producer_{m}\",     \n",
-    "        )\n",
-    "    )\n",
-    "\n",
-    "\n",
-    "cmd = launch_n_actors_cmd(actor = \"consumer\", n = 5)\n",
-    "for m in range(5):\n",
-    "    (\n",
-    "        planning.add_event(\n",
-    "            en.StartEvent(\n",
-    "                date=now+timedelta(minutes=8, seconds=10*m),\n",
-    "                host=roles[\"consumer\"][0],\n",
-    "                cmd=cmd,\n",
-    "                ns=f\"tuto_consumer_1_{m}\",     \n",
-    "            )\n",
-    "        ).add_event(\n",
-    "            en.StartEvent(\n",
-    "                date=now+timedelta(minutes=8, seconds=10*m),\n",
-    "                host=roles[\"consumer\"][0],\n",
-    "                cmd=cmd,\n",
-    "                ns=f\"tuto_consumer_2_{m}\",     \n",
-    "            )\n",
-    "        ).add_event(\n",
-    "            en.StartEvent(\n",
-    "                date=now+timedelta(minutes=8, seconds=10*m),\n",
-    "                host=roles[\"consumer\"][0],\n",
-    "                cmd=cmd,\n",
-    "                ns=f\"tuto_consumer_3_{m}\",     \n",
-    "            )\n",
-    "        ).add_event(\n",
-    "            en.StartEvent(\n",
-    "                date=now+timedelta(minutes=8, seconds=10*m),\n",
-    "                host=roles[\"consumer\"][0],\n",
-    "                cmd=cmd,\n",
-    "                ns=f\"tuto_consumer_4_{m}\",     \n",
-    "            )\n",
-    "        )\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "for m in range(5):\n",
-    "    (\n",
-    "        planning.add_event(\n",
-    "            en.KillEvent(\n",
-    "                date=now+timedelta(minutes=10, seconds=10*m),\n",
-    "                host=roles[\"consumer\"][0],\n",
-    "                ns=f\"tuto_consumer_1_{m}\",     \n",
-    "            )\n",
-    "        ).add_event(\n",
-    "            en.KillEvent(\n",
-    "                date=now+timedelta(minutes=10, seconds=10*m),\n",
-    "                host=roles[\"consumer\"][0],\n",
-    "                ns=f\"tuto_consumer_2_{m}\",     \n",
-    "            )\n",
-    "        ).add_event(\n",
-    "            en.KillEvent(\n",
-    "                date=now+timedelta(minutes=10, seconds=10*m),\n",
-    "                host=roles[\"consumer\"][0],\n",
-    "                ns=f\"tuto_consumer_3_{m}\",     \n",
-    "            )\n",
-    "        ).add_event(\n",
-    "            en.KillEvent(\n",
-    "                date=now+timedelta(minutes=10, seconds=10*m),\n",
-    "                host=roles[\"consumer\"][0],\n",
-    "                ns=f\"tuto_consumer_4_{m}\",     \n",
-    "            )\n",
-    "        )\n",
-    "    )"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "planning_service = en.PlanningService(planning)\n",
-    "planning_service.deploy()"
-   ]
-  },
-  {
-   "attachments": {},
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "We can have an up-to-date version of the planning, with both current alive and dead processes. The following can be used multiple times instead of ```get_queues_info()``` to see the evolution of the rabbitmq actors."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "planning_service.status()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "results = get_queues_info_for(300)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "results.plot(x=\"Time\", y=[\"nb_received_messages\", \"queue_depth\"], rot=45)\n",
-    "results.plot(x=\"Time\", y=[\"nb_consumers\", \"nb_producers\"], rot=45)"
-   ]
-  },
   {
    "attachments": {},
    "cell_type": "markdown",