diff --git a/tutorials/noisepy_scoped_download_s3_store.ipynb b/tutorials/noisepy_scoped_download_s3_store.ipynb
index b3529111..09f4e44c 100644
--- a/tutorials/noisepy_scoped_download_s3_store.ipynb
+++ b/tutorials/noisepy_scoped_download_s3_store.ipynb
@@ -13,35 +13,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: pymongo in /Users/marinedenolle/miniconda3/envs/noisepy/lib/python3.10/site-packages (4.6.1)\n",
-      "Requirement already satisfied: dnspython<3.0.0,>=1.16.0 in /Users/marinedenolle/miniconda3/envs/noisepy/lib/python3.10/site-packages (from pymongo) (2.4.2)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "!pip install pymongo"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Pinged your deployment. You successfully connected to MongoDB!\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "from pymongo.mongo_client import MongoClient\n",
     "from pymongo.server_api import ServerApi\n",
@@ -61,49 +44,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Station Pair Collection:\n",
-      "{'_id': ObjectId('656f38bbd5ca665876e72eb6'), 'station0': 'ABL', 'station1': 'ABL', 'starttime': '2022-01-01T00:00:00+00:00', 'endtime': '2023-01-01T00:00:00+00:00', 'storage_mode': 'url', 'url': 's3://scoped-noise/scedc_CI_2022_stack/CI.ABL/CI.ABL/2022_01_01_00_00_00T2023_01_01_00_00_00.tar.gz'}\n",
-      "{'_id': ObjectId('656f38bbd5ca665876e72eb7'), 'station0': 'ABL', 'station1': 'ACP', 'starttime': '2022-01-01T00:00:00+00:00', 'endtime': '2023-01-01T00:00:00+00:00', 'storage_mode': 'url', 'url': 's3://scoped-noise/scedc_CI_2022_stack/CI.ABL/CI.ACP/2022_01_01_00_00_00T2023_01_01_00_00_00.tar.gz'}\n",
-      "{'_id': ObjectId('656f38bbd5ca665876e72eb8'), 'station0': 'ABL', 'station1': 'ADO', 'starttime': '2022-01-01T00:00:00+00:00', 'endtime': '2023-01-01T00:00:00+00:00', 'storage_mode': 'url', 'url': 's3://scoped-noise/scedc_CI_2022_stack/CI.ABL/CI.ADO/2022_01_01_00_00_00T2023_01_01_00_00_00.tar.gz'}\n",
-      "{'_id': ObjectId('656f38bbd5ca665876e72eb9'), 'station0': 'ABL', 'station1': 'AGM', 'starttime': '2022-01-01T00:00:00+00:00', 'endtime': '2023-01-01T00:00:00+00:00', 'storage_mode': 'url', 'url': 's3://scoped-noise/scedc_CI_2022_stack/CI.ABL/CI.AGM/2022_01_01_00_00_00T2023_01_01_00_00_00.tar.gz'}\n",
-      "{'_id': ObjectId('656f38bbd5ca665876e72eba'), 'station0': 'ABL', 'station1': 'ALP', 'starttime': '2022-01-01T00:00:00+00:00', 'endtime': '2023-01-01T00:00:00+00:00', 'storage_mode': 'url', 'url': 's3://scoped-noise/scedc_CI_2022_stack/CI.ABL/CI.ALP/2022_01_01_00_00_00T2023_01_01_00_00_00.tar.gz'}\n",
-      "{'_id': ObjectId('656f38bbd5ca665876e72ebb'), 'station0': 'ABL', 'station1': 'ARV', 'starttime': '2022-01-01T00:00:00+00:00', 'endtime': '2023-01-01T00:00:00+00:00', 'storage_mode': 'url', 'url': 's3://scoped-noise/scedc_CI_2022_stack/CI.ABL/CI.ARV/2022_01_01_00_00_00T2023_01_01_00_00_00.tar.gz'}\n",
-      "{'_id': ObjectId('656f38bbd5ca665876e72ebc'), 'station0': 'ABL', 'station1': 'AVM', 'starttime': '2022-01-01T00:00:00+00:00', 'endtime': '2023-01-01T00:00:00+00:00', 'storage_mode': 'url', 'url': 's3://scoped-noise/scedc_CI_2022_stack/CI.ABL/CI.AVM/2022_01_01_00_00_00T2023_01_01_00_00_00.tar.gz'}\n",
-      "{'_id': ObjectId('656f38bbd5ca665876e72ebd'), 'station0': 'ABL', 'station1': 'BAI', 'starttime': '2022-01-01T00:00:00+00:00', 'endtime': '2023-01-01T00:00:00+00:00', 'storage_mode': 'url', 'url': 's3://scoped-noise/scedc_CI_2022_stack/CI.ABL/CI.BAI/2022_01_01_00_00_00T2023_01_01_00_00_00.tar.gz'}\n",
-      "{'_id': ObjectId('656f38bbd5ca665876e72ebe'), 'station0': 'ABL', 'station1': 'BAK', 'starttime': '2022-01-01T00:00:00+00:00', 'endtime': '2023-01-01T00:00:00+00:00', 'storage_mode': 'url', 'url': 's3://scoped-noise/scedc_CI_2022_stack/CI.ABL/CI.BAK/2022_01_01_00_00_00T2023_01_01_00_00_00.tar.gz'}\n",
-      "{'_id': ObjectId('656f38bbd5ca665876e72ebf'), 'station0': 'ABL', 'station1': 'BAR', 'starttime': '2022-01-01T00:00:00+00:00', 'endtime': '2023-01-01T00:00:00+00:00', 'storage_mode': 'url', 'url': 's3://scoped-noise/scedc_CI_2022_stack/CI.ABL/CI.BAR/2022_01_01_00_00_00T2023_01_01_00_00_00.tar.gz'}\n",
-      "\n",
-      "Station Collection:\n",
-      "{'_id': ObjectId('656eac931fec6658167a34fd'), 'name': 'ABL', 'elevation': -1.7976931348623157e+308, 'lat': -1.7976931348623157e+308, 'location': '', 'lon': -1.7976931348623157e+308, 'network': 'CI'}\n",
-      "ABL\n",
-      "{'_id': ObjectId('656eac931fec6658167a3546'), 'name': 'ACP', 'elevation': -1.7976931348623157e+308, 'lat': -1.7976931348623157e+308, 'location': '', 'lon': -1.7976931348623157e+308, 'network': 'CI'}\n",
-      "ACP\n",
-      "{'_id': ObjectId('656eac931fec6658167a355d'), 'name': 'ADO', 'elevation': -1.7976931348623157e+308, 'lat': -1.7976931348623157e+308, 'location': '', 'lon': -1.7976931348623157e+308, 'network': 'CI'}\n",
-      "ADO\n",
-      "{'_id': ObjectId('656eac931fec6658167a3575'), 'name': 'AGM', 'elevation': -1.7976931348623157e+308, 'lat': -1.7976931348623157e+308, 'location': '', 'lon': -1.7976931348623157e+308, 'network': 'CI'}\n",
-      "AGM\n",
-      "{'_id': ObjectId('656eac931fec6658167a3597'), 'name': 'ALP', 'elevation': -1.7976931348623157e+308, 'lat': -1.7976931348623157e+308, 'location': '', 'lon': -1.7976931348623157e+308, 'network': 'CI'}\n",
-      "ALP\n",
-      "{'_id': ObjectId('656eac931fec6658167a35f4'), 'name': 'ARV', 'elevation': -1.7976931348623157e+308, 'lat': -1.7976931348623157e+308, 'location': '', 'lon': -1.7976931348623157e+308, 'network': 'CI'}\n",
-      "ARV\n",
-      "{'_id': ObjectId('656eac931fec6658167a3650'), 'name': 'AVM', 'elevation': -1.7976931348623157e+308, 'lat': -1.7976931348623157e+308, 'location': '', 'lon': -1.7976931348623157e+308, 'network': 'CI'}\n",
-      "AVM\n",
-      "{'_id': ObjectId('656eac931fec6658167a369b'), 'name': 'BAI', 'elevation': -1.7976931348623157e+308, 'lat': -1.7976931348623157e+308, 'location': '', 'lon': -1.7976931348623157e+308, 'network': 'CI'}\n",
-      "BAI\n",
-      "{'_id': ObjectId('656eac931fec6658167a3702'), 'name': 'BAK', 'elevation': -1.7976931348623157e+308, 'lat': -1.7976931348623157e+308, 'location': '', 'lon': -1.7976931348623157e+308, 'network': 'CI'}\n",
-      "BAK\n",
-      "{'_id': ObjectId('656eac931fec6658167a374c'), 'name': 'BAR', 'elevation': -1.7976931348623157e+308, 'lat': -1.7976931348623157e+308, 'location': '', 'lon': -1.7976931348623157e+308, 'network': 'CI'}\n",
-      "BAR\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "db = client.scoped_noise\n",
     "station_pair_collection = db.station_pair\n",
@@ -127,36 +70,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2023-12-06 14:30:45,060 4717313536 INFO numpystore.__init__(): store creating at s3://scoped-noise/scedc_CI_2022_stack/, mode=a, storage_options={'s3': {'anon': False}}\n",
-      "2023-12-06 14:30:45,061 4717313536 INFO numpystore.__init__(): Numpy store created at s3://scoped-noise/scedc_CI_2022_stack/\n",
-      "2023-12-06 14:30:52,062 4717313536 INFO hierarchicalstores._load_src(): Loading directory cache for CI.ABL - ix: 0\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Time to get station pairs: 6.9995436668396 seconds\n",
-      "Time to get timespans: 0.1572427749633789 seconds\n",
-      "Timespan: 2022-01-01T00:00:00+0000 - 2023-01-01T00:00:00+0000\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      ". Memory:   388 MB: 100%|██████████| 10/10 [00:00<00:00, 31.01it/s]\n",
-      "2023-12-06 14:30:52,556 4717313536 INFO utils.log_raw(): TIMING: 0.3359 secs. for loading 10 stacks\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import os\n",
     "import noisepy\n",
@@ -193,30 +109,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "ASDF file [format version: 1.0.3]: 'asdf_data/CI.ABL/CI.ABL_CI.ABL.h5' (239.7 KB)\n",
-      "\tContains 0 event(s)\n",
-      "\tContains waveform data from 0 station(s).\n",
-      "\tContains 1 type(s) of auxiliary data: Allstack_linear\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "(8001,)"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import pyasdf\n",
     "\n",