diff --git a/containers/notebooks/app/Download_Sequences_from_a_DistantAlertAPI.ipynb b/containers/notebooks/app/Download_Sequences_from_a_DistantAlertAPI.ipynb
index 80501b3..b38b3a1 100644
--- a/containers/notebooks/app/Download_Sequences_from_a_DistantAlertAPI.ipynb
+++ b/containers/notebooks/app/Download_Sequences_from_a_DistantAlertAPI.ipynb
@@ -7,11 +7,15 @@
    "source": [
     "# Intro\n",
     "\n",
-    "This notebook aims at downloading sequences infos(images and bboxes) from a Distant/Real Pyronear Alert API isntance in order to recreate alerts/sequences with ease in local dev environnement\n",
+    "This notebook aims at downloading sequences data(images and bboxes) from a Distant/Real Pyronear Alert API isntance in order to recreate alerts/sequences with ease in local dev environnement\n",
     "\n",
     "You need to have accesses to a distant api and provide ```DISTANT_API_URL```, ```DISTANT_ALERT_API_LOGIN```, ```DISTANT_ALERT_API_PASSWORD```\n",
     "\n",
-    "And obvisouly, fill ```SEQUENCE_ID_LIST``` with the sequence id you want in order to download related data\n",
+    "Then, \n",
+    "- either fill ```SEQUENCE_ID_LIST``` with the sequence ids you want in order to download related data (pick api admin credentialsi if you intend to download alert from various organisation)\n",
+    "- or let ```SEQUENCE_ID_LIST``` empty, pick a day to download by filling ```DAY_TO_DOWNLOAD``` (in this case, yyou need credentials from the organisation you want to download seq data)\n",
+    "\n",
+    "Also, you can fill ```TRIANGULATED_SEQUENCE_LIST``` with sequences id that triangulates\n",
     "\n",
     "\n",
     "If you do not have anything from above, do not worry, you can use the notebook \"send_real_alerts\" to send some alerts to local env dev"
@@ -19,18 +23,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "649157c6-0ce3-4324-a7b6-15c911ddaf36",
    "metadata": {},
    "outputs": [],
    "source": [
-    "SEQUENCE_ID_LIST = [15462, 15463, 15561, 15526, 13880, 13572, 13537, 12997, 12562, 15376, 15526]\n",
-    "BASE_DIRECTORY = \"../data/alert_samples\" # directory where to put sequences data"
+    "BASE_DIRECTORY = \"../data/alert_samples\" # directory where to put sequences data\n",
+    "DAY_TO_DOWNLOAD = \"2025-08-26\" #YYYY-MM-DD\n",
+    "SEQUENCE_ID_LIST = [] #fullfill this with alerts id"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "4e511d97-245c-45cc-9216-a16d31b663aa",
    "metadata": {},
    "outputs": [],
@@ -38,7 +43,7 @@
     "import requests\n",
     "from dotenv import load_dotenv\n",
     "import os\n",
-    "\n",
+    "import pandas as pd\n",
     "from pyroclient import Client\n",
     "\n",
     "load_dotenv(\"../.env\")\n",
@@ -49,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "ac07ba29-68d0-42d2-bafe-e94d961ec6c2",
    "metadata": {},
    "outputs": [],
@@ -72,8 +77,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
-   "id": "07192f5f-9a69-41a4-9a97-1f1fcefaaf5b",
+   "execution_count": null,
+   "id": "512ce6f1-76db-43b6-adb3-131942e8a95e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "response = api_client.fetch_sequences_from_date(DAY_TO_DOWNLOAD, limit=50)\n",
+    "api_sequences = pd.DataFrame(response.json())\n",
+    "api_sequences.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1fa5e0df-a090-4f96-ae9a-cd54f365d2c2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# you can also reproduce all alerts from this day\n",
+    "if len(SEQUENCE_ID_LIST)==0:\n",
+    "    SEQUENCE_ID_LIST = list(api_sequences[\"id\"])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d3c12b1d-54f1-4d8d-b591-dc04ecc35db2",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -133,29 +162,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "b2d033e9-7ce2-4cf4-995e-01ea2c15e235",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "== Download Alerts data for sequence ID 15462 - camera serre-de-barre-01 at 2025-09-29_13-56-58\n",
-      "== Download Alerts data for sequence ID 15463 - camera brison-03 at 2025-09-29_13-58-36\n",
-      "== Download Alerts data for sequence ID 15561 - camera pouncho-agast-01 at 2025-10-01_06-18-57\n",
-      "== Download Alerts data for sequence ID 15526 - camera pouncho-agast-01 at 2025-09-30_15-29-49\n",
-      "== Download Alerts data for sequence ID 13880 - camera fontaneilles-01 at 2025-09-04_07-34-32\n",
-      "== Download Alerts data for sequence ID 13572 - camera pouncho-agast-01 at 2025-08-29_06-59-39\n",
-      "== Download Alerts data for sequence ID 13537 - camera pouncho-agast-01 at 2025-08-28_15-31-17\n",
-      "== Download Alerts data for sequence ID 12997 - camera pouncho-agast-01 at 2025-08-17_15-52-27\n",
-      "== Download Alerts data for sequence ID 12562 - camera pouncho-agast-01 at 2025-08-06_12-32-09\n",
-      "== Download Alerts data for sequence ID 15376 - camera pouncho-agast-02 at 2025-09-28_10-52-39\n",
-      "== Download Alerts data for sequence ID 15526 - camera pouncho-agast-01 at 2025-09-30_15-29-49\n",
-      "Download complete\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "single_alerts = os.path.join(BASE_DIRECTORY, \"single_sequences\")\n",
     "os.makedirs(single_alerts, exist_ok=True)\n",
@@ -173,23 +183,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "68a2cff8-f847-4e6c-8c74-37b7ecffc9af",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "== Download Alerts data for sequence ID 10535 - camera moret-sur-loing-01 at 2025-07-14_11-22-05\n",
-      "== Download Alerts data for sequence ID 10537 - camera nemours-02 at 2025-07-14_11-24-10\n",
-      "== Download Alerts data for sequence ID 10538 - camera croix-augas-02 at 2025-07-14_11-24-31\n",
-      "== Download Alerts data for sequence ID 15462 - camera serre-de-barre-01 at 2025-09-29_13-56-58\n",
-      "== Download Alerts data for sequence ID 15463 - camera brison-03 at 2025-09-29_13-58-36\n",
-      "Download complete\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "\n",
     "TRIANGULATED_SEQUENCE_LIST = [10535, 10537, 10538, 15462, 15463]\n",
@@ -199,14 +196,6 @@
     "\n",
     "dl_seqs_in_target_dir(TRIANGULATED_SEQUENCE_LIST, triangulated_dir, api_client)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ffd56f84-ec77-4843-837a-06de85232c94",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {