diff --git a/GitHub-Release-and-Secrets.ipynb b/GitHub-Release-and-Data.ipynb
similarity index 69%
rename from GitHub-Release-and-Secrets.ipynb
rename to GitHub-Release-and-Data.ipynb
index c233f37..5a42efe 100644
--- a/GitHub-Release-and-Secrets.ipynb
+++ b/GitHub-Release-and-Data.ipynb
@@ -1,13 +1,19 @@
 {
  "cells": [
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ebb1428f6428646",
+   "cell_type": "markdown",
+   "id": "fa74a82c3dc6db1a",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "%pip install pandas\n"
+    "# GitHub for data releases "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "38c6a6b67bd16e42",
+   "metadata": {},
+   "source": [
+    "# Introduction"
    ]
   },
   {
@@ -78,7 +84,7 @@
     }
    ],
    "source": [
-    "%pip install PyGithub\n"
+    "%pip install PyGithub"
    ]
   },
   {
@@ -102,12 +108,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 14,
    "id": "1069e0bfa4686f67",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2024-05-11T16:23:55.511058Z",
-     "start_time": "2024-05-11T16:23:23.511924Z"
+     "end_time": "2024-05-16T17:44:25.085423Z",
+     "start_time": "2024-05-16T17:44:21.570849Z"
     }
    },
    "outputs": [
@@ -115,18 +121,18 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "https://api.github.com/repos/norandom/log2ml/releases/assets/166259205\n"
+      "https://api.github.com/repos/norandom/log2ml/releases/assets/168114916\n"
      ]
     },
     {
      "data": {
       "application/vnd.jupyter.widget-view+json": {
-       "model_id": "7d46bf8efe9e4e0591950e029c353573",
+       "model_id": "5f0622d443bc48728f0e7ed72ebd7fab",
        "version_major": 2,
        "version_minor": 0
       },
       "text/plain": [
-       "  0%|          | 0.00/1.90G [00:00<?, ?iB/s]"
+       "  0%|          | 0.00/6.28M [00:00<?, ?iB/s]"
       ]
      },
      "metadata": {},
@@ -136,7 +142,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "File downloaded successfully and saved as lab_logs_normal_activity_may_11_2024.csv\n"
+      "File downloaded successfully and saved as lab_logs_normal_activity_may_15_2024.csv\n"
      ]
     }
    ],
@@ -202,7 +208,7 @@
     "repository_name = \"norandom/log2ml\"\n",
     "\n",
     "# File name to search for\n",
-    "file_name = \"lab_logs_normal_activity_may_6_2024.json\"\n",
+    "file_name = \"lab_logs_normal_activity_may_15_2024.json\"\n",
     "\n",
     "# Get the download URL of the specific file\n",
     "# download_url = get_specific_file_from_latest_release(github_token, repository_name, file_name)\n",
@@ -210,7 +216,7 @@
     "print(download_url)\n",
     "\n",
     "if download_url:\n",
-    "    local_file_path = \"lab_logs_normal_activity_may_11_2024.csv\"\n",
+    "    local_file_path = \"lab_logs_normal_activity_may_15_2024.csv\"\n",
     "    download_file(download_url, github_token, local_file_path)\n",
     "else:\n",
     "    print(\"File not found.\")\n"
@@ -218,12 +224,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 16,
    "id": "393703bd6e7a693f",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2024-05-12T07:36:38.888903Z",
-     "start_time": "2024-05-12T07:36:38.468176Z"
+     "end_time": "2024-05-16T17:44:33.762701Z",
+     "start_time": "2024-05-16T17:44:33.641528Z"
     }
    },
    "outputs": [
@@ -231,117 +237,13 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "0 lab_logs_normal_activity_may_11_2024.csv\r\n"
+      "8000 lab_logs_normal_activity_may_15_2024.csv\r\n"
      ]
     }
    ],
    "source": [
-    "!wc -l lab_logs_normal_activity_may_11_2024.csv"
+    "!wc -l lab_logs_normal_activity_may_15_2024.csv"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6b35fdc991ccea39",
-   "metadata": {},
-   "source": [
-    "## Flattening"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a293810e0531690c",
-   "metadata": {
-    "ExecuteTime": {
-     "start_time": "2024-05-11T15:26:15.019788Z"
-    },
-    "jupyter": {
-     "is_executing": true
-    }
-   },
-   "outputs": [],
-   "source": [
-    "import pandas as pd\n",
-    "import json\n",
-    "\n",
-    "# Process each line of the JSON file\n",
-    "with open('lab_logs_normal_activity_may_11_2024.json', 'r') as file:\n",
-    "    for line in file:\n",
-    "        # Normalize the JSON object from the line\n",
-    "        data = json.loads(line)\n",
-    "        temp_df = pd.json_normalize(data)\n",
-    "\n",
-    "        # Append the DataFrame to a growing CSV file\n",
-    "        temp_df.to_csv('lab_logs_normal_activity_may_11_2024_flat.csv', mode='a', header=False, index=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "771af611ba60a456",
-   "metadata": {
-    "jupyter": {
-     "is_executing": true
-    }
-   },
-   "outputs": [],
-   "source": [
-    "flattened_df.head(10)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "a4f782c59bb52c3f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Save the DataFrame to a CSV file\n",
-    "df.to_csv('lab_logs_normal_activity_may_6_2024.csv', index=False)\n",
-    "\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "803d4a7af2927bc8",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-05-07T11:43:06.171446Z",
-     "start_time": "2024-05-07T11:42:52.776821Z"
-    }
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Collecting pandas\r\n",
-      "  Downloading pandas-2.2.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (19 kB)\r\n",
-      "Requirement already satisfied: numpy>=1.23.2 in /home/marius/miniconda3/envs/llm_langchain/lib/python3.11/site-packages (from pandas) (1.26.4)\r\n",
-      "Requirement already satisfied: python-dateutil>=2.8.2 in /home/marius/miniconda3/envs/llm_langchain/lib/python3.11/site-packages (from pandas) (2.9.0)\r\n",
-      "Requirement already satisfied: pytz>=2020.1 in /home/marius/miniconda3/envs/llm_langchain/lib/python3.11/site-packages (from pandas) (2024.1)\r\n",
-      "Collecting tzdata>=2022.7 (from pandas)\r\n",
-      "  Using cached tzdata-2024.1-py2.py3-none-any.whl.metadata (1.4 kB)\r\n",
-      "Requirement already satisfied: six>=1.5 in /home/marius/miniconda3/envs/llm_langchain/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\r\n",
-      "Downloading pandas-2.2.2-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (13.0 MB)\r\n",
-      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m13.0/13.0 MB\u001b[0m \u001b[31m26.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m:00:01\u001b[0m00:01\u001b[0m\r\n",
-      "\u001b[?25hUsing cached tzdata-2024.1-py2.py3-none-any.whl (345 kB)\r\n",
-      "Installing collected packages: tzdata, pandas\r\n",
-      "Successfully installed pandas-2.2.2 tzdata-2024.1\r\n",
-      "Note: you may need to restart the kernel to use updated packages.\n"
-     ]
-    }
-   ],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "4dda90a02f3fb809",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {