diff --git a/experiments/agents/agent.py b/experiments/agents/agent.py
index eb54bcb..4619c27 100644
--- a/experiments/agents/agent.py
+++ b/experiments/agents/agent.py
@@ -38,7 +38,7 @@ def get_agent(agent_type: AgentTypes,  **kwargs) -> Agent:
 
 if __name__ == "__main__":
     import asyncio
-    JTBD= "Name of the company of this website"
-    agent = get_agent(AgentTypes.GENERIC_BROWSER_USE_AGENT, goal=JTBD, url="https://ie.edu", timeout=300)
+    JTBD= "Name all the products on this site and try to find out more about each product by clicking into them (they might not open)"
+    agent = get_agent(AgentTypes.GENERIC_BROWSER_USE_AGENT, goal=JTBD, url="http://localhost:3000/products", timeout=300)
     R=asyncio.run(agent.act())
     print(R)
diff --git a/experiments/data_export.ipynb b/experiments/data_export.ipynb
index 4ba73fb..4f4c2af 100644
--- a/experiments/data_export.ipynb
+++ b/experiments/data_export.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 51,
    "id": "62eafcd9-5462-4063-8873-0e7fb9add907",
    "metadata": {},
    "outputs": [
@@ -12,7 +12,7 @@
        "True"
       ]
      },
-     "execution_count": 9,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -31,7 +31,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 52,
    "id": "4af65cb4-e8cf-4877-b2db-13ac19f3838f",
    "metadata": {},
    "outputs": [
@@ -40,31 +40,25 @@
      "output_type": "stream",
      "text": [
       "<class 'pandas.core.frame.DataFrame'>\n",
-      "RangeIndex: 528 entries, 0 to 527\n",
-      "Data columns (total 19 columns):\n",
-      " #   Column              Non-Null Count  Dtype  \n",
-      "---  ------              --------------  -----  \n",
-      " 0   sessionId           528 non-null    object \n",
-      " 1   eventType           467 non-null    object \n",
-      " 2   ts                  528 non-null    object \n",
-      " 3   targetEl            401 non-null    object \n",
-      " 4   eventName           61 non-null     object \n",
-      " 5   page                61 non-null     object \n",
-      " 6   storeMode           61 non-null     object \n",
-      " 7   userAgent           61 non-null     object \n",
-      " 8   productId           21 non-null     object \n",
-      " 9   metadata_path       467 non-null    object \n",
-      " 10  metadata_referrer   82 non-null     object \n",
-      " 11  metadata_x          425 non-null    float64\n",
-      " 12  metadata_y          425 non-null    float64\n",
-      " 13  metadata_event      7 non-null      object \n",
-      " 14  metadata_targetEl   24 non-null     object \n",
-      " 15  metadata_roomType   5 non-null      object \n",
-      " 16  metadata_price      5 non-null      float64\n",
-      " 17  metadata_nights     5 non-null      float64\n",
-      " 18  metadata_targetUrl  4 non-null      object \n",
-      "dtypes: float64(4), object(15)\n",
-      "memory usage: 78.5+ KB\n"
+      "RangeIndex: 73 entries, 0 to 72\n",
+      "Data columns (total 13 columns):\n",
+      " #   Column                Non-Null Count  Dtype  \n",
+      "---  ------                --------------  -----  \n",
+      " 0   sessionId             73 non-null     object \n",
+      " 1   eventName             73 non-null     object \n",
+      " 2   page                  73 non-null     object \n",
+      " 3   productId             67 non-null     object \n",
+      " 4   storeMode             73 non-null     object \n",
+      " 5   userAgent             73 non-null     object \n",
+      " 6   ts                    73 non-null     object \n",
+      " 7   metadata_referrer     6 non-null      object \n",
+      " 8   metadata_roomType     45 non-null     object \n",
+      " 9   metadata_price        45 non-null     float64\n",
+      " 10  metadata_nights       45 non-null     float64\n",
+      " 11  metadata_elementText  22 non-null     object \n",
+      " 12  metadata_dwellTime    22 non-null     float64\n",
+      "dtypes: float64(3), object(10)\n",
+      "memory usage: 7.5+ KB\n"
      ]
     }
    ],
@@ -75,7 +69,7 @@
     "    topic, \n",
     "    enable_auto_commit=True,\n",
     "    value_deserializer=lambda x: json.loads(x.decode('utf-8')),\n",
-    "    auto_offset_reset='earliest',\n",
+    "    auto_offset_reset='earliest', \n",
     "    bootstrap_servers=['localhost:9092'])\n",
     "messages=consumer.poll(timeout_ms=1000,max_records=10000)\n",
     "df = []\n",
@@ -90,7 +84,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 53,
    "id": "f6819a1c-32ab-49c7-845b-5df7bf60f561",
    "metadata": {},
    "outputs": [
@@ -116,65 +110,47 @@
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th>sessionId</th>\n",
-       "      <th>eventType</th>\n",
-       "      <th>ts</th>\n",
-       "      <th>targetEl</th>\n",
        "      <th>eventName</th>\n",
        "      <th>page</th>\n",
+       "      <th>productId</th>\n",
        "      <th>storeMode</th>\n",
        "      <th>userAgent</th>\n",
-       "      <th>productId</th>\n",
-       "      <th>metadata_path</th>\n",
+       "      <th>ts</th>\n",
        "      <th>metadata_referrer</th>\n",
-       "      <th>metadata_x</th>\n",
-       "      <th>metadata_y</th>\n",
-       "      <th>metadata_event</th>\n",
-       "      <th>metadata_targetEl</th>\n",
        "      <th>metadata_roomType</th>\n",
        "      <th>metadata_price</th>\n",
        "      <th>metadata_nights</th>\n",
-       "      <th>metadata_targetUrl</th>\n",
+       "      <th>metadata_elementText</th>\n",
+       "      <th>metadata_dwellTime</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1762434923440-66hdhq8qicd</td>\n",
-       "      <td>pageview</td>\n",
-       "      <td>1762434924107</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
+       "      <td>d176d7c9-4027-4702-9e31-2a71395cdda0</td>\n",
+       "      <td>page_view</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>None</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
+       "      <td>2025-11-14T13:23:46.270Z</td>\n",
        "      <td></td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1762434923440-66hdhq8qicd</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762434925198</td>\n",
-       "      <td>DIV</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>f0317a5d-e424-44e9-b784-c8f7291ffe31</td>\n",
+       "      <td>page_view</td>\n",
        "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1098.0</td>\n",
-       "      <td>663.0</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>None</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (X11; Linux x86_64; rv:143.0) Geck...</td>\n",
+       "      <td>2025-11-14T13:26:00.291Z</td>\n",
+       "      <td></td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -183,20 +159,14 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1762434923440-66hdhq8qicd</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762434925371</td>\n",
-       "      <td>MAIN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1098.0</td>\n",
-       "      <td>663.0</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>f0317a5d-e424-44e9-b784-c8f7291ffe31</td>\n",
+       "      <td>page_view</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>None</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (X11; Linux x86_64; rv:143.0) Geck...</td>\n",
+       "      <td>2025-11-14T13:26:07.769Z</td>\n",
+       "      <td></td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
@@ -205,549 +175,251 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>1762434923440-66hdhq8qicd</td>\n",
-       "      <td>pageview</td>\n",
-       "      <td>1762437192910</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>f0317a5d-e424-44e9-b784-c8f7291ffe31</td>\n",
+       "      <td>view_item_page</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>htl-0</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (X11; Linux x86_64; rv:143.0) Geck...</td>\n",
+       "      <td>2025-11-14T13:26:15.010Z</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Premium Room</td>\n",
+       "      <td>269.0</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1762434923440-66hdhq8qicd</td>\n",
-       "      <td>pageview</td>\n",
-       "      <td>1762437198539</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
+       "      <td>238dc588-a7ab-4c0e-bccd-6abca5076c66</td>\n",
+       "      <td>page_view</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>None</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
+       "      <td>2025-11-14T13:27:15.457Z</td>\n",
        "      <td></td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>238dc588-a7ab-4c0e-bccd-6abca5076c66</td>\n",
+       "      <td>view_item_page</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>htl-0</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
+       "      <td>2025-11-14T13:27:15.591Z</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Premium Room</td>\n",
+       "      <td>264.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>390</th>\n",
-       "      <td>d423ce8a-77aa-4c9a-94d4-d1adddcc3472</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762443115648</td>\n",
-       "      <td>DIV</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>245.0</td>\n",
-       "      <td>595.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <th>6</th>\n",
+       "      <td>238dc588-a7ab-4c0e-bccd-6abca5076c66</td>\n",
+       "      <td>view_item_page</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>htl-0</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
+       "      <td>2025-11-14T13:27:21.483Z</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Premium Room</td>\n",
+       "      <td>264.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>391</th>\n",
-       "      <td>d423ce8a-77aa-4c9a-94d4-d1adddcc3472</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762443174606</td>\n",
-       "      <td>DIV</td>\n",
+       "      <th>7</th>\n",
+       "      <td>238dc588-a7ab-4c0e-bccd-6abca5076c66</td>\n",
+       "      <td>hover_over_title</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>htl-0</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
+       "      <td>2025-11-14T13:27:22.646Z</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Grand Plaza Hotel</td>\n",
+       "      <td>1200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>238dc588-a7ab-4c0e-bccd-6abca5076c66</td>\n",
+       "      <td>view_item_page</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>htl-0</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...</td>\n",
+       "      <td>2025-11-14T13:27:25.889Z</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>475.0</td>\n",
-       "      <td>428.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Premium Room</td>\n",
+       "      <td>264.0</td>\n",
+       "      <td>2.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>392</th>\n",
-       "      <td>d423ce8a-77aa-4c9a-94d4-d1adddcc3472</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762443183406</td>\n",
-       "      <td>INPUT</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>832.0</td>\n",
-       "      <td>219.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>393</th>\n",
-       "      <td>d423ce8a-77aa-4c9a-94d4-d1adddcc3472</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762443208588</td>\n",
-       "      <td>DIV</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>485.0</td>\n",
-       "      <td>155.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>394</th>\n",
-       "      <td>d423ce8a-77aa-4c9a-94d4-d1adddcc3472</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762443225474</td>\n",
-       "      <td>DIV</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>281.0</td>\n",
-       "      <td>281.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>407</th>\n",
-       "      <td>1762444018243-0120z6z5u42f</td>\n",
-       "      <td>pageview</td>\n",
-       "      <td>1762444018256</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
+       "      <th>35</th>\n",
+       "      <td>013fc334-4045-4d5a-8739-dd0a8766a63b</td>\n",
+       "      <td>page_view</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>None</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
+       "      <td>2025-11-14T13:53:59.993Z</td>\n",
        "      <td></td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>013fc334-4045-4d5a-8739-dd0a8766a63b</td>\n",
+       "      <td>view_item_page</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>htl-0</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
+       "      <td>2025-11-14T13:54:10.705Z</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Premium Room</td>\n",
+       "      <td>223.0</td>\n",
+       "      <td>3.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>408</th>\n",
-       "      <td>1762444018243-0120z6z5u42f</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762445774344</td>\n",
-       "      <td>DIV</td>\n",
+       "      <th>37</th>\n",
+       "      <td>013fc334-4045-4d5a-8739-dd0a8766a63b</td>\n",
+       "      <td>hover_over_title</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>htl-0</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
+       "      <td>2025-11-14T13:54:11.771Z</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Grand Plaza Hotel</td>\n",
+       "      <td>1200.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>013fc334-4045-4d5a-8739-dd0a8766a63b</td>\n",
+       "      <td>view_item_page</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>htl-1</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
+       "      <td>2025-11-14T13:54:29.772Z</td>\n",
        "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>299.0</td>\n",
-       "      <td>214.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <td>Standard Room</td>\n",
+       "      <td>267.0</td>\n",
+       "      <td>5.0</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>431</th>\n",
-       "      <td>214d9fad-9b00-40c3-bd0e-7739b6acd654</td>\n",
-       "      <td>pageview</td>\n",
-       "      <td>1762448190973</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>432</th>\n",
-       "      <td>214d9fad-9b00-40c3-bd0e-7739b6acd654</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762448192425</td>\n",
-       "      <td>DIV</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1623.0</td>\n",
-       "      <td>493.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>433</th>\n",
-       "      <td>214d9fad-9b00-40c3-bd0e-7739b6acd654</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762448192645</td>\n",
-       "      <td>DIV</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1623.0</td>\n",
-       "      <td>493.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>434</th>\n",
-       "      <td>214d9fad-9b00-40c3-bd0e-7739b6acd654</td>\n",
-       "      <td>pageview</td>\n",
-       "      <td>1762448205850</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>435</th>\n",
-       "      <td>214d9fad-9b00-40c3-bd0e-7739b6acd654</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762448207922</td>\n",
-       "      <td>DIV</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>421.0</td>\n",
-       "      <td>216.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>438</th>\n",
-       "      <td>f0d40ca6-c1d3-4ecd-beb3-796adc74349d</td>\n",
-       "      <td>pageview</td>\n",
-       "      <td>1762448283244</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>439</th>\n",
-       "      <td>f0d40ca6-c1d3-4ecd-beb3-796adc74349d</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762448295524</td>\n",
-       "      <td>HTML</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>614.0</td>\n",
-       "      <td>720.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>440</th>\n",
-       "      <td>f0d40ca6-c1d3-4ecd-beb3-796adc74349d</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762448342763</td>\n",
-       "      <td>DIV</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>416.0</td>\n",
-       "      <td>397.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>441</th>\n",
-       "      <td>f0d40ca6-c1d3-4ecd-beb3-796adc74349d</td>\n",
-       "      <td>pageview</td>\n",
-       "      <td>1762448343396</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td></td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>442</th>\n",
-       "      <td>f0d40ca6-c1d3-4ecd-beb3-796adc74349d</td>\n",
-       "      <td>click</td>\n",
-       "      <td>1762448829631</td>\n",
-       "      <td>DIV</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>/</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>45.0</td>\n",
-       "      <td>44.0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
+       "      <th>39</th>\n",
+       "      <td>013fc334-4045-4d5a-8739-dd0a8766a63b</td>\n",
+       "      <td>hover_over_title</td>\n",
+       "      <td>/products</td>\n",
+       "      <td>htl-1</td>\n",
+       "      <td>hotel</td>\n",
+       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
+       "      <td>2025-11-14T13:54:30.833Z</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
        "      <td>NaN</td>\n",
+       "      <td>Seaside Resort</td>\n",
+       "      <td>1200.0</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                sessionId eventType             ts targetEl  \\\n",
-       "0               1762434923440-66hdhq8qicd  pageview  1762434924107      NaN   \n",
-       "1               1762434923440-66hdhq8qicd     click  1762434925198      DIV   \n",
-       "2               1762434923440-66hdhq8qicd     click  1762434925371     MAIN   \n",
-       "3               1762434923440-66hdhq8qicd  pageview  1762437192910      NaN   \n",
-       "4               1762434923440-66hdhq8qicd  pageview  1762437198539      NaN   \n",
-       "390  d423ce8a-77aa-4c9a-94d4-d1adddcc3472     click  1762443115648      DIV   \n",
-       "391  d423ce8a-77aa-4c9a-94d4-d1adddcc3472     click  1762443174606      DIV   \n",
-       "392  d423ce8a-77aa-4c9a-94d4-d1adddcc3472     click  1762443183406    INPUT   \n",
-       "393  d423ce8a-77aa-4c9a-94d4-d1adddcc3472     click  1762443208588      DIV   \n",
-       "394  d423ce8a-77aa-4c9a-94d4-d1adddcc3472     click  1762443225474      DIV   \n",
-       "407            1762444018243-0120z6z5u42f  pageview  1762444018256      NaN   \n",
-       "408            1762444018243-0120z6z5u42f     click  1762445774344      DIV   \n",
-       "431  214d9fad-9b00-40c3-bd0e-7739b6acd654  pageview  1762448190973      NaN   \n",
-       "432  214d9fad-9b00-40c3-bd0e-7739b6acd654     click  1762448192425      DIV   \n",
-       "433  214d9fad-9b00-40c3-bd0e-7739b6acd654     click  1762448192645      DIV   \n",
-       "434  214d9fad-9b00-40c3-bd0e-7739b6acd654  pageview  1762448205850      NaN   \n",
-       "435  214d9fad-9b00-40c3-bd0e-7739b6acd654     click  1762448207922      DIV   \n",
-       "438  f0d40ca6-c1d3-4ecd-beb3-796adc74349d  pageview  1762448283244      NaN   \n",
-       "439  f0d40ca6-c1d3-4ecd-beb3-796adc74349d     click  1762448295524     HTML   \n",
-       "440  f0d40ca6-c1d3-4ecd-beb3-796adc74349d     click  1762448342763      DIV   \n",
-       "441  f0d40ca6-c1d3-4ecd-beb3-796adc74349d  pageview  1762448343396      NaN   \n",
-       "442  f0d40ca6-c1d3-4ecd-beb3-796adc74349d     click  1762448829631      DIV   \n",
+       "                               sessionId         eventName       page  \\\n",
+       "0   d176d7c9-4027-4702-9e31-2a71395cdda0         page_view  /products   \n",
+       "1   f0317a5d-e424-44e9-b784-c8f7291ffe31         page_view          /   \n",
+       "2   f0317a5d-e424-44e9-b784-c8f7291ffe31         page_view  /products   \n",
+       "3   f0317a5d-e424-44e9-b784-c8f7291ffe31    view_item_page  /products   \n",
+       "4   238dc588-a7ab-4c0e-bccd-6abca5076c66         page_view  /products   \n",
+       "5   238dc588-a7ab-4c0e-bccd-6abca5076c66    view_item_page  /products   \n",
+       "6   238dc588-a7ab-4c0e-bccd-6abca5076c66    view_item_page  /products   \n",
+       "7   238dc588-a7ab-4c0e-bccd-6abca5076c66  hover_over_title  /products   \n",
+       "8   238dc588-a7ab-4c0e-bccd-6abca5076c66    view_item_page  /products   \n",
+       "35  013fc334-4045-4d5a-8739-dd0a8766a63b         page_view  /products   \n",
+       "36  013fc334-4045-4d5a-8739-dd0a8766a63b    view_item_page  /products   \n",
+       "37  013fc334-4045-4d5a-8739-dd0a8766a63b  hover_over_title  /products   \n",
+       "38  013fc334-4045-4d5a-8739-dd0a8766a63b    view_item_page  /products   \n",
+       "39  013fc334-4045-4d5a-8739-dd0a8766a63b  hover_over_title  /products   \n",
        "\n",
-       "    eventName page storeMode userAgent productId metadata_path  \\\n",
-       "0         NaN  NaN       NaN       NaN       NaN             /   \n",
-       "1         NaN  NaN       NaN       NaN       NaN             /   \n",
-       "2         NaN  NaN       NaN       NaN       NaN             /   \n",
-       "3         NaN  NaN       NaN       NaN       NaN             /   \n",
-       "4         NaN  NaN       NaN       NaN       NaN             /   \n",
-       "390       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "391       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "392       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "393       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "394       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "407       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "408       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "431       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "432       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "433       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "434       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "435       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "438       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "439       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "440       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "441       NaN  NaN       NaN       NaN       NaN             /   \n",
-       "442       NaN  NaN       NaN       NaN       NaN             /   \n",
+       "   productId storeMode                                          userAgent  \\\n",
+       "0       None     hotel  Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
+       "1       None     hotel  Mozilla/5.0 (X11; Linux x86_64; rv:143.0) Geck...   \n",
+       "2       None     hotel  Mozilla/5.0 (X11; Linux x86_64; rv:143.0) Geck...   \n",
+       "3      htl-0     hotel  Mozilla/5.0 (X11; Linux x86_64; rv:143.0) Geck...   \n",
+       "4       None     hotel  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...   \n",
+       "5      htl-0     hotel  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...   \n",
+       "6      htl-0     hotel  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...   \n",
+       "7      htl-0     hotel  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...   \n",
+       "8      htl-0     hotel  Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7...   \n",
+       "35      None     hotel  Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
+       "36     htl-0     hotel  Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
+       "37     htl-0     hotel  Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
+       "38     htl-1     hotel  Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
+       "39     htl-1     hotel  Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
        "\n",
-       "    metadata_referrer  metadata_x  metadata_y metadata_event  \\\n",
-       "0                             NaN         NaN            NaN   \n",
-       "1                 NaN      1098.0       663.0            NaN   \n",
-       "2                 NaN      1098.0       663.0            NaN   \n",
-       "3                             NaN         NaN            NaN   \n",
-       "4                             NaN         NaN            NaN   \n",
-       "390               NaN       245.0       595.0            NaN   \n",
-       "391               NaN       475.0       428.0            NaN   \n",
-       "392               NaN       832.0       219.0            NaN   \n",
-       "393               NaN       485.0       155.0            NaN   \n",
-       "394               NaN       281.0       281.0            NaN   \n",
-       "407                           NaN         NaN            NaN   \n",
-       "408               NaN       299.0       214.0            NaN   \n",
-       "431                           NaN         NaN            NaN   \n",
-       "432               NaN      1623.0       493.0            NaN   \n",
-       "433               NaN      1623.0       493.0            NaN   \n",
-       "434                           NaN         NaN            NaN   \n",
-       "435               NaN       421.0       216.0            NaN   \n",
-       "438                           NaN         NaN            NaN   \n",
-       "439               NaN       614.0       720.0            NaN   \n",
-       "440               NaN       416.0       397.0            NaN   \n",
-       "441                           NaN         NaN            NaN   \n",
-       "442               NaN        45.0        44.0            NaN   \n",
+       "                          ts metadata_referrer metadata_roomType  \\\n",
+       "0   2025-11-14T13:23:46.270Z                                 NaN   \n",
+       "1   2025-11-14T13:26:00.291Z                                 NaN   \n",
+       "2   2025-11-14T13:26:07.769Z                                 NaN   \n",
+       "3   2025-11-14T13:26:15.010Z               NaN      Premium Room   \n",
+       "4   2025-11-14T13:27:15.457Z                                 NaN   \n",
+       "5   2025-11-14T13:27:15.591Z               NaN      Premium Room   \n",
+       "6   2025-11-14T13:27:21.483Z               NaN      Premium Room   \n",
+       "7   2025-11-14T13:27:22.646Z               NaN               NaN   \n",
+       "8   2025-11-14T13:27:25.889Z               NaN      Premium Room   \n",
+       "35  2025-11-14T13:53:59.993Z                                 NaN   \n",
+       "36  2025-11-14T13:54:10.705Z               NaN      Premium Room   \n",
+       "37  2025-11-14T13:54:11.771Z               NaN               NaN   \n",
+       "38  2025-11-14T13:54:29.772Z               NaN     Standard Room   \n",
+       "39  2025-11-14T13:54:30.833Z               NaN               NaN   \n",
        "\n",
-       "    metadata_targetEl metadata_roomType  metadata_price  metadata_nights  \\\n",
-       "0                 NaN               NaN             NaN              NaN   \n",
-       "1                 NaN               NaN             NaN              NaN   \n",
-       "2                 NaN               NaN             NaN              NaN   \n",
-       "3                 NaN               NaN             NaN              NaN   \n",
-       "4                 NaN               NaN             NaN              NaN   \n",
-       "390               NaN               NaN             NaN              NaN   \n",
-       "391               NaN               NaN             NaN              NaN   \n",
-       "392               NaN               NaN             NaN              NaN   \n",
-       "393               NaN               NaN             NaN              NaN   \n",
-       "394               NaN               NaN             NaN              NaN   \n",
-       "407               NaN               NaN             NaN              NaN   \n",
-       "408               NaN               NaN             NaN              NaN   \n",
-       "431               NaN               NaN             NaN              NaN   \n",
-       "432               NaN               NaN             NaN              NaN   \n",
-       "433               NaN               NaN             NaN              NaN   \n",
-       "434               NaN               NaN             NaN              NaN   \n",
-       "435               NaN               NaN             NaN              NaN   \n",
-       "438               NaN               NaN             NaN              NaN   \n",
-       "439               NaN               NaN             NaN              NaN   \n",
-       "440               NaN               NaN             NaN              NaN   \n",
-       "441               NaN               NaN             NaN              NaN   \n",
-       "442               NaN               NaN             NaN              NaN   \n",
-       "\n",
-       "    metadata_targetUrl  \n",
-       "0                  NaN  \n",
-       "1                  NaN  \n",
-       "2                  NaN  \n",
-       "3                  NaN  \n",
-       "4                  NaN  \n",
-       "390                NaN  \n",
-       "391                NaN  \n",
-       "392                NaN  \n",
-       "393                NaN  \n",
-       "394                NaN  \n",
-       "407                NaN  \n",
-       "408                NaN  \n",
-       "431                NaN  \n",
-       "432                NaN  \n",
-       "433                NaN  \n",
-       "434                NaN  \n",
-       "435                NaN  \n",
-       "438                NaN  \n",
-       "439                NaN  \n",
-       "440                NaN  \n",
-       "441                NaN  \n",
-       "442                NaN  "
+       "    metadata_price  metadata_nights metadata_elementText  metadata_dwellTime  \n",
+       "0              NaN              NaN                  NaN                 NaN  \n",
+       "1              NaN              NaN                  NaN                 NaN  \n",
+       "2              NaN              NaN                  NaN                 NaN  \n",
+       "3            269.0              1.0                  NaN                 NaN  \n",
+       "4              NaN              NaN                  NaN                 NaN  \n",
+       "5            264.0              2.0                  NaN                 NaN  \n",
+       "6            264.0              2.0                  NaN                 NaN  \n",
+       "7              NaN              NaN    Grand Plaza Hotel              1200.0  \n",
+       "8            264.0              2.0                  NaN                 NaN  \n",
+       "35             NaN              NaN                  NaN                 NaN  \n",
+       "36           223.0              3.0                  NaN                 NaN  \n",
+       "37             NaN              NaN    Grand Plaza Hotel              1200.0  \n",
+       "38           267.0              5.0                  NaN                 NaN  \n",
+       "39             NaN              NaN       Seaside Resort              1200.0  "
       ]
      },
-     "execution_count": 11,
+     "execution_count": 53,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -758,32 +430,31 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": 54,
    "id": "380eca5f-8304-4fb2-be32-e8bcfd312085",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "['214d9fad-9b00-40c3-bd0e-7739b6acd654',\n",
-       " '1762444018243-0120z6z5u42f',\n",
-       " 'f0d40ca6-c1d3-4ecd-beb3-796adc74349d',\n",
-       " 'd423ce8a-77aa-4c9a-94d4-d1adddcc3472',\n",
-       " '1762434923440-66hdhq8qicd']"
+       "['238dc588-a7ab-4c0e-bccd-6abca5076c66',\n",
+       " 'f0317a5d-e424-44e9-b784-c8f7291ffe31',\n",
+       " 'd176d7c9-4027-4702-9e31-2a71395cdda0',\n",
+       " '013fc334-4045-4d5a-8739-dd0a8766a63b']"
       ]
      },
-     "execution_count": 12,
+     "execution_count": 54,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "sessions = list(set(df['sessionId'])); sessions"
+    "sessions = list(set(df['sessionId'])); sessions # 238dc588-a7ab-4c0e-bccd-6abca5076c66"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": 55,
    "id": "f4ae6f81-dcb8-44be-aee7-30dbc3a6bae1",
    "metadata": {},
    "outputs": [],
@@ -793,7 +464,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": 56,
    "id": "050d90a4-20a9-47f5-b998-c31178a54cb3",
    "metadata": {},
    "outputs": [],
@@ -814,7 +485,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 57,
    "id": "e68f9004-82f5-4826-aece-e3dc6e15a18f",
    "metadata": {},
    "outputs": [],
@@ -876,38 +547,15 @@
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   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 58,
    "id": "e255a2c1-6454-4e5e-89f6-ef8ac51ab6cc",
    "metadata": {},
    "outputs": [
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    ],
    "source": [
     "def explore_session(session_id: str):\n",
     "    subset = df[df['sessionId'] == session_id]\n",
+    "    print(session_id)\n",
     "    P, labels = build_transition_prob_matrix(subset)\n",
     "    g = render_graph(f\"session_{session_id}\", P, ls_index=labels, threshold=0.01, fmt=\"svg\", view=False)\n",
     "    display(g)\n",