diff --git a/academic-events/part_1_data_engineering.ipynb b/academic-events/part_1_data_engineering.ipynb
index dcf5900..da6d98e 100644
--- a/academic-events/part_1_data_engineering.ipynb
+++ b/academic-events/part_1_data_engineering.ipynb
@@ -454,7 +454,7 @@
     "    # If time zones are unknown comment out this line and revert to UTC.\n",
     "    parameters_dict.update(active__tz=timezone)\n",
     "    \n",
-    "    search_results = phq.events.search(parameters_dict).iter_all()\n",
+    "    search_results = phq.events.search(**parameters_dict).iter_all()\n",
     "\n",
     "    search_results = [result.to_dict() for result in search_results]\n",
     "\n",
diff --git a/academic-events/part_2_data_exploration.ipynb b/academic-events/part_2_data_exploration.ipynb
index 9a0845c..c037d64 100644
--- a/academic-events/part_2_data_exploration.ipynb
+++ b/academic-events/part_2_data_exploration.ipynb
@@ -176,7 +176,7 @@
     "                                                     lat_long[0],\n",
     "                                                     lat_long[1]))  \n",
     "\n",
-    "    search_results = phq.events.search(parameters_dict).iter_all()\n",
+    "    search_results = phq.events.search(**parameters_dict).iter_all()\n",
     "\n",
     "    search_results = [result.to_dict() for result in search_results]\n",
     "\n",
diff --git a/academic-events/part_3_feature_engineering.ipynb b/academic-events/part_3_feature_engineering.ipynb
index 405d5a8..a0f056f 100644
--- a/academic-events/part_3_feature_engineering.ipynb
+++ b/academic-events/part_3_feature_engineering.ipynb
@@ -202,7 +202,7 @@
     "    parameters_dict.update(limit=500)\n",
     "    parameters_dict.update(place__scope=place_id)\n",
     "\n",
-    "    search_results = phq.events.search(parameters_dict).iter_all()\n",
+    "    search_results = phq.events.search(**parameters_dict).iter_all()\n",
     "\n",
     "    search_results = [result.to_dict() for result in search_results]\n",
     "\n",
@@ -268,7 +268,7 @@
     "                                                     lat_long[0],\n",
     "                                                     lat_long[1]))  \n",
     "\n",
-    "    search_results = phq.events.search(parameters_dict).iter_all()\n",
+    "    search_results = phq.events.search(**parameters_dict).iter_all()\n",
     "\n",
     "    search_results = [result.to_dict() for result in search_results]\n",
     "\n",
diff --git a/attended-events/part_1_data_engineering.ipynb b/attended-events/part_1_data_engineering.ipynb
index 3486e6a..544d19d 100644
--- a/attended-events/part_1_data_engineering.ipynb
+++ b/attended-events/part_1_data_engineering.ipynb
@@ -70,7 +70,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -397,15 +397,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "results = []\n",
     "\n",
     "# Iterating through all the events that match our criteria and adding them to our results\n",
-    "for event in phq.events.search(parameters).iter_all():\n",
-    "    results.append(event.to_dict())\n",
+    "for event in phq.events.search(**parameters).iter_all():\n",
+    "    results.append(event.model_dump())\n",
     "\n",
     "# Converting the results to a DataFrame\n",
     "event_df = pd.DataFrame(results)"
diff --git a/attended-events/part_2_data_exploration.ipynb b/attended-events/part_2_data_exploration.ipynb
index becc9a5..b5800d4 100644
--- a/attended-events/part_2_data_exploration.ipynb
+++ b/attended-events/part_2_data_exploration.ipynb
@@ -177,8 +177,8 @@
     "\n",
     "    # Iterating through all the events that match our criteria and\n",
     "    # adding them to our result_list.\n",
-    "    for event in phq.events.search(params).iter_all():\n",
-    "        result_list.append(event.to_dict())\n",
+    "    for event in phq.events.search(**params).iter_all():\n",
+    "        result_list.append(event.model_dump())\n",
     "\n",
     "    event_df = pd.DataFrame(result_list)\n",
     "\n",
diff --git a/attended-events/part_3_feature_engineering.ipynb b/attended-events/part_3_feature_engineering.ipynb
index b29c8f1..740c349 100644
--- a/attended-events/part_3_feature_engineering.ipynb
+++ b/attended-events/part_3_feature_engineering.ipynb
@@ -241,8 +241,8 @@
     "\n",
     "    # Iterating through all the events that match our criteria and\n",
     "    # adding them to our result_list\n",
-    "    for event in phq.events.search(params).iter_all():\n",
-    "        result_list.append(event.to_dict())\n",
+    "    for event in phq.events.search(**params).iter_all():\n",
+    "        result_list.append(event.model_dump())\n",
     "\n",
     "    event_df = pd.DataFrame(result_list)\n",
     "\n",
diff --git a/demand-surge/demand-surge-notebook.ipynb b/demand-surge/demand-surge-notebook.ipynb
index 46101c6..bbcd676 100644
--- a/demand-surge/demand-surge-notebook.ipynb
+++ b/demand-surge/demand-surge-notebook.ipynb
@@ -1143,8 +1143,8 @@
     "\n",
     "    results = []\n",
     "\n",
-    "    for event in client.events.search(parameters).iter_all():\n",
-    "        results.append(event.to_dict())\n",
+    "    for event in client.events.search(**parameters).iter_all():\n",
+    "        results.append(event.model_dump())\n",
     "\n",
     "    df = pd.DataFrame(results)\n",
     "    df[\"category\"] = df[\"category\"].str.replace(\"-\", \"_\")  # clean values\n",
diff --git a/live-tv-events/part_1_data_engineering.ipynb b/live-tv-events/part_1_data_engineering.ipynb
index f86ce77..9b17945 100644
--- a/live-tv-events/part_1_data_engineering.ipynb
+++ b/live-tv-events/part_1_data_engineering.ipynb
@@ -467,7 +467,7 @@
     "    #parameters_dict.update(location__place_id=place_id)  # uncomment/comment as required.  \n",
     "    parameters_dict.update(location__origin=lat_long)  # uncomment/comment as required. \n",
     "    \n",
-    "    search_results = phq.broadcasts.search(parameters_dict).iter_all()\n",
+    "    search_results = phq.broadcasts.search(**parameters_dict).iter_all()\n",
     "\n",
     "    search_results = [result.to_dict() for result in search_results]\n",
     "\n",
diff --git a/severe-weather-events/part_1_data_engineering.ipynb b/severe-weather-events/part_1_data_engineering.ipynb
index 0069b4d..0c17da8 100644
--- a/severe-weather-events/part_1_data_engineering.ipynb
+++ b/severe-weather-events/part_1_data_engineering.ipynb
@@ -328,8 +328,8 @@
     "results = []\n",
     "\n",
     "# Iterating through all the events that match our criteria and adding them to our results\n",
-    "for event in phq.events.search(parameters).iter_all():\n",
-    "    results.append(event.to_dict())\n",
+    "for event in phq.events.search(**parameters).iter_all():\n",
+    "    results.append(event.model_dump())\n",
     "\n",
     "# Converting the results to a DataFrame\n",
     "event_df = pd.DataFrame(results)"
diff --git a/severe-weather-events/part_3_feature_engineering.ipynb b/severe-weather-events/part_3_feature_engineering.ipynb
index 504fb6d..61f4f7c 100644
--- a/severe-weather-events/part_3_feature_engineering.ipynb
+++ b/severe-weather-events/part_3_feature_engineering.ipynb
@@ -248,8 +248,8 @@
     "\n",
     "    # Iterating through all the events that match our criteria and\n",
     "    # adding them to our result_list\n",
-    "    for event in phq.events.search(params).iter_all():\n",
-    "        result_list.append(event.to_dict())\n",
+    "    for event in phq.events.search(**params).iter_all():\n",
+    "        result_list.append(event.model_dump())\n",
     "\n",
     "    event_df = pd.DataFrame(result_list)\n",
     "    # Selecting the target fields\n",
diff --git a/unattended-events/part_1_data_engineering.ipynb b/unattended-events/part_1_data_engineering.ipynb
index 56e62ea..3d4b7fd 100644
--- a/unattended-events/part_1_data_engineering.ipynb
+++ b/unattended-events/part_1_data_engineering.ipynb
@@ -344,8 +344,8 @@
     "results = []\n",
     "\n",
     "# Iterating through all the events that match our criteria and adding them to our results\n",
-    "for event in phq.events.search(parameters).iter_all():\n",
-    "    results.append(event.to_dict())\n",
+    "for event in phq.events.search(**parameters).iter_all():\n",
+    "    results.append(event.model_dump())\n",
     "\n",
     "# Converting the results to a DataFrame\n",
     "event_df = pd.DataFrame(results)"
diff --git a/unattended-events/part_2_data_exploration.ipynb b/unattended-events/part_2_data_exploration.ipynb
index e3906e1..ea0b09d 100644
--- a/unattended-events/part_2_data_exploration.ipynb
+++ b/unattended-events/part_2_data_exploration.ipynb
@@ -159,8 +159,8 @@
     "\n",
     "    # Iterating through all the events that match our criteria and\n",
     "    # adding them to our result_list\n",
-    "    for event in phq.events.search(params).iter_all():\n",
-    "        result_list.append(event.to_dict())\n",
+    "    for event in phq.events.search(**params).iter_all():\n",
+    "        result_list.append(event.model_dump())\n",
     "\n",
     "    event_df = pd.DataFrame(result_list)\n",
     "    # Selecting the target fields\n",
@@ -19004,8 +19004,8 @@
     "        result_list = []\n",
     "\n",
     "        # Iterating through all the events that match our criteria and adding them to our result_list\n",
-    "        for event in phq.events.search(parameters_dict).iter_all():\n",
-    "            result_list.append(event.to_dict())\n",
+    "        for event in phq.events.search(**parameters_dict).iter_all():\n",
+    "            result_list.append(event.model_dump())\n",
     "\n",
     "        if len(result_list) > 0:\n",
     "            state_holiday_indicator[state] = 1\n",
@@ -19131,7 +19131,7 @@
     "\n",
     "# Iterating through all the events that match our criteria and adding them to our results\n",
     "for event in phq.events.search(mont_parameters).iter_all():\n",
-    "    mont_results.append(event.to_dict())\n",
+    "    mont_results.append(event.model_dump())\n",
     "\n",
     "# Converting the results to a DataFrame\n",
     "montana_school_holiday_df = pd.DataFrame(mont_results)\n",
diff --git a/unattended-events/part_3_feature_engineering.ipynb b/unattended-events/part_3_feature_engineering.ipynb
index 1863a83..76bb867 100644
--- a/unattended-events/part_3_feature_engineering.ipynb
+++ b/unattended-events/part_3_feature_engineering.ipynb
@@ -223,8 +223,8 @@
     "\n",
     "    # Iterating through all the events that match our criteria and\n",
     "    # adding them to our result_list\n",
-    "    for event in phq.events.search(params).iter_all():\n",
-    "        result_list.append(event.to_dict())\n",
+    "    for event in phq.events.search(**params).iter_all():\n",
+    "        result_list.append(event.model_dump())\n",
     "\n",
     "    event_df = pd.DataFrame(result_list)\n",
     "    # Selecting the target fields\n",
diff --git a/venues/venues-example.ipynb b/venues/venues-example.ipynb
index bf203b5..492257f 100644
--- a/venues/venues-example.ipynb
+++ b/venues/venues-example.ipynb
@@ -428,8 +428,8 @@
     "results = []\n",
     "\n",
     "# Iterating through all the events that match our criteria and adding them to our results\n",
-    "for event in phq.events.search(parameters).iter_all():\n",
-    "    results.append(event.to_dict())\n",
+    "for event in phq.events.search(**parameters).iter_all():\n",
+    "    results.append(event.model_dump())\n",
     "\n",
     "# Converting the results to a DataFrame\n",
     "event_df = pd.DataFrame(results)\n"