diff --git a/recipes/1-Insights/conditioned-insights.ipynb b/recipes/1-Insights/conditioned-insights.ipynb
index b11322d..31e314a 100644
--- a/recipes/1-Insights/conditioned-insights.ipynb
+++ b/recipes/1-Insights/conditioned-insights.ipynb
@@ -138,11 +138,11 @@
     {
      "data": {
       "text/plain": [
-       "accuracy     0.777000\n",
-       "mae          0.354432\n",
-       "mcc          0.371769\n",
-       "precision    0.682248\n",
-       "recall       0.689594\n",
+       "accuracy     0.834000\n",
+       "mae          0.259042\n",
+       "mcc          0.539410\n",
+       "precision    0.799174\n",
+       "recall       0.743139\n",
        "Name: target, dtype: float64"
       ]
      },
@@ -180,7 +180,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 8,
    "metadata": {
     "execution": {
      "iopub.execute_input": "2025-12-05T17:44:15.753882Z",
@@ -193,15 +193,15 @@
     {
      "data": {
       "text/plain": [
-       "recall       0.500000\n",
-       "mae          0.364800\n",
-       "accuracy     0.705882\n",
-       "precision    0.352941\n",
        "mcc          0.000000\n",
+       "precision    0.423077\n",
+       "recall       0.500000\n",
+       "mae          0.177199\n",
+       "accuracy     0.846154\n",
        "Name: target, dtype: float64"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 8,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -216,8 +216,8 @@
     "    }\n",
     ")\n",
     "\n",
-    "local_stats = results['details']['prediction_stats'][0].loc['target']\n",
-    "local_stats.dropna()"
+    "local_stats = results['details']['prediction_stats'][0]['target'].dropna()\n",
+    "local_stats"
    ]
   },
   {
@@ -267,8 +267,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Female accuracy: 81%\n",
-      "Male accuracy: 73%\n"
+      "Female accuracy: 88%\n",
+      "Male accuracy: 77%\n"
      ]
     }
    ],
@@ -324,8 +324,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Female accuracy: 82%\n",
-      "Male accuracy: 69%\n"
+      "Female accuracy: 89%\n",
+      "Male accuracy: 76%\n"
      ]
     }
    ],
@@ -359,7 +359,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "engine_rec_312",
+   "display_name": "engine-recipes-3.12",
    "language": "python",
    "name": "python3"
   },
@@ -373,7 +373,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.19"
+   "version": "3.12.1"
   }
  },
  "nbformat": 4,
diff --git a/recipes/4-Examples/extra_examples/json_features.ipynb b/recipes/4-Examples/extra_examples/json_features.ipynb
index 75e029a..ea5fc22 100644
--- a/recipes/4-Examples/extra_examples/json_features.ipynb
+++ b/recipes/4-Examples/extra_examples/json_features.ipynb
@@ -324,7 +324,7 @@
     {
      "data": {
       "text/plain": [
-       "0    null\n",
+       "0    {\"saddle\":1,\"lute\":1,\"potion\":5}\n",
        "Name: inventory, dtype: object"
       ]
      },
@@ -370,11 +370,11 @@
     {
      "data": {
       "text/plain": [
-       "0    null\n",
-       "1    null\n",
-       "2    null\n",
-       "3    null\n",
-       "4    null\n",
+       "0    {\"metal bar\":20,\"saddle\":1,\"hammer\":1,\"potion\":1}\n",
+       "1              {\"metal bar\":20,\"trident\":2,\"potion\":1}\n",
+       "2                                         {\"potion\":2}\n",
+       "3    {\"metal bar\":20,\"saddle\":1,\"hammer\":1,\"potion\":1}\n",
+       "4                  {\"trident\":2,\"hammer\":1,\"potion\":5}\n",
        "Name: inventory, dtype: object"
       ]
      },
@@ -416,11 +416,11 @@
     {
      "data": {
       "text/plain": [
-       "0    null\n",
-       "1    null\n",
-       "2    null\n",
-       "3    null\n",
-       "4    null\n",
+       "0                   {\"saddle\":1,\"potion\":1}\n",
+       "1    {\"metal bar\":20,\"saddle\":1,\"potion\":1}\n",
+       "2          {\"saddle\":1,\"lute\":1,\"potion\":1}\n",
+       "3    {\"metal bar\":20,\"hammer\":1,\"potion\":1}\n",
+       "4                              {\"potion\":1}\n",
        "Name: inventory, dtype: object"
       ]
      },
@@ -493,7 +493,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.19"
+   "version": "3.12.1"
   }
  },
  "nbformat": 4,