diff --git a/tutorials/evals/evaluate_user_frustration_classifications.ipynb b/tutorials/evals/evaluate_user_frustration_classifications.ipynb
index da5d9acea0..b15ac60b82 100644
--- a/tutorials/evals/evaluate_user_frustration_classifications.ipynb
+++ b/tutorials/evals/evaluate_user_frustration_classifications.ipynb
@@ -49,7 +49,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/"
@@ -59,18 +59,7 @@
    },
    "outputs": [],
    "source": [
-    "!pip install -qqq \"arize-phoenix\" \"openai>=1\" ipython matplotlib pycm scikit-learn tiktoken"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "metadata": {
-    "id": "P1eMMKBhxPBE"
-   },
-   "outputs": [],
-   "source": [
-    "!pip -qqq install 'arize-phoenix[evals]'"
+    "!pip install -qqq \"arize-phoenix\" \"openai>=1\" ipython matplotlib pycm scikit-learn tiktoken openinference-instrumentation-openai"
    ]
   },
   {
@@ -245,7 +234,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {
     "colab": {
      "base_uri": "https://localhost:8080/",
@@ -266,11 +255,14 @@
     }
    ],
    "source": [
+    "from openinference.instrumentation.openai import OpenAIInstrumentor\n",
+    "\n",
     "import phoenix as px\n",
-    "from phoenix.trace.openai import OpenAIInstrumentor\n",
+    "from phoenix.otel import register\n",
     "\n",
     "(session := px.launch_app()).view()\n",
-    "OpenAIInstrumentor().instrument()"
+    "tracer_provider = register()\n",
+    "OpenAIInstrumentor(tracer_provider=tracer_provider).instrument()"
    ]
   },
   {