chore: update numbering + next steps

Author: Daniel Lorch

plugins/dynamic-few-shot-lambda/notebooks/fcc_invoices_dataset_import.ipynb

@@ -69,7 +69,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 1. Install Dependencies"
+    "## 2. Install Dependencies"
    ]
   },
   {
@@ -117,7 +117,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 2. Import Libraries and Initialize Clients"
+    "## 3. Import Libraries and Initialize Clients"
    ]
   },
   {
@@ -160,7 +160,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 4. Load FCC Invoices Dataset"
+    "## 5. Load FCC Invoices Dataset"
    ]
   },
   {
@@ -276,7 +276,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 5. Process Dataset and Generate Embeddings"
+    "## 6. Process Dataset and Generate Embeddings"
    ]
   },
   {
@@ -513,7 +513,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 6. Import Dataset to S3 Vectors"
+    "## 7. Import Dataset to S3 Vectors"
    ]
   },
   {
@@ -648,7 +648,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 7. Verify Import with Similarity Search"
+    "## 8. Verify Import with Similarity Search"
    ]
   },
   {
@@ -1095,7 +1095,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## 8. Summary and Next Steps"
+    "## 9. Summary and Next Steps"
    ]
   },
   {
@@ -1114,11 +1114,9 @@
     "print(f\"✅ Similarity search verified\")\n",
     "\n",
     "print(\"\\n=== Next Steps ===\")\n",
-    "print(\"1. ✅ Updated attributes mapping to match actual FCC invoices dataset structure\")\n",
-    "print(\"2. ✅ Added ground truth label parsing from CSV data\")\n",
-    "print(\"3. Configure your IDP extraction to use the dynamic few-shot Lambda ARN\")\n",
-    "print(\"4. Test document processing with few-shot examples!\")\n",
-    "print(\"5. Fine-tune the label parsing logic if needed based on your specific use case\")"
+    "print(\"1. Configure your IDP extraction to use the dynamic few-shot Lambda ARN\")\n",
+    "print(\"2. Test document processing with few-shot examples and the Test Suite available in IDP to compare results\")\n",
+    "print(\"3. Import your own dataset using the structure provided in this notebook\")"
    ]
   }
  ],