Remove the Optional Assistant Follow-Up cell

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>

Author: lpozo

positron-ide/notebooks/explore_sales.ipynb

@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "markdown",
-   "id": "8db6350f",
+   "id": "025790ff",
    "metadata": {},
    "source": [
     "# Explore Sales Orders\n",
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3ee95a9b",
+   "id": "9845ac9b",
    "metadata": {},
    "source": [
     "## Load the Raw Data\n",
@@ -23,7 +23,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "9f919f71",
+   "id": "9f8d5132",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -42,7 +42,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "f3dbda6a",
+   "id": "92a56f1a",
    "metadata": {},
    "source": [
     "## Check Data Quality\n",
@@ -53,7 +53,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4dc01ef3",
+   "id": "cc958efa",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -68,7 +68,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1d7ce1bc",
+   "id": "d798808d",
    "metadata": {},
    "source": [
     "## Clean the Data\n",
@@ -79,7 +79,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "d2f7285b",
+   "id": "63586d5b",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -94,7 +94,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "dee9689f",
+   "id": "0f1775a4",
    "metadata": {},
    "source": [
     "## Describe the Data\n",
@@ -105,7 +105,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2da2a7c5",
+   "id": "719a38d1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -117,7 +117,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "60068913",
+   "id": "38ec5f65",
    "metadata": {},
    "source": [
     "## Compare Typical Orders\n",
@@ -128,7 +128,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "672251b4",
+   "id": "421371d1",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -145,7 +145,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "46eed16a",
+   "id": "f525a7f3",
    "metadata": {},
    "source": [
     "## Visualize the Comparison\n",
@@ -156,7 +156,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "7dc743a6",
+   "id": "41168753",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -171,16 +171,6 @@
     "plt.tight_layout()\n",
     "plt.show()"
    ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6a7b18e8",
-   "metadata": {},
-   "source": [
-    "## Optional Assistant Follow-Up\n",
-    "\n",
-    "Ask whether larger quantities help explain the retail/wholesale differences. Check unit prices and product mix as well. Group medians alone do not establish a cause, and multiplying medians does not generally give the median of a product. The starting calculation to verify is already in `order_summary`."
-   ]
   }
  ],
  "metadata": {