{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "0335ac2a-9011-40af-afec-af28ff4a5199",
   "metadata": {},
   "source": [
    "# An example analytic query against a ***dimensional*** model's star schema vs. a ***nondimensional*** model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a5ed588-6c52-40b6-b122-f8d730915e09",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pandas import DataFrame\n",
    "from data201 import db_connection, df_query"
   ]
  },
  {
   "attachments": {
    "ecadcd05-822e-4607-ac67-d33e256f918c.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "b194a3cc-6808-490b-aa5d-64d7d74a87e7",
   "metadata": {},
   "source": [
    "## Query against the dimensional model\n",
    "#### How do the ***quantities of sold products*** in all categories on ***Wednesdays*** by vendor ***Pacifica Gear*** within the ***Chicagoland*** region during the ***first quarter*** of ***2023*** compare to the ***second quarter*** of ***2023***?\n",
    "#### We analyze the `units_sold` measure of the `sales` fact table relative to the `calendar`, `store`, and `product` dimension tables.\n",
    "![Screenshot 2024-11-21 at 12.01.21 AM.png](attachment:ecadcd05-822e-4607-ac67-d33e256f918c.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4cd0bcda-ef1c-4192-87f1-5da3ce56014d",
   "metadata": {},
   "outputs": [],
   "source": [
    "conn_warehouse = db_connection(config_file = 'zagi-warehouse.ini')\n",
    "\n",
    "df_query(conn_warehouse,\n",
    "    \"\"\"\n",
    "    SELECT c.qtr AS quarter, \n",
    "           SUM(sa.units_sold) AS total_units_sold, \n",
    "           p.product_category_name,\n",
    "           p.product_vendor_name, c.day_of_week\n",
    "    \n",
    "    FROM calendar c\n",
    "    JOIN sales sa USING (calendar_key)\n",
    "    JOIN store s USING (store_key)\n",
    "    JOIN product p USING (product_key)\n",
    "    WHERE p.product_vendor_name = 'Pacifica Gear'\n",
    "      AND s.store_region_name   = 'Chicagoland'\n",
    "      AND c.day_of_week = 'Wednesday'\n",
    "      AND c.year        = 2023\n",
    "      AND c.qtr IN (1, 2)\n",
    "    \n",
    "    GROUP BY p.product_category_name, \n",
    "             p.product_vendor_name,\n",
    "             c.day_of_week, \n",
    "             c.qtr\n",
    "    ORDER BY c.qtr\n",
    "    \"\"\"\n",
    ")"
   ]
  },
  {
   "attachments": {
    "b1030751-4402-4f68-9fe5-6e1690d2c24a.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "91de7eec-d03b-4b71-b8e2-e9fe7cdc2fe1",
   "metadata": {},
   "source": [
    "## Query against the nondimensional model\n",
    "#### How do the ***quantities of sold products*** in all categories on ***Wednesdays*** by vendor ***Pacifica Gear*** within the ***Chicagoland*** region during the ***first quarter*** of ***2023*** compare to the ***second quarter*** of ***2023***?\n",
    "#### We must join seven tables: `region`, `store`, `sales_transaction`, `sold_via`, `product`, `vendor`, and `category`. We must call date-extraction functions: `QUARTER`, `DAYNAME`, and `YEAR` for each row of the result.\n",
    "![Screenshot 2024-11-21 at 12.03.03 AM.png](attachment:b1030751-4402-4f68-9fe5-6e1690d2c24a.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "44eb3d54-24fd-4bd8-a253-f903ad21bfa3",
   "metadata": {},
   "outputs": [],
   "source": [
    "conn_sales = db_connection(config_file = 'zagi-sales.ini')\n",
    "\n",
    "df_query(conn_sales,\n",
    "    \"\"\"\n",
    "    SELECT QUARTER(st.tdate) AS quarter, \n",
    "           SUM(sv.no_of_items) AS total_units_sold, \n",
    "           c.category_name, v.vendor_name,\n",
    "           DAYNAME(st.tdate) AS day_of_week\n",
    "\n",
    "    FROM region r\n",
    "    JOIN store s USING (region_id)\n",
    "    JOIN sales_transaction st USING (store_id)\n",
    "    JOIN sold_via sv USING (tid)\n",
    "    JOIN product p USING (product_id)\n",
    "    JOIN vendor v USING (vendor_id)\n",
    "    JOIN category c USING (category_id)\n",
    "    \n",
    "    WHERE v.vendor_name     = 'Pacifica Gear'\n",
    "      AND r.region_name     = 'Chicagoland'\n",
    "      AND DAYNAME(st.tdate) = 'Wednesday'\n",
    "      AND YEAR(st.tdate)    = 2023\n",
    "      AND QUARTER(st.tdate) IN (1, 2)\n",
    "\n",
    "    GROUP BY c.category_name, \n",
    "             v.vendor_name,\n",
    "             DAYNAME(st.tdate), \n",
    "             QUARTER(st.tdate)\n",
    "    ORDER BY QUARTER(st.tdate)\n",
    "    \"\"\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a4708450-a027-460e-9d92-13c171347b00",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "conn_warehouse.close()\n",
    "conn_sales.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fac412a9-a562-4b62-9274-e2905afeab24",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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