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| { | |
| "metadata": { | |
| "kernelspec": { | |
| "name": "SQL", | |
| "display_name": "SQL", | |
| "language": "sql" | |
| }, | |
| "language_info": { | |
| "name": "sql", | |
| "version": "" | |
| } | |
| }, | |
| "nbformat_minor": 2, | |
| "nbformat": 4, | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "SET NOCOUNT ON" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "36f4777d-f392-4ec1-a82d-1887fd892ff7", | |
| "tags": [ | |
| "hide_input" | |
| ] | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Total execution time: 00:00:00" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 96 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Create Relational Tables\n", | |
| "\n", | |
| "" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "2c2f85e2-9ceb-4520-9e2f-98aaab24337b" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "DROP TABLE IF EXISTS Recommendations;\r\n", | |
| "DROP TABLE IF EXISTS LineItems;\r\n", | |
| "DROP TABLE IF EXISTS Invoices;\r\n", | |
| "DROP TABLE IF EXISTS Customers;\r\n", | |
| "DROP TABLE IF EXISTS Demographics;\r\n", | |
| "DROP TABLE IF EXISTS Products;\r\n", | |
| "\r\n", | |
| "GO\r\n", | |
| "\r\n", | |
| "CREATE TABLE Customers\r\n", | |
| "(\r\n", | |
| " Id INT PRIMARY KEY\r\n", | |
| " , Name VARCHAR(50) NOT NULL\r\n", | |
| " , DemographicId INT DEFAULT 1\r\n", | |
| ");\r\n", | |
| "\r\n", | |
| "CREATE TABLE Demographics\r\n", | |
| "(\r\n", | |
| " Id INT PRIMARY KEY\r\n", | |
| " , Name VARCHAR(50)\r\n", | |
| ");\r\n", | |
| "\r\n", | |
| "CREATE TABLE Products\r\n", | |
| "(\r\n", | |
| " Id INT PRIMARY KEY\r\n", | |
| " , Name VARCHAR(50)\r\n", | |
| " , Cost MONEY NOT NULL\r\n", | |
| ");\r\n", | |
| "\r\n", | |
| "CREATE TABLE Recommendations\r\n", | |
| "(\r\n", | |
| " ProductId INT\r\n", | |
| " , RecommendationId INT\r\n", | |
| " , DemographicId INT\r\n", | |
| ");\r\n", | |
| "\r\n", | |
| "CREATE TABLE Invoices\r\n", | |
| "(\r\n", | |
| " Id INT PRIMARY KEY\r\n", | |
| " , CustomerId INT\r\n", | |
| " , Date DATETIME\r\n", | |
| " , Total MONEY\r\n", | |
| ");\r\n", | |
| "\r\n", | |
| "CREATE TABLE LineItems\r\n", | |
| "(\r\n", | |
| " InvoiceId INT \r\n", | |
| " , ProductId INT\r\n", | |
| " , Cost MONEY \r\n", | |
| ");" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "0d9e0ca0-40c0-42f2-809d-60c8be830b95", | |
| "tags": [ | |
| "hide_input" | |
| ] | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Total execution time: 00:00:00.010" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 97 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Add Relational FK Constraints" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "a5b936de-ff13-4456-b2d0-ca8368681bd8" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "IF (OBJECT_ID('dbo.FK_Customers_Demographics', 'F') IS NOT NULL)\r\n", | |
| " ALTER TABLE dbo.Customers DROP CONSTRAINT FK_Customers_Demographics \r\n", | |
| "IF (OBJECT_ID('dbo.FK_Invoices_Customers', 'F') IS NOT NULL)\r\n", | |
| " ALTER TABLE dbo.Invoices DROP CONSTRAINT FK_Invoices_Customers \r\n", | |
| "IF (OBJECT_ID('dbo.FK_LineItems_Invoices', 'F') IS NOT NULL)\r\n", | |
| " ALTER TABLE dbo.LineItems DROP CONSTRAINT\tFK_LineItems_Invoices \r\n", | |
| "IF (OBJECT_ID('dbo.FK_LineItems_Products', 'F') IS NOT NULL)\r\n", | |
| " ALTER TABLE dbo.LineItems DROP CONSTRAINT\tFK_LineItems_Products \r\n", | |
| "IF (OBJECT_ID('dbo.FK_Recommendations_Demographics', 'F') IS NOT NULL)\r\n", | |
| " ALTER TABLE dbo.Recommendations DROP CONSTRAINT\tFK_Recommendations_Demographics \r\n", | |
| "IF (OBJECT_ID('dbo.FK_Recommendations_Products', 'F') IS NOT NULL)\r\n", | |
| " ALTER TABLE dbo.Recommendations DROP CONSTRAINT\tFK_Recommendations_Products \r\n", | |
| "IF (OBJECT_ID('dbo.FK_Recommendations_Products1', 'F') IS NOT NULL)\r\n", | |
| " ALTER TABLE dbo.Recommendations DROP CONSTRAINT\tFK_Recommendations_Products1 \r\n", | |
| "\r\n", | |
| "GO\r\n", | |
| "\r\n", | |
| "ALTER TABLE dbo.Customers ADD CONSTRAINT\r\n", | |
| "\tFK_Customers_Demographics \r\n", | |
| "\tFOREIGN KEY ( DemographicId ) \r\n", | |
| "\tREFERENCES dbo.Demographics (Id) \r\n", | |
| "\tON UPDATE NO ACTION \r\n", | |
| "\tON DELETE NO ACTION \r\n", | |
| "\t\r\n", | |
| "ALTER TABLE dbo.Invoices ADD CONSTRAINT\r\n", | |
| "\tFK_Invoices_Customers \r\n", | |
| "\tFOREIGN KEY (CustomerId) \r\n", | |
| "\tREFERENCES dbo.Customers (Id) \r\n", | |
| "\tON UPDATE NO ACTION \r\n", | |
| "\tON DELETE NO ACTION \r\n", | |
| "\t\r\n", | |
| "ALTER TABLE dbo.LineItems ADD CONSTRAINT\r\n", | |
| "\tFK_LineItems_Invoices \r\n", | |
| "\tFOREIGN KEY (InvoiceId) \r\n", | |
| "\tREFERENCES dbo.Invoices (Id) \r\n", | |
| "\tON UPDATE NO ACTION \r\n", | |
| "\tON DELETE NO ACTION \r\n", | |
| "\r\n", | |
| "ALTER TABLE dbo.LineItems ADD CONSTRAINT\r\n", | |
| "\tFK_LineItems_Products \r\n", | |
| "\tFOREIGN KEY (ProductId) \r\n", | |
| "\tREFERENCES dbo.Products (Id) \r\n", | |
| "\tON UPDATE NO ACTION \r\n", | |
| "\tON DELETE NO ACTION \r\n", | |
| "\r\n", | |
| "ALTER TABLE dbo.Recommendations ADD CONSTRAINT\r\n", | |
| "\tFK_Recommendations_Demographics \r\n", | |
| "\tFOREIGN KEY (DemographicId) \r\n", | |
| "\tREFERENCES dbo.Demographics (Id) \r\n", | |
| "\tON UPDATE NO ACTION \r\n", | |
| "\tON DELETE NO ACTION \r\n", | |
| "\r\n", | |
| "ALTER TABLE dbo.Recommendations ADD CONSTRAINT\r\n", | |
| "\tFK_Recommendations_Products \r\n", | |
| "\tFOREIGN KEY (ProductId) \r\n", | |
| "\tREFERENCES dbo.Products (Id) \r\n", | |
| "\tON UPDATE NO ACTION \r\n", | |
| "\tON DELETE NO ACTION \r\n", | |
| "\t\r\n", | |
| "ALTER TABLE dbo.Recommendations ADD CONSTRAINT\r\n", | |
| "\tFK_Recommendations_Products1 \r\n", | |
| "\tFOREIGN KEY (RecommendationId) \r\n", | |
| "\tREFERENCES dbo.Products\t(Id) \r\n", | |
| "\tON UPDATE NO ACTION \r\n", | |
| "\tON DELETE NO ACTION " | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "94109bf5-13f7-43fd-940b-b74260067cb3", | |
| "tags": [ | |
| "hide_input" | |
| ] | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Total execution time: 00:00:00.005" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 98 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Fill Relational Tables\n", | |
| "\n", | |
| "Fill the relational tables with random data.\n", | |
| "\n", | |
| "- There are 5 Demographics\n", | |
| "- There are 10 Products, Cost is random\n", | |
| "- There are 150 Customer\n", | |
| "- Every Customer has an Invoice\n", | |
| "- Every Invoice has one (or two) Line Items (it's random), Price is random" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "1cac82a8-37fa-4933-b2ed-c27e16b8d1af" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "DELETE FROM Recommendations;\r\n", | |
| "DELETE FROM LineItems;\r\n", | |
| "DELETE FROM Invoices;\r\n", | |
| "DELETE FROM Customers;\r\n", | |
| "DELETE FROM Demographics;\r\n", | |
| "DELETE FROM Products;\r\n", | |
| "\r\n", | |
| "GO\r\n", | |
| "\r\n", | |
| "-- Demographics\r\n", | |
| "\r\n", | |
| "WITH generator (Id, Name) AS\r\n", | |
| "(\r\n", | |
| " SELECT 1, CONCAT('DEMO-', NEWID())\r\n", | |
| " UNION ALL\r\n", | |
| " SELECT ID + 1, CONCAT('DEMO-', NEWID())\r\n", | |
| " FROM generator \r\n", | |
| " WHERE ID < 5\r\n", | |
| ")\r\n", | |
| "INSERT INTO Demographics (Id, Name)\r\n", | |
| "SELECT Id, Name FROM generator\r\n", | |
| "OPTION (MAXRECURSION 0);\r\n", | |
| "\r\n", | |
| "-- Customers\r\n", | |
| "\r\n", | |
| "WITH generator (Id, Name) AS\r\n", | |
| "(\r\n", | |
| " SELECT 1, CONCAT('CUST-', NEWID())\r\n", | |
| " UNION ALL\r\n", | |
| " SELECT ID + 1, CONCAT('CUST-', NEWID())\r\n", | |
| " FROM generator \r\n", | |
| " WHERE ID < 150\r\n", | |
| ")\r\n", | |
| "INSERT INTO Customers (Id, Name, DemographicId)\r\n", | |
| "SELECT Id, Name, CAST(RAND(Id * 1234) * 5 AS INT) + 1 FROM generator\r\n", | |
| "OPTION (MAXRECURSION 0);\r\n", | |
| "\r\n", | |
| "-- Products\r\n", | |
| "\r\n", | |
| "WITH generator (Id, Name) AS\r\n", | |
| "(\r\n", | |
| " SELECT 1, CONCAT('PROD-', NEWID())\r\n", | |
| " UNION ALL\r\n", | |
| " SELECT ID + 1, CONCAT('PROD-', NEWID()) \r\n", | |
| " FROM generator \r\n", | |
| " WHERE ID < 10\r\n", | |
| ")\r\n", | |
| "INSERT INTO Products (Id, Name, Cost)\r\n", | |
| "SELECT Id, Name, CAST(RAND(Id * 1234) * 5 AS INT) + 1 FROM generator\r\n", | |
| "OPTION (MAXRECURSION 0);\r\n", | |
| "\r\n", | |
| "-- Recommendations\r\n", | |
| "\r\n", | |
| "DECLARE @products INT = (SELECT MAX(Id) FROM Products);\r\n", | |
| "\r\n", | |
| "WITH generator (Id, RecId, DemId) AS\r\n", | |
| "(\r\n", | |
| " SELECT 1, CAST(RAND() * @products AS INT) + 1, CAST(RAND() * 5 AS INT) + 1\r\n", | |
| " UNION ALL\r\n", | |
| " SELECT ID + 1, CAST(RAND(ID * 1234) * @products AS INT) + 1, CAST(RAND(ID * 2345) * 5 AS INT) + 1\r\n", | |
| " FROM generator \r\n", | |
| " WHERE ID < @products\r\n", | |
| ")\r\n", | |
| "INSERT INTO Recommendations (ProductId, RecommendationId, DemographicId)\r\n", | |
| "SELECT Id, RecId, DemId FROM generator\r\n", | |
| "OPTION (MAXRECURSION 0);\r\n", | |
| "\r\n", | |
| "-- Invoices\r\n", | |
| "\r\n", | |
| "DECLARE @customers INT = (SELECT MAX(Id) FROM Customers);\r\n", | |
| "\r\n", | |
| "WITH generator (Id, CustomerId) AS\r\n", | |
| "(\r\n", | |
| " SELECT 1, 1\r\n", | |
| " UNION ALL\r\n", | |
| " SELECT ID + 1, ID + 1\r\n", | |
| " FROM generator \r\n", | |
| " WHERE ID < @customers\r\n", | |
| ")\r\n", | |
| "INSERT INTO Invoices (Id, Date, CustomerId, Total)\r\n", | |
| "SELECT Id, GETDATE(), CustomerId, 1.0 FROM generator\r\n", | |
| "OPTION (MAXRECURSION 0);\r\n", | |
| "\r\n", | |
| "-- LineItems\r\n", | |
| "\r\n", | |
| "WITH generator (InvoiceId) AS\r\n", | |
| "(\r\n", | |
| " SELECT 1\r\n", | |
| " UNION ALL\r\n", | |
| " SELECT InvoiceId + 1\r\n", | |
| " FROM generator \r\n", | |
| " WHERE InvoiceId < @customers\r\n", | |
| ")\r\n", | |
| "INSERT INTO LineItems (InvoiceId, ProductId, Cost)\r\n", | |
| "SELECT InvoiceId, CAST(RAND(InvoiceId * 1234) * @products AS INT) + 1, CAST(RAND(InvoiceId * 5432) * 10 AS INT) + 10 FROM generator\r\n", | |
| "UNION \r\n", | |
| "SELECT InvoiceId, CAST(RAND(InvoiceId * 4321) * @products AS INT) + 1, CAST(RAND(InvoiceId * 2345) * 10 AS INT) + 10 FROM generator\r\n", | |
| "OPTION (MAXRECURSION 0);\r\n", | |
| "" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "913f24ae-d406-4abe-8514-46c233dac614", | |
| "tags": [] | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Total execution time: 00:00:00.022" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 99 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Query Relational Tables" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "b0b1a74e-0a2a-4a9b-8ad8-ff9bc667dcb3" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "-- table counts\r\n", | |
| "\r\n", | |
| "SELECT\r\n", | |
| " (SELECT COUNT(*) FROM Customers) AS Customers\r\n", | |
| ", (SELECT COUNT(*) FROM Invoices) AS Invoices \r\n", | |
| ", (SELECT COUNT(*) FROM LineItems) AS LineItems \r\n", | |
| ", (SELECT COUNT(*) FROM Demographics) AS Demographics\r\n", | |
| ", (SELECT COUNT(*) FROM Products) AS Products\r\n", | |
| ", (SELECT COUNT(*) FROM Recommendations) AS Recommendations \r\n", | |
| "\r\n", | |
| "-- demographic distribution\r\n", | |
| "\r\n", | |
| "SELECT\r\n", | |
| " Demographics.Name as Demographic\r\n", | |
| " , COUNT(Customers.Id) AS Customers\r\n", | |
| "FROM Customers\r\n", | |
| "JOIN Demographics\r\n", | |
| " ON Customers.DemographicId = Demographics.Id\r\n", | |
| "GROUP BY\r\n", | |
| " Demographics.Name\r\n", | |
| "\r\n", | |
| " -- profit report\r\n", | |
| "\r\n", | |
| "SELECT\r\n", | |
| " Products.Name as Product\r\n", | |
| " , COUNT(DISTINCT LineItems.InvoiceId) AS Sales\r\n", | |
| " , MAX(Products.Cost) AS Item\r\n", | |
| " , AVG(LineItems.Cost) AS Price\r\n", | |
| " , SUM(Products.Cost) AS Cost\r\n", | |
| " , SUM(LineItems.Cost) AS Revenue\r\n", | |
| " , SUM(LineItems.Cost) - SUM(Products.Cost) AS Profit\r\n", | |
| "FROM LineItems\r\n", | |
| "JOIN Products\r\n", | |
| " ON LineItems.ProductId = Products.Id\r\n", | |
| "GROUP BY\r\n", | |
| " Products.Name" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "f6308ef8-4264-4887-8a59-cbca64b0816b", | |
| "tags": [] | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Total execution time: 00:00:00.031" | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "execute_result", | |
| "metadata": {}, | |
| "execution_count": 100, | |
| "data": { | |
| "application/vnd.dataresource+json": { | |
| "schema": { | |
| "fields": [ | |
| { | |
| "name": "Customers" | |
| }, | |
| { | |
| "name": "Invoices" | |
| }, | |
| { | |
| "name": "LineItems" | |
| }, | |
| { | |
| "name": "Demographics" | |
| }, | |
| { | |
| "name": "Products" | |
| }, | |
| { | |
| "name": "Recommendations" | |
| } | |
| ] | |
| }, | |
| "data": [ | |
| { | |
| "0": "150", | |
| "1": "150", | |
| "2": "288", | |
| "3": "5", | |
| "4": "10", | |
| "5": "10" | |
| } | |
| ] | |
| }, | |
| "text/html": [ | |
| "<table>", | |
| "<tr><th>Customers</th><th>Invoices</th><th>LineItems</th><th>Demographics</th><th>Products</th><th>Recommendations</th></tr>", | |
| "<tr><td>150</td><td>150</td><td>288</td><td>5</td><td>10</td><td>10</td></tr>", | |
| "</table>" | |
| ] | |
| } | |
| }, { | |
| "output_type": "execute_result", | |
| "metadata": {}, | |
| "execution_count": 100, | |
| "data": { | |
| "application/vnd.dataresource+json": { | |
| "schema": { | |
| "fields": [ | |
| { | |
| "name": "Demographic" | |
| }, | |
| { | |
| "name": "Customers" | |
| } | |
| ] | |
| }, | |
| "data": [ | |
| { | |
| "0": "DEMO-00A8D9D6-0ECD-4C21-94F6-1997A3850216", | |
| "1": "34" | |
| }, | |
| { | |
| "0": "DEMO-5B9FB05E-50AD-4F83-B19E-40421C2066F6", | |
| "1": "25" | |
| }, | |
| { | |
| "0": "DEMO-893C75B3-3656-4D29-AACA-4F122B807AAE", | |
| "1": "27" | |
| }, | |
| { | |
| "0": "DEMO-AD9F8BE5-53EB-424A-A359-6134774CAB08", | |
| "1": "29" | |
| }, | |
| { | |
| "0": "DEMO-D81AF279-EB67-4878-86AC-9DBD85A88B22", | |
| "1": "35" | |
| } | |
| ] | |
| }, | |
| "text/html": [ | |
| "<table>", | |
| "<tr><th>Demographic</th><th>Customers</th></tr>", | |
| "<tr><td>DEMO-00A8D9D6-0ECD-4C21-94F6-1997A3850216</td><td>34</td></tr>", | |
| "<tr><td>DEMO-5B9FB05E-50AD-4F83-B19E-40421C2066F6</td><td>25</td></tr>", | |
| "<tr><td>DEMO-893C75B3-3656-4D29-AACA-4F122B807AAE</td><td>27</td></tr>", | |
| "<tr><td>DEMO-AD9F8BE5-53EB-424A-A359-6134774CAB08</td><td>29</td></tr>", | |
| "<tr><td>DEMO-D81AF279-EB67-4878-86AC-9DBD85A88B22</td><td>35</td></tr>", | |
| "</table>" | |
| ] | |
| } | |
| }, { | |
| "output_type": "execute_result", | |
| "metadata": {}, | |
| "execution_count": 100, | |
| "data": { | |
| "application/vnd.dataresource+json": { | |
| "schema": { | |
| "fields": [ | |
| { | |
| "name": "Product" | |
| }, | |
| { | |
| "name": "Sales" | |
| }, | |
| { | |
| "name": "Item" | |
| }, | |
| { | |
| "name": "Price" | |
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| { | |
| "name": "Cost" | |
| }, | |
| { | |
| "name": "Revenue" | |
| }, | |
| { | |
| "name": "Profit" | |
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| "text/html": [ | |
| "<table>", | |
| "<tr><th>Product</th><th>Sales</th><th>Item</th><th>Price</th><th>Cost</th><th>Revenue</th><th>Profit</th></tr>", | |
| "<tr><td>PROD-0E3DC5AC-8EED-4E9D-BF7B-49EB77E5D4DE</td><td>27</td><td>5.0000</td><td>13.5185</td><td>135.0000</td><td>365.0000</td><td>230.0000</td></tr>", | |
| "<tr><td>PROD-3C36696E-64EA-4629-A807-E3B4A6B0A369</td><td>26</td><td>5.0000</td><td>14.5000</td><td>130.0000</td><td>377.0000</td><td>247.0000</td></tr>", | |
| "<tr><td>PROD-56A84B7D-7F1D-4779-AFB2-DC741E59C25D</td><td>27</td><td>5.0000</td><td>14.8571</td><td>140.0000</td><td>416.0000</td><td>276.0000</td></tr>", | |
| "<tr><td>PROD-6E8449E5-6EBA-4D31-B782-FD6C15DAD1BD</td><td>27</td><td>4.0000</td><td>14.4444</td><td>108.0000</td><td>390.0000</td><td>282.0000</td></tr>", | |
| "<tr><td>PROD-889EE0C7-F685-450C-9AD0-87F583A16D32</td><td>29</td><td>4.0000</td><td>15.3103</td><td>116.0000</td><td>444.0000</td><td>328.0000</td></tr>", | |
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| "<tr><td>PROD-C26243F3-E214-4DF3-ABE8-5F39EF50C37C</td><td>30</td><td>5.0000</td><td>14.3750</td><td>160.0000</td><td>460.0000</td><td>300.0000</td></tr>", | |
| "<tr><td>PROD-D57DEB0D-5E8F-4035-972C-F247E302B03B</td><td>26</td><td>5.0000</td><td>14.5384</td><td>130.0000</td><td>378.0000</td><td>248.0000</td></tr>", | |
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| "</table>" | |
| ] | |
| } | |
| } | |
| ], | |
| "execution_count": 100 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Create Graph Tables\n", | |
| "\n", | |
| "" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "e3537bab-a6b7-400c-9841-02762016b9f4" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "-- delete edges\r\n", | |
| "\r\n", | |
| "DROP TABLE IF EXISTS purchased;\r\n", | |
| "DROP TABLE IF EXISTS is_in;\r\n", | |
| "DROP TABLE IF EXISTS recommends;\r\n", | |
| "\r\n", | |
| "-- delete nodes\r\n", | |
| "\r\n", | |
| "DROP TABLE IF EXISTS Customer;\r\n", | |
| "DROP TABLE IF EXISTS Product;\r\n", | |
| "DROP TABLE IF EXISTS Demographic;\r\n", | |
| "\r\n", | |
| "-- create nodes\r\n", | |
| "\r\n", | |
| "CREATE TABLE Customer\r\n", | |
| "(\r\n", | |
| " Id INT PRIMARY KEY\r\n", | |
| " , Name VARCHAR(50)\r\n", | |
| ") AS NODE;\r\n", | |
| "\r\n", | |
| "CREATE TABLE Demographic\r\n", | |
| "(\r\n", | |
| " Id INT PRIMARY KEY\r\n", | |
| " , Name VARCHAR(50)\r\n", | |
| ") AS NODE;\r\n", | |
| "\r\n", | |
| "CREATE TABLE Product\r\n", | |
| "(\r\n", | |
| " Id INT PRIMARY KEY\r\n", | |
| " , Name VARCHAR(50)\r\n", | |
| " , Cost MONEY\r\n", | |
| ") AS NODE;\r\n", | |
| "\r\n", | |
| "-- create edges\r\n", | |
| "\r\n", | |
| "CREATE TABLE is_in\r\n", | |
| "(\r\n", | |
| " CONSTRAINT EC_IS_IN\r\n", | |
| " CONNECTION (Customer TO Demographic) \r\n", | |
| " ON DELETE CASCADE\r\n", | |
| ") AS EDGE;\r\n", | |
| "\r\n", | |
| "CREATE TABLE purchased\r\n", | |
| "(\r\n", | |
| " Date DATETIME\r\n", | |
| " , Cost MONEY\r\n", | |
| " CONSTRAINT EC_PURCHASED\r\n", | |
| " CONNECTION (Customer TO Product) \r\n", | |
| " ON DELETE CASCADE\r\n", | |
| ") AS EDGE;\r\n", | |
| "\r\n", | |
| "CREATE TABLE recommends\r\n", | |
| "(\r\n", | |
| " DemographicId INT\r\n", | |
| " CONSTRAINT EC_RECOMMENDS\r\n", | |
| " CONNECTION (Product TO Product) \r\n", | |
| " ON DELETE CASCADE\r\n", | |
| ") AS EDGE;\r\n", | |
| "" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "7fe86d69-3a42-4de0-8478-d90df0320401", | |
| "tags": [ | |
| "hide_input" | |
| ] | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Total execution time: 00:00:00.014" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 101 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Fill Graph Nodes" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "dcb6e557-7bd8-4597-97a3-059ac12186b8" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "DELETE FROM Customer;\r\n", | |
| "DELETE FROM Demographic;\r\n", | |
| "DELETE FROM Product;\r\n", | |
| "\r\n", | |
| "DELETE FROM is_in;\r\n", | |
| "DELETE FROM purchased;\r\n", | |
| "DELETE FROM recommends;\r\n", | |
| "\r\n", | |
| "GO\r\n", | |
| "\r\n", | |
| "-- fill nodes\r\n", | |
| "\r\n", | |
| "INSERT INTO Customer (Id, Name)\r\n", | |
| "SELECT Id, Name FROM Customers;\r\n", | |
| "\r\n", | |
| "INSERT INTO Demographic (Id, Name)\r\n", | |
| "SELECT Id, Name FROM Demographics;\r\n", | |
| "\r\n", | |
| "INSERT INTO Product (Id, Name, Cost)\r\n", | |
| "SELECT Id, Name, Cost FROM Products;\r\n", | |
| "\r\n", | |
| "-- fill edges\r\n", | |
| "\r\n", | |
| "INSERT INTO is_in ($from_id, $to_id)\r\n", | |
| "SELECT\r\n", | |
| " Customer.$node_id\r\n", | |
| " , Demographic.$node_id\r\n", | |
| "FROM Customer\r\n", | |
| "JOIN Customers\r\n", | |
| " ON Customer.Id = Customers.Id\r\n", | |
| "JOIN Demographic\r\n", | |
| " ON Customers.DemographicId = Demographic.Id\r\n", | |
| "\r\n", | |
| "INSERT INTO purchased ($from_id, $to_id, Date, Cost)\r\n", | |
| "SELECT DISTINCT\r\n", | |
| " Customer.$node_id\r\n", | |
| " , Product.$node_id\r\n", | |
| " , Invoices.Date\r\n", | |
| " , LineItems.Cost\r\n", | |
| "FROM Customer\r\n", | |
| "JOIN Invoices\r\n", | |
| " ON Customer.Id = Invoices.CustomerId\r\n", | |
| "JOIN LineItems\r\n", | |
| " ON Invoices.Id = LineItems.InvoiceId\r\n", | |
| "JOIN Products\r\n", | |
| " ON LineItems.ProductId = Products.Id\r\n", | |
| "JOIN Product\r\n", | |
| " ON Products.Id = Product.Id\r\n", | |
| "\r\n", | |
| "INSERT INTO recommends ($from_id, $to_id, DemographicId)\r\n", | |
| "SELECT\r\n", | |
| " Product.$node_id\r\n", | |
| " , Product2.$node_id\r\n", | |
| " , Recommendations.DemographicId\r\n", | |
| "FROM Product\r\n", | |
| "JOIN Recommendations\r\n", | |
| " ON Product.Id = Recommendations.ProductId\r\n", | |
| "JOIN Product as Product2\r\n", | |
| " ON Recommendations.RecommendationId = Product2.Id" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "e70baea3-8241-454e-80cc-ceb4b883a352", | |
| "tags": [ | |
| "hide_input" | |
| ] | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Total execution time: 00:00:00.044" | |
| }, | |
| "metadata": {} | |
| } | |
| ], | |
| "execution_count": 102 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "source": [ | |
| "# Query the graph" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "899a2360-58a5-45ee-899b-01bb7c0c2a8b" | |
| } | |
| }, | |
| { | |
| "cell_type": "code", | |
| "source": [ | |
| "-- counts of tables\r\n", | |
| "\r\n", | |
| "SELECT\r\n", | |
| " (SELECT COUNT(*) FROM Customer) AS Customer\r\n", | |
| ", (SELECT COUNT(*) FROM Demographic) AS Demographic \r\n", | |
| ", (SELECT COUNT(*) FROM Product) AS Product \r\n", | |
| ", (SELECT COUNT(*) FROM is_in) AS is_in\r\n", | |
| ", (SELECT COUNT(*) FROM purchased) AS purchased\r\n", | |
| ", (SELECT COUNT(*) FROM recommends) AS recommends \r\n", | |
| "\r\n", | |
| "-- top file customers & their demographic\r\n", | |
| "\r\n", | |
| "SELECT TOP 5\r\n", | |
| " c.Name as Customer\r\n", | |
| " , d.Name as Demographic\r\n", | |
| "FROM Customer AS c, is_in, Demographic AS d\r\n", | |
| "WHERE MATCH(c-(is_in)->d)\r\n", | |
| "\r\n", | |
| "-- top 5 customer purchases\r\n", | |
| "\r\n", | |
| "SELECT TOP 5\r\n", | |
| " c.Name as Customer\r\n", | |
| " , p.Name as Product\r\n", | |
| " , purchased.Date\r\n", | |
| " , purchased.Cost\r\n", | |
| "FROM Customer AS c, purchased, Product AS p\r\n", | |
| "WHERE MATCH(c-(purchased)->p)\r\n", | |
| "ORDER BY purchased.Date DESC\r\n", | |
| "\r\n", | |
| "-- top 5 product recommendations\r\n", | |
| "\r\n", | |
| "SELECT TOP 5\r\n", | |
| " p1.Name as Product\r\n", | |
| " , p2.Name as Recommendation\r\n", | |
| " , recommends.DemographicId\r\n", | |
| "FROM Product AS p1, recommends, Product AS p2\r\n", | |
| "WHERE MATCH(p1-(recommends)->p2)\r\n", | |
| "\r\n", | |
| "-- profit report\r\n", | |
| "\r\n", | |
| "SELECT\r\n", | |
| " Product.Name as Product\r\n", | |
| " , COUNT(purchased.Date) AS Sales\r\n", | |
| " , MAX(Product.Cost) AS Item\r\n", | |
| " , AVG(purchased.Cost) AS Price\r\n", | |
| " , SUM(Product.Cost) AS Cost\r\n", | |
| " , SUM(purchased.Cost) AS Revenue\r\n", | |
| " , SUM(purchased.Cost) - SUM(Product.Cost) AS Profit\r\n", | |
| "FROM Customer, purchased, Product\r\n", | |
| "WHERE MATCH(Customer-(purchased)->Product)\r\n", | |
| "GROUP BY\r\n", | |
| " Product.Name" | |
| ], | |
| "metadata": { | |
| "azdata_cell_guid": "db6d89b9-55c5-445c-a556-ab1753ab9c82", | |
| "tags": [] | |
| }, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Commands completed successfully." | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "display_data", | |
| "data": { | |
| "text/html": "Total execution time: 00:00:00.058" | |
| }, | |
| "metadata": {} | |
| }, { | |
| "output_type": "execute_result", | |
| "metadata": {}, | |
| "execution_count": 103, | |
| "data": { | |
| "application/vnd.dataresource+json": { | |
| "schema": { | |
| "fields": [ | |
| { | |
| "name": "Customer" | |
| }, | |
| { | |
| "name": "Demographic" | |
| }, | |
| { | |
| "name": "Product" | |
| }, | |
| { | |
| "name": "is_in" | |
| }, | |
| { | |
| "name": "purchased" | |
| }, | |
| { | |
| "name": "recommends" | |
| } | |
| ] | |
| }, | |
| "data": [ | |
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| "0": "150", | |
| "1": "5", | |
| "2": "10", | |
| "3": "150", | |
| "4": "288", | |
| "5": "10" | |
| } | |
| ] | |
| }, | |
| "text/html": [ | |
| "<table>", | |
| "<tr><th>Customer</th><th>Demographic</th><th>Product</th><th>is_in</th><th>purchased</th><th>recommends</th></tr>", | |
| "<tr><td>150</td><td>5</td><td>10</td><td>150</td><td>288</td><td>10</td></tr>", | |
| "</table>" | |
| ] | |
| } | |
| }, { | |
| "output_type": "execute_result", | |
| "metadata": {}, | |
| "execution_count": 103, | |
| "data": { | |
| "application/vnd.dataresource+json": { | |
| "schema": { | |
| "fields": [ | |
| { | |
| "name": "Customer" | |
| }, | |
| { | |
| "name": "Demographic" | |
| } | |
| ] | |
| }, | |
| "data": [ | |
| { | |
| "0": "CUST-6918E1AF-2F34-4C3A-A9DF-98E4A3A9755B", | |
| "1": "DEMO-AD9F8BE5-53EB-424A-A359-6134774CAB08" | |
| }, | |
| { | |
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| { | |
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| { | |
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| { | |
| "0": "CUST-2AA0D534-B3AE-4795-804E-94CD696FC342", | |
| "1": "DEMO-00A8D9D6-0ECD-4C21-94F6-1997A3850216" | |
| } | |
| ] | |
| }, | |
| "text/html": [ | |
| "<table>", | |
| "<tr><th>Customer</th><th>Demographic</th></tr>", | |
| "<tr><td>CUST-6918E1AF-2F34-4C3A-A9DF-98E4A3A9755B</td><td>DEMO-AD9F8BE5-53EB-424A-A359-6134774CAB08</td></tr>", | |
| "<tr><td>CUST-7FE07243-AF24-4294-BF79-B1B6454ACB2B</td><td>DEMO-AD9F8BE5-53EB-424A-A359-6134774CAB08</td></tr>", | |
| "<tr><td>CUST-39F8ACBD-AEC2-41D4-BC21-D2D628277E08</td><td>DEMO-AD9F8BE5-53EB-424A-A359-6134774CAB08</td></tr>", | |
| "<tr><td>CUST-F530193E-823D-4BB7-83E8-053CA4EFFFCC</td><td>DEMO-00A8D9D6-0ECD-4C21-94F6-1997A3850216</td></tr>", | |
| "<tr><td>CUST-2AA0D534-B3AE-4795-804E-94CD696FC342</td><td>DEMO-00A8D9D6-0ECD-4C21-94F6-1997A3850216</td></tr>", | |
| "</table>" | |
| ] | |
| } | |
| }, { | |
| "output_type": "execute_result", | |
| "metadata": {}, | |
| "execution_count": 103, | |
| "data": { | |
| "application/vnd.dataresource+json": { | |
| "schema": { | |
| "fields": [ | |
| { | |
| "name": "Customer" | |
| }, | |
| { | |
| "name": "Product" | |
| }, | |
| { | |
| "name": "Date" | |
| }, | |
| { | |
| "name": "Cost" | |
| } | |
| ] | |
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| "data": [ | |
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| "0": "CUST-6918E1AF-2F34-4C3A-A9DF-98E4A3A9755B", | |
| "1": "PROD-C26243F3-E214-4DF3-ABE8-5F39EF50C37C", | |
| "2": "2021-04-15 13:43:34.883", | |
| "3": "17.0000" | |
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| ], | |
| "execution_count": 103 | |
| } | |
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| } |
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For a given customer's purchase history what products do you recommend?