Intro_to_SQL.ipynb

{
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  {
   "cell_type": "markdown",
   "id": "eed749b3",
   "metadata": {},
   "source": [
    "# SQL Tutorial in Jupyter\n",
    "**Learning Objective:** In this tutorial, you will learn to setup SQL in Jupyter Notebook and run SQL commands."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b80344f",
   "metadata": {},
   "source": [
    "❗**TODO:** Add a Markdown block below. Put the names of both partners there."
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "c1a43b96",
   "metadata": {},
   "source": [
    "Below is the ERD for the Database we will be practicing with. (Chinook.db)\n",
    "\n",
    "![chinook_schematic.jpeg](attachment:chinook_schematic.jpeg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4967947",
   "metadata": {},
   "source": [
    "## Setup\n",
    "\n",
    "*This is already done for you.* First, we install the python requirements from **requirements.txt**. There's lot of libraries, but most importantly, this installs the  **ipython-sql** library that enables SQL execution in Jupyter Notebooks and an older version of SQLAlchemy (1.4.46) that works with Codespaces.\n",
    "\n",
    "❗ The command ```**%load_ext sql**``` is used to activate sql in Jupyter.\n",
    "\n",
    "❗ The command ```**%sql sqlite:///<database_name>.db**``` is used to select the working database. (Note 3 slashes!)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5c594f08",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Start the Jupyter SQL engine, connecting to a SQLite database \n",
    "%reload_ext sql \n",
    "%sql sqlite:///chinook.db"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9696b2d9",
   "metadata": {},
   "source": [
    "## Writing Queries\n",
    "\n",
    "The command **%%SQL** is referenced before writing an SQL query\n",
    "\n",
    "Comments must be written in SQL syntax using double dash lines: **--** \n",
    "\n",
    "**Below are a few examples:**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cca0ed83",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "-- This is a command that queries everything from the 'artists' table and limits the result to 5\n",
    "\n",
    "SELECT * FROM artists LIMIT 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "28f64a75",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "-- A query that returns the name of ArtistsID #5\n",
    "\n",
    "SELECT Name FROM artists WHERE ArtistID BETWEEN 90 AND 100; "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "999b30b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "-- A query that returns 10 tracks with the longest playtime\n",
    "\n",
    "SELECT name, milliseconds, composer\n",
    "FROM  tracks\n",
    "ORDER BY milliseconds DESC lIMIT 10\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2cb89ac",
   "metadata": {},
   "source": [
    "## Saving commands in Variables\n",
    "Query commands can be saved in a variable using a single percentage(%) sign."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4ac31861",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = %sql SELECT * FROM albums WHERE ArtistID = 90"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1a5eb899",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Queries saved in varible can be viewed by simply executing the variable name as shown below\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "430817ab",
   "metadata": {},
   "source": [
    "# Exercises"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "614829e5",
   "metadata": {},
   "source": [
    "#### Ex. 1\n",
    "Write a query that returns the first and last name of customers from Brazil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "60132862",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "-- Write Your Query here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afec223e",
   "metadata": {},
   "source": [
    "#### Ex. 2\n",
    "Write a query that returns the first and last name, IDs, and countries of customers excluding the USA."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "29189f99",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "-- Write Your Query here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ac8e18e",
   "metadata": {},
   "source": [
    "#### Ex. 3\n",
    "Write a query that lists all of the unique billing countries from invoices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bf3b8360",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "-- Write Your Query here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70abad25",
   "metadata": {},
   "source": [
    "#### Ex. 4 \n",
    "What ten tracks require the most space. Show their name and how much space they require."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "156e4d85",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "-- Write Your Query here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "886ead54",
   "metadata": {},
   "source": [
    "#### Ex. 5\n",
    "What are first name, last name, and phone numbers of customers from USA whose Support Representative has an ID number of 3?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8ab4454f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%%sql\n",
    "-- Write Your Query here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "92e759e5",
   "metadata": {},
   "source": [
    "#### Ex. 6\n",
    "Which \"sales\" or \"agent\" employees were hired before 2003?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da9c0702",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "-- Write Your Query here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84dbb10b",
   "metadata": {},
   "source": [
    "#### Ex. 7\n",
    "Write a two queries to return the names and Composers of Reggae songs. \n",
    "\n",
    "Hint: Query to find the id of \"reggae\" music (foreign key). Use the id in another query to find names and composers of each track. You can add additional code cell blocks if needed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5b886efe",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "-- Write your query here\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c11db45",
   "metadata": {},
   "source": [
    "#### Ex. 8\n",
    "Creating a sub-query: You can nest a queries inside another query, to make a more complex query! \n",
    "\n",
    "The syntax is as follows ```SELECT * FROM table WHERE column = (SELECT * FROM table WHERE condition)``` You can next any query in another query. The elegance comes in matching the output of your subquery, to the input of the outer query. \n",
    "\n",
    "Try it yourself! Do Ex. 7 again, but this time, write your two queries as a query and sub-query!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca2f12b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "-- Write your query here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47d702f5",
   "metadata": {},
   "source": [
    "### Ex 9\n",
    "Using sub-queries, list the tracks that are in 90's music playlist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cd34d053",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql \n",
    "-- Write your query here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d6ff071",
   "metadata": {},
   "source": [
    "#### Ex. 10\n",
    "Write a query to find the ArtistID of the album \"Facelift\" and use the result to find the name of artist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dd942918",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql \n",
    "-- Write your query here"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2669201c",
   "metadata": {},
   "source": [
    "### Reflection and Questions\n",
    "\n",
    "Consider the schema design of the Chinook database. What aspects of the design made it easy for you to retrieve the data you wanted? What aspects make it more difficult? \n",
    "\n",
    "_response_\n",
    "\n",
    "What remaining or new questions do you have?\n",
    "\n",
    "_response_\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae3924c2",
   "metadata": {},
   "source": [
    "### Submission: Commit and Push your Completed Exercises"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cae9f05c",
   "metadata": {},
   "source": []
  }
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