3. Intermediate Joins and Building View.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2c5d146b",
   "metadata": {},
   "source": [
    "### Importing required libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a979571b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import sqlite3 as sql"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13e5ca23",
   "metadata": {},
   "source": [
    "### Connecting to the Database\n",
    "* Connecting to the SQLite Database can be established using the connect() method, passing the name of the database to be accessed as a parameter."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2b3945e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sqlite3.Connection at 0x27493927b70>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "connection = sql.connect('chinook.db')\n",
    "connection"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "046af390",
   "metadata": {},
   "source": [
    "### Defining a function to read queries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "192f2597",
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_querry(q):\n",
    "    return pd.read_sql_query(q, connection)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6400ceff",
   "metadata": {},
   "source": [
    "### The Schema Table"
   ]
  },
  {
   "attachments": {
    "chinook%20Tables.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "f997bb8c",
   "metadata": {},
   "source": [
    "![chinook%20Tables.png](attachment:chinook%20Tables.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5da922d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>name</th>\n",
       "      <th>tbl_name</th>\n",
       "      <th>rootpage</th>\n",
       "      <th>sql</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>table</td>\n",
       "      <td>album</td>\n",
       "      <td>album</td>\n",
       "      <td>2</td>\n",
       "      <td>CREATE TABLE [album]\\n(\\n    [album_id] INTEGE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>table</td>\n",
       "      <td>artist</td>\n",
       "      <td>artist</td>\n",
       "      <td>3</td>\n",
       "      <td>CREATE TABLE [artist]\\n(\\n    [artist_id] INTE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>table</td>\n",
       "      <td>customer</td>\n",
       "      <td>customer</td>\n",
       "      <td>4</td>\n",
       "      <td>CREATE TABLE [customer]\\n(\\n    [customer_id] ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>table</td>\n",
       "      <td>employee</td>\n",
       "      <td>employee</td>\n",
       "      <td>5</td>\n",
       "      <td>CREATE TABLE [employee]\\n(\\n    [employee_id] ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>table</td>\n",
       "      <td>genre</td>\n",
       "      <td>genre</td>\n",
       "      <td>6</td>\n",
       "      <td>CREATE TABLE [genre]\\n(\\n    [genre_id] INTEGE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>table</td>\n",
       "      <td>invoice</td>\n",
       "      <td>invoice</td>\n",
       "      <td>7</td>\n",
       "      <td>CREATE TABLE [invoice]\\n(\\n    [invoice_id] IN...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>table</td>\n",
       "      <td>invoice_line</td>\n",
       "      <td>invoice_line</td>\n",
       "      <td>8</td>\n",
       "      <td>CREATE TABLE [invoice_line]\\n(\\n    [invoice_l...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>table</td>\n",
       "      <td>media_type</td>\n",
       "      <td>media_type</td>\n",
       "      <td>9</td>\n",
       "      <td>CREATE TABLE [media_type]\\n(\\n    [media_type_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>table</td>\n",
       "      <td>playlist</td>\n",
       "      <td>playlist</td>\n",
       "      <td>10</td>\n",
       "      <td>CREATE TABLE [playlist]\\n(\\n    [playlist_id] ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>table</td>\n",
       "      <td>playlist_track</td>\n",
       "      <td>playlist_track</td>\n",
       "      <td>11</td>\n",
       "      <td>CREATE TABLE [playlist_track]\\n(\\n    [playlis...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>table</td>\n",
       "      <td>track</td>\n",
       "      <td>track</td>\n",
       "      <td>13</td>\n",
       "      <td>CREATE TABLE [track]\\n(\\n    [track_id] INTEGE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>table</td>\n",
       "      <td>wishlist_track</td>\n",
       "      <td>wishlist_track</td>\n",
       "      <td>261</td>\n",
       "      <td>CREATE TABLE wishlist_track(\\nwishlist_id Inte...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>table</td>\n",
       "      <td>wishlist</td>\n",
       "      <td>wishlist</td>\n",
       "      <td>260</td>\n",
       "      <td>CREATE TABLE \"wishlist\" (\\n\\t\"whishlist_id\"\\tI...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     type            name        tbl_name  rootpage  \\\n",
       "0   table           album           album         2   \n",
       "1   table          artist          artist         3   \n",
       "2   table        customer        customer         4   \n",
       "3   table        employee        employee         5   \n",
       "4   table           genre           genre         6   \n",
       "5   table         invoice         invoice         7   \n",
       "6   table    invoice_line    invoice_line         8   \n",
       "7   table      media_type      media_type         9   \n",
       "8   table        playlist        playlist        10   \n",
       "9   table  playlist_track  playlist_track        11   \n",
       "10  table           track           track        13   \n",
       "11  table  wishlist_track  wishlist_track       261   \n",
       "12  table        wishlist        wishlist       260   \n",
       "\n",
       "                                                  sql  \n",
       "0   CREATE TABLE [album]\\n(\\n    [album_id] INTEGE...  \n",
       "1   CREATE TABLE [artist]\\n(\\n    [artist_id] INTE...  \n",
       "2   CREATE TABLE [customer]\\n(\\n    [customer_id] ...  \n",
       "3   CREATE TABLE [employee]\\n(\\n    [employee_id] ...  \n",
       "4   CREATE TABLE [genre]\\n(\\n    [genre_id] INTEGE...  \n",
       "5   CREATE TABLE [invoice]\\n(\\n    [invoice_id] IN...  \n",
       "6   CREATE TABLE [invoice_line]\\n(\\n    [invoice_l...  \n",
       "7   CREATE TABLE [media_type]\\n(\\n    [media_type_...  \n",
       "8   CREATE TABLE [playlist]\\n(\\n    [playlist_id] ...  \n",
       "9   CREATE TABLE [playlist_track]\\n(\\n    [playlis...  \n",
       "10  CREATE TABLE [track]\\n(\\n    [track_id] INTEGE...  \n",
       "11  CREATE TABLE wishlist_track(\\nwishlist_id Inte...  \n",
       "12  CREATE TABLE \"wishlist\" (\\n\\t\"whishlist_id\"\\tI...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read_querry(\"\"\"\n",
    "    SELECT * FROM sqlite_master\n",
    "    WHERE type == 'table'\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "92692dee",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Invoice_id, Track_id, Track_name, Media_name,Quantity, Unit_price\n",
    "# Invoice_id 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5e6d7aed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Invoice_id</th>\n",
       "      <th>Track_ID</th>\n",
       "      <th>Track_Name</th>\n",
       "      <th>Media_Name</th>\n",
       "      <th>Artist_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1158</td>\n",
       "      <td>Right Next Door to Hell</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1159</td>\n",
       "      <td>Dust N' Bones</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1160</td>\n",
       "      <td>Live and Let Die</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1161</td>\n",
       "      <td>Don't Cry (Original)</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1162</td>\n",
       "      <td>Perfect Crime</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>1163</td>\n",
       "      <td>You Ain't the First</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1</td>\n",
       "      <td>1164</td>\n",
       "      <td>Bad Obsession</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1</td>\n",
       "      <td>1165</td>\n",
       "      <td>Back off Bitch</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1</td>\n",
       "      <td>1166</td>\n",
       "      <td>Double Talkin' Jive</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>1167</td>\n",
       "      <td>November Rain</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1</td>\n",
       "      <td>1168</td>\n",
       "      <td>The Garden</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1</td>\n",
       "      <td>1169</td>\n",
       "      <td>Garden of Eden</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1</td>\n",
       "      <td>1170</td>\n",
       "      <td>Don't Damn Me</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1</td>\n",
       "      <td>1171</td>\n",
       "      <td>Bad Apples</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1</td>\n",
       "      <td>1172</td>\n",
       "      <td>Dead Horse</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1</td>\n",
       "      <td>1173</td>\n",
       "      <td>Coma</td>\n",
       "      <td>Protected AAC audio file</td>\n",
       "      <td>Guns N' Roses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Invoice_id  Track_ID               Track_Name                Media_Name  \\\n",
       "0            1      1158  Right Next Door to Hell  Protected AAC audio file   \n",
       "1            1      1159            Dust N' Bones  Protected AAC audio file   \n",
       "2            1      1160         Live and Let Die  Protected AAC audio file   \n",
       "3            1      1161     Don't Cry (Original)  Protected AAC audio file   \n",
       "4            1      1162            Perfect Crime  Protected AAC audio file   \n",
       "5            1      1163      You Ain't the First  Protected AAC audio file   \n",
       "6            1      1164            Bad Obsession  Protected AAC audio file   \n",
       "7            1      1165           Back off Bitch  Protected AAC audio file   \n",
       "8            1      1166      Double Talkin' Jive  Protected AAC audio file   \n",
       "9            1      1167            November Rain  Protected AAC audio file   \n",
       "10           1      1168               The Garden  Protected AAC audio file   \n",
       "11           1      1169           Garden of Eden  Protected AAC audio file   \n",
       "12           1      1170            Don't Damn Me  Protected AAC audio file   \n",
       "13           1      1171               Bad Apples  Protected AAC audio file   \n",
       "14           1      1172               Dead Horse  Protected AAC audio file   \n",
       "15           1      1173                     Coma  Protected AAC audio file   \n",
       "\n",
       "      Artist_name  \n",
       "0   Guns N' Roses  \n",
       "1   Guns N' Roses  \n",
       "2   Guns N' Roses  \n",
       "3   Guns N' Roses  \n",
       "4   Guns N' Roses  \n",
       "5   Guns N' Roses  \n",
       "6   Guns N' Roses  \n",
       "7   Guns N' Roses  \n",
       "8   Guns N' Roses  \n",
       "9   Guns N' Roses  \n",
       "10  Guns N' Roses  \n",
       "11  Guns N' Roses  \n",
       "12  Guns N' Roses  \n",
       "13  Guns N' Roses  \n",
       "14  Guns N' Roses  \n",
       "15  Guns N' Roses  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read_querry(\"\"\"\n",
    "    SELECT invoice_line.invoice_id AS Invoice_id,\n",
    "    track.track_id AS Track_ID,\n",
    "    track.name AS Track_Name,\n",
    "    media_type.name AS Media_Name,\n",
    "    artist.name AS Artist_name\n",
    "    FROM invoice_line\n",
    "    INNER JOIN track\n",
    "    ON invoice_line.track_id = track.track_id\n",
    "    INNER JOIN media_type\n",
    "    ON media_type.media_type_id = track.media_type_id\n",
    "    INNER JOIN album\n",
    "    ON track.album_id = album.album_id\n",
    "    INNER JOIN artist\n",
    "    ON artist.artist_id = album.artist_id\n",
    "    WHERE Invoice_id = 1\n",
    "    \n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "efd81f5f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#album name , artist name, no of sales of tracks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ff343c35",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Album Title</th>\n",
       "      <th>Artist Name</th>\n",
       "      <th>No. of Purchased</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Are You Experienced?</td>\n",
       "      <td>Jimi Hendrix</td>\n",
       "      <td>187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Faceless</td>\n",
       "      <td>Godsmack</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Mezmerize</td>\n",
       "      <td>System Of A Down</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Get Born</td>\n",
       "      <td>JET</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>The Doors</td>\n",
       "      <td>The Doors</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>Cássia Eller - Coleção Sem Limite [Disc 2]</td>\n",
       "      <td>Cássia Eller</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Physical Graffiti [Disc 1]</td>\n",
       "      <td>Led Zeppelin</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>Chill: Brazil (Disc 1)</td>\n",
       "      <td>Marcos Valle</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Cidade Negra - Hits</td>\n",
       "      <td>Cidade Negra</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>Acústico MTV [live]</td>\n",
       "      <td>Cidade Negra</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>251 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    Album Title       Artist Name  \\\n",
       "0                          Are You Experienced?      Jimi Hendrix   \n",
       "1                                      Faceless          Godsmack   \n",
       "2                                     Mezmerize  System Of A Down   \n",
       "3                                      Get Born               JET   \n",
       "4                                     The Doors         The Doors   \n",
       "..                                          ...               ...   \n",
       "246  Cássia Eller - Coleção Sem Limite [Disc 2]      Cássia Eller   \n",
       "247                  Physical Graffiti [Disc 1]      Led Zeppelin   \n",
       "248                      Chill: Brazil (Disc 1)      Marcos Valle   \n",
       "249                         Cidade Negra - Hits      Cidade Negra   \n",
       "250                         Acústico MTV [live]      Cidade Negra   \n",
       "\n",
       "     No. of Purchased  \n",
       "0                 187  \n",
       "1                  96  \n",
       "2                  93  \n",
       "3                  90  \n",
       "4                  83  \n",
       "..                ...  \n",
       "246                 1  \n",
       "247                 1  \n",
       "248                 1  \n",
       "249                 1  \n",
       "250                 1  \n",
       "\n",
       "[251 rows x 3 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read_querry(\"\"\"\n",
    "    SELECT album.title AS 'Album Title',\n",
    "    artist.name AS 'Artist Name',\n",
    "    SUM(invoice_line.quantity) AS 'No. of Purchased'\n",
    "    FROM invoice_line\n",
    "    \n",
    "    INNER JOIN track\n",
    "    ON invoice_line.track_id = track.track_id\n",
    "    \n",
    "    INNER JOIN album\n",
    "    ON track.album_id = album.album_id\n",
    "    \n",
    "    INNER JOIN artist\n",
    "    ON artist.artist_id = album.artist_id\n",
    "    \n",
    "    GROUP BY album.album_id\n",
    "    ORDER BY 3 DESC\n",
    "    \n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a9727319",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>employee_id</th>\n",
       "      <th>last_name</th>\n",
       "      <th>first_name</th>\n",
       "      <th>title</th>\n",
       "      <th>reports_to</th>\n",
       "      <th>birthdate</th>\n",
       "      <th>hire_date</th>\n",
       "      <th>address</th>\n",
       "      <th>city</th>\n",
       "      <th>state</th>\n",
       "      <th>country</th>\n",
       "      <th>postal_code</th>\n",
       "      <th>phone</th>\n",
       "      <th>fax</th>\n",
       "      <th>email</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Adams</td>\n",
       "      <td>Andrew</td>\n",
       "      <td>General Manager</td>\n",
       "      <td>None</td>\n",
       "      <td>1962-02-18 00:00:00</td>\n",
       "      <td>2016-08-14 00:00:00</td>\n",
       "      <td>11120 Jasper Ave NW</td>\n",
       "      <td>Edmonton</td>\n",
       "      <td>AB</td>\n",
       "      <td>Canada</td>\n",
       "      <td>T5K 2N1</td>\n",
       "      <td>+1 (780) 428-9482</td>\n",
       "      <td>+1 (780) 428-3457</td>\n",
       "      <td>andrew@chinookcorp.com</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   employee_id last_name first_name            title reports_to  \\\n",
       "0            1     Adams     Andrew  General Manager       None   \n",
       "\n",
       "             birthdate            hire_date              address      city  \\\n",
       "0  1962-02-18 00:00:00  2016-08-14 00:00:00  11120 Jasper Ave NW  Edmonton   \n",
       "\n",
       "  state country postal_code              phone                fax  \\\n",
       "0    AB  Canada     T5K 2N1  +1 (780) 428-9482  +1 (780) 428-3457   \n",
       "\n",
       "                    email  \n",
       "0  andrew@chinookcorp.com  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read_querry(\"\"\"\n",
    "    SELECT * FROM employee \n",
    "    LIMIT 1\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f039fcf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Name</th>\n",
       "      <th>title</th>\n",
       "      <th>reports_to</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Andrew Adams</td>\n",
       "      <td>General Manager</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Nancy Edwards</td>\n",
       "      <td>Sales Manager</td>\n",
       "      <td>Andrew Adams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jane Peacock</td>\n",
       "      <td>Sales Support Agent</td>\n",
       "      <td>Nancy Edwards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Margaret Park</td>\n",
       "      <td>Sales Support Agent</td>\n",
       "      <td>Nancy Edwards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Steve Johnson</td>\n",
       "      <td>Sales Support Agent</td>\n",
       "      <td>Nancy Edwards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Michael Mitchell</td>\n",
       "      <td>IT Manager</td>\n",
       "      <td>Andrew Adams</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Robert King</td>\n",
       "      <td>IT Staff</td>\n",
       "      <td>Michael Mitchell</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Laura Callahan</td>\n",
       "      <td>IT Staff</td>\n",
       "      <td>Michael Mitchell</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               Name                title        reports_to\n",
       "0      Andrew Adams      General Manager              None\n",
       "1     Nancy Edwards        Sales Manager      Andrew Adams\n",
       "2      Jane Peacock  Sales Support Agent     Nancy Edwards\n",
       "3     Margaret Park  Sales Support Agent     Nancy Edwards\n",
       "4     Steve Johnson  Sales Support Agent     Nancy Edwards\n",
       "5  Michael Mitchell           IT Manager      Andrew Adams\n",
       "6       Robert King             IT Staff  Michael Mitchell\n",
       "7    Laura Callahan             IT Staff  Michael Mitchell"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read_querry(\"\"\"\n",
    "    SELECT e1.first_name || ' ' || e1.last_name AS Name, e1.title, \n",
    "    e2.first_name || ' ' || e2.last_name AS reports_to\n",
    "    FROM employee e1\n",
    "    LEFT JOIN employee e2\n",
    "    ON e1.reports_to = e2.employee_id\n",
    "    \n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "460f067a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Playlist_ID</th>\n",
       "      <th>Playlist_Name</th>\n",
       "      <th>COUNT(No_of_Tracks)</th>\n",
       "      <th>SUM(Total_Duration_in_Seconds)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8</td>\n",
       "      <td>Music</td>\n",
       "      <td>3290</td>\n",
       "      <td>876049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Music</td>\n",
       "      <td>3290</td>\n",
       "      <td>876049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>TV Shows</td>\n",
       "      <td>213</td>\n",
       "      <td>500987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>TV Shows</td>\n",
       "      <td>213</td>\n",
       "      <td>500987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>90’s Music</td>\n",
       "      <td>1477</td>\n",
       "      <td>397970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>12</td>\n",
       "      <td>Classical</td>\n",
       "      <td>75</td>\n",
       "      <td>21736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>11</td>\n",
       "      <td>Brazilian Music</td>\n",
       "      <td>39</td>\n",
       "      <td>9464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>17</td>\n",
       "      <td>Heavy Metal Classic</td>\n",
       "      <td>26</td>\n",
       "      <td>8189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>14</td>\n",
       "      <td>Classical 101 - Next Steps</td>\n",
       "      <td>25</td>\n",
       "      <td>7565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>15</td>\n",
       "      <td>Classical 101 - The Basics</td>\n",
       "      <td>25</td>\n",
       "      <td>7429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>13</td>\n",
       "      <td>Classical 101 - Deep Cuts</td>\n",
       "      <td>25</td>\n",
       "      <td>6742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>16</td>\n",
       "      <td>Grunge</td>\n",
       "      <td>15</td>\n",
       "      <td>4114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>9</td>\n",
       "      <td>Music Videos</td>\n",
       "      <td>1</td>\n",
       "      <td>294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>18</td>\n",
       "      <td>On-The-Go 1</td>\n",
       "      <td>1</td>\n",
       "      <td>197</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Playlist_ID               Playlist_Name  COUNT(No_of_Tracks)  \\\n",
       "0             8                       Music                 3290   \n",
       "1             1                       Music                 3290   \n",
       "2            10                    TV Shows                  213   \n",
       "3             3                    TV Shows                  213   \n",
       "4             5                  90’s Music                 1477   \n",
       "5            12                   Classical                   75   \n",
       "6            11             Brazilian Music                   39   \n",
       "7            17         Heavy Metal Classic                   26   \n",
       "8            14  Classical 101 - Next Steps                   25   \n",
       "9            15  Classical 101 - The Basics                   25   \n",
       "10           13   Classical 101 - Deep Cuts                   25   \n",
       "11           16                      Grunge                   15   \n",
       "12            9                Music Videos                    1   \n",
       "13           18                 On-The-Go 1                    1   \n",
       "\n",
       "    SUM(Total_Duration_in_Seconds)  \n",
       "0                           876049  \n",
       "1                           876049  \n",
       "2                           500987  \n",
       "3                           500987  \n",
       "4                           397970  \n",
       "5                            21736  \n",
       "6                             9464  \n",
       "7                             8189  \n",
       "8                             7565  \n",
       "9                             7429  \n",
       "10                            6742  \n",
       "11                            4114  \n",
       "12                             294  \n",
       "13                             197  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read_querry(\"\"\" with playlist_info AS\n",
    "    (SELECT\n",
    "        playlist.playlist_id AS 'Playlist_ID', \n",
    "        playlist.name AS 'Playlist_Name',\n",
    "        playlist_track.track_id AS 'No_of_Tracks',\n",
    "        track.milliseconds/1000 AS 'Total_Duration_in_Seconds'\n",
    "    FROM playlist\n",
    "    \n",
    "    LEFT JOIN playlist_track\n",
    "    ON playlist.playlist_id = playlist_track.playlist_id\n",
    "    \n",
    "    INNER JOIN track\n",
    "    ON playlist_track.track_id = track.track_id)\n",
    "    \n",
    "    SELECT \n",
    "    Playlist_ID,\n",
    "    Playlist_Name,\n",
    "    COUNT(No_of_Tracks),\n",
    "    SUM(Total_Duration_in_Seconds)\n",
    "    FROM playlist_info\n",
    "    \n",
    "    GROUP BY 1\n",
    "    ORDER BY 4 DESC\n",
    "\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "abbafce0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>name</th>\n",
       "      <th>tbl_name</th>\n",
       "      <th>rootpage</th>\n",
       "      <th>sql</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [type, name, tbl_name, rootpage, sql]\n",
       "Index: []"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "read_querry(\"\"\" \n",
    "SELECT * FROM sqlite_master \n",
    "WHERE type = 'view'\n",
    "\"\"\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "060f3888",
   "metadata": {},
   "outputs": [
    {
     "ename": "OperationalError",
     "evalue": "no such view: customer_abv_90",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mOperationalError\u001b[0m                          Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-13-a02bab2911d6>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mconnection\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mexecute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"\"\"drop view customer_abv_90\"\"\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mOperationalError\u001b[0m: no such view: customer_abv_90"
     ]
    }
   ],
   "source": [
    "connection.execute(\"\"\"drop view customer_abv_90\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a57e40fa",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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