MySQL_IMDb_visualisation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MySQL IMDb database querying and data visualisation\n",
    "\n",
    "**(A WORK IN PROGRESS)**\n",
    "\n",
    "In this notebook we query the IMDb database to explore and visualise the IMDb dataset using pandas and matplotlib. \n",
    "This notebook is by no means a thorough exploration of the IMDb dataset. Its purpose is to practice querying a database using python, then to process and visualise the retrieved data with the pandas package. In particular, we consider the following questions:\n",
    "\n",
    "- What are the average ratings for the TV show 'The X-files'?\n",
    "- What genres are there? \n",
    "- How many movies are there in each genre?\n",
    "- How many movies are made in each genre each year?\n",
    "- How do the average ages of leading actors and actresses compare in each genre?\n",
    "- What is a typical runtime for movies in each genre?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import mysql.connector\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt # general plotting\n",
    "import matplotlib as mpl # for figure quality (dpi)\n",
    "import os"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Formatting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fontsize\n",
    "fs = 12\n",
    "\n",
    "# Figure quality\n",
    "mpl.rcParams['figure.dpi']= 100 # in notebook resolution\n",
    "mpl.rc(\"savefig\", dpi=400) # higher resolution when saving\n",
    "\n",
    "# Set font\n",
    "plt.rcParams['font.family'] = 'sans-serif'\n",
    "plt.rcParams['font.sans-serif'] = 'Helvetica'\n",
    "\n",
    "# Set the style of the axes and the text color\n",
    "plt.rcParams['axes.edgecolor']='#333F4B'\n",
    "plt.rcParams['axes.linewidth']= 1\n",
    "plt.rcParams['xtick.color']='#333F4B'\n",
    "plt.rcParams['ytick.color']='#333F4B'\n",
    "plt.rcParams['text.color']='#333F4B'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image folder for storing plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create directory if doesn't already exist\n",
    "img_directory = './images/plots'\n",
    "if not os.path.exists(img_directory):\n",
    "    os.mkdir(img_directory)\n",
    "    print(\"Directory: \" , img_directory ,  \" created.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Connect to IMDb database "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "mydb = mysql.connector.connect(\n",
    "    host='localhost',\n",
    "    user='root',\n",
    "    passwd='dopey_dwarf',\n",
    "    auth_plugin='mysql_native_password',\n",
    "    database='IMDb') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Database cursor "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "mycursor = mydb.cursor()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show tables in the IMDb database by executing the simple statement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "mycursor.execute(\"SHOW TABLES;\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "tables = mycursor.fetchall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IMDb Database contains the following tables:\n",
      "--------------------------------------------\n",
      "Alias_attributes\n",
      "Alias_types\n",
      "Aliases\n",
      "Directors\n",
      "Episode_belongs_to\n",
      "Had_role\n",
      "Known_for\n",
      "Leading_people\n",
      "Name_worked_as\n",
      "Names_\n",
      "Principals\n",
      "q1\n",
      "q10\n",
      "q11\n",
      "q12\n",
      "q13\n",
      "q14\n",
      "q15\n",
      "q16\n",
      "q17\n",
      "q18\n",
      "q19\n",
      "q2\n",
      "q20\n",
      "q21\n",
      "q22\n",
      "q23\n",
      "q24\n",
      "q3\n",
      "q4\n",
      "q5\n",
      "q6\n",
      "q7\n",
      "q8\n",
      "q9\n",
      "Title_genres\n",
      "Title_ratings\n",
      "Titles\n",
      "Writers\n"
     ]
    }
   ],
   "source": [
    "print('IMDb Database contains the following tables:')\n",
    "print('--------------------------------------------')\n",
    "for table in tables:\n",
    "    print(table[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualising the ratings of the tv show \"The X-Files\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What is the average rating of each episode of The X-Files? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "Query1 = \"\"\"SELECT E.season_number, E.episode_number, T2.primary_title, R.average_rating\n",
    "FROM Titles AS T1, Titles AS T2, Episode_belongs_to AS E, Title_ratings AS R\n",
    "WHERE T1.primary_title = 'The X-Files'\n",
    "AND T1.title_type = 'tvSeries'\n",
    "AND T1.title_id = E.parent_tv_show_title_id\n",
    "AND T2.title_type = 'tvEpisode'\n",
    "AND T2.title_id = E.episode_title_id\n",
    "AND T2.title_id = R.title_id\n",
    "ORDER BY E.season_number, E.episode_number;\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "mycursor.execute(Query1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = mycursor.fetchall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame(data,columns=['season_no','episode_no','ep_title','avg_rating'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>season_no</th>\n",
       "      <th>episode_no</th>\n",
       "      <th>ep_title</th>\n",
       "      <th>avg_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Pilot</td>\n",
       "      <td>8.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Deep Throat</td>\n",
       "      <td>8.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>Squeeze</td>\n",
       "      <td>8.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>Conduit</td>\n",
       "      <td>7.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>The Jersey Devil</td>\n",
       "      <td>7.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   season_no  episode_no          ep_title  avg_rating\n",
       "0          1           1             Pilot         8.4\n",
       "1          1           2       Deep Throat         8.2\n",
       "2          1           3           Squeeze         8.7\n",
       "3          1           4           Conduit         7.7\n",
       "4          1           5  The Jersey Devil         7.1"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "How many episodes were there in The X-Files per season? And what was the average of the average episode ratings for each season?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "Query2 = \"\"\"SELECT Q22.season_number, COUNT(*) AS Number_of_episodes, AVG(Q22.average_rating) AS Average_of_ep_average_ratings\n",
    "FROM Q22\n",
    "GROUP BY Q22.season_number\n",
    "ORDER BY Q22.season_number;\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "mycursor.execute(Query2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = mycursor.fetchall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.DataFrame(data,columns=['season_no','no_of_eps','avg_of_avg_ratings'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "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>season_no</th>\n",
       "      <th>no_of_eps</th>\n",
       "      <th>avg_of_avg_ratings</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>7.812500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>25</td>\n",
       "      <td>8.008000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "      <td>8.191667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>8.170833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>8.295000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   season_no  no_of_eps  avg_of_avg_ratings\n",
       "0          1         24            7.812500\n",
       "1          2         25            8.008000\n",
       "2          3         24            8.191667\n",
       "3          4         24            8.170833\n",
       "4          5         20            8.295000"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2['total_eps_so_far'] = df2['no_of_eps'].cumsum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>season_no</th>\n",
       "      <th>no_of_eps</th>\n",
       "      <th>avg_of_avg_ratings</th>\n",
       "      <th>total_eps_so_far</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>7.812500</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>25</td>\n",
       "      <td>8.008000</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>24</td>\n",
       "      <td>8.191667</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>24</td>\n",
       "      <td>8.170833</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>8.295000</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   season_no  no_of_eps  avg_of_avg_ratings  total_eps_so_far\n",
       "0          1         24            7.812500                24\n",
       "1          2         25            8.008000                49\n",
       "2          3         24            8.191667                73\n",
       "3          4         24            8.170833                97\n",
       "4          5         20            8.295000               117"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will plot the results of the above two queries to illustrate the average ratings of The X-files episodes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,4))\n",
    "ax = plt.gca()\n",
    "\n",
    "# Plot average ep. rating\n",
    "ax.plot(df.index+1,df.avg_rating,label='Avg. ep. rating')\n",
    "\n",
    "# Plot the average of the average ep. rating for each season\n",
    "ax.plot(df2['total_eps_so_far'],df2['avg_of_avg_ratings'],linestyle='-',marker='*',color='red',label='Avg. ep. rating for season')\n",
    "\n",
    "# Draw vertical lines marking the end of a season \n",
    "ax.vlines(df2['total_eps_so_far'], ymin=0, ymax=10,linestyle='--', colors='g',label='End of seasons')\n",
    "\n",
    "# Limits\n",
    "ax.set_ylim([5,10])\n",
    "ax.set_xlim([0,df2['total_eps_so_far'].iloc[-1]])\n",
    "\n",
    "# Labels\n",
    "plt.xlabel('Episode number',fontsize=fs)\n",
    "plt.ylabel('Average rating',fontsize=fs)\n",
    "plt.title('The X-Files Average Ratings',fontsize=fs)\n",
    "\n",
    "# Legend \n",
    "ax.legend(loc='lower left',mode='expand',ncol=3,bbox_to_anchor=(0,-0.33,1,1))\n",
    "\n",
    "# Save it\n",
    "plt.savefig(os.path.join(img_directory,'The_X-Files_ratings.png'), bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Genres "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What genres are there? How many movies are there in each genre?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "Query3 =\"\"\"SELECT G.genre, COUNT(G.genre) AS Count\n",
    "FROM Title_genres AS G, Titles AS T\n",
    "WHERE T.title_id = G.title_id\n",
    "AND T.title_type = 'movie'\n",
    "GROUP BY genre\n",
    "ORDER BY Count DESC;\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "mycursor.execute(Query3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = mycursor.fetchall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "df3 = pd.DataFrame(data,columns=['Genre','No. of movies'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "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>Genre</th>\n",
       "      <th>No. of movies</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Drama</td>\n",
       "      <td>189317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Documentary</td>\n",
       "      <td>100157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Comedy</td>\n",
       "      <td>92269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Action</td>\n",
       "      <td>45338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Romance</td>\n",
       "      <td>39742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Thriller</td>\n",
       "      <td>34563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Crime</td>\n",
       "      <td>30647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Horror</td>\n",
       "      <td>27841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Adventure</td>\n",
       "      <td>24340</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Genre  No. of movies\n",
       "0        Drama         189317\n",
       "1  Documentary         100157\n",
       "2       Comedy          92269\n",
       "3       Action          45338\n",
       "4      Romance          39742\n",
       "5     Thriller          34563\n",
       "6        Crime          30647\n",
       "7       Horror          27841\n",
       "8    Adventure          24340"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df3.head(9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "genres = df3.Genre"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will visualise this using a horizontal bar chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,8))\n",
    "\n",
    "# Bar chart\n",
    "plt.barh(df3['Genre'],df3['No. of movies'], align='center',\n",
    "         alpha=0.9,color='#E1001E',edgecolor='black')\n",
    "\n",
    "# Limit\n",
    "plt.xlim([0,200000])\n",
    "\n",
    "# X label\n",
    "plt.xlabel('Genre Movie Count',fontsize=fs)\n",
    "\n",
    "# Change the style of the axis spines\n",
    "ax = plt.gca()\n",
    "ax.spines['top'].set_color('none')\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['left'].set_smart_bounds(True)\n",
    "ax.spines['bottom'].set_smart_bounds(True)\n",
    "\n",
    "# Set the spines position\n",
    "ax.spines['bottom'].set_position(('axes', -0.02))\n",
    "ax.spines['left'].set_position(('axes', -0.025))\n",
    "\n",
    "# Save it\n",
    "plt.savefig(os.path.join(img_directory,'Genre_movie_count.png'), bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How many movies are made in each genre each year?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "Query4 =\"\"\"SELECT T.start_year, G.genre, COUNT(DISTINCT T.title_id) AS Number_of_movies\n",
    "FROM Titles AS T, Title_genres AS G\n",
    "WHERE T.title_id = G.title_id\n",
    "AND T.title_type = 'movie'\n",
    "AND T.start_year <= 2019\n",
    "GROUP BY T.start_year, G.genre\n",
    "ORDER BY T.start_year DESC, G.genre ASC;\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "mycursor.execute(Query4) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = mycursor.fetchall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "df4 = pd.DataFrame(data,columns=['Year','Genre','Number of movies'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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>Year</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Number of movies</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019</td>\n",
       "      <td>Action</td>\n",
       "      <td>1061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019</td>\n",
       "      <td>Adult</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019</td>\n",
       "      <td>Animation</td>\n",
       "      <td>353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019</td>\n",
       "      <td>Biography</td>\n",
       "      <td>442</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Year      Genre  Number of movies\n",
       "0  2019     Action              1061\n",
       "1  2019      Adult                66\n",
       "2  2019  Adventure               505\n",
       "3  2019  Animation               353\n",
       "4  2019  Biography               442"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(6,4))\n",
    "\n",
    "# For each genre g in genres (only consider the top 6 genres)\n",
    "for g in genres[:6]:\n",
    "    \n",
    "    # Data for a particular genre \n",
    "    g_df = df4[df4.Genre.str.contains(g)]\n",
    "\n",
    "    # Plot number of movies for this genre vs year \n",
    "    plt.plot(g_df['Year'],g_df['Number of movies'],label=g)\n",
    "\n",
    "# Legend\n",
    "plt.legend()\n",
    "\n",
    "# Labels\n",
    "plt.xlabel('Year',fontsize=fs)\n",
    "plt.ylabel('Number of movies',fontsize=fs)\n",
    "\n",
    "# Save it\n",
    "plt.savefig(os.path.join(img_directory,'Genre_movie_count_vs_year.png'), bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How do the average ages of leading actors and actresses compare in each genre?\n",
    "\n",
    "We limit ourselves to movies between 1919 and 2019. To determine the age of an actor/actress when the movie was being made the title start year and the birth year of the person must both be non-NULL. If either of these are NULL, then that entry is neglected.\n",
    "\n",
    "First we create an intermediate table `Leading_people` with 'year','title_id','job_category', and 'ordering' data. We then query this table to combine this with 'age' and 'genre' information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "mycursor.execute(\"\"\"DROP TABLE IF EXISTS Leading_people;\"\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "Query5 = \"\"\"CREATE TABLE  Leading_people\n",
    "AS SELECT T.start_year, T.title_id, P.job_category, MIN(P.ordering) AS ordering\n",
    "FROM Titles AS T, Principals AS P, Names_ AS N\n",
    "WHERE T.title_id = P.title_id\n",
    "AND P.job_category IN ('actor','actress')\n",
    "AND T.title_type = 'movie'\n",
    "AND T.start_year IS NOT NULL\n",
    "AND N.birth_year IS NOT NULL\n",
    "AND N.name_id = P.name_id\n",
    "AND T.start_year BETWEEN 1919 AND 2019 \n",
    "GROUP BY T.title_id, P.job_category\n",
    "ORDER BY T.start_year, T.title_id;\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "mycursor.execute(Query5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "Query6 = \"\"\"SELECT L.*, T.start_year - N.birth_year AS age, G.genre\n",
    "FROM Leading_people AS L, Names_ AS N, Titles AS T, Principals AS P, Title_genres AS G\n",
    "WHERE L.title_id = T.title_id\n",
    "AND P.title_id = L.title_id\n",
    "AND P.name_id = N.name_id\n",
    "AND P.ordering = L.ordering\n",
    "AND T.title_id = G.title_id ;\"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "mycursor.execute(Query6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = mycursor.fetchall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "df6 = pd.DataFrame(data,columns=['year','title_id','job_category','ordering','age','genre'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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>year</th>\n",
       "      <th>title_id</th>\n",
       "      <th>job_category</th>\n",
       "      <th>ordering</th>\n",
       "      <th>age</th>\n",
       "      <th>genre</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1919</td>\n",
       "      <td>tt0002423</td>\n",
       "      <td>actress</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>Biography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1919</td>\n",
       "      <td>tt0002423</td>\n",
       "      <td>actress</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1919</td>\n",
       "      <td>tt0002423</td>\n",
       "      <td>actress</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1919</td>\n",
       "      <td>tt0002423</td>\n",
       "      <td>actor</td>\n",
       "      <td>2</td>\n",
       "      <td>35</td>\n",
       "      <td>Biography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1919</td>\n",
       "      <td>tt0002423</td>\n",
       "      <td>actor</td>\n",
       "      <td>2</td>\n",
       "      <td>35</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year   title_id job_category  ordering  age      genre\n",
       "0  1919  tt0002423      actress         1   22  Biography\n",
       "1  1919  tt0002423      actress         1   22      Drama\n",
       "2  1919  tt0002423      actress         1   22    Romance\n",
       "3  1919  tt0002423        actor         2   35  Biography\n",
       "4  1919  tt0002423        actor         2   35      Drama"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df6.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's group by year, job_category (actor/actress, i.e., gender) and also genre using pandas' groupby function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_ages = df6[['year','job_category','genre','age']].groupby(by=['year','job_category','genre'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We define two functions which will be pass to the aggregrate function. These functions will be used to calculate the first and third quartile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Q1(x):\n",
    "    \"\"\"The first quartile = 0.25 quantile = 25 th percentile.\"\"\"\n",
    "    return x.quantile(q=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Q3(x):\n",
    "    \"\"\"The third quartile = 0.75 quantile = 75 th percentile.\"\"\"\n",
    "    return x.quantile(q=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df_ages.agg({'age': ['mean','median', Q1,Q3]}).reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rename columns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns = ['year','job_category','genre','mean','median','Q1','Q3']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "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>year</th>\n",
       "      <th>job_category</th>\n",
       "      <th>genre</th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>Q1</th>\n",
       "      <th>Q3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1919</td>\n",
       "      <td>actor</td>\n",
       "      <td>Action</td>\n",
       "      <td>37.309091</td>\n",
       "      <td>34.0</td>\n",
       "      <td>30.50</td>\n",
       "      <td>43.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1919</td>\n",
       "      <td>actor</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>36.416667</td>\n",
       "      <td>35.0</td>\n",
       "      <td>31.75</td>\n",
       "      <td>42.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1919</td>\n",
       "      <td>actor</td>\n",
       "      <td>Biography</td>\n",
       "      <td>46.250000</td>\n",
       "      <td>47.0</td>\n",
       "      <td>38.00</td>\n",
       "      <td>55.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1919</td>\n",
       "      <td>actor</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>36.203175</td>\n",
       "      <td>34.0</td>\n",
       "      <td>30.00</td>\n",
       "      <td>41.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1919</td>\n",
       "      <td>actor</td>\n",
       "      <td>Crime</td>\n",
       "      <td>37.457746</td>\n",
       "      <td>36.0</td>\n",
       "      <td>30.00</td>\n",
       "      <td>43.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year job_category      genre       mean  median     Q1     Q3\n",
       "0  1919        actor     Action  37.309091    34.0  30.50  43.00\n",
       "1  1919        actor  Adventure  36.416667    35.0  31.75  42.00\n",
       "2  1919        actor  Biography  46.250000    47.0  38.00  55.25\n",
       "3  1919        actor     Comedy  36.203175    34.0  30.00  41.00\n",
       "4  1919        actor      Crime  37.457746    36.0  30.00  43.00"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "def genre_age_plot(g,df):\n",
    "    \"\"\"Plotting function for individual plot.\"\"\"\n",
    "    \n",
    "    # Men\n",
    "    genre_actors = df[(df.genre.str.contains(g)) & (df.job_category.str.contains('actor'))][['year','mean','Q1','Q3']]\n",
    "    \n",
    "    # Women \n",
    "    genre_actresses = df[(df.genre.str.contains(g)) & (df.job_category.str.contains('actress'))][['year','mean','Q1','Q3']]\n",
    "    \n",
    "    # Plot mean \n",
    "    plt.plot(genre_actors['year'],genre_actors['mean'],color='blue')\n",
    "    \n",
    "    # Fill area between first and third quartiles \n",
    "    plt.fill_between(genre_actors['year'], genre_actors['Q1'], \n",
    "                     genre_actors['Q3'], facecolor='blue', alpha=0.2,label='actor')\n",
    "\n",
    "    # Plot mean \n",
    "    plt.plot(genre_actresses['year'],genre_actresses['mean'],color='red')\n",
    "    \n",
    "    # Fill area between first and third quartiles \n",
    "    plt.fill_between(genre_actresses['year'], genre_actresses['Q1'], \n",
    "                     genre_actresses['Q3'], facecolor='red', alpha=0.2,label='actress')\n",
    "\n",
    "    # labels \n",
    "    plt.xlabel('Year',fontsize=fs)\n",
    "    plt.ylabel('Age of lead actor/actress',fontsize=fs)\n",
    "    plt.title(g,fontsize=fs)\n",
    "    \n",
    "    # Legend \n",
    "    plt.legend(loc='upper left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "genre_age_plot('Drama',df)\n",
    "\n",
    "# Save it\n",
    "plt.savefig(os.path.join(img_directory,'Drama_average_age_gender.png'), bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def genre_age_plot_ax(ax,g,df):\n",
    "    \"\"\"Plotting function to used for subplots.\"\"\"\n",
    "    \n",
    "    # Men \n",
    "    genre_actors = df[(df.genre.str.contains(g)) & (df.job_category.str.contains('actor'))][['year','mean','Q1','Q3']]\n",
    "    \n",
    "    # Women \n",
    "    genre_actresses = df[(df.genre.str.contains(g)) & (df.job_category.str.contains('actress'))][['year','mean','Q1','Q3']]\n",
    "    \n",
    "    # Plot mean \n",
    "    ax.plot(genre_actors['year'],genre_actors['mean'],color='blue')\n",
    "    \n",
    "    # Fill area between first and third quartiles \n",
    "    ax.fill_between(genre_actors['year'], genre_actors['Q1'], \n",
    "                     genre_actors['Q3'], facecolor='blue', alpha=0.2,label='actor')\n",
    "\n",
    "    # Plot mean \n",
    "    ax.plot(genre_actresses['year'],genre_actresses['mean'],color='red')\n",
    "    \n",
    "    # Fill area between first and third quartiles \n",
    "    ax.fill_between(genre_actresses['year'], genre_actresses['Q1'], \n",
    "                     genre_actresses['Q3'], facecolor='red', alpha=0.2,label='actress')\n",
    "\n",
    "    # Genre title \n",
    "    ax.set_title(g,fontsize=fs)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1500x800 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(3,3,figsize=(15, 8))\n",
    "fig.subplots_adjust(hspace=0.7, wspace=0.4)\n",
    "\n",
    "# Consider only the top 9 genres \n",
    "g = genres[:9] \n",
    "\n",
    "axs = axs.ravel()\n",
    "\n",
    "for i in range(9): \n",
    "    genre_age_plot_ax(axs[i],g[i],df)\n",
    "    \n",
    "# Set common labels\n",
    "fig.text(0.5, 0.04, 'Year', ha='center', va='center',fontsize=fs+5)\n",
    "fig.text(0.06, 0.5, 'Age of lead actor/actress', ha='center', va='center', rotation='vertical',fontsize=fs+5)\n",
    "\n",
    "# Save it\n",
    "plt.savefig(os.path.join(img_directory,'Top_9_genres_average_age_gender.png'), bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What is a typical runtime for movies in each genre?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "Query7 =\"\"\"SELECT G.genre, T.runtime_minutes \n",
    "FROM Titles AS T, Title_genres AS G \n",
    "WHERE T.runtime_minutes IS NOT NULL\n",
    "AND T.title_type = 'movie'\n",
    "AND T.title_id = G.title_id; \"\"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "mycursor.execute(Query7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = mycursor.fetchall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "df7 = pd.DataFrame(data,columns=['genre','runtime_minutes'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "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>genre</th>\n",
       "      <th>runtime_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Romance</td>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Documentary</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>News</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Sport</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Biography</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         genre  runtime_minutes\n",
       "0      Romance               45\n",
       "1  Documentary               20\n",
       "2         News               20\n",
       "3        Sport               20\n",
       "4    Biography               70"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df7.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some titles have extremely large and unrelistic values, to ignore these we introduce a cutoff for the runtime_minutes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "cutoff = 300 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Histogram using matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x122af6fd0>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(6,4))\n",
    "\n",
    "# Only consider the top 6 genres \n",
    "for g in genres[:6]:\n",
    "\n",
    "    # Series contain genre g runtime data \n",
    "    sg = df7[df7.genre.str.match(g) & (df7['runtime_minutes'] < cutoff)]['runtime_minutes']\n",
    "\n",
    "    # Plot histogram for g using matplotlib\n",
    "    n, bins, patches = plt.hist(sg,bins=30,alpha=0.7,rwidth=0.9,label=g)\n",
    "\n",
    "# Labels \n",
    "plt.xlabel('Runtime')\n",
    "plt.ylabel('Frequency')\n",
    "\n",
    "# Legend \n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Matplotlib via pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(6,4))\n",
    "\n",
    "# Only consider the top 6 genres \n",
    "for g in genres[:6]:\n",
    "\n",
    "    # Series contain genre g runtime data \n",
    "    sg = df7[df7.genre.str.match(g) & (df7['runtime_minutes'] < cutoff)]['runtime_minutes']\n",
    "\n",
    "    # Plot histogram for g using pandas/matplotlib \n",
    "    sg.plot.hist(grid=False, bins=30, rwidth=0.9,alpha=0.7,label=g)\n",
    "\n",
    "# Label     \n",
    "plt.xlabel('Runtime')\n",
    "\n",
    "# Legend \n",
    "plt.legend()\n",
    "\n",
    "# Save it\n",
    "plt.savefig(os.path.join(img_directory,'Top_6_genres_runtime_hist.png'), bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Close database "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mycursor.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "mydb.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}