{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### <center>San Jose State University<br>Department of Applied Data Science<br><br>**DATA 200<br>Computational Programming for Data Analytics**<br><br>Spring 2024<br>Instructor: Ron Mak</center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stacked Bar Charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stacked bar chart parameters\n",
    "#### Call `plt.bar()` for each stacked bar. After the first bar, include the `bottom` argument to raise the bar the right amount to stack on top of the bars below.\n",
    "#### Example:\n",
    "``` Python\n",
    "plt.bar(x, bar1)\n",
    "plt.bar(x, bar2, bottom=bar1)                # raise by the height of bar1\n",
    "plt.bar(x, bar3, bottom=np.add(bar1, bar2))  # raise by the heights of bar1 and bar2\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### You are the owner of a restaurant and due to a new law you must introduce a smoking free day. To make as few losses as possible you want to visualize how much sales are made every day according to smoking and non-smoking people. Use a stacked bar plot to visualize the performance of a restaurant. \n",
    "#### Goal:"
   ]
  },
  {
   "attachments": {
    "8a002e47-e374-4467-8c24-088f434911b7.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Screenshot 2024-04-18 at 4.59.19 PM.png](attachment:8a002e47-e374-4467-8c24-088f434911b7.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "bills_df = pd.read_csv('restaurant_bills.csv')\n",
    "bills_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example: Restaurant Performance\n",
    "#### Use the given dataset and create a 4 x 2 matrix where the elements contain the sum of the total bills for each day (the rows) and smoking/non-smoking person (the columns)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plan\n",
    "#### Split this overall dataframe into eight dataframes and store the new dataframes in a 2-d list: one row per day (Thursday through Sunday) and two columns per row (smoker yes and no)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "days = ['Thur', 'Fri', 'Sat', 'Sun']\n",
    "days_arange = np.arange(len(days))\n",
    "\n",
    "smoker = ['Yes', 'No']\n",
    "smoker_arange = np.arange(len(smoker))\n",
    "\n",
    "print(f'  {days_arange = }')\n",
    "print(f'{smoker_arange = }')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 1: Create a 1-d list of dataframes.\n",
    "#### Split the overall dataframe into four dataframes and store the new dataframes in a 1-d list. Each element of the list is a dataframe for a particular day."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "bills_by_days_list = [ bills_df[bills_df['day'] == day] for day in days ]\n",
    "\n",
    "print(f'{len(bills_by_days_list) = }')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in days_arange:\n",
    "    print(f'Element {i}: {days[i]}')\n",
    "    display(bills_by_days_list[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 2: Create a 2-d list of dataframes.\n",
    "#### Split each dataframe in the 1-d list and store the new datafrmes in a 2-d list: a row for each day and two columns per row for smoker yes and no."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "bills_by_days_by_smoker_list = \\\n",
    "    [ [ bills_by_days_list[day][bills_by_days_list[day]['smoker'] == yn] \n",
    "        for yn in smoker\n",
    "      ] \n",
    "      for day in days_arange\n",
    "    ]\n",
    "\n",
    "print(f'{len(bills_by_days_by_smoker_list)    = } rows')\n",
    "print(f'{len(bills_by_days_by_smoker_list[0]) = } columns')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "for d in days_arange:\n",
    "    for s in smoker_arange:\n",
    "        print(f'Row {d}: {days[d]}, column {s}: smoker {smoker[s]}')\n",
    "        display(bills_by_days_by_smoker_list[d][s])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 3: Create a 2-d list of totals.\n",
    "#### Sum the `total_bill` column of each dataframe in the 2-d list."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_by_days_by_smoker_list = \\\n",
    "    [ [ bills_by_days_by_smoker_list[day][i]['total_bill'].sum() \n",
    "        for i in smoker_arange\n",
    "      ]\n",
    "      for day in days_arange\n",
    "    ]\n",
    "\n",
    "total_by_days_by_smoker_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 4: Convert the 2-d totals list to a numpy matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "totals_matrix = np.asarray(total_by_days_by_smoker_list)\n",
    "totals_matrix"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## STEP 5: Create the stacked bar plot.\n",
    "#### Stack the summed smoking and non-smoking total bills separated for each day. Add a legend, labels, and a title."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the figure.\n",
    "plt.figure(figsize=(10, 5), dpi=300)\n",
    "\n",
    "# Create the stacked bar plot.\n",
    "plt.bar(days_arange, totals_matrix[:, 0], label='Smoker')\n",
    "plt.bar(days_arange, totals_matrix[:, 1], \n",
    "        bottom=totals_matrix[:, 0], label='Non-smoker')\n",
    "\n",
    "ax = plt.gca()\n",
    "\n",
    "# Add labels and the title.\n",
    "plt.xticks(days_arange)\n",
    "ax.set_xticklabels(days)\n",
    "ax.yaxis.grid()\n",
    "plt.ylabel('Daily total sales in $')\n",
    "plt.title('Restaurant performance')\n",
    "\n",
    "# Show the plot with a label.\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Adapted from ***Data Visualization with Python***, by Mario Döbler and Tim Großmann, Packt 2019, ISBN 978-1-78995-646-7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Additional material (c) 2024 by Ronald Mak"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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