{
 "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": [
    "# Histogram and Box Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We will visualize the intelligent quotient (IQ) using a histogram and box plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example: Intelligence Quotient\n",
    "#### Plot a histogram with ten bins for the given IQ scores. IQ scores are normally distributed with a mean of 100 and a standard deviation of 15. Visualize the mean as a vertical solid red line, and the standard deviation using dashed vertical lines. Add labels and a title."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sample IQ scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "iq_scores = [\n",
    "    126,  89,  90, 101, 102,  74,  93, 101,  66, 120, 108,  97,  98,\n",
    "    105, 119,  92, 113,  81, 104, 108,  83, 102, 105, 111, 102, 107,\n",
    "    103,  89,  89, 110,  71, 110, 120,  85, 111,  83, 122, 120, 102,\n",
    "     84, 118, 100, 100, 114,  81, 109,  69,  97,  95, 106, 116, 109,\n",
    "    114,  98,  90,  92,  98,  91,  81,  85,  86, 102,  93, 112,  76,\n",
    "     89, 110,  75, 100,  90,  96,  94, 107, 108,  95,  96,  96, 114,\n",
    "     93,  95, 117, 141, 115,  95,  86, 100, 121, 103,  66,  99,  96,\n",
    "    111, 110, 105, 110,  91, 112, 102, 112,  78\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### What's the difference between a histogram and a bar chart? See https://www.storytellingwithdata.com/blog/2021/1/28/histograms-and-bar-charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the figure.\n",
    "plt.figure(figsize=(6, 4), dpi=150)\n",
    "\n",
    "# Create the histogram.\n",
    "plt.hist(iq_scores, bins=10)\n",
    "\n",
    "# Draw vertical lines.\n",
    "plt.axvline(x=100, color='r')\n",
    "plt.axvline(x=115, color='r', linestyle= '--')\n",
    "plt.axvline(x=85,  color='r', linestyle= '--')\n",
    "\n",
    "# Add labels.\n",
    "plt.xlabel('IQ score')\n",
    "plt.ylabel('Frequency')\n",
    "\n",
    "plt.title('IQ scores for a test group of a hundred adults')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a box plot to visualize the same IQ scores. Add labels and a title."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create thefigure,\n",
    "plt.figure(figsize=(6, 4), dpi=150)\n",
    "\n",
    "# Create the box plot.\n",
    "plt.boxplot(iq_scores)\n",
    "\n",
    "ax = plt.gca()\n",
    "\n",
    "# Add labels.\n",
    "ax.set_xticklabels(['Test group'])\n",
    "plt.ylabel('IQ score')\n",
    "\n",
    "plt.title('IQ scores for a test group of a hundred adults')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How to read a box plot.\n",
    "![Screenshot 2024-04-18 at 5.19.36 PM.png](attachment:8277f97d-9ee5-4f71-b079-04240b7a92d5.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example: Multiple Box Plots.\n",
    "#### Four sets of IQ scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "group_a = [\n",
    "    118, 103, 125, 107, 111,  96, 104,  97,  96, 114,  96,  75, 114,\n",
    "    107,  87, 117, 117, 114, 117, 112, 107, 133,  94,  91, 118, 110,\n",
    "    117,  86, 143,  83, 106,  86,  98, 126, 109,  91, 112, 120, 108,\n",
    "    111, 107,  98,  89, 113, 117,  81, 113, 112,  84, 115,  96,  93,\n",
    "    128, 115, 138, 121,  87, 112, 110,  79, 100,  84, 115,  93, 108,\n",
    "    130, 107, 106, 106, 101, 117,  93,  94, 103, 112,  98, 103,  70,\n",
    "    139,  94, 110, 105, 122,  94,  94, 105, 129, 110, 112,  97, 109,\n",
    "    121, 106, 118, 131,  88, 122, 125,  93,  78\n",
    "]\n",
    "\n",
    "group_b = [\n",
    "    126,  89,  90, 101, 102,  74,  93, 101,  66, 120, 108,  97,  98,\n",
    "    105, 119,  92, 113,  81, 104, 108,  83, 102, 105, 111, 102, 107,\n",
    "    103,  89,  89, 110,  71, 110, 120,  85, 111,  83, 122, 120, 102,\n",
    "     84, 118, 100, 100, 114,  81, 109,  69,  97,  95, 106, 116, 109,\n",
    "    114,  98,  90,  92,  98,  91,  81,  85,  86, 102,  93, 112,  76,\n",
    "     89, 110,  75, 100,  90,  96,  94, 107, 108,  95,  96,  96, 114,\n",
    "     93,  95, 117, 141, 115,  95,  86, 100, 121, 103,  66,  99,  96,\n",
    "    111, 110, 105, 110,  91, 112, 102, 112,  75\n",
    "]\n",
    "\n",
    "group_c = [\n",
    "    108,  89, 114, 116, 126, 104, 113,  96,  69, 121, 109, 102, 107,\n",
    "    122, 104, 107, 108, 137, 107, 116,  98, 132, 108, 114,  82,  93,\n",
    "     89,  90,  86,  91,  99,  98,  83,  93, 114,  96,  95, 113, 103,\n",
    "     81, 107,  85, 116,  85, 107, 125, 126, 123, 122, 124, 115, 114,\n",
    "     93,  93, 114, 107, 107,  84, 131,  91, 108, 127, 112, 106, 115,\n",
    "     82,  90, 117, 108, 115, 113, 108, 104, 103,  90, 110, 114,  92,\n",
    "    101,  72, 109,  94, 122,  90, 102,  86, 119, 103, 110,  96,  90,\n",
    "    110,  96,  69,  85, 102,  69,  96, 101,  90\n",
    "]\n",
    "\n",
    "group_d = [ \n",
    "     93,  99,  91, 110,  80, 113, 111, 115,  98,  74,  96,  80,  83,\n",
    "    102,  60,  91,  82,  90,  97, 101,  89,  89, 117,  91, 104, 104,\n",
    "    102, 128, 106, 111,  79,  92,  97, 101, 106, 110,  93,  93, 106,\n",
    "    108,  85,  83, 108,  94,  79,  87, 113, 112, 111, 111,  79, 116,\n",
    "    104,  84, 116, 111, 103, 103, 112,  68,  54,  80,  86, 119,  81,\n",
    "     84,  91,  96, 116, 125,  99,  58, 102,  77,  98, 100,  90, 106,\n",
    "    109, 114, 102, 102, 112, 103,  98,  96,  85,  97, 110, 131,  92,\n",
    "     79, 115, 122,  95, 105,  74,  85,  85,  95\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Create a box plot for each of the IQ scores of different test groups. Add labels and a title."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the figure.\n",
    "plt.figure(figsize=(6, 4), dpi=150)\n",
    "\n",
    "# Create the box plots.\n",
    "plt.boxplot([group_a, group_b, group_c, group_d])\n",
    "\n",
    "ax = plt.gca()\n",
    "\n",
    "# Add labels.\n",
    "ax.set_xticklabels(['Group A', 'Group B', 'Group C', 'Group D'])\n",
    "plt.ylabel('IQ score')\n",
    "\n",
    "plt.title('IQ scores for different test groups')\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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  "kernelspec": {
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   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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