{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normal distribution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### In this lab we'll investigate the probability distribution that is most central to statistics: the normal distribution. If we are confident that our data are nearly normal, that opens the door to many powerful statistical methods"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Here we'll be working with measurements of body dimensions. This data set contains measurements from 247 men and 260 women, most of whom were considered healthy young adults."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import io\n",
    "import requests\n",
    "\n",
    "df_url = 'https://raw.githubusercontent.com/akmand/datasets/master/openintro/bdims.csv'\n",
    "url_content = requests.get(df_url, verify=False).content\n",
    "bdims = pd.read_csv(io.StringIO(url_content.decode('utf-8')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(507, 25)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>bia.di</th>\n",
       "      <th>bii.di</th>\n",
       "      <th>bit.di</th>\n",
       "      <th>che.de</th>\n",
       "      <th>che.di</th>\n",
       "      <th>elb.di</th>\n",
       "      <th>wri.di</th>\n",
       "      <th>kne.di</th>\n",
       "      <th>ank.di</th>\n",
       "      <th>sho.gi</th>\n",
       "      <th>che.gi</th>\n",
       "      <th>wai.gi</th>\n",
       "      <th>nav.gi</th>\n",
       "      <th>hip.gi</th>\n",
       "      <th>thi.gi</th>\n",
       "      <th>bic.gi</th>\n",
       "      <th>for.gi</th>\n",
       "      <th>kne.gi</th>\n",
       "      <th>cal.gi</th>\n",
       "      <th>ank.gi</th>\n",
       "      <th>wri.gi</th>\n",
       "      <th>age</th>\n",
       "      <th>wgt</th>\n",
       "      <th>hgt</th>\n",
       "      <th>sex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>42.9</td>\n",
       "      <td>26.0</td>\n",
       "      <td>31.5</td>\n",
       "      <td>17.7</td>\n",
       "      <td>28.0</td>\n",
       "      <td>13.1</td>\n",
       "      <td>10.4</td>\n",
       "      <td>18.8</td>\n",
       "      <td>14.1</td>\n",
       "      <td>106.2</td>\n",
       "      <td>89.5</td>\n",
       "      <td>71.5</td>\n",
       "      <td>74.5</td>\n",
       "      <td>93.5</td>\n",
       "      <td>51.5</td>\n",
       "      <td>32.5</td>\n",
       "      <td>26.0</td>\n",
       "      <td>34.5</td>\n",
       "      <td>36.5</td>\n",
       "      <td>23.5</td>\n",
       "      <td>16.5</td>\n",
       "      <td>21</td>\n",
       "      <td>65.6</td>\n",
       "      <td>174.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>43.7</td>\n",
       "      <td>28.5</td>\n",
       "      <td>33.5</td>\n",
       "      <td>16.9</td>\n",
       "      <td>30.8</td>\n",
       "      <td>14.0</td>\n",
       "      <td>11.8</td>\n",
       "      <td>20.6</td>\n",
       "      <td>15.1</td>\n",
       "      <td>110.5</td>\n",
       "      <td>97.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>86.5</td>\n",
       "      <td>94.8</td>\n",
       "      <td>51.5</td>\n",
       "      <td>34.4</td>\n",
       "      <td>28.0</td>\n",
       "      <td>36.5</td>\n",
       "      <td>37.5</td>\n",
       "      <td>24.5</td>\n",
       "      <td>17.0</td>\n",
       "      <td>23</td>\n",
       "      <td>71.8</td>\n",
       "      <td>175.3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40.1</td>\n",
       "      <td>28.2</td>\n",
       "      <td>33.3</td>\n",
       "      <td>20.9</td>\n",
       "      <td>31.7</td>\n",
       "      <td>13.9</td>\n",
       "      <td>10.9</td>\n",
       "      <td>19.7</td>\n",
       "      <td>14.1</td>\n",
       "      <td>115.1</td>\n",
       "      <td>97.5</td>\n",
       "      <td>83.2</td>\n",
       "      <td>82.9</td>\n",
       "      <td>95.0</td>\n",
       "      <td>57.3</td>\n",
       "      <td>33.4</td>\n",
       "      <td>28.8</td>\n",
       "      <td>37.0</td>\n",
       "      <td>37.3</td>\n",
       "      <td>21.9</td>\n",
       "      <td>16.9</td>\n",
       "      <td>28</td>\n",
       "      <td>80.7</td>\n",
       "      <td>193.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>44.3</td>\n",
       "      <td>29.9</td>\n",
       "      <td>34.0</td>\n",
       "      <td>18.4</td>\n",
       "      <td>28.2</td>\n",
       "      <td>13.9</td>\n",
       "      <td>11.2</td>\n",
       "      <td>20.9</td>\n",
       "      <td>15.0</td>\n",
       "      <td>104.5</td>\n",
       "      <td>97.0</td>\n",
       "      <td>77.8</td>\n",
       "      <td>78.8</td>\n",
       "      <td>94.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>26.2</td>\n",
       "      <td>37.0</td>\n",
       "      <td>34.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>16.6</td>\n",
       "      <td>23</td>\n",
       "      <td>72.6</td>\n",
       "      <td>186.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>42.5</td>\n",
       "      <td>29.9</td>\n",
       "      <td>34.0</td>\n",
       "      <td>21.5</td>\n",
       "      <td>29.4</td>\n",
       "      <td>15.2</td>\n",
       "      <td>11.6</td>\n",
       "      <td>20.7</td>\n",
       "      <td>14.9</td>\n",
       "      <td>107.5</td>\n",
       "      <td>97.5</td>\n",
       "      <td>80.0</td>\n",
       "      <td>82.5</td>\n",
       "      <td>98.5</td>\n",
       "      <td>55.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>28.4</td>\n",
       "      <td>37.7</td>\n",
       "      <td>38.6</td>\n",
       "      <td>24.4</td>\n",
       "      <td>18.0</td>\n",
       "      <td>22</td>\n",
       "      <td>78.8</td>\n",
       "      <td>187.2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   bia.di  bii.di  bit.di  che.de  che.di  elb.di  wri.di  kne.di  ank.di  \\\n",
       "0    42.9    26.0    31.5    17.7    28.0    13.1    10.4    18.8    14.1   \n",
       "1    43.7    28.5    33.5    16.9    30.8    14.0    11.8    20.6    15.1   \n",
       "2    40.1    28.2    33.3    20.9    31.7    13.9    10.9    19.7    14.1   \n",
       "3    44.3    29.9    34.0    18.4    28.2    13.9    11.2    20.9    15.0   \n",
       "4    42.5    29.9    34.0    21.5    29.4    15.2    11.6    20.7    14.9   \n",
       "\n",
       "   sho.gi  che.gi  wai.gi  nav.gi  hip.gi  thi.gi  bic.gi  for.gi  kne.gi  \\\n",
       "0   106.2    89.5    71.5    74.5    93.5    51.5    32.5    26.0    34.5   \n",
       "1   110.5    97.0    79.0    86.5    94.8    51.5    34.4    28.0    36.5   \n",
       "2   115.1    97.5    83.2    82.9    95.0    57.3    33.4    28.8    37.0   \n",
       "3   104.5    97.0    77.8    78.8    94.0    53.0    31.0    26.2    37.0   \n",
       "4   107.5    97.5    80.0    82.5    98.5    55.4    32.0    28.4    37.7   \n",
       "\n",
       "   cal.gi  ank.gi  wri.gi  age   wgt    hgt  sex  \n",
       "0    36.5    23.5    16.5   21  65.6  174.0    1  \n",
       "1    37.5    24.5    17.0   23  71.8  175.3    1  \n",
       "2    37.3    21.9    16.9   28  80.7  193.5    1  \n",
       "3    34.8    23.0    16.6   23  72.6  186.5    1  \n",
       "4    38.6    24.4    18.0   22  78.8  187.2    1  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_columns', None)\n",
    "print(bdims.shape)\n",
    "bdims.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We'll be focusing on just three columns to get started: weight in kg (wgt), height in cm (hgt), and sex (1 indicates male, 0 indicates female)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Since men and women tend to have different body dimensions, we will create two data sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "mdims = bdims[bdims['sex'] == 1]\n",
    "fdims = bdims[bdims['sex'] == 0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 1:Make a histogram of men's heights and a histogram of women's heights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline \n",
    "%config InlineBackend.figure_format = 'retina'\n",
    "plt.style.use('ggplot')\n",
    "plt.rcParams['figure.figsize'] = (10,5)\n",
    "plt.rcParams['font.size'] = 12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 324,
       "width": 622
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 324,
       "width": 612
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mdims['hgt'].plot(kind = 'hist', color = 'blue', edgecolor = 'black', \n",
    "                linewidth = 1.2, title = 'Histogram of Height for men')\n",
    "plt.show();\n",
    "\n",
    "fdims['hgt'].plot(kind = 'hist', color = 'red', edgecolor = 'black', \n",
    "                linewidth = 1.2, title = 'Histogram of Height for women')\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's see how close is the distribution of women's height to a normal distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "fhgtmean = fdims['hgt'].mean()\n",
    "fhgtsd = fdims['hgt'].std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 373,
       "width": 378
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "from scipy.stats import norm\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline \n",
    "plt.rcParams['figure.figsize'] = (6, 6)\n",
    "\n",
    "fhgt_hist = sns.distplot(fdims['hgt'], norm_hist = True, kde = False, color = 'purple', bins = 8)\n",
    "x = np.arange(140, 191)                                                  \n",
    "y = norm.pdf(x, loc = fhgtmean, scale = fhgtsd)                                                         \n",
    "fhgt_hist.plot(x, y, 'purple');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluating the normal distribution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Eyeballing the shape of the histogram is one way to determine if the data appear to be nearly normally distributed. An alternative approach involves constructing a normal probability plot, also called a normal Q-Q plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 390,
       "width": 391
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.stats import probplot\n",
    "probplot(fdims['hgt'], plot = plt)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### We will compare the Q-Q plot of the real data to a random data which we know is normally distributed with the same mean and std."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sim_norm = np.random.normal(size = len(fdims['hgt']), loc = fhgtmean, scale = fhgtsd)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 2: Create 8 random normally distributed data with mean=fhgtmean and std=fhgtst and plot them alongside the one of the real data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 9 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 879,
       "width": 893
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim_norm_8 = []\n",
    "for i in range(8):\n",
    "    sim_norm_8.append(np.random.normal(size = len(fdims['hgt']), loc = fhgtmean, scale = fhgtsd))\n",
    "\n",
    "# compare the original plot to nine plots generated from a normal distribution.\n",
    "plt.rcParams['figure.figsize'] = (15, 15)\n",
    "plt.tight_layout(pad = 1) # adjust the subplots to fit in to the figure area.\n",
    "plt.subplots_adjust(hspace = 0.6, wspace = 0.6) # adjust the amount of width and height reserved for space between subplots.\n",
    "\n",
    "plt.subplot(3, 3, 1)\n",
    "probplot(fdims['hgt'], plot = plt)\n",
    "plt.title('Normal Q-Q Plot (Data)')\n",
    "\n",
    "plt.subplot(3, 3, 2)\n",
    "probplot(sim_norm_8[0], plot = plt)\n",
    "plt.title('Normal Q-Q Plot (Sim 1)')\n",
    "\n",
    "plt.subplot(3, 3, 3)\n",
    "probplot(sim_norm_8[1], plot = plt)\n",
    "plt.title('Normal Q-Q Plot (Sim 2)')\n",
    "\n",
    "plt.subplot(3, 3, 4)\n",
    "probplot(sim_norm_8[2], plot = plt)\n",
    "plt.title('Normal Q-Q Plot (Sim 3)')\n",
    "\n",
    "plt.subplot(3, 3, 5)\n",
    "probplot(sim_norm_8[3], plot = plt)\n",
    "plt.title('Normal Q-Q Plot (Sim 4)')\n",
    "\n",
    "plt.subplot(3, 3, 6)\n",
    "probplot(sim_norm_8[4], plot = plt)\n",
    "plt.title('Normal Q-Q Plot (Sim 5)')\n",
    "\n",
    "plt.subplot(3, 3, 7)\n",
    "probplot(sim_norm_8[5], plot = plt)\n",
    "plt.title('Normal Q-Q Plot (Sim 6)')\n",
    "\n",
    "plt.subplot(3, 3, 8)\n",
    "probplot(sim_norm_8[6], plot = plt)\n",
    "plt.title('Normal Q-Q Plot (Sim 7)')\n",
    "\n",
    "plt.subplot(3, 3, 9)\n",
    "probplot(sim_norm_8[7], plot = plt)\n",
    "plt.title('Normal Q-Q Plot (Sim 8)')\n",
    "\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 3: Repeat the process for women's weight. Are they normally distributed?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normal probabilities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### If we assume that female heights are normally distributed (a very close approximation is also okay), we can find the probability that a randomly chosen young adult female is taller than 6 feet (about 182 cm) by calculating a Z score and consulting a Z table (also called a normal probability table)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0044"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.stats import norm\n",
    "\n",
    "prob_using_Z = 1 - norm.cdf(182, loc = fhgtmean, scale = fhgtsd)\n",
    "round(prob_using_Z,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0038"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prob_empirically = (sum(fdims['hgt'] > 182) / len(fdims['hgt']))\n",
    "round(prob_empirically, 4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exercise 4: We have 2 questions to answer.\n",
    "## Q1: What is the probability that a randomly chosen young adult female is shorter than 165cm?\n",
    "## Q2: What is the probability that a randomly chosen young adult female is heavier than 60kg?\n",
    "## For each question calculate these probabilities theoretically (using Z) and empirically. Which variable, height or weight, had a closer agreement between the two methods?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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