{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b68ee162-c9f6-47ff-b4af-89ce5f30ff63",
   "metadata": {
    "tags": []
   },
   "source": [
    "# SDGRegressor to Predict Crowdness at the Gym\n",
    "\n",
    "I love going to the Gym, however, I hate it when it's crowded because I cannot follow my plan at my rythm. I often have to wait for the machine I need to free up, and it becomes next to impossible to follow my routine.\n",
    "\n",
    "Because of this, I decided to build a predictive model using Machine Learninhg, especifically a linear regressor using Stochastic Gradient Decsent.\n",
    "\n",
    "Using a dataset with over 60,000 observations and 11 featres including day, hour, temperature and other details, I will be creating a model that can predict how many people will be at the gym at a particular day and time. That way, I will be able to enjoy my excersise routine without waiting times."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6aae706a-ea92-4034-afea-8a77a7a82928",
   "metadata": {},
   "source": [
    "\n",
    "### Import Libraries and Load the Data\n",
    "\n",
    "The first step, is loading the libraries I will need to use to load and explore the data. I will be using the following ones:\n",
    "\n",
    "- Numpy\n",
    "- Pandas\n",
    "- Matplotlib\n",
    "- Seaborn\n",
    "\n",
    "Also nore I am using the magic inline command to plot graphs directly on to the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "987a6b03-74ca-4882-83e7-26b8b8b70e0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns\n",
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47132544-4282-4940-b660-f4da4e134275",
   "metadata": {},
   "source": [
    "The dataset csv file is called 'crowdness_gym_data'. I am using the Pandas `read_csv` comand to load it into a dataframe called **df**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ac732dcd-a579-4d14-9bce-7080f5824ab7",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('crowdness_gym_data.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2874521-a017-46ae-ba48-f68073104a6a",
   "metadata": {},
   "source": [
    "### EDA and Cleaning up the Data\n",
    "\n",
    "To get a sense of the data, I ran some basic exploration commands, starting with `.head()` to get a general sense of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "74da2c73-b077-4f62-8ba9-bf8f2ec1fdbc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\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>number_people</th>\n",
       "      <th>date</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>is_weekend</th>\n",
       "      <th>is_holiday</th>\n",
       "      <th>temperature</th>\n",
       "      <th>is_start_of_semester</th>\n",
       "      <th>is_during_semester</th>\n",
       "      <th>month</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>37</td>\n",
       "      <td>2015-08-14 17:00:11-07:00</td>\n",
       "      <td>61211</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
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       "      <td>8</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>45</td>\n",
       "      <td>2015-08-14 17:20:14-07:00</td>\n",
       "      <td>62414</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40</td>\n",
       "      <td>2015-08-14 17:30:15-07:00</td>\n",
       "      <td>63015</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
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       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>44</td>\n",
       "      <td>2015-08-14 17:40:16-07:00</td>\n",
       "      <td>63616</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>45</td>\n",
       "      <td>2015-08-14 17:50:17-07:00</td>\n",
       "      <td>64217</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   number_people                       date  timestamp  day_of_week  \\\n",
       "0             37  2015-08-14 17:00:11-07:00      61211            4   \n",
       "1             45  2015-08-14 17:20:14-07:00      62414            4   \n",
       "2             40  2015-08-14 17:30:15-07:00      63015            4   \n",
       "3             44  2015-08-14 17:40:16-07:00      63616            4   \n",
       "4             45  2015-08-14 17:50:17-07:00      64217            4   \n",
       "\n",
       "   is_weekend  is_holiday  temperature  is_start_of_semester  \\\n",
       "0           0           0        71.76                     0   \n",
       "1           0           0        71.76                     0   \n",
       "2           0           0        71.76                     0   \n",
       "3           0           0        71.76                     0   \n",
       "4           0           0        71.76                     0   \n",
       "\n",
       "   is_during_semester  month  hour  \n",
       "0                   0      8    17  \n",
       "1                   0      8    17  \n",
       "2                   0      8    17  \n",
       "3                   0      8    17  \n",
       "4                   0      8    17  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a39e008-dea3-4938-ba50-a1a0e3ef3736",
   "metadata": {},
   "source": [
    "Everything looks fairly straightforward and clean. Let's check out the shape of the data with `.shape`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ac6cb280-5715-4194-a958-a072f82914c4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Data contains 62184 rows and 11 columns\n"
     ]
    }
   ],
   "source": [
    "print('Data contains', df.shape[0], 'rows and', df.shape[1], 'columns')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d923a27-2ed0-4622-bbfd-9491435f979b",
   "metadata": {},
   "source": [
    "There are 62,184 rows, or observations and 11 columns, or features.\n",
    "\n",
    "Now to get somne info on each of the features with `.info()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fcc5c4e2-36eb-40c8-9753-5c558ab3775c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 62184 entries, 0 to 62183\n",
      "Data columns (total 11 columns):\n",
      " #   Column                Non-Null Count  Dtype  \n",
      "---  ------                --------------  -----  \n",
      " 0   number_people         62184 non-null  int64  \n",
      " 1   date                  62184 non-null  object \n",
      " 2   timestamp             62184 non-null  int64  \n",
      " 3   day_of_week           62184 non-null  int64  \n",
      " 4   is_weekend            62184 non-null  int64  \n",
      " 5   is_holiday            62184 non-null  int64  \n",
      " 6   temperature           62184 non-null  float64\n",
      " 7   is_start_of_semester  62184 non-null  int64  \n",
      " 8   is_during_semester    62184 non-null  int64  \n",
      " 9   month                 62184 non-null  int64  \n",
      " 10  hour                  62184 non-null  int64  \n",
      "dtypes: float64(1), int64(9), object(1)\n",
      "memory usage: 5.2+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "add41046-48e2-4eb1-ac7a-005495a9dcfb",
   "metadata": {},
   "source": [
    "Most of the data is numeric and integers, with the exceptions of the temperature, which is a float (expected as the temperature is seldom a whole number) and the date object, which could be a problem.\n",
    "\n",
    "We can get some more information with `.describe()` which gives us some basic statistics about the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6e28f00a-37c1-4a81-adc4-a0ea15636d21",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>number_people</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>is_weekend</th>\n",
       "      <th>is_holiday</th>\n",
       "      <th>temperature</th>\n",
       "      <th>is_start_of_semester</th>\n",
       "      <th>is_during_semester</th>\n",
       "      <th>month</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>62184.000000</td>\n",
       "      <td>62184.000000</td>\n",
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       "      <td>62184.000000</td>\n",
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       "      <td>62184.000000</td>\n",
       "      <td>62184.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>29.072543</td>\n",
       "      <td>45799.437958</td>\n",
       "      <td>2.982504</td>\n",
       "      <td>0.282870</td>\n",
       "      <td>0.002573</td>\n",
       "      <td>58.557108</td>\n",
       "      <td>0.078831</td>\n",
       "      <td>0.660218</td>\n",
       "      <td>7.439824</td>\n",
       "      <td>12.236460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>22.689026</td>\n",
       "      <td>24211.275891</td>\n",
       "      <td>1.996825</td>\n",
       "      <td>0.450398</td>\n",
       "      <td>0.050660</td>\n",
       "      <td>6.316396</td>\n",
       "      <td>0.269476</td>\n",
       "      <td>0.473639</td>\n",
       "      <td>3.445069</td>\n",
       "      <td>6.717631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>38.140000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>9.000000</td>\n",
       "      <td>26624.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>7.000000</td>\n",
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       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>28.000000</td>\n",
       "      <td>46522.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>58.340000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>43.000000</td>\n",
       "      <td>66612.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62.280000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>18.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>145.000000</td>\n",
       "      <td>86399.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>87.170000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>23.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "       number_people     timestamp   day_of_week    is_weekend    is_holiday  \\\n",
       "count   62184.000000  62184.000000  62184.000000  62184.000000  62184.000000   \n",
       "mean       29.072543  45799.437958      2.982504      0.282870      0.002573   \n",
       "std        22.689026  24211.275891      1.996825      0.450398      0.050660   \n",
       "min         0.000000      0.000000      0.000000      0.000000      0.000000   \n",
       "25%         9.000000  26624.000000      1.000000      0.000000      0.000000   \n",
       "50%        28.000000  46522.500000      3.000000      0.000000      0.000000   \n",
       "75%        43.000000  66612.000000      5.000000      1.000000      0.000000   \n",
       "max       145.000000  86399.000000      6.000000      1.000000      1.000000   \n",
       "\n",
       "        temperature  is_start_of_semester  is_during_semester         month  \\\n",
       "count  62184.000000          62184.000000        62184.000000  62184.000000   \n",
       "mean      58.557108              0.078831            0.660218      7.439824   \n",
       "std        6.316396              0.269476            0.473639      3.445069   \n",
       "min       38.140000              0.000000            0.000000      1.000000   \n",
       "25%       55.000000              0.000000            0.000000      5.000000   \n",
       "50%       58.340000              0.000000            1.000000      8.000000   \n",
       "75%       62.280000              0.000000            1.000000     10.000000   \n",
       "max       87.170000              1.000000            1.000000     12.000000   \n",
       "\n",
       "               hour  \n",
       "count  62184.000000  \n",
       "mean      12.236460  \n",
       "std        6.717631  \n",
       "min        0.000000  \n",
       "25%        7.000000  \n",
       "50%       12.000000  \n",
       "75%       18.000000  \n",
       "max       23.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5642a0d7-5d01-4f5f-b1d9-401d74ad32a5",
   "metadata": {},
   "source": [
    "It all looks fairly straighforward. The date column, as it is an object, has no statistics, and the timestamp seems to be wierd to work with. Most of the others seem good, with some of the features like **is_holiday** and **is_weekend** being binary features.\n",
    "\n",
    "Finally, I will check to see if we have any empty (**Null**) values in the dataset with the `is.null()` and `.sum()` functions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "be532b27-a508-42cd-9514-5477bd4e7169",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "number_people           0\n",
       "date                    0\n",
       "timestamp               0\n",
       "day_of_week             0\n",
       "is_weekend              0\n",
       "is_holiday              0\n",
       "temperature             0\n",
       "is_start_of_semester    0\n",
       "is_during_semester      0\n",
       "month                   0\n",
       "hour                    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1af22ade-f2fd-45b4-99a4-a6a95d2d88f1",
   "metadata": {},
   "source": [
    "There are no null valies in the dataset.\n",
    "\n",
    "At the moment, the only feature that I feel is definitely problematic is the date column, since it is an object and because we already have other features that give us the specific day and time, I will get rid of the date column completely using `.drop()`.  Then run `.head()` again just to check the date column is gone."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "af652dee-44c7-4d21-a20e-67679aa479a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>number_people</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>is_weekend</th>\n",
       "      <th>is_holiday</th>\n",
       "      <th>temperature</th>\n",
       "      <th>is_start_of_semester</th>\n",
       "      <th>is_during_semester</th>\n",
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       "      <td>61211</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>45</td>\n",
       "      <td>62414</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40</td>\n",
       "      <td>63015</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>44</td>\n",
       "      <td>63616</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>45</td>\n",
       "      <td>64217</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   number_people  timestamp  day_of_week  is_weekend  is_holiday  temperature  \\\n",
       "0             37      61211            4           0           0        71.76   \n",
       "1             45      62414            4           0           0        71.76   \n",
       "2             40      63015            4           0           0        71.76   \n",
       "3             44      63616            4           0           0        71.76   \n",
       "4             45      64217            4           0           0        71.76   \n",
       "\n",
       "   is_start_of_semester  is_during_semester  month  hour  \n",
       "0                     0                   0      8    17  \n",
       "1                     0                   0      8    17  \n",
       "2                     0                   0      8    17  \n",
       "3                     0                   0      8    17  \n",
       "4                     0                   0      8    17  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop('date', axis=1)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3d46651-8846-4aee-b53b-c6a98afd68d5",
   "metadata": {},
   "source": [
    "### Plots\n",
    "\n",
    "Now I am ready to do some EDA (Exploratory Data Analysis).\n",
    "\n",
    "I will start by doing Univariate Analysis on some of the features. This means we will take a deeper look at the distributions of specific features.\n",
    "\n",
    "I will plot histograms for the month, day and hour, since they probably have the largest influence on the ammount of people."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c922fe0a-0cc8-4469-9c74-f953121f8cac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "plt.hist(df['month'])\n",
    "plt.title(\"Observations per Month of the Year\")\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('No. of Observavtions')\n",
    "plt.show()\n",
    "            "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18430639-5e5d-4aa7-a435-61e0dd93934c",
   "metadata": {},
   "source": [
    "Here we can see that December and January are the months with the most observations, probably because they are the most popular months to go to the gym. We can also see more obervations at the begining of the semester (August), then at the end, probably because everyone is very excited at the beguning and very busy at the end (March, April)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8cf9ccbc-33aa-4663-90f2-18c22586b707",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "plt.hist(df['day_of_week'])\n",
    "plt.title(\"Observations per Day of the Week\")\n",
    "plt.xlabel('Day of the Week')\n",
    "plt.ylabel('No. of Observavtions')\n",
    "plt.show()\n",
    "            "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33ca8df5-b48d-4931-ba46-2411443f0c5b",
   "metadata": {},
   "source": [
    "This one looks strange, but it sometimes happens with plots. Instead of fighting with it, I will replot it using the Seaborn library and a ditribution plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ee2bba39-0f65-42a3-89e4-a33e180ec3a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 576x576 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "sns.displot(df['day_of_week'], color='g')\n",
    "plt.title(\"Observations per Day of the Week\")\n",
    "plt.xlabel('Day of the Week')\n",
    "plt.ylabel('No. of Observavtions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dab46b76-6fc1-411d-95d1-5c19d08094d0",
   "metadata": {},
   "source": [
    "Not a lot of information here, except that there is not a huge diference in the number of observations for each day of the week. Tuesday (1) seems to be the most common day, but not by much."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "195ec8f4-41bb-4d01-91c5-e0dfcce473ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "plt.hist(df['hour'])\n",
    "plt.title(\"Observations per Day of the Week\")\n",
    "plt.xlabel('Hour')\n",
    "plt.ylabel('No. of Observavtions')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8681dc57-93f8-475b-99b4-cc7f83cd0080",
   "metadata": {},
   "source": [
    "This is much more interesting, but just in case, there are a lot of observations at early morning and mid afternoon, which is expected, but the one at midnight are a surprise. Seems like there are night owls going to the gym.\n",
    "\n",
    "This is interesting, but since I am building a model to predict the ammount of people (target variable), I can get more information from using Bivariate Analysis, meaning we confront two variables at the same time to see if there is any correlation between them.\n",
    "\n",
    "Let's plot the relations between month, day and hour compared to the number of people."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "8c62ed3e-2059-4d20-82ed-eb5822b25693",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "plt.scatter(df['month'], df['number_people'])\n",
    "plt.title(\"Number of People VS Month\")\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Number of People')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de921635-1384-43e1-b00a-db69a27d1ce4",
   "metadata": {},
   "source": [
    "A clearer version of the relationship. We can see again that August and January are the months with the bigger peaks of people, and once again, that the begining of the semester has larger peaks than the end of it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "07b505ad-8cf3-401f-89af-de1afd302bb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "plt.scatter(df['day_of_week'], df['number_people'])\n",
    "plt.title(\"Number of People VS Day of the Week\")\n",
    "plt.xlabel('Day of the Week')\n",
    "plt.ylabel('Number of People')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db81aaf6-03a2-4b01-b105-990dbb33cdb8",
   "metadata": {},
   "source": [
    "Here we can now see the largest peaks on Monday and Wednesday. And the lower peaks on Saturdays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "94eb41d4-2bcf-4eb1-96bd-a6d884a9a1dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "plt.scatter(df['hour'], df['number_people'])\n",
    "plt.title(\"Number of People VS Hour\")\n",
    "plt.xlabel('Hour')\n",
    "plt.ylabel('Number of People')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f3c7b57-00c1-43f0-baa1-39c4a426060b",
   "metadata": {},
   "source": [
    "Now we can see a lot clearer, that the largest peaks of people are during the afternoon, evening, and still surprising, large peaks late at night. ALso we see very small peaks from 2am to 5am.\n",
    "\n",
    "I can go on with each variable, but to make it short, I will use a set of tools, from correlation tables, pairplots and a heatmap, to quickly see the relationship between each variable and out target (number of people).\n",
    "\n",
    "I will start with the Correlation Table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6e01a6c7-4921-46f8-80e1-06c85cdf67b1",
   "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>number_people</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>is_weekend</th>\n",
       "      <th>is_holiday</th>\n",
       "      <th>temperature</th>\n",
       "      <th>is_start_of_semester</th>\n",
       "      <th>is_during_semester</th>\n",
       "      <th>month</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>number_people</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.550218</td>\n",
       "      <td>-0.162062</td>\n",
       "      <td>-0.173958</td>\n",
       "      <td>-0.048249</td>\n",
       "      <td>0.373327</td>\n",
       "      <td>0.182683</td>\n",
       "      <td>0.335350</td>\n",
       "      <td>-0.097854</td>\n",
       "      <td>0.552049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <td>0.550218</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.001793</td>\n",
       "      <td>-0.000509</td>\n",
       "      <td>0.002851</td>\n",
       "      <td>0.184849</td>\n",
       "      <td>0.009551</td>\n",
       "      <td>0.044676</td>\n",
       "      <td>-0.023221</td>\n",
       "      <td>0.999077</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>day_of_week</th>\n",
       "      <td>-0.162062</td>\n",
       "      <td>-0.001793</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.791338</td>\n",
       "      <td>-0.075862</td>\n",
       "      <td>0.011169</td>\n",
       "      <td>-0.011782</td>\n",
       "      <td>-0.004824</td>\n",
       "      <td>0.015559</td>\n",
       "      <td>-0.001914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_weekend</th>\n",
       "      <td>-0.173958</td>\n",
       "      <td>-0.000509</td>\n",
       "      <td>0.791338</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.031899</td>\n",
       "      <td>0.020673</td>\n",
       "      <td>-0.016646</td>\n",
       "      <td>-0.036127</td>\n",
       "      <td>0.008462</td>\n",
       "      <td>-0.000517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_holiday</th>\n",
       "      <td>-0.048249</td>\n",
       "      <td>0.002851</td>\n",
       "      <td>-0.075862</td>\n",
       "      <td>-0.031899</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.088527</td>\n",
       "      <td>-0.014858</td>\n",
       "      <td>-0.070798</td>\n",
       "      <td>-0.094942</td>\n",
       "      <td>0.002843</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>temperature</th>\n",
       "      <td>0.373327</td>\n",
       "      <td>0.184849</td>\n",
       "      <td>0.011169</td>\n",
       "      <td>0.020673</td>\n",
       "      <td>-0.088527</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.093242</td>\n",
       "      <td>0.152476</td>\n",
       "      <td>0.063125</td>\n",
       "      <td>0.185121</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_start_of_semester</th>\n",
       "      <td>0.182683</td>\n",
       "      <td>0.009551</td>\n",
       "      <td>-0.011782</td>\n",
       "      <td>-0.016646</td>\n",
       "      <td>-0.014858</td>\n",
       "      <td>0.093242</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.209862</td>\n",
       "      <td>-0.137160</td>\n",
       "      <td>0.010091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>is_during_semester</th>\n",
       "      <td>0.335350</td>\n",
       "      <td>0.044676</td>\n",
       "      <td>-0.004824</td>\n",
       "      <td>-0.036127</td>\n",
       "      <td>-0.070798</td>\n",
       "      <td>0.152476</td>\n",
       "      <td>0.209862</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.096556</td>\n",
       "      <td>0.045581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <td>-0.097854</td>\n",
       "      <td>-0.023221</td>\n",
       "      <td>0.015559</td>\n",
       "      <td>0.008462</td>\n",
       "      <td>-0.094942</td>\n",
       "      <td>0.063125</td>\n",
       "      <td>-0.137160</td>\n",
       "      <td>0.096556</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.023624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hour</th>\n",
       "      <td>0.552049</td>\n",
       "      <td>0.999077</td>\n",
       "      <td>-0.001914</td>\n",
       "      <td>-0.000517</td>\n",
       "      <td>0.002843</td>\n",
       "      <td>0.185121</td>\n",
       "      <td>0.010091</td>\n",
       "      <td>0.045581</td>\n",
       "      <td>-0.023624</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      number_people  timestamp  day_of_week  is_weekend  \\\n",
       "number_people              1.000000   0.550218    -0.162062   -0.173958   \n",
       "timestamp                  0.550218   1.000000    -0.001793   -0.000509   \n",
       "day_of_week               -0.162062  -0.001793     1.000000    0.791338   \n",
       "is_weekend                -0.173958  -0.000509     0.791338    1.000000   \n",
       "is_holiday                -0.048249   0.002851    -0.075862   -0.031899   \n",
       "temperature                0.373327   0.184849     0.011169    0.020673   \n",
       "is_start_of_semester       0.182683   0.009551    -0.011782   -0.016646   \n",
       "is_during_semester         0.335350   0.044676    -0.004824   -0.036127   \n",
       "month                     -0.097854  -0.023221     0.015559    0.008462   \n",
       "hour                       0.552049   0.999077    -0.001914   -0.000517   \n",
       "\n",
       "                      is_holiday  temperature  is_start_of_semester  \\\n",
       "number_people          -0.048249     0.373327              0.182683   \n",
       "timestamp               0.002851     0.184849              0.009551   \n",
       "day_of_week            -0.075862     0.011169             -0.011782   \n",
       "is_weekend             -0.031899     0.020673             -0.016646   \n",
       "is_holiday              1.000000    -0.088527             -0.014858   \n",
       "temperature            -0.088527     1.000000              0.093242   \n",
       "is_start_of_semester   -0.014858     0.093242              1.000000   \n",
       "is_during_semester     -0.070798     0.152476              0.209862   \n",
       "month                  -0.094942     0.063125             -0.137160   \n",
       "hour                    0.002843     0.185121              0.010091   \n",
       "\n",
       "                      is_during_semester     month      hour  \n",
       "number_people                   0.335350 -0.097854  0.552049  \n",
       "timestamp                       0.044676 -0.023221  0.999077  \n",
       "day_of_week                    -0.004824  0.015559 -0.001914  \n",
       "is_weekend                     -0.036127  0.008462 -0.000517  \n",
       "is_holiday                     -0.070798 -0.094942  0.002843  \n",
       "temperature                     0.152476  0.063125  0.185121  \n",
       "is_start_of_semester            0.209862 -0.137160  0.010091  \n",
       "is_during_semester              1.000000  0.096556  0.045581  \n",
       "month                           0.096556  1.000000 -0.023624  \n",
       "hour                            0.045581 -0.023624  1.000000  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4225b79f-e383-491f-8454-769f6a5ebe42",
   "metadata": {},
   "source": [
    "This table gives is a sense of the correlation (positive or negative), between each factor and each other variable. Since we are mostly interested in the number of people, we can stick to the first column of the table.\n",
    "\n",
    "We cans ee how the **hour**, **temperature** and interestingly the **is_during_semester** variables have the largest weight. Also we can see that the timestamp and hour variables have a very similar weight, wich means they could be redundant.\n",
    "\n",
    "Other variables have weaker correlations as well, like **is_weekend** and **day_of_week** are negatively correlated which is very interesting.\n",
    "\n",
    "Another way to look at this is to use `pairplot()` function on seaborn, since it gives you a scatterplot for each pair of variables. It can be harder to read than the table though, but it can help us see some interesting pattern emerge."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c49d441b-1646-4819-89cb-2041d4d91d5b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x29178bc9ac0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1800 with 110 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eff8d9b0-0d55-4cdd-a727-81d67d291c06",
   "metadata": {},
   "source": [
    "There is not a lot of additional info to discover from the paired plots here. Still, and just to make sure, I want to try one more visual, the `heatmap()` from seaborn. \n",
    "\n",
    "In this case, we can create a heatmap using the correlation table, this will help us see the correlations with much more ease."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "aea6f1f6-06f1-45b0-b5d0-c218295aa146",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9, 9))\n",
    "sns.heatmap(df.corr())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e3e574a-1eb9-48c2-861c-c9edec7ca4fe",
   "metadata": {},
   "source": [
    "This simply confirms our previous suspicions, that **temperature**, **hour** and **is_during_semester** variables are the most important.\n",
    "\n",
    "Another thing, the **timestamp** seems to be redundant, since it has the same correlation as the hour, and we already have all the information on the month, day and time. So I will remove the **timestamp** column before moving on to building the model.\n",
    "\n",
    "Also, check with `.head()` to make sure the column was removed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e0606a01-395b-4b74-9a61-cb9d95ae365e",
   "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>number_people</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>is_weekend</th>\n",
       "      <th>is_holiday</th>\n",
       "      <th>temperature</th>\n",
       "      <th>is_start_of_semester</th>\n",
       "      <th>is_during_semester</th>\n",
       "      <th>month</th>\n",
       "      <th>hour</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>37</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>44</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>71.76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   number_people  day_of_week  is_weekend  is_holiday  temperature  \\\n",
       "0             37            4           0           0        71.76   \n",
       "1             45            4           0           0        71.76   \n",
       "2             40            4           0           0        71.76   \n",
       "3             44            4           0           0        71.76   \n",
       "4             45            4           0           0        71.76   \n",
       "\n",
       "   is_start_of_semester  is_during_semester  month  hour  \n",
       "0                     0                   0      8    17  \n",
       "1                     0                   0      8    17  \n",
       "2                     0                   0      8    17  \n",
       "3                     0                   0      8    17  \n",
       "4                     0                   0      8    17  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop('timestamp', axis=1)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d01ef8d-d7d9-4aa7-a16e-28431266484a",
   "metadata": {},
   "source": [
    "## Getting ready to build our model with Stochastic Gradient Descent\n",
    "\n",
    "Now that the dataset is ready and we have our features, I need to import the tools needed to build the model. In this case, from the **Scikit Lean** library, the `train_test_split` and `SGDRegressor`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8e1cd9b9-917e-4704-af89-c4250e2a5240",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import SGDRegressor "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cccead1d-309c-4f00-80ec-c504bb52df8c",
   "metadata": {},
   "source": [
    "I need to split the data into train and test sets. I am using a test size of 30% (70% of the data for training and 30% for testing). I am also setting the random state, so as to be able to replicate in the future."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "84eca42d-f012-4749-a3db-3cbffcff4e98",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df.values\n",
    "X = data[:, 1:]\n",
    "y = data[:, 0] \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e10d975-b890-42c6-a03a-069d9df3b4c6",
   "metadata": {},
   "source": [
    "Check to make sure the shape of each set is correct."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "86d9e103-8917-4955-b505-ca3c4bc9ffa8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training features shape: (43528, 8)\n",
      "Testing features shape: (18656, 8)\n",
      "Training label shape: (43528,)\n",
      "Testing label shape: (18656,)\n"
     ]
    }
   ],
   "source": [
    "print(f\"Training features shape: {X_train.shape}\")\n",
    "print(f\"Testing features shape: {X_test.shape}\")\n",
    "print(f\"Training label shape: {y_train.shape}\")\n",
    "print(f\"Testing label shape: {y_test.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1b80d58-18b6-4522-9241-8b7c89f9c822",
   "metadata": {},
   "source": [
    "Build the model object with `SGDRegressor`. Setting the learning rate to `optimal`, the loss function to hubber loss and using elasticnet for the penalty. \n",
    "\n",
    "The fitting the model with the training data.\n",
    "I set the `random_state` so as to be able to reproduce the training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "15597142-00b4-434e-8551-ee47949261cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "sgd_v1 = SGDRegressor(alpha=0.0001, learning_rate='optimal', loss='huber', \n",
    "    penalty='elasticnet', random_state = 52)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "d9fee8b6-2772-42ad-bde4-71a16cb1e287",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SGDRegressor(learning_rate='optimal', loss='huber', penalty='elasticnet',\n",
       "             random_state=52)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sgd_v1.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c559b8f-4afd-4f75-841a-1776b090e862",
   "metadata": {},
   "source": [
    "## Measure the Performance of the Mode\n",
    "\n",
    "Now that we have trained our model, it is time to predict the target variable with the test data. I will be using Mean Squared Error, Mean Absolute Error and R Sqared."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "de5bd604-bc2e-4c52-a0bb-a9035057d8dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_v1 = sgd_v1.predict(X_test)  # Predict labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d77be73a-3304-4802-84ca-e5b939bddd65",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean squared error: 254.545\n",
      "R2 score: 0.506\n",
      "Mean absolute error: 12.135\n"
     ]
    }
   ],
   "source": [
    "# Let's evaluate the performance of the model.\n",
    "\n",
    "from sklearn.metrics import mean_squared_error, r2_score,mean_absolute_error\n",
    "# The mean squared error\n",
    "print(f\"Mean squared error: {round( mean_squared_error(y_test, y_pred_v1),3)}\")\n",
    "# Explained variance score: 1 is perfect prediction\n",
    "print(f\"R2 score: {round(r2_score(y_test, y_pred_v1),3)}\")\n",
    "# Mean Absolute Error\n",
    "print(f\"Mean absolute error: { round(mean_absolute_error(y_test, y_pred_v1),3)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90de4ab1-8e47-4f91-b6e3-16a9efbe341d",
   "metadata": {},
   "source": [
    "1Mean Squared Error and Mean Absolute Error are fairly high (the closer to 0 the higher the accuracy), meaning the model is not incredibly accurate. With the R2 Score we can see there is a correlation of 0.506, wich is not terrible, but not that good either since we want it to be as close to 1 as possible.\n",
    "\n",
    "To try and imprive the model, we can scale the features to normalize them from -1 to 1, this mught help improve the model. For this, I will import the `StandardScaler` from Scikit Learn."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "07103651-1f54-4017-84c8-2016c9457d63",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "\n",
    "scaler = StandardScaler()\n",
    "scaler.fit(X_train)\n",
    "X_train_scaled = scaler.transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c79ea619-7ee2-4432-90fd-66f14bcb204c",
   "metadata": {},
   "source": [
    "Now we can build another model with the scaled data and see if we can improve it.\n",
    "\n",
    "I am using the same `random_state` for consistent results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "dc5a2812-34f5-454b-8373-f183cc3842c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "sgd_v2 = SGDRegressor(alpha=0.0001, learning_rate='optimal', loss='huber', \n",
    "    penalty='elasticnet', random_state = 52)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a4a26f0e-689b-4b60-9149-bf761684d037",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SGDRegressor(learning_rate='optimal', loss='huber', penalty='elasticnet',\n",
       "             random_state=52)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sgd_v2.fit(X_train_scaled, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "38e37206-1a02-468a-b43a-8943399ee686",
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_v2 = sgd_v2.predict(X_test_scaled)  # Predict labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e4d21c5a-37f1-441e-9388-255734bb358f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean squared error: 254.325\n",
      "R2 score: 0.507\n",
      "Mean absolute error: 12.049\n"
     ]
    }
   ],
   "source": [
    "# The mean squared error\n",
    "print(f\"Mean squared error: {round( mean_squared_error(y_test, y_pred_v2),3)}\")\n",
    "# Explained variance score: 1 is perfect prediction\n",
    "print(f\"R2 score: {round(r2_score(y_test, y_pred_v2),3)}\")\n",
    "# Mean Absolute Error\n",
    "print(f\"Mean absolute error: { round(mean_absolute_error(y_test, y_pred_v2),3)}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff15036e-8163-49d9-8560-78ee6ae78070",
   "metadata": {},
   "source": [
    "With the scaled data, the model performs slightly better, decresing the Mean Squared Error and Mean Absolute Error and increasing the R2 score by 0.001."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cee04550-86a3-4d0f-a8e7-d6eed9a88e88",
   "metadata": {},
   "source": [
    "## Visualizing the Results\n",
    "\n",
    "To see how our model performs, the best way is to visualize it. Here is the plot from our first model, using line plots with the actual test data on the back and the predicted data on the front. The parts where the plots converge are the points where the model performed well, and the divergence in the plots is where the model performed poorly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "f63e153c-568e-4053-ae6b-e6721168e9c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 15))\n",
    "\n",
    "x_ax = range(len(y_test))\n",
    "plt.plot(x_ax, y_test, linewidth=1, label=\"original\")\n",
    "plt.plot(x_ax, y_pred_v1, linewidth=1.1, label=\"predicted\")\n",
    "plt.title(\"y-test and y-predicted data Model 1\")\n",
    "plt.xlabel('X-axis')\n",
    "plt.ylabel('Y-axis')\n",
    "plt.legend(loc='best',fancybox=True, shadow=True)\n",
    "plt.grid(True)\n",
    "plt.show() \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "1a5d1a69-8181-4b26-bb42-3c7c367409b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Model v2\n",
    "\n",
    "plt.figure(figsize=(15, 15))\n",
    "\n",
    "x_ax = range(len(y_test))\n",
    "plt.plot(x_ax, y_test, linewidth=1, label=\"original\")\n",
    "plt.plot(x_ax, y_pred_v2, linewidth=1.1, label=\"predicted\")\n",
    "plt.title(\"y-test and y-predicted data Model 2\")\n",
    "plt.xlabel('X-axis')\n",
    "plt.ylabel('Y-axis')\n",
    "plt.legend(loc='best',fancybox=True, shadow=True)\n",
    "plt.grid(True)\n",
    "plt.show() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9bb1e0e-72d6-45ae-b1b1-0fabe156aba6",
   "metadata": {},
   "source": [
    "## Summarize your Results\n",
    "\n",
    "We can clearly see there is a lot of room for improvement. However, a linear regression model using Stochastic Gradient Descent is a good place to start for building such a prediction model.\n",
    "\n",
    "We can improve the model by making some changes. Regarding the data, I decided to remove the timestamp variable since I believed it to be redundant, nonetheless, maybe that redundancy might help the model get higher accuracy.\n",
    "\n",
    "Also, I might changing and testing other hyperparameters might be interesting, especially changing the loss function from `huber` to `squared_epsilon_insensitive` and maybe exploring changing the learning rate and penalty.\n",
    "\n",
    "In general, from the data and the model, for someone like me who likes to go to the gym often without having too many people there, any day at 5am seems like a safe bet.\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Programming",
   "language": "python",
   "name": "programming"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}