Step Tracker Smartwatch Analysis.ipynb

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"
    }
   },
   "cell_type": "markdown",
   "id": "61fdabeb",
   "metadata": {},
   "source": [
    "![51s9CcfUx8L%20%282%29.jpg](attachment:51s9CcfUx8L%20%282%29.jpg)"
   ]
  },
  {
   "cell_type": "raw",
   "id": "67487184",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "44d59711",
   "metadata": {},
   "source": [
    "### Load & Read the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "3e9de71b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "import seaborn as sns\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import plotly.graph_objects as go\n",
    "import plotly.express as px\n",
    "import datetime as dt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f65d2062",
   "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>Id</th>\n",
       "      <th>ActivityDate</th>\n",
       "      <th>TotalSteps</th>\n",
       "      <th>TotalDistance</th>\n",
       "      <th>TrackerDistance</th>\n",
       "      <th>LoggedActivitiesDistance</th>\n",
       "      <th>VeryActiveDistance</th>\n",
       "      <th>ModeratelyActiveDistance</th>\n",
       "      <th>LightActiveDistance</th>\n",
       "      <th>SedentaryActiveDistance</th>\n",
       "      <th>VeryActiveMinutes</th>\n",
       "      <th>FairlyActiveMinutes</th>\n",
       "      <th>LightlyActiveMinutes</th>\n",
       "      <th>SedentaryMinutes</th>\n",
       "      <th>Calories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1503960366</td>\n",
       "      <td>4/12/2016</td>\n",
       "      <td>13162</td>\n",
       "      <td>8.50</td>\n",
       "      <td>8.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.88</td>\n",
       "      <td>0.55</td>\n",
       "      <td>6.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25</td>\n",
       "      <td>13</td>\n",
       "      <td>328</td>\n",
       "      <td>728</td>\n",
       "      <td>1985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1503960366</td>\n",
       "      <td>4/13/2016</td>\n",
       "      <td>10735</td>\n",
       "      <td>6.97</td>\n",
       "      <td>6.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.57</td>\n",
       "      <td>0.69</td>\n",
       "      <td>4.71</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21</td>\n",
       "      <td>19</td>\n",
       "      <td>217</td>\n",
       "      <td>776</td>\n",
       "      <td>1797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1503960366</td>\n",
       "      <td>4/14/2016</td>\n",
       "      <td>10460</td>\n",
       "      <td>6.74</td>\n",
       "      <td>6.74</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.44</td>\n",
       "      <td>0.40</td>\n",
       "      <td>3.91</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30</td>\n",
       "      <td>11</td>\n",
       "      <td>181</td>\n",
       "      <td>1218</td>\n",
       "      <td>1776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1503960366</td>\n",
       "      <td>4/15/2016</td>\n",
       "      <td>9762</td>\n",
       "      <td>6.28</td>\n",
       "      <td>6.28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.14</td>\n",
       "      <td>1.26</td>\n",
       "      <td>2.83</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29</td>\n",
       "      <td>34</td>\n",
       "      <td>209</td>\n",
       "      <td>726</td>\n",
       "      <td>1745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1503960366</td>\n",
       "      <td>4/16/2016</td>\n",
       "      <td>12669</td>\n",
       "      <td>8.16</td>\n",
       "      <td>8.16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.71</td>\n",
       "      <td>0.41</td>\n",
       "      <td>5.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36</td>\n",
       "      <td>10</td>\n",
       "      <td>221</td>\n",
       "      <td>773</td>\n",
       "      <td>1863</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Id ActivityDate  TotalSteps  TotalDistance  TrackerDistance  \\\n",
       "0  1503960366    4/12/2016       13162           8.50             8.50   \n",
       "1  1503960366    4/13/2016       10735           6.97             6.97   \n",
       "2  1503960366    4/14/2016       10460           6.74             6.74   \n",
       "3  1503960366    4/15/2016        9762           6.28             6.28   \n",
       "4  1503960366    4/16/2016       12669           8.16             8.16   \n",
       "\n",
       "   LoggedActivitiesDistance  VeryActiveDistance  ModeratelyActiveDistance  \\\n",
       "0                       0.0                1.88                      0.55   \n",
       "1                       0.0                1.57                      0.69   \n",
       "2                       0.0                2.44                      0.40   \n",
       "3                       0.0                2.14                      1.26   \n",
       "4                       0.0                2.71                      0.41   \n",
       "\n",
       "   LightActiveDistance  SedentaryActiveDistance  VeryActiveMinutes  \\\n",
       "0                 6.06                      0.0                 25   \n",
       "1                 4.71                      0.0                 21   \n",
       "2                 3.91                      0.0                 30   \n",
       "3                 2.83                      0.0                 29   \n",
       "4                 5.04                      0.0                 36   \n",
       "\n",
       "   FairlyActiveMinutes  LightlyActiveMinutes  SedentaryMinutes  Calories  \n",
       "0                   13                   328               728      1985  \n",
       "1                   19                   217               776      1797  \n",
       "2                   11                   181              1218      1776  \n",
       "3                   34                   209               726      1745  \n",
       "4                   10                   221               773      1863  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv('D:\\PGP IN DATA SCIENCE with Careerera\\Data Sets\\\\smartwatch.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93f2aea9",
   "metadata": {},
   "source": [
    "### Understand the data"
   ]
  },
  {
   "cell_type": "raw",
   "id": "01a3cdab",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e80d94d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(940, 15)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ebac5067",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "14100"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bad59ef5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Id', 'ActivityDate', 'TotalSteps', 'TotalDistance', 'TrackerDistance',\n",
       "       'LoggedActivitiesDistance', 'VeryActiveDistance',\n",
       "       'ModeratelyActiveDistance', 'LightActiveDistance',\n",
       "       'SedentaryActiveDistance', 'VeryActiveMinutes', 'FairlyActiveMinutes',\n",
       "       'LightlyActiveMinutes', 'SedentaryMinutes', 'Calories'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ac04b341",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Id                            int64\n",
       "ActivityDate                 object\n",
       "TotalSteps                    int64\n",
       "TotalDistance               float64\n",
       "TrackerDistance             float64\n",
       "LoggedActivitiesDistance    float64\n",
       "VeryActiveDistance          float64\n",
       "ModeratelyActiveDistance    float64\n",
       "LightActiveDistance         float64\n",
       "SedentaryActiveDistance     float64\n",
       "VeryActiveMinutes             int64\n",
       "FairlyActiveMinutes           int64\n",
       "LightlyActiveMinutes          int64\n",
       "SedentaryMinutes              int64\n",
       "Calories                      int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7a780b3a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 940 entries, 0 to 939\n",
      "Data columns (total 15 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Id                        940 non-null    int64  \n",
      " 1   ActivityDate              940 non-null    object \n",
      " 2   TotalSteps                940 non-null    int64  \n",
      " 3   TotalDistance             940 non-null    float64\n",
      " 4   TrackerDistance           940 non-null    float64\n",
      " 5   LoggedActivitiesDistance  940 non-null    float64\n",
      " 6   VeryActiveDistance        940 non-null    float64\n",
      " 7   ModeratelyActiveDistance  940 non-null    float64\n",
      " 8   LightActiveDistance       940 non-null    float64\n",
      " 9   SedentaryActiveDistance   940 non-null    float64\n",
      " 10  VeryActiveMinutes         940 non-null    int64  \n",
      " 11  FairlyActiveMinutes       940 non-null    int64  \n",
      " 12  LightlyActiveMinutes      940 non-null    int64  \n",
      " 13  SedentaryMinutes          940 non-null    int64  \n",
      " 14  Calories                  940 non-null    int64  \n",
      "dtypes: float64(7), int64(7), object(1)\n",
      "memory usage: 110.3+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "784908f0",
   "metadata": {},
   "source": [
    "### Missing Value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d6128b4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Id                          0\n",
       "ActivityDate                0\n",
       "TotalSteps                  0\n",
       "TotalDistance               0\n",
       "TrackerDistance             0\n",
       "LoggedActivitiesDistance    0\n",
       "VeryActiveDistance          0\n",
       "ModeratelyActiveDistance    0\n",
       "LightActiveDistance         0\n",
       "SedentaryActiveDistance     0\n",
       "VeryActiveMinutes           0\n",
       "FairlyActiveMinutes         0\n",
       "LightlyActiveMinutes        0\n",
       "SedentaryMinutes            0\n",
       "Calories                    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bf08793",
   "metadata": {},
   "source": [
    "- No missing Value."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8a799eb8",
   "metadata": {},
   "source": [
    "### Descriptive Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "533866bd",
   "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>Id</th>\n",
       "      <th>TotalSteps</th>\n",
       "      <th>TotalDistance</th>\n",
       "      <th>TrackerDistance</th>\n",
       "      <th>LoggedActivitiesDistance</th>\n",
       "      <th>VeryActiveDistance</th>\n",
       "      <th>ModeratelyActiveDistance</th>\n",
       "      <th>LightActiveDistance</th>\n",
       "      <th>SedentaryActiveDistance</th>\n",
       "      <th>VeryActiveMinutes</th>\n",
       "      <th>FairlyActiveMinutes</th>\n",
       "      <th>LightlyActiveMinutes</th>\n",
       "      <th>SedentaryMinutes</th>\n",
       "      <th>Calories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>9.400000e+02</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "      <td>940.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4.855407e+09</td>\n",
       "      <td>7637.910638</td>\n",
       "      <td>5.489702</td>\n",
       "      <td>5.475351</td>\n",
       "      <td>0.108171</td>\n",
       "      <td>1.502681</td>\n",
       "      <td>0.567543</td>\n",
       "      <td>3.340819</td>\n",
       "      <td>0.001606</td>\n",
       "      <td>21.164894</td>\n",
       "      <td>13.564894</td>\n",
       "      <td>192.812766</td>\n",
       "      <td>991.210638</td>\n",
       "      <td>2303.609574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.424805e+09</td>\n",
       "      <td>5087.150742</td>\n",
       "      <td>3.924606</td>\n",
       "      <td>3.907276</td>\n",
       "      <td>0.619897</td>\n",
       "      <td>2.658941</td>\n",
       "      <td>0.883580</td>\n",
       "      <td>2.040655</td>\n",
       "      <td>0.007346</td>\n",
       "      <td>32.844803</td>\n",
       "      <td>19.987404</td>\n",
       "      <td>109.174700</td>\n",
       "      <td>301.267437</td>\n",
       "      <td>718.166862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.503960e+09</td>\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>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>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.320127e+09</td>\n",
       "      <td>3789.750000</td>\n",
       "      <td>2.620000</td>\n",
       "      <td>2.620000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.945000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>127.000000</td>\n",
       "      <td>729.750000</td>\n",
       "      <td>1828.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4.445115e+09</td>\n",
       "      <td>7405.500000</td>\n",
       "      <td>5.245000</td>\n",
       "      <td>5.245000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.210000</td>\n",
       "      <td>0.240000</td>\n",
       "      <td>3.365000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>1057.500000</td>\n",
       "      <td>2134.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.962181e+09</td>\n",
       "      <td>10727.000000</td>\n",
       "      <td>7.712500</td>\n",
       "      <td>7.710000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.052500</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>4.782500</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>19.000000</td>\n",
       "      <td>264.000000</td>\n",
       "      <td>1229.500000</td>\n",
       "      <td>2793.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.877689e+09</td>\n",
       "      <td>36019.000000</td>\n",
       "      <td>28.030001</td>\n",
       "      <td>28.030001</td>\n",
       "      <td>4.942142</td>\n",
       "      <td>21.920000</td>\n",
       "      <td>6.480000</td>\n",
       "      <td>10.710000</td>\n",
       "      <td>0.110000</td>\n",
       "      <td>210.000000</td>\n",
       "      <td>143.000000</td>\n",
       "      <td>518.000000</td>\n",
       "      <td>1440.000000</td>\n",
       "      <td>4900.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Id    TotalSteps  TotalDistance  TrackerDistance  \\\n",
       "count  9.400000e+02    940.000000     940.000000       940.000000   \n",
       "mean   4.855407e+09   7637.910638       5.489702         5.475351   \n",
       "std    2.424805e+09   5087.150742       3.924606         3.907276   \n",
       "min    1.503960e+09      0.000000       0.000000         0.000000   \n",
       "25%    2.320127e+09   3789.750000       2.620000         2.620000   \n",
       "50%    4.445115e+09   7405.500000       5.245000         5.245000   \n",
       "75%    6.962181e+09  10727.000000       7.712500         7.710000   \n",
       "max    8.877689e+09  36019.000000      28.030001        28.030001   \n",
       "\n",
       "       LoggedActivitiesDistance  VeryActiveDistance  ModeratelyActiveDistance  \\\n",
       "count                940.000000          940.000000                940.000000   \n",
       "mean                   0.108171            1.502681                  0.567543   \n",
       "std                    0.619897            2.658941                  0.883580   \n",
       "min                    0.000000            0.000000                  0.000000   \n",
       "25%                    0.000000            0.000000                  0.000000   \n",
       "50%                    0.000000            0.210000                  0.240000   \n",
       "75%                    0.000000            2.052500                  0.800000   \n",
       "max                    4.942142           21.920000                  6.480000   \n",
       "\n",
       "       LightActiveDistance  SedentaryActiveDistance  VeryActiveMinutes  \\\n",
       "count           940.000000               940.000000         940.000000   \n",
       "mean              3.340819                 0.001606          21.164894   \n",
       "std               2.040655                 0.007346          32.844803   \n",
       "min               0.000000                 0.000000           0.000000   \n",
       "25%               1.945000                 0.000000           0.000000   \n",
       "50%               3.365000                 0.000000           4.000000   \n",
       "75%               4.782500                 0.000000          32.000000   \n",
       "max              10.710000                 0.110000         210.000000   \n",
       "\n",
       "       FairlyActiveMinutes  LightlyActiveMinutes  SedentaryMinutes  \\\n",
       "count           940.000000            940.000000        940.000000   \n",
       "mean             13.564894            192.812766        991.210638   \n",
       "std              19.987404            109.174700        301.267437   \n",
       "min               0.000000              0.000000          0.000000   \n",
       "25%               0.000000            127.000000        729.750000   \n",
       "50%               6.000000            199.000000       1057.500000   \n",
       "75%              19.000000            264.000000       1229.500000   \n",
       "max             143.000000            518.000000       1440.000000   \n",
       "\n",
       "          Calories  \n",
       "count   940.000000  \n",
       "mean   2303.609574  \n",
       "std     718.166862  \n",
       "min       0.000000  \n",
       "25%    1828.500000  \n",
       "50%    2134.000000  \n",
       "75%    2793.250000  \n",
       "max    4900.000000  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "89d68637",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "5d1e5233",
   "metadata": {},
   "source": [
    "### Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fc7cb0e",
   "metadata": {},
   "source": [
    "#### Change the Data type of \"ActivityDate\" column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "61dbbf9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Id                                   int64\n",
       "ActivityDate                datetime64[ns]\n",
       "TotalSteps                           int64\n",
       "TotalDistance                      float64\n",
       "TrackerDistance                    float64\n",
       "LoggedActivitiesDistance           float64\n",
       "VeryActiveDistance                 float64\n",
       "ModeratelyActiveDistance           float64\n",
       "LightActiveDistance                float64\n",
       "SedentaryActiveDistance            float64\n",
       "VeryActiveMinutes                    int64\n",
       "FairlyActiveMinutes                  int64\n",
       "LightlyActiveMinutes                 int64\n",
       "SedentaryMinutes                     int64\n",
       "Calories                             int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"ActivityDate\"] = pd.to_datetime(df[\"ActivityDate\"],format=\"%m/%d/%Y\")\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d86bf3b6",
   "metadata": {},
   "source": [
    "### How many minutes a day a person is active?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "5cbdafc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>ActivityDate</th>\n",
       "      <th>TotalSteps</th>\n",
       "      <th>TotalDistance</th>\n",
       "      <th>TrackerDistance</th>\n",
       "      <th>LoggedActivitiesDistance</th>\n",
       "      <th>VeryActiveDistance</th>\n",
       "      <th>ModeratelyActiveDistance</th>\n",
       "      <th>LightActiveDistance</th>\n",
       "      <th>SedentaryActiveDistance</th>\n",
       "      <th>VeryActiveMinutes</th>\n",
       "      <th>FairlyActiveMinutes</th>\n",
       "      <th>LightlyActiveMinutes</th>\n",
       "      <th>SedentaryMinutes</th>\n",
       "      <th>Calories</th>\n",
       "      <th>TotalMinutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1503960366</td>\n",
       "      <td>2016-04-12</td>\n",
       "      <td>13162</td>\n",
       "      <td>8.50</td>\n",
       "      <td>8.50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.88</td>\n",
       "      <td>0.55</td>\n",
       "      <td>6.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25</td>\n",
       "      <td>13</td>\n",
       "      <td>328</td>\n",
       "      <td>728</td>\n",
       "      <td>1985</td>\n",
       "      <td>366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1503960366</td>\n",
       "      <td>2016-04-13</td>\n",
       "      <td>10735</td>\n",
       "      <td>6.97</td>\n",
       "      <td>6.97</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.57</td>\n",
       "      <td>0.69</td>\n",
       "      <td>4.71</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21</td>\n",
       "      <td>19</td>\n",
       "      <td>217</td>\n",
       "      <td>776</td>\n",
       "      <td>1797</td>\n",
       "      <td>257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1503960366</td>\n",
       "      <td>2016-04-14</td>\n",
       "      <td>10460</td>\n",
       "      <td>6.74</td>\n",
       "      <td>6.74</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.44</td>\n",
       "      <td>0.40</td>\n",
       "      <td>3.91</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30</td>\n",
       "      <td>11</td>\n",
       "      <td>181</td>\n",
       "      <td>1218</td>\n",
       "      <td>1776</td>\n",
       "      <td>222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1503960366</td>\n",
       "      <td>2016-04-15</td>\n",
       "      <td>9762</td>\n",
       "      <td>6.28</td>\n",
       "      <td>6.28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.14</td>\n",
       "      <td>1.26</td>\n",
       "      <td>2.83</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29</td>\n",
       "      <td>34</td>\n",
       "      <td>209</td>\n",
       "      <td>726</td>\n",
       "      <td>1745</td>\n",
       "      <td>272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1503960366</td>\n",
       "      <td>2016-04-16</td>\n",
       "      <td>12669</td>\n",
       "      <td>8.16</td>\n",
       "      <td>8.16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.71</td>\n",
       "      <td>0.41</td>\n",
       "      <td>5.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>36</td>\n",
       "      <td>10</td>\n",
       "      <td>221</td>\n",
       "      <td>773</td>\n",
       "      <td>1863</td>\n",
       "      <td>267</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           Id ActivityDate  TotalSteps  TotalDistance  TrackerDistance  \\\n",
       "0  1503960366   2016-04-12       13162           8.50             8.50   \n",
       "1  1503960366   2016-04-13       10735           6.97             6.97   \n",
       "2  1503960366   2016-04-14       10460           6.74             6.74   \n",
       "3  1503960366   2016-04-15        9762           6.28             6.28   \n",
       "4  1503960366   2016-04-16       12669           8.16             8.16   \n",
       "\n",
       "   LoggedActivitiesDistance  VeryActiveDistance  ModeratelyActiveDistance  \\\n",
       "0                       0.0                1.88                      0.55   \n",
       "1                       0.0                1.57                      0.69   \n",
       "2                       0.0                2.44                      0.40   \n",
       "3                       0.0                2.14                      1.26   \n",
       "4                       0.0                2.71                      0.41   \n",
       "\n",
       "   LightActiveDistance  SedentaryActiveDistance  VeryActiveMinutes  \\\n",
       "0                 6.06                      0.0                 25   \n",
       "1                 4.71                      0.0                 21   \n",
       "2                 3.91                      0.0                 30   \n",
       "3                 2.83                      0.0                 29   \n",
       "4                 5.04                      0.0                 36   \n",
       "\n",
       "   FairlyActiveMinutes  LightlyActiveMinutes  SedentaryMinutes  Calories  \\\n",
       "0                   13                   328               728      1985   \n",
       "1                   19                   217               776      1797   \n",
       "2                   11                   181              1218      1776   \n",
       "3                   34                   209               726      1745   \n",
       "4                   10                   221               773      1863   \n",
       "\n",
       "   TotalMinutes  \n",
       "0           366  \n",
       "1           257  \n",
       "2           222  \n",
       "3           272  \n",
       "4           267  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['TotalMinutes']=df['VeryActiveMinutes']+df['FairlyActiveMinutes']+df['LightlyActiveMinutes']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "40a293ab",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "fe4e51a4",
   "metadata": {},
   "source": [
    "### Relationship between Calories burnt & Total Steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d27d74aa",
   "metadata": {},
   "outputs": [
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     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure=px.scatter(data_frame=df,\n",
    "                 x='Calories', y='TotalSteps',\n",
    "                 trendline='ols',\n",
    "                 title='Relationship between Calories burnt & Total Steps')\n",
    "figure.show()"
   ]
  },
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    }
   },
   "cell_type": "markdown",
   "id": "08112f0e",
   "metadata": {},
   "source": [
    "![newplot%20%284%29.png](attachment:newplot%20%284%29.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5399bdde",
   "metadata": {},
   "source": [
    "**Trend is Positive that means as Total Steps increases then more Calories will burn.**"
   ]
  },
  {
   "cell_type": "raw",
   "id": "0aac17c9",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "e6a90a0b",
   "metadata": {},
   "source": [
    "### Acvtivey Status by minutes a day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "22a0bc32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hoverinfo": "label+percent",
         "labels": [
          "Very Active Minutes",
          "Fairly Active Minutes",
          "Lightly Active Minutes",
          "Inactive Minutes"
         ],
         "marker": {
          "line": {
           "color": "black",
           "width": 3
          }
         },
         "textfont": {
          "size": 30
         },
         "textinfo": "value",
         "type": "pie",
         "values": [
          21.164893617021278,
          13.564893617021276,
          192.8127659574468,
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         ]
        }
       ],
       "layout": {
        "template": {
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           {
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             "color": "#2a3f5f"
            },
            "error_y": {
             "color": "#2a3f5f"
            },
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "bar"
           }
          ],
          "barpolar": [
           {
            "marker": {
             "line": {
              "color": "#E5ECF6",
              "width": 0.5
             },
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "barpolar"
           }
          ],
          "carpet": [
           {
            "aaxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "baxis": {
             "endlinecolor": "#2a3f5f",
             "gridcolor": "white",
             "linecolor": "white",
             "minorgridcolor": "white",
             "startlinecolor": "#2a3f5f"
            },
            "type": "carpet"
           }
          ],
          "choropleth": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "choropleth"
           }
          ],
          "contour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
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            ],
            "type": "contour"
           }
          ],
          "contourcarpet": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "type": "contourcarpet"
           }
          ],
          "heatmap": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
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            ],
            "type": "heatmap"
           }
          ],
          "heatmapgl": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
             [
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              "#fdca26"
             ],
             [
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            ],
            "type": "heatmapgl"
           }
          ],
          "histogram": [
           {
            "marker": {
             "pattern": {
              "fillmode": "overlay",
              "size": 10,
              "solidity": 0.2
             }
            },
            "type": "histogram"
           }
          ],
          "histogram2d": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
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            ],
            "type": "histogram2d"
           }
          ],
          "histogram2dcontour": [
           {
            "colorbar": {
             "outlinewidth": 0,
             "ticks": ""
            },
            "colorscale": [
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            "type": "histogram2dcontour"
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    "label = [\"Very Active Minutes\", \"Fairly Active Minutes\", \n",
    "         \"Lightly Active Minutes\", \"Inactive Minutes\"]\n",
    "counts = df[[\"VeryActiveMinutes\", \"FairlyActiveMinutes\", \n",
    "               \"LightlyActiveMinutes\", \"SedentaryMinutes\"]].mean()\n",
    "colors = ['gold','lightgreen', \"pink\", \"blue\"]\n",
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    "fig.update_layout(title_text='Total Active Minutes')\n",
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"
    }
   },
   "cell_type": "markdown",
   "id": "e3ef1611",
   "metadata": {},
   "source": [
    "![newplot%20%285%29.png](attachment:newplot%20%285%29.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb0a0fd4",
   "metadata": {},
   "source": [
    "- 81.3% minutes of the day are Inactive.\n",
    "- 15.8% minutes of the day are lightly active.\n",
    "- 1.11% minutes of the day are failry active.\n",
    "- 1.74% minutes of the day are very active."
   ]
  },
  {
   "cell_type": "raw",
   "id": "24be609d",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "11cc03f6",
   "metadata": {},
   "source": [
    "### Activity Status by Day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "2ed6788f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0      Tuesday\n",
      "1    Wednesday\n",
      "2     Thursday\n",
      "3       Friday\n",
      "4     Saturday\n",
      "Name: Day, dtype: object\n"
     ]
    }
   ],
   "source": [
    "df[\"Day\"] = df[\"ActivityDate\"].dt.day_name()\n",
    "print(df[\"Day\"].head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "7af09596",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "marker": {
          "color": "black"
         },
         "name": "Very Active",
         "type": "bar",
         "x": [
          "Tuesday",
          "Wednesday",
          "Thursday",
          "Friday",
          "Saturday",
          "Sunday",
          "Monday",
          "Tuesday",
          "Wednesday",
          "Thursday",
          "Friday",
          "Saturday",
          "Sunday",
          "Monday",
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          "Wednesday",
          "Thursday",
          "Friday",
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          "Thursday",
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          "Wednesday",
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          "Wednesday",
          "Thursday",
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          "Sunday",
          "Monday",
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          "Wednesday",
          "Thursday",
          "Friday",
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          "Sunday",
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          "Sunday",
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          "Wednesday",
          "Thursday",
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          "Wednesday",
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          "Sunday",
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       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                });            </script>        </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure()\n",
    "fig.add_trace(go.Bar(\n",
    "    x=df[\"Day\"],\n",
    "    y=df[\"VeryActiveMinutes\"],\n",
    "    name='Very Active',\n",
    "    marker_color='black'\n",
    "))\n",
    "fig.add_trace(go.Bar(\n",
    "    x=df[\"Day\"],\n",
    "    y=df[\"FairlyActiveMinutes\"],\n",
    "    name='Fairly Active',\n",
    "    marker_color='red'\n",
    "))\n",
    "fig.add_trace(go.Bar(\n",
    "    x=df[\"Day\"],\n",
    "    y=df[\"LightlyActiveMinutes\"],\n",
    "    name='Lightly Active',\n",
    "    marker_color='blue'\n",
    "))\n",
    "fig.update_layout(barmode='group', xaxis_tickangle=-45)\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {
    "newplot%20%286%29.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "242d9579",
   "metadata": {},
   "source": [
    "![newplot%20%286%29.png](attachment:newplot%20%286%29.png)"
   ]
  },
  {
   "cell_type": "raw",
   "id": "cff9919e",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "44299a0f",
   "metadata": {},
   "source": [
    "### Inactive Status by day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "e44061a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hoverinfo": "label+percent",
         "labels": [
          "Tuesday",
          "Wednesday",
          "Thursday",
          "Friday",
          "Saturday",
          "Sunday",
          "Monday"
         ],
         "marker": {
          "colors": [
           "gold",
           "lightgreen",
           "pink",
           "blue",
           "skyblue",
           "cyan",
           "orange"
          ],
          "line": {
           "color": "black",
           "width": 3
          }
         },
         "textfont": {
          "size": 30
         },
         "textinfo": "value",
         "type": "pie",
         "values": [
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   "source": [
    "day = df[\"Day\"].value_counts()\n",
    "label = day.index\n",
    "counts = df[\"SedentaryMinutes\"]\n",
    "colors = ['gold','lightgreen', \"pink\", \"blue\", \"skyblue\", \"cyan\", \"orange\"]\n",
    "\n",
    "fig = go.Figure(data=[go.Pie(labels=label, values=counts)])\n",
    "fig.update_layout(title_text='Inactive Minutes Daily')\n",
    "fig.update_traces(hoverinfo='label+percent', textinfo='value', textfont_size=30,\n",
    "                  marker=dict(colors=colors, line=dict(color='black', width=3)))\n",
    "fig.show()"
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"
    }
   },
   "cell_type": "markdown",
   "id": "efd94182",
   "metadata": {},
   "source": [
    "![newplot%20%287%29.png](attachment:newplot%20%287%29.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "927e4e13",
   "metadata": {},
   "source": [
    "- Thursday & then Monday are the most Inactive days."
   ]
  },
  {
   "cell_type": "raw",
   "id": "138bc3f6",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "48425f81",
   "metadata": {},
   "source": [
    "### Calories burnt on each Day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "d3e0acf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.plotly.v1+json": {
       "config": {
        "plotlyServerURL": "https://plot.ly"
       },
       "data": [
        {
         "hoverinfo": "label+percent",
         "labels": [
          "Tuesday",
          "Wednesday",
          "Thursday",
          "Friday",
          "Saturday",
          "Sunday",
          "Monday"
         ],
         "marker": {
          "colors": [
           "gold",
           "lightgreen",
           "pink",
           "blue",
           "skyblue",
           "cyan",
           "orange"
          ],
          "line": {
           "color": "black",
           "width": 3
          }
         },
         "textfont": {
          "size": 30
         },
         "textinfo": "value",
         "type": "pie",
         "values": [
          1985,
          1797,
          1776,
          1745,
          1863,
          1728,
          1921,
          2035,
          1786,
          1775,
          1827,
          1949,
          1788,
          2013,
          1970,
          2159,
          1898,
          1837,
          1947,
          1820,
          2004,
          1990,
          1819,
          1959,
          1896,
          1821,
          1740,
          1819,
          1859,
          1783,
          0,
          1432,
          1411,
          1572,
          1344,
          1463,
          1554,
          1604,
          1435,
          1446,
          1467,
          1470,
          1562,
          1617,
          1492,
          1402,
          1670,
          1401,
          1404,
          1655,
          2690,
          1497,
          1334,
          1368,
          1370,
          1341,
          1474,
          1427,
          1328,
          1393,
          1359,
          1002,
          3199,
          2902,
          3226,
          2750,
          3493,
          3011,
          2806,
          3300,
          2430,
          2140,
          2344,
          2677,
          2413,
          2497,
          3123,
          2489,
          3108,
          2498,
          3846,
          2696,
          2580,
          3324,
          2222,
          2463,
          3328,
          3404,
          2987,
          3008,
          2799,
          1276,
          2030,
          1860,
          2130,
          1725,
          1657,
          1793,
          1814,
          1366,
          1349,
          2062,
          1827,
          1645,
          1347,
          1347,
          1347,
          1348,
          1992,
          1856,
          1763,
          1541,
          1348,
          1742,
          1549,
          1589,
          1351,
          1347,
          1347,
          1347,
          1347,
          1347,
          665,
          2220,
          2151,
          2383,
          2221,
          2064,
          2063,
          2111,
          2063,
          2063,
          2064,
          2093,
          2499,
          2324,
          2100,
          2638,
          2063,
          2351,
          2063,
          2064,
          2411,
          2505,
          2195,
          2338,
          2063,
          2383,
          2229,
          2063,
          2063,
          2063,
          2063,
          1383,
          2390,
          2601,
          2312,
          2525,
          2177,
          2782,
          2770,
          2489,
          2897,
          3158,
          2638,
          2069,
          2529,
          2470,
          2793,
          2463,
          2296,
          2611,
          2732,
          2380,
          2473,
          2752,
          2649,
          2609,
          2498,
          1995,
          1848,
          2709,
          2797,
          2544,
          1853,
          1459,
          1521,
          1431,
          1444,
          1373,
          1214,
          1419,
          1356,
          1667,
          1370,
          1399,
          1916,
          1401,
          1576,
          1595,
          1593,
          1649,
          1692,
          1506,
          1447,
          1690,
          1604,
          1658,
          1926,
          1736,
          1491,
          1555,
          1869,
          1141,
          1698,
          1364,
          2124,
          2003,
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Burned Daily\"}},                        {\"responsive\": true}                    ).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('3b21ba72-c729-4522-b6f0-22a81d9daa7b');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
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       "\n",
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "calories = df[\"Day\"].value_counts()\n",
    "label = calories.index\n",
    "counts = df[\"Calories\"]\n",
    "colors = ['gold','lightgreen', \"pink\", \"blue\", \"skyblue\", \"cyan\", \"orange\"]\n",
    "\n",
    "fig = go.Figure(data=[go.Pie(labels=label, values=counts)])\n",
    "fig.update_layout(title_text='Calories Burned Daily')\n",
    "fig.update_traces(hoverinfo='label+percent', textinfo='value', textfont_size=30,\n",
    "                  marker=dict(colors=colors, line=dict(color='black', width=3)))\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "32d35eb4",
   "metadata": {},
   "source": [
    "![newplot%20%288%29.png](attachment:newplot%20%288%29.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9da99788",
   "metadata": {},
   "source": [
    "- More Calories burnt on Tuesday & then on Monday."
   ]
  },
  {
   "cell_type": "raw",
   "id": "e12e4c9a",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "7add9ed0",
   "metadata": {},
   "source": [
    "### Conclusion:\n",
    "\n",
    "1. **1.74% minutes of the day are very active**\n",
    "2. **81.3% minutes of the day are Inactive**\n",
    "3. **Thursday & then Monday are the most Inactive days**\n",
    "4. **More Calories burnt on Tuesday & then on Monday**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bf1bd002",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}