DASL Challenge 3.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Gc8x8QimJY_H"
   },
   "source": [
    "# DASL Challenge 3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NqikjkWwJY_L"
   },
   "source": [
    "### Context\n",
    "\n",
    "The number of restaurants in New York is increasing day by day. Lots of students and busy professionals rely on those restaurants due to their hectic lifestyles. Online food delivery service is a great option for them. It provides them with good food from their favorite restaurants. A food aggregator company FoodHub offers access to multiple restaurants through a single smartphone app.\n",
    "\n",
    "The app allows the restaurants to receive a direct online order from a customer. The app assigns a delivery person from the company to pick up the order after it is confirmed by the restaurant. The delivery person then uses the map to reach the restaurant and waits for the food package. Once the food package is handed over to the delivery person, he/she confirms the pick-up in the app and travels to the customer's location to deliver the food. The delivery person confirms the drop-off in the app after delivering the food package to the customer. The customer can rate the order in the app. The food aggregator earns money by collecting a fixed margin of the delivery order from the restaurants.\n",
    "\n",
    "### Objective\n",
    "\n",
    "The food aggregator company has stored the data of the different orders made by the registered customers in their online portal. They want to analyze the data to get a fair idea about the demand of different restaurants which will help them in enhancing their customer experience. Suppose you are hired as a Data Scientist in this company and the Data Science team has shared some of the key questions that need to be answered. Perform the data analysis to find answers to these questions that will help the company to improve the business. \n",
    "\n",
    "### Data Description\n",
    "\n",
    "The data contains the different data related to a food order. The detailed data dictionary is given below.\n",
    "\n",
    "### Data Dictionary\n",
    "\n",
    "* order_id: Unique ID of the order\n",
    "* customer_id: ID of the customer who ordered the food\n",
    "* restaurant_name: Name of the restaurant\n",
    "* cuisine_type: Cuisine ordered by the customer\n",
    "* cost: Cost of the order\n",
    "* day_of_the_week: Indicates whether the order is placed on a weekday or weekend (The weekday is from Monday to Friday and the weekend is Saturday and Sunday)\n",
    "* rating: Rating given by the customer out of 5\n",
    "* food_preparation_time: Time (in minutes) taken by the restaurant to prepare the food. This is calculated by taking the difference between the timestamps of the restaurant's order confirmation and the delivery person's pick-up confirmation.\n",
    "* delivery_time: Time (in minutes) taken by the delivery person to deliver the food package. This is calculated by taking the difference between the timestamps of the delivery person's pick-up confirmation and drop-off information"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cEtNUxNAJY_M",
    "tags": []
   },
   "source": [
    "### Let us start by importing the required libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing necessary libraries\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AdracY0HJY_O"
   },
   "source": [
    "### Understanding the structure of the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>order_id</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>restaurant_name</th>\n",
       "      <th>cuisine_type</th>\n",
       "      <th>cost_of_the_order</th>\n",
       "      <th>day_of_the_week</th>\n",
       "      <th>rating</th>\n",
       "      <th>food_preparation_time</th>\n",
       "      <th>delivery_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1477147</td>\n",
       "      <td>337525</td>\n",
       "      <td>Hangawi</td>\n",
       "      <td>Korean</td>\n",
       "      <td>30.75</td>\n",
       "      <td>Weekend</td>\n",
       "      <td>Not given</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1477685</td>\n",
       "      <td>358141</td>\n",
       "      <td>Blue Ribbon Sushi Izakaya</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>12.08</td>\n",
       "      <td>Weekend</td>\n",
       "      <td>Not given</td>\n",
       "      <td>25</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1477070</td>\n",
       "      <td>66393</td>\n",
       "      <td>Cafe Habana</td>\n",
       "      <td>Mexican</td>\n",
       "      <td>12.23</td>\n",
       "      <td>Weekday</td>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1477334</td>\n",
       "      <td>106968</td>\n",
       "      <td>Blue Ribbon Fried Chicken</td>\n",
       "      <td>American</td>\n",
       "      <td>29.20</td>\n",
       "      <td>Weekend</td>\n",
       "      <td>3</td>\n",
       "      <td>25</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1478249</td>\n",
       "      <td>76942</td>\n",
       "      <td>Dirty Bird to Go</td>\n",
       "      <td>American</td>\n",
       "      <td>11.59</td>\n",
       "      <td>Weekday</td>\n",
       "      <td>4</td>\n",
       "      <td>25</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1893</th>\n",
       "      <td>1476701</td>\n",
       "      <td>292602</td>\n",
       "      <td>Chipotle Mexican Grill $1.99 Delivery</td>\n",
       "      <td>Mexican</td>\n",
       "      <td>22.31</td>\n",
       "      <td>Weekend</td>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1894</th>\n",
       "      <td>1477421</td>\n",
       "      <td>397537</td>\n",
       "      <td>The Smile</td>\n",
       "      <td>American</td>\n",
       "      <td>12.18</td>\n",
       "      <td>Weekend</td>\n",
       "      <td>5</td>\n",
       "      <td>31</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1895</th>\n",
       "      <td>1477819</td>\n",
       "      <td>35309</td>\n",
       "      <td>Blue Ribbon Sushi</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>25.22</td>\n",
       "      <td>Weekday</td>\n",
       "      <td>Not given</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1896</th>\n",
       "      <td>1477513</td>\n",
       "      <td>64151</td>\n",
       "      <td>Jack's Wife Freda</td>\n",
       "      <td>Mediterranean</td>\n",
       "      <td>12.18</td>\n",
       "      <td>Weekday</td>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1897</th>\n",
       "      <td>1478056</td>\n",
       "      <td>120353</td>\n",
       "      <td>Blue Ribbon Sushi</td>\n",
       "      <td>Japanese</td>\n",
       "      <td>19.45</td>\n",
       "      <td>Weekend</td>\n",
       "      <td>Not given</td>\n",
       "      <td>28</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1898 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      order_id  customer_id                        restaurant_name  \\\n",
       "0      1477147       337525                                Hangawi   \n",
       "1      1477685       358141              Blue Ribbon Sushi Izakaya   \n",
       "2      1477070        66393                            Cafe Habana   \n",
       "3      1477334       106968              Blue Ribbon Fried Chicken   \n",
       "4      1478249        76942                       Dirty Bird to Go   \n",
       "...        ...          ...                                    ...   \n",
       "1893   1476701       292602  Chipotle Mexican Grill $1.99 Delivery   \n",
       "1894   1477421       397537                              The Smile   \n",
       "1895   1477819        35309                      Blue Ribbon Sushi   \n",
       "1896   1477513        64151                      Jack's Wife Freda   \n",
       "1897   1478056       120353                      Blue Ribbon Sushi   \n",
       "\n",
       "       cuisine_type  cost_of_the_order day_of_the_week     rating  \\\n",
       "0            Korean              30.75         Weekend  Not given   \n",
       "1          Japanese              12.08         Weekend  Not given   \n",
       "2           Mexican              12.23         Weekday          5   \n",
       "3          American              29.20         Weekend          3   \n",
       "4          American              11.59         Weekday          4   \n",
       "...             ...                ...             ...        ...   \n",
       "1893        Mexican              22.31         Weekend          5   \n",
       "1894       American              12.18         Weekend          5   \n",
       "1895       Japanese              25.22         Weekday  Not given   \n",
       "1896  Mediterranean              12.18         Weekday          5   \n",
       "1897       Japanese              19.45         Weekend  Not given   \n",
       "\n",
       "      food_preparation_time  delivery_time  \n",
       "0                        25             20  \n",
       "1                        25             23  \n",
       "2                        23             28  \n",
       "3                        25             15  \n",
       "4                        25             24  \n",
       "...                     ...            ...  \n",
       "1893                     31             17  \n",
       "1894                     31             19  \n",
       "1895                     31             24  \n",
       "1896                     23             31  \n",
       "1897                     28             24  \n",
       "\n",
       "[1898 rows x 9 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import the data\n",
    "df = pd.read_csv(\"foodhub-order.csv\")\n",
    "\n",
    "# First few rows of the data\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "c3kenV4vJY_Q"
   },
   "source": [
    "### **Question 1:** How many rows and columns are present in the data?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Rows: 1898\n",
      "Number of Columns: 9\n"
     ]
    }
   ],
   "source": [
    "print(f'Number of Rows: {df.shape[0]}')\n",
    "print(f'Number of Columns: {df.shape[1]}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jRXakVrUJY_R"
   },
   "source": [
    "### **Question 2:** What are the datatypes of the different columns in the dataset? (The info() function can be used)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1898 entries, 0 to 1897\n",
      "Data columns (total 9 columns):\n",
      " #   Column                 Non-Null Count  Dtype  \n",
      "---  ------                 --------------  -----  \n",
      " 0   order_id               1898 non-null   int64  \n",
      " 1   customer_id            1898 non-null   int64  \n",
      " 2   restaurant_name        1898 non-null   object \n",
      " 3   cuisine_type           1898 non-null   object \n",
      " 4   cost_of_the_order      1898 non-null   float64\n",
      " 5   day_of_the_week        1898 non-null   object \n",
      " 6   rating                 1898 non-null   object \n",
      " 7   food_preparation_time  1898 non-null   int64  \n",
      " 8   delivery_time          1898 non-null   int64  \n",
      "dtypes: float64(1), int64(4), object(4)\n",
      "memory usage: 133.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pF_92MN6JY_S"
   },
   "source": [
    "### **Question 3:** Are there any missing values in the data? If yes, treat them using an appropriate method. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "order_id                 0\n",
       "customer_id              0\n",
       "restaurant_name          0\n",
       "cuisine_type             0\n",
       "cost_of_the_order        0\n",
       "day_of_the_week          0\n",
       "rating                   0\n",
       "food_preparation_time    0\n",
       "delivery_time            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MnJo7MWrJY_S"
   },
   "source": [
    "### **Question 4:** Check the statistical summary of the data. What is the minimum, average, and maximum time it takes for food to be prepared once an order is placed? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>order_id</th>\n",
       "      <th>customer_id</th>\n",
       "      <th>cost_of_the_order</th>\n",
       "      <th>food_preparation_time</th>\n",
       "      <th>delivery_time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.898000e+03</td>\n",
       "      <td>1898.000000</td>\n",
       "      <td>1898.000000</td>\n",
       "      <td>1898.000000</td>\n",
       "      <td>1898.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.477496e+06</td>\n",
       "      <td>171168.478398</td>\n",
       "      <td>16.498851</td>\n",
       "      <td>27.371970</td>\n",
       "      <td>24.161749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>5.480497e+02</td>\n",
       "      <td>113698.139743</td>\n",
       "      <td>7.483812</td>\n",
       "      <td>4.632481</td>\n",
       "      <td>4.972637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.476547e+06</td>\n",
       "      <td>1311.000000</td>\n",
       "      <td>4.470000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>15.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.477021e+06</td>\n",
       "      <td>77787.750000</td>\n",
       "      <td>12.080000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>20.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>1.477496e+06</td>\n",
       "      <td>128600.000000</td>\n",
       "      <td>14.140000</td>\n",
       "      <td>27.000000</td>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.477970e+06</td>\n",
       "      <td>270525.000000</td>\n",
       "      <td>22.297500</td>\n",
       "      <td>31.000000</td>\n",
       "      <td>28.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.478444e+06</td>\n",
       "      <td>405334.000000</td>\n",
       "      <td>35.410000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>33.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           order_id    customer_id  cost_of_the_order  food_preparation_time  \\\n",
       "count  1.898000e+03    1898.000000        1898.000000            1898.000000   \n",
       "mean   1.477496e+06  171168.478398          16.498851              27.371970   \n",
       "std    5.480497e+02  113698.139743           7.483812               4.632481   \n",
       "min    1.476547e+06    1311.000000           4.470000              20.000000   \n",
       "25%    1.477021e+06   77787.750000          12.080000              23.000000   \n",
       "50%    1.477496e+06  128600.000000          14.140000              27.000000   \n",
       "75%    1.477970e+06  270525.000000          22.297500              31.000000   \n",
       "max    1.478444e+06  405334.000000          35.410000              35.000000   \n",
       "\n",
       "       delivery_time  \n",
       "count    1898.000000  \n",
       "mean       24.161749  \n",
       "std         4.972637  \n",
       "min        15.000000  \n",
       "25%        20.000000  \n",
       "50%        25.000000  \n",
       "75%        28.000000  \n",
       "max        33.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Minimum food preparation time: 20 minutes\n",
    "* Average food preparation time: 27 minutes\n",
    "* Maximum food preparation time: 35 minutes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cw3l58z_JY_T"
   },
   "source": [
    "### **Question 5:** How many orders are not rated? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Not given    736\n",
       "5            588\n",
       "4            386\n",
       "3            188\n",
       "Name: rating, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.rating.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7msIfXE-JY_T"
   },
   "source": [
    "### Exploratory Data Analysis (EDA)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "-2xfI28YJY_T"
   },
   "source": [
    "### Univariate Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0RHZnugBJY_U"
   },
   "source": [
    "### **Question 6:** Explore all the variables and provide observations on their distributions. (Generally, histograms, boxplots, countplots, etc. are used for univariate exploration.) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "TXEjEAXqbZmQ"
   },
   "source": [
    "#### Order ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ts6l2h0abZmQ"
   },
   "source": [
    "#### Customer ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x500 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,5))\n",
    "sns.displot(df, x=\"customer_id\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mgv5gIIEbZmR"
   },
   "source": [
    "#### Restaurant name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shake Shack                  219\n",
      "The Meatball Shop            132\n",
      "Blue Ribbon Sushi            119\n",
      "Blue Ribbon Fried Chicken     96\n",
      "Parm                          68\n",
      "                            ... \n",
      "Sushi Choshi                   1\n",
      "Dos Caminos Soho               1\n",
      "La Follia                      1\n",
      "Philippe Chow                  1\n",
      "'wichcraft                     1\n",
      "Name: restaurant_name, Length: 178, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Value counts of the restaurants\n",
    "category_counts = df['restaurant_name'].value_counts()\n",
    "\n",
    "print(category_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''I will be visualizing the top 15 since we have 178 restaurants'''\n",
    "\n",
    "# Specify the number of top categories to display\n",
    "top_n = 15\n",
    "\n",
    "# Select the top N categories by value count\n",
    "top_categories = category_counts[:top_n]\n",
    "\n",
    "# Create the horizontal bar plot\n",
    "plt.figure(figsize=(8, 5))\n",
    "bars = sns.barplot(x=top_categories.values, y=top_categories.index)\n",
    "\n",
    "# Set the plot title and axis labels\n",
    "plt.title(f'Top {top_n} Restaurants Distribution')\n",
    "plt.xlabel('Count')\n",
    "plt.ylabel('Restaurants')\n",
    "\n",
    "# Add values to the bars\n",
    "for i, count in enumerate(top_categories.values):\n",
    "    bars.text(count, i, str(count), ha='left', va='center', color='black')\n",
    "\n",
    "# Display the plot\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "X7jR8GHN2rdK"
   },
   "source": [
    "#### Cuisine type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get the value counts for the 'cuisine_type' column\n",
    "cuisine_type_counts = df['cuisine_type'].value_counts()\n",
    "\n",
    "# Sort the unique values and their counts in descending order\n",
    "order = cuisine_type_counts.sort_values(ascending=False).index\n",
    "\n",
    "ax = sns.countplot(y=df[\"cuisine_type\"], order=order)\n",
    "for patch in ax.patches:\n",
    "        ax.text(patch.get_width() + 5, patch.get_y() + patch.get_height() / 2, '{:.0f}'.format(patch.get_width()), ha='left', va='center')\n",
    "plt.title('Cuisine Type Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fmWW_qb42rdL"
   },
   "source": [
    "#### Cost of the order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjsAAAHFCAYAAAAUpjivAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAABCK0lEQVR4nO3de1xVdb7/8feWyxYBUUC5jIA03hLUHC3T+uUVjdQyK2vMwslpStOOo55Ku4id0nQmcx5azjjHEc0cO2cmzRkdFVN0PGopZt7QtEGxggg0QCRA/P7+6MGetoAIbtyb5ev5eKzHg/Vd3/Vdn7VYxdu111rbZowxAgAAsKgm7i4AAACgIRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2AACApRF2ABc4ePCgfvGLXyg2NlZNmzZVQECAfvazn2nevHk6e/Zsg2xz9uzZWrt2rcvHPXv2rB555BG1bt1aNptNI0aMuGL/8vJyLV68WL1791ZQUJD8/Px0880364UXXlB+fv4115OWliabzaa0tLRrHutqt1U5+fr6qlWrVrrjjjv04osv6vTp01XWSUlJkc1m06lTp+q0rfr8/qrbVr9+/RQfH1+ncWqzYcMGJScnV7usbdu2Gjt2rEu3BzQ4A+CaLFmyxHh7e5u4uDjz9ttvm23btpnNmzeb2bNnm9jYWDNixIgG2a6/v79JSkpy+biTJ082vr6+ZuXKlWb37t3m+PHjNfYtLi42ffv2NV5eXmb8+PFm/fr1ZuvWreb11183LVu2NFFRUebYsWPXVM+2bduMJLNt27ZrGqcu25o9e7bZvXu32blzp/nwww/NjBkzTHh4uPHz8zMrV650Wic3N9fs3r3bfP/993XaVn1+f9Vtq2/fviYuLq5O49TmmWeeMTX9edi/f785efKkS7cHNDRvN2ctoFHbvXu3xo8fr4SEBK1du1Z2u92xLCEhQVOnTtXGjRvdWGHdHT58WD/96U/16KOP1tr317/+tbZv367Vq1fr4YcfdrT3799fDz74oG677TY98MAD+uyzz+Tl5VXjOCUlJfLz83NJ/bW5cOGCmjVrdsU+7du31+233+6Yv/feezV16lQNGjRIY8eOVdeuXdWlSxdJUqtWrdSqVasGrbmkpERNmza9LtuqTffu3d26faBe3J22gMZs2LBhxtvb22RlZV1V/4qKCjN37lzTsWNH4+vra1q1amUee+wxc+bMGad++/fvN0OHDjWtWrUyvr6+JiIiwtxzzz2OfpKqTH379r3itvPz88348eNNZGSk8fHxMbGxsWbGjBmOqwSZmZnVjlvTFZXs7Gzj7e1thgwZUuM2Z8+ebSSZv/zlL462mJgYM3ToUPPXv/7V3HLLLcZut5vnn3/eGGNMRkaGGTJkiPHz8zMhISHmqaeeMuvWrau2jtTUVDNgwAATGBho/Pz8TJ8+fcyWLVuc+sycOdNIMunp6eaBBx4wLVq0MOHh4TXWW3ll53//93+rXf7JJ58YSeYXv/iFo23ZsmVGksnMzHS0Xcvvr3K8TZs2mV/84hcmNDTUSDIlJSXVbqvyys6OHTtMr169TNOmTU1kZKR56aWXzMWLF6vs2+XHsfL3vmzZMmOMMUlJSdXWV7nNmJiYKlekTp8+bR599FHH/nbq1Mn89re/NRUVFVW285vf/Ma8+eabpm3btsbf39/cfvvtZvfu3TX+TgBX4MoOUE8VFRXaunWrevTooaioqKtaZ/z48VqyZIkmTpyoYcOG6dSpU3r55ZeVlpam/fv3KzQ0VMXFxUpISFBsbKzefvtthYWFKScnR9u2bVNRUZGkH64oDRgwQP3799fLL78sSWrevHmN2/3+++/Vv39/ffHFF5o1a5a6du2qf/7zn5ozZ44OHDig9evXKyIiQrt379aECRNUUFCg9957T5LUuXPnasfctm2bLl68eMV7ekaMGKEZM2YoNTVVDzzwgKN9//79ysjI0EsvvaTY2Fj5+/vrm2++Ud++feXj46N33nlHYWFheu+99zRx4sQq465cuVKPP/647rvvPi1fvlw+Pj76wx/+oCFDhmjTpk0aOHCgU/+RI0fqkUce0dNPP63i4uIa663NrbfeqoiICO3YsaPGPq76/T3xxBMaOnSo3n33XRUXF8vHx6fGbebk5OiRRx7RCy+8oFdffVXr16/Xa6+9pnPnzmnRokV12seXX35ZxcXF+stf/qLdu3c72iMiIqrt/+2336pPnz4qKyvTf/3Xf6lt27b6+9//rmnTpumLL77QO++849T/7bffVqdOnbRgwQLH9u655x5lZmYqKCioTrUCV83daQtorHJycowk88gjj1xV/4yMDCPJTJgwwan9448/NpLMjBkzjDHG7Nu3z0gya9euveJ4dbnn4/e//72RZP7nf/7HqX3u3LlGktm8ebOj7WrvAXnjjTeMJLNx48Ya+5SUlBhJJjEx0dEWExNjvLy8qtwL9PzzzxubzWYOHDjg1J6QkOB0RaK4uNgEBweb4cOHO/WrqKgw3bp1M7fddpujrfLKziuvvFLr/hhT+5UdY4zp1auX8fPzc8xffrXlWn9/leM9/vjjNS67/MqOJPPhhx869X3yySdNkyZNzOnTp532rbYrO8Zc+Z6dy6/svPDCC0aS+fjjj536jR8/3thsNsfvuXI7Xbp0cbriVHm17M9//nO12wNcgaexgOtk27ZtklTlSZbbbrtNN998sz766CNJUrt27dSyZUs9//zz+v3vf6+jR49e87a3bt0qf39/Pfjgg07tlbVUbruh2Gw2p/muXbuqQ4cOTm3btm1TXFycunXr5tQ+evRop/ldu3bp7NmzSkpK0sWLFx3TpUuXdPfdd2vv3r1Vrt78+KrStTLGXHG5q35/dak5MDBQ9957r1Pb6NGjdenSpStehXKFrVu3qnPnzrrtttuc2seOHStjjLZu3erUPnToUKf7t7p27SpJ1T7pBrgKYQeop9DQUDVr1kyZmZlX1b/yMezqPg6IjIx0LA8KCtL27dt1yy23aMaMGYqLi1NkZKRmzpyp8vLyetWan5+v8PDwKqGjdevW8vb2rtcj4tHR0ZJ0xf2vXHb5x3zVHYPKGi93eds333wjSXrwwQfl4+PjNM2dO1fGmCqP+9f0EUx9ZGVlKTIyssblrvr91aXmsLCwKm2Vx80Vj/9fSX5+fo3ndHXbDwkJcZqvvKm/pKSkgSoEJO7ZAerJy8tLAwcO1D/+8Q99+eWXatOmzRX7V/5PPjs7u0rfr7/+WqGhoY75Ll26aPXq1TLG6ODBg0pJSdGrr74qPz8/vfDCC3WuNSQkRB9//LGMMU6BJzc3VxcvXnTa9tXq37+/vL29tXbtWj399NPV9ql8j0xCQoJT++Whq7LGnJycKu2Xt1XWunDhQqcnpn7s8j/+1W2vPj755BPl5ORo3LhxV+znit9fXWquDIA/VnncKs+7pk2bSpJKS0ud+uXl5V31dqoTEhKi7OzsKu1ff/21JNXr3AJcjSs7wDWYPn26jDF68sknVVZWVmV5eXm5/va3v0mSBgwYIOmHm2t/bO/evcrIyKhyU630wx+8bt266a233lKLFi20f/9+xzK73X7V/xoeOHCgzp8/X+UlditWrHAsr6vw8HA98cQT2rRpk95///0qyz///HPNnTtXcXFxtb6YUPohPB05ckSfffaZU/uqVauc5u+44w61aNFCR48eVc+ePaudfH1967w/tTl79qyefvpp+fj46Ne//vVVreOq319tioqKtG7dOqe2VatWqUmTJrrrrrsk/fAyQOmHF2D+2OXrVdYmXd3VloEDB+ro0aNO+yb9cG7ZbDb179//qvcDaChc2QGuQe/evbV48WJNmDBBPXr00Pjx4xUXF6fy8nJ9+umnWrJkieLj4zV8+HB17NhRv/rVr7Rw4UI1adJEiYmJjqexoqKiHH9A//73v+udd97RiBEjdNNNN8kYow8++EDfffed0xWSLl26KC0tTX/7298UERGhwMBAdezYsdo6H3/8cb399ttKSkrSqVOn1KVLF+3cuVOzZ8/WPffco0GDBtVr/+fPn6/jx49rzJgx2rFjh4YPHy673a49e/bot7/9rQIDA/XXv/71iu/YqTR58mT96U9/0tChQ/Xaa685nsY6duyYU7+AgAAtXLhQSUlJOnv2rB588EG1bt1a3377rT777DN9++23Wrx4cb32p9KJEye0Z88eXbp0Sfn5+fr444+1dOlSFRYWasWKFYqLi6tx3Yb4/dUmJCRE48ePV1ZWljp06KANGzboj3/8o8aPH+/4uDE8PFyDBg3SnDlz1LJlS8XExOijjz7SBx98UGW8yncIzZ07V4mJifLy8lLXrl2rDZG//vWvtWLFCg0dOlSvvvqqYmJitH79er3zzjsaP358lXuzALdw263RgIUcOHDAJCUlmejoaOPr62v8/f1N9+7dzSuvvGJyc3Md/Srfs9OhQwfj4+NjQkNDzZgxY5zes3Ps2DHz85//3Pz0pz81fn5+JigoyNx2220mJSWlyjbvuOMO06xZs6t+z87TTz9tIiIijLe3t4mJiTHTp0+v8ubfur6Rt6yszLz99tumV69eJiAgwNjtdtOxY0fz3HPPmby8vCr9K9+zU52jR4+ahIQE07RpUxMcHGzGjRtnPvzww2qfItq+fbsZOnSoCQ4ONj4+PuYnP/mJGTp0qNOTVJVPY3377bdXtS+VTyxVTt7e3iYkJMT07t3bzJgxw5w6darKOpc/IXWtv7/K8fbu3Vvrtoz59+8rLS3N9OzZ09jtdhMREWFmzJhhysvLndbPzs42Dz74oAkODjZBQUFmzJgxjqfHfvw0VmlpqfnlL39pWrVqZWw221W9Z2f06NEmJCTE+Pj4mI4dO5rf/OY3Nb5n53KSzMyZM6u0A65iM6aWRwsAAAAaMe7ZAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlkbYAQAAlsZLBSVdunRJX3/9tQIDA132WnkAANCwjDEqKipSZGSkmjSp+foNYUc/fIfL5V9UCAAAGoczZ85c8fsJCTuSAgMDJf1wsJo3b+7magAAwNUoLCxUVFSU4+94TQg7+ve3Czdv3pywAwBAI1PbLSjcoAwAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACzN290FAA0lKytLeXl5DTZ+aGiooqOjG2x8AIBruDXsLF68WIsXL9apU6ckSXFxcXrllVeUmJgoSRo7dqyWL1/utE6vXr20Z88ex3xpaammTZumP//5zyopKdHAgQP1zjvvqE2bNtdtP+B5srKy1KnTzSopudBg2/Dza6ZjxzIIPADg4dwadtq0aaM33nhD7dq1kyQtX75c9913nz799FPFxcVJku6++24tW7bMsY6vr6/TGJMnT9bf/vY3rV69WiEhIZo6daqGDRum9PR0eXl5Xb+dgUfJy8tTSckF9XpipppHtHX5+IXZp/Txn2YpLy+PsAMAHs6tYWf48OFO86+//roWL16sPXv2OMKO3W5XeHh4tesXFBRo6dKlevfddzVo0CBJ0sqVKxUVFaUtW7ZoyJAhDbsD8HjNI9oqOLqju8sAALiRx9ygXFFRodWrV6u4uFi9e/d2tKelpal169bq0KGDnnzySeXm5jqWpaenq7y8XIMHD3a0RUZGKj4+Xrt27bqu9QMAAM/k9huUDx06pN69e+v7779XQECA1qxZo86dO0uSEhMT9dBDDykmJkaZmZl6+eWXNWDAAKWnp8tutysnJ0e+vr5q2bKl05hhYWHKycmpcZulpaUqLS11zBcWFjbMzgEAALdze9jp2LGjDhw4oO+++05//etflZSUpO3bt6tz5856+OGHHf3i4+PVs2dPxcTEaP369Ro5cmSNYxpjZLPZalw+Z84czZo1y6X7AQAAPJPbP8by9fVVu3bt1LNnT82ZM0fdunXT7373u2r7RkREKCYmRidOnJAkhYeHq6ysTOfOnXPql5ubq7CwsBq3OX36dBUUFDimM2fOuG6HAACAR3F72LmcMcbpI6Yfy8/P15kzZxQRESFJ6tGjh3x8fJSamurok52drcOHD6tPnz41bsNut6t58+ZOEwAAsCa3fow1Y8YMJSYmKioqSkVFRVq9erXS0tK0ceNGnT9/XsnJyXrggQcUERGhU6dOacaMGQoNDdX9998vSQoKCtK4ceM0depUhYSEKDg4WNOmTVOXLl0cT2cBAIAbm1vDzjfffKPHHntM2dnZCgoKUteuXbVx40YlJCSopKREhw4d0ooVK/Tdd98pIiJC/fv31/vvv6/AwEDHGG+99Za8vb01atQox0sFU1JSeMcOAACQ5Oaws3Tp0hqX+fn5adOmTbWO0bRpUy1cuFALFy50ZWkAAMAiPO6eHQAAAFci7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEtza9hZvHixunbtqubNm6t58+bq3bu3/vGPfziWG2OUnJysyMhI+fn5qV+/fjpy5IjTGKWlpZo0aZJCQ0Pl7++ve++9V19++eX13hUAAOCh3Bp22rRpozfeeEP79u3Tvn37NGDAAN13332OQDNv3jzNnz9fixYt0t69exUeHq6EhAQVFRU5xpg8ebLWrFmj1atXa+fOnTp//ryGDRumiooKd+0WAADwIG4NO8OHD9c999yjDh06qEOHDnr99dcVEBCgPXv2yBijBQsW6MUXX9TIkSMVHx+v5cuX68KFC1q1apUkqaCgQEuXLtWbb76pQYMGqXv37lq5cqUOHTqkLVu2uHPXAACAh/CYe3YqKiq0evVqFRcXq3fv3srMzFROTo4GDx7s6GO329W3b1/t2rVLkpSenq7y8nKnPpGRkYqPj3f0qU5paakKCwudJgAAYE1uDzuHDh1SQECA7Ha7nn76aa1Zs0adO3dWTk6OJCksLMypf1hYmGNZTk6OfH191bJlyxr7VGfOnDkKCgpyTFFRUS7eKwAA4CncHnY6duyoAwcOaM+ePRo/frySkpJ09OhRx3KbzebU3xhTpe1ytfWZPn26CgoKHNOZM2eubScAAIDHcnvY8fX1Vbt27dSzZ0/NmTNH3bp10+9+9zuFh4dLUpUrNLm5uY6rPeHh4SorK9O5c+dq7FMdu93ueAKscgIAANbk9rBzOWOMSktLFRsbq/DwcKWmpjqWlZWVafv27erTp48kqUePHvLx8XHqk52drcOHDzv6AACAG5u3Ozc+Y8YMJSYmKioqSkVFRVq9erXS0tK0ceNG2Ww2TZ48WbNnz1b79u3Vvn17zZ49W82aNdPo0aMlSUFBQRo3bpymTp2qkJAQBQcHa9q0aerSpYsGDRrkzl0DAAAewq1h55tvvtFjjz2m7OxsBQUFqWvXrtq4caMSEhIkSc8995xKSko0YcIEnTt3Tr169dLmzZsVGBjoGOOtt96St7e3Ro0apZKSEg0cOFApKSny8vJy124BAAAPYjPGGHcX4W6FhYUKCgpSQUEB9+9YxP79+9WjRw8lvLhMwdEdXT7+2azjSn39F0pPT9fPfvYzl48PAKjd1f799rh7dgAAAFyJsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACzNrWFnzpw5uvXWWxUYGKjWrVtrxIgROn78uFOfsWPHymazOU233367U5/S0lJNmjRJoaGh8vf317333qsvv/zyeu4KAADwUG4NO9u3b9czzzyjPXv2KDU1VRcvXtTgwYNVXFzs1O/uu+9Wdna2Y9qwYYPT8smTJ2vNmjVavXq1du7cqfPnz2vYsGGqqKi4nrsDAAA8kLc7N75x40an+WXLlql169ZKT0/XXXfd5Wi32+0KDw+vdoyCggItXbpU7777rgYNGiRJWrlypaKiorRlyxYNGTKk4XYAAAB4PI+6Z6egoECSFBwc7NSelpam1q1bq0OHDnryySeVm5vrWJaenq7y8nINHjzY0RYZGan4+Hjt2rWr2u2UlpaqsLDQaQIAANbkMWHHGKMpU6bozjvvVHx8vKM9MTFR7733nrZu3ao333xTe/fu1YABA1RaWipJysnJka+vr1q2bOk0XlhYmHJycqrd1pw5cxQUFOSYoqKiGm7HAACAW7n1Y6wfmzhxog4ePKidO3c6tT/88MOOn+Pj49WzZ0/FxMRo/fr1GjlyZI3jGWNks9mqXTZ9+nRNmTLFMV9YWEjgAQDAojziys6kSZO0bt06bdu2TW3atLli34iICMXExOjEiROSpPDwcJWVlencuXNO/XJzcxUWFlbtGHa7Xc2bN3eaAACANbk17BhjNHHiRH3wwQfaunWrYmNja10nPz9fZ86cUUREhCSpR48e8vHxUWpqqqNPdna2Dh8+rD59+jRY7QAAoHFw68dYzzzzjFatWqUPP/xQgYGBjntsgoKC5Ofnp/Pnzys5OVkPPPCAIiIidOrUKc2YMUOhoaG6//77HX3HjRunqVOnKiQkRMHBwZo2bZq6dOnieDoLAADcuNwadhYvXixJ6tevn1P7smXLNHbsWHl5eenQoUNasWKFvvvuO0VERKh///56//33FRgY6Oj/1ltvydvbW6NGjVJJSYkGDhyolJQUeXl5Xc/dAQAAHsitYccYc8Xlfn5+2rRpU63jNG3aVAsXLtTChQtdVRoAALAIj7hBGQAAoKEQdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKURdgAAgKXVK+zcdNNNys/Pr9L+3Xff6aabbrrqcebMmaNbb71VgYGBat26tUaMGKHjx4879THGKDk5WZGRkfLz81O/fv105MgRpz6lpaWaNGmSQkND5e/vr3vvvVdffvllfXYNAABYTL3CzqlTp1RRUVGlvbS0VF999dVVj7N9+3Y988wz2rNnj1JTU3Xx4kUNHjxYxcXFjj7z5s3T/PnztWjRIu3du1fh4eFKSEhQUVGRo8/kyZO1Zs0arV69Wjt37tT58+c1bNiwamsEAAA3Fu+6dF63bp3j502bNikoKMgxX1FRoY8++kht27a96vE2btzoNL9s2TK1bt1a6enpuuuuu2SM0YIFC/Tiiy9q5MiRkqTly5crLCxMq1at0lNPPaWCggItXbpU7777rgYNGiRJWrlypaKiorRlyxYNGTKkLrsIAAAspk5hZ8SIEZIkm82mpKQkp2U+Pj5q27at3nzzzXoXU1BQIEkKDg6WJGVmZionJ0eDBw929LHb7erbt6927dqlp556Sunp6SovL3fqExkZqfj4eO3atavasFNaWqrS0lLHfGFhYb1rBgAAnq1OYefSpUuSpNjYWO3du1ehoaEuK8QYoylTpujOO+9UfHy8JCknJ0eSFBYW5tQ3LCxMp0+fdvTx9fVVy5Ytq/SpXP9yc+bM0axZs1xWOwAA8Fz1umcnMzPTpUFHkiZOnKiDBw/qz3/+c5VlNpvNad4YU6XtclfqM336dBUUFDimM2fO1L9wAADg0ep0ZefHPvroI3300UfKzc11XPGp9Kc//alOY02aNEnr1q3Tjh071KZNG0d7eHi4pB+u3kRERDjac3NzHVd7wsPDVVZWpnPnzjld3cnNzVWfPn2q3Z7dbpfdbq9TjQAAoHGqV9iZNWuWXn31VfXs2VMRERG1XmWpiTFGkyZN0po1a5SWlqbY2Fin5bGxsQoPD1dqaqq6d+8uSSorK9P27ds1d+5cSVKPHj3k4+Oj1NRUjRo1SpKUnZ2tw4cPa968efWqC7haGRkZDTZ2aGiooqOjG2x8ALhR1Cvs/P73v1dKSooee+yxa9r4M888o1WrVunDDz9UYGCg4x6boKAg+fn5yWazafLkyZo9e7bat2+v9u3ba/bs2WrWrJlGjx7t6Dtu3DhNnTpVISEhCg4O1rRp09SlSxfH01mAq5UU5EuyacyYMQ22DT+/Zjp2LIPAAwDXqF5hp6ysrMaPiOpi8eLFkqR+/fo5tS9btkxjx46VJD333HMqKSnRhAkTdO7cOfXq1UubN29WYGCgo/9bb70lb29vjRo1SiUlJRo4cKBSUlLk5eV1zTUC1Sm/UCTJ6JbRz6tVbCeXj1+YfUof/2mW8vLyCDsAcI3qFXZ++ctfatWqVXr55ZevaePGmFr72Gw2JScnKzk5ucY+TZs21cKFC7Vw4cJrqgeoq4DW0QqO7ujuMgAAV1CvsPP9999ryZIl2rJli7p27SofHx+n5fPnz3dJcQAAANeqXmHn4MGDuuWWWyRJhw8fdlpW35uVAQAAGkK9ws62bdtcXQcAAECDqNdLBQEAABqLel3Z6d+//xU/rtq6dWu9CwIAAHCleoWdyvt1KpWXl+vAgQM6fPhwlS8IBQAAcKd6hZ233nqr2vbk5GSdP3/+mgoCAABwJZfeszNmzJg6fy8WAABAQ3Jp2Nm9e7eaNm3qyiEBAACuSb0+xho5cqTTvDFG2dnZ2rdv3zW/VRkAAMCV6hV2goKCnOabNGmijh076tVXX9XgwYNdUhgAAIAr1CvsLFu2zNV1AAAANIh6hZ1K6enpysjIkM1mU+fOndW9e3dX1QUAAOAS9Qo7ubm5euSRR5SWlqYWLVrIGKOCggL1799fq1evVqtWrVxdJwAAQL3U62msSZMmqbCwUEeOHNHZs2d17tw5HT58WIWFhXr22WddXSMAAEC91evKzsaNG7VlyxbdfPPNjrbOnTvr7bff5gZlAADgUep1ZefSpUvy8fGp0u7j46NLly5dc1EAAACuUq+wM2DAAP3Hf/yHvv76a0fbV199pV//+tcaOHCgy4oDAAC4VvUKO4sWLVJRUZHatm2rn/70p2rXrp1iY2NVVFSkhQsXurpGAACAeqvXPTtRUVHav3+/UlNTdezYMRlj1LlzZw0aNMjV9QEAAFyTOl3Z2bp1qzp37qzCwkJJUkJCgiZNmqRnn31Wt956q+Li4vTPf/6zQQoFAACojzqFnQULFujJJ59U8+bNqywLCgrSU089pfnz57usOAAAgGtVp4+xPvvsM82dO7fG5YMHD9Zvf/vbay4KAFA/WVlZysvLa7DxQ0NDFR0d3WDjAw2hTmHnm2++qfaRc8dg3t769ttvr7koAEDdZWVlqVOnm1VScqHBtuHn10zHjmUQeNCo1Cns/OQnP9GhQ4fUrl27apcfPHhQERERLikMAFA3eXl5Kim5oF5PzFTziLYuH78w+5Q+/tMs5eXlEXbQqNQp7Nxzzz165ZVXlJiYqKZNmzotKykp0cyZMzVs2DCXFggAqJvmEW0VHN3R3WUAHqNOYeell17SBx98oA4dOmjixInq2LGjbDabMjIy9Pbbb6uiokIvvvhiQ9UKAABQZ3UKO2FhYdq1a5fGjx+v6dOnyxgjSbLZbBoyZIjeeecdhYWFNUihAAAA9VHnlwrGxMRow4YNOnfunE6ePCljjNq3b6+WLVs2RH0AAADXpF5vUJakli1b6tZbb3VlLQAAAC5Xr+/GAgAAaCwIOwAAwNLq/TEWgMatId+0y1t2AXgSwg6uiFfPW1NDv2mXt+wC8CSEHdSIV89bV0O+aZe37ALwNIQd1IhXz1sfb9oFcCMg7KBW/EEEADRmPI0FAAAsjbADAAAsza1hZ8eOHRo+fLgiIyNls9m0du1ap+Vjx46VzWZzmm6//XanPqWlpZo0aZJCQ0Pl7++ve++9V19++eV13AsAAODJ3Bp2iouL1a1bNy1atKjGPnfffbeys7Md04YNG5yWT548WWvWrNHq1au1c+dOnT9/XsOGDVNFRUVDlw8AABoBt96gnJiYqMTExCv2sdvtCg8Pr3ZZQUGBli5dqnfffVeDBg2SJK1cuVJRUVHasmWLhgwZ4vKaAQBA4+LxT2OlpaWpdevWatGihfr27avXX39drVu3liSlp6ervLxcgwcPdvSPjIxUfHy8du3aVWPYKS0tVWlpqWO+sLCwYXcCAOB2vCT1xuXRYScxMVEPPfSQYmJilJmZqZdfflkDBgxQenq67Ha7cnJy5Ovrq5YtWzqtFxYWppycnBrHnTNnjmbNmtXQ5QMAPAQvSb2xeXTYefjhhx0/x8fHq2fPnoqJidH69es1cuTIGtczxshms9W4fPr06ZoyZYpjvrCwUFFRUa4pGgDgcXhJ6o3No8PO5SIiIhQTE6MTJ05IksLDw1VWVqZz5845Xd3Jzc1Vnz59ahzHbrfLbrc3eL0AAM/CS1JvTI3qPTv5+fk6c+aMIiIiJEk9evSQj4+PUlNTHX2ys7N1+PDhK4YdAABw43DrlZ3z58/r5MmTjvnMzEwdOHBAwcHBCg4OVnJysh544AFFRETo1KlTmjFjhkJDQ3X//fdLkoKCgjRu3DhNnTpVISEhCg4O1rRp09SlSxfH01kAAODG5taws2/fPvXv398xX3kfTVJSkhYvXqxDhw5pxYoV+u677xQREaH+/fvr/fffV2BgoGOdt956S97e3ho1apRKSko0cOBApaSkyMvL67rvDwAA8DxuDTv9+vWTMabG5Zs2bap1jKZNm2rhwoVauHChK0sDAAAW0aju2QEAAKgrwg4AALA0wg4AALA0wg4AALA0wg4AALC0RvUGZeBGk5GR0ajGBQBPRNgBPFBJQb4km8aMGdOg2ykvLWvQ8QHAExB2AA9UfqFIktEto59Xq9hOLh8/+9BuHV63RBcvXnT52ADgaQg7gAcLaB3dIF9aWJh9yuVjAoCn4gZlAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgaYQdAABgad7uLgAA6iorK0t5eXkNNn5oaKiio6MbbHwA1xdhB0CjkpWVpU6dblZJyYUG24afXzMdO5ZB4AEsgrADoFHJy8tTSckF9XpipppHtHX5+IXZp/Txn2YpLy+PsANYBGEHQKPUPKKtgqM7ursMAI2AW29Q3rFjh4YPH67IyEjZbDatXbvWabkxRsnJyYqMjJSfn5/69eunI0eOOPUpLS3VpEmTFBoaKn9/f91777368ssvr+NeAAAAT+bWsFNcXKxu3bpp0aJF1S6fN2+e5s+fr0WLFmnv3r0KDw9XQkKCioqKHH0mT56sNWvWaPXq1dq5c6fOnz+vYcOGqaKi4nrtBgAA8GBu/RgrMTFRiYmJ1S4zxmjBggV68cUXNXLkSEnS8uXLFRYWplWrVumpp55SQUGBli5dqnfffVeDBg2SJK1cuVJRUVHasmWLhgwZct32BQAAeCaPfc9OZmamcnJyNHjwYEeb3W5X3759tWvXLklSenq6ysvLnfpERkYqPj7e0ac6paWlKiwsdJoAAIA1eWzYycnJkSSFhYU5tYeFhTmW5eTkyNfXVy1btqyxT3XmzJmjoKAgxxQVFeXi6gEAgKfw2LBTyWazOc0bY6q0Xa62PtOnT1dBQYFjOnPmjEtqBQAAnsdjHz0PDw+X9MPVm4iICEd7bm6u42pPeHi4ysrKdO7cOaerO7m5uerTp0+NY9vtdtnt9gaq3BlvegUAwL08NuzExsYqPDxcqamp6t69uySprKxM27dv19y5cyVJPXr0kI+Pj1JTUzVq1ChJUnZ2tg4fPqx58+a5rfZKvOkVAAD3c2vYOX/+vE6ePOmYz8zM1IEDBxQcHKzo6GhNnjxZs2fPVvv27dW+fXvNnj1bzZo10+jRoyVJQUFBGjdunKZOnaqQkBAFBwdr2rRp6tKli+PpLHfiTa8AALifW8POvn371L9/f8f8lClTJElJSUlKSUnRc889p5KSEk2YMEHnzp1Tr169tHnzZgUGBjrWeeutt+Tt7a1Ro0appKREAwcOVEpKiry8vK77/tSEN70CAOA+bg07/fr1kzGmxuU2m03JyclKTk6usU/Tpk21cOFCLVy4sAEqBAAAjZ3HP40FAABwLQg7AADA0gg7AADA0jz20XNcvYyMjEY1LgAA1xNhpxErKciXZNOYMWMadDvlpWUNOj4AAA2JsNOIlV8okmR0y+jn1Sq2k8vHzz60W4fXLdHFixddPjYAANcLYccCAlpHN8h7fAqzT7l8TAAArjduUAYAAJbGlR0AqEZD3qDPF/gC1xdhBwB+5Hrc+M8X+ALXF2EHAH6koW/85wt8geuPsAMA1WioG/8BXH/coAwAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACyNsAMAACzN290FABkZGY1iTABA40TYgduUFORLsmnMmDENto3y0rIGGxsA0DgQduA25ReKJBndMvp5tYrt5NKxsw/t1uF1S3Tx4kWXjgsAaHwIO3C7gNbRCo7u6NIxC7NPuXQ8AEDjRdgBAKARyMrKUl5eXoONHxoaqujo6AYb350IOwAAeLisrCx16nSzSkouNNg2/Pya6dixDEsGHo8OO8nJyZo1a5ZTW1hYmHJyciRJxhjNmjVLS5Ys0blz59SrVy+9/fbbiouLc0e5AAA0iLy8PJWUXFCvJ2aqeURbl49fmH1KH/9plvLy8gg77hAXF6ctW7Y45r28vBw/z5s3T/Pnz1dKSoo6dOig1157TQkJCTp+/LgCAwPdUS4AAA2meURbl9/jeCPw+JcKent7Kzw83DG1atVK0g9XdRYsWKAXX3xRI0eOVHx8vJYvX64LFy5o1apVbq4aAAB4Co8POydOnFBkZKRiY2P1yCOP6F//+pckKTMzUzk5ORo8eLCjr91uV9++fbVr164rjllaWqrCwkKnCQAAWJNHh51evXppxYoV2rRpk/74xz8qJydHffr0UX5+vuO+nbCwMKd1fnxPT03mzJmjoKAgxxQVFdVg+wAAANzLo8NOYmKiHnjgAXXp0kWDBg3S+vXrJUnLly939LHZbE7rGGOqtF1u+vTpKigocExnzpxxffEAAMAjeHTYuZy/v7+6dOmiEydOKDw8XJKqXMXJzc2tcrXncna7Xc2bN3eaAACANTWqsFNaWqqMjAxFREQoNjZW4eHhSk1NdSwvKyvT9u3b1adPHzdWCQAAPIlHP3o+bdo0DR8+XNHR0crNzdVrr72mwsJCJSUlyWazafLkyZo9e7bat2+v9u3ba/bs2WrWrJlGjx7t7tIBAICH8Oiw8+WXX+rnP/+58vLy1KpVK91+++3as2ePYmJiJEnPPfecSkpKNGHCBMdLBTdv3sw7dgAAgINHh53Vq1dfcbnNZlNycrKSk5OvT0EAAFxBRkZGoxr3RuHRYQcAgMagpCBfkk1jxoxp0O2Ul5Y16PhWRdgBAOAalV8okmR0y+jn1Sq2k8vHzz60W4fXLdHFixddPvaNgLADAICLBLSObpDvrirMPuXyMW8kjerRcwAAgLoi7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEsj7AAAAEvji0ABwA0yMjIaxZiAFRB2AOA6KinIl2TTmDFjGmwb5aVlDTY20BgRdgDgOiq/UCTJ6JbRz6tVbCeXjp19aLcOr1uiixcvunRcoLEj7ACAGwS0jlZwdEeXjlmYfcql4wFWwQ3KAADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0gg7AADA0rzdXQAAa8rIyGhU4wKwLsIOAJcqKciXZNOYMWMadDvlpWUNOj4A67BM2HnnnXf0m9/8RtnZ2YqLi9OCBQv0//7f/3N3WcANp/xCkSSjW0Y/r1axnVw+fvah3Tq8bokuXrzo8rEBWJMlws7777+vyZMn65133tEdd9yhP/zhD0pMTNTRo0cVHR3t7vKAG1JA62gFR3d0+biF2adcPiYAa7NE2Jk/f77GjRunX/7yl5KkBQsWaNOmTVq8eLHmzJnj5uoAAFcrKytLeXl5Lh+Xe72uTkMdp9DQULdefGj0YaesrEzp6el64YUXnNoHDx6sXbt2uakqAEBdZWVlqVOnm1VScqHBtsG9XtVr6Hvt/Pya6dixDLcFnkYfdvLy8lRRUaGwsDCn9rCwMOXk5FS7TmlpqUpLSx3zBQUFkqTCwkKX1nb+/HlJ0tnTx3WxtMSlY0tSYfZpSVLBVyfk421j/Os0NuO7b2zGd9/YklSYkyVJSk9Pd/z/zZWOHz+ukpIL6pgwWs2Cw2pfoQ7OnsrQ6Y83Kv90hmyqcOnYUuM+byQp/4vDkoxu6veQgsLauHTsC2e/0fHUVTp16pRatGjh0rEr/24bY67c0TRyX331lZFkdu3a5dT+2muvmY4dO1a7zsyZM40kJiYmJiYmJgtMZ86cuWJWaPRXdkJDQ+Xl5VXlKk5ubm6Vqz2Vpk+frilTpjjmL126pLNnzyokJEQ2m+sTc00KCwsVFRWlM2fOqHnz5tdtu40Jx6h2HKPacYxqxzGqHcfoytxxfIwxKioqUmRk5BX7Nfqw4+vrqx49eig1NVX333+/oz01NVX33XdftevY7XbZ7XanNldfWquL5s2b8x9OLThGteMY1Y5jVDuOUe04Rld2vY9PUFBQrX0afdiRpClTpuixxx5Tz5491bt3by1ZskRZWVl6+umn3V0aAABwM0uEnYcfflj5+fl69dVXlZ2drfj4eG3YsEExMTHuLg0AALiZJcKOJE2YMEETJkxwdxl1YrfbNXPmzCofqeHfOEa14xjVjmNUO45R7ThGV+bJx8dmTG3PawEAADReTdxdAAAAQEMi7AAAAEsj7AAAAEsj7AAAAEsj7LhBcnKybDab0xQeHu7ustxqx44dGj58uCIjI2Wz2bR27Vqn5cYYJScnKzIyUn5+furXr5+OHDninmLdpLZjNHbs2Crn1e233+6eYt1gzpw5uvXWWxUYGKjWrVtrxIgROn78uFOfG/08uppjdKOfR4sXL1bXrl0dL8br3bu3/vGPfziW3+jnkFT7MfLEc4iw4yZxcXHKzs52TIcOHXJ3SW5VXFysbt26adGiRdUunzdvnubPn69FixZp7969Cg8PV0JCgoqKiq5zpe5T2zGSpLvvvtvpvNqwYcN1rNC9tm/frmeeeUZ79uxRamqqLl68qMGDB6u4uNjR50Y/j67mGEk39nnUpk0bvfHGG9q3b5/27dunAQMG6L777nMEmhv9HJJqP0aSB55DLvguTtTRzJkzTbdu3dxdhseSZNasWeOYv3TpkgkPDzdvvPGGo+377783QUFB5ve//70bKnS/y4+RMcYkJSWZ++67zy31eKLc3FwjyWzfvt0Yw3lUncuPkTGcR9Vp2bKl+e///m/OoSuoPEbGeOY5xJUdNzlx4oQiIyMVGxurRx55RP/617/cXZLHyszMVE5OjgYPHuxos9vt6tu3r3bt2uXGyjxPWlqaWrdurQ4dOujJJ59Ubm6uu0tym4KCAklScHCwJM6j6lx+jCpxHv2goqJCq1evVnFxsXr37s05VI3Lj1ElTzuHLPMG5cakV69eWrFihTp06KBvvvlGr732mvr06aMjR44oJCTE3eV5nMpvtL/8W+zDwsJ0+vRpd5TkkRITE/XQQw8pJiZGmZmZevnllzVgwAClp6d75BtNG5IxRlOmTNGdd96p+Ph4SZxHl6vuGEmcR5J06NAh9e7dW99//70CAgK0Zs0ade7c2RFoOIdqPkaSZ55DhB03SExMdPzcpUsX9e7dWz/96U+1fPlyTZkyxY2VeTabzeY0b4yp0nYje/jhhx0/x8fHq2fPnoqJidH69es1cuRIN1Z2/U2cOFEHDx7Uzp07qyzjPPpBTceI80jq2LGjDhw4oO+++05//etflZSUpO3btzuWcw7VfIw6d+7skecQH2N5AH9/f3Xp0kUnTpxwdykeqfJJtcp/mVfKzc2t8i8s/FtERIRiYmJuuPNq0qRJWrdunbZt26Y2bdo42jmP/q2mY1SdG/E88vX1Vbt27dSzZ0/NmTNH3bp10+9+9zvOoR+p6RhVxxPOIcKOBygtLVVGRoYiIiLcXYpHio2NVXh4uFJTUx1tZWVl2r59u/r06ePGyjxbfn6+zpw5c8OcV8YYTZw4UR988IG2bt2q2NhYp+WcR7Ufo+rcaOdRdYwxKi0t5Ry6gspjVB2POIfcdmv0DWzq1KkmLS3N/Otf/zJ79uwxw4YNM4GBgebUqVPuLs1tioqKzKeffmo+/fRTI8nMnz/ffPrpp+b06dPGGGPeeOMNExQUZD744ANz6NAh8/Of/9xERESYwsJCN1d+/VzpGBUVFZmpU6eaXbt2mczMTLNt2zbTu3dv85Of/OSGOUbjx483QUFBJi0tzWRnZzumCxcuOPrc6OdRbceI88iY6dOnmx07dpjMzExz8OBBM2PGDNOkSROzefNmYwznkDFXPkaeeg4Rdtzg4YcfNhEREcbHx8dERkaakSNHmiNHjri7LLfatm2bkVRlSkpKMsb88NjwzJkzTXh4uLHb7eauu+4yhw4dcm/R19mVjtGFCxfM4MGDTatWrYyPj4+Jjo42SUlJJisry91lXzfVHRtJZtmyZY4+N/p5VNsx4jwy5oknnjAxMTHG19fXtGrVygwcONARdIzhHDLmysfIU88hmzHGXL/rSAAAANcX9+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wA8HhLlixRVFSUmjRpogULFtRrDJvNprVr17q0robSr18/TZ482d1lAJZB2AHgMsnJybrllltcOmZhYaEmTpyo559/Xl999ZV+9atfXfcaADRu3u4uAACuJCsrS+Xl5Ro6dKilvozSGKOKigp5e7v+f8MVFRWy2Wxq0oR/zwISV3aAG9KlS5c0d+5ctWvXTna7XdHR0Xr99dclSYcOHdKAAQPk5+enkJAQ/epXv9L58+cd66alpem2226Tv7+/WrRooTvuuEOnT59WSkqKZs2apc8++0w2m002m00pKSm11pKVlaX77rtPAQEBat68uUaNGqVvvvlGkpSSkqIuXbpIkm666SbZbDadOnWqxrFqqyEvL0/333+/mjVrpvbt22vdunVO6x89elT33HOPAgICFBYWpscee0x5eXlXdUxLS0v17LPPqnXr1mratKnuvPNO7d271+m42Ww2bdq0ST179pTdbtc///lPFRcX6/HHH1dAQIAiIiL05ptvVhm7rKxMzz33nH7yk5/I399fvXr1UlpamtN+t2jRQn//+9/VuXNn2e12nT59+qrqBm4Ibv1mLgBu8dxzz5mWLVualJQUc/LkSfPPf/7T/PGPfzTFxcWOL6c9dOiQ+eijj0xsbKzjC1nLy8tNUFCQmTZtmjl58qQ5evSoSUlJMadPnzYXLlwwU6dONXFxcdV+43h1Ll26ZLp3727uvPNOs2/fPrNnzx7zs5/9zPTt29cY88OXCm7ZssVIMp988onJzs42Fy9erHG8K9UgybRp08asWrXKnDhxwjz77LMmICDA5OfnG2OM+frrr01oaKiZPn26ycjIMPv37zcJCQmmf//+V3VMn332WRMZGWk2bNhgjhw5YpKSkkzLli0d41d+kWvXrl3N5s2bzcmTJ01eXp4ZP368adOmjdm8ebM5ePCgGTZsmAkICDD/8R//4Rh79OjRpk+fPmbHjh3m5MmT5je/+Y2x2+3m888/N8YYs2zZMuPj42P69Olj/u///s8cO3bMnD9//qrqBm4EhB3gBlNYWGjsdrv54x//WGXZkiVLTMuWLZ3+UK5fv940adLE5OTkmPz8fCPJpKWlVTv2zJkzTbdu3a66ls2bNxsvLy+nb0Q+cuSII9wYY8ynn35qJJnMzMyrGrOmGiSZl156yTF//vx5Y7PZzD/+8Q9jjDEvv/yyGTx4sNM6Z86cMZLM8ePHr7jN8+fPGx8fH/Pee+852srKykxkZKSZN2+eMebfYWft2rWOPkVFRcbX19esXr3a0Zafn2/8/PwcYefkyZPGZrOZr776ymmbAwcONNOnTzfG/BB2JJkDBw5csU7gRsU9O8ANJiMjQ6WlpRo4cGC1y7p16yZ/f39H2x133KFLly7p+PHjuuuuuzR27FgNGTJECQkJGjRokEaNGlXve2kyMjIUFRWlqKgoR1vnzp3VokULZWRk6NZbb63XuDXp2rWr42d/f38FBgYqNzdXkpSenq5t27YpICCgynpffPGFOnToUOO4X3zxhcrLy3XHHXc42nx8fHTbbbcpIyPDqW/Pnj2d1isrK1Pv3r0dbcHBwerYsaNjfv/+/TLGVNl+aWmpQkJCHPO+vr5O+wfg3wg7wA3Gz8+vxmXGGNlstmqXVbYvW7ZMzz77rDZu3Kj3339fL730klJTU3X77bfXuZaatnelOq6Fj4+P07zNZtOlS5ck/XAf0/DhwzV37twq69UW5owxjvEub7+87cdBsnK9K7l06ZK8vLyUnp4uLy8vp2U/DmZ+fn4NcswAK+AGZeAG0759e/n5+emjjz6qsqxz5846cOCAiouLHW3/93//pyZNmjhdWejevbumT5+uXbt2KT4+XqtWrZL0w9WFioqKq66lc+fOysrK0pkzZxxtR48eVUFBgW6++eb67F6da6j0s5/9TEeOHFHbtm3Vrl07p+nHAaU67dq1k6+vr3bu3OloKy8v1759+664H+3atZOPj4/27NnjaDt37pw+//xzx3z37t1VUVGh3NzcKnWFh4fXeT+BGxFhB7jBNG3aVM8//7yee+45rVixQl988YX27NmjpUuX6tFHH1XTpk2VlJSkw4cPa9u2bZo0aZIee+wxhYWFKTMzU9OnT9fu3bt1+vRpbd68WZ9//rnjD3rbtm2VmZmpAwcOKC8vT6WlpVesZdCgQerataseffRR7d+/X5988okef/xx9e3b1+njnrqoaw2VnnnmGZ09e1Y///nP9cknn+hf//qXNm/erCeeeKLW8OTv76/x48frP//zP7Vx40YdPXpUTz75pC5cuKBx48bVuF5AQIDGjRun//zP/9RHH32kw4cPa+zYsU6PjHfo0EGPPvqoHn/8cX3wwQfKzMzU3r17NXfuXG3YsOHqDgpwo3Pj/UIA3KSiosK89tprJiYmxvj4+Jjo6Ggze/ZsY4wxBw8eNP379zdNmzY1wcHB5sknnzRFRUXGGGNycnLMiBEjTEREhPH19TUxMTHmlVdeMRUVFcYYY77//nvzwAMPmBYtWhhJZtmyZbXWcvr0aXPvvfcaf39/ExgYaB566CGTk5PjWF7XG5RrqkGSWbNmjVPfoKAgpxo///xzc//995sWLVoYPz8/06lTJzN58mRz6dKlWrdbUlJiJk2aZEJDQ43dbjd33HGH4yZrY/59g/K5c+ec1isqKjJjxowxzZo1M2FhYWbevHmmb9++Tk9jlZWVmVdeecW0bdvW+Pj4mPDwcHP//febgwcPGmN+uEE5KCjoqo4PcCOyGXMVHxoDAAA0UnyMBQAALI2wA6DBvPfeewoICKh2iouLq9eYcXFxNY753nvvuXgPfpCVlVXjNgMCApSVldUg2wXgGnyMBaDBFBUVOb764XI+Pj6KiYmp85inT59WeXl5tcvCwsIUGBhY5zFrc/HixSt+TUXbtm0b5DuuALgGYQcAAFgaH2MBAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABLI+wAAABL+/+OUaZIvOGT+QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x=df['cost_of_the_order'])\n",
    "plt.title('Cost of Order Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "p34KqEqx2rdL"
   },
   "source": [
    "#### Day of the week"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.histplot(x=df['day_of_the_week'])\n",
    "for patch in ax.patches:\n",
    "        ax.text(patch.get_x() + patch.get_width() / 2, patch.get_height() + 5, '{:.0f}'.format(patch.get_height()), ha='center')\n",
    "plt.title('Day of the week Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1oOW_lzO2rdL"
   },
   "source": [
    "#### Rating"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=df.rating)\n",
    "plt.title('Ratings Distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "OP1gYWnR2rdM"
   },
   "source": [
    "#### Food Preparation time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjMAAAGeCAYAAABhOIBvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA0yklEQVR4nO3de1xUdeL/8fcgMtzH26IipKilkddWN01XybxkKam5mW5karcVNKPUyMpsM8zKsvqKlax2WdSvpkkW/KwEzFVbL/m1tLWtNDVFN02GVJDL+f3hw9kmQIfj4HD09Xw85vFgPvPhzFvnYfPunM85x2YYhiEAAACL8vN1AAAAgAtBmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQG8aNGiRbLZbJU+HnnkEZ9k2bt37znnPfXUU245AwICFBMTowcffFDHjx+/KFl97dlnn9X7779fYTw3N1c2m025ubkXLcvZ9/TkIUktWrTQ3XfffdHyAbWRv68DAJeihQsXqm3btm5jkZGRPkrjmezsbDkcDhUWFuqjjz7S3Llz9c9//lMbNmxwfXFeqp599lkNHz5cQ4YMcRu/9tprtXHjRsXGxl60LGff89eGDh2qVq1a6YUXXqgwf+XKlQoPD79Y8YBaiTID1IB27dqpS5cuvo5RLb///e/VqFEjSVK/fv109OhRvfPOO9qwYYN69OhR6e+cPHlSwcHBFzPmeZWVlam0tFR2u/2CtxUeHq5u3bp5IdWFvafdble9evUqzdK5c+eLFQ2otTjMBPhAZmamunfvruDgYIWFhalfv34V/m9cktavX68bb7xRYWFhCg4O1vXXX68PP/ywwrxNmzapR48eCgwMVGRkpFJSUlRSUnJBGc9+cf7www+SpLi4OLVr107r1q3T9ddfr+DgYI0dO1aS5HQ69cgjjygmJkYBAQFq1qyZJk2apBMnTrht02azKSkpSa+//rquuuoq2e12xcbGasmSJW7z/vOf/2j8+PGKjY1VaGioIiIi1KdPH3322Wdu8/bu3SubzabZs2frmWeeUUxMjOx2u3JyclRUVKSHH35YnTp1ksPhUIMGDdS9e3etWrWqQqYTJ07orbfech2+iYuLk1T1YSZPPr+zh+927typkSNHyuFwqHHjxho7dqwKCgqq/4FU4beHmc5mzsjI0NSpU9W0aVOFhoZq8ODBOnz4sAoLC3XfffepUaNGatSokcaMGaNffvnFbZuGYWjevHnq1KmTgoKCVL9+fQ0fPlzff/+913ID3kSZAWrA2b0Dv36clZGRoVtvvVXh4eFavHix0tPT9fPPPysuLk7r1693zcvLy1OfPn1UUFCg9PR0LV68WGFhYRo8eLCWLl3qmrdr1y7deOONOn78uBYtWqT58+friy++0DPPPHNBf4Zvv/1WkvS73/3ONXbo0CHdeeedGjVqlD766CONHz9eJ0+eVO/evfXWW29p4sSJysrK0tSpU7Vo0SLFx8fLMAy37WZmZuqVV17R008/reXLl6t58+YaOXKkli9f7ppz7NgxSdL06dP14YcfauHChWrZsqXi4uIqXb/yyiuvaO3atXrhhReUlZWltm3bqri4WMeOHdMjjzyi999/X4sXL1bPnj01bNgwvf32267f3bhxo4KCgnTzzTdr48aN2rhxo+bNm1fl34unn99Zt912m6666iq99957evTRR5WRkaGHHnrIsw/hAjz22GM6cuSIFi1apBdffFG5ubkaOXKkbrvtNjkcDi1evFhTpkzRO++8o8cee8ztd++//35NmjRJffv21fvvv6958+Zp586duv7663X48OEazw5UmwHAaxYuXGhIqvRRUlJilJWVGZGRkUb79u2NsrIy1+8VFhYaERERxvXXX+8a69atmxEREWEUFha6xkpLS4127doZUVFRRnl5uWEYhjFixAgjKCjIyM/Pd5vXtm1bQ5KxZ8+ec2aePn26IcnIz883SkpKjJ9//tl49913jaCgICM6Oto4deqUYRiG0bt3b0OS8emnn7r9fmpqquHn52ds3rzZbXz58uWGJOOjjz5yjUmqMmvr1q2rzFhaWmqUlJQYN954ozF06FDX+J49ewxJRqtWrYzTp0+f8895dhvjxo0zOnfu7PZaSEiIMXr06Aq/k5OTY0gycnJyDMMwqvX5nf17nT17tts2x48fbwQGBro+P080b97cuOWWW6p87dfZz2YePHiw27xJkyYZkoyJEye6jQ8ZMsRo0KCB6/nGjRsNScaLL77oNm///v1GUFCQMWXKFI9zAxcLe2aAGvD2229r8+bNbg9/f3/t3r1bBw8eVEJCgvz8/vvPLzQ0VLfddps2bdqkkydP6sSJE/r88881fPhwhYaGuubVqVNHCQkJOnDggHbv3i1JysnJ0Y033qjGjRu7zRsxYkS1Mjdp0kR169ZV/fr1deedd+raa69Vdna2AgMDXXPq16+vPn36uP3e6tWr1a5dO3Xq1MltT9SAAQMqPURTVdZvv/1WBw4ccI3Pnz9f1157rQIDA+Xv76+6devq008/1ddff10he3x8vOrWrVthfNmyZerRo4dCQ0Nd20hPT690G57w9PP7bbZf69Chg4qKinTkyBFTGTw1aNAgt+dXX321JOmWW26pMH7s2DHXoabVq1fLZrPpzjvvdPs8mzRpoo4dO17UM7sAT7EAGKgBV199daULgI8ePSpJatq0aYXXIiMjVV5erp9//lmGYcgwjCrn/XpbR48eVZMmTSrMq2zsXD755BM5HA7VrVtXUVFRatiwYYU5leU5fPiwvv3220rLhCT99NNP5811duzo0aOKiorSnDlz9PDDD+uBBx7QX//6VzVq1Eh16tTRE088UWkRqSzXihUrdPvtt+tPf/qTJk+erCZNmsjf319paWn629/+Vvlfwnl4+vn9elH0b/8ezy5MPnXqlKkMnmrQoIHb84CAgHOOFxUVKTQ0VIcPH5ZhGG6F89datmxZA2mBC0OZAS6is19shw4dqvDawYMH5efnp/r168swDPn5+VU5T5LrzKOGDRsqPz+/wrzKxs6lY8eOrm1WpbJTtBs1aqSgoKAqC8Jvt3murGf/ft59913FxcUpLS3NbV5hYaHHud59913FxMRo6dKlbq8XFxdXug1PePr5WVmjRo1ks9n02WefVXpGmDfOEgO8jcNMwEXUpk0bNWvWTBkZGW4LY0+cOKH33nvPdYZMSEiIrrvuOq1YscLt/+DLy8v17rvvKioqSldddZUk6YYbbtCnn37qtjCzrKzMbZFwTRo0aJC+++47NWzYUF26dKnwaNGihdv8qrK2atVKUVFRks6Uk99+ae7YsaPSM76qcvYCgL8uMvn5+RXOZpLOfEF7sqfE08/PygYNGiTDMPTjjz9W+nm2b9/e1xGBCigzwEXk5+en2bNna/v27Ro0aJAyMzO1bNky3XDDDTp+/LhmzZrlmpuamqqjR4/qhhtu0PLly5WZmambb75ZX331lV544QXXl/Tjjz8uSerTp4+WLl2qDz74QLfcckuF06JryqRJk9SmTRv16tVLc+bM0SeffKI1a9ZowYIFuv322/X555+7zW/UqJH69OmjJUuW6IMPPtCgQYP0r3/9SzNnznTNGTRokNasWaPp06dr7dq1SktL04ABAxQTE+NxrkGDBmn37t0aP3681q5dq7feeks9e/as9BBR+/btlZubqw8++EBbtmxxrUf6rep8flbVo0cP3XfffRozZoymTJmi1atXKycnRxkZGRo/fnyFvWVAbcBhJuAiGzVqlEJCQpSamqoRI0aoTp066tatm3JycnT99de75vXu3Vtr167V9OnTdffdd6u8vFwdO3ZUZmam2+LOdu3a6ZNPPtHDDz+s0aNHq379+kpISNBtt92m++67r8b/PCEhIfrss880a9YsvfHGG9qzZ4+CgoJ0xRVXqG/fvhX2zMTHx+uaa67R448/rn379qlVq1b6+9//7rZgedq0aTp58qTS09M1e/ZsxcbGav78+Vq5cqXHC1DHjBmjI0eOaP78+frb3/6mli1b6tFHH9WBAwc0Y8YMt7lz585VYmKi7rjjDtep5lW9j6efn5W9/vrr6tatm15//XXNmzdP5eXlioyMVI8ePfSHP/zB1/GACmyG8ZuLQABADbHZbEpMTNRrr73m6ygALiEcZgIAAJZGmQEAAJbGmhkAFw1HtQHUBPbMAAAAS6PMAAAAS6PMAAAAS7vk18yUl5fr4MGDCgsLq/SS5wAAoPYxDEOFhYWKjIx0u7FrZS75MnPw4EFFR0f7OgYAADBh//79rludVOWSLzNhYWGSzvxlhIeH+zgNAADwhNPpVHR0tOt7/Fwu+TJz9tBSeHg4ZQYAAIvxZIkIC4ABAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClXfL3ZgK8yTAMFRUV+ToGdOazKC4uliTZ7XaP7t+CmhcYGMhngYuOMgNUQ1FRkQYOHOjrGECtlZWVpaCgIF/HwGWGw0wAAMDS2DMDVENgYKCysrJ8HQM6s5ds6NChkqSVK1cqMDDQx4kgic8BPkGZAarBZrOxC70WCgwM5HMBLmMcZgIAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJZGmQEAAJbm0zKTlpamDh06KDw8XOHh4erevbuysrIqnXv//ffLZrPp5ZdfvrghAQBArebTMhMVFaVZs2Zpy5Yt2rJli/r06aNbb71VO3fudJv3/vvv6/PPP1dkZKSPkgIAgNrKp2Vm8ODBuvnmm3XVVVfpqquu0syZMxUaGqpNmza55vz4449KSkrS3//+d9WtW9eHaQEAQG3k7+sAZ5WVlWnZsmU6ceKEunfvLkkqLy9XQkKCJk+erGuuucaj7RQXF6u4uNj13Ol01kheAABQO/h8AfCXX36p0NBQ2e12PfDAA1q5cqViY2MlSc8995z8/f01ceJEj7eXmpoqh8PhekRHR9dUdAAAUAv4fM9MmzZttH37dh0/flzvvfeeRo8erby8PJ06dUpz587Vtm3bZLPZPN5eSkqKkpOTXc+dTieFBgCAS5jNMAzD1yF+rW/fvmrVqpWuvvpqJScny8/vvzuPysrK5Ofnp+joaO3du9ej7TmdTjkcDhUUFCg8PLyGUgO42E6dOqWBAwdKkrKyshQUFOTjRAC8qTrf3z7fM/NbhmGouLhYCQkJ6tu3r9trAwYMUEJCgsaMGeOjdAAAoLbxaZl57LHHNHDgQEVHR6uwsFBLlixRbm6usrOz1bBhQzVs2NBtft26ddWkSRO1adPGR4kBAEBt49Myc/jwYSUkJOjQoUNyOBzq0KGDsrOz1a9fP1/GAgAAFuLTMpOenl6t+Z6ukwEAAJcPn5+aDQAAcCEoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNIoMwAAwNJ8WmbS0tLUoUMHhYeHKzw8XN27d1dWVpYkqaSkRFOnTlX79u0VEhKiyMhI3XXXXTp48KAvIwMAgFrGp2UmKipKs2bN0pYtW7Rlyxb16dNHt956q3bu3KmTJ09q27ZteuKJJ7Rt2zatWLFC33zzjeLj430ZGQAA1DI2wzAMX4f4tQYNGuj555/XuHHjKry2efNm/eEPf9APP/ygK664wqPtOZ1OORwOFRQUKDw83NtxAfjIqVOnNHDgQElSVlaWgoKCfJwIgDdV5/vb/yJlOq+ysjItW7ZMJ06cUPfu3SudU1BQIJvNpnr16lW5neLiYhUXF7ueO51Ob0cFAAC1iM8XAH/55ZcKDQ2V3W7XAw88oJUrVyo2NrbCvKKiIj366KMaNWrUORtaamqqHA6H6xEdHV2T8QEAgI/5vMy0adNG27dv16ZNm/SXv/xFo0eP1q5du9zmlJSU6I477lB5ebnmzZt3zu2lpKSooKDA9di/f39NxgcAAD7m88NMAQEBat26tSSpS5cu2rx5s+bOnavXX39d0pkic/vtt2vPnj1au3bteY+b2e122e32Gs8NAABqB5+Xmd8yDMO15uVskfn3v/+tnJwcNWzY0MfpAABAbePTMvPYY49p4MCBio6OVmFhoZYsWaLc3FxlZ2ertLRUw4cP17Zt27R69WqVlZUpPz9f0pkzngICAnwZHQAA1BI+LTOHDx9WQkKCDh06JIfDoQ4dOig7O1v9+vXT3r17lZmZKUnq1KmT2+/l5OQoLi7u4gcGAAC1jk/LTHp6epWvtWjRQrXsEjgAAKAW8vnZTAAAABeCMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACzNp3fNhmcMw1BRUZGvYwC1yq//TfDvA6hcYGCgbDabr2PUOMqMBRQVFWngwIG+jgHUWkOHDvV1BKBWysrKUlBQkK9j1DgOMwEAAEtjz4zF/NJppAw/PjZAhiGVl5752c9fugx2pQOesJWXKnT7Yl/HuKj4VrQYw89fqlPX1zGAWiLA1wGAWsfwdQAfMH2Y6Z133lGPHj0UGRmpH374QZL08ssva9WqVV4LBwAAcD6mykxaWpqSk5N188036/jx4yorK5Mk1atXTy+//LI38wEAAJyTqTLz6quv6s0339S0adNUp04d13iXLl305Zdfei0cAADA+ZgqM3v27FHnzp0rjNvtdp04ceKCQwEAAHjKVJmJiYnR9u3bK4xnZWUpNjb2QjMBAAB4zNTZTJMnT1ZiYqKKiopkGIb++c9/avHixUpNTdWCBQu8nREAAKBKpsrMmDFjVFpaqilTpujkyZMaNWqUmjVrprlz5+qOO+7wdkYAAIAqmb7OzL333qt7771XP/30k8rLyxUREeHNXAAAAB654IvmNWrUyBs5AAAATDFVZo4ePaonn3xSOTk5OnLkiMrLy91eP3bsmFfCAQAAnI+pMnPnnXfqu+++07hx49S4cePL4vbiAACgdjJVZtavX6/169erY8eO3s4DAABQLaauM9O2bVudOnXK21kAAACqzVSZmTdvnqZNm6a8vDwdPXpUTqfT7QEAAHCxmDrMVK9ePRUUFKhPnz5u44ZhyGazuW48CQAAUNNMlZk///nPCggIUEZGBguAAQCAT5kqM1999ZW++OILtWnT5oLePC0tTWlpadq7d68k6ZprrtGTTz6pgQMHSjqzp2fGjBl644039PPPP+u6667T//zP/+iaa665oPcFAACXDlNrZrp06aL9+/df8JtHRUVp1qxZ2rJli7Zs2aI+ffro1ltv1c6dOyVJs2fP1pw5c/Taa69p8+bNatKkifr166fCwsILfm8AAHBpMLVnZsKECXrwwQc1efJktW/fXnXr1nV7vUOHDh5tZ/DgwW7PZ86cqbS0NG3atEmxsbF6+eWXNW3aNA0bNkyS9NZbb6lx48bKyMjQ/fffX+k2i4uLVVxc7HrOgmQAAC5tpsrMiBEjJEljx451jdlstgtaAFxWVqZly5bpxIkT6t69u/bs2aP8/Hz179/fNcdut6t3797asGFDlWUmNTVVM2bMqPb7AwAAazJVZvbs2eO1AF9++aW6d++uoqIihYaGauXKlYqNjdWGDRskSY0bN3ab37hxY/3www9Vbi8lJUXJycmu506nU9HR0V7LCwAAahdTZaZ58+ZeC9CmTRtt375dx48f13vvvafRo0crLy/P9fpvz5Q6u/enKna7XXa73Wv5AABA7eZxmcnMzNTAgQNVt25dZWZmnnNufHy8xwECAgLUunVrSWcWFm/evFlz587V1KlTJUn5+flq2rSpa/6RI0cq7K0BAACXL4/LzJAhQ5Sfn6+IiAgNGTKkynkXetE8wzBUXFysmJgYNWnSRB9//LE6d+4sSTp9+rTy8vL03HPPmd4+AAC4tHhcZsrLyyv9+UI89thjGjhwoKKjo1VYWKglS5YoNzdX2dnZstlsmjRpkp599lldeeWVuvLKK/Xss88qODhYo0aN8sr7AwAA6zO1Zubtt9/WiBEjKqxNOX36tJYsWaK77rrLo+0cPnxYCQkJOnTokBwOhzp06KDs7Gz169dPkjRlyhSdOnVK48ePd100b82aNQoLCzMTGwAAXIJshmEY1f2lOnXq6NChQ4qIiHAbP3r0qCIiImrVvZmcTqccDocKCgoUHh7u6zimnDp1ynVV5MJrE6Q6dc/zGwCAy1ZZicK2vSNJysrKUlBQkI8DmVOd729TVwCu6oyiAwcOyOFwmNkkAACAKdU6zNS5c2fZbDbZbDbdeOON8vf/76+XlZVpz549uummm7weEgAAoCrVKjNnz2Lavn27BgwYoNDQUNdrAQEBatGihW677TavBgQAADiXapWZ6dOnS5JatGihESNGKDAw8JzzFy9erPj4eIWEhJhPCAAAcA6m1syMHj36vEVGku6//34dPnzYzFsAAAB4xFSZ8ZSJE6UAAACqpUbLDAAAQE2jzAAAAEujzAAAAEujzAAAAEur0TLTvHlz1a3LpfcBAEDNMXWjybNOnz6tI0eOVLiL9hVXXCFJ+uqrry5k8wAAAOdlqsz8+9//1tixY7Vhwwa38bP3bKpNN5oEAACXNlNl5u6775a/v79Wr16tpk2bVnrTSQAAgIvBVJnZvn27tm7dqrZt23o7DwAAQLWYWgAcGxurn376ydtZAAAAqs1UmXnuuec0ZcoU5ebm6ujRo3I6nW4PAACAi8XUYaa+fftKkm688Ua3cRYAAwCAi81UmcnJyfF2DgAAAFNMlZnevXt7OwcAAIAppi+ad/z4caWnp+vrr7+WzWZTbGysxo4dK4fD4c18AAAA52RqAfCWLVvUqlUrvfTSSzp27Jh++uknzZkzR61atdK2bdu8nREAAKBKpvbMPPTQQ4qPj9ebb74pf/8zmygtLdU999yjSZMmad26dV4NCQAAUBVTZWbLli1uRUaS/P39NWXKFHXp0sVr4QAAAM7H1GGm8PBw7du3r8L4/v37FRYWdsGhAAAAPGWqzIwYMULjxo3T0qVLtX//fh04cEBLlizRPffco5EjR3o7IwAAQJVMHWZ64YUXZLPZdNddd6m0tFSSVLduXf3lL3/RrFmzvBoQAADgXEyVmYCAAM2dO1epqan67rvvZBiGWrdureDgYG/nAwAAOCfT15mRpODgYLVv395bWQAAAKrN4zIzbNgwLVq0SOHh4Ro2bNg5565YseKCgwEAAHjC4zLjcDhks9kknTmb6ezPAAAAvuRxmVm4cKHr50WLFtVEFgAAgGozdWp2nz59dPz48QrjTqdTffr0udBMAAAAHjNVZnJzc3X69OkK40VFRfrss8883k5qaqq6du2qsLAwRUREaMiQIdq9e7fbnF9++UVJSUmKiopSUFCQrr76aqWlpZmJDQAALkHVOptpx44drp937dql/Px81/OysjJlZ2erWbNmHm8vLy9PiYmJ6tq1q0pLSzVt2jT1799fu3btUkhIiKQz94HKycnRu+++qxYtWmjNmjUaP368IiMjdeutt1YnPgAAuARVq8x06tRJNptNNput0sNJQUFBevXVVz3eXnZ2ttvzhQsXKiIiQlu3blWvXr0kSRs3btTo0aMVFxcnSbrvvvv0+uuva8uWLZQZAABQvTKzZ88eGYahli1b6p///Kd+97vfuV4LCAhQRESE6tSpYzpMQUGBJKlBgwausZ49eyozM1Njx45VZGSkcnNz9c0332ju3LmVbqO4uFjFxcWu506n03QeAABQ+1WrzDRv3lySVF5e7vUghmEoOTlZPXv2VLt27Vzjr7zyiu69915FRUXJ399ffn5+WrBggXr27FnpdlJTUzVjxgyv5wMAALXTBV0BeNeuXdq3b1+FxcDx8fHV3lZSUpJ27Nih9evXu42/8sor2rRpkzIzM9W8eXOtW7dO48ePV9OmTdW3b98K20lJSVFycrLrudPpVHR0dLXzAAAAazBVZr7//nsNHTpUX375pWw2mwzDkCTXhfTKysqqtb0JEyYoMzNT69atU1RUlGv81KlTeuyxx7Ry5UrdcsstkqQOHTpo+/bteuGFFyotM3a7XXa73cwfCwAAWJCpU7MffPBBxcTE6PDhwwoODtbOnTu1bt06denSRbm5uR5vxzAMJSUlacWKFVq7dq1iYmLcXi8pKVFJSYn8/Nxj1qlTp0YOdQEAAOsxtWdm48aNWrt2rX73u9/Jz89Pfn5+6tmzp1JTUzVx4kR98cUXHm0nMTFRGRkZWrVqlcLCwlynejscDgUFBSk8PFy9e/fW5MmTFRQUpObNmysvL09vv/225syZYyY6AAC4xJjaM1NWVqbQ0FBJUqNGjXTw4EFJZxYI//aid+eSlpamgoICxcXFqWnTpq7H0qVLXXOWLFmirl276s9//rNiY2M1a9YszZw5Uw888ICZ6AAA4BJjas9Mu3bttGPHDrVs2VLXXXedZs+erYCAAL3xxhtq2bKlx9s5u9bmXJo0aeJ2XygAAIBfM1VmHn/8cZ04cUKS9Mwzz2jQoEH64x//qIYNG7rtVQEAAKhppsrMgAEDXD+3bNlSu3bt0rFjx1S/fn3XGU0AAAAXQ7XXzJSWlsrf319fffWV23iDBg0oMgAA4KKrdpnx9/dX8+bNq30tGQAAgJpg6mymxx9/XCkpKTp27Ji38wAAAFSLqTUzr7zyir799ltFRkaqefPmCgkJcXt927ZtXgkHAABwPqbKzJAhQ7wcAwAAwBxTZWb69OnezgEAAGCKqTUzAAAAtYWpPTNlZWV66aWX9L//+7/at2+fTp8+7fY6C4MBAMDFYmrPzIwZMzRnzhzdfvvtKigoUHJysoYNGyY/Pz899dRTXo4IAABQNVNl5u9//7vefPNNPfLII/L399fIkSO1YMECPfnkk9q0aZO3MwIAAFTJVJnJz89X+/btJUmhoaEqKCiQJA0aNEgffvih99IBAACch6kyExUVpUOHDkmSWrdurTVr1kiSNm/eLLvd7r10AAAA52FqAfDQoUP16aef6rrrrtODDz6okSNHKj09Xfv27dNDDz3k7YyXPcMw/vukrMR3QQAAtd+vvifcvj8uYabKzKxZs1w/Dx8+XFFRUdqwYYNat26t+Ph4r4XDGcXFxa6fw/5viQ+TAACspLi4WMHBwb6OUeNMlZnf6tatm7p16+aNTQEAAFSL6TKze/duvfrqq/r6669ls9nUtm1bTZgwQW3atPFmPkhu65AKO94h1anrwzQAgFqtrMS1F/9yWcdqqswsX75cI0eOVJcuXdS9e3dJ0qZNm9SuXTtlZGToT3/6k1dDXu5sNtt/n9SpS5kBAHjE7fvjEmaqzEyZMkUpKSl6+umn3canT5+uqVOnUmYAAMBFY/o6M3fddVeF8TvvvFP5+fkXHAoAAMBTpspMXFycPvvsswrj69ev1x//+McLDgUAAOApU4eZ4uPjNXXqVG3dutV1FtOmTZu0bNkyzZgxQ5mZmW5zAQAAaorNMHFFHT8/z3bo2Gw2lZWVVTuUNzmdTjkcDhUUFCg8PNynWcw6deqUBg4cKEkqvDaBBcAAgKqVlShs2zuSpKysLAUFBfk4kDnV+f42tWemvLzcVDAAAABvM7Vm5teKioq8kQMAAMAUU2WmrKxMf/3rX9WsWTOFhobq+++/lyQ98cQTSk9P92pAAACAczFVZmbOnKlFixZp9uzZCggIcI23b99eCxYs8Fo4AACA8zFVZt5++2298cYb+vOf/6w6deq4xjt06KB//etfXgsHAABwPqbKzI8//qjWrVtXGC8vL1dJSUklvwEAAFAzTJWZa665ptKL5i1btkydO3e+4FAAAACeMnVq9vTp05WQkKAff/xR5eXlWrFihXbv3q23335bq1ev9nZGAACAKpnaMzN48GAtXbpUH330kWw2m5588kl9/fXX+uCDD9SvXz9vZwQAAKhStffMlJaWaubMmRo7dqzy8vJqIhMAAIDHqr1nxt/fX88//7xXblOQmpqqrl27KiwsTBERERoyZIh2795dYd7XX3+t+Ph4ORwOhYWFqVu3btq3b98Fvz8AALA+U4eZ+vbtq9zc3At+87y8PCUmJmrTpk36+OOPVVpaqv79++vEiROuOd9995169uyptm3bKjc3V//3f/+nJ554QoGBgRf8/gAAwPpMLQAeOHCgUlJS9NVXX+n3v/+9QkJC3F739E7Z2dnZbs8XLlyoiIgIbd26Vb169ZIkTZs2TTfffLNmz57tmteyZUszsQEAwCXIVJn5y1/+IkmaM2dOhdcu5E7ZBQUFkqQGDRpIOnPdmg8//FBTpkzRgAED9MUXXygmJkYpKSkaMmRIpdsoLi5WcXGx67nT6TSVBQAAWIOpw0zl5eVVPswWGcMwlJycrJ49e6pdu3aSpCNHjuiXX37RrFmzdNNNN2nNmjUaOnSohg0bVuXi49TUVDkcDtcjOjraVB4AAGANpvbM1ISkpCTt2LFD69evd42Vl5dLkm699VY99NBDkqROnTppw4YNmj9/vnr37l1hOykpKUpOTnY9dzqdFBoAAC5hpvbMSNKnn36qQYMGqVWrVmrdurUGDRqkTz75xNS2JkyYoMzMTOXk5CgqKso13qhRI/n7+ys2NtZt/tVXX13l2Ux2u13h4eFuDwAAcOkyVWZee+013XTTTQoLC9ODDz6oiRMnKjw8XDfffLNee+01j7djGIaSkpK0YsUKrV27VjExMW6vBwQEqGvXrhVO1/7mm2/UvHlzM9EBAMAlxtRhptTUVL300ktKSkpyjU2cOFE9evTQzJkz3cbPJTExURkZGVq1apXCwsKUn58vSXI4HAoKCpIkTZ48WSNGjFCvXr10ww03KDs7Wx988IFXTg0HAADWZ2rPjNPp1E033VRhvH///tU6eygtLU0FBQWKi4tT06ZNXY+lS5e65gwdOlTz58/X7Nmz1b59ey1YsEDvvfeeevbsaSY6AAC4xJjaMxMfH6+VK1dq8uTJbuOrVq3S4MGDPd6OYRgezRs7dqzGjh1brYwAAODyYKrMXH311Zo5c6Zyc3PVvXt3SdKmTZv0j3/8Qw8//LBeeeUV19yJEyd6JykAAEAlTJWZ9PR01a9fX7t27dKuXbtc4/Xq1VN6errruc1mo8wAAIAaZarM7Nmzx9s5AAAATDF9nRlPhIeH6/vvv6/JtwAAAJe5Gi0zni7wBQAAMKtGywwAAEBNo8wAAABLo8wAAABLq9EyY7PZanLzAAAALAAGAADWVqNlJisrS82aNavJtwAAAJc5jy+al5yc7PFG58yZI0ncDBIAANQ4j8vMF1984fZ869atKisrU5s2bSRJ33zzjerUqaPf//733k0IAABwDh6XmZycHNfPc+bMUVhYmN566y3Vr19fkvTzzz9rzJgx+uMf/+j9lAAAAFUwtWbmxRdfVGpqqqvISFL9+vX1zDPP6MUXX/RaOAAAgPMxVWacTqcOHz5cYfzIkSMqLCy84FAAAACeMlVmhg4dqjFjxmj58uU6cOCADhw4oOXLl2vcuHEaNmyYtzMCAABUyeM1M782f/58PfLII7rzzjtVUlJyZkP+/ho3bpyef/55rwYEAAA4F1NlJjg4WPPmzdPzzz+v7777ToZhqHXr1goJCfF2PgAAgHMyVWbOCgkJUYMGDWSz2SgyAADAJ0ytmSkvL9fTTz8th8Oh5s2b64orrlC9evX017/+VeXl5d7OCAAAUCVTe2amTZum9PR0zZo1Sz169JBhGPrHP/6hp556SkVFRZo5c6a3cwIAAFTKVJl56623tGDBAsXHx7vGOnbsqGbNmmn8+PGUGQAAcNGYOsx07NgxtW3btsJ427ZtdezYsQsOBQAA4ClTZaZjx4567bXXKoy/9tpr6tix4wWHAgAA8JSpw0yzZ8/WLbfcok8++UTdu3eXzWbThg0btH//fn300UfezggAAFAlU3tmevfurW+++UZDhw7V8ePHdezYMQ0bNky7d+/mRpMAAOCiMn2dmcjISBb6AgAAnzNdZo4fP6709HR9/fXXstlsio2N1dixY+VwOLyZDwAA4JxMHWbasmWLWrVqpZdeeknHjh3TTz/9pDlz5qhVq1batm2btzMCAABUydSemYceekjx8fF688035e9/ZhOlpaW65557NGnSJK1bt86rIQEAAKpiqsxs2bLFrchIZ+6aPWXKFHXp0sVr4QAAAM7H1GGm8PBw7du3r8L4/v37FRYWdsGhAAAAPGWqzIwYMULjxo3T0qVLtX//fh04cEBLlizRPffco5EjR3o7IwAAQJU8LjM7duxw3RH7hRde0LBhw3TXXXepRYsWat68ue6++24NHz5czz33nMdvnpqaqq5duyosLEwREREaMmSIdu/eXeX8+++/XzabTS+//LLH7wEAAC5tHq+Z6dy5sw4dOqSIiAi1bdtWmzdvVmpqqr799ltJUuvWrRUcHFytN8/Ly1NiYqK6du2q0tJSTZs2Tf3799euXbsUEhLiNvf999/X559/rsjIyGq9BwAAuLR5XGbq1aunPXv2KCIiQnv37lV5ebmCg4PVoUMH02+enZ3t9nzhwoWKiIjQ1q1b1atXL9f4jz/+qKSkJP2///f/dMstt5h+PwAAcOnxuMzcdttt6t27t5o2bSqbzaYuXbqoTp06lc79/vvvTYUpKCiQJDVo0MA1Vl5eroSEBE2ePFnXXHPNebdRXFys4uJi13On02kqCwAAsAaPy8wbb7yhYcOG6dtvv9XEiRN17733evXMJcMwlJycrJ49e6pdu3au8eeee07+/v6aOHGiR9tJTU3VjBkzvJYLAADUbtW6zsxNN90kSdq6dasefPBBr5aZpKQk7dixQ+vXr3eNbd26VXPnztW2bdtks9k82k5KSoqSk5Ndz51Op6Kjo72WEwAA1C6mTs1euHChV4vMhAkTlJmZqZycHEVFRbnGP/vsMx05ckRXXHGF/P395e/vrx9++EEPP/ywWrRoUem27Ha7wsPD3R4AAODSZfpGk95gGIYmTJiglStXKjc3VzExMW6vJyQkqG/fvm5jAwYMUEJCgsaMGXMxowIAgFrKp2UmMTFRGRkZWrVqlcLCwpSfny9JcjgcCgoKUsOGDdWwYUO336lbt66aNGmiNm3a+CIyAACoZUwdZvKWtLQ0FRQUKC4uTk2bNnU9li5d6stYAADAQnx+mKm69u7d6/0gAADAsny6ZwYAAOBCUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAIClUWYAAICl+fSu2ag+W3mpqn+vceASZBhSeemZn/38JZvNt3mAWsJ29t/FZYQyYzGh2xf7OgIAALUKh5kAAIClsWfGAgIDA5WVleXrGECtUlRUpKFDh0qSVq5cqcDAQB8nAmqfy+XfBWXGAmw2m4KCgnwdA6i1AgMD+TcCXMY4zAQAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACyNMgMAACzNp2UmNTVVXbt2VVhYmCIiIjRkyBDt3r3b9XpJSYmmTp2q9u3bKyQkRJGRkbrrrrt08OBBH6YGAAC1iU/LTF5enhITE7Vp0yZ9/PHHKi0tVf/+/XXixAlJ0smTJ7Vt2zY98cQT2rZtm1asWKFvvvlG8fHxvowNAABqEX9fvnl2drbb84ULFyoiIkJbt25Vr1695HA49PHHH7vNefXVV/WHP/xB+/bt0xVXXHEx4wIAgFrIp2XmtwoKCiRJDRo0OOccm82mevXqVfp6cXGxiouLXc+dTqdXMwIAgNql1iwANgxDycnJ6tmzp9q1a1fpnKKiIj366KMaNWqUwsPDK52Tmpoqh8PhekRHR9dkbAAA4GO1pswkJSVpx44dWrx4caWvl5SU6I477lB5ebnmzZtX5XZSUlJUUFDgeuzfv7+mIgMAgFqgVhxmmjBhgjIzM7Vu3TpFRUVVeL2kpES333679uzZo7Vr11a5V0aS7Ha77HZ7TcYFAAC1iE/LjGEYmjBhglauXKnc3FzFxMRUmHO2yPz73/9WTk6OGjZs6IOkAACgtvJpmUlMTFRGRoZWrVqlsLAw5efnS5IcDoeCgoJUWlqq4cOHa9u2bVq9erXKyspccxo0aKCAgABfxgcAALWAT8tMWlqaJCkuLs5tfOHChbr77rt14MABZWZmSpI6derkNicnJ6fC7wEAgMuPzw8znUuLFi3OOwcAAFzeas3ZTAAAAGZQZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKVRZgAAgKX5tMykpqaqa9euCgsLU0REhIYMGaLdu3e7zTEMQ0899ZQiIyMVFBSkuLg47dy500eJAQBAbePvyzfPy8tTYmKiunbtqtLSUk2bNk39+/fXrl27FBISIkmaPXu25syZo0WLFumqq67SM888o379+mn37t0KCwvzZXxchgzDUFFRka9jQHL7HPhMao/AwEDZbDZfx8BlxmYYhuHrEGf95z//UUREhPLy8tSrVy8ZhqHIyEhNmjRJU6dOlSQVFxercePGeu6553T//fdX2EZxcbGKi4tdz51Op6Kjo1VQUKDw8PCL9mfBpenUqVMaOHCgr2MAtVZWVpaCgoJ8HQOXAKfTKYfD4dH3d61aM1NQUCBJatCggSRpz549ys/PV//+/V1z7Ha7evfurQ0bNlS6jdTUVDkcDtcjOjq65oMDAACf8elhpl8zDEPJycnq2bOn2rVrJ0nKz8+XJDVu3NhtbuPGjfXDDz9Uup2UlBQlJye7np/dMwN4Q2BgoLKysnwdAzrz34yze2HtdjuHNmqJwMBAX0fAZajWlJmkpCTt2LFD69evr/Dab/8jZRhGlf/hstvtstvtNZIRsNls7EKvRYKDg30dAUAtUCsOM02YMEGZmZnKyclRVFSUa7xJkyaS/ruH5qwjR45U2FsDAAAuTz4tM4ZhKCkpSStWrNDatWsVExPj9npMTIyaNGmijz/+2DV2+vRp5eXl6frrr7/YcQEAQC3k08NMiYmJysjI0KpVqxQWFubaA+NwOBQUFCSbzaZJkybp2Wef1ZVXXqkrr7xSzz77rIKDgzVq1ChfRgcAALWET8tMWlqaJCkuLs5tfOHChbr77rslSVOmTNGpU6c0fvx4/fzzz7ruuuu0Zs0arjEDAAAk1bLrzNSE6pynDgAAagfLXmcGAACguigzAADA0igzAADA0igzAADA0igzAADA0igzAADA0igzAADA0igzAADA0mrNXbNrytlrAjqdTh8nAQAAnjr7ve3JtX0v+TJTWFgoSYqOjvZxEgAAUF2FhYVyOBznnHPJ386gvLxcBw8eVFhYmGw2m6/jAPAip9Op6Oho7d+/n9uVAJcYwzBUWFioyMhI+fmde1XMJV9mAFy6uPcaAIkFwAAAwOIoMwAAwNIoMwAsy263a/r06bLb7b6OAsCHWDMDAAAsjT0zAADA0igzAADA0igzAADA0igzAADA0igzAADA0igzAADA0igzAADA0igzAADA0v4/0nsvTHB1ji8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(y=df.food_preparation_time)\n",
    "plt.title('Food Preparation Time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ENW0PF5b2rdM"
   },
   "source": [
    "#### Delivery time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(y=df.delivery_time)\n",
    "plt.title('Delivery Time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "K9CqA5H_JY_U"
   },
   "source": [
    "### **Question 7**: Which are the top 5 restaurants in terms of the number of orders received? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "restaurant_name\n",
      "Shake Shack                  219\n",
      "The Meatball Shop            132\n",
      "Blue Ribbon Sushi            119\n",
      "Blue Ribbon Fried Chicken     96\n",
      "Parm                          68\n",
      "Name: order_id, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Group the data by restaurant name and calculate the sum of orders for each restaurant\n",
    "restaurant_orders = df.groupby('restaurant_name')['order_id'].count()\n",
    "\n",
    "# Sort the restaurants based on the number of orders in descending order\n",
    "top_restaurants = restaurant_orders.sort_values(ascending=False)\n",
    "\n",
    "# Get the top 5 restaurants\n",
    "top_5_restaurants = top_restaurants.head(5)\n",
    "\n",
    "# Display the top 5 restaurants\n",
    "print(top_5_restaurants)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gWPMqGq0JY_U"
   },
   "source": [
    "### **Question 8**: Which is the most popular cuisine on weekends?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# filter for weekends\n",
    "weekend_df = df[df['day_of_the_week'].isin(['Weekend'])]\n",
    "\n",
    "# grouping by cuisine type and getting the value counts\n",
    "cuisine = weekend_df['cuisine_type'].value_counts()\n",
    "\n",
    "sns.barplot(y=cuisine.index, x=cuisine.values)\n",
    "plt.title('Most Popular Cuisine on Weekends')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "88xgTqkxJY_U"
   },
   "source": [
    "### **Question 9**: What percentage of the orders cost more than 20 dollars?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of Orders more than $20: 29.24%\n"
     ]
    }
   ],
   "source": [
    "# Number of orders more than $20\n",
    "more_20 = len(df[df['cost_of_the_order'] > 20])\n",
    "\n",
    "# Total orders\n",
    "total_orders = len(df)\n",
    "\n",
    "# percentage of orders more than $20\n",
    "more_20_perc = (more_20/total_orders)*100\n",
    "\n",
    "print(f'Percentage of Orders more than $20: {round(more_20_perc, 2)}%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HFyHn7hsJY_V"
   },
   "source": [
    "### **Question 10**: What is the mean order delivery time?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean order delivery time: 24.16 minutes\n"
     ]
    }
   ],
   "source": [
    "avg_delivery_time = df.delivery_time.mean()\n",
    "\n",
    "print(f'Mean order delivery time: {avg_delivery_time:.2f} minutes')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "48IjaOuDJY_V"
   },
   "source": [
    "### **Question 11:** The company has decided to give 20% discount vouchers to the top 3 most frequent customers. Find the IDs of these customers and the number of orders they placed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "customer_id\n",
      "52832    13\n",
      "47440    10\n",
      "83287     9\n",
      "Name: order_id, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Group the data by customer ID and calculate the number of orders\n",
    "customers = df.groupby('customer_id')['order_id'].count()\n",
    "\n",
    "# Sort the customers based on the number of orders in descending order\n",
    "top_customers = customers.sort_values(ascending=False)\n",
    "\n",
    "# Get the top 3 customers\n",
    "top_3_customers = top_customers.head(3)\n",
    "\n",
    "# Display the top 3 customers\n",
    "print(top_3_customers)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AfIc2jPaJY_V"
   },
   "source": [
    "### Multivariate Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "iqiS0RT_JY_V"
   },
   "source": [
    "### **Question 12**: Perform a multivariate analysis to explore relationships between the important variables in the dataset. (It is a good idea to explore relations between numerical variables as well as relations between numerical and categorical variables)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "sTYfSbdR2rdO"
   },
   "source": [
    "#### Cuisine vs Cost of the order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(data=df, x='cuisine_type', y='cost_of_the_order')\n",
    "plt.title('Cuisine vs Cost of the order')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cmf4oTiB2rdQ"
   },
   "source": [
    "#### Cuisine vs Food Preparation time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(data=df, x='cuisine_type', y='food_preparation_time')\n",
    "plt.title('Cuisine vs Food Preparation time')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "28L5vjZw2rdQ"
   },
   "source": [
    "#### Day of the Week vs Delivery time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5))\n",
    "sns.violinplot(data=df, x='day_of_the_week', y='delivery_time')\n",
    "plt.title('Day of the week vs Delivery time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "28L5vjZw2rdQ"
   },
   "source": [
    "#### Day of the Week vs Food Preparation time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5))\n",
    "sns.violinplot(data=df, x='day_of_the_week', y='food_preparation_time')\n",
    "plt.title('Day of the week vs Food preparation time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lu0o5GkQ2rdR"
   },
   "source": [
    "#### Rating vs Delivery time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5))\n",
    "sns.boxplot(data=df, x='rating', y='delivery_time')\n",
    "plt.title('Rating vs Delivery time')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "x1xcxS6h2rdS"
   },
   "source": [
    "#### Rating vs Cost of the order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 5))\n",
    "sns.boxplot(data=df, x='rating', y='cost_of_the_order')\n",
    "plt.title('Rating vs Cost of the order')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "N1ATzdSX2rdS"
   },
   "source": [
    "#### Correlation among variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Standard correlation coefficients of Numerical features\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.heatmap(df.corr(),annot=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YLkMf09YJY_V"
   },
   "source": [
    "### **Question 13:** The company wants to provide a promotional offer in the advertisement of the restaurants. The condition to get the offer is that the restaurants must have a rating count of more than 50 and the average rating should be greater than 4. Find the restaurants fulfilling the criteria to get the promotional offer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Blue Ribbon Fried Chicken' 'Shake Shack' 'RedFarm Hudson'\n",
      " 'Blue Ribbon Sushi' 'The Meatball Shop' 'Parm' 'RedFarm Broadway']\n"
     ]
    }
   ],
   "source": [
    "# A new df with restaurants that have more than 50 rating counts\n",
    "restaurants_over50_ratings = df[df.groupby('restaurant_name')['rating'].transform('count') > 50]\n",
    "\n",
    "# removing the \"Not given\" rating\n",
    "restaurants_over50_ratings = restaurants_over50_ratings[restaurants_over50_ratings['rating'] != 'Not given']\n",
    "\n",
    "# converting the rating column to float data type\n",
    "restaurants_over50_ratings['rating'] = restaurants_over50_ratings['rating'].astype(float)\n",
    "\n",
    "# creating a new column for the avg rating\n",
    "restaurants_over50_ratings['avg_rating'] = restaurants_over50_ratings.groupby('restaurant_name')['rating'].transform('mean')\n",
    "\n",
    "# Restaurants having average rating greater than 4\n",
    "restaurants = restaurants_over50_ratings[restaurants_over50_ratings['avg_rating'] > 4]\n",
    "\n",
    "print(restaurants['restaurant_name'].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1gvWBkRUJY_V"
   },
   "source": [
    "### **Question 14:** The company charges the restaurant 25% on the orders having cost greater than 20 dollars and 15% on the orders having cost greater than 5 dollars. Find the net revenue generated by the company across all orders."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net revenue generated by the company: $6166.30\n"
     ]
    }
   ],
   "source": [
    "# Calculate the revenue for each order\n",
    "revenue_mask_20 = df['cost_of_the_order'] > 20\n",
    "revenue_mask_5 = (df['cost_of_the_order'] > 5) & ~revenue_mask_20\n",
    "\n",
    "df.loc[revenue_mask_20, 'revenue'] = df.loc[revenue_mask_20, 'cost_of_the_order'] * 0.25\n",
    "df.loc[revenue_mask_5, 'revenue'] = df.loc[revenue_mask_5, 'cost_of_the_order'] * 0.15\n",
    "df['revenue'].fillna(0, inplace=True)\n",
    "\n",
    "# Calculate the net revenue generated across all orders\n",
    "net_revenue = df['revenue'].sum()\n",
    "\n",
    "print(f\"Net revenue generated by the company: ${net_revenue:.2f}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "pRlVW-oeJY_W"
   },
   "source": [
    "### **Question 15:** The company wants to analyze the total time required to deliver the food. What percentage of orders take more than 60 minutes to get delivered from the time the order is placed? (The food has to be prepared and then delivered.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage of orders that took more than 60 minutes: 10.54%\n"
     ]
    }
   ],
   "source": [
    "# calculating total delivery time\n",
    "df['total_delivery_time'] = df['food_preparation_time'] + df['delivery_time']\n",
    "\n",
    "# orders that take more than 60 minutes\n",
    "over_60mins_delivery = df['total_delivery_time'] > 60\n",
    "\n",
    "#percentage of oerders that take more than 60 minutes\n",
    "percentage = (over_60mins_delivery.sum() / len(df)) * 100\n",
    "\n",
    "print(f'Percentage of orders that took more than 60 minutes: {percentage:.2f}%')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bUd6cYpPJY_W"
   },
   "source": [
    "### **Question 16:** The company wants to analyze the delivery time of the orders on weekdays and weekends. How does the mean delivery time vary during weekdays and weekends?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean delivery time on weekdays: 28.34 mins\n",
      "Mean delivery time on weekends: 22.47 mins\n"
     ]
    }
   ],
   "source": [
    "# weekend and weekdays df\n",
    "weekend_orders = df[df.day_of_the_week == 'Weekend']\n",
    "weekday_orders = df[df.day_of_the_week == 'Weekday']\n",
    "\n",
    "avg_weekday_delivery = weekday_orders.delivery_time.mean()\n",
    "avg_weekend_delivery = weekend_orders.delivery_time.mean()\n",
    "\n",
    "#Result\n",
    "\n",
    "print(f\"Mean delivery time on weekdays: {avg_weekday_delivery:.2f} mins\")\n",
    "print(f\"Mean delivery time on weekends: {avg_weekend_delivery:.2f} mins\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "17roJywaJY_W"
   },
   "source": [
    "### Conclusion and Recommendations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "ZdX2Wz4FJY_W"
   },
   "source": [
    "### **Question 17:** What are your conclusions from the analysis? What recommendations would you like to share to help improve the business? (You can use cuisine type and feedback ratings to drive your business recommendations.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Conclusions__\n",
    "* The top 15 restaurants (out of 178) accounts for 56% of all orders. This indicates that lots of the restaurants are performing poorly.\n",
    "* The customers seems to favour the American, Japanese, Italian, and Chinese cuisines because they account for 82.5% of all orders.\n",
    "* Even though weekend consists of just two days in a week, the orders during the weekend is 71%.\n",
    "* Average delivery time is consistent with rating, i.e the delivery time does not affect ratings.\n",
    "\n",
    "__Recommendations__\n",
    "\n",
    "* Vietnamese cuisine orders are really low, the cuisine can be removed from the menu. It may also result in loss if the special ingredients required to prepare it are not used in time before spoilage.\n",
    "* The amount of customers that did not give ratings are much, more awareness should be created for customers to rate the restaurants so as ti helpimprove their services.\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "PYF_Project_LearnerNotebook_FullCode.ipynb",
   "provenance": []
  },
  "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}