Visualisation_Chipotle.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizing Chipotle's Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This time we are going to pull data directly from the internet.\n",
    "Special thanks to: https://github.com/justmarkham for sharing the dataset and materials.\n",
    "\n",
    "### Step 1. Import the necessary libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import Counter\n",
    "\n",
    "# set this so the graphs open internally\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 2. Import the dataset from this [address](https://raw.githubusercontent.com/justmarkham/DAT8/master/data/chipotle.tsv). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 3. Assign it to a variable called chipo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://raw.githubusercontent.com/justmarkham/DAT8/master/data/chipotle.tsv\"\n",
    "chipo = pd.read_csv(url, sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>order_id</th>\n",
       "      <th>quantity</th>\n",
       "      <th>item_name</th>\n",
       "      <th>choice_description</th>\n",
       "      <th>item_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Chips and Fresh Tomato Salsa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>$2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Izze</td>\n",
       "      <td>[Clementine]</td>\n",
       "      <td>$3.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Nantucket Nectar</td>\n",
       "      <td>[Apple]</td>\n",
       "      <td>$3.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Chips and Tomatillo-Green Chili Salsa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>$2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Chicken Bowl</td>\n",
       "      <td>[Tomatillo-Red Chili Salsa (Hot), [Black Beans...</td>\n",
       "      <td>$16.98</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   order_id  quantity                              item_name  \\\n",
       "0         1         1           Chips and Fresh Tomato Salsa   \n",
       "1         1         1                                   Izze   \n",
       "2         1         1                       Nantucket Nectar   \n",
       "3         1         1  Chips and Tomatillo-Green Chili Salsa   \n",
       "4         2         2                           Chicken Bowl   \n",
       "\n",
       "                                  choice_description item_price  \n",
       "0                                                NaN     $2.39   \n",
       "1                                       [Clementine]     $3.39   \n",
       "2                                            [Apple]     $3.39   \n",
       "3                                                NaN     $2.39   \n",
       "4  [Tomatillo-Red Chili Salsa (Hot), [Black Beans...    $16.98   "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chipo.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 4. See the first 10 entries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>order_id</th>\n",
       "      <th>quantity</th>\n",
       "      <th>item_name</th>\n",
       "      <th>choice_description</th>\n",
       "      <th>item_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Chips and Fresh Tomato Salsa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>$2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Izze</td>\n",
       "      <td>[Clementine]</td>\n",
       "      <td>$3.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Nantucket Nectar</td>\n",
       "      <td>[Apple]</td>\n",
       "      <td>$3.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Chips and Tomatillo-Green Chili Salsa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>$2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>Chicken Bowl</td>\n",
       "      <td>[Tomatillo-Red Chili Salsa (Hot), [Black Beans...</td>\n",
       "      <td>$16.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Chicken Bowl</td>\n",
       "      <td>[Fresh Tomato Salsa (Mild), [Rice, Cheese, Sou...</td>\n",
       "      <td>$10.98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Side of Chips</td>\n",
       "      <td>NaN</td>\n",
       "      <td>$1.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Steak Burrito</td>\n",
       "      <td>[Tomatillo Red Chili Salsa, [Fajita Vegetables...</td>\n",
       "      <td>$11.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>Steak Soft Tacos</td>\n",
       "      <td>[Tomatillo Green Chili Salsa, [Pinto Beans, Ch...</td>\n",
       "      <td>$9.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>Steak Burrito</td>\n",
       "      <td>[Fresh Tomato Salsa, [Rice, Black Beans, Pinto...</td>\n",
       "      <td>$9.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   order_id  quantity                              item_name  \\\n",
       "0         1         1           Chips and Fresh Tomato Salsa   \n",
       "1         1         1                                   Izze   \n",
       "2         1         1                       Nantucket Nectar   \n",
       "3         1         1  Chips and Tomatillo-Green Chili Salsa   \n",
       "4         2         2                           Chicken Bowl   \n",
       "5         3         1                           Chicken Bowl   \n",
       "6         3         1                          Side of Chips   \n",
       "7         4         1                          Steak Burrito   \n",
       "8         4         1                       Steak Soft Tacos   \n",
       "9         5         1                          Steak Burrito   \n",
       "\n",
       "                                  choice_description item_price  \n",
       "0                                                NaN     $2.39   \n",
       "1                                       [Clementine]     $3.39   \n",
       "2                                            [Apple]     $3.39   \n",
       "3                                                NaN     $2.39   \n",
       "4  [Tomatillo-Red Chili Salsa (Hot), [Black Beans...    $16.98   \n",
       "5  [Fresh Tomato Salsa (Mild), [Rice, Cheese, Sou...    $10.98   \n",
       "6                                                NaN     $1.69   \n",
       "7  [Tomatillo Red Chili Salsa, [Fajita Vegetables...    $11.75   \n",
       "8  [Tomatillo Green Chili Salsa, [Pinto Beans, Ch...     $9.25   \n",
       "9  [Fresh Tomato Salsa, [Rice, Black Beans, Pinto...     $9.25   "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "chipo.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Step 5. Create a histogram of the top 5 items bought"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>item_name</th>\n",
       "      <th>order_id</th>\n",
       "      <th>quantity</th>\n",
       "      <th>choice_description</th>\n",
       "      <th>item_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6 Pack Soft Drink</td>\n",
       "      <td>52322</td>\n",
       "      <td>55</td>\n",
       "      <td>[Sprite][Diet Coke][Coke][Diet Coke][Diet Coke...</td>\n",
       "      <td>$6.49 $6.49 $6.49 $6.49 $6.49 $6.49 $6.49 $6.4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Barbacoa Bowl</td>\n",
       "      <td>53972</td>\n",
       "      <td>66</td>\n",
       "      <td>[Roasted Chili Corn Salsa, [Fajita Vegetables,...</td>\n",
       "      <td>$11.75 $11.75 $9.25 $8.99 $9.25 $11.75 $9.25 $...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Barbacoa Burrito</td>\n",
       "      <td>74718</td>\n",
       "      <td>91</td>\n",
       "      <td>[[Fresh Tomato Salsa (Mild), Tomatillo-Green C...</td>\n",
       "      <td>$8.99 $9.25 $9.25 $11.75 $11.75 $9.25 $8.99 $1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Barbacoa Crispy Tacos</td>\n",
       "      <td>5613</td>\n",
       "      <td>12</td>\n",
       "      <td>[Tomatillo Red Chili Salsa, [Rice, Black Beans...</td>\n",
       "      <td>$11.75 $9.25 $11.48 $11.75 $9.25 $9.25 $8.99 $...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Barbacoa Salad Bowl</td>\n",
       "      <td>9708</td>\n",
       "      <td>10</td>\n",
       "      <td>[Fresh Tomato Salsa, [Rice, Fajita Vegetables,...</td>\n",
       "      <td>$11.89 $11.89 $9.39 $9.39 $9.39 $11.89 $11.89 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Barbacoa Soft Tacos</td>\n",
       "      <td>18725</td>\n",
       "      <td>25</td>\n",
       "      <td>[Fresh Tomato Salsa, [Fajita Vegetables, Black...</td>\n",
       "      <td>$9.25 $9.25 $8.99 $9.25 $9.25 $11.75 $11.75 $9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Bottled Water</td>\n",
       "      <td>175944</td>\n",
       "      <td>211</td>\n",
       "      <td>0</td>\n",
       "      <td>$1.09 $1.09 $1.09 $1.50 $1.50 $1.50 $3.00 $1.5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Bowl</td>\n",
       "      <td>472</td>\n",
       "      <td>4</td>\n",
       "      <td>[Braised Carnitas, Pinto Beans, [Sour Cream, C...</td>\n",
       "      <td>$22.20 $7.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Burrito</td>\n",
       "      <td>1550</td>\n",
       "      <td>6</td>\n",
       "      <td>[Adobo-Marinated and Grilled Chicken, Pinto Be...</td>\n",
       "      <td>$7.40 $7.40 $7.40 $7.40 $7.40 $7.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Canned Soda</td>\n",
       "      <td>76396</td>\n",
       "      <td>126</td>\n",
       "      <td>[Sprite][Dr. Pepper][Mountain Dew][Sprite][Dr....</td>\n",
       "      <td>$2.18 $1.09 $2.18 $1.09 $1.09 $1.09 $1.09 $2.1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Canned Soft Drink</td>\n",
       "      <td>304753</td>\n",
       "      <td>351</td>\n",
       "      <td>[Coke][Sprite][Coke][Coke][Lemonade][Sprite][D...</td>\n",
       "      <td>$1.25 $1.25 $1.25 $1.25 $1.25 $1.25 $1.25 $1.2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Carnitas Bowl</td>\n",
       "      <td>62742</td>\n",
       "      <td>71</td>\n",
       "      <td>[Tomatillo-Red Chili Salsa (Hot), [Black Beans...</td>\n",
       "      <td>$8.99 $11.75 $9.25 $11.48 $8.99 $8.99 $23.50 $...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Carnitas Burrito</td>\n",
       "      <td>51652</td>\n",
       "      <td>60</td>\n",
       "      <td>[[Tomatillo-Green Chili Salsa (Medium), Roaste...</td>\n",
       "      <td>$8.99 $9.25 $11.75 $9.25 $9.25 $9.25 $11.75 $9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Carnitas Crispy Tacos</td>\n",
       "      <td>5868</td>\n",
       "      <td>8</td>\n",
       "      <td>[Roasted Chili Corn Salsa][Tomatillo Green Chi...</td>\n",
       "      <td>$9.25 $11.75 $8.99 $11.75 $8.99 $17.98 $9.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Carnitas Salad</td>\n",
       "      <td>1500</td>\n",
       "      <td>1</td>\n",
       "      <td>[[Fresh Tomato Salsa (Mild), Roasted Chili Cor...</td>\n",
       "      <td>$8.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Carnitas Salad Bowl</td>\n",
       "      <td>6693</td>\n",
       "      <td>6</td>\n",
       "      <td>[Fresh Tomato Salsa, [Rice, Black Beans, Chees...</td>\n",
       "      <td>$11.89 $9.39 $11.89 $9.39 $11.89 $11.89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Carnitas Soft Tacos</td>\n",
       "      <td>37673</td>\n",
       "      <td>40</td>\n",
       "      <td>[Tomatillo Green Chili Salsa, [Fajita Vegetabl...</td>\n",
       "      <td>$9.25 $9.25 $9.25 $9.25 $9.25 $8.99 $8.99 $8.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Chicken Bowl</td>\n",
       "      <td>713926</td>\n",
       "      <td>761</td>\n",
       "      <td>[Tomatillo-Red Chili Salsa (Hot), [Black Beans...</td>\n",
       "      <td>$16.98 $10.98 $11.25 $8.75 $8.49 $11.25 $8.75 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Chicken Burrito</td>\n",
       "      <td>497303</td>\n",
       "      <td>591</td>\n",
       "      <td>[Tomatillo-Green Chili Salsa (Medium), [Pinto ...</td>\n",
       "      <td>$8.49 $8.49 $10.98 $8.49 $10.98 $10.98 $8.75 $...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Chicken Crispy Tacos</td>\n",
       "      <td>47382</td>\n",
       "      <td>50</td>\n",
       "      <td>[Roasted Chili Corn Salsa, [Fajita Vegetables,...</td>\n",
       "      <td>$8.75 $17.50 $11.25 $8.49 $8.49 $11.25 $8.75 $...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Chicken Salad</td>\n",
       "      <td>10465</td>\n",
       "      <td>9</td>\n",
       "      <td>[Roasted Chili Corn Salsa (Medium), [Black Bea...</td>\n",
       "      <td>$10.98 $10.98 $8.49 $8.49 $8.49 $8.49 $8.49 $8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Chicken Salad Bowl</td>\n",
       "      <td>117104</td>\n",
       "      <td>123</td>\n",
       "      <td>[Fresh Tomato Salsa, [Fajita Vegetables, Pinto...</td>\n",
       "      <td>$8.75 $22.50 $22.50 $8.75 $17.50 $8.75 $8.75 $...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Chicken Soft Tacos</td>\n",
       "      <td>98395</td>\n",
       "      <td>120</td>\n",
       "      <td>[Roasted Chili Corn Salsa, [Rice, Black Beans,...</td>\n",
       "      <td>$8.75 $8.75 $8.75 $8.75 $11.25 $8.49 $8.49 $8....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Chips</td>\n",
       "      <td>208004</td>\n",
       "      <td>230</td>\n",
       "      <td>0</td>\n",
       "      <td>$2.15 $2.15 $2.15 $2.15 $2.15 $2.15 $4.30 $2.1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Chips and Fresh Tomato Salsa</td>\n",
       "      <td>100419</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>$2.39 $2.39 $2.39 $2.95 $2.95 $2.95 $2.95 $2.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Chips and Guacamole</td>\n",
       "      <td>449959</td>\n",
       "      <td>506</td>\n",
       "      <td>0</td>\n",
       "      <td>$4.45 $4.45 $4.45 $4.45 $4.45 $3.99 $4.45 $3.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Chips and Mild Fresh Tomato Salsa</td>\n",
       "      <td>279</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>$3.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Chips and Roasted Chili Corn Salsa</td>\n",
       "      <td>14999</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>$2.95 $2.95 $2.95 $2.95 $2.95 $2.95 $2.95 $2.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Chips and Roasted Chili-Corn Salsa</td>\n",
       "      <td>17462</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>$2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Chips and Tomatillo Green Chili Salsa</td>\n",
       "      <td>41170</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>$2.95 $2.95 $5.90 $2.95 $2.95 $2.95 $2.95 $2.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Chips and Tomatillo Red Chili Salsa</td>\n",
       "      <td>45556</td>\n",
       "      <td>50</td>\n",
       "      <td>0</td>\n",
       "      <td>$2.95 $2.95 $2.95 $2.95 $2.95 $2.95 $2.95 $2.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Chips and Tomatillo-Green Chili Salsa</td>\n",
       "      <td>21826</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>$2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Chips and Tomatillo-Red Chili Salsa</td>\n",
       "      <td>18344</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>$2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Crispy Tacos</td>\n",
       "      <td>434</td>\n",
       "      <td>2</td>\n",
       "      <td>[Adobo-Marinated and Grilled Steak][Adobo-Mari...</td>\n",
       "      <td>$7.40 $7.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Izze</td>\n",
       "      <td>10587</td>\n",
       "      <td>20</td>\n",
       "      <td>[Clementine][Grapefruit][Blackberry][Blackberr...</td>\n",
       "      <td>$3.39 $3.39 $3.39 $3.39 $3.39 $3.39 $3.39 $3.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Nantucket Nectar</td>\n",
       "      <td>21814</td>\n",
       "      <td>29</td>\n",
       "      <td>[Apple][Pomegranate Cherry][Pineapple Orange B...</td>\n",
       "      <td>$3.39 $3.39 $3.39 $3.39 $3.39 $3.39 $6.78 $3.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Salad</td>\n",
       "      <td>1150</td>\n",
       "      <td>2</td>\n",
       "      <td>[Brown Rice, Adobo-Marinated and Grilled Chick...</td>\n",
       "      <td>$7.40 $7.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Side of Chips</td>\n",
       "      <td>84769</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>$1.69 $1.69 $1.69 $1.69 $1.69 $1.69 $1.69 $1.6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Steak Bowl</td>\n",
       "      <td>193752</td>\n",
       "      <td>221</td>\n",
       "      <td>[Fresh Tomato Salsa (Mild), [Black Beans, Rice...</td>\n",
       "      <td>$8.99 $8.99 $11.75 $11.75 $8.99 $11.48 $9.25 $...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Steak Burrito</td>\n",
       "      <td>328437</td>\n",
       "      <td>386</td>\n",
       "      <td>[Tomatillo Red Chili Salsa, [Fajita Vegetables...</td>\n",
       "      <td>$11.75 $9.25 $8.99 $11.75 $8.99 $8.99 $8.99 $8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Steak Crispy Tacos</td>\n",
       "      <td>35818</td>\n",
       "      <td>36</td>\n",
       "      <td>[Fresh Tomato Salsa, Sour Cream][[Roasted Chil...</td>\n",
       "      <td>$9.25 $8.99 $9.25 $8.69 $8.99 $9.25 $8.99 $9.2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Steak Salad</td>\n",
       "      <td>2362</td>\n",
       "      <td>4</td>\n",
       "      <td>[Tomatillo-Red Chili Salsa (Hot), [Black Beans...</td>\n",
       "      <td>$8.99 $8.99 $8.99 $8.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Steak Salad Bowl</td>\n",
       "      <td>29590</td>\n",
       "      <td>31</td>\n",
       "      <td>[Tomatillo Red Chili Salsa, [Black Beans, Chee...</td>\n",
       "      <td>$23.78 $11.89 $9.39 $23.78 $11.89 $11.89 $11.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Steak Soft Tacos</td>\n",
       "      <td>50177</td>\n",
       "      <td>56</td>\n",
       "      <td>[Tomatillo Green Chili Salsa, [Pinto Beans, Ch...</td>\n",
       "      <td>$9.25 $9.25 $8.99 $9.25 $8.99 $8.99 $9.25 $9.2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Veggie Bowl</td>\n",
       "      <td>72270</td>\n",
       "      <td>87</td>\n",
       "      <td>[Fresh Tomato Salsa, [Fajita Vegetables, Rice,...</td>\n",
       "      <td>$11.25 $8.49 $11.25 $11.25 $8.49 $11.25 $11.25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Veggie Burrito</td>\n",
       "      <td>80962</td>\n",
       "      <td>97</td>\n",
       "      <td>[Tomatillo Red Chili Salsa, [Fajita Vegetables...</td>\n",
       "      <td>$11.25 $8.49 $11.25 $11.25 $10.98 $8.49 $8.49 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Veggie Crispy Tacos</td>\n",
       "      <td>668</td>\n",
       "      <td>1</td>\n",
       "      <td>[Fresh Tomato Salsa (Mild), [Pinto Beans, Rice...</td>\n",
       "      <td>$8.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Veggie Salad</td>\n",
       "      <td>7265</td>\n",
       "      <td>6</td>\n",
       "      <td>[[Fresh Tomato Salsa (Mild), Roasted Chili Cor...</td>\n",
       "      <td>$8.49 $8.49 $8.49 $8.49 $8.49 $8.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Veggie Salad Bowl</td>\n",
       "      <td>17303</td>\n",
       "      <td>18</td>\n",
       "      <td>[Fresh Tomato Salsa, [Fajita Vegetables, Rice,...</td>\n",
       "      <td>$11.25 $11.25 $11.25 $11.25 $8.75 $8.75 $11.25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Veggie Soft Tacos</td>\n",
       "      <td>5520</td>\n",
       "      <td>8</td>\n",
       "      <td>[Tomatillo Red Chili Salsa, [Fajita Vegetables...</td>\n",
       "      <td>$11.25 $8.75 $8.49 $11.25 $8.75 $8.49 $16.98</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                item_name  order_id  quantity  \\\n",
       "0                       6 Pack Soft Drink     52322        55   \n",
       "1                           Barbacoa Bowl     53972        66   \n",
       "2                        Barbacoa Burrito     74718        91   \n",
       "3                   Barbacoa Crispy Tacos      5613        12   \n",
       "4                     Barbacoa Salad Bowl      9708        10   \n",
       "5                     Barbacoa Soft Tacos     18725        25   \n",
       "6                           Bottled Water    175944       211   \n",
       "7                                    Bowl       472         4   \n",
       "8                                 Burrito      1550         6   \n",
       "9                             Canned Soda     76396       126   \n",
       "10                      Canned Soft Drink    304753       351   \n",
       "11                          Carnitas Bowl     62742        71   \n",
       "12                       Carnitas Burrito     51652        60   \n",
       "13                  Carnitas Crispy Tacos      5868         8   \n",
       "14                         Carnitas Salad      1500         1   \n",
       "15                    Carnitas Salad Bowl      6693         6   \n",
       "16                    Carnitas Soft Tacos     37673        40   \n",
       "17                           Chicken Bowl    713926       761   \n",
       "18                        Chicken Burrito    497303       591   \n",
       "19                   Chicken Crispy Tacos     47382        50   \n",
       "20                          Chicken Salad     10465         9   \n",
       "21                     Chicken Salad Bowl    117104       123   \n",
       "22                     Chicken Soft Tacos     98395       120   \n",
       "23                                  Chips    208004       230   \n",
       "24           Chips and Fresh Tomato Salsa    100419       130   \n",
       "25                    Chips and Guacamole    449959       506   \n",
       "26      Chips and Mild Fresh Tomato Salsa       279         1   \n",
       "27     Chips and Roasted Chili Corn Salsa     14999        23   \n",
       "28     Chips and Roasted Chili-Corn Salsa     17462        18   \n",
       "29  Chips and Tomatillo Green Chili Salsa     41170        45   \n",
       "30    Chips and Tomatillo Red Chili Salsa     45556        50   \n",
       "31  Chips and Tomatillo-Green Chili Salsa     21826        33   \n",
       "32    Chips and Tomatillo-Red Chili Salsa     18344        25   \n",
       "33                           Crispy Tacos       434         2   \n",
       "34                                   Izze     10587        20   \n",
       "35                       Nantucket Nectar     21814        29   \n",
       "36                                  Salad      1150         2   \n",
       "37                          Side of Chips     84769       110   \n",
       "38                             Steak Bowl    193752       221   \n",
       "39                          Steak Burrito    328437       386   \n",
       "40                     Steak Crispy Tacos     35818        36   \n",
       "41                            Steak Salad      2362         4   \n",
       "42                       Steak Salad Bowl     29590        31   \n",
       "43                       Steak Soft Tacos     50177        56   \n",
       "44                            Veggie Bowl     72270        87   \n",
       "45                         Veggie Burrito     80962        97   \n",
       "46                    Veggie Crispy Tacos       668         1   \n",
       "47                           Veggie Salad      7265         6   \n",
       "48                      Veggie Salad Bowl     17303        18   \n",
       "49                      Veggie Soft Tacos      5520         8   \n",
       "\n",
       "                                   choice_description  \\\n",
       "0   [Sprite][Diet Coke][Coke][Diet Coke][Diet Coke...   \n",
       "1   [Roasted Chili Corn Salsa, [Fajita Vegetables,...   \n",
       "2   [[Fresh Tomato Salsa (Mild), Tomatillo-Green C...   \n",
       "3   [Tomatillo Red Chili Salsa, [Rice, Black Beans...   \n",
       "4   [Fresh Tomato Salsa, [Rice, Fajita Vegetables,...   \n",
       "5   [Fresh Tomato Salsa, [Fajita Vegetables, Black...   \n",
       "6                                                   0   \n",
       "7   [Braised Carnitas, Pinto Beans, [Sour Cream, C...   \n",
       "8   [Adobo-Marinated and Grilled Chicken, Pinto Be...   \n",
       "9   [Sprite][Dr. Pepper][Mountain Dew][Sprite][Dr....   \n",
       "10  [Coke][Sprite][Coke][Coke][Lemonade][Sprite][D...   \n",
       "11  [Tomatillo-Red Chili Salsa (Hot), [Black Beans...   \n",
       "12  [[Tomatillo-Green Chili Salsa (Medium), Roaste...   \n",
       "13  [Roasted Chili Corn Salsa][Tomatillo Green Chi...   \n",
       "14  [[Fresh Tomato Salsa (Mild), Roasted Chili Cor...   \n",
       "15  [Fresh Tomato Salsa, [Rice, Black Beans, Chees...   \n",
       "16  [Tomatillo Green Chili Salsa, [Fajita Vegetabl...   \n",
       "17  [Tomatillo-Red Chili Salsa (Hot), [Black Beans...   \n",
       "18  [Tomatillo-Green Chili Salsa (Medium), [Pinto ...   \n",
       "19  [Roasted Chili Corn Salsa, [Fajita Vegetables,...   \n",
       "20  [Roasted Chili Corn Salsa (Medium), [Black Bea...   \n",
       "21  [Fresh Tomato Salsa, [Fajita Vegetables, Pinto...   \n",
       "22  [Roasted Chili Corn Salsa, [Rice, Black Beans,...   \n",
       "23                                                  0   \n",
       "24                                                  0   \n",
       "25                                                  0   \n",
       "26                                                  0   \n",
       "27                                                  0   \n",
       "28                                                  0   \n",
       "29                                                  0   \n",
       "30                                                  0   \n",
       "31                                                  0   \n",
       "32                                                  0   \n",
       "33  [Adobo-Marinated and Grilled Steak][Adobo-Mari...   \n",
       "34  [Clementine][Grapefruit][Blackberry][Blackberr...   \n",
       "35  [Apple][Pomegranate Cherry][Pineapple Orange B...   \n",
       "36  [Brown Rice, Adobo-Marinated and Grilled Chick...   \n",
       "37                                                  0   \n",
       "38  [Fresh Tomato Salsa (Mild), [Black Beans, Rice...   \n",
       "39  [Tomatillo Red Chili Salsa, [Fajita Vegetables...   \n",
       "40  [Fresh Tomato Salsa, Sour Cream][[Roasted Chil...   \n",
       "41  [Tomatillo-Red Chili Salsa (Hot), [Black Beans...   \n",
       "42  [Tomatillo Red Chili Salsa, [Black Beans, Chee...   \n",
       "43  [Tomatillo Green Chili Salsa, [Pinto Beans, Ch...   \n",
       "44  [Fresh Tomato Salsa, [Fajita Vegetables, Rice,...   \n",
       "45  [Tomatillo Red Chili Salsa, [Fajita Vegetables...   \n",
       "46  [Fresh Tomato Salsa (Mild), [Pinto Beans, Rice...   \n",
       "47  [[Fresh Tomato Salsa (Mild), Roasted Chili Cor...   \n",
       "48  [Fresh Tomato Salsa, [Fajita Vegetables, Rice,...   \n",
       "49  [Tomatillo Red Chili Salsa, [Fajita Vegetables...   \n",
       "\n",
       "                                           item_price  \n",
       "0   $6.49 $6.49 $6.49 $6.49 $6.49 $6.49 $6.49 $6.4...  \n",
       "1   $11.75 $11.75 $9.25 $8.99 $9.25 $11.75 $9.25 $...  \n",
       "2   $8.99 $9.25 $9.25 $11.75 $11.75 $9.25 $8.99 $1...  \n",
       "3   $11.75 $9.25 $11.48 $11.75 $9.25 $9.25 $8.99 $...  \n",
       "4   $11.89 $11.89 $9.39 $9.39 $9.39 $11.89 $11.89 ...  \n",
       "5   $9.25 $9.25 $8.99 $9.25 $9.25 $11.75 $11.75 $9...  \n",
       "6   $1.09 $1.09 $1.09 $1.50 $1.50 $1.50 $3.00 $1.5...  \n",
       "7                                       $22.20 $7.40   \n",
       "8                $7.40 $7.40 $7.40 $7.40 $7.40 $7.40   \n",
       "9   $2.18 $1.09 $2.18 $1.09 $1.09 $1.09 $1.09 $2.1...  \n",
       "10  $1.25 $1.25 $1.25 $1.25 $1.25 $1.25 $1.25 $1.2...  \n",
       "11  $8.99 $11.75 $9.25 $11.48 $8.99 $8.99 $23.50 $...  \n",
       "12  $8.99 $9.25 $11.75 $9.25 $9.25 $9.25 $11.75 $9...  \n",
       "13      $9.25 $11.75 $8.99 $11.75 $8.99 $17.98 $9.25   \n",
       "14                                             $8.99   \n",
       "15           $11.89 $9.39 $11.89 $9.39 $11.89 $11.89   \n",
       "16  $9.25 $9.25 $9.25 $9.25 $9.25 $8.99 $8.99 $8.9...  \n",
       "17  $16.98 $10.98 $11.25 $8.75 $8.49 $11.25 $8.75 ...  \n",
       "18  $8.49 $8.49 $10.98 $8.49 $10.98 $10.98 $8.75 $...  \n",
       "19  $8.75 $17.50 $11.25 $8.49 $8.49 $11.25 $8.75 $...  \n",
       "20  $10.98 $10.98 $8.49 $8.49 $8.49 $8.49 $8.49 $8...  \n",
       "21  $8.75 $22.50 $22.50 $8.75 $17.50 $8.75 $8.75 $...  \n",
       "22  $8.75 $8.75 $8.75 $8.75 $11.25 $8.49 $8.49 $8....  \n",
       "23  $2.15 $2.15 $2.15 $2.15 $2.15 $2.15 $4.30 $2.1...  \n",
       "24  $2.39 $2.39 $2.39 $2.95 $2.95 $2.95 $2.95 $2.3...  \n",
       "25  $4.45 $4.45 $4.45 $4.45 $4.45 $3.99 $4.45 $3.9...  \n",
       "26                                             $3.00   \n",
       "27  $2.95 $2.95 $2.95 $2.95 $2.95 $2.95 $2.95 $2.9...  \n",
       "28  $2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.3...  \n",
       "29  $2.95 $2.95 $5.90 $2.95 $2.95 $2.95 $2.95 $2.9...  \n",
       "30  $2.95 $2.95 $2.95 $2.95 $2.95 $2.95 $2.95 $2.9...  \n",
       "31  $2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.3...  \n",
       "32  $2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.39 $2.3...  \n",
       "33                                       $7.40 $7.40   \n",
       "34  $3.39 $3.39 $3.39 $3.39 $3.39 $3.39 $3.39 $3.3...  \n",
       "35  $3.39 $3.39 $3.39 $3.39 $3.39 $3.39 $6.78 $3.3...  \n",
       "36                                       $7.40 $7.40   \n",
       "37  $1.69 $1.69 $1.69 $1.69 $1.69 $1.69 $1.69 $1.6...  \n",
       "38  $8.99 $8.99 $11.75 $11.75 $8.99 $11.48 $9.25 $...  \n",
       "39  $11.75 $9.25 $8.99 $11.75 $8.99 $8.99 $8.99 $8...  \n",
       "40  $9.25 $8.99 $9.25 $8.69 $8.99 $9.25 $8.99 $9.2...  \n",
       "41                           $8.99 $8.99 $8.99 $8.69   \n",
       "42  $23.78 $11.89 $9.39 $23.78 $11.89 $11.89 $11.8...  \n",
       "43  $9.25 $9.25 $8.99 $9.25 $8.99 $8.99 $9.25 $9.2...  \n",
       "44  $11.25 $8.49 $11.25 $11.25 $8.49 $11.25 $11.25...  \n",
       "45  $11.25 $8.49 $11.25 $11.25 $10.98 $8.49 $8.49 ...  \n",
       "46                                             $8.49   \n",
       "47               $8.49 $8.49 $8.49 $8.49 $8.49 $8.49   \n",
       "48  $11.25 $11.25 $11.25 $11.25 $8.75 $8.75 $11.25...  \n",
       "49      $11.25 $8.75 $8.49 $11.25 $8.75 $8.49 $16.98   "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "item_orders = chipo.groupby('item_name').sum().reset_index()\n",
    "item_orders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_orders = item_orders.sort_values(by=\"quantity\", ascending=False).head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>item_name</th>\n",
       "      <th>order_id</th>\n",
       "      <th>quantity</th>\n",
       "      <th>choice_description</th>\n",
       "      <th>item_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Chicken Bowl</td>\n",
       "      <td>713926</td>\n",
       "      <td>761</td>\n",
       "      <td>[Tomatillo-Red Chili Salsa (Hot), [Black Beans...</td>\n",
       "      <td>$16.98 $10.98 $11.25 $8.75 $8.49 $11.25 $8.75 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Chicken Burrito</td>\n",
       "      <td>497303</td>\n",
       "      <td>591</td>\n",
       "      <td>[Tomatillo-Green Chili Salsa (Medium), [Pinto ...</td>\n",
       "      <td>$8.49 $8.49 $10.98 $8.49 $10.98 $10.98 $8.75 $...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Chips and Guacamole</td>\n",
       "      <td>449959</td>\n",
       "      <td>506</td>\n",
       "      <td>0</td>\n",
       "      <td>$4.45 $4.45 $4.45 $4.45 $4.45 $3.99 $4.45 $3.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Steak Burrito</td>\n",
       "      <td>328437</td>\n",
       "      <td>386</td>\n",
       "      <td>[Tomatillo Red Chili Salsa, [Fajita Vegetables...</td>\n",
       "      <td>$11.75 $9.25 $8.99 $11.75 $8.99 $8.99 $8.99 $8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Canned Soft Drink</td>\n",
       "      <td>304753</td>\n",
       "      <td>351</td>\n",
       "      <td>[Coke][Sprite][Coke][Coke][Lemonade][Sprite][D...</td>\n",
       "      <td>$1.25 $1.25 $1.25 $1.25 $1.25 $1.25 $1.25 $1.2...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              item_name  order_id  quantity  \\\n",
       "17         Chicken Bowl    713926       761   \n",
       "18      Chicken Burrito    497303       591   \n",
       "25  Chips and Guacamole    449959       506   \n",
       "39        Steak Burrito    328437       386   \n",
       "10    Canned Soft Drink    304753       351   \n",
       "\n",
       "                                   choice_description  \\\n",
       "17  [Tomatillo-Red Chili Salsa (Hot), [Black Beans...   \n",
       "18  [Tomatillo-Green Chili Salsa (Medium), [Pinto ...   \n",
       "25                                                  0   \n",
       "39  [Tomatillo Red Chili Salsa, [Fajita Vegetables...   \n",
       "10  [Coke][Sprite][Coke][Coke][Lemonade][Sprite][D...   \n",
       "\n",
       "                                           item_price  \n",
       "17  $16.98 $10.98 $11.25 $8.75 $8.49 $11.25 $8.75 ...  \n",
       "18  $8.49 $8.49 $10.98 $8.49 $10.98 $10.98 $8.75 $...  \n",
       "25  $4.45 $4.45 $4.45 $4.45 $4.45 $3.99 $4.45 $3.9...  \n",
       "39  $11.75 $9.25 $8.99 $11.75 $8.99 $8.99 $8.99 $8...  \n",
       "10  $1.25 $1.25 $1.25 $1.25 $1.25 $1.25 $1.25 $1.2...  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_orders"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we go ahead to visualise(Creating the plot) the top 5 items sold using a histogram :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# set the figure \n",
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "# plotting the data using the plt.bar()\n",
    "\n",
    "plt.bar(top_orders['item_name'], top_orders['quantity'], color='pink')\n",
    "\n",
    "# Labeling Axes Y and X : \n",
    "\n",
    "plt.xlabel(\"Item Name\")\n",
    "plt.ylabel(\"Quantity\")\n",
    "\n",
    "# Adding a title \n",
    "plt.title(\"Top 5 Orders\")\n",
    "\n",
    "#Rotating the x axis , so that the item names do not overlap\n",
    "\n",
    "plt.xticks(rotation=40)\n",
    "\n",
    "#Display the plot\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}