hour_of_day int64 6 22 | cash_type stringclasses 1
value | money float64 18.1 38.7 | coffee_name stringclasses 8
values | Time_of_Day stringclasses 3
values | Weekday stringclasses 7
values | Month_name stringclasses 12
values | Weekdaysort int64 1 7 | Monthsort int64 1 12 | Date stringdate 2024-03-01 00:00:00 2025-03-23 00:00:00 | Time stringlengths 8 15 |
|---|---|---|---|---|---|---|---|---|---|---|
10 | card | 38.7 | Latte | Morning | Fri | Mar | 5 | 3 | 2024-03-01 | 10:15:50.520000 |
12 | card | 38.7 | Hot Chocolate | Afternoon | Fri | Mar | 5 | 3 | 2024-03-01 | 12:19:22.539000 |
12 | card | 38.7 | Hot Chocolate | Afternoon | Fri | Mar | 5 | 3 | 2024-03-01 | 12:20:18.089000 |
13 | card | 28.9 | Americano | Afternoon | Fri | Mar | 5 | 3 | 2024-03-01 | 13:46:33.006000 |
13 | card | 38.7 | Latte | Afternoon | Fri | Mar | 5 | 3 | 2024-03-01 | 13:48:14.626000 |
15 | card | 33.8 | Americano with Milk | Afternoon | Fri | Mar | 5 | 3 | 2024-03-01 | 15:39:47.726000 |
16 | card | 38.7 | Hot Chocolate | Afternoon | Fri | Mar | 5 | 3 | 2024-03-01 | 16:19:02.756000 |
18 | card | 33.8 | Americano with Milk | Night | Fri | Mar | 5 | 3 | 2024-03-01 | 18:39:03.580000 |
19 | card | 38.7 | Cocoa | Night | Fri | Mar | 5 | 3 | 2024-03-01 | 19:22:01.762000 |
19 | card | 33.8 | Americano with Milk | Night | Fri | Mar | 5 | 3 | 2024-03-01 | 19:23:15.887000 |
19 | card | 33.8 | Americano with Milk | Night | Fri | Mar | 5 | 3 | 2024-03-01 | 19:29:17.391000 |
10 | card | 28.9 | Americano | Morning | Sat | Mar | 6 | 3 | 2024-03-02 | 10:22:06.957000 |
10 | card | 33.8 | Americano with Milk | Morning | Sat | Mar | 6 | 3 | 2024-03-02 | 10:41:41.249000 |
11 | card | 33.8 | Americano with Milk | Morning | Sat | Mar | 6 | 3 | 2024-03-02 | 11:59:45.484000 |
14 | card | 28.9 | Americano | Afternoon | Sat | Mar | 6 | 3 | 2024-03-02 | 14:38:35.535000 |
16 | card | 33.8 | Americano with Milk | Afternoon | Sat | Mar | 6 | 3 | 2024-03-02 | 16:37:24.475000 |
17 | card | 28.9 | Americano | Night | Sat | Mar | 6 | 3 | 2024-03-02 | 17:34:54.969000 |
10 | card | 38.7 | Latte | Morning | Sun | Mar | 7 | 3 | 2024-03-03 | 10:27:18.561000 |
11 | card | 28.9 | Cortado | Morning | Sun | Mar | 7 | 3 | 2024-03-03 | 11:33:56.118000 |
12 | card | 28.9 | Americano | Afternoon | Sun | Mar | 7 | 3 | 2024-03-03 | 12:26:56.098000 |
13 | card | 38.7 | Hot Chocolate | Afternoon | Sun | Mar | 7 | 3 | 2024-03-03 | 13:09:36.321000 |
17 | card | 38.7 | Cocoa | Night | Sun | Mar | 7 | 3 | 2024-03-03 | 17:06:40.271000 |
17 | card | 28.9 | Cortado | Night | Sun | Mar | 7 | 3 | 2024-03-03 | 17:08:45.895000 |
18 | card | 33.8 | Americano with Milk | Night | Sun | Mar | 7 | 3 | 2024-03-03 | 18:03:23.369000 |
18 | card | 33.8 | Americano with Milk | Night | Sun | Mar | 7 | 3 | 2024-03-03 | 18:04:27.946000 |
18 | card | 38.7 | Hot Chocolate | Night | Sun | Mar | 7 | 3 | 2024-03-03 | 18:08:04.959000 |
10 | card | 38.7 | Latte | Morning | Mon | Mar | 1 | 3 | 2024-03-04 | 10:03:51.994000 |
10 | card | 38.7 | Latte | Morning | Mon | Mar | 1 | 3 | 2024-03-04 | 10:54:50.958000 |
11 | card | 33.8 | Americano with Milk | Morning | Mon | Mar | 1 | 3 | 2024-03-04 | 11:05:16.184000 |
14 | card | 24 | Espresso | Afternoon | Mon | Mar | 1 | 3 | 2024-03-04 | 14:04:37.734000 |
9 | card | 38.7 | Latte | Morning | Tue | Mar | 2 | 3 | 2024-03-05 | 09:59:52.651000 |
14 | card | 38.7 | Latte | Afternoon | Tue | Mar | 2 | 3 | 2024-03-05 | 14:34:55.963000 |
17 | card | 38.7 | Latte | Night | Tue | Mar | 2 | 3 | 2024-03-05 | 17:34:06.043000 |
17 | card | 38.7 | Hot Chocolate | Night | Tue | Mar | 2 | 3 | 2024-03-05 | 17:35:25.021000 |
17 | card | 38.7 | Cocoa | Night | Tue | Mar | 2 | 3 | 2024-03-05 | 17:36:28.571000 |
17 | card | 38.7 | Hot Chocolate | Night | Tue | Mar | 2 | 3 | 2024-03-05 | 17:37:13.659000 |
17 | card | 38.7 | Hot Chocolate | Night | Tue | Mar | 2 | 3 | 2024-03-05 | 17:38:09.354000 |
17 | card | 28.9 | Cortado | Night | Tue | Mar | 2 | 3 | 2024-03-05 | 17:56:15.776000 |
18 | card | 38.7 | Hot Chocolate | Night | Tue | Mar | 2 | 3 | 2024-03-05 | 18:01:31.242000 |
13 | card | 28.9 | Americano | Afternoon | Wed | Mar | 3 | 3 | 2024-03-06 | 13:24:07.667000 |
13 | card | 28.9 | Cortado | Afternoon | Wed | Mar | 3 | 3 | 2024-03-06 | 13:25:14.351000 |
14 | card | 38.7 | Cappuccino | Afternoon | Wed | Mar | 3 | 3 | 2024-03-06 | 14:52:01.761000 |
14 | card | 38.7 | Cappuccino | Afternoon | Wed | Mar | 3 | 3 | 2024-03-06 | 14:53:18.344000 |
10 | card | 38.7 | Hot Chocolate | Morning | Thu | Mar | 4 | 3 | 2024-03-07 | 10:18:40.543000 |
11 | card | 38.7 | Latte | Morning | Thu | Mar | 4 | 3 | 2024-03-07 | 11:03:58.976000 |
15 | card | 28.9 | Americano | Afternoon | Thu | Mar | 4 | 3 | 2024-03-07 | 15:40:22.606000 |
15 | card | 33.8 | Americano with Milk | Afternoon | Thu | Mar | 4 | 3 | 2024-03-07 | 15:41:28.784000 |
10 | card | 28.9 | Cortado | Morning | Fri | Mar | 5 | 3 | 2024-03-08 | 10:34:41.283000 |
12 | card | 38.7 | Cappuccino | Afternoon | Fri | Mar | 5 | 3 | 2024-03-08 | 12:22:28.653000 |
13 | card | 28.9 | Americano | Afternoon | Fri | Mar | 5 | 3 | 2024-03-08 | 13:53:02.042000 |
14 | card | 28.9 | Americano | Afternoon | Fri | Mar | 5 | 3 | 2024-03-08 | 14:44:12.686000 |
14 | card | 28.9 | Americano | Afternoon | Fri | Mar | 5 | 3 | 2024-03-08 | 14:45:11.048000 |
14 | card | 33.8 | Americano with Milk | Afternoon | Fri | Mar | 5 | 3 | 2024-03-08 | 14:46:11.155000 |
18 | card | 38.7 | Latte | Night | Fri | Mar | 5 | 3 | 2024-03-08 | 18:57:51.451000 |
18 | card | 38.7 | Latte | Night | Fri | Mar | 5 | 3 | 2024-03-08 | 18:59:24.941000 |
12 | card | 24 | Espresso | Afternoon | Sat | Mar | 6 | 3 | 2024-03-09 | 12:05:15.559000 |
12 | card | 28.9 | Americano | Afternoon | Sat | Mar | 6 | 3 | 2024-03-09 | 12:07:38.275000 |
12 | card | 38.7 | Cappuccino | Afternoon | Sat | Mar | 6 | 3 | 2024-03-09 | 12:09:47.714000 |
12 | card | 28.9 | Americano | Afternoon | Sat | Mar | 6 | 3 | 2024-03-09 | 12:13:03.521000 |
12 | card | 28.9 | Americano | Afternoon | Sat | Mar | 6 | 3 | 2024-03-09 | 12:14:26.458000 |
13 | card | 38.7 | Latte | Afternoon | Sat | Mar | 6 | 3 | 2024-03-09 | 13:09:22.229000 |
13 | card | 33.8 | Americano with Milk | Afternoon | Sat | Mar | 6 | 3 | 2024-03-09 | 13:41:06.167000 |
13 | card | 28.9 | Cortado | Afternoon | Sat | Mar | 6 | 3 | 2024-03-09 | 13:53:10.408000 |
13 | card | 38.7 | Cappuccino | Afternoon | Sat | Mar | 6 | 3 | 2024-03-09 | 13:54:36.828000 |
14 | card | 33.8 | Americano with Milk | Afternoon | Sat | Mar | 6 | 3 | 2024-03-09 | 14:08:01.829000 |
14 | card | 38.7 | Hot Chocolate | Afternoon | Sat | Mar | 6 | 3 | 2024-03-09 | 14:26:52.873000 |
19 | card | 38.7 | Cappuccino | Night | Sat | Mar | 6 | 3 | 2024-03-09 | 19:17:57.572000 |
19 | card | 38.7 | Hot Chocolate | Night | Sat | Mar | 6 | 3 | 2024-03-09 | 19:19:10.084000 |
11 | card | 24 | Espresso | Morning | Sun | Mar | 7 | 3 | 2024-03-10 | 11:19:20.764000 |
19 | card | 38.7 | Latte | Night | Sun | Mar | 7 | 3 | 2024-03-10 | 19:34:00.478000 |
19 | card | 28.9 | Cortado | Night | Sun | Mar | 7 | 3 | 2024-03-10 | 19:35:54.712000 |
11 | card | 38.7 | Cappuccino | Morning | Mon | Mar | 1 | 3 | 2024-03-11 | 11:32:58.781000 |
16 | card | 28.9 | Americano | Afternoon | Mon | Mar | 1 | 3 | 2024-03-11 | 16:24:26.401000 |
16 | card | 38.7 | Latte | Afternoon | Mon | Mar | 1 | 3 | 2024-03-11 | 16:25:45.664000 |
16 | card | 28.9 | Cortado | Afternoon | Mon | Mar | 1 | 3 | 2024-03-11 | 16:50:49.608000 |
10 | card | 28.9 | Americano | Morning | Tue | Mar | 2 | 3 | 2024-03-12 | 10:15:34.543000 |
10 | card | 28.9 | Cortado | Morning | Tue | Mar | 2 | 3 | 2024-03-12 | 10:16:24.886000 |
11 | card | 38.7 | Hot Chocolate | Morning | Tue | Mar | 2 | 3 | 2024-03-12 | 11:20:45.632000 |
12 | card | 33.8 | Americano with Milk | Afternoon | Tue | Mar | 2 | 3 | 2024-03-12 | 12:46:23.275000 |
12 | card | 28.9 | Americano | Afternoon | Tue | Mar | 2 | 3 | 2024-03-12 | 12:47:26.027000 |
16 | card | 28.9 | Americano | Afternoon | Tue | Mar | 2 | 3 | 2024-03-12 | 16:15:43.325000 |
11 | card | 38.7 | Hot Chocolate | Morning | Wed | Mar | 3 | 3 | 2024-03-13 | 11:06:43.038000 |
11 | card | 28.9 | Americano | Morning | Wed | Mar | 3 | 3 | 2024-03-13 | 11:48:16.753000 |
12 | card | 28.9 | Americano | Afternoon | Wed | Mar | 3 | 3 | 2024-03-13 | 12:18:06.336000 |
12 | card | 28.9 | Americano | Afternoon | Wed | Mar | 3 | 3 | 2024-03-13 | 12:19:05.128000 |
14 | card | 33.8 | Americano with Milk | Afternoon | Wed | Mar | 3 | 3 | 2024-03-13 | 14:26:40.875000 |
15 | card | 24 | Espresso | Afternoon | Wed | Mar | 3 | 3 | 2024-03-13 | 15:40:22.261000 |
15 | card | 24 | Espresso | Afternoon | Wed | Mar | 3 | 3 | 2024-03-13 | 15:41:20.424000 |
16 | card | 24 | Espresso | Afternoon | Wed | Mar | 3 | 3 | 2024-03-13 | 16:47:09.373000 |
10 | card | 38.7 | Latte | Morning | Thu | Mar | 4 | 3 | 2024-03-14 | 10:28:33.017000 |
10 | card | 38.7 | Hot Chocolate | Morning | Thu | Mar | 4 | 3 | 2024-03-14 | 10:29:34.283000 |
13 | card | 28.9 | Cortado | Afternoon | Thu | Mar | 4 | 3 | 2024-03-14 | 13:27:29.536000 |
13 | card | 28.9 | Americano | Afternoon | Thu | Mar | 4 | 3 | 2024-03-14 | 13:28:24.527000 |
13 | card | 33.8 | Americano with Milk | Afternoon | Thu | Mar | 4 | 3 | 2024-03-14 | 13:51:59.905000 |
13 | card | 24 | Espresso | Afternoon | Thu | Mar | 4 | 3 | 2024-03-14 | 13:52:56.248000 |
15 | card | 38.7 | Latte | Afternoon | Thu | Mar | 4 | 3 | 2024-03-14 | 15:20:38.367000 |
16 | card | 33.8 | Americano with Milk | Afternoon | Thu | Mar | 4 | 3 | 2024-03-14 | 16:04:09.506000 |
16 | card | 24 | Espresso | Afternoon | Thu | Mar | 4 | 3 | 2024-03-14 | 16:54:38.202000 |
18 | card | 38.7 | Hot Chocolate | Night | Thu | Mar | 4 | 3 | 2024-03-14 | 18:58:55.854000 |
19 | card | 28.9 | Cortado | Night | Thu | Mar | 4 | 3 | 2024-03-14 | 19:00:08.663000 |
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
🎥 Video Presentation: https://drive.google.com/file/d/1a8autv5yuVIufOrDvcZNBlskkQ3Pq_8-/view?usp=drive_link ☕ Coffee Sales Analysis Overview
This notebook explores a coffee shop sales dataset and examines how sales change by coffee type, weekday, and time of day. The goal was to identify patterns that could help improve business decisions such as inventory management and promotions.
Data Cleaning
Before starting the analysis, the data was checked for errors:
No missing or duplicate rows were found.
Date and time columns were converted to the correct format.
Numeric and categorical values were verified.
Research Questions
Which coffee types are the most popular and profitable?
Which weekdays generate the highest total revenue?
Does the time of day influence total sales?
Visual Insights
Sales by Coffee Type Latte and Americano with Milk are the most sold items.
Revenue by Weekday Revenue is highest on Monday and Tuesday, and lowest on Sunday.
Revenue by Time of Day The afternoon slightly leads in revenue, followed closely by morning hours.
Findings
Lattes and Americanos with Milk are both top sellers and main revenue drivers.
Early-week days are busier than weekends, suggesting higher weekday demand.
Sales are steady throughout the day, with a slight peak after lunch.
Tools
Python libraries: pandas, matplotlib, seaborn
Environment: Google Colab
Dataset: Coffee Sales (Kaggle)
Conclusion
The analysis shows clear behavioral patterns in coffee consumption. People tend to buy more coffee at the beginning of the week and during midday hours. These insights can help coffee shop staff, plan inventory, and design promotions more effectively.
HuggingFace Dataset
URL: https://huggingface.co/datasets/adigabay2003/coffee-sales-eda
Included files:
coffee_sales.csv
• https://colab.research.google.com/drive/1JJRG3nc_6GMmKfAYMnaH_26D-Bq5GKLE?usp=drive_link
README.md
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