This project is divided by 2 files (main.ipynb and app.py). The main.ipynb file is subdivided by:
- Main Imports: import all the libraries needed for the project
- Read Data: read the data from the excel sheet dataset
- Exploratory Data Analysis: explore the data for consequent analysis and development of the model
- Data Preparation
- Modeling
- Evaluation
- End-user GUI
Use the app.py to run the project by executing the command: >> python -m streamlit run app.py
Below some screenshot results of the project:
Raw Data
| Unnamed: 0 | tmsp | country | amount | success | PSP | 3D_secured | card | |
|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 2019-01-01 00:01:11 | Germany | 89 | 0 | UK_Card | 0 | Visa |
| 1 | 1 | 2019-01-01 00:01:17 | Germany | 89 | 1 | UK_Card | 0 | Visa |
| 2 | 2 | 2019-01-01 00:02:49 | Germany | 238 | 0 | UK_Card | 1 | Diners |
| 3 | 3 | 2019-01-01 00:03:13 | Germany | 238 | 1 | UK_Card | 1 | Diners |
| 4 | 4 | 2019-01-01 00:04:33 | Austria | 124 | 0 | Simplecard | 0 | Diners |
Feature Engineering Result Data
| Unnamed: 0 | tmsp | country | amount | success | PSP | 3D_secured | card | retry | hour | day_of_week | month | PSP_code | transaction_cost | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9238 | 9238 | 2019-01-10 03:49:12 | Austria | 6 | 0 | Moneycard | 0 | Diners | 0 | 3 | 3 | 1 | 0 | 4.5 |
| 9239 | 9239 | 2019-01-10 03:49:37 | Austria | 6 | 0 | Simplecard | 0 | Diners | 1 | 3 | 3 | 1 | 3 | 1.0 |
| 22742 | 22742 | 2019-01-27 14:01:11 | Austria | 6 | 1 | Simplecard | 0 | Master | 0 | 14 | 6 | 1 | 3 | 1.5 |
| 33737 | 33737 | 2019-02-08 05:02:33 | Austria | 6 | 0 | UK_Card | 0 | Diners | 0 | 5 | 4 | 2 | 2 | 1.5 |
| 33738 | 33738 | 2019-02-08 05:02:37 | Austria | 6 | 0 | UK_Card | 0 | Diners | 1 | 5 | 4 | 2 | 2 | 1.5 |
