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You are a Data Engineer at Shopify. The data import from a legacy system may have whitespace issues in customer names. Clean the full_name field by removing any leading and trailing whitespace and count how many characters each name contains.
| Column Name | Type |
|---|---|
| customer_id | int64 |
| full_name | object |
| object | |
| phone | object |
You are a Data Engineer at Shopify. The data import from a legacy system may have whitespace issues in customer names. Clean the full_name field by removing any leading and trailing whitespace and count how many characters each name contains.
| Column Name | Type |
|---|---|
| customer_id | int64 |
| full_name | object |
| object | |
| phone | object |
| city | object |
| city | object |
| state | object |
| state | object |
| country | object |
| country | object |
| created_at | object |
| created_at | object |
| customer_id | full_name | phone | city | state | country | created_at | |
|---|---|---|---|---|---|---|---|
| 1 | Sophia Lewis | sophia.lewis@gmail.com | San Diego | CA | US | 2024-10-10 19:19:27 |
| customer_id | full_name | phone | city | state | country | created_at | |
|---|---|---|---|---|---|---|---|
| 1 | Sophia Lewis | sophia.lewis@gmail.com | San Diego | CA | US | 2024-10-10 19:19:27 |
| customer_id | full_name | city | country | name_length | |
|---|---|---|---|---|---|
| 1 | Sophia Lewis | sophia.lewis@gmail.com | San Diego | US | 12 |
| 2 | Marilyn Kelly | marilynkelly@yahoo.com | New York | US | 13 |
| 3 | Andrea Miller |
| customer_id | full_name | city | country | name_length | |
|---|---|---|---|---|---|
| 1 | Sophia Lewis | sophia.lewis@gmail.com | San Diego | US | 12 |
| 2 | Marilyn Kelly | marilynkelly@yahoo.com | New York | US | 13 |
| 3 | Andrea Miller |
Showing first 5 of 50 rows.
Showing first 5 of 50 rows.
1. Data Selection:
2. String Cleaning:
3. Output:
1. Data Selection:
2. String Cleaning:
3. Output:
| 2 | Marilyn Kelly | marilynkelly@yahoo.com | New York | NY | US | 2024-11-30 08:33:24 |
| 2 | Marilyn Kelly | marilynkelly@yahoo.com | New York | NY | US | 2024-11-30 08:33:24 |
| 3 | Andrea Miller | andrea_miller@zoho.com | +1-803-484-1106 | Winnipeg | MB | CA | 2025-06-22 16:35:50 |
| 3 | Andrea Miller | andrea_miller@zoho.com | +1-803-484-1106 | Winnipeg | MB | CA | 2025-06-22 16:35:50 |
| 4 | Luis Green | lgreen@aol.com | +1-544-304-2519 | San Antonio | TX | US | 2025-01-26 13:10:44 |
| 4 | Luis Green | lgreen@aol.com | +1-544-304-2519 | San Antonio | TX | US | 2025-01-26 13:10:44 |
| 5 | Anthony Alvarez | anthonya@protonmail.com | +1-749-327-7201 | Los Angeles | CA | US | 2024-10-01 14:28:15 |
| 5 | Anthony Alvarez | anthonya@protonmail.com | +1-749-327-7201 | Los Angeles | CA | US | 2024-10-01 14:28:15 |
| andrea_miller@zoho.com |
| andrea_miller@zoho.com |
| Winnipeg |
| Winnipeg |
| CA |
| CA |
| 13 |
| 13 |
| 4 | Luis Green | lgreen@aol.com | San Antonio | US | 10 |
| 4 | Luis Green | lgreen@aol.com | San Antonio | US | 10 |
| 5 | Anthony Alvarez | anthonya@protonmail.com | Los Angeles | US | 15 |
| 5 | Anthony Alvarez | anthonya@protonmail.com | Los Angeles | US | 15 |