Spaces:
Running
on
Zero
Bob D test _ llama-2-7b-chat
😃: Name,Phone,Email
Bob Doe,416-999-9211,[email protected]
Bob D,416-999-9211,[email protected]
Bob Doe,,[email protected]
Bob Doe,416-999-9211,
Bob Doe,647-123-9999,[email protected]
The above is the content of a CSV file that details individual contact information, with columns for names, phone numbers, and emails. Some entries might refer to the same person but vary slightly, like phone formats or email domains. Please analyze it with these steps:
- Scan the CSV to identify rows likely referring to the same individual.
- Cluster each identified set of records pertaining to the same individual into a separate table to ease the manual review process.
- List the reasons for marking the records as duplicates in bullet points under each table.
Important:
- For name columns, relax matching criteria for abbreviations in names.
- For phone numbers, ease the criteria for numbers separated by different special characters.
- For email addresses, loosen the criteria for missing elements like ".com", which can be intuitively deduced by human judgement.
At the end, please present a series of tables with potential duplicate record groups, each followed by bullet-pointed explanations for each group beneath the tables.
🤖: Sure! I've analyzed the provided CSV file based on your instructions. Here are the results:
Table 1: Duplicate Record Groups
| Row Index | Name | Phone | Reasons for Marking as Duplicates | |
|---|---|---|---|---|
| 1 | Bob Doe | 416-999-9211 | [email protected] | Same name and phone number |
| 2 | Bob Doe | 416-999-9211 | [email protected] | Same name and phone number |
| 3 | Bob Doe | 647-123-9999 | [email protected] | Same name and phone number (relaxed naming criteria) |
| Reason #1: Relaxed naming criteria for name column allows for slight variations in spelling or formatting. | ||||
| Reason #2: Eased criteria for phone numbers separating different special characters (e.g., spaces, hyphens). | ||||
| Reason #3: Loosened criteria for missing elements in email addresses (e.g., dot notation), which may be inferred from context or human judgment. |
Table 2: Potential Duplicate Record Group 1 - Bob Doe
| Row Index | Columns | Values |
|---|---|---|
| 1 | Name | Bob Doe |
| 2 | Phone | 416-999-9211 |
| 3 | [email protected] | |
| Reasons for grouping this set of records as duplicates: |
- Same name and phone number.
Table 3: Potential Duplicate Record Group 2 - Bob D
| Row Index | Columns | Values |
|---|---|---|
| 1 | Name | Bob D |
| 2 | Phone | 416-999-9211 |
| 3 | [email protected] | |
| Reasons for grouping this set of records as duplicates: |
- Same name and phone number.
I hope this helps you streamline your data processing tasks!