--- title: "Check for, review, and merge duplicates - Fuzzy matching" slug: "check-for-review-and-merge-duplicates-fuzzy-matching" description: "Perform fuzzy matching duplicate checks to identify and merge duplicates based on calculated scores and defined thresholds for data quality." tags: ["Task", "Data Quality Studio", "DQS"] updated: 2026-03-20T09:11:55Z published: 2026-03-20T17:44:40Z canonical: "docs.staedean.com/check-for-review-and-merge-duplicates-fuzzy-matching" --- > ## Documentation Index > Fetch the complete documentation index at: https://docs.staedean.com/llms.txt > Use this file to discover all available pages before exploring further. # Check for, review, and merge duplicates - Fuzzy matching A fuzzy matching duplicate check checks for duplicates applying fuzzy logic. A fuzzy matching duplicate check compares, for a selected record, several field values with the values of the same fields of other records. When duplicate values are found in another record: 1. The duplicate score is calculated. The duplicate score is calculated based on the field weightage as defined for the duplicate check. 2. The calculated duplicate score is compared with the threshold as defined for the duplicate check. 3. If the duplicate check is equal to or higher than the threshold, the record is reported as possible duplicate. ### Example: Duplicate check on CustTable Threshold: 50% | Table name | Datasource name | Field | Field label | Weightage | | --- | --- | --- | --- | --- | | CustTable | CustTable | AccountNum | Customer account | | | CustCustomerV3Entity | CustCustomerV3Entity | AddressStreet | Street | 1 | | CustCustomerV3Entity | CustCustomerV3Entity | AddressZipCode | ZIP/postal code | 1 | | CustCustomerV3Entity | CustCustomerV3Entity | OrganizationName | Organization name | 6 | | CustCustomerV3Entity | CustCustomerV3Entity | PrimaryContactEmail | Primary email | 3 | | CustCustomerV3Entity | CustCustomerV3Entity | PrimaryContactPhone | Primary phone | 3 | Calculation examples: - Duplicate values exist in the Primary email field and in the Primary phone field. The duplicate score is: 6 / 14 * 100 = 42,86. The record is not reported as possible duplicate. - Duplicate values exist in the Organization name field and the ZIP/postal code field. The duplicate score is: 7 / 14 * 100 = 50. The record is reported as possible duplicate. ### Review and merge duplicates You can review the found duplicates. To solve duplicates, you can: - Merge field values from the duplicate records to a chosen master record. - Manually delete undesired duplicate records. ### Steps 1. Go to the form from where you want to check if duplicates exist for a record. 2. In the list, find and select the desired record. 3. Start the fuzzy duplicate check. Only one duplicate check is done. This is the first-found active Fuzzy matching duplicate check that: Click **Check for duplicates**. > [!NOTE] > Note > > On the applicable form, on the **Action Pane**, depending on the setup, the **Check for duplicates** button can be shown: > > - On the **Data quality** tab, in the **Duplicate check** button group. > - As a separate button. > - On an existing action pane tab, in the **Duplicate check** button group. - Applies to the main table of the form. - Is used in a duplicate check rule of an active data quality policy. 4. If possible duplicates are found, automatically, the **Duplicate records found** page is shown. Review the possible duplicates that are found by the fuzzy duplicate check. 5. Sub-task: Merge field values of duplicate records. 1. You can merge field values of the found duplicate records to a chosen master record. In the **Duplicates found** section, click **Proceed to merge**. 2. The master record to which the field values are merged is shown in the **Master record** section. By default, the originally selected record is the master record. You can select another of the shown duplicate records as the master record. As a result, this record is shown in the master record section. For the desired record, select the **Master record** check box. 3. The duplicate check setup defines which fields can be merged. These fields are shown in the **Duplicates found** section, preceded by a '**merge**' check box. Select the **'merge'** check for each field value that you want to merge to the master record. You can only select one **'merge'** check box for each field. Select the desired **'merge**' check boxes. 4. Click **Merge**. 5. Click **Yes**. 6. Sub-task: Delete undesired duplicate records. 1. When you merge field values to a master record, the found duplicate records are not deleted automatically. The main reason is that the found duplicate records can be referenced in other records. Therefore, if desired, delete the undesired duplicate records manually. In **Duplicates found** section, in the list, find and select a duplicate record that you want to delete. 2. Click to follow the link in the Identifier field. 3. Click **Delete**. > [!NOTE] > Note > > Before you delete a record, make sure it is not referenced in another record. 4. Click **Yes**. 5. Close the page. 7. Close the page. 8. Close the page. > [!NOTE] > Notes > > If you run a quality assessment, duplicate checks of type '**Fuzzy matching**' are done as well. If a duplicate record is found, in the **Quality assessment results**, a warning is shown for the record. The message shows the number of duplicate records found. ## Related - [Define to which forms fuzzy duplicate check rules apply](/define-to-which-forms-fuzzy-duplicate-check-rules-apply.md) - [Phonetic search on fuzzy duplicate checks](/phonetic-search-on-fuzzy-duplicate-checks.md) - [Monitor fuzzy duplicate check history](/monitor-fuzzy-duplicate-check-history.md) - [Clean up fuzzy duplicate check history](/clean-up-fuzzy-duplicate-check-history.md)