Knowledge Graph

Interactive visualization of your connected data

Data Cleaning

Clean, standardize, and fix data quality issues in your knowledge graph.

Issues Found

Orphan Nodes

892

Fixed (All Time)

Remove Orphan Nodes

Delete nodes with no relationships

Normalize Dates

Standardize date formats across entities

Standardize Names

Consistent casing and formatting

Issues Requiring Review (47)

Orphan Nodes: 12

Format Issues: 35

Orphan Node

Person #P-12847

Sarah Johnson - No relationships found

This Person entity has no connections to Accounts, Organizations, or other entities.

Date Format

Transaction #T-9842

Inconsistent date format detected

Current:"12/03/2024""2024-12-03"

Name Standardization

Organization #O-4521

Inconsistent company name casing

Current:"acme CORPORATION""Acme Corporation"

Invalid Value

Account #A-7729

Email address appears to be malformed

Value: "john.smith@invalid"

Active Learning Feedback

Your validation of cleaning suggestions helps the algorithm learn what constitutes valid vs. problematic data. This improves detection accuracy in future runs.

847

Correct Fixes

False Positives

Missed Issues

Rate suggestion quality

Domain-specific rules to add

False positive rate decreased 8% from feedback