Overview
Executive Dashboard
A snapshot of overall dataset health at a glance.
Health Score
{{HEALTH_SCORE}}/100
{{HEALTH_STATUS}}
Grade
{{GRADE}}
Overall data quality grade
Rows
{{ROWS}}
Total records
Columns
{{COLUMNS}}
Total fields
Missing Values
{{MISSING_VALUES_COUNT}}
{{MISSING_VALUES_PERCENT}}% of all cells
Duplicate Rows
{{DUPLICATE_ROWS_COUNT}}
{{DUPLICATE_ROWS_PERCENT}}% of rows
Structure
Dataset Overview
Shape, memory footprint, and schema of {{DATASET_NAME}}.
Rows
{{ROWS}}
Columns
{{COLUMNS}}
Memory Usage
{{MEMORY_USAGE}}
File Format
{{FILE_FORMAT}}
Column Names
{{COLUMN_NAME_CHIPS}}
Diagnosis
Dataset Health
Composite score, key strengths, and where to focus first.
{{HEALTH_SCORE}}
Grade {{GRADE}}
{{HEALTH_HEADLINE}}
{{HEALTH_STATUS}}
{{HEALTH_SUMMARY}}
Overall score
{{HEALTH_SCORE}}/100
Strengths
{{STRENGTHS_LIST}}
Weaknesses
{{WEAKNESSES_LIST}}
Completeness
Missing Values
Null counts and percentage completeness per column.
| Column | Missing Count | Missing % | Data Type | Severity |
|---|
Uniqueness
Duplicate Analysis
Repeated records that may skew downstream analysis.
Duplicate Rows
{{DUPLICATE_ROWS_COUNT}}
Duplicate %
{{DUPLICATE_ROWS_PERCENT}}%
Unique Rows
{{UNIQUE_ROWS_COUNT}}
Duplicate Groups
{{DUPLICATE_GROUPS_COUNT}}
Distribution
Statistics
Descriptive statistics for every numeric column.
| Column | Count | Mean | Std | Min | 25% | 50% | 75% | Max |
|---|
Anomalies
Outlier Analysis
Columns with values that fall outside expected bounds.
{{OUTLIER_CARDS}}
Relationships
Correlation Analysis
Pairwise correlation strength across numeric columns.
Analysis
Insights
Notable patterns Datapilot surfaced automatically.
{{INSIGHTS}}
Next steps
Recommendations
Prioritized actions to improve dataset quality.
{{RECOMMENDATIONS}}