Your Workspace
Drop or select a file to start exploring your data
Library
Your past sessions
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Upload File
CSV · JSON · TSV · TXT — or drag & drop
Pick which columns to use
VISIQ — PYTHON ANALYSIS ENGINE
Initialising analysis engine…
✓ Done
Dataset
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Your Data Table
Editable
Double-click any cell to edit it — charts update right away
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Data Points
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Total Value
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Average
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Minimum
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Maximum
How Good is the Model?
This shows how well the AI model fits your data. Works best with number sequences over time.
R² Score
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Model Fit
MAE
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Avg Error
RMSE
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Squared Error
MAPE
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% Error
Accuracy
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Overall Accuracy
Model Score—
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Data Health—
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What Your Data Shows
A plain-English breakdown of your results
Data Overview
Trend Analysis
ML Forecast
Model Score
Risk & Anomalies
AI Verdict — Summary
Deep Analysis Tools
Dig deeper into your data with statistics, charts, and column breakdowns
Click the tabs below to explore more insights
This workbench has 7 sections — Data Health, Column Profiling, Deep Statistics, Distributions, Scatter Matrix, Advanced Charts, and Correlation Matrix. Each tab unlocks a different view of your data.
| Column | Type | Count | Unique | Unique % | Missing | Min | Max | Mean | Std Dev | Sample Values |
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Select the numeric column to inspect:
Quartile Distribution
Shape & Distribution
Select column & chart type:
Select a numeric column above
Pairwise scatter plots across all numeric columns — reveals relationships at a glance
Select a chart type and columns to explore your data with professional data science charts
Select a chart type above to begin
Pearson correlation matrix across all numeric columns (darker = stronger relationship)
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Overall Data Health Score
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Distribution & Trend
Proportional breakdown and sequential trend
Pie — DistributionProportional
Enter data to render
Line — Trend Over TimeTime Series
Enter sequential data
Comparative & Relational Analysis
Bar, radar pattern & scatter distribution
Bar — ComparisonCategorical
Enter data to render
Radar — ProfileMulti-Axis
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Scatter — DistributionRelational
Enter data to render
Frequency & Trend Analysis
Histogram distribution with trend overlay and smoothed trend line
Histogram — Frequency DistributionTrend Overlay
Enter data to render
Trend Line — Moving AverageSmoothed
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Enter sequential data
Comparative Bar Analysis
Grouped comparison and ranked horizontal bars
Grouped Bar — Side-by-Side ComparisonComparison
Enter data to render
Horizontal Bar — Ranked ValuesRanked
≡
Enter data to render
Distribution Shape Analysis
Violin density plot and box-and-whisker summary
Violin Plot — Density DistributionKDE
Enter data to render
Box Plot — Five-Number SummaryQuartiles
Enter data to render
Matrix & Pattern Analysis
Value-intensity heatmap and segment confusion matrix
Heatmap — Value IntensityIntensity
Enter data to render
Confusion Matrix — Segment ClassificationClassification
Enter data to render
AI Insights & ML Analysis
Regression · anomaly detection · forecasting
ML Engine Ready
Upload a dataset or input data above to receive AI-powered insights, regression analysis, anomaly detection, and forecasting.
Upload a dataset or input data above to receive AI-powered insights, regression analysis, anomaly detection, and forecasting.
Auto Data Cleaning
AI-powered suggestions to improve your dataset quality — apply fixes and export a clean version
Export Cleaned Dataset: