Intelligent Breast Cancer Diagnostic System

Empowering oncologists with high-precision ANN-driven diagnostic tools. Experience clinical-grade accuracy with OncoShield's real-time analysis engine.

analytics

Live Dataset Analysis

Total Samples: 569Pre-processing Verified

Completeness100%

Malignant (M)

212

Benign (B)

357

verified

Data Optimization

Missing values imputed100%

Standard Scaler applied100%

info

Data has been normalized and features scaled using Z-score standardization for optimal model convergence.

New Patient Diagnosis

fingerprintPatient ID: ...

Morphological Parameters

Mean radius

Mean texture

Mean perimeter

Mean area

Mean smoothness

Mean compactness

Mean concavity

Mean concave points

Mean symmetry

Mean fractal dimension

radius Error

texture Error

perimeter Error

area Error

smoothness Error

compactness Error

concavity Error

concave points Error

symmetry Error

fractal dimension Error

Worst radius

Worst texture

Worst perimeter

Worst area

Worst smoothness

Worst compactness

Worst concavity

Worst concave points

Worst symmetry

Worst fractal dimension

Tumor Localization

Click to select clinical quadrant.
Selected: UOQ

biotech

Waiting for input...

Adjust morphological parameters and run analysis to see live predictions.