Smart Dataset Analyzer Interactive Report

ML Readiness Score: 100/100

No critical issues detected. Dataset is ready for ML modeling.

Feature Statistics

count mean std min 25% 50% 75% max missing_values missing_pct unique_values variance
Stress (MPa) 22.0 3.188636e+02 8.724530e+01 200.0 250.00 310.0 387.5 500.0 0 0.0 9 7.611742e+03
Build orientation 22.0 4.500000e+01 3.674235e+01 0.0 0.00 45.0 90.0 90.0 0 0.0 3 1.350000e+03
Defect depth (um) 22.0 5.177273e+01 2.565324e+01 23.0 30.75 49.5 64.0 128.0 0 0.0 19 6.580887e+02
Defect size (um) 22.0 6.154545e+01 2.585072e+01 28.0 39.75 59.0 78.0 115.0 0 0.0 20 6.682597e+02
Distance to surface (um) 22.0 5.015909e+02 3.391858e+02 85.0 279.00 343.5 720.0 1303.0 0 0.0 22 1.150470e+05
Nf (cycle) 22.0 1.074523e+08 1.628159e+08 110000.0 4315000.00 24450000.0 132250000.0 535000000.0 0 0.0 22 2.650901e+16

Outlier Analysis

Column Outlier Count Example Values Outlier %
Stress (MPa) 0 View %
Build orientation 0 View %
Defect depth (um) 1 View128 %
Defect size (um) 0 View %
Distance to surface (um) 0 View %
Nf (cycle) 0 View %

Normality Test Results

Feature Skew Kurtosis Shapiro p D’Agostino p KS p Status
Feature Skew Kurtosis Shapiro p D’Agostino p KS p Status
Stress (MPa) 0.389 -0.847 0.2391 0.4743 0.6619 ✅ Normal
Build orientation 0.000 -1.429 0.0006 0.0141 0.2597 ❌ Non-Normal
Defect depth (um) 1.199 1.515 0.0215 0.0077 0.7324 ❌ Non-Normal
Defect size (um) 0.549 -0.670 0.2097 0.4173 0.9125 ✅ Normal
Distance to surface (um) 0.909 -0.314 0.0134 0.1443 0.1872 ❌ Non-Normal
Nf (cycle) 1.659 1.568 0.0000 0.0010 0.0634 ❌ Non-Normal

Target Leakage Detection

Feature Accuracy
Defect size (um) 0.80
Distance to surface (um) 0.76
Nf (cycle) 1.00

Class Imbalance Check

Class Percentage
27 9.09%
36 9.09%
23 9.09%
57 4.55%
44 4.55%
83 4.55%
53 4.55%
29 4.55%
70 4.55%
65 4.55%
74 4.55%
61 4.55%
50 4.55%
128 4.55%
30 4.55%
49 4.55%
56 4.55%
33 4.55%
85 4.55%

Distribution Plots

Distribution Plots Distribution Plots Distribution Plots Distribution Plots Distribution Plots Distribution Plots

Boxplots

Boxplots Boxplots Boxplots Boxplots Boxplots Boxplots

Violin Plots

Violin Plots Violin Plots Violin Plots Violin Plots Violin Plots Violin Plots

Swarm Plots

Swarm Plots Swarm Plots Swarm Plots Swarm Plots Swarm Plots Swarm Plots

Correlation

Correlation Correlation Correlation Correlation

QQ Plots

QQ Plots QQ Plots QQ Plots QQ Plots QQ Plots QQ Plots

Feature Importance

Feature Importance

PCA Plot

PCA Plot

t-SNE Plot

t-SNE Plot