Friday, January 16, 2026

Parkinsons disease analysis

CL5D Hybrid Model | Complete Dashboard with File Upload

CL5D Hybrid Model

Parkinson's Disease Analysis - Complete Mathematical Workflow

Phase I → Phase II → Phase III → Phase IV

Upload Parkinson's Disease Dataset
Supported: CSV files with numerical data. First row should be headers.

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0 rows × 0 columns
Data Information
0
Total Rows
0
Total Columns
0%
Overfitting Risk
Regions Generated
400
Minimum Requirement
$400 \text{ regions required for CL5D}$
Overfitting → Entropy
0.0000
For At Agent
$H_{overfit} = -\eta \log_2(\eta)$
I
Phase I: Agent Coordination
At
Entropy Agent
$H(X) = -\sum p(x)\log p(x)$
0.0000
Normalized Entropy
Ab
Fractal Agent
$D_f = \frac{\log N(\epsilon)}{\log(1/\epsilon)}$
0.0000
Fractal Dimension
Ex
Harmonic Agent
$H_k = \frac{400}{\sum \frac{1}{x_i}}$
0.0000
Harmonic Mean
T
Transformation Agent
$V = \frac{\Gamma(\text{Cn})}{\sum \Gamma(\text{Cn}_i)}$
0.0000
Valence Score
50% Gate Rule: ≥50% of regions must have Cn ≤ 0.000123
❌ Not Satisfied
Cn Score (Phase I)
0.0000
No Data
Cn Score Progress 0%
II
Phase II: Evolution & Equilibrium
Evolution Score
0.000000
Range: <0.000123 - 0.0001
Decay Score
0.000000
Range: <0.0001 - 0.00002
Conjugate Balance
$\sqrt{E \times D}$
0.000000
Equilibrium Point
Benchmark Score
0.000020
Target: 0.000020
50% Gate Rule: ≥50% satisfy Evolution → Decay transition
❌ Not Satisfied
III
Phase III: Fusion & Catalyst
$F = \alpha \cdot \left(\frac{W}{W_{crit}}\right) \cdot e^{-\beta \cdot \Delta t}$
0.000000
Fusion Equation
0.000000
Ct Agent (Catalyst)
IV
Phase IV: Weight Transition
$W_{adv} = m \cdot g + F \cdot \Delta t \cdot \nabla \Phi$
0.000000
Weight Equation
0.000000
Final Cn Score
CL5D Workflow Summary
Overfitting Entropy
0.0000
High
Gate Compliance
0%
Low
Final Cn Score
0.0000
No Data
Workflow Status
---
Not Started

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