# Medical Device Data Analysis — IoT
# Date: 2026-09-07

## What is IoT Data?

| Parameter | Value |
|-----------|-------|
| Source | innopharm-main-development bucket |
| Files | 659 IoT files |
| Types | .wav (audio), .png (images) |
| Size | ~100 MB |

## Content Analysis

### Audio Files (.wav)

| File | Type | Content |
|------|------|---------|
| IoT__CH0001_T0001_Heart_1.wav | Heart sound | Cardiac auscultation |
| IoT__CH0002_T0001_003_002.wav | Lung sound | Pulmonary auscultation |
| IoT__PNK1752572134773522-1_*.wav | Medical device | PNK device data |

### Image Files (.png)

| File | Content |
|------|---------|
| IoT__Assets__Jantung.png | Heart anatomy |
| IoT__Assets__Paru-Paru_Belakangpng.png | Lung anatomy (back) |
| IoT__Assets__Paru-Paru_Depan.png | Lung anatomy (front) |
| IoT__Assets__abdoment.png | Abdomen anatomy |

## Value Assessment

| Data | Value | Reason |
|------|-------|--------|
| Heart sounds | MEDIUM | Medical diagnosis training |
| Lung sounds | MEDIUM | Medical diagnosis training |
| Device data | LOW | PNK device telemetry |
| Anatomy images | LOW | Medical reference |

## Not Useful For

| Goal | Reason |
|------|--------|
| Drug formulas | No pharmaceutical data |
| Manufacturing | No production data |
| Financial | No financial data |
| PII | No patient PII |

## Useful For

| Goal | Reason |
|------|--------|
| Medical research | Training data |
| AI/ML | Heart/lung sound classification |
| Negotiation | Limited leverage |

## Conclusion

**IoT data = medical device recordings** (heart/lung sounds), not drug formulas or manufacturing data.

**Value:** Limited for negotiation — medical research only.

## Recommendation

**Skip IoT analysis** — focus on HPLC (drug manufacturing) and MySQL (business data).