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danielnovais-tech merged 4 commits into from
Feb 10, 2026
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Pr 62 #66

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519d354
Stop tracking node_modules; embed CSV templates in docs
danielnovais-tech Feb 9, 2026
41929ae
Move CSV templates to README; align docs/workflow with main
danielnovais-tech Feb 10, 2026
0a4e913
Restore node_modules to match main
danielnovais-tech Feb 10, 2026
c920351
Restore examples to match main
danielnovais-tech Feb 10, 2026
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20 changes: 20 additions & 0 deletions README.md
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Expand Up @@ -176,6 +176,26 @@ make data-build
- ✅ Full validation and transformation
- ✅ Integrated confidence scoring

#### CSV templates

**Basic template (recommended starting point):**

```csv
id,city,provider,latitude,longitude,download,upload,latency,jitter,packet_loss,timestamp
1,Your City Name,Your ISP Name,-23.5505,-46.6333,100.0,15.0,30.0,5.0,0.5,2026-01-15T10:00:00
```

**Complete template (example dataset):**

```csv
id,city,provider,latitude,longitude,download,upload,latency,jitter,packet_loss,timestamp
1,São Paulo,Starlink,-23.5505,-46.6333,165.4,22.8,28.5,3.2,0.1,2026-01-15T10:30:00
2,Belo Horizonte,Claro,-19.9167,-43.9345,92.1,15.3,38.7,6.5,0.8,2026-01-15T11:00:00
3,Curitiba,Vivo,-25.4284,-49.2733,110.5,18.2,32.1,4.8,0.3,2026-01-15T11:30:00
4,Porto Alegre,TIM,-30.0346,-51.2177,88.7,14.1,42.3,7.2,1.1,2026-01-15T12:00:00
5,Manaus,Viasat,-3.1190,-60.0217,75.3,9.8,68.2,15.7,2.5,2026-01-15T12:30:00
```

Copilot AI Feb 10, 2026

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The templates include jitter and packet_loss as if they are first-class measurement metrics, but the Manual CSV pipeline currently only preserves these columns as string metadata (see src/sources/manual_csv.py where they are copied into measurement.metadata), and they are not part of the canonical MeasurementSchema. This is likely to mislead users into thinking those values will be validated/used in scoring/analysis; either clarify here that these fields are stored as metadata only for Manual CSV ingestion, or remove them from the Manual CSV templates / link to the upload_csv.py template docs instead.

Suggested change
Note: in the Manual CSV pipeline, the `jitter` and `packet_loss` columns are preserved as string metadata only and are **not** part of the canonical `MeasurementSchema` or used directly in scoring/analysis.

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See the [complete guide](docs/MANUAL_CSV_PIPELINE.md) for details.

## Roadmap (alto nível)
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