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General Troubleshooting

Data Loading and Connectivity Issues

Q: My data isn’t appearing or processing correctly — what should I check?

Problem Solution
File Loading: Data files fail to load or show unexpected results. - Ensure your files (CSV, Parquet, JSON) meet Falkonry specifications.
- CSV specifics:
  - Use commas (,) as separators.
  - Avoid summary lines or metadata in the file content.
- Verify a consistent time identifier and format across all files.
- Ensure each file has a unique name.
- Confirm all files of the same type share a consistent schema.
Time Configuration: Data appears at the wrong times or isn’t processed. - Time Format: Match the connection configuration (ISO 8601, Unix epoch in seconds, ms, µs, or ns).
- Time Identifier: The column/key must exactly match the Time Identifier in your connection (case-sensitive).
- Time Zone: Check that time zones in your data align with the system; mismatches can shift timestamps.
- Time Format Documentation.
Data Content and Quality: Data points are missing or not plotted correctly. - Numeric signals ignore non-numeric values — gaps will appear in charts.
- Only US number format is supported (1.23). Values like 12,3 are dropped.
- The system can handle gaps or varying sampling rates without extra data wrangling.
- MQTT live streams: Expect a ~15-minute buffer before data appears. Pattern detection and rule processing are low-latency after that.
- MQTT Data Format Documentation.
Connection Status and Signal Approval: Data isn’t flowing into the system. - Check your connection status:
  - TEST: Validation and drafting only.
  - PRODUCTION: Continuous live processing.
  - PAUSED: No new data transfers.
- Signals must be approved from Draft Signals before data is processed.
- Connection Status and Signal Approval Documentation.
Synthetic Signals and Transformations: Derived or cleaned signals aren’t working. - Verify Jinja2 logic for synthetic signals or cleaning rules.
- Test transformations thoroughly in TEST before moving to production.
- Template Documentation.

Signal Management and Organization

Q: Signals aren’t displaying correctly or behaving unexpectedly — what do I check?

Problem Solution
Signal Data Types: Signals analyzed incorrectly. - The system auto-detects numeric or categorical types from initial data.
- Adjust types in Draft Signals if needed. For example, 1/0 state signals may need Categorical.
- Approved signal types cannot be changed later.
- Signal Approval
Signal Naming: Confusing or duplicate signal names. - Avoid renaming approved signals — it can break references. Coordinate with Falkonry if renaming is necessary.
- Use unique, human-readable names, optionally with prefixes for equipment or components.
Signal Metadata and Properties: Visualization or rules behave unexpectedly. - Verify metadata: description, unit, min/max thresholds.