Transformation JSON schema
Each cleaned station is described by a single JSON file that records every operation applied to the raw signal: the valid data window, dropped ranges and timestamps, breakpoints, and tsunami events. Because the cleaning is fully driven by these configs, the whole dataset is reproducible from the raw IOC data plus the transformations.
Getting the transformations
- Zenodo - the complete dataset includes
transformations.tar.gzon the Zenodo record. See Data Access for download and extraction steps. - GitHub - the transformations and metadata are also mirrored on the
GitHub releases,
and live in the
transformations/directory of the repository.
Build your own
You are not limited to the shipped configs. To clean a station yourself, write
a JSON file following the schema below and load it with
C.load_transformation_from_path(...). This lets you adjust the valid window,
drop additional bad ranges, or flag events for stations and periods not yet
covered.
import searvey
import ioc_cleanup as C
station = "abed"
df_raw = searvey.fetch_ioc_station(station, "2020-01-01", "2026-01-01")
trans = C.load_transformation_from_path(
"../transformations/abed_bub.json"
)
df_clean = C.transform(df_raw, trans)
Example
{
"ioc_code": "abed",
"sensor": "bub",
"notes": "",
"skip": false,
"wip": false,
"start": "2020-01-01T00:00:00",
"end": "2026-01-01T00:00:00",
"high": null,
"low": null,
"dropped_date_ranges": [
["2022-03-27 03:00:00", "2022-03-27 03:45:00"],
["2023-03-26 03:00:00", "2023-03-26 03:45:00"]
],
"dropped_timestamps": [
"2022-09-30T14:45:00",
"2022-09-30T15:30:00",
"2022-10-02T06:45:00",
"2022-10-02T07:00:00",
"2023-06-21T00:15:00",
"2024-04-24T11:00:00",
"2024-09-07 12:00:00"
],
"breakpoints": [],
"tsunami": []
}
Field descriptions
| Field | Description |
|---|---|
ioc_code |
IOC station code |
sensor |
Sensor identifier |
start, end |
Valid data window |
dropped_date_ranges |
Continuous ranges to remove |
dropped_timestamps |
Individual timestamps |
breakpoints |
Sensor regime changes |
tsunami |
Eventual tsunami(s) date ranges |
skip |
Ignore station |
wip |
Work in progress |