NATRO
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DATASET::TELEMANOM // NASA / JPL // NUMPY ARRAYS + ANOMALY LABELS

Telemanom — NASA SMAP / MSL

Canonical historical comparison baseline. Useful for reproducibility, not sufficient alone for the current NATRO scientific claim.

RESEARCH ROLELabeled reproducibility benchmark
OBSERVATION UNITMultivariate channel timestep
SCALE82 train arrays · 82 test arrays · 81 labelled channels
Telemanom — NASA SMAP / MSL mission context
MISSION CONTEXT

SMAP is one of the two spacecraft represented in the historical Telemanom benchmark. NATRO retains SMAP/MSL as a reproducibility baseline rather than treating it as current operational telemetry.

LOCATION
Earth orbit · SMAP mission context; MSL component originates from Mars mission telemetry
RELATION TO SAMPLE
Mission context only. Telemanom consists of multivariate telemetry arrays and published anomaly intervals.
IMAGE CREDIT: NASA/JPL-CaltechOFFICIAL IMAGE SOURCE →
DATASET CONTENT
timestamptime index

Ordered observation position used to align telemetry and anomaly intervals.

channel_idcategorical

Telemetry stream identifier for SMAP/MSL benchmark channels.

signal_valuenumeric

Observed telemetry value at each timestep.

anomaly_sequencelabel

Published anomaly interval used for reproducibility evaluation.

spacecraftcategorical

Mission grouping used to separate SMAP and MSL benchmark sources.

ON-SCREEN SAMPLE

Inspect the data NATRO can expose publicly

Train files82
Test files82
Train timesteps196,746
Test timesteps510,225
Unique channels81
Anomaly events105
QUALITY + INTEGRITY

Research audit checks

Train NaNs0
PASS
Test NaNs0
PASS
Labels covered by arraysYES
PASS
Duplicate label IDP-2 ×2
REVIEW
Array without label rowT-10
REVIEW
PROVENANCE

Verified source files and integrity fingerprints

PUBLIC EVIDENCE
FILE
data.zip
86,004,011 B
INTEGRITY6084d3ee3906381f2c98aa3773b6b2d77c82413503faa78f962196582e873733
FILE
labeled_anomalies.csv
3,956 B
INTEGRITY057ce2d6c8875982bf4e5404aefea14efdcbce413d80826d2b737c95b59b7539
REPRODUCIBILITY

Audit lineage

Repository
ol-s-cloud/nasa-research
Workflow
NATRO by OL-S-cloud Data Status Registry
Workflow run
34081441014
Research commit
54d4cb1881d4037bc57950d60d5ca241a4fb698d
Authenticated
2026-09-07T04:00:32.128515+00:00
INTERPRETATION BOUNDARY

How the dataset may be used scientifically

Canonical labelled benchmark only; this is not a current NASA operational telemetry feed.

NATRO treats accessibility, integrity, schema recovery, cohort construction and experimental evidence as separate scientific states. A recovered field is evidence of data structure; it is not evidence of a spacecraft fault or a model result.
OTHER DATASETS
NASA ADAPTNASA Ames

Controlled system and sensing fault experiments

VIEW DATASET →ICESat-2 ATL02 Version 7NASA / NSIDC DAAC

Current heterogeneous orbital telemetry

VIEW DATASET →Mars 2020 MEDANASA / PDS

Extreme-environment multisensor and quality-aware data

VIEW DATASET →ESA-ADB v2European Space Agency

Independent operational validation

VIEW DATASET →
ROLE IN NATRO

Reliability-aware spacecraft health inference under degraded multivariate telemetry

The study separates physical-system state from observation quality. Each dataset contributes a different form of evidence: controlled faults, labelled historical anomalies, current operational telemetry, extreme-environment multisensor observations, or independent ESA validation.

READ THE PUBLIC RESEARCH FRAME + EQUATIONS →QUERY THIS DATASET AS JSON →