Example technical review - public data

When a changing background looks like a detector problem

Public Hubble HgCdTe data were used to separate detector response from a time-varying background. The distinction changed the reconstructed count rate and the physical interpretation of the anomaly.

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View the pinned analysis source and data manifest
53.85%
Peak left-right asymmetry
700 s
Background transient duration
0.111
Count-rate correction

Engineering question

Was the detector changing, or was the background changing?

The early affected reads contained a strong left-right gradient. That feature became visually weak by interval 4, but visual stabilization did not establish temporal stability.

The analysis therefore treated spatial structure and detector-wide common-mode behavior as separate acceptance tests. A matched nominal exposure provided the control needed to distinguish scene-independent ramp history from normal late-ramp behavior.

Spatial evolution

The dominant gradient fades before the common-mode tail ends.

The affected exposure, affected-minus-control residual, and nominal late-ramp behavior were examined at representative intervals.

Representative WFC3/IR interval maps comparing the affected exposure and affected-minus-control residual at intervals 0, 6, and 10
Figure 1. Interval 0 contains the obvious spatial gradient. By interval 6 the image appears substantially flatter, yet a detector-wide control-relative excess remains.

Temporal diagnosis

Three affected intervals remain after visual stabilization.

Matched-control subtraction showed that the detector-wide excess remained above the stated engineering threshold through interval 6.

Temporal plot comparing the affected and nominal WFC3/IR interval rates and the control-relative excess through the ramp
Figure 2. The strong spatial gradient is concentrated in intervals 0-3, while the control-relative transient persists through intervals 0-6, corresponding to approximately 700 seconds.

Analysis chain

The conclusion was tested through independent evidence paths.

01

Read-level reconstruction

Chronological nondestructive reads were converted into interval-rate products with data-quality-aware masking.

02

Matched-control subtraction

A nominal exposure separated the transient from ordinary spatial structure and late-ramp response.

03

Robustness checks

Source-free masking, threshold variation, baseline variation, and a 2,000-replicate spatial block bootstrap tested classification stability.

04

Independent refitting

All-read and post-transient ramp fits were compared with the archived CALWF3 count-rate product.

Engineering conclusion

The image looked stable before the background transient ended.

Removing the transient reduced the reconstructed left-right asymmetry from 6.32% in the archived product to 0.40% in the post-transient fit. The post-transient source-free median was 0.11108 e-/s/pixel below the archived FLT median.

The combined temporal, spatial, control-relative, source-free, bootstrap, and refitting evidence supported a time-variable external background. An intrinsic HgCdTe material explanation was not required.

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