Inspect this sample's raw signals, on-demand normalization, sensor provenance, and response features.
Evidence overview
One sample, linked to its full context
This record preserves the published source signal and applies the dataset's staff-approved normalization policy on demand. Control overlays are shown by default when compatible controls exist.
The public record includes the dataset, run, medium, sample role, published inclusion and preprocessing context, channel design, manufacturer, and platform. Physical sensor IDs, internal array IDs, private manufacturing fields, file paths, and review notes remain protected.
View run and inclusion details
Run and Inclusion Provenance
Run folder
2026-04-20 inc5
Run date
2026-04-20
Media
FB
Incubator
inc5
Well file
2026-04-20 A4.xlsx
Well ID
A4
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
NBF
Strain source
NBF
Preprocessing
fb_good_data_r0_90_120
Baseline window
90-120 minutes
Feature window
120-2520 minutes
View sensor and manufacturing details
Sensor and Manufacturing Provenance
Channel
Design version
Paper label
Manufacturer
Platform/version
LW60
Mapping not established
Not specified
LW61
Mapping not established
Not specified
LW62
Mapping not established
Not specified
LW63
Mapping not established
Not specified
LW64
Mapping not established
Not specified
LW65
Mapping not established
Not specified
View derived sensor features
Sensor Features
Sensor
Feature
Value
Window
LW60
auc_norm
3.59502
2.0-42.0 h
LW60
end_norm
0.17716
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.17716
2.0-42.0 h
LW60
max_norm
0.17716
2.0-42.0 h
LW60
min_norm
-0.00903
2.0-42.0 h
LW60
pct_abnormal_rows
0.00000
2.0-42.0 h
LW60
pct_missing_norm
0.00000
2.0-42.0 h
LW60
pct_saturated_rows
0.00000
2.0-42.0 h
LW60
slope_norm
0.00522
2.0-42.0 h
LW61
auc_norm
37.27247
2.0-42.0 h
LW61
end_norm
2.27326
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.27326
2.0-42.0 h
LW61
max_norm
2.27326
2.0-42.0 h
LW61
min_norm
0.01862
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
0.00000
2.0-42.0 h
LW61
pct_saturated_rows
0.00000
2.0-42.0 h
LW61
slope_norm
0.05698
2.0-42.0 h
LW62
auc_norm
-7.99211
2.0-42.0 h
LW62
end_norm
-0.31212
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.32126
2.0-42.0 h
LW62
max_norm
-0.00859
2.0-42.0 h
LW62
min_norm
-0.32126
2.0-42.0 h
LW62
pct_abnormal_rows
0.00000
2.0-42.0 h
LW62
pct_missing_norm
0.00000
2.0-42.0 h
LW62
pct_saturated_rows
0.00000
2.0-42.0 h
LW62
slope_norm
-0.00755
2.0-42.0 h
LW63
auc_norm
2.0-42.0 h
LW63
end_norm
2.0-42.0 h
LW63
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW63
max_abs_norm
2.0-42.0 h
LW63
max_norm
2.0-42.0 h
LW63
min_norm
2.0-42.0 h
LW63
pct_abnormal_rows
0.43278
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.42739
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
2.0-42.0 h
LW64
end_norm
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
2.0-42.0 h
LW64
max_norm
2.0-42.0 h
LW64
min_norm
2.0-42.0 h
LW64
pct_abnormal_rows
0.00000
2.0-42.0 h
LW64
pct_missing_norm
1.00000
2.0-42.0 h
LW64
pct_saturated_rows
0.57054
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
2.50244
2.0-42.0 h
LW65
end_norm
0.11658
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.11658
2.0-42.0 h
LW65
max_norm
0.11658
2.0-42.0 h
LW65
min_norm
-0.00501
2.0-42.0 h
LW65
pct_abnormal_rows
0.00000
2.0-42.0 h
LW65
pct_missing_norm
0.00000
2.0-42.0 h
LW65
pct_saturated_rows
0.00000
2.0-42.0 h
LW65
slope_norm
0.00355
2.0-42.0 h
Staff-approved calculation
Normalization Policy
The normalized plot is calculated on demand with the policy saved for this dataset. Visitors may choose channels and control visibility, but only authorized staff can change the scientific calculation. Stored source measurements are never overwritten.
Saved dataset policy
Stored max-absolute-scaled response
Uses clean resistance and a mean baseline from 0.3 to 1 hours, then divides the signed baseline-relative response by the maximum absolute value of its sample-by-sensor trace. Values are dimensionless and bounded from -1 to 1. This policy applies to every public normalized view of FB-v0.
x = (clean signal - mean R0) / abs(mean R0); y = x / max(|x|), per sample and sensor trace
Source: Clean signal · Baseline: Mean 0.30–1 h · Calculated from 808 source points
Control overlay: mean of 5 control samples matched from the same dataset batch. Dashed lines are controls; solid lines are this sample.
View per-sensor baseline diagnostics and readiness
Per-Sensor Baseline Diagnostics
Ready means the selected source has enough valid baseline points for this strategy. A warning explains why a channel could not be calculated.
Sensor
Baseline points
Center
Standard deviation
Status
LW60
5
14000.63818
241.76474
Ready
LW65
5
8646.39273
152.00599
Ready
Compare every normalization strategy
Stored max-absolute-scaled response
x = (clean signal - mean R0) / abs(mean R0); y = x / max(|x|), per sample and sensor trace
Calculates a signed response from the approved baseline window, then preserves its sign and shape while scaling each trace to the interval [-1, 1].
Use with care: Because each trace is scaled independently, response magnitude cannot be compared between samples or sensor channels.
Imported baseline-normalized
Use the normalized value supplied with the published dataset
Reproduces the source dataset's stored response without recalculating a baseline.
Use with care: The source pipeline and baseline definition may differ between datasets; inspect dataset provenance before comparing values.
Source signal (no normalization)
y = raw or clean signal
Shows the selected source measurement as stored, with no baseline transformation.
Use with care: Absolute sensor levels can differ across channels and arrays, so magnitude alone is not a cross-sensor comparison.
Absolute baseline-relative change
|ΔR/R₀| = |R(t) − R₀| / |R₀|
Reports the size of change from the baseline while ignoring direction.
Use with care: A missing or near-zero baseline cannot produce a stable value.
Signed baseline-relative change
ΔR/R₀ = (R(t) − R₀) / |R₀|
Preserves whether the signal rises or falls relative to the baseline.
Use with care: A missing or near-zero baseline cannot produce a stable value.
Baseline ratio
R(t) / R₀
Expresses each measurement as a multiple of its baseline level.
Use with care: Ratios become unstable when the baseline is close to zero.
Baseline z-score
z = (R(t) − center(R₀)) / sd(R₀)
Expresses change in units of baseline variability for that sensor.
Use with care: Requires at least two variable baseline observations.
Raw Signal Plot
Immutable source signal
Direct resistance evidence before normalization.
Line pattern identifies channel and control role; color is supplementary.
X: elapsed time (hours), linear scaleY: raw resistance (Ω), linear scale
Channel and role
Visual style
Elapsed time range
Raw resistance range
LW60
Solid sample line
0.00–67.17 h
6602.04–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.17 h
6602.04–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.17 h
6602.04–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.17 h
6602.04–49923.62 Ω
Configured Normalized Time-Series Plot
On-demand normalized signal
Stored max-absolute-scaled response; stored raw measurements are unchanged.
Line pattern identifies channel and control role; color is supplementary.
X: elapsed time (hours), linear scaleY: Max-absolute-scaled response (dimensionless), linear scale
Channel and role
Visual style
Elapsed time range
Max-absolute-scaled response range
LW60
Solid sample line
0.00–67.17 h
-1.00000–0.96695 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.17 h
-1.00000–0.96695 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.17 h
-1.00000–0.96695 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.17 h
-1.00000–0.96695 dimensionless
Selected-Sensor Time-Series Preview
The displayed value follows the selected strategy. Imported and source values remain available for provenance.
View 160 selected-sensor source values
Sensor
Elapsed h
Displayed value
Imported normalized
R0
Raw
Clean
Baseline valid
LW60
0.00
-1.00000
-1.00000
14260.30
9917.55
9917.55
True
LW60
0.17
-0.23637
-0.23637
14260.30
13035.50
13035.50
True
LW60
0.33
-0.09310
-0.09310
14260.30
13620.50
13620.50
True
LW60
0.50
-0.02078
-0.02078
14260.30
13915.80
13915.80
True
LW60
0.67
0.01807
0.01807
14260.30
14074.40
14074.40
True
LW60
0.83
0.04591
0.04591
14260.30
14188.09
14188.09
True
LW60
1.00
0.04990
0.04990
14260.30
14204.40
14204.40
True
LW60
1.17
0.04417
0.04417
14260.30
14181.00
14181.00
True
LW60
1.33
0.04736
0.04736
14260.30
14194.00
14194.00
True
LW60
1.50
0.05309
0.05309
14260.30
14217.40
14217.40
True
LW60
1.67
0.06264
0.06264
14260.30
14256.40
14256.40
True
LW60
1.83
0.06501
0.06501
14260.30
14266.09
14266.09
True
LW60
2.00
0.06455
0.06455
14260.30
14264.20
14264.20
True
LW60
2.17
0.06773
0.06773
14260.30
14277.20
14277.20
True
LW60
2.33
0.06901
0.06901
14260.30
14282.40
14282.40
True
LW60
2.50
0.06710
0.06710
14260.30
14274.60
14274.60
True
LW60
2.67
0.06455
0.06455
14260.30
14264.20
14264.20
True
LW60
2.83
0.06328
0.06328
14260.30
14259.00
14259.00
True
LW60
3.00
0.06328
0.06328
14260.30
14259.00
14259.00
True
LW60
3.17
0.05755
0.05755
14260.30
14235.60
14235.60
True
LW60
3.33
0.05691
0.05691
14260.30
14233.00
14233.00
True
LW60
3.50
0.05691
0.05691
14260.30
14233.00
14233.00
True
LW60
3.67
0.05691
0.05691
14260.30
14233.00
14233.00
True
LW60
3.83
0.05286
0.05286
14260.30
14216.45
14216.45
True
LW60
4.00
0.05054
0.05054
14260.30
14207.00
14207.00
True
LW60
4.17
0.05054
0.05054
14260.30
14207.00
14207.00
True
LW60
4.33
0.04799
0.04799
14260.30
14196.60
14196.60
True
LW60
4.50
0.04608
0.04608
14260.30
14188.80
14188.80
True
LW60
4.67
0.04417
0.04417
14260.30
14181.00
14181.00
True
LW60
4.83
0.04359
0.04359
14260.30
14178.64
14178.64
True
LW60
5.00
0.04163
0.04163
14260.30
14170.60
14170.60
True
LW60
5.17
0.03781
0.03781
14260.30
14155.00
14155.00
True
LW60
5.33
0.03781
0.03781
14260.30
14155.00
14155.00
True
LW60
5.50
0.03781
0.03781
14260.30
14155.00
14155.00
True
LW60
5.67
0.03781
0.03781
14260.30
14155.00
14155.00
True
LW60
5.83
0.03781
0.03781
14260.30
14155.00
14155.00
True
LW60
6.00
0.03462
0.03462
14260.30
14142.00
14142.00
True
LW60
6.17
0.03462
0.03462
14260.30
14142.00
14142.00
True
LW60
6.33
0.03589
0.03589
14260.30
14147.20
14147.20
True
LW60
6.50
0.03526
0.03526
14260.30
14144.60
14144.60
True
LW60
6.67
0.03207
0.03207
14260.30
14131.60
14131.60
True
LW60
6.83
0.03665
0.03665
14260.30
14150.27
14150.27
True
LW60
7.00
0.03781
0.03781
14260.30
14155.00
14155.00
True
LW60
7.17
0.03781
0.03781
14260.30
14155.00
14155.00
True
LW60
7.33
0.04226
0.04226
14260.30
14173.20
14173.20
True
LW60
7.50
0.04608
0.04608
14260.30
14188.80
14188.80
True
LW60
7.67
0.05054
0.05054
14260.30
14207.00
14207.00
True
LW60
7.83
0.05112
0.05112
14260.30
14209.36
14209.36
True
LW60
8.00
0.05563
0.05563
14260.30
14227.80
14227.80
True
LW60
8.17
0.05946
0.05946
14260.30
14243.40
14243.40
True
LW60
8.33
0.06837
0.06837
14260.30
14279.80
14279.80
True
LW60
8.50
0.07474
0.07474
14260.30
14305.80
14305.80
True
LW60
8.67
0.08174
0.08174
14260.30
14334.40
14334.40
True
LW60
8.83
0.08719
0.08719
14260.30
14356.64
14356.64
True
LW60
9.00
0.09409
0.09409
14260.30
14384.80
14384.80
True
LW60
9.17
0.09854
0.09854
14260.30
14403.00
14403.00
True
LW60
9.33
0.10618
0.10618
14260.30
14434.20
14434.20
True
LW60
9.50
0.11255
0.11255
14260.30
14460.20
14460.20
True
LW60
9.67
0.11711
0.11711
14260.30
14478.80
14478.80
True
LW60
9.83
0.12513
0.12513
14260.30
14511.55
14511.55
True
LW60
10.00
0.13063
0.13063
14260.30
14534.00
14534.00
True
LW60
10.17
0.13699
0.13699
14260.30
14560.00
14560.00
True
LW60
10.33
0.14216
0.14216
14260.30
14581.10
14581.10
True
LW60
10.50
0.15059
0.15059
14260.30
14615.50
14615.50
True
LW60
10.67
0.15571
0.15571
14260.30
14636.40
14636.40
True
LW60
10.83
0.16358
0.16358
14260.30
14668.55
14668.55
True
LW60
11.00
0.16920
0.16920
14260.30
14691.50
14691.50
True
LW60
11.17
0.17505
0.17505
14260.30
14715.40
14715.40
True
LW60
11.33
0.18078
0.18078
14260.30
14738.80
14738.80
True
LW60
11.50
0.18524
0.18524
14260.30
14757.00
14757.00
True
LW60
11.67
0.19119
0.19119
14260.30
14781.30
14781.30
True
LW60
11.83
0.19591
0.19591
14260.30
14800.55
14800.55
True
LW60
12.00
0.19950
0.19950
14260.30
14815.20
14815.20
True
LW60
12.17
0.20459
0.20459
14260.30
14836.00
14836.00
True
LW60
12.33
0.20657
0.20657
14260.30
14844.10
14844.10
True
LW60
12.50
0.21184
0.21184
14260.30
14865.60
14865.60
True
LW60
12.67
0.21823
0.21823
14260.30
14891.70
14891.70
True
LW60
12.83
0.22058
0.22058
14260.30
14901.27
14901.27
True
LW60
13.00
0.22418
0.22418
14260.30
14916.00
14916.00
True
LW60
13.17
0.22864
0.22864
14260.30
14934.20
14934.20
True
LW65
0.00
-1.00000
-1.00000
8857.40
6708.55
6708.55
True
LW65
0.17
-0.30683
-0.30683
8857.40
8051.80
8051.80
True
LW65
0.33
-0.12085
-0.12085
8857.40
8412.20
8412.20
True
LW65
0.50
-0.03086
-0.03086
8857.40
8586.60
8586.60
True
LW65
0.67
0.02157
0.02157
8857.40
8688.20
8688.20
True
LW65
0.83
0.05727
0.05727
8857.40
8757.36
8757.36
True
LW65
1.00
0.07287
0.07287
8857.40
8787.60
8787.60
True
LW65
1.17
0.07648
0.07648
8857.40
8794.60
8794.60
True
LW65
1.33
0.08479
0.08479
8857.40
8810.70
8810.70
True
LW65
1.50
0.09712
0.09712
8857.40
8834.60
8834.60
True
LW65
1.67
0.10703
0.10703
8857.40
8853.80
8853.80
True
LW65
1.83
0.11075
0.11075
8857.40
8861.00
8861.00
True
LW65
2.00
0.11075
0.11075
8857.40
8861.00
8861.00
True
LW65
2.17
0.11075
0.11075
8857.40
8861.00
8861.00
True
LW65
2.33
0.11446
0.11446
8857.40
8868.20
8868.20
True
LW65
2.50
0.11570
0.11570
8857.40
8870.60
8870.60
True
LW65
2.67
0.11941
0.11941
8857.40
8877.80
8877.80
True
LW65
2.83
0.11637
0.11637
8857.40
8871.91
8871.91
True
LW65
3.00
0.11198
0.11198
8857.40
8863.40
8863.40
True
LW65
3.17
0.11198
0.11198
8857.40
8863.40
8863.40
True
LW65
3.33
0.11075
0.11075
8857.40
8861.00
8861.00
True
LW65
3.50
0.11198
0.11198
8857.40
8863.40
8863.40
True
LW65
3.67
0.11075
0.11075
8857.40
8861.00
8861.00
True
LW65
3.83
0.11075
0.11075
8857.40
8861.00
8861.00
True
LW65
4.00
0.11075
0.11075
8857.40
8861.00
8861.00
True
LW65
4.17
0.10827
0.10827
8857.40
8856.20
8856.20
True
LW65
4.33
0.10455
0.10455
8857.40
8849.00
8849.00
True
LW65
4.50
0.09836
0.09836
8857.40
8837.00
8837.00
True
LW65
4.67
0.09836
0.09836
8857.40
8837.00
8837.00
True
LW65
4.83
0.09836
0.09836
8857.40
8837.00
8837.00
True
LW65
5.00
0.09836
0.09836
8857.40
8837.00
8837.00
True
LW65
5.17
0.09836
0.09836
8857.40
8837.00
8837.00
True
LW65
5.33
0.09836
0.09836
8857.40
8837.00
8837.00
True
LW65
5.50
0.09712
0.09712
8857.40
8834.60
8834.60
True
LW65
5.67
0.09836
0.09836
8857.40
8837.00
8837.00
True
LW65
5.83
0.09611
0.09611
8857.40
8832.64
8832.64
True
LW65
6.00
0.08845
0.08845
8857.40
8817.80
8817.80
True
LW65
6.17
0.08598
0.08598
8857.40
8813.00
8813.00
True
LW65
6.33
0.08598
0.08598
8857.40
8813.00
8813.00
True
LW65
6.50
0.08598
0.08598
8857.40
8813.00
8813.00
True
LW65
6.67
0.08598
0.08598
8857.40
8813.00
8813.00
True
LW65
6.83
0.08598
0.08598
8857.40
8813.00
8813.00
True
LW65
7.00
0.08598
0.08598
8857.40
8813.00
8813.00
True
LW65
7.17
0.08598
0.08598
8857.40
8813.00
8813.00
True
LW65
7.33
0.08598
0.08598
8857.40
8813.00
8813.00
True
LW65
7.50
0.08598
0.08598
8857.40
8813.00
8813.00
True
LW65
7.67
0.08721
0.08721
8857.40
8815.40
8815.40
True
LW65
7.83
0.08710
0.08710
8857.40
8815.18
8815.18
True
LW65
8.00
0.08598
0.08598
8857.40
8813.00
8813.00
True
LW65
8.17
0.08598
0.08598
8857.40
8813.00
8813.00
True
LW65
8.33
0.09464
0.09464
8857.40
8829.80
8829.80
True
LW65
8.50
0.09836
0.09836
8857.40
8837.00
8837.00
True
LW65
8.67
0.09960
0.09960
8857.40
8839.40
8839.40
True
LW65
8.83
0.10962
0.10962
8857.40
8858.82
8858.82
True
LW65
9.00
0.11075
0.11075
8857.40
8861.00
8861.00
True
LW65
9.17
0.11694
0.11694
8857.40
8873.00
8873.00
True
LW65
9.33
0.12313
0.12313
8857.40
8885.00
8885.00
True
LW65
9.50
0.12669
0.12669
8857.40
8891.90
8891.90
True
LW65
9.67
0.13500
0.13500
8857.40
8908.00
8908.00
True
LW65
9.83
0.13725
0.13725
8857.40
8912.36
8912.36
True
LW65
10.00
0.14615
0.14615
8857.40
8929.60
8929.60
True
LW65
10.17
0.14738
0.14738
8857.40
8932.00
8932.00
True
LW65
10.33
0.15853
0.15853
8857.40
8953.60
8953.60
True
LW65
10.50
0.16333
0.16333
8857.40
8962.90
8962.90
True
LW65
10.67
0.16808
0.16808
8857.40
8972.10
8972.10
True
LW65
10.83
0.17164
0.17164
8857.40
8979.00
8979.00
True
LW65
11.00
0.18402
0.18402
8857.40
9003.00
9003.00
True
LW65
11.17
0.18774
0.18774
8857.40
9010.20
9010.20
True
LW65
11.33
0.19641
0.19641
8857.40
9027.00
9027.00
True
LW65
11.50
0.19641
0.19641
8857.40
9027.00
9027.00
True
LW65
11.67
0.20508
0.20508
8857.40
9043.80
9043.80
True
LW65
11.83
0.21217
0.21217
8857.40
9057.55
9057.55
True
LW65
12.00
0.21870
0.21870
8857.40
9070.20
9070.20
True
LW65
12.17
0.22118
0.22118
8857.40
9075.00
9075.00
True
LW65
12.33
0.22592
0.22592
8857.40
9084.20
9084.20
True
LW65
12.50
0.23305
0.23305
8857.40
9098.00
9098.00
True
LW65
12.67
0.23428
0.23428
8857.40
9100.40
9100.40
True
LW65
12.83
0.24430
0.24430
8857.40
9119.82
9119.82
True
LW65
13.00
0.24543
0.24543
8857.40
9122.00
9122.00
True
LW65
13.17
0.25162
0.25162
8857.40
9134.00
9134.00
True
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