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
2026-04-22 inc4
Run date
2026-04-22
Media
FB
Incubator
inc4
Well file
2026-04-22 B1.xlsx
Well ID
B1
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
ATCC 29906
Strain source
ATCC 29906
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
21.92573
2.0-42.0 h
LW60
end_norm
0.88631
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.88631
2.0-42.0 h
LW60
max_norm
0.88631
2.0-42.0 h
LW60
min_norm
-0.01433
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
0.01991
2.0-42.0 h
LW61
auc_norm
2.0-42.0 h
LW61
end_norm
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.0-42.0 h
LW61
max_norm
2.0-42.0 h
LW61
min_norm
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
1.00000
2.0-42.0 h
LW61
pct_saturated_rows
0.90513
2.0-42.0 h
LW61
slope_norm
2.0-42.0 h
LW62
auc_norm
2.0-42.0 h
LW62
end_norm
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
2.0-42.0 h
LW62
max_norm
2.0-42.0 h
LW62
min_norm
2.0-42.0 h
LW62
pct_abnormal_rows
0.00000
2.0-42.0 h
LW62
pct_missing_norm
1.00000
2.0-42.0 h
LW62
pct_saturated_rows
0.08589
2.0-42.0 h
LW62
slope_norm
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
0.00000
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.18340
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
0.07431
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
19.42727
2.0-42.0 h
LW65
end_norm
0.84645
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.84785
2.0-42.0 h
LW65
max_norm
0.84785
2.0-42.0 h
LW65
min_norm
0.00371
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
0.02021
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 536 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
4514.88000
30.11531
Ready
LW65
5
16701.92364
329.83116
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
0.00–44.50 h
3498.91–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–44.50 h
3498.91–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–44.50 h
3498.91–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–44.50 h
3498.91–49923.62 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
0.00–44.50 h
-0.89653–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–44.50 h
-0.89653–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–44.50 h
-0.89653–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–44.50 h
-0.89653–1.00000 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
-0.25125
-0.25125
4536.00
3498.91
3498.91
True
LW60
0.17
-0.03410
-0.03410
4536.00
4377.00
4377.00
True
LW60
0.33
-0.01194
-0.01194
4536.00
4466.60
4466.60
True
LW60
0.50
-0.00269
-0.00269
4536.00
4504.00
4504.00
True
LW60
0.67
0.00418
0.00418
4536.00
4531.80
4531.80
True
LW60
0.83
0.00522
0.00522
4536.00
4536.00
4536.00
True
LW60
1.00
0.00522
0.00522
4536.00
4536.00
4536.00
True
LW60
1.17
0.00522
0.00522
4536.00
4536.00
4536.00
True
LW60
1.33
0.00631
0.00631
4536.00
4540.40
4540.40
True
LW60
1.50
0.00522
0.00522
4536.00
4536.00
4536.00
True
LW60
1.67
0.00522
0.00522
4536.00
4536.00
4536.00
True
LW60
1.83
0.00522
0.00522
4536.00
4536.00
4536.00
True
LW60
2.00
0.00522
0.00522
4536.00
4536.00
4536.00
True
LW60
2.17
0.00211
0.00211
4536.00
4523.40
4523.40
True
LW60
2.33
0.00003
0.00003
4536.00
4515.00
4515.00
True
LW60
2.50
0.00003
0.00003
4536.00
4515.00
4515.00
True
LW60
2.67
-0.00323
-0.00323
4536.00
4501.80
4501.80
True
LW60
2.83
-0.00541
-0.00541
4536.00
4493.00
4493.00
True
LW60
3.00
-0.00541
-0.00541
4536.00
4493.00
4493.00
True
LW60
3.17
-0.00541
-0.00541
4536.00
4493.00
4493.00
True
LW60
3.33
-0.00976
-0.00976
4536.00
4475.40
4475.40
True
LW60
3.50
-0.01085
-0.01085
4536.00
4471.00
4471.00
True
LW60
3.67
-0.01085
-0.01085
4536.00
4471.00
4471.00
True
LW60
3.83
-0.01085
-0.01085
4536.00
4471.00
4471.00
True
LW60
4.00
-0.01085
-0.01085
4536.00
4471.00
4471.00
True
LW60
4.17
-0.01085
-0.01085
4536.00
4471.00
4471.00
True
LW60
4.33
-0.01085
-0.01085
4536.00
4471.00
4471.00
True
LW60
4.50
-0.00759
-0.00759
4536.00
4484.20
4484.20
True
LW60
4.67
0.00369
0.00369
4536.00
4529.80
4529.80
True
LW60
4.83
0.03436
0.03436
4536.00
4653.82
4653.82
True
LW60
5.00
0.10459
0.10459
4536.00
4937.80
4937.80
True
LW60
5.17
0.17727
0.17727
4536.00
5231.70
5231.70
True
LW60
5.33
0.23160
0.23160
4536.00
5451.40
5451.40
True
LW60
5.50
0.27950
0.27950
4536.00
5645.10
5645.10
True
LW60
5.67
0.30880
0.30880
4536.00
5763.60
5763.60
True
LW60
5.83
0.33172
0.33172
4536.00
5856.27
5856.27
True
LW60
6.00
0.35540
0.35540
4536.00
5952.00
5952.00
True
LW60
6.17
0.37656
0.37656
4536.00
6037.60
6037.60
True
LW60
6.33
0.39266
0.39266
4536.00
6102.70
6102.70
True
LW60
6.50
0.40545
0.40545
4536.00
6154.40
6154.40
True
LW60
6.67
0.41715
0.41715
4536.00
6201.70
6201.70
True
LW60
6.83
0.42979
0.42979
4536.00
6252.82
6252.82
True
LW60
7.00
0.44118
0.44118
4536.00
6298.90
6298.90
True
LW60
7.17
0.45065
0.45065
4536.00
6337.20
6337.20
True
LW60
7.33
0.45956
0.45956
4536.00
6373.20
6373.20
True
LW60
7.50
0.46856
0.46856
4536.00
6409.60
6409.60
True
LW60
7.67
0.47529
0.47529
4536.00
6436.80
6436.80
True
LW60
7.83
0.48113
0.48113
4536.00
6460.45
6460.45
True
LW60
8.00
0.48651
0.48651
4536.00
6482.20
6482.20
True
LW60
8.17
0.49156
0.49156
4536.00
6502.60
6502.60
True
LW60
8.33
0.49593
0.49593
4536.00
6520.30
6520.30
True
LW60
8.50
0.50105
0.50105
4536.00
6541.00
6541.00
True
LW60
8.67
0.50390
0.50390
4536.00
6552.50
6552.50
True
LW60
8.83
0.50674
0.50674
4536.00
6564.00
6564.00
True
LW60
9.00
0.51243
0.51243
4536.00
6587.00
6587.00
True
LW60
9.17
0.51406
0.51406
4536.00
6593.60
6593.60
True
LW60
9.33
0.51787
0.51787
4536.00
6609.00
6609.00
True
LW60
9.50
0.51844
0.51844
4536.00
6611.30
6611.30
True
LW60
9.67
0.52128
0.52128
4536.00
6622.80
6622.80
True
LW60
9.83
0.52356
0.52356
4536.00
6632.00
6632.00
True
LW60
10.00
0.52356
0.52356
4536.00
6632.00
6632.00
True
LW60
10.17
0.52356
0.52356
4536.00
6632.00
6632.00
True
LW60
10.33
0.52356
0.52356
4536.00
6632.00
6632.00
True
LW60
10.50
0.52356
0.52356
4536.00
6632.00
6632.00
True
LW60
10.67
0.52356
0.52356
4536.00
6632.00
6632.00
True
LW60
10.83
0.52149
0.52149
4536.00
6623.64
6623.64
True
LW60
11.00
0.51787
0.51787
4536.00
6609.00
6609.00
True
LW60
11.17
0.51569
0.51569
4536.00
6600.20
6600.20
True
LW60
11.33
0.51243
0.51243
4536.00
6587.00
6587.00
True
LW60
11.50
0.50788
0.50788
4536.00
6568.60
6568.60
True
LW60
11.67
0.50333
0.50333
4536.00
6550.20
6550.20
True
LW60
11.83
0.50105
0.50105
4536.00
6541.00
6541.00
True
LW60
12.00
0.49593
0.49593
4536.00
6520.30
6520.30
True
LW60
12.17
0.49210
0.49210
4536.00
6504.80
6504.80
True
LW60
12.33
0.48993
0.48993
4536.00
6496.00
6496.00
True
LW60
12.50
0.48481
0.48481
4536.00
6475.30
6475.30
True
LW60
12.67
0.48367
0.48367
4536.00
6470.70
6470.70
True
LW60
12.83
0.47855
0.47855
4536.00
6450.00
6450.00
True
LW60
13.00
0.47855
0.47855
4536.00
6450.00
6450.00
True
LW60
13.17
0.47365
0.47365
4536.00
6430.20
6430.20
True
LW65
0.00
-0.25402
-0.25402
17424.54
12765.55
12765.55
True
LW65
0.17
-0.06135
-0.06135
17424.54
15751.20
15751.20
True
LW65
0.33
-0.03043
-0.03043
17424.54
16230.40
16230.40
True
LW65
0.50
-0.01106
-0.01106
17424.54
16530.60
16530.60
True
LW65
0.67
0.00370
0.00370
17424.54
16759.20
16759.20
True
LW65
0.83
0.01463
0.01463
17424.54
16928.60
16928.60
True
LW65
1.00
0.02316
0.02316
17424.54
17060.82
17060.82
True
LW65
1.17
0.03070
0.03070
17424.54
17177.60
17177.60
True
LW65
1.33
0.03603
0.03603
17424.54
17260.30
17260.30
True
LW65
1.50
0.04100
0.04100
17424.54
17337.20
17337.20
True
LW65
1.67
0.04510
0.04510
17424.54
17400.80
17400.80
True
LW65
1.83
0.04816
0.04816
17424.54
17448.27
17448.27
True
LW65
2.00
0.05080
0.05080
17424.54
17489.10
17489.10
True
LW65
2.17
0.05274
0.05274
17424.54
17519.20
17519.20
True
LW65
2.33
0.05473
0.05473
17424.54
17550.00
17550.00
True
LW65
2.50
0.05668
0.05668
17424.54
17580.20
17580.20
True
LW65
2.67
0.05737
0.05737
17424.54
17591.00
17591.00
True
LW65
2.83
0.05754
0.05754
17424.54
17593.55
17593.55
True
LW65
3.00
0.05755
0.05755
17424.54
17593.80
17593.80
True
LW65
3.17
0.05882
0.05882
17424.54
17613.40
17613.40
True
LW65
3.33
0.05828
0.05828
17424.54
17605.00
17605.00
True
LW65
3.50
0.05882
0.05882
17424.54
17613.40
17613.40
True
LW65
3.67
0.05755
0.05755
17424.54
17593.80
17593.80
True
LW65
3.83
0.05902
0.05902
17424.54
17616.45
17616.45
True
LW65
4.00
0.05828
0.05828
17424.54
17605.00
17605.00
True
LW65
4.17
0.05918
0.05918
17424.54
17619.00
17619.00
True
LW65
4.33
0.05936
0.05936
17424.54
17621.80
17621.80
True
LW65
4.50
0.06027
0.06027
17424.54
17635.80
17635.80
True
LW65
4.67
0.06294
0.06294
17424.54
17677.20
17677.20
True
LW65
4.83
0.07317
0.07317
17424.54
17835.73
17835.73
True
LW65
5.00
0.10627
0.10627
17424.54
18348.70
18348.70
True
LW65
5.17
0.15008
0.15008
17424.54
19027.60
19027.60
True
LW65
5.33
0.19015
0.19015
17424.54
19648.50
19648.50
True
LW65
5.50
0.22858
0.22858
17424.54
20244.00
20244.00
True
LW65
5.67
0.25912
0.25912
17424.54
20717.30
20717.30
True
LW65
5.83
0.28156
0.28156
17424.54
21065.00
21065.00
True
LW65
6.00
0.30356
0.30356
17424.54
21405.90
21405.90
True
LW65
6.17
0.32398
0.32398
17424.54
21722.40
21722.40
True
LW65
6.33
0.34083
0.34083
17424.54
21983.50
21983.50
True
LW65
6.50
0.35719
0.35719
17424.54
22237.00
22237.00
True
LW65
6.67
0.36936
0.36936
17424.54
22425.50
22425.50
True
LW65
6.83
0.38225
0.38225
17424.54
22625.27
22625.27
True
LW65
7.00
0.39419
0.39419
17424.54
22810.30
22810.30
True
LW65
7.17
0.40453
0.40453
17424.54
22970.50
22970.50
True
LW65
7.33
0.41451
0.41451
17424.54
23125.20
23125.20
True
LW65
7.50
0.42213
0.42213
17424.54
23243.30
23243.30
True
LW65
7.67
0.43115
0.43115
17424.54
23383.10
23383.10
True
LW65
7.83
0.43784
0.43784
17424.54
23486.73
23486.73
True
LW65
8.00
0.44434
0.44434
17424.54
23587.40
23587.40
True
LW65
8.17
0.45005
0.45005
17424.54
23676.00
23676.00
True
LW65
8.33
0.45283
0.45283
17424.54
23719.00
23719.00
True
LW65
8.50
0.45680
0.45680
17424.54
23780.50
23780.50
True
LW65
8.67
0.46054
0.46054
17424.54
23838.50
23838.50
True
LW65
8.83
0.46425
0.46425
17424.54
23895.91
23895.91
True
LW65
9.00
0.46748
0.46748
17424.54
23946.00
23946.00
True
LW65
9.17
0.47163
0.47163
17424.54
24010.30
24010.30
True
LW65
9.33
0.47342
0.47342
17424.54
24038.00
24038.00
True
LW65
9.50
0.47662
0.47662
17424.54
24087.60
24087.60
True
LW65
9.67
0.47822
0.47822
17424.54
24112.40
24112.40
True
LW65
9.83
0.48030
0.48030
17424.54
24144.73
24144.73
True
LW65
10.00
0.48137
0.48137
17424.54
24161.20
24161.20
True
LW65
10.17
0.48175
0.48175
17424.54
24167.20
24167.20
True
LW65
10.33
0.48275
0.48275
17424.54
24182.70
24182.70
True
LW65
10.50
0.48176
0.48176
17424.54
24167.30
24167.30
True
LW65
10.67
0.47980
0.47980
17424.54
24137.00
24137.00
True
LW65
10.83
0.47887
0.47887
17424.54
24122.55
24122.55
True
LW65
11.00
0.47702
0.47702
17424.54
24093.80
24093.80
True
LW65
11.17
0.47342
0.47342
17424.54
24038.00
24038.00
True
LW65
11.33
0.47006
0.47006
17424.54
23986.00
23986.00
True
LW65
11.50
0.46708
0.46708
17424.54
23939.80
23939.80
True
LW65
11.67
0.46193
0.46193
17424.54
23860.00
23860.00
True
LW65
11.83
0.45938
0.45938
17424.54
23820.45
23820.45
True
LW65
12.00
0.45560
0.45560
17424.54
23762.00
23762.00
True
LW65
12.17
0.45166
0.45166
17424.54
23700.90
23700.90
True
LW65
12.33
0.44808
0.44808
17424.54
23645.40
23645.40
True
LW65
12.50
0.44453
0.44453
17424.54
23590.40
23590.40
True
LW65
12.67
0.44236
0.44236
17424.54
23556.80
23556.80
True
LW65
12.83
0.43855
0.43855
17424.54
23497.73
23497.73
True
LW65
13.00
0.43547
0.43547
17424.54
23450.00
23450.00
True
LW65
13.17
0.43311
0.43311
17424.54
23413.50
23413.50
True
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