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
2026-04-13 inc5
Run date
2026-04-13
Media
FB
Incubator
inc5
Well file
2026-04-13 B4.xlsx
Well ID
B4
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
ATCC 33753
Strain source
ATCC 33753
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
11.13516
2.0-42.0 h
LW60
end_norm
0.51410
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.51410
2.0-42.0 h
LW60
max_norm
0.51410
2.0-42.0 h
LW60
min_norm
0.00490
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
0.01546
2.0-42.0 h
LW61
auc_norm
55.44504
2.0-42.0 h
LW61
end_norm
2.10094
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.10094
2.0-42.0 h
LW61
max_norm
2.10094
2.0-42.0 h
LW61
min_norm
0.07687
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
0.04303
2.0-42.0 h
LW62
auc_norm
-26.60611
2.0-42.0 h
LW62
end_norm
-0.79342
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.93987
2.0-42.0 h
LW62
max_norm
0.00000
2.0-42.0 h
LW62
min_norm
-0.93987
2.0-42.0 h
LW62
pct_abnormal_rows
0.00249
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
-0.01501
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
0.45809
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
0.45809
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
2.96468
2.0-42.0 h
LW65
end_norm
0.13991
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.13991
2.0-42.0 h
LW65
max_norm
0.13991
2.0-42.0 h
LW65
min_norm
0.00000
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
0.00443
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 814 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
21583.59273
427.43973
Ready
LW65
5
4483.39818
88.24896
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
0.00–67.67 h
4057.82–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.67 h
4057.82–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.67 h
4057.82–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.67 h
4057.82–49923.62 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
0.00–67.67 h
-0.89653–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.67 h
-0.89653–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.67 h
-0.89653–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.67 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
-0.10249
-0.10249
22630.00
19963.73
19963.73
True
LW60
0.17
-0.05961
-0.05961
22630.00
20641.40
20641.40
True
LW60
0.33
-0.03615
-0.03615
22630.00
21012.20
21012.20
True
LW60
0.50
-0.01571
-0.01571
22630.00
21335.30
21335.30
True
LW60
0.67
0.00164
0.00164
22630.00
21609.50
21609.50
True
LW60
0.83
0.01776
0.01776
22630.00
21864.36
21864.36
True
LW60
1.00
0.03246
0.03246
22630.00
22096.60
22096.60
True
LW60
1.17
0.04305
0.04305
22630.00
22264.00
22264.00
True
LW60
1.33
0.05100
0.05100
22630.00
22389.70
22389.70
True
LW60
1.50
0.05799
0.05799
22630.00
22500.10
22500.10
True
LW60
1.67
0.06374
0.06374
22630.00
22591.00
22591.00
True
LW60
1.83
0.06867
0.06867
22630.00
22669.00
22669.00
True
LW60
2.00
0.07323
0.07323
22630.00
22741.00
22741.00
True
LW60
2.17
0.07570
0.07570
22630.00
22780.00
22780.00
True
LW60
2.33
0.07779
0.07779
22630.00
22813.10
22813.10
True
LW60
2.50
0.08087
0.08087
22630.00
22861.80
22861.80
True
LW60
2.67
0.08373
0.08373
22630.00
22907.00
22907.00
True
LW60
2.83
0.08634
0.08634
22630.00
22948.18
22948.18
True
LW60
3.00
0.08928
0.08928
22630.00
22994.70
22994.70
True
LW60
3.17
0.09139
0.09139
22630.00
23028.00
23028.00
True
LW60
3.33
0.09120
0.09120
22630.00
23025.00
23025.00
True
LW60
3.50
0.09158
0.09158
22630.00
23031.00
23031.00
True
LW60
3.67
0.09215
0.09215
22630.00
23040.00
23040.00
True
LW60
3.83
0.09473
0.09473
22630.00
23080.73
23080.73
True
LW60
4.00
0.09544
0.09544
22630.00
23092.00
23092.00
True
LW60
4.17
0.09639
0.09639
22630.00
23107.00
23107.00
True
LW60
4.33
0.09696
0.09696
22630.00
23116.00
23116.00
True
LW60
4.50
0.09810
0.09810
22630.00
23134.00
23134.00
True
LW60
4.67
0.09886
0.09886
22630.00
23146.00
23146.00
True
LW60
4.83
0.09923
0.09923
22630.00
23152.00
23152.00
True
LW60
5.00
0.10002
0.10002
22630.00
23164.40
23164.40
True
LW60
5.17
0.09982
0.09982
22630.00
23161.30
23161.30
True
LW60
5.33
0.10120
0.10120
22630.00
23183.00
23183.00
True
LW60
5.50
0.10120
0.10120
22630.00
23183.00
23183.00
True
LW60
5.67
0.10290
0.10290
22630.00
23210.00
23210.00
True
LW60
5.83
0.10309
0.10309
22630.00
23213.00
23213.00
True
LW60
6.00
0.10347
0.10347
22630.00
23219.00
23219.00
True
LW60
6.17
0.10423
0.10423
22630.00
23231.00
23231.00
True
LW60
6.33
0.10519
0.10519
22630.00
23246.10
23246.10
True
LW60
6.50
0.10519
0.10519
22630.00
23246.10
23246.10
True
LW60
6.67
0.10656
0.10656
22630.00
23267.80
23267.80
True
LW60
6.83
0.10695
0.10695
22630.00
23274.00
23274.00
True
LW60
7.00
0.10695
0.10695
22630.00
23274.00
23274.00
True
LW60
7.17
0.10733
0.10733
22630.00
23280.00
23280.00
True
LW60
7.33
0.10866
0.10866
22630.00
23301.00
23301.00
True
LW60
7.50
0.10885
0.10885
22630.00
23304.00
23304.00
True
LW60
7.67
0.10885
0.10885
22630.00
23304.00
23304.00
True
LW60
7.83
0.10937
0.10937
22630.00
23312.18
23312.18
True
LW60
8.00
0.11076
0.11076
22630.00
23334.10
23334.10
True
LW60
8.17
0.11095
0.11095
22630.00
23337.10
23337.10
True
LW60
8.33
0.11095
0.11095
22630.00
23337.10
23337.10
True
LW60
8.50
0.11193
0.11193
22630.00
23352.60
23352.60
True
LW60
8.67
0.11252
0.11252
22630.00
23361.90
23361.90
True
LW60
8.83
0.11271
0.11271
22630.00
23365.00
23365.00
True
LW60
9.00
0.11328
0.11328
22630.00
23374.00
23374.00
True
LW60
9.17
0.11442
0.11442
22630.00
23392.00
23392.00
True
LW60
9.33
0.11461
0.11461
22630.00
23395.00
23395.00
True
LW60
9.50
0.11423
0.11423
22630.00
23389.00
23389.00
True
LW60
9.67
0.11461
0.11461
22630.00
23395.00
23395.00
True
LW60
9.83
0.11657
0.11657
22630.00
23426.00
23426.00
True
LW60
10.00
0.11695
0.11695
22630.00
23432.00
23432.00
True
LW60
10.17
0.11733
0.11733
22630.00
23438.00
23438.00
True
LW60
10.33
0.11809
0.11809
22630.00
23450.00
23450.00
True
LW60
10.50
0.11809
0.11809
22630.00
23450.00
23450.00
True
LW60
10.67
0.11867
0.11867
22630.00
23459.10
23459.10
True
LW60
10.83
0.11990
0.11990
22630.00
23478.55
23478.55
True
LW60
11.00
0.11984
0.11984
22630.00
23477.70
23477.70
True
LW60
11.17
0.12043
0.12043
22630.00
23487.00
23487.00
True
LW60
11.33
0.12176
0.12176
22630.00
23508.00
23508.00
True
LW60
11.50
0.12195
0.12195
22630.00
23511.00
23511.00
True
LW60
11.67
0.12252
0.12252
22630.00
23520.10
23520.10
True
LW60
11.83
0.12393
0.12393
22630.00
23542.36
23542.36
True
LW60
12.00
0.12409
0.12409
22630.00
23544.80
23544.80
True
LW60
12.17
0.12619
0.12619
22630.00
23578.00
23578.00
True
LW60
12.33
0.12619
0.12619
22630.00
23578.00
23578.00
True
LW60
12.50
0.12619
0.12619
22630.00
23578.00
23578.00
True
LW60
12.67
0.12776
0.12776
22630.00
23602.80
23602.80
True
LW60
12.83
0.12849
0.12849
22630.00
23614.45
23614.45
True
LW60
13.00
0.12929
0.12929
22630.00
23627.00
23627.00
True
LW60
13.17
0.13122
0.13122
22630.00
23657.60
23657.60
True
LW65
0.00
-0.44285
-0.44285
4646.00
4057.82
4057.82
True
LW65
0.17
-0.24630
-0.24630
4646.00
4246.70
4246.70
True
LW65
0.33
-0.12872
-0.12872
4646.00
4359.70
4359.70
True
LW65
0.50
-0.04953
-0.04953
4646.00
4435.80
4435.80
True
LW65
0.67
0.01228
0.01228
4646.00
4495.20
4495.20
True
LW65
0.83
0.06316
0.06316
4646.00
4544.09
4544.09
True
LW65
1.00
0.10281
0.10281
4646.00
4582.20
4582.20
True
LW65
1.17
0.12799
0.12799
4646.00
4606.40
4606.40
True
LW65
1.33
0.14631
0.14631
4646.00
4624.00
4624.00
True
LW65
1.50
0.16462
0.16462
4646.00
4641.60
4641.60
True
LW65
1.67
0.16920
0.16920
4646.00
4646.00
4646.00
True
LW65
1.83
0.16920
0.16920
4646.00
4646.00
4646.00
True
LW65
2.00
0.17378
0.17378
4646.00
4650.40
4650.40
True
LW65
2.17
0.17836
0.17836
4646.00
4654.80
4654.80
True
LW65
2.33
0.17149
0.17149
4646.00
4648.20
4648.20
True
LW65
2.50
0.18751
0.18751
4646.00
4663.60
4663.60
True
LW65
2.67
0.18523
0.18523
4646.00
4661.40
4661.40
True
LW65
2.83
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
3.00
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
3.17
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
3.33
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
3.50
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
3.67
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
3.83
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
4.00
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
4.17
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
4.33
0.18980
0.18980
4646.00
4665.80
4665.80
True
LW65
4.50
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
4.67
0.18751
0.18751
4646.00
4663.60
4663.60
True
LW65
4.83
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
5.00
0.18980
0.18980
4646.00
4665.80
4665.80
True
LW65
5.17
0.17149
0.17149
4646.00
4648.20
4648.20
True
LW65
5.33
0.17836
0.17836
4646.00
4654.80
4654.80
True
LW65
5.50
0.17836
0.17836
4646.00
4654.80
4654.80
True
LW65
5.67
0.18980
0.18980
4646.00
4665.80
4665.80
True
LW65
5.83
0.17961
0.17961
4646.00
4656.00
4656.00
True
LW65
6.00
0.17378
0.17378
4646.00
4650.40
4650.40
True
LW65
6.17
0.17378
0.17378
4646.00
4650.40
4650.40
True
LW65
6.33
0.16920
0.16920
4646.00
4646.00
4646.00
True
LW65
6.50
0.17149
0.17149
4646.00
4648.20
4648.20
True
LW65
6.67
0.17836
0.17836
4646.00
4654.80
4654.80
True
LW65
6.83
0.16920
0.16920
4646.00
4646.00
4646.00
True
LW65
7.00
0.17378
0.17378
4646.00
4650.40
4650.40
True
LW65
7.17
0.17378
0.17378
4646.00
4650.40
4650.40
True
LW65
7.33
0.18065
0.18065
4646.00
4657.00
4657.00
True
LW65
7.50
0.17607
0.17607
4646.00
4652.60
4652.60
True
LW65
7.67
0.16920
0.16920
4646.00
4646.00
4646.00
True
LW65
7.83
0.17544
0.17544
4646.00
4652.00
4652.00
True
LW65
8.00
0.17607
0.17607
4646.00
4652.60
4652.60
True
LW65
8.17
0.18523
0.18523
4646.00
4661.40
4661.40
True
LW65
8.33
0.17378
0.17378
4646.00
4650.40
4650.40
True
LW65
8.50
0.18294
0.18294
4646.00
4659.20
4659.20
True
LW65
8.67
0.17607
0.17607
4646.00
4652.60
4652.60
True
LW65
8.83
0.18377
0.18377
4646.00
4660.00
4660.00
True
LW65
9.00
0.18523
0.18523
4646.00
4661.40
4661.40
True
LW65
9.17
0.18294
0.18294
4646.00
4659.20
4659.20
True
LW65
9.33
0.18751
0.18751
4646.00
4663.60
4663.60
True
LW65
9.50
0.18294
0.18294
4646.00
4659.20
4659.20
True
LW65
9.67
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
9.83
0.19001
0.19001
4646.00
4666.00
4666.00
True
LW65
10.00
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
10.17
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
10.33
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
10.50
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
10.67
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
10.83
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
11.00
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
11.17
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
11.33
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
11.50
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
11.67
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
11.83
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
12.00
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
12.17
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
12.33
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
12.50
0.19209
0.19209
4646.00
4668.00
4668.00
True
LW65
12.67
0.20583
0.20583
4646.00
4681.20
4681.20
True
LW65
12.83
0.20458
0.20458
4646.00
4680.00
4680.00
True
LW65
13.00
0.21499
0.21499
4646.00
4690.00
4690.00
True
LW65
13.17
0.21499
0.21499
4646.00
4690.00
4690.00
True
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