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 inc4
Run date
2026-04-20
Media
FB
Incubator
inc4
Well file
2026-04-20 B3.xlsx
Well ID
B3
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
10.19860
2.0-42.0 h
LW60
end_norm
0.36136
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.36188
2.0-42.0 h
LW60
max_norm
0.36188
2.0-42.0 h
LW60
min_norm
0.00000
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
0.00855
2.0-42.0 h
LW61
auc_norm
2.90805
2.0-42.0 h
LW61
end_norm
0.21510
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.21510
2.0-42.0 h
LW61
max_norm
0.21510
2.0-42.0 h
LW61
min_norm
-0.02681
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
0.53112
2.0-42.0 h
LW61
pct_saturated_rows
0.55025
2.0-42.0 h
LW61
slope_norm
0.00333
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
0.01494
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
1.00000
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-3.24456
2.0-42.0 h
LW64
end_norm
-0.08281
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.11354
2.0-42.0 h
LW64
max_norm
0.00882
2.0-42.0 h
LW64
min_norm
-0.11354
2.0-42.0 h
LW64
pct_abnormal_rows
0.00000
2.0-42.0 h
LW64
pct_missing_norm
0.00000
2.0-42.0 h
LW64
pct_saturated_rows
0.00000
2.0-42.0 h
LW64
slope_norm
-0.00238
2.0-42.0 h
LW65
auc_norm
6.88760
2.0-42.0 h
LW65
end_norm
0.22086
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.22086
2.0-42.0 h
LW65
max_norm
0.22086
2.0-42.0 h
LW65
min_norm
0.00808
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
0.00369
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
4348.60000
68.66335
Ready
LW65
5
14107.28727
404.54528
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
3558.18–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.17 h
3558.18–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.17 h
3558.18–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.17 h
3558.18–49923.62 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
-0.89653–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.17 h
-0.89653–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.17 h
-0.89653–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.17 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
-0.47890
-0.47890
4405.00
3558.18
3558.18
True
LW60
0.17
-0.13426
-0.13426
4405.00
4127.00
4127.00
True
LW60
0.33
-0.06307
-0.06307
4405.00
4244.50
4244.50
True
LW60
0.50
-0.01703
-0.01703
4405.00
4320.50
4320.50
True
LW60
0.67
0.00957
0.00957
4405.00
4364.40
4364.40
True
LW60
0.83
0.02908
0.02908
4405.00
4396.60
4396.60
True
LW60
1.00
0.04144
0.04144
4405.00
4417.00
4417.00
True
LW60
1.17
0.04617
0.04617
4405.00
4424.80
4424.80
True
LW60
1.33
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
1.50
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
1.67
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
1.83
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
2.00
0.03423
0.03423
4405.00
4405.09
4405.09
True
LW60
2.17
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
2.33
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
2.50
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
2.67
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
2.83
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
3.00
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
3.17
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
3.33
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
3.50
0.03417
0.03417
4405.00
4405.00
4405.00
True
LW60
3.67
0.03817
0.03817
4405.00
4411.60
4411.60
True
LW60
3.83
0.04750
0.04750
4405.00
4427.00
4427.00
True
LW60
4.00
0.04750
0.04750
4405.00
4427.00
4427.00
True
LW60
4.17
0.04750
0.04750
4405.00
4427.00
4427.00
True
LW60
4.33
0.05950
0.05950
4405.00
4446.80
4446.80
True
LW60
4.50
0.06750
0.06750
4405.00
4460.00
4460.00
True
LW60
4.67
0.07949
0.07949
4405.00
4479.80
4479.80
True
LW60
4.83
0.08749
0.08749
4405.00
4493.00
4493.00
True
LW60
5.00
0.09718
0.09718
4405.00
4509.00
4509.00
True
LW60
5.17
0.10718
0.10718
4405.00
4525.50
4525.50
True
LW60
5.33
0.11487
0.11487
4405.00
4538.20
4538.20
True
LW60
5.50
0.12554
0.12554
4405.00
4555.80
4555.80
True
LW60
5.67
0.13753
0.13753
4405.00
4575.60
4575.60
True
LW60
5.83
0.14747
0.14747
4405.00
4592.00
4592.00
True
LW60
6.00
0.16019
0.16019
4405.00
4613.00
4613.00
True
LW60
6.17
0.17752
0.17752
4405.00
4641.60
4641.60
True
LW60
6.33
0.19618
0.19618
4405.00
4672.40
4672.40
True
LW60
6.50
0.21612
0.21612
4405.00
4705.30
4705.30
True
LW60
6.67
0.23823
0.23823
4405.00
4741.80
4741.80
True
LW60
6.83
0.25714
0.25714
4405.00
4773.00
4773.00
True
LW60
7.00
0.27689
0.27689
4405.00
4805.60
4805.60
True
LW60
7.17
0.29555
0.29555
4405.00
4836.40
4836.40
True
LW60
7.33
0.31288
0.31288
4405.00
4865.00
4865.00
True
LW60
7.50
0.33287
0.33287
4405.00
4898.00
4898.00
True
LW60
7.67
0.34887
0.34887
4405.00
4924.40
4924.40
True
LW60
7.83
0.36619
0.36619
4405.00
4953.00
4953.00
True
LW60
8.00
0.38092
0.38092
4405.00
4977.30
4977.30
True
LW60
8.17
0.39285
0.39285
4405.00
4997.00
4997.00
True
LW60
8.33
0.40758
0.40758
4405.00
5021.30
5021.30
True
LW60
8.50
0.42012
0.42012
4405.00
5042.00
5042.00
True
LW60
8.67
0.43345
0.43345
4405.00
5064.00
5064.00
True
LW60
8.83
0.44556
0.44556
4405.00
5084.00
5084.00
True
LW60
9.00
0.45344
0.45344
4405.00
5097.00
5097.00
True
LW60
9.17
0.46410
0.46410
4405.00
5114.60
5114.60
True
LW60
9.33
0.47343
0.47343
4405.00
5130.00
5130.00
True
LW60
9.50
0.48676
0.48676
4405.00
5152.00
5152.00
True
LW60
9.67
0.49609
0.49609
4405.00
5167.40
5167.40
True
LW60
9.83
0.50131
0.50131
4405.00
5176.00
5176.00
True
LW60
10.00
0.51342
0.51342
4405.00
5196.00
5196.00
True
LW60
10.17
0.52009
0.52009
4405.00
5207.00
5207.00
True
LW60
10.33
0.52675
0.52675
4405.00
5218.00
5218.00
True
LW60
10.50
0.53790
0.53790
4405.00
5236.40
5236.40
True
LW60
10.67
0.54069
0.54069
4405.00
5241.00
5241.00
True
LW60
10.83
0.55281
0.55281
4405.00
5261.00
5261.00
True
LW60
11.00
0.55668
0.55668
4405.00
5267.40
5267.40
True
LW60
11.17
0.56735
0.56735
4405.00
5285.00
5285.00
True
LW60
11.33
0.57001
0.57001
4405.00
5289.40
5289.40
True
LW60
11.50
0.58068
0.58068
4405.00
5307.00
5307.00
True
LW60
11.67
0.58867
0.58867
4405.00
5320.20
5320.20
True
LW60
11.83
0.59401
0.59401
4405.00
5329.00
5329.00
True
LW60
12.00
0.59401
0.59401
4405.00
5329.00
5329.00
True
LW60
12.17
0.59667
0.59667
4405.00
5333.40
5333.40
True
LW60
12.33
0.60733
0.60733
4405.00
5351.00
5351.00
True
LW60
12.50
0.60733
0.60733
4405.00
5351.00
5351.00
True
LW60
12.67
0.61430
0.61430
4405.00
5362.50
5362.50
True
LW60
12.83
0.62127
0.62127
4405.00
5374.00
5374.00
True
LW60
13.00
0.62127
0.62127
4405.00
5374.00
5374.00
True
LW60
13.17
0.62260
0.62260
4405.00
5376.20
5376.20
True
LW65
0.00
-0.76453
-0.76453
15004.05
10659.18
10659.18
True
LW65
0.17
-0.24624
-0.24624
15004.05
12996.70
12996.70
True
LW65
0.33
-0.12622
-0.12622
15004.05
13538.00
13538.00
True
LW65
0.50
-0.04649
-0.04649
15004.05
13897.60
13897.60
True
LW65
0.67
0.01129
0.01129
15004.05
14158.20
14158.20
True
LW65
0.83
0.05914
0.05914
15004.05
14374.00
14374.00
True
LW65
1.00
0.10229
0.10229
15004.05
14568.64
14568.64
True
LW65
1.17
0.13304
0.13304
15004.05
14707.30
14707.30
True
LW65
1.33
0.15115
0.15115
15004.05
14789.00
14789.00
True
LW65
1.50
0.17162
0.17162
15004.05
14881.30
14881.30
True
LW65
1.67
0.18975
0.18975
15004.05
14963.10
14963.10
True
LW65
1.83
0.20791
0.20791
15004.05
15045.00
15045.00
True
LW65
2.00
0.22571
0.22571
15004.05
15125.27
15125.27
True
LW65
2.17
0.24494
0.24494
15004.05
15212.00
15212.00
True
LW65
2.33
0.25973
0.25973
15004.05
15278.70
15278.70
True
LW65
2.50
0.27680
0.27680
15004.05
15355.70
15355.70
True
LW65
2.67
0.29334
0.29334
15004.05
15430.30
15430.30
True
LW65
2.83
0.30993
0.30993
15004.05
15505.10
15505.10
True
LW65
3.00
0.33454
0.33454
15004.05
15616.09
15616.09
True
LW65
3.17
0.35671
0.35671
15004.05
15716.10
15716.10
True
LW65
3.33
0.38290
0.38290
15004.05
15834.20
15834.20
True
LW65
3.50
0.40669
0.40669
15004.05
15941.50
15941.50
True
LW65
3.67
0.42824
0.42824
15004.05
16038.70
16038.70
True
LW65
3.83
0.44081
0.44081
15004.05
16095.40
16095.40
True
LW65
4.00
0.44887
0.44887
15004.05
16131.73
16131.73
True
LW65
4.17
0.45578
0.45578
15004.05
16162.90
16162.90
True
LW65
4.33
0.46416
0.46416
15004.05
16200.70
16200.70
True
LW65
4.50
0.47434
0.47434
15004.05
16246.60
16246.60
True
LW65
4.67
0.48451
0.48451
15004.05
16292.50
16292.50
True
LW65
4.83
0.49110
0.49110
15004.05
16322.20
16322.20
True
LW65
5.00
0.50002
0.50002
15004.05
16362.45
16362.45
True
LW65
5.17
0.50906
0.50906
15004.05
16403.20
16403.20
True
LW65
5.33
0.51564
0.51564
15004.05
16432.90
16432.90
True
LW65
5.50
0.52163
0.52163
15004.05
16459.90
16459.90
True
LW65
5.67
0.52702
0.52702
15004.05
16484.20
16484.20
True
LW65
5.83
0.53379
0.53379
15004.05
16514.73
16514.73
True
LW65
6.00
0.54281
0.54281
15004.05
16555.40
16555.40
True
LW65
6.17
0.54999
0.54999
15004.05
16587.80
16587.80
True
LW65
6.33
0.55957
0.55957
15004.05
16631.00
16631.00
True
LW65
6.50
0.56990
0.56990
15004.05
16677.60
16677.60
True
LW65
6.67
0.57895
0.57895
15004.05
16718.40
16718.40
True
LW65
6.83
0.58482
0.58482
15004.05
16744.91
16744.91
True
LW65
7.00
0.59034
0.59034
15004.05
16769.80
16769.80
True
LW65
7.17
0.59593
0.59593
15004.05
16795.00
16795.00
True
LW65
7.33
0.60072
0.60072
15004.05
16816.60
16816.60
True
LW65
7.50
0.60611
0.60611
15004.05
16840.90
16840.90
True
LW65
7.67
0.60977
0.60977
15004.05
16857.40
16857.40
True
LW65
7.83
0.61411
0.61411
15004.05
16877.00
16877.00
True
LW65
8.00
0.61719
0.61719
15004.05
16890.90
16890.90
True
LW65
8.17
0.62010
0.62010
15004.05
16904.00
16904.00
True
LW65
8.33
0.62309
0.62309
15004.05
16917.50
16917.50
True
LW65
8.50
0.62981
0.62981
15004.05
16947.80
16947.80
True
LW65
8.67
0.63229
0.63229
15004.05
16959.00
16959.00
True
LW65
8.83
0.63556
0.63556
15004.05
16973.73
16973.73
True
LW65
9.00
0.63708
0.63708
15004.05
16980.60
16980.60
True
LW65
9.17
0.63948
0.63948
15004.05
16991.40
16991.40
True
LW65
9.33
0.64613
0.64613
15004.05
17021.40
17021.40
True
LW65
9.50
0.64923
0.64923
15004.05
17035.40
17035.40
True
LW65
9.67
0.65287
0.65287
15004.05
17051.80
17051.80
True
LW65
9.83
0.65648
0.65648
15004.05
17068.09
17068.09
True
LW65
10.00
0.65894
0.65894
15004.05
17079.20
17079.20
True
LW65
10.17
0.66143
0.66143
15004.05
17090.40
17090.40
True
LW65
10.33
0.66327
0.66327
15004.05
17098.70
17098.70
True
LW65
10.50
0.66866
0.66866
15004.05
17123.00
17123.00
True
LW65
10.67
0.67285
0.67285
15004.05
17141.90
17141.90
True
LW65
10.83
0.67746
0.67746
15004.05
17162.73
17162.73
True
LW65
11.00
0.67959
0.67959
15004.05
17172.30
17172.30
True
LW65
11.17
0.68265
0.68265
15004.05
17186.10
17186.10
True
LW65
11.33
0.68746
0.68746
15004.05
17207.80
17207.80
True
LW65
11.50
0.68994
0.68994
15004.05
17219.00
17219.00
True
LW65
11.67
0.69305
0.69305
15004.05
17233.00
17233.00
True
LW65
11.83
0.69359
0.69359
15004.05
17235.45
17235.45
True
LW65
12.00
0.69484
0.69484
15004.05
17241.10
17241.10
True
LW65
12.17
0.69783
0.69783
15004.05
17254.60
17254.60
True
LW65
12.33
0.70338
0.70338
15004.05
17279.60
17279.60
True
LW65
12.50
0.70524
0.70524
15004.05
17288.00
17288.00
True
LW65
12.67
0.70584
0.70584
15004.05
17290.70
17290.70
True
LW65
12.83
0.70796
0.70796
15004.05
17300.27
17300.27
True
LW65
13.00
0.71123
0.71123
15004.05
17315.00
17315.00
True
LW65
13.17
0.71309
0.71309
15004.05
17323.40
17323.40
True
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