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 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
9.09894
2.0-42.0 h
LW60
end_norm
0.34515
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.34515
2.0-42.0 h
LW60
max_norm
0.34515
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
0.00852
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
1.00000
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
0.02527
2.0-42.0 h
LW62
pct_missing_norm
1.00000
2.0-42.0 h
LW62
pct_saturated_rows
0.00000
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
0.37759
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
0.68137
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
6.95126
2.0-42.0 h
LW65
end_norm
0.25009
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.25009
2.0-42.0 h
LW65
max_norm
0.25009
2.0-42.0 h
LW65
min_norm
0.00581
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
0.00495
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
3578.52000
33.80787
Ready
LW65
5
11221.28909
273.58710
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
3035.27–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.17 h
3035.27–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.17 h
3035.27–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.17 h
3035.27–49923.62 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
-0.42227
-0.42227
3584.00
3035.27
3035.27
True
LW60
0.17
-0.09772
-0.09772
3584.00
3452.80
3452.80
True
LW60
0.33
-0.04269
-0.04269
3584.00
3523.60
3523.60
True
LW60
0.50
-0.00600
-0.00600
3584.00
3570.80
3570.80
True
LW60
0.67
0.00752
0.00752
3584.00
3588.20
3588.20
True
LW60
0.83
0.02058
0.02058
3584.00
3605.00
3605.00
True
LW60
1.00
0.02058
0.02058
3584.00
3605.00
3605.00
True
LW60
1.17
0.01405
0.01405
3584.00
3596.60
3596.60
True
LW60
1.33
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
1.50
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
1.67
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
1.83
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
2.00
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
2.17
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
2.33
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
2.50
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
2.67
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
2.83
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
3.00
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
3.17
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
3.33
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
3.50
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
3.67
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
3.83
0.00426
0.00426
3584.00
3584.00
3584.00
True
LW60
4.00
0.01895
0.01895
3584.00
3602.90
3602.90
True
LW60
4.17
0.02058
0.02058
3584.00
3605.00
3605.00
True
LW60
4.33
0.02058
0.02058
3584.00
3605.00
3605.00
True
LW60
4.50
0.03038
0.03038
3584.00
3617.60
3617.60
True
LW60
4.67
0.03691
0.03691
3584.00
3626.00
3626.00
True
LW60
4.83
0.03691
0.03691
3584.00
3626.00
3626.00
True
LW60
5.00
0.03691
0.03691
3584.00
3626.00
3626.00
True
LW60
5.17
0.04888
0.04888
3584.00
3641.40
3641.40
True
LW60
5.33
0.05401
0.05401
3584.00
3648.00
3648.00
True
LW60
5.50
0.05401
0.05401
3584.00
3648.00
3648.00
True
LW60
5.67
0.05401
0.05401
3584.00
3648.00
3648.00
True
LW60
5.83
0.05994
0.05994
3584.00
3655.64
3655.64
True
LW60
6.00
0.07033
0.07033
3584.00
3669.00
3669.00
True
LW60
6.17
0.07033
0.07033
3584.00
3669.00
3669.00
True
LW60
6.33
0.07375
0.07375
3584.00
3673.40
3673.40
True
LW60
6.50
0.08743
0.08743
3584.00
3691.00
3691.00
True
LW60
6.67
0.10049
0.10049
3584.00
3707.80
3707.80
True
LW60
6.83
0.10687
0.10687
3584.00
3716.00
3716.00
True
LW60
7.00
0.12412
0.12412
3584.00
3738.20
3738.20
True
LW60
7.17
0.14060
0.14060
3584.00
3759.40
3759.40
True
LW60
7.33
0.15941
0.15941
3584.00
3783.60
3783.60
True
LW60
7.50
0.17791
0.17791
3584.00
3807.40
3807.40
True
LW60
7.67
0.19284
0.19284
3584.00
3826.60
3826.60
True
LW60
7.83
0.21371
0.21371
3584.00
3853.45
3853.45
True
LW60
8.00
0.23139
0.23139
3584.00
3876.20
3876.20
True
LW60
8.17
0.24966
0.24966
3584.00
3899.70
3899.70
True
LW60
8.33
0.26653
0.26653
3584.00
3921.40
3921.40
True
LW60
8.50
0.28876
0.28876
3584.00
3950.00
3950.00
True
LW60
8.67
0.30345
0.30345
3584.00
3968.90
3968.90
True
LW60
8.83
0.32218
0.32218
3584.00
3993.00
3993.00
True
LW60
9.00
0.33687
0.33687
3584.00
4011.90
4011.90
True
LW60
9.17
0.34877
0.34877
3584.00
4027.20
4027.20
True
LW60
9.33
0.36416
0.36416
3584.00
4047.00
4047.00
True
LW60
9.50
0.37434
0.37434
3584.00
4060.10
4060.10
True
LW60
9.67
0.38903
0.38903
3584.00
4079.00
4079.00
True
LW60
9.83
0.39991
0.39991
3584.00
4093.00
4093.00
True
LW60
10.00
0.40784
0.40784
3584.00
4103.20
4103.20
True
LW60
10.17
0.42323
0.42323
3584.00
4123.00
4123.00
True
LW60
10.33
0.43303
0.43303
3584.00
4135.60
4135.60
True
LW60
10.50
0.43956
0.43956
3584.00
4144.00
4144.00
True
LW60
10.67
0.44982
0.44982
3584.00
4157.20
4157.20
True
LW60
10.83
0.45821
0.45821
3584.00
4168.00
4168.00
True
LW60
11.00
0.47376
0.47376
3584.00
4188.00
4188.00
True
LW60
11.17
0.47376
0.47376
3584.00
4188.00
4188.00
True
LW60
11.33
0.48573
0.48573
3584.00
4203.40
4203.40
True
LW60
11.50
0.49086
0.49086
3584.00
4210.00
4210.00
True
LW60
11.67
0.49902
0.49902
3584.00
4220.50
4220.50
True
LW60
11.83
0.50718
0.50718
3584.00
4231.00
4231.00
True
LW60
12.00
0.50889
0.50889
3584.00
4233.20
4233.20
True
LW60
12.17
0.52428
0.52428
3584.00
4253.00
4253.00
True
LW60
12.33
0.52428
0.52428
3584.00
4253.00
4253.00
True
LW60
12.50
0.52428
0.52428
3584.00
4253.00
4253.00
True
LW60
12.67
0.53625
0.53625
3584.00
4268.40
4268.40
True
LW60
12.83
0.54138
0.54138
3584.00
4275.00
4275.00
True
LW60
13.00
0.54138
0.54138
3584.00
4275.00
4275.00
True
LW60
13.17
0.55335
0.55335
3584.00
4290.40
4290.40
True
LW65
0.00
-0.67407
-0.67407
11618.05
8681.18
8681.18
True
LW65
0.17
-0.24846
-0.24846
11618.05
10285.00
10285.00
True
LW65
0.33
-0.11103
-0.11103
11618.05
10802.90
10802.90
True
LW65
0.50
-0.03004
-0.03004
11618.05
11108.10
11108.10
True
LW65
0.67
0.02115
0.02115
11618.05
11301.00
11301.00
True
LW65
0.83
0.04952
0.04952
11618.05
11407.90
11407.90
True
LW65
1.00
0.07039
0.07039
11618.05
11486.55
11486.55
True
LW65
1.17
0.08046
0.08046
11618.05
11524.50
11524.50
True
LW65
1.33
0.08577
0.08577
11618.05
11544.50
11544.50
True
LW65
1.50
0.09041
0.09041
11618.05
11562.00
11562.00
True
LW65
1.67
0.09970
0.09970
11618.05
11597.00
11597.00
True
LW65
1.83
0.11087
0.11087
11618.05
11639.10
11639.10
True
LW65
2.00
0.12320
0.12320
11618.05
11685.55
11685.55
True
LW65
2.17
0.13394
0.13394
11618.05
11726.00
11726.00
True
LW65
2.33
0.14123
0.14123
11618.05
11753.50
11753.50
True
LW65
2.50
0.14720
0.14720
11618.05
11776.00
11776.00
True
LW65
2.67
0.15649
0.15649
11618.05
11811.00
11811.00
True
LW65
2.83
0.16180
0.16180
11618.05
11831.00
11831.00
True
LW65
3.00
0.16904
0.16904
11618.05
11858.27
11858.27
True
LW65
3.17
0.17573
0.17573
11618.05
11883.50
11883.50
True
LW65
3.33
0.18568
0.18568
11618.05
11921.00
11921.00
True
LW65
3.50
0.19455
0.19455
11618.05
11954.40
11954.40
True
LW65
3.67
0.20585
0.20585
11618.05
11997.00
11997.00
True
LW65
3.83
0.21996
0.21996
11618.05
12050.18
12050.18
True
LW65
4.00
0.24168
0.24168
11618.05
12132.00
12132.00
True
LW65
4.17
0.26782
0.26782
11618.05
12230.50
12230.50
True
LW65
4.33
0.29255
0.29255
11618.05
12323.70
12323.70
True
LW65
4.50
0.31871
0.31871
11618.05
12422.30
12422.30
True
LW65
4.67
0.33814
0.33814
11618.05
12495.50
12495.50
True
LW65
4.83
0.35501
0.35501
11618.05
12559.09
12559.09
True
LW65
5.00
0.36706
0.36706
11618.05
12604.50
12604.50
True
LW65
5.17
0.37776
0.37776
11618.05
12644.80
12644.80
True
LW65
5.33
0.38524
0.38524
11618.05
12673.00
12673.00
True
LW65
5.50
0.39198
0.39198
11618.05
12698.40
12698.40
True
LW65
5.67
0.39679
0.39679
11618.05
12716.50
12716.50
True
LW65
5.83
0.40155
0.40155
11618.05
12734.45
12734.45
True
LW65
6.00
0.40674
0.40674
11618.05
12754.00
12754.00
True
LW65
6.17
0.40939
0.40939
11618.05
12764.00
12764.00
True
LW65
6.33
0.41077
0.41077
11618.05
12769.20
12769.20
True
LW65
6.50
0.41491
0.41491
11618.05
12784.80
12784.80
True
LW65
6.67
0.41629
0.41629
11618.05
12790.00
12790.00
True
LW65
6.83
0.41870
0.41870
11618.05
12799.09
12799.09
True
LW65
7.00
0.42499
0.42499
11618.05
12822.80
12822.80
True
LW65
7.17
0.42982
0.42982
11618.05
12841.00
12841.00
True
LW65
7.33
0.43181
0.43181
11618.05
12848.50
12848.50
True
LW65
7.50
0.43991
0.43991
11618.05
12879.00
12879.00
True
LW65
7.67
0.44336
0.44336
11618.05
12892.00
12892.00
True
LW65
7.83
0.44336
0.44336
11618.05
12892.00
12892.00
True
LW65
8.00
0.44402
0.44402
11618.05
12894.50
12894.50
True
LW65
8.17
0.44999
0.44999
11618.05
12917.00
12917.00
True
LW65
8.33
0.45482
0.45482
11618.05
12935.20
12935.20
True
LW65
8.50
0.45955
0.45955
11618.05
12953.00
12953.00
True
LW65
8.67
0.46422
0.46422
11618.05
12970.60
12970.60
True
LW65
8.83
0.46729
0.46729
11618.05
12982.18
12982.18
True
LW65
9.00
0.47043
0.47043
11618.05
12994.00
12994.00
True
LW65
9.17
0.47374
0.47374
11618.05
13006.50
13006.50
True
LW65
9.33
0.47706
0.47706
11618.05
13019.00
13019.00
True
LW65
9.50
0.47982
0.47982
11618.05
13029.40
13029.40
True
LW65
9.67
0.48327
0.48327
11618.05
13042.40
13042.40
True
LW65
9.83
0.48647
0.48647
11618.05
13054.45
13054.45
True
LW65
10.00
0.48741
0.48741
11618.05
13058.00
13058.00
True
LW65
10.17
0.49152
0.49152
11618.05
13073.50
13073.50
True
LW65
10.33
0.49550
0.49550
11618.05
13088.50
13088.50
True
LW65
10.50
0.49749
0.49749
11618.05
13096.00
13096.00
True
LW65
10.67
0.49959
0.49959
11618.05
13103.90
13103.90
True
LW65
10.83
0.50314
0.50314
11618.05
13117.27
13117.27
True
LW65
11.00
0.50837
0.50837
11618.05
13137.00
13137.00
True
LW65
11.17
0.50837
0.50837
11618.05
13137.00
13137.00
True
LW65
11.33
0.51039
0.51039
11618.05
13144.60
13144.60
True
LW65
11.50
0.51448
0.51448
11618.05
13160.00
13160.00
True
LW65
11.67
0.51724
0.51724
11618.05
13170.40
13170.40
True
LW65
11.83
0.51730
0.51730
11618.05
13170.64
13170.64
True
LW65
12.00
0.52477
0.52477
11618.05
13198.80
13198.80
True
LW65
12.17
0.52682
0.52682
11618.05
13206.50
13206.50
True
LW65
12.33
0.53013
0.53013
11618.05
13219.00
13219.00
True
LW65
12.50
0.53215
0.53215
11618.05
13226.60
13226.60
True
LW65
12.67
0.53560
0.53560
11618.05
13239.60
13239.60
True
LW65
12.83
0.53836
0.53836
11618.05
13250.00
13250.00
True
LW65
13.00
0.53969
0.53969
11618.05
13255.00
13255.00
True
LW65
13.17
0.54300
0.54300
11618.05
13267.50
13267.50
True
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