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 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
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
15.37362
2.0-42.0 h
LW60
end_norm
0.53234
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.53234
2.0-42.0 h
LW60
max_norm
0.53234
2.0-42.0 h
LW60
min_norm
0.00095
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
0.01161
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
-12.64291
2.0-42.0 h
LW62
end_norm
-0.39552
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.39552
2.0-42.0 h
LW62
max_norm
-0.00144
2.0-42.0 h
LW62
min_norm
-0.39552
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
-0.00698
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
0.13693
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.08008
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
0.16763
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
3.96961
2.0-42.0 h
LW65
end_norm
0.13747
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.13747
2.0-42.0 h
LW65
max_norm
0.13747
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
0.00261
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
31650.37636
290.97557
Ready
LW65
5
3853.52000
85.57983
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
3212.55–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.17 h
3212.55–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.17 h
3212.55–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.17 h
3212.55–49923.62 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
-0.96900–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.17 h
-0.96900–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.17 h
-0.96900–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.17 h
-0.96900–1.00000 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
-0.21043
-0.21043
31699.65
28053.55
28053.55
True
LW60
0.17
-0.05590
-0.05590
31699.65
30694.90
30694.90
True
LW60
0.33
-0.02642
-0.02642
31699.65
31198.80
31198.80
True
LW60
0.50
-0.00724
-0.00724
31699.65
31526.70
31526.70
True
LW60
0.67
0.00675
0.00675
31699.65
31765.70
31765.70
True
LW60
0.83
0.01264
0.01264
31699.65
31866.50
31866.50
True
LW60
1.00
0.01426
0.01426
31699.65
31894.18
31894.18
True
LW60
1.17
0.01387
0.01387
31699.65
31887.50
31887.50
True
LW60
1.33
0.00939
0.00939
31699.65
31810.80
31810.80
True
LW60
1.50
0.00228
0.00228
31699.65
31689.30
31689.30
True
LW60
1.67
0.00145
0.00145
31699.65
31675.20
31675.20
True
LW60
1.83
0.00349
0.00349
31699.65
31710.00
31710.00
True
LW60
2.00
0.00464
0.00464
31699.65
31729.73
31729.73
True
LW60
2.17
0.00595
0.00595
31699.65
31752.00
31752.00
True
LW60
2.33
0.00737
0.00737
31699.65
31776.40
31776.40
True
LW60
2.50
0.00758
0.00758
31699.65
31780.00
31780.00
True
LW60
2.67
0.00819
0.00819
31699.65
31790.40
31790.40
True
LW60
2.83
0.00939
0.00939
31699.65
31810.80
31810.80
True
LW60
3.00
0.01073
0.01073
31699.65
31833.82
31833.82
True
LW60
3.17
0.01244
0.01244
31699.65
31863.00
31863.00
True
LW60
3.33
0.01490
0.01490
31699.65
31905.00
31905.00
True
LW60
3.50
0.01692
0.01692
31699.65
31939.60
31939.60
True
LW60
3.67
0.01772
0.01772
31699.65
31953.20
31953.20
True
LW60
3.83
0.02078
0.02078
31699.65
32005.50
32005.50
True
LW60
4.00
0.02333
0.02333
31699.65
32049.09
32049.09
True
LW60
4.17
0.02671
0.02671
31699.65
32107.00
32107.00
True
LW60
4.33
0.03368
0.03368
31699.65
32226.00
32226.00
True
LW60
4.50
0.04678
0.04678
31699.65
32450.00
32450.00
True
LW60
4.67
0.06137
0.06137
31699.65
32699.40
32699.40
True
LW60
4.83
0.07480
0.07480
31699.65
32928.90
32928.90
True
LW60
5.00
0.08842
0.08842
31699.65
33161.73
33161.73
True
LW60
5.17
0.10156
0.10156
31699.65
33386.30
33386.30
True
LW60
5.33
0.11512
0.11512
31699.65
33618.00
33618.00
True
LW60
5.50
0.12934
0.12934
31699.65
33861.10
33861.10
True
LW60
5.67
0.14701
0.14701
31699.65
34163.20
34163.20
True
LW60
5.83
0.16712
0.16712
31699.65
34506.91
34506.91
True
LW60
6.00
0.18977
0.18977
31699.65
34894.10
34894.10
True
LW60
6.17
0.21305
0.21305
31699.65
35291.90
35291.90
True
LW60
6.33
0.24077
0.24077
31699.65
35765.80
35765.80
True
LW60
6.50
0.26739
0.26739
31699.65
36220.80
36220.80
True
LW60
6.67
0.29420
0.29420
31699.65
36679.00
36679.00
True
LW60
6.83
0.32014
0.32014
31699.65
37122.45
37122.45
True
LW60
7.00
0.34301
0.34301
31699.65
37513.40
37513.40
True
LW60
7.17
0.36587
0.36587
31699.65
37904.10
37904.10
True
LW60
7.33
0.38459
0.38459
31699.65
38224.10
38224.10
True
LW60
7.50
0.40410
0.40410
31699.65
38557.50
38557.50
True
LW60
7.67
0.42142
0.42142
31699.65
38853.60
38853.60
True
LW60
7.83
0.43703
0.43703
31699.65
39120.36
39120.36
True
LW60
8.00
0.45087
0.45087
31699.65
39356.90
39356.90
True
LW60
8.17
0.46315
0.46315
31699.65
39566.80
39566.80
True
LW60
8.33
0.47570
0.47570
31699.65
39781.40
39781.40
True
LW60
8.50
0.48785
0.48785
31699.65
39989.00
39989.00
True
LW60
8.67
0.49840
0.49840
31699.65
40169.30
40169.30
True
LW60
8.83
0.50846
0.50846
31699.65
40341.27
40341.27
True
LW60
9.00
0.51798
0.51798
31699.65
40504.00
40504.00
True
LW60
9.17
0.52654
0.52654
31699.65
40650.30
40650.30
True
LW60
9.33
0.53420
0.53420
31699.65
40781.30
40781.30
True
LW60
9.50
0.54371
0.54371
31699.65
40943.80
40943.80
True
LW60
9.67
0.55092
0.55092
31699.65
41067.00
41067.00
True
LW60
9.83
0.55800
0.55800
31699.65
41188.09
41188.09
True
LW60
10.00
0.56584
0.56584
31699.65
41322.00
41322.00
True
LW60
10.17
0.57239
0.57239
31699.65
41434.00
41434.00
True
LW60
10.33
0.57847
0.57847
31699.65
41538.00
41538.00
True
LW60
10.50
0.58554
0.58554
31699.65
41658.80
41658.80
True
LW60
10.67
0.59140
0.59140
31699.65
41759.00
41759.00
True
LW60
10.83
0.59827
0.59827
31699.65
41876.36
41876.36
True
LW60
11.00
0.60318
0.60318
31699.65
41960.30
41960.30
True
LW60
11.17
0.60860
0.60860
31699.65
42053.00
42053.00
True
LW60
11.33
0.61238
0.61238
31699.65
42117.60
42117.60
True
LW60
11.50
0.61760
0.61760
31699.65
42206.70
42206.70
True
LW60
11.67
0.62279
0.62279
31699.65
42295.50
42295.50
True
LW60
11.83
0.62687
0.62687
31699.65
42365.27
42365.27
True
LW60
12.00
0.63063
0.63063
31699.65
42429.50
42429.50
True
LW60
12.17
0.63394
0.63394
31699.65
42486.10
42486.10
True
LW60
12.33
0.63726
0.63726
31699.65
42542.90
42542.90
True
LW60
12.50
0.64011
0.64011
31699.65
42591.50
42591.50
True
LW60
12.67
0.64443
0.64443
31699.65
42665.30
42665.30
True
LW60
12.83
0.64738
0.64738
31699.65
42715.82
42715.82
True
LW60
13.00
0.65180
0.65180
31699.65
42791.40
42791.40
True
LW60
13.17
0.65468
0.65468
31699.65
42840.60
42840.60
True
LW65
0.00
-0.96900
-0.96900
3950.00
3212.55
3212.55
True
LW65
0.17
-0.42771
-0.42771
3950.00
3570.60
3570.60
True
LW65
0.33
-0.19414
-0.19414
3950.00
3725.10
3725.10
True
LW65
0.50
-0.05687
-0.05687
3950.00
3815.90
3815.90
True
LW65
0.67
0.03096
0.03096
3950.00
3874.00
3874.00
True
LW65
0.83
0.08931
0.08931
3950.00
3912.60
3912.60
True
LW65
1.00
0.13074
0.13074
3950.00
3940.00
3940.00
True
LW65
1.17
0.14585
0.14585
3950.00
3950.00
3950.00
True
LW65
1.33
0.14585
0.14585
3950.00
3950.00
3950.00
True
LW65
1.50
0.14253
0.14253
3950.00
3947.80
3947.80
True
LW65
1.67
0.14585
0.14585
3950.00
3950.00
3950.00
True
LW65
1.83
0.14585
0.14585
3950.00
3950.00
3950.00
True
LW65
2.00
0.14585
0.14585
3950.00
3950.00
3950.00
True
LW65
2.17
0.14585
0.14585
3950.00
3950.00
3950.00
True
LW65
2.33
0.17125
0.17125
3950.00
3966.80
3966.80
True
LW65
2.50
0.17760
0.17760
3950.00
3971.00
3971.00
True
LW65
2.67
0.17760
0.17760
3950.00
3971.00
3971.00
True
LW65
2.83
0.17760
0.17760
3950.00
3971.00
3971.00
True
LW65
3.00
0.17760
0.17760
3950.00
3971.00
3971.00
True
LW65
3.17
0.20088
0.20088
3950.00
3986.40
3986.40
True
LW65
3.33
0.21086
0.21086
3950.00
3993.00
3993.00
True
LW65
3.50
0.21086
0.21086
3950.00
3993.00
3993.00
True
LW65
3.67
0.22038
0.22038
3950.00
3999.30
3999.30
True
LW65
3.83
0.24261
0.24261
3950.00
4014.00
4014.00
True
LW65
4.00
0.24261
0.24261
3950.00
4014.00
4014.00
True
LW65
4.17
0.24261
0.24261
3950.00
4014.00
4014.00
True
LW65
4.33
0.24593
0.24593
3950.00
4016.20
4016.20
True
LW65
4.50
0.28584
0.28584
3950.00
4042.60
4042.60
True
LW65
4.67
0.32182
0.32182
3950.00
4066.40
4066.40
True
LW65
4.83
0.36083
0.36083
3950.00
4092.20
4092.20
True
LW65
5.00
0.39530
0.39530
3950.00
4115.00
4115.00
True
LW65
5.17
0.42961
0.42961
3950.00
4137.70
4137.70
True
LW65
5.33
0.44911
0.44911
3950.00
4150.60
4150.60
True
LW65
5.50
0.47905
0.47905
3950.00
4170.40
4170.40
True
LW65
5.67
0.50565
0.50565
3950.00
4188.00
4188.00
True
LW65
5.83
0.51170
0.51170
3950.00
4192.00
4192.00
True
LW65
6.00
0.53891
0.53891
3950.00
4210.00
4210.00
True
LW65
6.17
0.53891
0.53891
3950.00
4210.00
4210.00
True
LW65
6.33
0.56114
0.56114
3950.00
4224.70
4224.70
True
LW65
6.50
0.57066
0.57066
3950.00
4231.00
4231.00
True
LW65
6.67
0.57731
0.57731
3950.00
4235.40
4235.40
True
LW65
6.83
0.59182
0.59182
3950.00
4245.00
4245.00
True
LW65
7.00
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
7.17
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
7.33
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
7.50
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
7.67
0.61057
0.61057
3950.00
4257.40
4257.40
True
LW65
7.83
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
8.00
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
8.17
0.61057
0.61057
3950.00
4257.40
4257.40
True
LW65
8.33
0.61057
0.61057
3950.00
4257.40
4257.40
True
LW65
8.50
0.61057
0.61057
3950.00
4257.40
4257.40
True
LW65
8.67
0.61057
0.61057
3950.00
4257.40
4257.40
True
LW65
8.83
0.60694
0.60694
3950.00
4255.00
4255.00
True
LW65
9.00
0.60724
0.60724
3950.00
4255.20
4255.20
True
LW65
9.17
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
9.33
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
9.50
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
9.67
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
9.83
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
10.00
0.60724
0.60724
3950.00
4255.20
4255.20
True
LW65
10.17
0.60724
0.60724
3950.00
4255.20
4255.20
True
LW65
10.33
0.60724
0.60724
3950.00
4255.20
4255.20
True
LW65
10.50
0.61057
0.61057
3950.00
4257.40
4257.40
True
LW65
10.67
0.60392
0.60392
3950.00
4253.00
4253.00
True
LW65
10.83
0.61601
0.61601
3950.00
4261.00
4261.00
True
LW65
11.00
0.63385
0.63385
3950.00
4272.80
4272.80
True
LW65
11.17
0.63385
0.63385
3950.00
4272.80
4272.80
True
LW65
11.33
0.63385
0.63385
3950.00
4272.80
4272.80
True
LW65
11.50
0.63718
0.63718
3950.00
4275.00
4275.00
True
LW65
11.67
0.63718
0.63718
3950.00
4275.00
4275.00
True
LW65
11.83
0.63718
0.63718
3950.00
4275.00
4275.00
True
LW65
12.00
0.63718
0.63718
3950.00
4275.00
4275.00
True
LW65
12.17
0.63718
0.63718
3950.00
4275.00
4275.00
True
LW65
12.33
0.63718
0.63718
3950.00
4275.00
4275.00
True
LW65
12.50
0.63718
0.63718
3950.00
4275.00
4275.00
True
LW65
12.67
0.63718
0.63718
3950.00
4275.00
4275.00
True
LW65
12.83
0.63718
0.63718
3950.00
4275.00
4275.00
True
LW65
13.00
0.63718
0.63718
3950.00
4275.00
4275.00
True
LW65
13.17
0.63718
0.63718
3950.00
4275.00
4275.00
True
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