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
2026-04-15 inc5
Run date
2026-04-15
Media
FB
Incubator
inc5
Well file
2026-04-15 A1.xlsx
Well ID
A1
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
14.26225
2.0-42.0 h
LW60
end_norm
0.53397
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.53406
2.0-42.0 h
LW60
max_norm
0.53406
2.0-42.0 h
LW60
min_norm
-0.00791
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
0.01341
2.0-42.0 h
LW61
auc_norm
73.21675
2.0-42.0 h
LW61
end_norm
2.35325
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.39570
2.0-42.0 h
LW61
max_norm
2.39570
2.0-42.0 h
LW61
min_norm
0.06321
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
0.03814
2.0-42.0 h
LW62
auc_norm
-10.77820
2.0-42.0 h
LW62
end_norm
-0.41219
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.41317
2.0-42.0 h
LW62
max_norm
0.02626
2.0-42.0 h
LW62
min_norm
-0.41317
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
-0.00998
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
0.14900
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
1.00000
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
3.66835
2.0-42.0 h
LW65
end_norm
0.14159
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.14177
2.0-42.0 h
LW65
max_norm
0.14177
2.0-42.0 h
LW65
min_norm
-0.01968
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
0.00354
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 564 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
15043.03818
163.28534
Ready
LW65
5
7194.42364
55.57674
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
0.00–46.83 h
6425.09–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–46.83 h
6425.09–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–46.83 h
6425.09–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–46.83 h
6425.09–49923.62 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
0.00–46.83 h
-0.94725–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–46.83 h
-0.94725–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–46.83 h
-0.94725–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–46.83 h
-0.94725–1.00000 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
-0.32825
-0.32825
14690.20
12556.18
12556.18
True
LW60
0.17
-0.07824
-0.07824
14690.20
14450.30
14450.30
True
LW60
0.33
-0.00043
-0.00043
14690.20
15039.80
15039.80
True
LW60
0.50
0.03137
0.03137
14690.20
15280.70
15280.70
True
LW60
0.67
0.00718
0.00718
14690.20
15097.40
15097.40
True
LW60
0.83
-0.01214
-0.01214
14690.20
14951.09
14951.09
True
LW60
1.00
-0.02598
-0.02598
14690.20
14846.20
14846.20
True
LW60
1.17
-0.03277
-0.03277
14690.20
14794.80
14794.80
True
LW60
1.33
-0.03823
-0.03823
14690.20
14753.40
14753.40
True
LW60
1.50
-0.04326
-0.04326
14690.20
14715.30
14715.30
True
LW60
1.67
-0.04544
-0.04544
14690.20
14698.80
14698.80
True
LW60
1.83
-0.04779
-0.04779
14690.20
14681.00
14681.00
True
LW60
2.00
-0.04771
-0.04771
14690.20
14681.60
14681.60
True
LW60
2.17
-0.04924
-0.04924
14690.20
14670.00
14670.00
True
LW60
2.33
-0.05080
-0.05080
14690.20
14658.20
14658.20
True
LW60
2.50
-0.05309
-0.05309
14690.20
14640.80
14640.80
True
LW60
2.67
-0.05495
-0.05495
14690.20
14626.70
14626.70
True
LW60
2.83
-0.05776
-0.05776
14690.20
14605.45
14605.45
True
LW60
3.00
-0.05819
-0.05819
14690.20
14602.20
14602.20
True
LW60
3.17
-0.05932
-0.05932
14690.20
14593.60
14593.60
True
LW60
3.33
-0.06150
-0.06150
14690.20
14577.10
14577.10
True
LW60
3.50
-0.06191
-0.06191
14690.20
14574.00
14574.00
True
LW60
3.67
-0.05951
-0.05951
14690.20
14592.20
14592.20
True
LW60
3.83
-0.05902
-0.05902
14690.20
14595.91
14595.91
True
LW60
4.00
-0.05721
-0.05721
14690.20
14609.60
14609.60
True
LW60
4.17
-0.05151
-0.05151
14690.20
14652.80
14652.80
True
LW60
4.33
-0.04589
-0.04589
14690.20
14695.40
14695.40
True
LW60
4.50
-0.03847
-0.03847
14690.20
14751.60
14751.60
True
LW60
4.67
-0.03531
-0.03531
14690.20
14775.50
14775.50
True
LW60
4.83
-0.02996
-0.02996
14690.20
14816.09
14816.09
True
LW60
5.00
-0.02442
-0.02442
14690.20
14858.00
14858.00
True
LW60
5.17
-0.01573
-0.01573
14690.20
14923.90
14923.90
True
LW60
5.33
-0.00750
-0.00750
14690.20
14986.20
14986.20
True
LW60
5.50
0.00142
0.00142
14690.20
15053.80
15053.80
True
LW60
5.67
0.01140
0.01140
14690.20
15129.40
15129.40
True
LW60
5.83
0.02087
0.02087
14690.20
15201.18
15201.18
True
LW60
6.00
0.03191
0.03191
14690.20
15284.80
15284.80
True
LW60
6.17
0.04203
0.04203
14690.20
15361.50
15361.50
True
LW60
6.33
0.05262
0.05262
14690.20
15441.70
15441.70
True
LW60
6.50
0.06603
0.06603
14690.20
15543.30
15543.30
True
LW60
6.67
0.07825
0.07825
14690.20
15635.90
15635.90
True
LW60
6.83
0.09012
0.09012
14690.20
15725.82
15725.82
True
LW60
7.00
0.10473
0.10473
14690.20
15836.50
15836.50
True
LW60
7.17
0.11876
0.11876
14690.20
15942.80
15942.80
True
LW60
7.33
0.13182
0.13182
14690.20
16041.70
16041.70
True
LW60
7.50
0.14601
0.14601
14690.20
16149.20
16149.20
True
LW60
7.67
0.16030
0.16030
14690.20
16257.50
16257.50
True
LW60
7.83
0.17445
0.17445
14690.20
16364.73
16364.73
True
LW60
8.00
0.19024
0.19024
14690.20
16484.30
16484.30
True
LW60
8.17
0.20491
0.20491
14690.20
16595.50
16595.50
True
LW60
8.33
0.22025
0.22025
14690.20
16711.70
16711.70
True
LW60
8.50
0.23569
0.23569
14690.20
16828.70
16828.70
True
LW60
8.67
0.25083
0.25083
14690.20
16943.40
16943.40
True
LW60
8.83
0.26806
0.26806
14690.20
17073.91
17073.91
True
LW60
9.00
0.28609
0.28609
14690.20
17210.50
17210.50
True
LW60
9.17
0.30057
0.30057
14690.20
17320.20
17320.20
True
LW60
9.33
0.31637
0.31637
14690.20
17439.90
17439.90
True
LW60
9.50
0.33197
0.33197
14690.20
17558.10
17558.10
True
LW60
9.67
0.34605
0.34605
14690.20
17664.80
17664.80
True
LW60
9.83
0.36110
0.36110
14690.20
17778.82
17778.82
True
LW60
10.00
0.37621
0.37621
14690.20
17893.30
17893.30
True
LW60
10.17
0.39025
0.39025
14690.20
17999.60
17999.60
True
LW60
10.33
0.40186
0.40186
14690.20
18087.60
18087.60
True
LW60
10.50
0.41325
0.41325
14690.20
18173.90
18173.90
True
LW60
10.67
0.42549
0.42549
14690.20
18266.60
18266.60
True
LW60
10.83
0.43698
0.43698
14690.20
18353.64
18353.64
True
LW60
11.00
0.44663
0.44663
14690.20
18426.80
18426.80
True
LW60
11.17
0.45761
0.45761
14690.20
18510.00
18510.00
True
LW60
11.33
0.46666
0.46666
14690.20
18578.50
18578.50
True
LW60
11.50
0.47594
0.47594
14690.20
18648.80
18648.80
True
LW60
11.67
0.48399
0.48399
14690.20
18709.80
18709.80
True
LW60
11.83
0.49241
0.49241
14690.20
18773.64
18773.64
True
LW60
12.00
0.50086
0.50086
14690.20
18837.60
18837.60
True
LW60
12.17
0.50804
0.50804
14690.20
18892.00
18892.00
True
LW60
12.33
0.51528
0.51528
14690.20
18946.90
18946.90
True
LW60
12.50
0.52256
0.52256
14690.20
19002.00
19002.00
True
LW60
12.67
0.52694
0.52694
14690.20
19035.20
19035.20
True
LW60
12.83
0.53465
0.53465
14690.20
19093.64
19093.64
True
LW60
13.00
0.54090
0.54090
14690.20
19141.00
19141.00
True
LW60
13.17
0.54781
0.54781
14690.20
19193.30
19193.30
True
LW65
0.00
-0.94725
-0.94725
7000.95
6425.09
6425.09
True
LW65
0.17
-0.48084
-0.48084
7000.95
6803.90
6803.90
True
LW65
0.33
-0.09878
-0.09878
7000.95
7114.20
7114.20
True
LW65
0.50
0.05809
0.05809
7000.95
7241.60
7241.60
True
LW65
0.67
0.06227
0.06227
7000.95
7245.00
7245.00
True
LW65
0.83
0.01649
0.01649
7000.95
7207.82
7207.82
True
LW65
1.00
-0.03808
-0.03808
7000.95
7163.50
7163.50
True
LW65
1.17
-0.08856
-0.08856
7000.95
7122.50
7122.50
True
LW65
1.33
-0.14175
-0.14175
7000.95
7079.30
7079.30
True
LW65
1.50
-0.18509
-0.18509
7000.95
7044.10
7044.10
True
LW65
1.67
-0.22215
-0.22215
7000.95
7014.00
7014.00
True
LW65
1.83
-0.25427
-0.25427
7000.95
6987.91
6987.91
True
LW65
2.00
-0.27792
-0.27792
7000.95
6968.70
6968.70
True
LW65
2.17
-0.29553
-0.29553
7000.95
6954.40
6954.40
True
LW65
2.33
-0.31326
-0.31326
7000.95
6940.00
6940.00
True
LW65
2.50
-0.32828
-0.32828
7000.95
6927.80
6927.80
True
LW65
2.67
-0.35476
-0.35476
7000.95
6906.30
6906.30
True
LW65
2.83
-0.35333
-0.35333
7000.95
6907.45
6907.45
True
LW65
3.00
-0.37101
-0.37101
7000.95
6893.10
6893.10
True
LW65
3.17
-0.38541
-0.38541
7000.95
6881.40
6881.40
True
LW65
3.33
-0.38270
-0.38270
7000.95
6883.60
6883.60
True
LW65
3.50
-0.38861
-0.38861
7000.95
6878.80
6878.80
True
LW65
3.67
-0.40179
-0.40179
7000.95
6868.10
6868.10
True
LW65
3.83
-0.39329
-0.39329
7000.95
6875.00
6875.00
True
LW65
4.00
-0.40782
-0.40782
7000.95
6863.20
6863.20
True
LW65
4.17
-0.39871
-0.39871
7000.95
6870.60
6870.60
True
LW65
4.33
-0.38270
-0.38270
7000.95
6883.60
6883.60
True
LW65
4.50
-0.36239
-0.36239
7000.95
6900.10
6900.10
True
LW65
4.67
-0.33493
-0.33493
7000.95
6922.40
6922.40
True
LW65
4.83
-0.30274
-0.30274
7000.95
6948.55
6948.55
True
LW65
5.00
-0.26967
-0.26967
7000.95
6975.40
6975.40
True
LW65
5.17
-0.21021
-0.21021
7000.95
7023.70
7023.70
True
LW65
5.33
-0.15985
-0.15985
7000.95
7064.60
7064.60
True
LW65
5.50
-0.10826
-0.10826
7000.95
7106.50
7106.50
True
LW65
5.67
-0.05507
-0.05507
7000.95
7149.70
7149.70
True
LW65
5.83
-0.00802
-0.00802
7000.95
7187.91
7187.91
True
LW65
6.00
0.03617
0.03617
7000.95
7223.80
7223.80
True
LW65
6.17
0.06424
0.06424
7000.95
7246.60
7246.60
True
LW65
6.33
0.08013
0.08013
7000.95
7259.50
7259.50
True
LW65
6.50
0.09564
0.09564
7000.95
7272.10
7272.10
True
LW65
6.67
0.12470
0.12470
7000.95
7295.70
7295.70
True
LW65
6.83
0.12630
0.12630
7000.95
7297.00
7297.00
True
LW65
7.00
0.15154
0.15154
7000.95
7317.50
7317.50
True
LW65
7.17
0.16090
0.16090
7000.95
7325.10
7325.10
True
LW65
7.33
0.16767
0.16767
7000.95
7330.60
7330.60
True
LW65
7.50
0.18023
0.18023
7000.95
7340.80
7340.80
True
LW65
7.67
0.18318
0.18318
7000.95
7343.20
7343.20
True
LW65
7.83
0.18797
0.18797
7000.95
7347.09
7347.09
True
LW65
8.00
0.20264
0.20264
7000.95
7359.00
7359.00
True
LW65
8.17
0.20830
0.20830
7000.95
7363.60
7363.60
True
LW65
8.33
0.21643
0.21643
7000.95
7370.20
7370.20
True
LW65
8.50
0.21901
0.21901
7000.95
7372.30
7372.30
True
LW65
8.67
0.22197
0.22197
7000.95
7374.70
7374.70
True
LW65
8.83
0.22189
0.22189
7000.95
7374.64
7374.64
True
LW65
9.00
0.23650
0.23650
7000.95
7386.50
7386.50
True
LW65
9.17
0.24068
0.24068
7000.95
7389.90
7389.90
True
LW65
9.33
0.24979
0.24979
7000.95
7397.30
7397.30
True
LW65
9.50
0.26518
0.26518
7000.95
7409.80
7409.80
True
LW65
9.67
0.26445
0.26445
7000.95
7409.20
7409.20
True
LW65
9.83
0.26823
0.26823
7000.95
7412.27
7412.27
True
LW65
10.00
0.26900
0.26900
7000.95
7412.90
7412.90
True
LW65
10.17
0.27651
0.27651
7000.95
7419.00
7419.00
True
LW65
10.33
0.29326
0.29326
7000.95
7432.60
7432.60
True
LW65
10.50
0.29301
0.29301
7000.95
7432.40
7432.40
True
LW65
10.67
0.29609
0.29609
7000.95
7434.90
7434.90
True
LW65
10.83
0.31703
0.31703
7000.95
7451.91
7451.91
True
LW65
11.00
0.31874
0.31874
7000.95
7453.30
7453.30
True
LW65
11.17
0.32404
0.32404
7000.95
7457.60
7457.60
True
LW65
11.33
0.32465
0.32465
7000.95
7458.10
7458.10
True
LW65
11.50
0.32453
0.32453
7000.95
7458.00
7458.00
True
LW65
11.67
0.32404
0.32404
7000.95
7457.60
7457.60
True
LW65
11.83
0.32912
0.32912
7000.95
7461.73
7461.73
True
LW65
12.00
0.34435
0.34435
7000.95
7474.10
7474.10
True
LW65
12.17
0.35162
0.35162
7000.95
7480.00
7480.00
True
LW65
12.33
0.35371
0.35371
7000.95
7481.70
7481.70
True
LW65
12.50
0.35420
0.35420
7000.95
7482.10
7482.10
True
LW65
12.67
0.35260
0.35260
7000.95
7480.80
7480.80
True
LW65
12.83
0.35654
0.35654
7000.95
7484.00
7484.00
True
LW65
13.00
0.35876
0.35876
7000.95
7485.80
7485.80
True
LW65
13.17
0.37317
0.37317
7000.95
7497.50
7497.50
True
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