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 inc4
Run date
2026-04-15
Media
FB
Incubator
inc4
Well file
2026-04-15 C4.xlsx
Well ID
C4
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
7.09887
2.0-42.0 h
LW60
end_norm
0.25051
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.28943
2.0-42.0 h
LW60
max_norm
0.28943
2.0-42.0 h
LW60
min_norm
-0.02556
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
0.00847
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
-19.71591
2.0-42.0 h
LW62
end_norm
-0.61456
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.76457
2.0-42.0 h
LW62
max_norm
0.76457
2.0-42.0 h
LW62
min_norm
-0.67830
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
0.00622
2.0-42.0 h
LW62
slope_norm
-0.01594
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
0.37307
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.36888
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-18.39087
2.0-42.0 h
LW64
end_norm
-0.64882
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.69381
2.0-42.0 h
LW64
max_norm
0.00000
2.0-42.0 h
LW64
min_norm
-0.69381
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
-0.01980
2.0-42.0 h
LW65
auc_norm
1.60544
2.0-42.0 h
LW65
end_norm
0.04107
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.06399
2.0-42.0 h
LW65
max_norm
0.06399
2.0-42.0 h
LW65
min_norm
-0.00887
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
0.00126
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
26943.96727
660.60815
Ready
LW65
5
21296.60727
241.20685
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
6602.04–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–46.83 h
6602.04–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–46.83 h
6602.04–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–46.83 h
6602.04–49923.62 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
-0.89653–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–46.83 h
-0.89653–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–46.83 h
-0.89653–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–46.83 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
-0.67945
-0.67945
27903.87
20804.45
20804.45
True
LW60
0.17
-0.25000
-0.25000
27903.87
24685.00
24685.00
True
LW60
0.33
-0.10535
-0.10535
27903.87
25992.00
25992.00
True
LW60
0.50
-0.03812
-0.03812
27903.87
26599.50
26599.50
True
LW60
0.67
0.01483
0.01483
27903.87
27078.00
27078.00
True
LW60
0.83
0.05142
0.05142
27903.87
27408.64
27408.64
True
LW60
1.00
0.07722
0.07722
27903.87
27641.70
27641.70
True
LW60
1.17
0.09527
0.09527
27903.87
27804.80
27804.80
True
LW60
1.33
0.10689
0.10689
27903.87
27909.80
27909.80
True
LW60
1.50
0.10826
0.10826
27903.87
27922.20
27922.20
True
LW60
1.67
0.11045
0.11045
27903.87
27942.00
27942.00
True
LW60
1.83
0.10420
0.10420
27903.87
27885.55
27885.55
True
LW60
2.00
0.02731
0.02731
27903.87
27190.70
27190.70
True
LW60
2.17
0.04205
0.04205
27903.87
27323.90
27323.90
True
LW60
2.33
0.09166
0.09166
27903.87
27772.20
27772.20
True
LW60
2.50
0.13044
0.13044
27903.87
28122.60
28122.60
True
LW60
2.67
0.14532
0.14532
27903.87
28257.10
28257.10
True
LW60
2.83
0.15339
0.15339
27903.87
28330.00
28330.00
True
LW60
3.00
0.15917
0.15917
27903.87
28382.20
28382.20
True
LW60
3.17
0.15405
0.15405
27903.87
28336.00
28336.00
True
LW60
3.33
0.15077
0.15077
27903.87
28306.30
28306.30
True
LW60
3.50
0.13959
0.13959
27903.87
28205.30
28205.30
True
LW60
3.67
0.05346
0.05346
27903.87
27427.00
27427.00
True
LW60
3.83
0.07703
0.07703
27903.87
27640.00
27640.00
True
LW60
4.00
0.12498
0.12498
27903.87
28073.30
28073.30
True
LW60
4.17
0.14823
0.14823
27903.87
28283.40
28283.40
True
LW60
4.33
0.15734
0.15734
27903.87
28365.70
28365.70
True
LW60
4.50
0.16684
0.16684
27903.87
28451.50
28451.50
True
LW60
4.67
0.16684
0.16684
27903.87
28451.50
28451.50
True
LW60
4.83
0.16169
0.16169
27903.87
28405.00
28405.00
True
LW60
5.00
0.15751
0.15751
27903.87
28367.20
28367.20
True
LW60
5.17
0.12214
0.12214
27903.87
28047.60
28047.60
True
LW60
5.33
0.06497
0.06497
27903.87
27531.00
27531.00
True
LW60
5.50
0.09745
0.09745
27903.87
27824.50
27824.50
True
LW60
5.67
0.13951
0.13951
27903.87
28204.60
28204.60
True
LW60
5.83
0.15903
0.15903
27903.87
28381.00
28381.00
True
LW60
6.00
0.16793
0.16793
27903.87
28461.40
28461.40
True
LW60
6.17
0.17560
0.17560
27903.87
28530.70
28530.70
True
LW60
6.33
0.17195
0.17195
27903.87
28497.70
28497.70
True
LW60
6.50
0.16830
0.16830
27903.87
28464.70
28464.70
True
LW60
6.67
0.16464
0.16464
27903.87
28431.70
28431.70
True
LW60
6.83
0.11317
0.11317
27903.87
27966.55
27966.55
True
LW60
7.00
0.08516
0.08516
27903.87
27713.50
27713.50
True
LW60
7.17
0.12536
0.12536
27903.87
28076.70
28076.70
True
LW60
7.33
0.16416
0.16416
27903.87
28427.30
28427.30
True
LW60
7.50
0.18035
0.18035
27903.87
28573.60
28573.60
True
LW60
7.67
0.19191
0.19191
27903.87
28678.10
28678.10
True
LW60
7.83
0.20363
0.20363
27903.87
28784.00
28784.00
True
LW60
8.00
0.20493
0.20493
27903.87
28795.70
28795.70
True
LW60
8.17
0.20529
0.20529
27903.87
28799.00
28799.00
True
LW60
8.33
0.20675
0.20675
27903.87
28812.20
28812.20
True
LW60
8.50
0.14938
0.14938
27903.87
28293.80
28293.80
True
LW60
8.67
0.14679
0.14679
27903.87
28270.40
28270.40
True
LW60
8.83
0.18738
0.18738
27903.87
28637.18
28637.18
True
LW60
9.00
0.21925
0.21925
27903.87
28925.10
28925.10
True
LW60
9.17
0.23252
0.23252
27903.87
29045.00
29045.00
True
LW60
9.33
0.24357
0.24357
27903.87
29144.90
29144.90
True
LW60
9.50
0.24872
0.24872
27903.87
29191.40
29191.40
True
LW60
9.67
0.24543
0.24543
27903.87
29161.70
29161.70
True
LW60
9.83
0.24414
0.24414
27903.87
29150.00
29150.00
True
LW60
10.00
0.23255
0.23255
27903.87
29045.30
29045.30
True
LW60
10.17
0.17963
0.17963
27903.87
28567.10
28567.10
True
LW60
10.33
0.19063
0.19063
27903.87
28666.50
28666.50
True
LW60
10.50
0.22560
0.22560
27903.87
28982.50
28982.50
True
LW60
10.67
0.24875
0.24875
27903.87
29191.70
29191.70
True
LW60
10.83
0.25926
0.25926
27903.87
29286.64
29286.64
True
LW60
11.00
0.27097
0.27097
27903.87
29392.50
29392.50
True
LW60
11.17
0.27395
0.27395
27903.87
29419.40
29419.40
True
LW60
11.33
0.27207
0.27207
27903.87
29402.40
29402.40
True
LW60
11.50
0.27169
0.27169
27903.87
29399.00
29399.00
True
LW60
11.67
0.24548
0.24548
27903.87
29162.10
29162.10
True
LW60
11.83
0.22434
0.22434
27903.87
28971.09
28971.09
True
LW60
12.00
0.24508
0.24508
27903.87
29158.50
29158.50
True
LW60
12.17
0.27951
0.27951
27903.87
29469.60
29469.60
True
LW60
12.33
0.29770
0.29770
27903.87
29634.00
29634.00
True
LW60
12.50
0.31110
0.31110
27903.87
29755.10
29755.10
True
LW60
12.67
0.32418
0.32418
27903.87
29873.30
29873.30
True
LW60
12.83
0.32747
0.32747
27903.87
29903.00
29903.00
True
LW60
13.00
0.33086
0.33086
27903.87
29933.60
29933.60
True
LW60
13.17
0.33237
0.33237
27903.87
29947.30
29947.30
True
LW65
0.00
-0.85535
-0.85535
21537.86
19911.45
19911.45
True
LW65
0.17
-0.51279
-0.51279
21537.86
20466.20
20466.20
True
LW65
0.33
-0.22984
-0.22984
21537.86
20924.40
20924.40
True
LW65
0.50
-0.05731
-0.05731
21537.86
21203.80
21203.80
True
LW65
0.67
0.04057
0.04057
21537.86
21362.30
21362.30
True
LW65
0.83
0.10623
0.10623
21537.86
21468.64
21468.64
True
LW65
1.00
0.14036
0.14036
21537.86
21523.90
21523.90
True
LW65
1.17
0.14394
0.14394
21537.86
21529.70
21529.70
True
LW65
1.33
0.15901
0.15901
21537.86
21554.10
21554.10
True
LW65
1.50
0.14036
0.14036
21537.86
21523.90
21523.90
True
LW65
1.67
0.14036
0.14036
21537.86
21523.90
21523.90
True
LW65
1.83
0.15760
0.15760
21537.86
21551.82
21551.82
True
LW65
2.00
0.16401
0.16401
21537.86
21562.20
21562.20
True
LW65
2.17
0.11158
0.11158
21537.86
21477.30
21477.30
True
LW65
2.33
0.09126
0.09126
21537.86
21444.40
21444.40
True
LW65
2.50
0.12949
0.12949
21537.86
21506.30
21506.30
True
LW65
2.67
0.14042
0.14042
21537.86
21524.00
21524.00
True
LW65
2.83
0.15434
0.15434
21537.86
21546.55
21546.55
True
LW65
3.00
0.17315
0.17315
21537.86
21577.00
21577.00
True
LW65
3.17
0.16222
0.16222
21537.86
21559.30
21559.30
True
LW65
3.33
0.14406
0.14406
21537.86
21529.90
21529.90
True
LW65
3.50
0.13159
0.13159
21537.86
21509.70
21509.70
True
LW65
3.67
0.12399
0.12399
21537.86
21497.40
21497.40
True
LW65
3.83
0.08018
0.08018
21537.86
21426.45
21426.45
True
LW65
4.00
0.06940
0.06940
21537.86
21409.00
21409.00
True
LW65
4.17
0.09114
0.09114
21537.86
21444.20
21444.20
True
LW65
4.33
0.09485
0.09485
21537.86
21450.20
21450.20
True
LW65
4.50
0.11492
0.11492
21537.86
21482.70
21482.70
True
LW65
4.67
0.10399
0.10399
21537.86
21465.00
21465.00
True
LW65
4.83
0.10140
0.10140
21537.86
21460.82
21460.82
True
LW65
5.00
0.09911
0.09911
21537.86
21457.10
21457.10
True
LW65
5.17
0.10399
0.10399
21537.86
21465.00
21465.00
True
LW65
5.33
0.09843
0.09843
21537.86
21456.00
21456.00
True
LW65
5.50
0.03106
0.03106
21537.86
21346.90
21346.90
True
LW65
5.67
0.03297
0.03297
21537.86
21350.00
21350.00
True
LW65
5.83
0.04336
0.04336
21537.86
21366.82
21366.82
True
LW65
6.00
0.06755
0.06755
21537.86
21406.00
21406.00
True
LW65
6.17
0.06755
0.06755
21537.86
21406.00
21406.00
True
LW65
6.33
0.07126
0.07126
21537.86
21412.00
21412.00
True
LW65
6.50
0.06755
0.06755
21537.86
21406.00
21406.00
True
LW65
6.67
0.06385
0.06385
21537.86
21400.00
21400.00
True
LW65
6.83
0.08142
0.08142
21537.86
21428.45
21428.45
True
LW65
7.00
0.07848
0.07848
21537.86
21423.70
21423.70
True
LW65
7.17
0.05650
0.05650
21537.86
21388.10
21388.10
True
LW65
7.33
0.10676
0.10676
21537.86
21469.50
21469.50
True
LW65
7.50
0.17142
0.17142
21537.86
21574.20
21574.20
True
LW65
7.67
0.22137
0.22137
21537.86
21655.10
21655.10
True
LW65
7.83
0.28739
0.28739
21537.86
21762.00
21762.00
True
LW65
8.00
0.34525
0.34525
21537.86
21855.70
21855.70
True
LW65
8.17
0.40756
0.40756
21537.86
21956.60
21956.60
True
LW65
8.33
0.46091
0.46091
21537.86
22043.00
22043.00
True
LW65
8.50
0.52155
0.52155
21537.86
22141.20
22141.20
True
LW65
8.67
0.54736
0.54736
21537.86
22183.00
22183.00
True
LW65
8.83
0.57161
0.57161
21537.86
22222.27
22222.27
True
LW65
9.00
0.60664
0.60664
21537.86
22279.00
22279.00
True
LW65
9.17
0.64369
0.64369
21537.86
22339.00
22339.00
True
LW65
9.33
0.65481
0.65481
21537.86
22357.00
22357.00
True
LW65
9.50
0.68241
0.68241
21537.86
22401.70
22401.70
True
LW65
9.67
0.70606
0.70606
21537.86
22440.00
22440.00
True
LW65
9.83
0.72391
0.72391
21537.86
22468.91
22468.91
True
LW65
10.00
0.74682
0.74682
21537.86
22506.00
22506.00
True
LW65
10.17
0.77140
0.77140
21537.86
22545.80
22545.80
True
LW65
10.33
0.73577
0.73577
21537.86
22488.10
22488.10
True
LW65
10.50
0.72311
0.72311
21537.86
22467.60
22467.60
True
LW65
10.67
0.73015
0.73015
21537.86
22479.00
22479.00
True
LW65
10.83
0.75782
0.75782
21537.86
22523.82
22523.82
True
LW65
11.00
0.76942
0.76942
21537.86
22542.60
22542.60
True
LW65
11.17
0.78819
0.78819
21537.86
22573.00
22573.00
True
LW65
11.33
0.79004
0.79004
21537.86
22576.00
22576.00
True
LW65
11.50
0.78263
0.78263
21537.86
22564.00
22564.00
True
LW65
11.67
0.80116
0.80116
21537.86
22594.00
22594.00
True
LW65
11.83
0.80032
0.80032
21537.86
22592.64
22592.64
True
LW65
12.00
0.75059
0.75059
21537.86
22512.10
22512.10
True
LW65
12.17
0.75238
0.75238
21537.86
22515.00
22515.00
True
LW65
12.33
0.74318
0.74318
21537.86
22500.10
22500.10
True
LW65
12.50
0.74126
0.74126
21537.86
22497.00
22497.00
True
LW65
12.67
0.75429
0.75429
21537.86
22518.10
22518.10
True
LW65
12.83
0.73739
0.73739
21537.86
22490.73
22490.73
True
LW65
13.00
0.73015
0.73015
21537.86
22479.00
22479.00
True
LW65
13.17
0.72644
0.72644
21537.86
22473.00
22473.00
True
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