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
2026-04-06 inc4
Run date
2026-04-06
Media
LB
Incubator
inc4
Well file
2026-04-06 A1.xlsx
Well ID
A1
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 8750
Preprocessing
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
8.03527
2.0-42.0 h
LW60
end_norm
0.38331
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.38331
2.0-42.0 h
LW60
max_norm
0.38331
2.0-42.0 h
LW60
min_norm
-0.01995
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
0.01094
2.0-42.0 h
LW61
auc_norm
47.31764
2.0-42.0 h
LW61
end_norm
2.12351
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.12351
2.0-42.0 h
LW61
max_norm
2.12351
2.0-42.0 h
LW61
min_norm
0.01306
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
0.05478
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
0.37384
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
0.77468
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
0.96498
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
2.30612
2.0-42.0 h
LW65
end_norm
0.12003
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.12003
2.0-42.0 h
LW65
max_norm
0.12003
2.0-42.0 h
LW65
min_norm
-0.01724
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
0.00349
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 LB-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 1 control sample matched from the same experimental run. 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
26208.89818
338.89009
Ready
LW65
5
10963.70727
228.82791
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
0.00–67.83 h
4692.18–49051.00 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
4692.18–49051.00 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
4692.18–49051.00 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
4692.18–49051.00 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
0.00–67.83 h
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
-1.00000–1.00000 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
-0.32926
-0.32926
26305.05
22335.55
22335.55
True
LW60
0.17
-0.11704
-0.11704
26305.05
24832.10
24832.10
True
LW60
0.33
-0.04510
-0.04510
26305.05
25678.30
25678.30
True
LW60
0.50
-0.01008
-0.01008
26305.05
26090.30
26090.30
True
LW60
0.67
0.00832
0.00832
26305.05
26306.80
26306.80
True
LW60
0.83
0.02059
0.02059
26305.05
26451.09
26451.09
True
LW60
1.00
0.02628
0.02628
26305.05
26518.00
26518.00
True
LW60
1.17
0.02410
0.02410
26305.05
26492.40
26492.40
True
LW60
1.33
0.02084
0.02084
26305.05
26454.00
26454.00
True
LW60
1.50
0.01730
0.01730
26305.05
26412.40
26412.40
True
LW60
1.67
0.01159
0.01159
26305.05
26345.20
26345.20
True
LW60
1.83
0.00476
0.00476
26305.05
26264.91
26264.91
True
LW60
2.00
0.00099
0.00099
26305.05
26220.50
26220.50
True
LW60
2.17
-0.00568
-0.00568
26305.05
26142.11
26142.11
True
LW60
3.00
-0.03643
-0.03643
26305.05
25780.33
25780.33
True
LW60
3.17
-0.03195
-0.03195
26305.05
25833.10
25833.10
True
LW60
3.33
-0.01170
-0.01170
26305.05
26071.30
26071.30
True
LW60
3.50
0.00615
0.00615
26305.05
26281.20
26281.20
True
LW60
3.67
0.02029
0.02029
26305.05
26447.60
26447.60
True
LW60
3.83
0.02850
0.02850
26305.05
26544.18
26544.18
True
LW60
4.00
0.03362
0.03362
26305.05
26604.40
26604.40
True
LW60
4.17
0.03824
0.03824
26305.05
26658.80
26658.80
True
LW60
4.33
0.04287
0.04287
26305.05
26713.20
26713.20
True
LW60
4.50
0.04368
0.04368
26305.05
26722.80
26722.80
True
LW60
4.67
0.04640
0.04640
26305.05
26754.80
26754.80
True
LW60
4.83
0.04931
0.04931
26305.05
26789.00
26789.00
True
LW60
5.00
0.05193
0.05193
26305.05
26819.80
26819.80
True
LW60
5.17
0.05220
0.05220
26305.05
26823.00
26823.00
True
LW60
5.33
0.05411
0.05411
26305.05
26845.40
26845.40
True
LW60
5.50
0.05519
0.05519
26305.05
26858.20
26858.20
True
LW60
5.67
0.05628
0.05628
26305.05
26871.00
26871.00
True
LW60
5.83
0.05926
0.05926
26305.05
26906.00
26906.00
True
LW60
6.00
0.06752
0.06752
26305.05
27003.20
27003.20
True
LW60
6.17
0.07465
0.07465
26305.05
27087.10
27087.10
True
LW60
6.33
0.07767
0.07767
26305.05
27122.60
27122.60
True
LW60
6.50
0.08067
0.08067
26305.05
27157.90
27157.90
True
LW60
6.67
0.08234
0.08234
26305.05
27177.50
27177.50
True
LW60
6.83
0.08472
0.08472
26305.05
27205.55
27205.55
True
LW60
7.00
0.08700
0.08700
26305.05
27232.40
27232.40
True
LW60
7.17
0.08946
0.08946
26305.05
27261.30
27261.30
True
LW60
7.33
0.09002
0.09002
26305.05
27267.90
27267.90
True
LW60
7.50
0.09170
0.09170
26305.05
27287.70
27287.70
True
LW60
7.67
0.09499
0.09499
26305.05
27326.30
27326.30
True
LW60
7.83
0.09471
0.09471
26305.05
27323.09
27323.09
True
LW60
8.00
0.09362
0.09362
26305.05
27310.20
27310.20
True
LW60
8.17
0.09113
0.09113
26305.05
27281.00
27281.00
True
LW60
8.33
0.08974
0.08974
26305.05
27264.60
27264.60
True
LW60
8.50
0.08836
0.08836
26305.05
27248.40
27248.40
True
LW60
8.67
0.08646
0.08646
26305.05
27226.00
27226.00
True
LW60
8.83
0.08700
0.08700
26305.05
27232.40
27232.40
True
LW60
9.00
0.08864
0.08864
26305.05
27251.60
27251.60
True
LW60
9.17
0.09002
0.09002
26305.05
27267.90
27267.90
True
LW60
9.33
0.09280
0.09280
26305.05
27300.60
27300.60
True
LW60
9.50
0.09527
0.09527
26305.05
27329.60
27329.60
True
LW60
9.67
0.09849
0.09849
26305.05
27367.55
27367.55
True
LW60
9.83
0.10023
0.10023
26305.05
27388.00
27388.00
True
LW60
10.00
0.09996
0.09996
26305.05
27384.80
27384.80
True
LW60
10.17
0.09859
0.09859
26305.05
27368.70
27368.70
True
LW60
10.33
0.09639
0.09639
26305.05
27342.80
27342.80
True
LW60
10.50
0.09198
0.09198
26305.05
27290.90
27290.90
True
LW60
10.67
0.08844
0.08844
26305.05
27249.27
27249.27
True
LW60
10.83
0.08619
0.08619
26305.05
27222.80
27222.80
True
LW60
11.00
0.08483
0.08483
26305.05
27206.80
27206.80
True
LW60
11.17
0.08646
0.08646
26305.05
27226.00
27226.00
True
LW60
11.33
0.08811
0.08811
26305.05
27245.40
27245.40
True
LW60
11.50
0.09445
0.09445
26305.05
27320.00
27320.00
True
LW60
11.67
0.09998
0.09998
26305.05
27385.09
27385.09
True
LW60
11.83
0.10602
0.10602
26305.05
27456.10
27456.10
True
LW60
12.00
0.11212
0.11212
26305.05
27527.90
27527.90
True
LW60
12.17
0.11904
0.11904
26305.05
27609.30
27609.30
True
LW60
12.33
0.12622
0.12622
26305.05
27693.70
27693.70
True
LW60
12.50
0.13317
0.13317
26305.05
27775.50
27775.50
True
LW60
12.67
0.14076
0.14076
26305.05
27864.82
27864.82
True
LW60
12.83
0.14732
0.14732
26305.05
27942.00
27942.00
True
LW60
13.00
0.15567
0.15567
26305.05
28040.20
28040.20
True
LW60
13.17
0.16351
0.16351
26305.05
28132.40
28132.40
True
LW60
13.33
0.17246
0.17246
26305.05
28237.70
28237.70
True
LW60
13.50
0.18194
0.18194
26305.05
28349.20
28349.20
True
LW60
13.67
0.19331
0.19331
26305.05
28483.00
28483.00
True
LW60
13.83
0.20412
0.20412
26305.05
28610.20
28610.20
True
LW65
0.00
-1.00000
-1.00000
11212.64
9070.09
9070.09
True
LW65
0.17
-0.42248
-0.42248
11212.64
10163.70
10163.70
True
LW65
0.33
-0.18077
-0.18077
11212.64
10621.40
10621.40
True
LW65
0.50
-0.05640
-0.05640
11212.64
10856.90
10856.90
True
LW65
0.67
0.03200
0.03200
11212.64
11024.30
11024.30
True
LW65
0.83
0.08710
0.08710
11212.64
11128.64
11128.64
True
LW65
1.00
0.11808
0.11808
11212.64
11187.30
11187.30
True
LW65
1.17
0.13223
0.13223
11212.64
11214.10
11214.10
True
LW65
1.33
0.14010
0.14010
11212.64
11229.00
11229.00
True
LW65
1.50
0.13878
0.13878
11212.64
11226.50
11226.50
True
LW65
1.67
0.13218
0.13218
11212.64
11214.00
11214.00
True
LW65
1.83
0.13074
0.13074
11212.64
11211.27
11211.27
True
LW65
2.00
0.12700
0.12700
11212.64
11204.20
11204.20
True
LW65
2.17
0.11821
0.11821
11212.64
11187.56
11187.56
True
LW65
3.00
0.03853
0.03853
11212.64
11036.67
11036.67
True
LW65
3.17
0.02936
0.02936
11212.64
11019.30
11019.30
True
LW65
3.33
0.06854
0.06854
11212.64
11093.50
11093.50
True
LW65
3.50
0.10503
0.10503
11212.64
11162.60
11162.60
True
LW65
3.67
0.12705
0.12705
11212.64
11204.30
11204.30
True
LW65
3.83
0.14394
0.14394
11212.64
11236.27
11236.27
True
LW65
4.00
0.15198
0.15198
11212.64
11251.50
11251.50
True
LW65
4.17
0.15990
0.15990
11212.64
11266.50
11266.50
True
LW65
4.33
0.16518
0.16518
11212.64
11276.50
11276.50
True
LW65
4.50
0.16254
0.16254
11212.64
11271.50
11271.50
True
LW65
4.67
0.16650
0.16650
11212.64
11279.00
11279.00
True
LW65
4.83
0.17025
0.17025
11212.64
11286.09
11286.09
True
LW65
5.00
0.17928
0.17928
11212.64
11303.20
11303.20
True
LW65
5.17
0.18578
0.18578
11212.64
11315.50
11315.50
True
LW65
5.33
0.18446
0.18446
11212.64
11313.00
11313.00
True
LW65
5.50
0.17928
0.17928
11212.64
11303.20
11303.20
True
LW65
5.67
0.17802
0.17802
11212.64
11300.80
11300.80
True
LW65
5.83
0.17260
0.17260
11212.64
11290.55
11290.55
True
LW65
6.00
0.17168
0.17168
11212.64
11288.80
11288.80
True
LW65
6.17
0.17802
0.17802
11212.64
11300.80
11300.80
True
LW65
6.33
0.17802
0.17802
11212.64
11300.80
11300.80
True
LW65
6.50
0.18578
0.18578
11212.64
11315.50
11315.50
True
LW65
6.67
0.18842
0.18842
11212.64
11320.50
11320.50
True
LW65
6.83
0.19622
0.19622
11212.64
11335.27
11335.27
True
LW65
7.00
0.20690
0.20690
11212.64
11355.50
11355.50
True
LW65
7.17
0.20822
0.20822
11212.64
11358.00
11358.00
True
LW65
7.33
0.20690
0.20690
11212.64
11355.50
11355.50
True
LW65
7.50
0.20690
0.20690
11212.64
11355.50
11355.50
True
LW65
7.67
0.20294
0.20294
11212.64
11348.00
11348.00
True
LW65
7.83
0.20222
0.20222
11212.64
11346.64
11346.64
True
LW65
8.00
0.20294
0.20294
11212.64
11348.00
11348.00
True
LW65
8.17
0.20162
0.20162
11212.64
11345.50
11345.50
True
LW65
8.33
0.19634
0.19634
11212.64
11335.50
11335.50
True
LW65
8.50
0.18446
0.18446
11212.64
11313.00
11313.00
True
LW65
8.67
0.17490
0.17490
11212.64
11294.91
11294.91
True
LW65
8.83
0.17295
0.17295
11212.64
11291.20
11291.20
True
LW65
9.00
0.17295
0.17295
11212.64
11291.20
11291.20
True
LW65
9.17
0.17548
0.17548
11212.64
11296.00
11296.00
True
LW65
9.33
0.17421
0.17421
11212.64
11293.60
11293.60
True
LW65
9.50
0.16782
0.16782
11212.64
11281.50
11281.50
True
LW65
9.67
0.16794
0.16794
11212.64
11281.73
11281.73
True
LW65
9.83
0.16386
0.16386
11212.64
11274.00
11274.00
True
LW65
10.00
0.16914
0.16914
11212.64
11284.00
11284.00
True
LW65
10.17
0.16122
0.16122
11212.64
11269.00
11269.00
True
LW65
10.33
0.15990
0.15990
11212.64
11266.50
11266.50
True
LW65
10.50
0.15330
0.15330
11212.64
11254.00
11254.00
True
LW65
10.67
0.15354
0.15354
11212.64
11254.45
11254.45
True
LW65
10.83
0.14538
0.14538
11212.64
11239.00
11239.00
True
LW65
11.00
0.14802
0.14802
11212.64
11244.00
11244.00
True
LW65
11.17
0.14934
0.14934
11212.64
11246.50
11246.50
True
LW65
11.33
0.15330
0.15330
11212.64
11254.00
11254.00
True
LW65
11.50
0.15198
0.15198
11212.64
11251.50
11251.50
True
LW65
11.67
0.15114
0.15114
11212.64
11249.91
11249.91
True
LW65
11.83
0.14802
0.14802
11212.64
11244.00
11244.00
True
LW65
12.00
0.14934
0.14934
11212.64
11246.50
11246.50
True
LW65
12.17
0.15330
0.15330
11212.64
11254.00
11254.00
True
LW65
12.33
0.16122
0.16122
11212.64
11269.00
11269.00
True
LW65
12.50
0.16254
0.16254
11212.64
11271.50
11271.50
True
LW65
12.67
0.16790
0.16790
11212.64
11281.64
11281.64
True
LW65
12.83
0.17675
0.17675
11212.64
11298.40
11298.40
True
LW65
13.00
0.18060
0.18060
11212.64
11305.70
11305.70
True
LW65
13.17
0.18710
0.18710
11212.64
11318.00
11318.00
True
LW65
13.33
0.18842
0.18842
11212.64
11320.50
11320.50
True
LW65
13.50
0.19766
0.19766
11212.64
11338.00
11338.00
True
LW65
13.67
0.20102
0.20102
11212.64
11344.36
11344.36
True
LW65
13.83
0.20822
0.20822
11212.64
11358.00
11358.00
True
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