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 B3.xlsx
Well ID
B3
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 43734
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
1.94467
2.0-42.0 h
LW60
end_norm
0.08603
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.08612
2.0-42.0 h
LW60
max_norm
0.08612
2.0-42.0 h
LW60
min_norm
-0.01396
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
0.00206
2.0-42.0 h
LW61
auc_norm
19.29090
2.0-42.0 h
LW61
end_norm
0.67494
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.68372
2.0-42.0 h
LW61
max_norm
0.68372
2.0-42.0 h
LW61
min_norm
0.04221
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
0.01372
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
0.02743
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
0.59724
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
3.89795
2.0-42.0 h
LW64
end_norm
0.15267
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.15368
2.0-42.0 h
LW64
max_norm
0.15368
2.0-42.0 h
LW64
min_norm
0.00842
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
0.00352
2.0-42.0 h
LW65
auc_norm
5.13553
2.0-42.0 h
LW65
end_norm
0.18710
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.18727
2.0-42.0 h
LW65
max_norm
0.18727
2.0-42.0 h
LW65
min_norm
-0.02107
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
0.00366
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
4463.67273
90.54563
Ready
LW65
5
14820.46000
634.98495
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
3838.09–49051.00 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
3838.09–49051.00 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
3838.09–49051.00 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
3838.09–49051.00 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
-1.00000
-1.00000
4540.40
3838.09
3838.09
True
LW60
0.17
-0.45793
-0.45793
4540.40
4177.20
4177.20
True
LW60
0.33
-0.21799
-0.21799
4540.40
4327.30
4327.30
True
LW60
0.50
-0.06198
-0.06198
4540.40
4424.90
4424.90
True
LW60
0.67
0.03281
0.03281
4540.40
4484.20
4484.20
True
LW60
0.83
0.10341
0.10341
4540.40
4528.36
4528.36
True
LW60
1.00
0.14375
0.14375
4540.40
4553.60
4553.60
True
LW60
1.17
0.15078
0.15078
4540.40
4558.00
4558.00
True
LW60
1.33
0.15110
0.15110
4540.40
4558.20
4558.20
True
LW60
1.50
0.15078
0.15078
4540.40
4558.00
4558.00
True
LW60
1.67
0.12968
0.12968
4540.40
4544.80
4544.80
True
LW60
1.83
0.11562
0.11562
4540.40
4536.00
4536.00
True
LW60
2.00
0.10219
0.10219
4540.40
4527.60
4527.60
True
LW60
2.17
0.08205
0.08205
4540.40
4515.00
4515.00
True
LW60
3.00
0.02930
0.02930
4540.40
4482.00
4482.00
True
LW60
3.17
0.02130
0.02130
4540.40
4477.00
4477.00
True
LW60
3.33
0.05743
0.05743
4540.40
4499.60
4499.60
True
LW60
3.50
0.10555
0.10555
4540.40
4529.70
4529.70
True
LW60
3.67
0.14023
0.14023
4540.40
4551.40
4551.40
True
LW60
3.83
0.16837
0.16837
4540.40
4569.00
4569.00
True
LW60
4.00
0.18595
0.18595
4540.40
4580.00
4580.00
True
LW60
4.17
0.20513
0.20513
4540.40
4592.00
4592.00
True
LW60
4.33
0.22112
0.22112
4540.40
4602.00
4602.00
True
LW60
4.50
0.22112
0.22112
4540.40
4602.00
4602.00
True
LW60
4.67
0.22112
0.22112
4540.40
4602.00
4602.00
True
LW60
4.83
0.25277
0.25277
4540.40
4621.80
4621.80
True
LW60
5.00
0.25629
0.25629
4540.40
4624.00
4624.00
True
LW60
5.17
0.25309
0.25309
4540.40
4622.00
4622.00
True
LW60
5.33
0.25629
0.25629
4540.40
4624.00
4624.00
True
LW60
5.50
0.25660
0.25660
4540.40
4624.20
4624.20
True
LW60
5.67
0.25629
0.25629
4540.40
4624.00
4624.00
True
LW60
5.83
0.25629
0.25629
4540.40
4624.00
4624.00
True
LW60
6.00
0.28810
0.28810
4540.40
4643.90
4643.90
True
LW60
6.17
0.29160
0.29160
4540.40
4646.09
4646.09
True
LW60
6.33
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
6.50
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
6.67
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
6.83
0.29497
0.29497
4540.40
4648.20
4648.20
True
LW60
7.00
0.30936
0.30936
4540.40
4657.20
4657.20
True
LW60
7.17
0.31703
0.31703
4540.40
4662.00
4662.00
True
LW60
7.33
0.32662
0.32662
4540.40
4668.00
4668.00
True
LW60
7.50
0.32678
0.32678
4540.40
4668.10
4668.10
True
LW60
7.67
0.32662
0.32662
4540.40
4668.00
4668.00
True
LW60
7.83
0.32678
0.32678
4540.40
4668.10
4668.10
True
LW60
8.00
0.32678
0.32678
4540.40
4668.10
4668.10
True
LW60
8.17
0.32662
0.32662
4540.40
4668.00
4668.00
True
LW60
8.33
0.32310
0.32310
4540.40
4665.80
4665.80
True
LW60
8.50
0.31959
0.31959
4540.40
4663.60
4663.60
True
LW60
8.67
0.29497
0.29497
4540.40
4648.20
4648.20
True
LW60
8.83
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
9.00
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
9.17
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
9.33
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
9.50
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
9.67
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
9.83
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
10.00
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
10.17
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
10.33
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
10.50
0.29177
0.29177
4540.40
4646.20
4646.20
True
LW60
10.67
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
10.83
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
11.00
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
11.17
0.29174
0.29174
4540.40
4646.18
4646.18
True
LW60
11.33
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
11.50
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
11.67
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
11.83
0.29145
0.29145
4540.40
4646.00
4646.00
True
LW60
12.00
0.29497
0.29497
4540.40
4648.20
4648.20
True
LW60
12.17
0.29174
0.29174
4540.40
4646.18
4646.18
True
LW60
12.33
0.31959
0.31959
4540.40
4663.60
4663.60
True
LW60
12.50
0.32310
0.32310
4540.40
4665.80
4665.80
True
LW60
12.67
0.32310
0.32310
4540.40
4665.80
4665.80
True
LW60
12.83
0.32662
0.32662
4540.40
4668.00
4668.00
True
LW60
13.00
0.32662
0.32662
4540.40
4668.00
4668.00
True
LW60
13.17
0.32662
0.32662
4540.40
4668.00
4668.00
True
LW60
13.33
0.32662
0.32662
4540.40
4668.00
4668.00
True
LW60
13.50
0.32726
0.32726
4540.40
4668.40
4668.40
True
LW60
13.67
0.32662
0.32662
4540.40
4668.00
4668.00
True
LW60
13.83
0.32678
0.32678
4540.40
4668.10
4668.10
True
LW65
0.00
-0.83246
-0.83246
15928.61
11208.45
11208.45
True
LW65
0.17
-0.39117
-0.39117
15928.61
13123.20
13123.20
True
LW65
0.33
-0.21078
-0.21078
15928.61
13905.90
13905.90
True
LW65
0.50
-0.07206
-0.07206
15928.61
14507.80
14507.80
True
LW65
0.67
0.02255
0.02255
15928.61
14918.30
14918.30
True
LW65
0.83
0.10130
0.10130
15928.61
15260.00
15260.00
True
LW65
1.00
0.15899
0.15899
15928.61
15510.30
15510.30
True
LW65
1.17
0.19591
0.19591
15928.61
15670.50
15670.50
True
LW65
1.33
0.22145
0.22145
15928.61
15781.30
15781.30
True
LW65
1.50
0.24166
0.24166
15928.61
15869.00
15869.00
True
LW65
1.67
0.25214
0.25214
15928.61
15914.50
15914.50
True
LW65
1.83
0.25865
0.25865
15928.61
15942.73
15942.73
True
LW65
2.00
0.25961
0.25961
15928.61
15946.90
15946.90
True
LW65
2.17
0.26148
0.26148
15928.61
15955.00
15955.00
True
LW65
3.00
0.17805
0.17805
15928.61
15593.00
15593.00
True
LW65
3.17
0.20866
0.20866
15928.61
15725.82
15725.82
True
LW65
3.33
0.28077
0.28077
15928.61
16038.70
16038.70
True
LW65
3.50
0.32246
0.32246
15928.61
16219.60
16219.60
True
LW65
3.67
0.35233
0.35233
15928.61
16349.20
16349.20
True
LW65
3.83
0.37598
0.37598
15928.61
16451.80
16451.80
True
LW65
4.00
0.39414
0.39414
15928.61
16530.60
16530.60
True
LW65
4.17
0.41275
0.41275
15928.61
16611.36
16611.36
True
LW65
4.33
0.42610
0.42610
15928.61
16669.30
16669.30
True
LW65
4.50
0.43866
0.43866
15928.61
16723.80
16723.80
True
LW65
4.67
0.44993
0.44993
15928.61
16772.70
16772.70
True
LW65
4.83
0.46130
0.46130
15928.61
16822.00
16822.00
True
LW65
5.00
0.46817
0.46817
15928.61
16851.80
16851.80
True
LW65
5.17
0.47624
0.47624
15928.61
16886.82
16886.82
True
LW65
5.33
0.48331
0.48331
15928.61
16917.50
16917.50
True
LW65
5.50
0.49112
0.49112
15928.61
16951.40
16951.40
True
LW65
5.67
0.49598
0.49598
15928.61
16972.50
16972.50
True
LW65
5.83
0.50221
0.50221
15928.61
16999.50
16999.50
True
LW65
6.00
0.51057
0.51057
15928.61
17035.80
17035.80
True
LW65
6.17
0.51868
0.51868
15928.61
17071.00
17071.00
True
LW65
6.33
0.52251
0.52251
15928.61
17087.60
17087.60
True
LW65
6.50
0.53005
0.53005
15928.61
17120.30
17120.30
True
LW65
6.67
0.53689
0.53689
15928.61
17150.00
17150.00
True
LW65
6.83
0.54141
0.54141
15928.61
17169.60
17169.60
True
LW65
7.00
0.54788
0.54788
15928.61
17197.70
17197.70
True
LW65
7.17
0.55133
0.55133
15928.61
17212.64
17212.64
True
LW65
7.33
0.55602
0.55602
15928.61
17233.00
17233.00
True
LW65
7.50
0.55922
0.55922
15928.61
17246.90
17246.90
True
LW65
7.67
0.56353
0.56353
15928.61
17265.60
17265.60
True
LW65
7.83
0.56685
0.56685
15928.61
17280.00
17280.00
True
LW65
8.00
0.56877
0.56877
15928.61
17288.30
17288.30
True
LW65
8.17
0.57322
0.57322
15928.61
17307.64
17307.64
True
LW65
8.33
0.57621
0.57621
15928.61
17320.60
17320.60
True
LW65
8.50
0.57815
0.57815
15928.61
17329.00
17329.00
True
LW65
8.67
0.58137
0.58137
15928.61
17343.00
17343.00
True
LW65
8.83
0.58199
0.58199
15928.61
17345.70
17345.70
True
LW65
9.00
0.58386
0.58386
15928.61
17353.80
17353.80
True
LW65
9.17
0.58533
0.58533
15928.61
17360.18
17360.18
True
LW65
9.33
0.58760
0.58760
15928.61
17370.00
17370.00
True
LW65
9.50
0.58889
0.58889
15928.61
17375.60
17375.60
True
LW65
9.67
0.59147
0.59147
15928.61
17386.80
17386.80
True
LW65
9.83
0.59340
0.59340
15928.61
17395.20
17395.20
True
LW65
10.00
0.59469
0.59469
15928.61
17400.80
17400.80
True
LW65
10.17
0.59463
0.59463
15928.61
17400.55
17400.55
True
LW65
10.33
0.59921
0.59921
15928.61
17420.40
17420.40
True
LW65
10.50
0.60255
0.60255
15928.61
17434.90
17434.90
True
LW65
10.67
0.60299
0.60299
15928.61
17436.80
17436.80
True
LW65
10.83
0.60486
0.60486
15928.61
17444.90
17444.90
True
LW65
11.00
0.60486
0.60486
15928.61
17444.90
17444.90
True
LW65
11.17
0.60748
0.60748
15928.61
17456.27
17456.27
True
LW65
11.33
0.60801
0.60801
15928.61
17458.60
17458.60
True
LW65
11.50
0.61318
0.61318
15928.61
17481.00
17481.00
True
LW65
11.67
0.61567
0.61567
15928.61
17491.80
17491.80
True
LW65
11.83
0.61816
0.61816
15928.61
17502.60
17502.60
True
LW65
12.00
0.62005
0.62005
15928.61
17510.80
17510.80
True
LW65
12.17
0.62135
0.62135
15928.61
17516.45
17516.45
True
LW65
12.33
0.62521
0.62521
15928.61
17533.20
17533.20
True
LW65
12.50
0.62714
0.62714
15928.61
17541.60
17541.60
True
LW65
12.67
0.62843
0.62843
15928.61
17547.20
17547.20
True
LW65
12.83
0.63037
0.63037
15928.61
17555.60
17555.60
True
LW65
13.00
0.63102
0.63102
15928.61
17558.40
17558.40
True
LW65
13.17
0.63287
0.63287
15928.61
17566.45
17566.45
True
LW65
13.33
0.63791
0.63791
15928.61
17588.30
17588.30
True
LW65
13.50
0.63894
0.63894
15928.61
17592.80
17592.80
True
LW65
13.67
0.63982
0.63982
15928.61
17596.60
17596.60
True
LW65
13.83
0.64572
0.64572
15928.61
17622.20
17622.20
True
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