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 A2.xlsx
Well ID
A2
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
4.98313
2.0-42.0 h
LW60
end_norm
0.28044
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.28044
2.0-42.0 h
LW60
max_norm
0.28044
2.0-42.0 h
LW60
min_norm
-0.01986
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
0.00878
2.0-42.0 h
LW61
auc_norm
36.36126
2.0-42.0 h
LW61
end_norm
11.85649
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
11.85649
2.0-42.0 h
LW61
max_norm
11.85649
2.0-42.0 h
LW61
min_norm
-0.01119
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
0.32068
2.0-42.0 h
LW61
pct_saturated_rows
0.32405
2.0-42.0 h
LW61
slope_norm
0.17959
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
0.03333
2.0-42.0 h
LW62
pct_missing_norm
1.00000
2.0-42.0 h
LW62
pct_saturated_rows
0.00295
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
0.08017
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.02405
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-9.27755
2.0-42.0 h
LW64
end_norm
-0.39093
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.39827
2.0-42.0 h
LW64
max_norm
0.05003
2.0-42.0 h
LW64
min_norm
-0.39827
2.0-42.0 h
LW64
pct_abnormal_rows
0.00000
2.0-42.0 h
LW64
pct_missing_norm
0.00422
2.0-42.0 h
LW64
pct_saturated_rows
0.00464
2.0-42.0 h
LW64
slope_norm
-0.01294
2.0-42.0 h
LW65
auc_norm
3.14075
2.0-42.0 h
LW65
end_norm
0.16244
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.16244
2.0-42.0 h
LW65
max_norm
0.16244
2.0-42.0 h
LW65
min_norm
-0.01804
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
0.00468
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
18207.74000
195.43254
Ready
LW65
5
5691.32182
134.78745
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
4644.36–49051.00 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
4644.36–49051.00 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
4644.36–49051.00 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
4644.36–49051.00 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
-0.31248
-0.31248
18233.16
16215.09
16215.09
True
LW60
0.17
-0.11570
-0.11570
18233.16
17469.90
17469.90
True
LW60
0.33
-0.04840
-0.04840
18233.16
17899.10
17899.10
True
LW60
0.50
-0.01084
-0.01084
18233.16
18138.60
18138.60
True
LW60
0.67
0.01067
0.01067
18233.16
18275.80
18275.80
True
LW60
0.83
0.02297
0.02297
18233.16
18354.20
18354.20
True
LW60
1.00
0.02560
0.02560
18233.16
18371.00
18371.00
True
LW60
1.17
0.02560
0.02560
18233.16
18371.00
18371.00
True
LW60
1.33
0.02165
0.02165
18233.16
18345.80
18345.80
True
LW60
1.50
0.01419
0.01419
18233.16
18298.20
18298.20
True
LW60
1.67
0.00672
0.00672
18233.16
18250.60
18250.60
True
LW60
1.83
0.00125
0.00125
18233.16
18215.73
18215.73
True
LW60
2.00
-0.00557
-0.00557
18233.16
18172.20
18172.20
True
LW60
2.17
-0.01294
-0.01294
18233.16
18125.22
18125.22
True
LW60
3.00
-0.05152
-0.05152
18233.16
17879.20
17879.20
True
LW60
3.17
-0.05279
-0.05279
18233.16
17871.10
17871.10
True
LW60
3.33
-0.03573
-0.03573
18233.16
17979.90
17979.90
True
LW60
3.50
-0.02182
-0.02182
18233.16
18068.60
18068.60
True
LW60
3.67
-0.01112
-0.01112
18233.16
18136.82
18136.82
True
LW60
3.83
-0.00338
-0.00338
18233.16
18186.20
18186.20
True
LW60
4.00
0.00233
0.00233
18233.16
18222.60
18222.60
True
LW60
4.17
0.00584
0.00584
18233.16
18245.00
18245.00
True
LW60
4.33
0.00804
0.00804
18233.16
18259.00
18259.00
True
LW60
4.50
0.00892
0.00892
18233.16
18264.60
18264.60
True
LW60
4.67
0.01203
0.01203
18233.16
18284.45
18284.45
True
LW60
4.83
0.01243
0.01243
18233.16
18287.00
18287.00
True
LW60
5.00
0.01243
0.01243
18233.16
18287.00
18287.00
True
LW60
5.17
0.01243
0.01243
18233.16
18287.00
18287.00
True
LW60
5.33
0.01331
0.01331
18233.16
18292.60
18292.60
True
LW60
5.50
0.01331
0.01331
18233.16
18292.60
18292.60
True
LW60
5.67
0.01602
0.01602
18233.16
18309.91
18309.91
True
LW60
5.83
0.01770
0.01770
18233.16
18320.60
18320.60
True
LW60
6.00
0.02121
0.02121
18233.16
18343.00
18343.00
True
LW60
6.17
0.02253
0.02253
18233.16
18351.40
18351.40
True
LW60
6.33
0.02560
0.02560
18233.16
18371.00
18371.00
True
LW60
6.50
0.02955
0.02955
18233.16
18396.20
18396.20
True
LW60
6.67
0.03239
0.03239
18233.16
18414.27
18414.27
True
LW60
6.83
0.03526
0.03526
18233.16
18432.60
18432.60
True
LW60
7.00
0.03834
0.03834
18233.16
18452.20
18452.20
True
LW60
7.17
0.03877
0.03877
18233.16
18455.00
18455.00
True
LW60
7.33
0.03877
0.03877
18233.16
18455.00
18455.00
True
LW60
7.50
0.03877
0.03877
18233.16
18455.00
18455.00
True
LW60
7.67
0.03877
0.03877
18233.16
18455.00
18455.00
True
LW60
7.83
0.03790
0.03790
18233.16
18449.40
18449.40
True
LW60
8.00
0.03570
0.03570
18233.16
18435.40
18435.40
True
LW60
8.17
0.03482
0.03482
18233.16
18429.80
18429.80
True
LW60
8.33
0.03175
0.03175
18233.16
18410.20
18410.20
True
LW60
8.50
0.02999
0.02999
18233.16
18399.00
18399.00
True
LW60
8.67
0.02680
0.02680
18233.16
18378.64
18378.64
True
LW60
8.83
0.02560
0.02560
18233.16
18371.00
18371.00
True
LW60
9.00
0.02385
0.02385
18233.16
18359.80
18359.80
True
LW60
9.17
0.02297
0.02297
18233.16
18354.20
18354.20
True
LW60
9.33
0.02121
0.02121
18233.16
18343.00
18343.00
True
LW60
9.50
0.02121
0.02121
18233.16
18343.00
18343.00
True
LW60
9.67
0.02121
0.02121
18233.16
18343.00
18343.00
True
LW60
9.83
0.02121
0.02121
18233.16
18343.00
18343.00
True
LW60
10.00
0.02209
0.02209
18233.16
18348.60
18348.60
True
LW60
10.17
0.02385
0.02385
18233.16
18359.80
18359.80
True
LW60
10.33
0.02560
0.02560
18233.16
18371.00
18371.00
True
LW60
10.50
0.02648
0.02648
18233.16
18376.60
18376.60
True
LW60
10.67
0.02880
0.02880
18233.16
18391.36
18391.36
True
LW60
10.83
0.02868
0.02868
18233.16
18390.60
18390.60
True
LW60
11.00
0.02955
0.02955
18233.16
18396.20
18396.20
True
LW60
11.17
0.02999
0.02999
18233.16
18399.00
18399.00
True
LW60
11.33
0.02955
0.02955
18233.16
18396.20
18396.20
True
LW60
11.50
0.02999
0.02999
18233.16
18399.00
18399.00
True
LW60
11.67
0.02959
0.02959
18233.16
18396.45
18396.45
True
LW60
11.83
0.02868
0.02868
18233.16
18390.60
18390.60
True
LW60
12.00
0.02999
0.02999
18233.16
18399.00
18399.00
True
LW60
12.17
0.02999
0.02999
18233.16
18399.00
18399.00
True
LW60
12.33
0.02999
0.02999
18233.16
18399.00
18399.00
True
LW60
12.50
0.03263
0.03263
18233.16
18415.80
18415.80
True
LW60
12.67
0.03678
0.03678
18233.16
18442.27
18442.27
True
LW60
12.83
0.04097
0.04097
18233.16
18469.00
18469.00
True
LW60
13.00
0.04404
0.04404
18233.16
18488.60
18488.60
True
LW60
13.17
0.04756
0.04756
18233.16
18511.00
18511.00
True
LW60
13.33
0.05107
0.05107
18233.16
18533.40
18533.40
True
LW60
13.50
0.05370
0.05370
18233.16
18550.20
18550.20
True
LW60
13.67
0.05833
0.05833
18233.16
18579.73
18579.73
True
LW60
13.83
0.06248
0.06248
18233.16
18606.20
18606.20
True
LW65
0.00
-0.83113
-0.83113
5842.00
4644.36
4644.36
True
LW65
0.17
-0.37527
-0.37527
5842.00
5218.60
5218.60
True
LW65
0.33
-0.16220
-0.16220
5842.00
5487.00
5487.00
True
LW65
0.50
-0.04558
-0.04558
5842.00
5633.90
5633.90
True
LW65
0.67
0.02713
0.02713
5842.00
5725.50
5725.50
True
LW65
0.83
0.07699
0.07699
5842.00
5788.30
5788.30
True
LW65
1.00
0.10367
0.10367
5842.00
5821.91
5821.91
True
LW65
1.17
0.11962
0.11962
5842.00
5842.00
5842.00
True
LW65
1.33
0.12486
0.12486
5842.00
5848.60
5848.60
True
LW65
1.50
0.12311
0.12311
5842.00
5846.40
5846.40
True
LW65
1.67
0.11962
0.11962
5842.00
5842.00
5842.00
True
LW65
1.83
0.11962
0.11962
5842.00
5842.00
5842.00
True
LW65
2.00
0.11787
0.11787
5842.00
5839.80
5839.80
True
LW65
2.17
0.10603
0.10603
5842.00
5824.89
5824.89
True
LW65
3.00
0.04817
0.04817
5842.00
5752.00
5752.00
True
LW65
3.17
0.03594
0.03594
5842.00
5736.60
5736.60
True
LW65
3.33
0.06810
0.06810
5842.00
5777.10
5777.10
True
LW65
3.50
0.09485
0.09485
5842.00
5810.80
5810.80
True
LW65
3.67
0.11803
0.11803
5842.00
5840.00
5840.00
True
LW65
3.83
0.13359
0.13359
5842.00
5859.60
5859.60
True
LW65
4.00
0.14073
0.14073
5842.00
5868.60
5868.60
True
LW65
4.17
0.15534
0.15534
5842.00
5887.00
5887.00
True
LW65
4.33
0.15534
0.15534
5842.00
5887.00
5887.00
True
LW65
4.50
0.15709
0.15709
5842.00
5889.20
5889.20
True
LW65
4.67
0.16328
0.16328
5842.00
5897.00
5897.00
True
LW65
4.83
0.16931
0.16931
5842.00
5904.60
5904.60
True
LW65
5.00
0.17280
0.17280
5842.00
5909.00
5909.00
True
LW65
5.17
0.17280
0.17280
5842.00
5909.00
5909.00
True
LW65
5.33
0.17280
0.17280
5842.00
5909.00
5909.00
True
LW65
5.50
0.17463
0.17463
5842.00
5911.30
5911.30
True
LW65
5.67
0.17280
0.17280
5842.00
5909.00
5909.00
True
LW65
5.83
0.17463
0.17463
5842.00
5911.30
5911.30
True
LW65
6.00
0.18193
0.18193
5842.00
5920.50
5920.50
True
LW65
6.17
0.18924
0.18924
5842.00
5929.70
5929.70
True
LW65
6.33
0.18924
0.18924
5842.00
5929.70
5929.70
True
LW65
6.50
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
6.67
0.19265
0.19265
5842.00
5934.00
5934.00
True
LW65
6.83
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
7.00
0.20678
0.20678
5842.00
5951.80
5951.80
True
LW65
7.17
0.20853
0.20853
5842.00
5954.00
5954.00
True
LW65
7.33
0.20853
0.20853
5842.00
5954.00
5954.00
True
LW65
7.50
0.20853
0.20853
5842.00
5954.00
5954.00
True
LW65
7.67
0.20853
0.20853
5842.00
5954.00
5954.00
True
LW65
7.83
0.20853
0.20853
5842.00
5954.00
5954.00
True
LW65
8.00
0.20504
0.20504
5842.00
5949.60
5949.60
True
LW65
8.17
0.20853
0.20853
5842.00
5954.00
5954.00
True
LW65
8.33
0.19980
0.19980
5842.00
5943.00
5943.00
True
LW65
8.50
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
8.67
0.19424
0.19424
5842.00
5936.00
5936.00
True
LW65
8.83
0.19281
0.19281
5842.00
5934.20
5934.20
True
LW65
9.00
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
9.17
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
9.33
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
9.50
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
9.67
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
9.83
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
10.00
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
10.17
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
10.33
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
10.50
0.19281
0.19281
5842.00
5934.20
5934.20
True
LW65
10.67
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
10.83
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
11.00
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
11.17
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
11.33
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
11.50
0.19456
0.19456
5842.00
5936.40
5936.40
True
LW65
11.67
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
11.83
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
12.00
0.19106
0.19106
5842.00
5932.00
5932.00
True
LW65
12.17
0.19456
0.19456
5842.00
5936.40
5936.40
True
LW65
12.33
0.19456
0.19456
5842.00
5936.40
5936.40
True
LW65
12.50
0.20504
0.20504
5842.00
5949.60
5949.60
True
LW65
12.67
0.20218
0.20218
5842.00
5946.00
5946.00
True
LW65
12.83
0.20853
0.20853
5842.00
5954.00
5954.00
True
LW65
13.00
0.20853
0.20853
5842.00
5954.00
5954.00
True
LW65
13.17
0.21401
0.21401
5842.00
5960.90
5960.90
True
LW65
13.33
0.22131
0.22131
5842.00
5970.10
5970.10
True
LW65
13.50
0.22679
0.22679
5842.00
5977.00
5977.00
True
LW65
13.67
0.22679
0.22679
5842.00
5977.00
5977.00
True
LW65
13.83
0.22679
0.22679
5842.00
5977.00
5977.00
True
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