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 A4.xlsx
Well ID
A4
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 27061
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
3.89968
2.0-42.0 h
LW60
end_norm
0.18698
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.18698
2.0-42.0 h
LW60
max_norm
0.18698
2.0-42.0 h
LW60
min_norm
-0.00990
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
0.00629
2.0-42.0 h
LW61
auc_norm
3.78981
2.0-42.0 h
LW61
end_norm
0.47830
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.47830
2.0-42.0 h
LW61
max_norm
0.47830
2.0-42.0 h
LW61
min_norm
-0.00102
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
0.55274
2.0-42.0 h
LW61
pct_saturated_rows
0.55570
2.0-42.0 h
LW61
slope_norm
0.01621
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
0.29241
2.0-42.0 h
LW62
pct_missing_norm
1.00000
2.0-42.0 h
LW62
pct_saturated_rows
0.00000
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
0.28312
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-3.51149
2.0-42.0 h
LW64
end_norm
-0.05494
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.26757
2.0-42.0 h
LW64
max_norm
0.01129
2.0-42.0 h
LW64
min_norm
-0.26757
2.0-42.0 h
LW64
pct_abnormal_rows
0.00000
2.0-42.0 h
LW64
pct_missing_norm
0.14346
2.0-42.0 h
LW64
pct_saturated_rows
0.14852
2.0-42.0 h
LW64
slope_norm
-0.00167
2.0-42.0 h
LW65
auc_norm
6.13177
2.0-42.0 h
LW65
end_norm
0.23654
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.23654
2.0-42.0 h
LW65
max_norm
0.23654
2.0-42.0 h
LW65
min_norm
-0.01048
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
0.00608
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
3425.30727
53.43490
Ready
LW65
5
11137.84727
356.42485
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
3102.00–49051.00 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
3102.00–49051.00 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
3102.00–49051.00 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
3102.00–49051.00 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
3455.00
3102.00
True
LW60
0.17
-0.19048
-0.19048
3455.00
3271.10
3296.60
True
LW60
0.33
-0.11130
-0.11130
3455.00
3350.10
3350.10
True
LW60
0.50
-0.04160
-0.04160
3455.00
3397.20
3397.20
True
LW60
0.67
0.00961
0.00961
3455.00
3431.80
3431.80
True
LW60
0.83
0.05525
0.05525
3455.00
3462.64
3462.64
True
LW60
1.00
0.08805
0.08805
3455.00
3484.80
3484.80
True
LW60
1.17
0.09130
0.09130
3455.00
3487.00
3487.00
True
LW60
1.33
0.06881
0.06881
3455.00
3471.80
3471.80
True
LW60
1.50
0.04394
0.04394
3455.00
3455.00
3455.00
True
LW60
1.67
0.04394
0.04394
3455.00
3455.00
3455.00
True
LW60
1.83
0.04394
0.04394
3455.00
3455.00
3455.00
True
LW60
2.00
0.01286
0.01286
3455.00
3434.00
3434.00
True
LW60
2.17
0.01286
0.01286
3455.00
3434.00
3434.00
True
LW60
3.00
-0.00667
-0.00667
3455.00
3420.80
3420.80
True
LW60
3.17
0.00635
0.00635
3455.00
3429.60
3429.60
True
LW60
3.33
0.02840
0.02840
3455.00
3444.50
3444.50
True
LW60
3.50
0.04677
0.04677
3455.00
3456.91
3456.91
True
LW60
3.67
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
3.83
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
4.00
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
4.17
0.08479
0.08479
3455.00
3482.60
3482.60
True
LW60
4.33
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
4.50
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
4.67
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
4.83
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
5.00
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
5.17
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
5.33
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
5.50
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
5.67
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
5.83
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
6.00
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
6.17
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
6.33
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
6.50
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
6.67
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
6.83
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
7.00
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
7.17
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
7.33
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
7.50
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
7.67
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
7.83
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
8.00
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
8.17
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
8.33
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
8.50
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
8.67
0.09781
0.09781
3455.00
3491.40
3491.40
True
LW60
8.83
0.07828
0.07828
3455.00
3478.20
3478.20
True
LW60
9.00
0.08154
0.08154
3455.00
3480.40
3480.40
True
LW60
9.17
0.07828
0.07828
3455.00
3478.20
3478.20
True
LW60
9.33
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
9.50
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
9.67
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
9.83
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
10.00
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
10.17
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
10.33
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
10.50
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
10.67
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
10.83
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
11.00
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
11.17
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
11.33
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
11.50
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
11.67
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
11.83
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
12.00
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
12.17
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
12.33
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
12.50
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
12.67
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
12.83
0.07502
0.07502
3455.00
3476.00
3476.00
True
LW60
13.00
0.08154
0.08154
3455.00
3480.40
3480.40
True
LW60
13.17
0.08805
0.08805
3455.00
3484.80
3484.80
True
LW60
13.33
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
13.50
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
13.67
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW60
13.83
0.10758
0.10758
3455.00
3498.00
3498.00
True
LW65
0.00
-0.62537
-0.62537
11679.41
8954.82
8954.82
True
LW65
0.17
-0.28608
-0.28608
11679.41
10139.20
10139.20
True
LW65
0.33
-0.14371
-0.14371
11679.41
10636.20
10636.20
True
LW65
0.50
-0.05017
-0.05017
11679.41
10962.70
10962.70
True
LW65
0.67
0.01130
0.01130
11679.41
11177.30
11177.30
True
LW65
0.83
0.06182
0.06182
11679.41
11353.64
11353.64
True
LW65
1.00
0.12076
0.12076
11679.41
11559.40
11559.40
True
LW65
1.17
0.14844
0.14844
11679.41
11656.00
11656.00
True
LW65
1.33
0.14844
0.14844
11679.41
11656.00
11656.00
True
LW65
1.50
0.14844
0.14844
11679.41
11656.00
11656.00
True
LW65
1.67
0.15273
0.15273
11679.41
11671.00
11671.00
True
LW65
1.83
0.15755
0.15755
11679.41
11687.82
11687.82
True
LW65
2.00
0.16276
0.16276
11679.41
11706.00
11706.00
True
LW65
2.17
0.16365
0.16365
11679.41
11709.13
11709.13
True
LW65
3.00
0.12008
0.12008
11679.41
11557.00
11557.00
True
LW65
3.17
0.14288
0.14288
11679.41
11636.60
11636.60
True
LW65
3.33
0.19284
0.19284
11679.41
11811.00
11811.00
True
LW65
3.50
0.22797
0.22797
11679.41
11933.64
11933.64
True
LW65
3.67
0.25042
0.25042
11679.41
12012.00
12012.00
True
LW65
3.83
0.26618
0.26618
11679.41
12067.00
12067.00
True
LW65
4.00
0.27978
0.27978
11679.41
12114.50
12114.50
True
LW65
4.17
0.29127
0.29127
11679.41
12154.60
12154.60
True
LW65
4.33
0.30299
0.30299
11679.41
12195.50
12195.50
True
LW65
4.50
0.31178
0.31178
11679.41
12226.18
12226.18
True
LW65
4.67
0.32304
0.32304
11679.41
12265.50
12265.50
True
LW65
4.83
0.32954
0.32954
11679.41
12288.20
12288.20
True
LW65
5.00
0.33476
0.33476
11679.41
12306.40
12306.40
True
LW65
5.17
0.33622
0.33622
11679.41
12311.50
12311.50
True
LW65
5.33
0.34338
0.34338
11679.41
12336.50
12336.50
True
LW65
5.50
0.34787
0.34787
11679.41
12352.18
12352.18
True
LW65
5.67
0.35054
0.35054
11679.41
12361.50
12361.50
True
LW65
5.83
0.35627
0.35627
11679.41
12381.50
12381.50
True
LW65
6.00
0.35922
0.35922
11679.41
12391.80
12391.80
True
LW65
6.17
0.36587
0.36587
11679.41
12415.00
12415.00
True
LW65
6.33
0.37016
0.37016
11679.41
12430.00
12430.00
True
LW65
6.50
0.37095
0.37095
11679.41
12432.73
12432.73
True
LW65
6.67
0.37303
0.37303
11679.41
12440.00
12440.00
True
LW65
6.83
0.37375
0.37375
11679.41
12442.50
12442.50
True
LW65
7.00
0.37947
0.37947
11679.41
12462.50
12462.50
True
LW65
7.17
0.38592
0.38592
11679.41
12485.00
12485.00
True
LW65
7.33
0.38667
0.38667
11679.41
12487.60
12487.60
True
LW65
7.50
0.38660
0.38660
11679.41
12487.36
12487.36
True
LW65
7.67
0.38741
0.38741
11679.41
12490.20
12490.20
True
LW65
7.83
0.38964
0.38964
11679.41
12498.00
12498.00
True
LW65
8.00
0.39039
0.39039
11679.41
12500.60
12500.60
True
LW65
8.17
0.39408
0.39408
11679.41
12513.50
12513.50
True
LW65
8.33
0.39337
0.39337
11679.41
12511.00
12511.00
True
LW65
8.50
0.39337
0.39337
11679.41
12511.00
12511.00
True
LW65
8.67
0.39480
0.39480
11679.41
12516.00
12516.00
True
LW65
8.83
0.39981
0.39981
11679.41
12533.50
12533.50
True
LW65
9.00
0.39552
0.39552
11679.41
12518.50
12518.50
True
LW65
9.17
0.40053
0.40053
11679.41
12536.00
12536.00
True
LW65
9.33
0.40125
0.40125
11679.41
12538.50
12538.50
True
LW65
9.50
0.40053
0.40053
11679.41
12536.00
12536.00
True
LW65
9.67
0.40053
0.40053
11679.41
12536.00
12536.00
True
LW65
9.83
0.40053
0.40053
11679.41
12536.00
12536.00
True
LW65
10.00
0.40268
0.40268
11679.41
12543.50
12543.50
True
LW65
10.17
0.40769
0.40769
11679.41
12561.00
12561.00
True
LW65
10.33
0.40698
0.40698
11679.41
12558.50
12558.50
True
LW65
10.50
0.40704
0.40704
11679.41
12558.73
12558.73
True
LW65
10.67
0.40844
0.40844
11679.41
12563.60
12563.60
True
LW65
10.83
0.40993
0.40993
11679.41
12568.80
12568.80
True
LW65
11.00
0.40993
0.40993
11679.41
12568.80
12568.80
True
LW65
11.17
0.41142
0.41142
11679.41
12574.00
12574.00
True
LW65
11.33
0.41514
0.41514
11679.41
12587.00
12587.00
True
LW65
11.50
0.41446
0.41446
11679.41
12584.64
12584.64
True
LW65
11.67
0.41440
0.41440
11679.41
12584.40
12584.40
True
LW65
11.83
0.41586
0.41586
11679.41
12589.50
12589.50
True
LW65
12.00
0.41657
0.41657
11679.41
12592.00
12592.00
True
LW65
12.17
0.41657
0.41657
11679.41
12592.00
12592.00
True
LW65
12.33
0.41586
0.41586
11679.41
12589.50
12589.50
True
LW65
12.50
0.42100
0.42100
11679.41
12607.45
12607.45
True
LW65
12.67
0.42230
0.42230
11679.41
12612.00
12612.00
True
LW65
12.83
0.42445
0.42445
11679.41
12619.50
12619.50
True
LW65
13.00
0.42445
0.42445
11679.41
12619.50
12619.50
True
LW65
13.17
0.42875
0.42875
11679.41
12634.50
12634.50
True
LW65
13.33
0.43244
0.43244
11679.41
12647.40
12647.40
True
LW65
13.50
0.43556
0.43556
11679.41
12658.27
12658.27
True
LW65
13.67
0.43763
0.43763
11679.41
12665.50
12665.50
True
LW65
13.83
0.44410
0.44410
11679.41
12688.10
12688.10
True
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