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
2026-04-03 inc5
Run date
2026-04-03
Media
LB
Incubator
inc5
Well file
2026-04-03 A3.xlsx
Well ID
A3
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 12472
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
4.93646
2.0-42.0 h
LW60
end_norm
0.19394
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.19394
2.0-42.0 h
LW60
max_norm
0.19394
2.0-42.0 h
LW60
min_norm
-0.00769
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
0.00455
2.0-42.0 h
LW61
auc_norm
18.81096
2.0-42.0 h
LW61
end_norm
0.57461
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.57461
2.0-42.0 h
LW61
max_norm
0.57461
2.0-42.0 h
LW61
min_norm
0.02168
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
0.00923
2.0-42.0 h
LW62
auc_norm
-4.77242
2.0-42.0 h
LW62
end_norm
-0.17471
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.18729
2.0-42.0 h
LW62
max_norm
0.01899
2.0-42.0 h
LW62
min_norm
-0.18729
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
0.00000
2.0-42.0 h
LW62
slope_norm
-0.00351
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
0.09378
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.07842
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-3.88038
2.0-42.0 h
LW64
end_norm
-0.06861
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.16886
2.0-42.0 h
LW64
max_norm
0.05171
2.0-42.0 h
LW64
min_norm
-0.16886
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
-0.00061
2.0-42.0 h
LW65
auc_norm
0.78361
2.0-42.0 h
LW65
end_norm
0.03430
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.03430
2.0-42.0 h
LW65
max_norm
0.03430
2.0-42.0 h
LW65
min_norm
-0.01373
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
0.00083
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 528 source points
Control overlay: mean of 8 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
13333.50000
6.98212
Ready
LW65
5
6274.70182
13.93105
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
5231.72–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
5231.72–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
5231.72–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
5231.72–48539.60 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
-0.04074
-0.04074
13248.82
13228.91
13228.91
True
LW60
0.17
-0.01165
-0.01165
13248.82
13303.60
13303.60
True
LW60
0.33
-0.00058
-0.00058
13248.82
13332.00
13332.00
True
LW60
0.50
0.00234
0.00234
13248.82
13339.50
13339.50
True
LW60
0.67
0.00331
0.00331
13248.82
13342.00
13342.00
True
LW60
0.83
-0.00253
-0.00253
13248.82
13327.00
13327.00
True
LW60
1.00
-0.00253
-0.00253
13248.82
13327.00
13327.00
True
LW60
1.17
-0.00962
-0.00962
13248.82
13308.80
13308.80
True
LW60
1.33
-0.01468
-0.01468
13248.82
13295.80
13295.80
True
LW60
1.50
-0.02278
-0.02278
13248.82
13275.00
13275.00
True
LW60
1.67
-0.03252
-0.03252
13248.82
13250.00
13250.00
True
LW60
1.83
-0.03344
-0.03344
13248.82
13247.64
13247.64
True
LW60
2.00
-0.04062
-0.04062
13248.82
13229.20
13229.20
True
LW60
2.17
-0.04557
-0.04557
13248.82
13216.50
13216.50
True
LW60
2.33
-0.05239
-0.05239
13248.82
13199.00
13199.00
True
LW60
2.50
-0.05846
-0.05846
13248.82
13183.40
13183.40
True
LW60
2.67
-0.06150
-0.06150
13248.82
13175.60
13175.60
True
LW60
2.83
-0.06619
-0.06619
13248.82
13163.55
13163.55
True
LW60
3.00
-0.07163
-0.07163
13248.82
13149.60
13149.60
True
LW60
3.17
-0.07264
-0.07264
13248.82
13147.00
13147.00
True
LW60
3.33
-0.07264
-0.07264
13248.82
13147.00
13147.00
True
LW60
3.50
-0.07264
-0.07264
13248.82
13147.00
13147.00
True
LW60
3.67
-0.07264
-0.07264
13248.82
13147.00
13147.00
True
LW60
3.83
-0.07264
-0.07264
13248.82
13147.00
13147.00
True
LW60
4.00
-0.06555
-0.06555
13248.82
13165.20
13165.20
True
LW60
4.17
-0.06251
-0.06251
13248.82
13173.00
13173.00
True
LW60
4.33
-0.06049
-0.06049
13248.82
13178.20
13178.20
True
LW60
4.50
-0.06049
-0.06049
13248.82
13178.20
13178.20
True
LW60
4.67
-0.05239
-0.05239
13248.82
13199.00
13199.00
True
LW60
4.83
-0.05239
-0.05239
13248.82
13199.00
13199.00
True
LW60
5.00
-0.04261
-0.04261
13248.82
13224.10
13224.10
True
LW60
5.17
-0.02960
-0.02960
13248.82
13257.50
13257.50
True
LW60
5.33
-0.00666
-0.00666
13248.82
13316.40
13316.40
True
LW60
5.50
0.02037
0.02037
13248.82
13385.80
13385.80
True
LW60
5.67
0.05749
0.05749
13248.82
13481.10
13481.10
True
LW60
5.83
0.09395
0.09395
13248.82
13574.73
13574.73
True
LW60
6.00
0.11984
0.11984
13248.82
13641.20
13641.20
True
LW60
6.17
0.13799
0.13799
13248.82
13687.80
13687.80
True
LW60
6.33
0.15389
0.15389
13248.82
13728.60
13728.60
True
LW60
6.50
0.16604
0.16604
13248.82
13759.80
13759.80
True
LW60
6.67
0.17515
0.17515
13248.82
13783.20
13783.20
True
LW60
6.83
0.18647
0.18647
13248.82
13812.27
13812.27
True
LW60
7.00
0.19743
0.19743
13248.82
13840.40
13840.40
True
LW60
7.17
0.20958
0.20958
13248.82
13871.60
13871.60
True
LW60
7.33
0.22275
0.22275
13248.82
13905.40
13905.40
True
LW60
7.50
0.23287
0.23287
13248.82
13931.40
13931.40
True
LW60
7.67
0.24401
0.24401
13248.82
13960.00
13960.00
True
LW60
7.83
0.25460
0.25460
13248.82
13987.18
13987.18
True
LW60
8.00
0.26325
0.26325
13248.82
14009.40
14009.40
True
LW60
8.17
0.27439
0.27439
13248.82
14038.00
14038.00
True
LW60
8.33
0.28452
0.28452
13248.82
14064.00
14064.00
True
LW60
8.50
0.29566
0.29566
13248.82
14092.60
14092.60
True
LW60
8.67
0.30781
0.30781
13248.82
14123.80
14123.80
True
LW60
8.83
0.31996
0.31996
13248.82
14155.00
14155.00
True
LW60
9.00
0.33009
0.33009
13248.82
14181.00
14181.00
True
LW60
9.17
0.34325
0.34325
13248.82
14214.80
14214.80
True
LW60
9.33
0.35338
0.35338
13248.82
14240.80
14240.80
True
LW60
9.50
0.36452
0.36452
13248.82
14269.40
14269.40
True
LW60
9.67
0.37464
0.37464
13248.82
14295.40
14295.40
True
LW60
9.83
0.38624
0.38624
13248.82
14325.18
14325.18
True
LW60
10.00
0.39611
0.39611
13248.82
14350.50
14350.50
True
LW60
10.17
0.40339
0.40339
13248.82
14369.20
14369.20
True
LW60
10.33
0.41149
0.41149
13248.82
14390.00
14390.00
True
LW60
10.50
0.41554
0.41554
13248.82
14400.40
14400.40
True
LW60
10.67
0.42567
0.42567
13248.82
14426.40
14426.40
True
LW60
10.83
0.43543
0.43543
13248.82
14451.45
14451.45
True
LW60
11.00
0.44187
0.44187
13248.82
14468.00
14468.00
True
LW60
11.17
0.45133
0.45133
13248.82
14492.30
14492.30
True
LW60
11.33
0.46049
0.46049
13248.82
14515.80
14515.80
True
LW60
11.50
0.46758
0.46758
13248.82
14534.00
14534.00
True
LW60
11.67
0.47264
0.47264
13248.82
14547.00
14547.00
True
LW60
11.83
0.47724
0.47724
13248.82
14558.82
14558.82
True
LW60
12.00
0.48277
0.48277
13248.82
14573.00
14573.00
True
LW60
12.17
0.49013
0.49013
13248.82
14591.90
14591.90
True
LW60
12.33
0.49328
0.49328
13248.82
14600.00
14600.00
True
LW60
12.50
0.49429
0.49429
13248.82
14602.60
14602.60
True
LW60
12.67
0.49531
0.49531
13248.82
14605.20
14605.20
True
LW60
12.83
0.50341
0.50341
13248.82
14626.00
14626.00
True
LW60
13.00
0.50341
0.50341
13248.82
14626.00
14626.00
True
LW60
13.17
0.50645
0.50645
13248.82
14633.80
14633.80
True
LW65
0.00
-0.53351
-0.53351
6265.00
6156.64
6156.64
True
LW65
0.17
-0.25893
-0.25893
6265.00
6217.40
6217.40
True
LW65
0.33
-0.09535
-0.09535
6265.00
6253.60
6253.60
True
LW65
0.50
-0.02577
-0.02577
6265.00
6269.00
6269.00
True
LW65
0.67
0.02620
0.02620
6265.00
6280.50
6280.50
True
LW65
0.83
0.02620
0.02620
6265.00
6280.50
6280.50
True
LW65
1.00
0.06872
0.06872
6265.00
6289.91
6289.91
True
LW65
1.17
0.01581
0.01581
6265.00
6278.20
6278.20
True
LW65
1.33
-0.02577
-0.02577
6265.00
6269.00
6269.00
True
LW65
1.50
-0.02577
-0.02577
6265.00
6269.00
6269.00
True
LW65
1.67
-0.02577
-0.02577
6265.00
6269.00
6269.00
True
LW65
1.83
-0.06192
-0.06192
6265.00
6261.00
6261.00
True
LW65
2.00
-0.10530
-0.10530
6265.00
6251.40
6251.40
True
LW65
2.17
-0.12518
-0.12518
6265.00
6247.00
6247.00
True
LW65
2.33
-0.14597
-0.14597
6265.00
6242.40
6242.40
True
LW65
2.50
-0.18754
-0.18754
6265.00
6233.20
6233.20
True
LW65
2.67
-0.22911
-0.22911
6265.00
6224.00
6224.00
True
LW65
2.83
-0.22911
-0.22911
6265.00
6224.00
6224.00
True
LW65
3.00
-0.24899
-0.24899
6265.00
6219.60
6219.60
True
LW65
3.17
-0.31858
-0.31858
6265.00
6204.20
6204.20
True
LW65
3.33
-0.32852
-0.32852
6265.00
6202.00
6202.00
True
LW65
3.50
-0.32852
-0.32852
6265.00
6202.00
6202.00
True
LW65
3.67
-0.35970
-0.35970
6265.00
6195.10
6195.10
True
LW65
3.83
-0.42301
-0.42301
6265.00
6181.09
6181.09
True
LW65
4.00
-0.43246
-0.43246
6265.00
6179.00
6179.00
True
LW65
4.17
-0.43246
-0.43246
6265.00
6179.00
6179.00
True
LW65
4.33
-0.43246
-0.43246
6265.00
6179.00
6179.00
True
LW65
4.50
-0.43246
-0.43246
6265.00
6179.00
6179.00
True
LW65
4.67
-0.43246
-0.43246
6265.00
6179.00
6179.00
True
LW65
4.83
-0.43246
-0.43246
6265.00
6179.00
6179.00
True
LW65
5.00
-0.43246
-0.43246
6265.00
6179.00
6179.00
True
LW65
5.17
-0.43246
-0.43246
6265.00
6179.00
6179.00
True
LW65
5.33
-0.43246
-0.43246
6265.00
6179.00
6179.00
True
LW65
5.50
-0.43246
-0.43246
6265.00
6179.00
6179.00
True
LW65
5.67
-0.39088
-0.39088
6265.00
6188.20
6188.20
True
LW65
5.83
-0.32852
-0.32852
6265.00
6202.00
6202.00
True
LW65
6.00
-0.27882
-0.27882
6265.00
6213.00
6213.00
True
LW65
6.17
-0.23905
-0.23905
6265.00
6221.80
6221.80
True
LW65
6.33
-0.22911
-0.22911
6265.00
6224.00
6224.00
True
LW65
6.50
-0.22911
-0.22911
6265.00
6224.00
6224.00
True
LW65
6.67
-0.22911
-0.22911
6265.00
6224.00
6224.00
True
LW65
6.83
-0.20077
-0.20077
6265.00
6230.27
6230.27
True
LW65
7.00
-0.17714
-0.17714
6265.00
6235.50
6235.50
True
LW65
7.17
-0.15636
-0.15636
6265.00
6240.10
6240.10
True
LW65
7.33
-0.12518
-0.12518
6265.00
6247.00
6247.00
True
LW65
7.50
-0.12518
-0.12518
6265.00
6247.00
6247.00
True
LW65
7.67
-0.06553
-0.06553
6265.00
6260.20
6260.20
True
LW65
7.83
-0.02577
-0.02577
6265.00
6269.00
6269.00
True
LW65
8.00
-0.02577
-0.02577
6265.00
6269.00
6269.00
True
LW65
8.17
0.01581
0.01581
6265.00
6278.20
6278.20
True
LW65
8.33
0.07817
0.07817
6265.00
6292.00
6292.00
True
LW65
8.50
0.08856
0.08856
6265.00
6294.30
6294.30
True
LW65
8.67
0.18210
0.18210
6265.00
6315.00
6315.00
True
LW65
8.83
0.18210
0.18210
6265.00
6315.00
6315.00
True
LW65
9.00
0.26163
0.26163
6265.00
6332.60
6332.60
True
LW65
9.17
0.28151
0.28151
6265.00
6337.00
6337.00
True
LW65
9.33
0.33348
0.33348
6265.00
6348.50
6348.50
True
LW65
9.50
0.38544
0.38544
6265.00
6360.00
6360.00
True
LW65
9.67
0.41527
0.41527
6265.00
6366.60
6366.60
True
LW65
9.83
0.48486
0.48486
6265.00
6382.00
6382.00
True
LW65
10.00
0.48486
0.48486
6265.00
6382.00
6382.00
True
LW65
10.17
0.49525
0.49525
6265.00
6384.30
6384.30
True
LW65
10.33
0.58879
0.58879
6265.00
6405.00
6405.00
True
LW65
10.50
0.58879
0.58879
6265.00
6405.00
6405.00
True
LW65
10.67
0.58879
0.58879
6265.00
6405.00
6405.00
True
LW65
10.83
0.58879
0.58879
6265.00
6405.00
6405.00
True
LW65
11.00
0.59918
0.59918
6265.00
6407.30
6407.30
True
LW65
11.17
0.66154
0.66154
6265.00
6421.10
6421.10
True
LW65
11.33
0.67194
0.67194
6265.00
6423.40
6423.40
True
LW65
11.50
0.68233
0.68233
6265.00
6425.70
6425.70
True
LW65
11.67
0.69272
0.69272
6265.00
6428.00
6428.00
True
LW65
11.83
0.69272
0.69272
6265.00
6428.00
6428.00
True
LW65
12.00
0.69272
0.69272
6265.00
6428.00
6428.00
True
LW65
12.17
0.69272
0.69272
6265.00
6428.00
6428.00
True
LW65
12.33
0.69272
0.69272
6265.00
6428.00
6428.00
True
LW65
12.50
0.69272
0.69272
6265.00
6428.00
6428.00
True
LW65
12.67
0.69272
0.69272
6265.00
6428.00
6428.00
True
LW65
12.83
0.69272
0.69272
6265.00
6428.00
6428.00
True
LW65
13.00
0.69272
0.69272
6265.00
6428.00
6428.00
True
LW65
13.17
0.69272
0.69272
6265.00
6428.00
6428.00
True
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