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
2026-03-25 inc5
Run date
2026-03-25
Media
LB
Incubator
inc5
Well file
2026-03-25 C2.xlsx
Well ID
C2
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
Nanobiofab holding pathogen resource
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
8.59742
2.0-42.0 h
LW60
end_norm
0.30465
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.30465
2.0-42.0 h
LW60
max_norm
0.30465
2.0-42.0 h
LW60
min_norm
-0.01054
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
0.00819
2.0-42.0 h
LW61
auc_norm
20.07420
2.0-42.0 h
LW61
end_norm
0.70900
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.70900
2.0-42.0 h
LW61
max_norm
0.70900
2.0-42.0 h
LW61
min_norm
0.01574
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
0.01367
2.0-42.0 h
LW62
auc_norm
-17.27444
2.0-42.0 h
LW62
end_norm
-0.51514
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.52900
2.0-42.0 h
LW62
max_norm
0.00240
2.0-42.0 h
LW62
min_norm
-0.52900
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
-0.01052
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
0.17239
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.15768
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-8.94398
2.0-42.0 h
LW64
end_norm
-0.13883
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.28888
2.0-42.0 h
LW64
max_norm
-0.07372
2.0-42.0 h
LW64
min_norm
-0.28888
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
0.00115
2.0-42.0 h
LW65
auc_norm
2.32035
2.0-42.0 h
LW65
end_norm
0.07219
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.08488
2.0-42.0 h
LW65
max_norm
0.08488
2.0-42.0 h
LW65
min_norm
-0.01581
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
0.00218
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 558 source points
Control overlay: mean of 4 control samples 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
8435.02727
92.39364
Ready
LW65
5
5165.58727
88.99298
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
0.00–46.33 h
4176.64–17265.27 Ω
LW65
5 1 1 1 sample dash pattern
0.00–46.33 h
4176.64–17265.27 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–46.33 h
4176.64–17265.27 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–46.33 h
4176.64–17265.27 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
0.00–46.33 h
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–46.33 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–46.33 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–46.33 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
-0.39169
-0.39169
8554.00
7361.82
7361.82
True
LW60
0.17
-0.12457
-0.12457
8554.00
8093.70
8093.70
True
LW60
0.33
-0.05202
-0.05202
8554.00
8292.50
8292.50
True
LW60
0.50
-0.01260
-0.01260
8554.00
8400.50
8400.50
True
LW60
0.67
0.00886
0.00886
8554.00
8459.30
8459.30
True
LW60
0.83
0.02285
0.02285
8554.00
8497.64
8497.64
True
LW60
1.00
0.03291
0.03291
8554.00
8525.20
8525.20
True
LW60
1.17
0.03466
0.03466
8554.00
8530.00
8530.00
True
LW60
1.33
0.04167
0.04167
8554.00
8549.20
8549.20
True
LW60
1.50
0.04342
0.04342
8554.00
8554.00
8554.00
True
LW60
1.67
0.04342
0.04342
8554.00
8554.00
8554.00
True
LW60
1.83
0.04342
0.04342
8554.00
8554.00
8554.00
True
LW60
2.00
0.03904
0.03904
8554.00
8542.00
8542.00
True
LW60
2.17
0.03466
0.03466
8554.00
8530.00
8530.00
True
LW60
2.33
0.03466
0.03466
8554.00
8530.00
8530.00
True
LW60
2.50
0.03379
0.03379
8554.00
8527.60
8527.60
True
LW60
2.67
0.02941
0.02941
8554.00
8515.60
8515.60
True
LW60
2.83
0.02590
0.02590
8554.00
8506.00
8506.00
True
LW60
3.00
0.02590
0.02590
8554.00
8506.00
8506.00
True
LW60
3.17
0.02422
0.02422
8554.00
8501.40
8501.40
True
LW60
3.33
0.01751
0.01751
8554.00
8483.00
8483.00
True
LW60
3.50
0.01751
0.01751
8554.00
8483.00
8483.00
True
LW60
3.67
0.01751
0.01751
8554.00
8483.00
8483.00
True
LW60
3.83
0.01353
0.01353
8554.00
8472.09
8472.09
True
LW60
4.00
0.01050
0.01050
8554.00
8463.80
8463.80
True
LW60
4.17
0.01225
0.01225
8554.00
8468.60
8468.60
True
LW60
4.33
0.01488
0.01488
8554.00
8475.80
8475.80
True
LW60
4.50
0.01751
0.01751
8554.00
8483.00
8483.00
True
LW60
4.67
0.01751
0.01751
8554.00
8483.00
8483.00
True
LW60
4.83
0.02438
0.02438
8554.00
8501.82
8501.82
True
LW60
5.00
0.02590
0.02590
8554.00
8506.00
8506.00
True
LW60
5.17
0.02590
0.02590
8554.00
8506.00
8506.00
True
LW60
5.33
0.02590
0.02590
8554.00
8506.00
8506.00
True
LW60
5.50
0.02590
0.02590
8554.00
8506.00
8506.00
True
LW60
5.67
0.02590
0.02590
8554.00
8506.00
8506.00
True
LW60
5.83
0.02590
0.02590
8554.00
8506.00
8506.00
True
LW60
6.00
0.02590
0.02590
8554.00
8506.00
8506.00
True
LW60
6.17
0.02422
0.02422
8554.00
8501.40
8501.40
True
LW60
6.33
0.01751
0.01751
8554.00
8483.00
8483.00
True
LW60
6.50
0.01751
0.01751
8554.00
8483.00
8483.00
True
LW60
6.67
0.02255
0.02255
8554.00
8496.80
8496.80
True
LW60
6.83
0.02670
0.02670
8554.00
8508.18
8508.18
True
LW60
7.00
0.03466
0.03466
8554.00
8530.00
8530.00
True
LW60
7.17
0.04338
0.04338
8554.00
8553.90
8553.90
True
LW60
7.33
0.05619
0.05619
8554.00
8589.00
8589.00
True
LW60
7.50
0.06988
0.06988
8554.00
8626.50
8626.50
True
LW60
7.67
0.08554
0.08554
8554.00
8669.40
8669.40
True
LW60
7.83
0.11061
0.11061
8554.00
8738.09
8738.09
True
LW60
8.00
0.13634
0.13634
8554.00
8808.60
8808.60
True
LW60
8.17
0.16496
0.16496
8554.00
8887.00
8887.00
True
LW60
8.33
0.19434
0.19434
8554.00
8967.50
8967.50
True
LW60
8.50
0.22477
0.22477
8554.00
9050.90
9050.90
True
LW60
8.67
0.25510
0.25510
8554.00
9134.00
9134.00
True
LW60
8.83
0.28868
0.28868
8554.00
9226.00
9226.00
True
LW60
9.00
0.32306
0.32306
8554.00
9320.20
9320.20
True
LW60
9.17
0.35196
0.35196
8554.00
9399.40
9399.40
True
LW60
9.33
0.37649
0.37649
8554.00
9466.60
9466.60
True
LW60
9.50
0.40014
0.40014
8554.00
9531.40
9531.40
True
LW60
9.67
0.42379
0.42379
8554.00
9596.20
9596.20
True
LW60
9.83
0.43749
0.43749
8554.00
9633.73
9633.73
True
LW60
10.00
0.45357
0.45357
8554.00
9677.80
9677.80
True
LW60
10.17
0.47197
0.47197
8554.00
9728.20
9728.20
True
LW60
10.33
0.48773
0.48773
8554.00
9771.40
9771.40
True
LW60
10.50
0.50087
0.50087
8554.00
9807.40
9807.40
True
LW60
10.67
0.51664
0.51664
8554.00
9850.60
9850.60
True
LW60
10.83
0.53012
0.53012
8554.00
9887.55
9887.55
True
LW60
11.00
0.54328
0.54328
8554.00
9923.60
9923.60
True
LW60
11.17
0.55379
0.55379
8554.00
9952.40
9952.40
True
LW60
11.33
0.56343
0.56343
8554.00
9978.80
9978.80
True
LW60
11.50
0.57244
0.57244
8554.00
10003.50
10003.50
True
LW60
11.67
0.58043
0.58043
8554.00
10025.40
10025.40
True
LW60
11.83
0.58553
0.58553
8554.00
10039.36
10039.36
True
LW60
12.00
0.59270
0.59270
8554.00
10059.00
10059.00
True
LW60
12.17
0.59883
0.59883
8554.00
10075.80
10075.80
True
LW60
12.33
0.60671
0.60671
8554.00
10097.40
10097.40
True
LW60
12.50
0.61295
0.61295
8554.00
10114.50
10114.50
True
LW60
12.67
0.62372
0.62372
8554.00
10144.00
10144.00
True
LW60
12.83
0.62810
0.62810
8554.00
10156.00
10156.00
True
LW60
13.00
0.63598
0.63598
8554.00
10177.60
10177.60
True
LW60
13.17
0.64474
0.64474
8554.00
10201.60
10201.60
True
LW65
0.00
-1.00000
-1.00000
5281.70
4176.64
4326.63
True
LW65
0.17
-0.46020
-0.46020
5281.70
4779.50
4779.50
True
LW65
0.33
-0.16626
-0.16626
5281.70
5026.10
5026.10
True
LW65
0.50
-0.03980
-0.03980
5281.70
5132.20
5132.20
True
LW65
0.67
0.03625
0.03625
5281.70
5196.00
5196.00
True
LW65
0.83
0.07992
0.07992
5281.70
5232.64
5232.64
True
LW65
1.00
0.08989
0.08989
5281.70
5241.00
5241.00
True
LW65
1.17
0.10300
0.10300
5281.70
5252.00
5252.00
True
LW65
1.33
0.12136
0.12136
5281.70
5267.40
5267.40
True
LW65
1.50
0.12660
0.12660
5281.70
5271.80
5271.80
True
LW65
1.67
0.13447
0.13447
5281.70
5278.40
5278.40
True
LW65
1.83
0.14233
0.14233
5281.70
5285.00
5285.00
True
LW65
2.00
0.14233
0.14233
5281.70
5285.00
5285.00
True
LW65
2.17
0.14233
0.14233
5281.70
5285.00
5285.00
True
LW65
2.33
0.14233
0.14233
5281.70
5285.00
5285.00
True
LW65
2.50
0.13971
0.13971
5281.70
5282.80
5282.80
True
LW65
2.67
0.14233
0.14233
5281.70
5285.00
5285.00
True
LW65
2.83
0.14233
0.14233
5281.70
5285.00
5285.00
True
LW65
3.00
0.14233
0.14233
5281.70
5285.00
5285.00
True
LW65
3.17
0.14233
0.14233
5281.70
5285.00
5285.00
True
LW65
3.33
0.11873
0.11873
5281.70
5265.20
5265.20
True
LW65
3.50
0.11611
0.11611
5281.70
5263.00
5263.00
True
LW65
3.67
0.11611
0.11611
5281.70
5263.00
5263.00
True
LW65
3.83
0.11611
0.11611
5281.70
5263.00
5263.00
True
LW65
4.00
0.11349
0.11349
5281.70
5260.80
5260.80
True
LW65
4.17
0.09775
0.09775
5281.70
5247.60
5247.60
True
LW65
4.33
0.10038
0.10038
5281.70
5249.80
5249.80
True
LW65
4.50
0.08989
0.08989
5281.70
5241.00
5241.00
True
LW65
4.67
0.09513
0.09513
5281.70
5245.40
5245.40
True
LW65
4.83
0.09227
0.09227
5281.70
5243.00
5243.00
True
LW65
5.00
0.08989
0.08989
5281.70
5241.00
5241.00
True
LW65
5.17
0.08989
0.08989
5281.70
5241.00
5241.00
True
LW65
5.33
0.08989
0.08989
5281.70
5241.00
5241.00
True
LW65
5.50
0.07070
0.07070
5281.70
5224.90
5224.90
True
LW65
5.67
0.06796
0.06796
5281.70
5222.60
5222.60
True
LW65
5.83
0.06247
0.06247
5281.70
5218.00
5218.00
True
LW65
6.00
0.06247
0.06247
5281.70
5218.00
5218.00
True
LW65
6.17
0.05461
0.05461
5281.70
5211.40
5211.40
True
LW65
6.33
0.04412
0.04412
5281.70
5202.60
5202.60
True
LW65
6.50
0.04149
0.04149
5281.70
5200.40
5200.40
True
LW65
6.67
0.03887
0.03887
5281.70
5198.20
5198.20
True
LW65
6.83
0.04102
0.04102
5281.70
5200.00
5200.00
True
LW65
7.00
0.04674
0.04674
5281.70
5204.80
5204.80
True
LW65
7.17
0.04936
0.04936
5281.70
5207.00
5207.00
True
LW65
7.33
0.05723
0.05723
5281.70
5213.60
5213.60
True
LW65
7.50
0.06247
0.06247
5281.70
5218.00
5218.00
True
LW65
7.67
0.06247
0.06247
5281.70
5218.00
5218.00
True
LW65
7.83
0.06247
0.06247
5281.70
5218.00
5218.00
True
LW65
8.00
0.08715
0.08715
5281.70
5238.70
5238.70
True
LW65
8.17
0.09251
0.09251
5281.70
5243.20
5243.20
True
LW65
8.33
0.11349
0.11349
5281.70
5260.80
5260.80
True
LW65
8.50
0.11873
0.11873
5281.70
5265.20
5265.20
True
LW65
8.67
0.14233
0.14233
5281.70
5285.00
5285.00
True
LW65
8.83
0.14233
0.14233
5281.70
5285.00
5285.00
True
LW65
9.00
0.16856
0.16856
5281.70
5307.00
5307.00
True
LW65
9.17
0.19740
0.19740
5281.70
5331.20
5331.20
True
LW65
9.33
0.21314
0.21314
5281.70
5344.40
5344.40
True
LW65
9.50
0.24019
0.24019
5281.70
5367.10
5367.10
True
LW65
9.67
0.26415
0.26415
5281.70
5387.20
5387.20
True
LW65
9.83
0.29371
0.29371
5281.70
5412.00
5412.00
True
LW65
10.00
0.30873
0.30873
5281.70
5424.60
5424.60
True
LW65
10.17
0.32971
0.32971
5281.70
5442.20
5442.20
True
LW65
10.33
0.35069
0.35069
5281.70
5459.80
5459.80
True
LW65
10.50
0.35605
0.35605
5281.70
5464.30
5464.30
True
LW65
10.67
0.37798
0.37798
5281.70
5482.70
5482.70
True
LW65
10.83
0.39741
0.39741
5281.70
5499.00
5499.00
True
LW65
11.00
0.40695
0.40695
5281.70
5507.00
5507.00
True
LW65
11.17
0.40957
0.40957
5281.70
5509.20
5509.20
True
LW65
11.33
0.42006
0.42006
5281.70
5518.00
5518.00
True
LW65
11.50
0.43055
0.43055
5281.70
5526.80
5526.80
True
LW65
11.67
0.43317
0.43317
5281.70
5529.00
5529.00
True
LW65
11.83
0.43317
0.43317
5281.70
5529.00
5529.00
True
LW65
12.00
0.43317
0.43317
5281.70
5529.00
5529.00
True
LW65
12.17
0.43317
0.43317
5281.70
5529.00
5529.00
True
LW65
12.33
0.43591
0.43591
5281.70
5531.30
5531.30
True
LW65
12.50
0.44414
0.44414
5281.70
5538.20
5538.20
True
LW65
12.67
0.45510
0.45510
5281.70
5547.40
5547.40
True
LW65
12.83
0.46058
0.46058
5281.70
5552.00
5552.00
True
LW65
13.00
0.46058
0.46058
5281.70
5552.00
5552.00
True
LW65
13.17
0.46583
0.46583
5281.70
5556.40
5556.40
True
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