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
2026-03-27 inc4
Run date
2026-03-27
Media
LB
Incubator
inc4
Well file
2026-03-27 C3.xlsx
Well ID
C3
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
12.34330
2.0-42.0 h
LW60
end_norm
0.50716
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.50716
2.0-42.0 h
LW60
max_norm
0.50716
2.0-42.0 h
LW60
min_norm
-0.00280
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
0.01407
2.0-42.0 h
LW61
auc_norm
33.03461
2.0-42.0 h
LW61
end_norm
1.57824
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
1.57824
2.0-42.0 h
LW61
max_norm
1.57824
2.0-42.0 h
LW61
min_norm
0.02144
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
0.03421
2.0-42.0 h
LW62
auc_norm
-29.17067
2.0-42.0 h
LW62
end_norm
-0.80798
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.85157
2.0-42.0 h
LW62
max_norm
-0.03668
2.0-42.0 h
LW62
min_norm
-0.85157
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
-0.00615
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
0.14108
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.08174
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-6.44991
2.0-42.0 h
LW64
end_norm
-0.31196
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.31196
2.0-42.0 h
LW64
max_norm
-0.00560
2.0-42.0 h
LW64
min_norm
-0.31196
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
-0.00701
2.0-42.0 h
LW65
auc_norm
3.12584
2.0-42.0 h
LW65
end_norm
0.12579
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.12579
2.0-42.0 h
LW65
max_norm
0.12579
2.0-42.0 h
LW65
min_norm
-0.00169
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
0.00335
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 522 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
47126.57273
599.78259
Ready
LW65
5
5963.02545
74.09258
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
4541.09–71803.30 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
4541.09–71803.30 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
4541.09–71803.30 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
4541.09–71803.30 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
-0.49003
-0.49003
47473.04
35034.18
35034.18
True
LW60
0.17
-0.10833
-0.10833
47473.04
44453.30
44453.30
True
LW60
0.33
-0.03932
-0.03932
47473.04
46156.30
46156.30
True
LW60
0.50
-0.00679
-0.00679
47473.04
46959.00
46959.00
True
LW60
0.67
0.00901
0.00901
47473.04
47348.80
47348.80
True
LW60
0.83
0.01770
0.01770
47473.04
47563.36
47563.36
True
LW60
1.00
0.01940
0.01940
47473.04
47605.40
47605.40
True
LW60
1.17
0.01816
0.01816
47473.04
47574.80
47574.80
True
LW60
1.33
0.01429
0.01429
47473.04
47479.30
47479.30
True
LW60
1.50
0.00936
0.00936
47473.04
47357.60
47357.60
True
LW60
1.67
0.01358
0.01358
47473.04
47461.80
47461.80
True
LW60
1.83
0.01450
0.01450
47473.04
47484.27
47484.27
True
LW60
2.00
0.01499
0.01499
47473.04
47496.60
47496.60
True
LW60
2.17
0.01481
0.01481
47473.04
47492.10
47492.10
True
LW60
2.33
0.01570
0.01570
47473.04
47513.90
47513.90
True
LW60
2.50
0.01499
0.01499
47473.04
47496.40
47496.40
True
LW60
2.67
0.01463
0.01463
47473.04
47487.70
47487.70
True
LW60
2.83
0.01354
0.01354
47473.04
47460.64
47460.64
True
LW60
3.00
0.01235
0.01235
47473.04
47431.40
47431.40
True
LW60
3.17
0.01182
0.01182
47473.04
47418.20
47418.20
True
LW60
3.33
0.01024
0.01024
47473.04
47379.20
47379.20
True
LW60
3.50
0.00900
0.00900
47473.04
47348.70
47348.70
True
LW60
3.67
0.00971
0.00971
47473.04
47366.30
47366.30
True
LW60
3.83
0.00985
0.00985
47473.04
47369.73
47369.73
True
LW60
4.00
0.00883
0.00883
47473.04
47344.40
47344.40
True
LW60
4.17
0.00883
0.00883
47473.04
47344.40
47344.40
True
LW60
4.33
0.00865
0.00865
47473.04
47340.00
47340.00
True
LW60
4.50
0.00971
0.00971
47473.04
47366.30
47366.30
True
LW60
4.67
0.00954
0.00954
47473.04
47362.00
47362.00
True
LW60
4.83
0.01081
0.01081
47473.04
47393.27
47393.27
True
LW60
5.00
0.01164
0.01164
47473.04
47413.80
47413.80
True
LW60
5.17
0.01376
0.01376
47473.04
47466.10
47466.10
True
LW60
5.33
0.01782
0.01782
47473.04
47566.30
47566.30
True
LW60
5.50
0.02293
0.02293
47473.04
47692.50
47692.50
True
LW60
5.67
0.02807
0.02807
47473.04
47819.20
47819.20
True
LW60
5.83
0.03329
0.03329
47473.04
47948.18
47948.18
True
LW60
6.00
0.03783
0.03783
47473.04
48060.00
48060.00
True
LW60
6.17
0.03979
0.03979
47473.04
48108.40
48108.40
True
LW60
6.33
0.04032
0.04032
47473.04
48121.60
48121.60
True
LW60
6.50
0.04086
0.04086
47473.04
48134.80
48134.80
True
LW60
6.67
0.04014
0.04014
47473.04
48117.20
48117.20
True
LW60
6.83
0.03929
0.03929
47473.04
48096.00
48096.00
True
LW60
7.00
0.03872
0.03872
47473.04
48082.00
48082.00
True
LW60
7.17
0.03961
0.03961
47473.04
48104.00
48104.00
True
LW60
7.33
0.04014
0.04014
47473.04
48117.20
48117.20
True
LW60
7.50
0.04104
0.04104
47473.04
48139.20
48139.20
True
LW60
7.67
0.04335
0.04335
47473.04
48196.30
48196.30
True
LW60
7.83
0.04589
0.04589
47473.04
48259.00
48259.00
True
LW60
8.00
0.04991
0.04991
47473.04
48358.20
48358.20
True
LW60
8.17
0.05655
0.05655
47473.04
48522.00
48522.00
True
LW60
8.33
0.06406
0.06406
47473.04
48707.30
48707.30
True
LW60
8.50
0.07141
0.07141
47473.04
48888.80
48888.80
True
LW60
8.67
0.08149
0.08149
47473.04
49137.50
49137.50
True
LW60
8.83
0.09341
0.09341
47473.04
49431.73
49431.73
True
LW60
9.00
0.10812
0.10812
47473.04
49794.60
49794.60
True
LW60
9.17
0.12617
0.12617
47473.04
50240.10
50240.10
True
LW60
9.33
0.14286
0.14286
47473.04
50652.00
50652.00
True
LW60
9.50
0.16132
0.16132
47473.04
51107.40
51107.40
True
LW60
9.67
0.18156
0.18156
47473.04
51607.00
51607.00
True
LW60
9.83
0.20178
0.20178
47473.04
52105.82
52105.82
True
LW60
10.00
0.22489
0.22489
47473.04
52676.20
52676.20
True
LW60
10.17
0.24479
0.24479
47473.04
53167.20
53167.20
True
LW60
10.33
0.26558
0.26558
47473.04
53680.20
53680.20
True
LW60
10.50
0.28535
0.28535
47473.04
54168.20
54168.20
True
LW60
10.67
0.30410
0.30410
47473.04
54630.80
54630.80
True
LW60
10.83
0.32576
0.32576
47473.04
55165.18
55165.18
True
LW60
11.00
0.34762
0.34762
47473.04
55704.60
55704.60
True
LW60
11.17
0.36357
0.36357
47473.04
56098.40
56098.40
True
LW60
11.33
0.37683
0.37683
47473.04
56425.50
56425.50
True
LW60
11.50
0.38517
0.38517
47473.04
56631.30
56631.30
True
LW60
11.67
0.39113
0.39113
47473.04
56778.40
56778.40
True
LW60
11.83
0.39552
0.39552
47473.04
56886.82
56886.82
True
LW60
12.00
0.40772
0.40772
47473.04
57187.70
57187.70
True
LW60
12.17
0.41454
0.41454
47473.04
57356.00
57356.00
True
LW60
12.33
0.42257
0.42257
47473.04
57554.30
57554.30
True
LW60
12.50
0.43083
0.43083
47473.04
57758.10
57758.10
True
LW60
12.67
0.43770
0.43770
47473.04
57927.50
57927.50
True
LW60
12.83
0.44449
0.44449
47473.04
58095.18
58095.18
True
LW60
13.00
0.45147
0.45147
47473.04
58267.40
58267.40
True
LW60
13.17
0.45697
0.45697
47473.04
58403.00
58403.00
True
LW65
0.00
-1.00000
-1.00000
6032.20
4541.09
4541.09
True
LW65
0.17
-0.28920
-0.28920
6032.20
5551.80
5551.80
True
LW65
0.33
-0.08511
-0.08511
6032.20
5842.00
5842.00
True
LW65
0.50
-0.01254
-0.01254
6032.20
5945.20
5945.20
True
LW65
0.67
0.01911
0.01911
6032.20
5990.20
5990.20
True
LW65
0.83
0.03706
0.03706
6032.20
6015.73
6015.73
True
LW65
1.00
0.04147
0.04147
6032.20
6022.00
6022.00
True
LW65
1.17
0.04147
0.04147
6032.20
6022.00
6022.00
True
LW65
1.33
0.04147
0.04147
6032.20
6022.00
6022.00
True
LW65
1.50
0.04147
0.04147
6032.20
6022.00
6022.00
True
LW65
1.67
0.04457
0.04457
6032.20
6026.40
6026.40
True
LW65
1.83
0.05273
0.05273
6032.20
6038.00
6038.00
True
LW65
2.00
0.05695
0.05695
6032.20
6044.00
6044.00
True
LW65
2.17
0.05695
0.05695
6032.20
6044.00
6044.00
True
LW65
2.33
0.05695
0.05695
6032.20
6044.00
6044.00
True
LW65
2.50
0.05695
0.05695
6032.20
6044.00
6044.00
True
LW65
2.67
0.05695
0.05695
6032.20
6044.00
6044.00
True
LW65
2.83
0.05695
0.05695
6032.20
6044.00
6044.00
True
LW65
3.00
0.05695
0.05695
6032.20
6044.00
6044.00
True
LW65
3.17
0.05695
0.05695
6032.20
6044.00
6044.00
True
LW65
3.33
0.05540
0.05540
6032.20
6041.80
6041.80
True
LW65
3.50
0.05076
0.05076
6032.20
6035.20
6035.20
True
LW65
3.67
0.05076
0.05076
6032.20
6035.20
6035.20
True
LW65
3.83
0.04429
0.04429
6032.20
6026.00
6026.00
True
LW65
4.00
0.04147
0.04147
6032.20
6022.00
6022.00
True
LW65
4.17
0.04147
0.04147
6032.20
6022.00
6022.00
True
LW65
4.33
0.04147
0.04147
6032.20
6022.00
6022.00
True
LW65
4.50
0.04147
0.04147
6032.20
6022.00
6022.00
True
LW65
4.67
0.04612
0.04612
6032.20
6028.60
6028.60
True
LW65
4.83
0.04429
0.04429
6032.20
6026.00
6026.00
True
LW65
5.00
0.04612
0.04612
6032.20
6028.60
6028.60
True
LW65
5.17
0.05695
0.05695
6032.20
6044.00
6044.00
True
LW65
5.33
0.05695
0.05695
6032.20
6044.00
6044.00
True
LW65
5.50
0.06989
0.06989
6032.20
6062.40
6062.40
True
LW65
5.67
0.07312
0.07312
6032.20
6067.00
6067.00
True
LW65
5.83
0.08859
0.08859
6032.20
6089.00
6089.00
True
LW65
6.00
0.08859
0.08859
6032.20
6089.00
6089.00
True
LW65
6.17
0.09345
0.09345
6032.20
6095.90
6095.90
True
LW65
6.33
0.09183
0.09183
6032.20
6093.60
6093.60
True
LW65
6.50
0.09021
0.09021
6032.20
6091.30
6091.30
True
LW65
6.67
0.08859
0.08859
6032.20
6089.00
6089.00
True
LW65
6.83
0.08859
0.08859
6032.20
6089.00
6089.00
True
LW65
7.00
0.08859
0.08859
6032.20
6089.00
6089.00
True
LW65
7.17
0.08859
0.08859
6032.20
6089.00
6089.00
True
LW65
7.33
0.08705
0.08705
6032.20
6086.80
6086.80
True
LW65
7.50
0.08241
0.08241
6032.20
6080.20
6080.20
True
LW65
7.67
0.07312
0.07312
6032.20
6067.00
6067.00
True
LW65
7.83
0.07312
0.07312
6032.20
6067.00
6067.00
True
LW65
8.00
0.07312
0.07312
6032.20
6067.00
6067.00
True
LW65
8.17
0.07312
0.07312
6032.20
6067.00
6067.00
True
LW65
8.33
0.07312
0.07312
6032.20
6067.00
6067.00
True
LW65
8.50
0.07312
0.07312
6032.20
6067.00
6067.00
True
LW65
8.67
0.07312
0.07312
6032.20
6067.00
6067.00
True
LW65
8.83
0.07312
0.07312
6032.20
6067.00
6067.00
True
LW65
9.00
0.07312
0.07312
6032.20
6067.00
6067.00
True
LW65
9.17
0.08241
0.08241
6032.20
6080.20
6080.20
True
LW65
9.33
0.08859
0.08859
6032.20
6089.00
6089.00
True
LW65
9.50
0.08859
0.08859
6032.20
6089.00
6089.00
True
LW65
9.67
0.08859
0.08859
6032.20
6089.00
6089.00
True
LW65
9.83
0.08859
0.08859
6032.20
6089.00
6089.00
True
LW65
10.00
0.09506
0.09506
6032.20
6098.20
6098.20
True
LW65
10.17
0.10477
0.10477
6032.20
6112.00
6112.00
True
LW65
10.33
0.10632
0.10632
6032.20
6114.20
6114.20
True
LW65
10.50
0.11869
0.11869
6032.20
6131.80
6131.80
True
LW65
10.67
0.13156
0.13156
6032.20
6150.10
6150.10
True
LW65
10.83
0.14626
0.14626
6032.20
6171.00
6171.00
True
LW65
11.00
0.17735
0.17735
6032.20
6215.20
6215.20
True
LW65
11.17
0.20583
0.20583
6032.20
6255.70
6255.70
True
LW65
11.33
0.22812
0.22812
6032.20
6287.40
6287.40
True
LW65
11.50
0.25056
0.25056
6032.20
6319.30
6319.30
True
LW65
11.67
0.26300
0.26300
6032.20
6337.00
6337.00
True
LW65
11.83
0.27477
0.27477
6032.20
6353.73
6353.73
True
LW65
12.00
0.29001
0.29001
6032.20
6375.40
6375.40
True
LW65
12.17
0.29465
0.29465
6032.20
6382.00
6382.00
True
LW65
12.33
0.29950
0.29950
6032.20
6388.90
6388.90
True
LW65
12.50
0.30921
0.30921
6032.20
6402.70
6402.70
True
LW65
12.67
0.31568
0.31568
6032.20
6411.90
6411.90
True
LW65
12.83
0.32700
0.32700
6032.20
6428.00
6428.00
True
LW65
13.00
0.32700
0.32700
6032.20
6428.00
6428.00
True
LW65
13.17
0.32700
0.32700
6032.20
6428.00
6428.00
True
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