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 B3.xlsx
Well ID
B3
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
0.24853
2.0-42.0 h
LW60
end_norm
0.04459
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.04459
2.0-42.0 h
LW60
max_norm
0.04459
2.0-42.0 h
LW60
min_norm
-0.02691
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
0.00164
2.0-42.0 h
LW61
auc_norm
7.19304
2.0-42.0 h
LW61
end_norm
0.29235
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.29235
2.0-42.0 h
LW61
max_norm
0.29235
2.0-42.0 h
LW61
min_norm
0.01039
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
0.00681
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
0.00000
2.0-42.0 h
LW62
pct_missing_norm
1.00000
2.0-42.0 h
LW62
pct_saturated_rows
1.00000
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
0.26432
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.21701
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
1.95605
2.0-42.0 h
LW64
end_norm
0.07498
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.07515
2.0-42.0 h
LW64
max_norm
0.07515
2.0-42.0 h
LW64
min_norm
0.00238
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
0.00171
2.0-42.0 h
LW65
auc_norm
2.32475
2.0-42.0 h
LW65
end_norm
0.09771
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.09771
2.0-42.0 h
LW65
max_norm
0.09771
2.0-42.0 h
LW65
min_norm
0.00438
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
0.00237
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 534 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
9362.13091
160.87323
Ready
LW65
5
8985.95455
219.76646
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
-1.00000–0.84336 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
-1.00000–0.84336 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
-1.00000–0.84336 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
-1.00000–0.84336 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
-1.00000
-1.00000
9627.70
7899.73
7899.73
True
LW60
0.17
-0.29898
-0.29898
9627.70
8924.90
8924.90
True
LW60
0.33
-0.15743
-0.15743
9627.70
9131.90
9131.90
True
LW60
0.50
-0.05951
-0.05951
9627.70
9275.10
9275.10
True
LW60
0.67
0.02398
0.02398
9627.70
9397.20
9397.20
True
LW60
0.83
0.07544
0.07544
9627.70
9472.45
9472.45
True
LW60
1.00
0.11753
0.11753
9627.70
9534.00
9534.00
True
LW60
1.17
0.13544
0.13544
9627.70
9560.20
9560.20
True
LW60
1.33
0.15513
0.15513
9627.70
9589.00
9589.00
True
LW60
1.50
0.17496
0.17496
9627.70
9618.00
9618.00
True
LW60
1.67
0.18167
0.18167
9627.70
9627.80
9627.80
True
LW60
1.83
0.18734
0.18734
9627.70
9636.09
9636.09
True
LW60
2.00
0.18153
0.18153
9627.70
9627.60
9627.60
True
LW60
2.17
0.18016
0.18016
9627.70
9625.60
9625.60
True
LW60
2.33
0.17975
0.17975
9627.70
9625.00
9625.00
True
LW60
2.50
0.17510
0.17510
9627.70
9618.20
9618.20
True
LW60
2.67
0.16840
0.16840
9627.70
9608.40
9608.40
True
LW60
2.83
0.16334
0.16334
9627.70
9601.00
9601.00
True
LW60
3.00
0.16197
0.16197
9627.70
9599.00
9599.00
True
LW60
3.17
0.15527
0.15527
9627.70
9589.20
9589.20
True
LW60
3.33
0.14693
0.14693
9627.70
9577.00
9577.00
True
LW60
3.50
0.13722
0.13722
9627.70
9562.80
9562.80
True
LW60
3.67
0.13065
0.13065
9627.70
9553.20
9553.20
True
LW60
3.83
0.12617
0.12617
9627.70
9546.64
9546.64
True
LW60
4.00
0.11739
0.11739
9627.70
9533.80
9533.80
True
LW60
4.17
0.11411
0.11411
9627.70
9529.00
9529.00
True
LW60
4.33
0.11411
0.11411
9627.70
9529.00
9529.00
True
LW60
4.50
0.10604
0.10604
9627.70
9517.20
9517.20
True
LW60
4.67
0.09961
0.09961
9627.70
9507.80
9507.80
True
LW60
4.83
0.09769
0.09769
9627.70
9505.00
9505.00
True
LW60
5.00
0.09455
0.09455
9627.70
9500.40
9500.40
True
LW60
5.17
0.08634
0.08634
9627.70
9488.40
9488.40
True
LW60
5.33
0.08128
0.08128
9627.70
9481.00
9481.00
True
LW60
5.50
0.07650
0.07650
9627.70
9474.00
9474.00
True
LW60
5.67
0.06679
0.06679
9627.70
9459.80
9459.80
True
LW60
5.83
0.06525
0.06525
9627.70
9457.55
9457.55
True
LW60
6.00
0.06487
0.06487
9627.70
9457.00
9457.00
True
LW60
6.17
0.05024
0.05024
9627.70
9435.60
9435.60
True
LW60
6.33
0.04873
0.04873
9627.70
9433.40
9433.40
True
LW60
6.50
0.04901
0.04901
9627.70
9433.80
9433.80
True
LW60
6.67
0.04682
0.04682
9627.70
9430.60
9430.60
True
LW60
6.83
0.04262
0.04262
9627.70
9424.45
9424.45
True
LW60
7.00
0.03766
0.03766
9627.70
9417.20
9417.20
True
LW60
7.17
0.03205
0.03205
9627.70
9409.00
9409.00
True
LW60
7.33
0.03041
0.03041
9627.70
9406.60
9406.60
True
LW60
7.50
0.02548
0.02548
9627.70
9399.40
9399.40
True
LW60
7.67
0.02754
0.02754
9627.70
9402.40
9402.40
True
LW60
7.83
0.02173
0.02173
9627.70
9393.91
9393.91
True
LW60
8.00
0.01933
0.01933
9627.70
9390.40
9390.40
True
LW60
8.17
0.01783
0.01783
9627.70
9388.20
9388.20
True
LW60
8.33
0.01577
0.01577
9627.70
9385.20
9385.20
True
LW60
8.50
0.01564
0.01564
9627.70
9385.00
9385.00
True
LW60
8.67
0.01591
0.01591
9627.70
9385.40
9385.40
True
LW60
8.83
0.01601
0.01601
9627.70
9385.55
9385.55
True
LW60
9.00
0.01236
0.01236
9627.70
9380.20
9380.20
True
LW60
9.17
0.01605
0.01605
9627.70
9385.60
9385.60
True
LW60
9.33
0.01236
0.01236
9627.70
9380.20
9380.20
True
LW60
9.50
0.00442
0.00442
9627.70
9368.60
9368.60
True
LW60
9.67
0.01071
0.01071
9627.70
9377.80
9377.80
True
LW60
9.83
0.01427
0.01427
9627.70
9383.00
9383.00
True
LW60
10.00
0.01085
0.01085
9627.70
9378.00
9378.00
True
LW60
10.17
0.01577
0.01577
9627.70
9385.20
9385.20
True
LW60
10.33
0.01577
0.01577
9627.70
9385.20
9385.20
True
LW60
10.50
0.01728
0.01728
9627.70
9387.40
9387.40
True
LW60
10.67
0.02713
0.02713
9627.70
9401.80
9401.80
True
LW60
10.83
0.03205
0.03205
9627.70
9409.00
9409.00
True
LW60
11.00
0.03205
0.03205
9627.70
9409.00
9409.00
True
LW60
11.17
0.03861
0.03861
9627.70
9418.60
9418.60
True
LW60
11.33
0.04682
0.04682
9627.70
9430.60
9430.60
True
LW60
11.50
0.04846
0.04846
9627.70
9433.00
9433.00
True
LW60
11.67
0.05503
0.05503
9627.70
9442.60
9442.60
True
LW60
11.83
0.06512
0.06512
9627.70
9457.36
9457.36
True
LW60
12.00
0.07021
0.07021
9627.70
9464.80
9464.80
True
LW60
12.17
0.07636
0.07636
9627.70
9473.80
9473.80
True
LW60
12.33
0.07964
0.07964
9627.70
9478.60
9478.60
True
LW60
12.50
0.08128
0.08128
9627.70
9481.00
9481.00
True
LW60
12.67
0.08142
0.08142
9627.70
9481.20
9481.20
True
LW60
12.83
0.08576
0.08576
9627.70
9487.55
9487.55
True
LW60
13.00
0.09769
0.09769
9627.70
9505.00
9505.00
True
LW60
13.17
0.09769
0.09769
9627.70
9505.00
9505.00
True
LW65
0.00
-1.00000
-1.00000
9451.84
7280.82
7280.82
True
LW65
0.17
-0.34739
-0.34739
9451.84
8393.60
8393.60
True
LW65
0.33
-0.18565
-0.18565
9451.84
8669.40
8669.40
True
LW65
0.50
-0.06472
-0.06472
9451.84
8875.60
8875.60
True
LW65
0.67
0.02278
0.02278
9451.84
9024.80
9024.80
True
LW65
0.83
0.08757
0.08757
9451.84
9135.27
9135.27
True
LW65
1.00
0.14002
0.14002
9451.84
9224.70
9224.70
True
LW65
1.17
0.17350
0.17350
9451.84
9281.80
9281.80
True
LW65
1.33
0.20728
0.20728
9451.84
9339.40
9339.40
True
LW65
1.50
0.23977
0.23977
9451.84
9394.80
9394.80
True
LW65
1.67
0.26241
0.26241
9451.84
9433.40
9433.40
True
LW65
1.83
0.28403
0.28403
9451.84
9470.27
9470.27
True
LW65
2.00
0.29748
0.29748
9451.84
9493.20
9493.20
True
LW65
2.17
0.30475
0.30475
9451.84
9505.60
9505.60
True
LW65
2.33
0.31566
0.31566
9451.84
9524.20
9524.20
True
LW65
2.50
0.32153
0.32153
9451.84
9534.20
9534.20
True
LW65
2.67
0.32985
0.32985
9451.84
9548.40
9548.40
True
LW65
2.83
0.33255
0.33255
9451.84
9553.00
9553.00
True
LW65
3.00
0.34123
0.34123
9451.84
9567.80
9567.80
True
LW65
3.17
0.34674
0.34674
9451.84
9577.20
9577.20
True
LW65
3.33
0.34663
0.34663
9451.84
9577.00
9577.00
True
LW65
3.50
0.34674
0.34674
9451.84
9577.20
9577.20
True
LW65
3.67
0.34815
0.34815
9451.84
9579.60
9579.60
True
LW65
3.83
0.35569
0.35569
9451.84
9592.45
9592.45
True
LW65
4.00
0.36070
0.36070
9451.84
9601.00
9601.00
True
LW65
4.17
0.36070
0.36070
9451.84
9601.00
9601.00
True
LW65
4.33
0.36070
0.36070
9451.84
9601.00
9601.00
True
LW65
4.50
0.36082
0.36082
9451.84
9601.20
9601.20
True
LW65
4.67
0.36094
0.36094
9451.84
9601.40
9601.40
True
LW65
4.83
0.36198
0.36198
9451.84
9603.18
9603.18
True
LW65
5.00
0.36645
0.36645
9451.84
9610.80
9610.80
True
LW65
5.17
0.36926
0.36926
9451.84
9615.60
9615.60
True
LW65
5.33
0.36633
0.36633
9451.84
9610.60
9610.60
True
LW65
5.50
0.36786
0.36786
9451.84
9613.20
9613.20
True
LW65
5.67
0.36516
0.36516
9451.84
9608.60
9608.60
True
LW65
5.83
0.36614
0.36614
9451.84
9610.27
9610.27
True
LW65
6.00
0.36070
0.36070
9451.84
9601.00
9601.00
True
LW65
6.17
0.36082
0.36082
9451.84
9601.20
9601.20
True
LW65
6.33
0.36797
0.36797
9451.84
9613.40
9613.40
True
LW65
6.50
0.36962
0.36962
9451.84
9616.20
9616.20
True
LW65
6.67
0.37055
0.37055
9451.84
9617.80
9617.80
True
LW65
6.83
0.37104
0.37104
9451.84
9618.64
9618.64
True
LW65
7.00
0.37114
0.37114
9451.84
9618.80
9618.80
True
LW65
7.17
0.36915
0.36915
9451.84
9615.40
9615.40
True
LW65
7.33
0.36915
0.36915
9451.84
9615.40
9615.40
True
LW65
7.50
0.37055
0.37055
9451.84
9617.80
9617.80
True
LW65
7.67
0.37513
0.37513
9451.84
9625.60
9625.60
True
LW65
7.83
0.37488
0.37488
9451.84
9625.18
9625.18
True
LW65
8.00
0.37513
0.37513
9451.84
9625.60
9625.60
True
LW65
8.17
0.37525
0.37525
9451.84
9625.80
9625.80
True
LW65
8.33
0.37489
0.37489
9451.84
9625.20
9625.20
True
LW65
8.50
0.37478
0.37478
9451.84
9625.00
9625.00
True
LW65
8.67
0.37501
0.37501
9451.84
9625.40
9625.40
True
LW65
8.83
0.37638
0.37638
9451.84
9627.73
9627.73
True
LW65
9.00
0.38322
0.38322
9451.84
9639.40
9639.40
True
LW65
9.17
0.38357
0.38357
9451.84
9640.00
9640.00
True
LW65
9.33
0.38885
0.38885
9451.84
9649.00
9649.00
True
LW65
9.50
0.38768
0.38768
9451.84
9647.00
9647.00
True
LW65
9.67
0.38885
0.38885
9451.84
9649.00
9649.00
True
LW65
9.83
0.38896
0.38896
9451.84
9649.18
9649.18
True
LW65
10.00
0.38897
0.38897
9451.84
9649.20
9649.20
True
LW65
10.17
0.39601
0.39601
9451.84
9661.20
9661.20
True
LW65
10.33
0.40304
0.40304
9451.84
9673.20
9673.20
True
LW65
10.50
0.40293
0.40293
9451.84
9673.00
9673.00
True
LW65
10.67
0.40293
0.40293
9451.84
9673.00
9673.00
True
LW65
10.83
0.40421
0.40421
9451.84
9675.18
9675.18
True
LW65
11.00
0.41559
0.41559
9451.84
9694.60
9694.60
True
LW65
11.17
0.41841
0.41841
9451.84
9699.40
9699.40
True
LW65
11.33
0.42122
0.42122
9451.84
9704.20
9704.20
True
LW65
11.50
0.43108
0.43108
9451.84
9721.00
9721.00
True
LW65
11.67
0.43108
0.43108
9451.84
9721.00
9721.00
True
LW65
11.83
0.43897
0.43897
9451.84
9734.45
9734.45
True
LW65
12.00
0.44832
0.44832
9451.84
9750.40
9750.40
True
LW65
12.17
0.45360
0.45360
9451.84
9759.40
9759.40
True
LW65
12.33
0.45923
0.45923
9451.84
9769.00
9769.00
True
LW65
12.50
0.46767
0.46767
9451.84
9783.40
9783.40
True
LW65
12.67
0.46779
0.46779
9451.84
9783.60
9783.60
True
LW65
12.83
0.47330
0.47330
9451.84
9793.00
9793.00
True
LW65
13.00
0.47753
0.47753
9451.84
9800.20
9800.20
True
LW65
13.17
0.48597
0.48597
9451.84
9814.60
9814.60
True
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