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
2026-03-30 inc5
Run date
2026-03-30
Media
LB
Incubator
inc5
Well file
2026-03-30 B4.xlsx
Well ID
B4
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
11.62995
2.0-42.0 h
LW60
end_norm
0.44726
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.44726
2.0-42.0 h
LW60
max_norm
0.44726
2.0-42.0 h
LW60
min_norm
-0.00714
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
0.01156
2.0-42.0 h
LW61
auc_norm
31.11583
2.0-42.0 h
LW61
end_norm
1.13030
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
1.13030
2.0-42.0 h
LW61
max_norm
1.13030
2.0-42.0 h
LW61
min_norm
0.01849
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
0.02342
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
0.04564
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
0.23402
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.18133
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-5.76713
2.0-42.0 h
LW64
end_norm
-0.18343
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.22267
2.0-42.0 h
LW64
max_norm
0.03966
2.0-42.0 h
LW64
min_norm
-0.22267
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
-0.00475
2.0-42.0 h
LW65
auc_norm
2.42197
2.0-42.0 h
LW65
end_norm
0.09472
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.09472
2.0-42.0 h
LW65
max_norm
0.09472
2.0-42.0 h
LW65
min_norm
-0.00717
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
0.00259
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 830 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
22430.54545
354.44458
Ready
LW65
5
4799.38000
75.07777
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
0.00–69.00 h
4041.18–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–69.00 h
4041.18–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–69.00 h
4041.18–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–69.00 h
4041.18–48539.60 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
0.00–69.00 h
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–69.00 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–69.00 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–69.00 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
-0.26062
-0.26062
22901.55
19483.27
19483.27
True
LW60
0.17
-0.09369
-0.09369
22901.55
21371.00
21371.00
True
LW60
0.33
-0.04793
-0.04793
22901.55
21888.50
21888.50
True
LW60
0.50
-0.01394
-0.01394
22901.55
22272.90
22272.90
True
LW60
0.67
0.01044
0.01044
22901.55
22548.60
22548.60
True
LW60
0.83
0.02398
0.02398
22901.55
22701.73
22701.73
True
LW60
1.00
0.02745
0.02745
22901.55
22741.00
22741.00
True
LW60
1.17
0.03038
0.03038
22901.55
22774.10
22774.10
True
LW60
1.33
0.04134
0.04134
22901.55
22898.00
22898.00
True
LW60
1.50
0.04187
0.04187
22901.55
22904.00
22904.00
True
LW60
1.67
0.04187
0.04187
22901.55
22904.00
22904.00
True
LW60
1.83
0.04143
0.04143
22901.55
22899.09
22899.09
True
LW60
2.00
0.04027
0.04027
22901.55
22886.00
22886.00
True
LW60
2.17
0.03948
0.03948
22901.55
22877.00
22877.00
True
LW60
2.33
0.03842
0.03842
22901.55
22865.00
22865.00
True
LW60
2.50
0.03789
0.03789
22901.55
22859.00
22859.00
True
LW60
2.67
0.03736
0.03736
22901.55
22853.00
22853.00
True
LW60
2.83
0.03510
0.03510
22901.55
22827.45
22827.45
True
LW60
3.00
0.03302
0.03302
22901.55
22804.00
22804.00
True
LW60
3.17
0.03302
0.03302
22901.55
22804.00
22804.00
True
LW60
3.33
0.03117
0.03117
22901.55
22783.00
22783.00
True
LW60
3.50
0.02904
0.02904
22901.55
22759.00
22759.00
True
LW60
3.67
0.02904
0.02904
22901.55
22759.00
22759.00
True
LW60
3.83
0.02760
0.02760
22901.55
22742.64
22742.64
True
LW60
4.00
0.02745
0.02745
22901.55
22741.00
22741.00
True
LW60
4.17
0.02719
0.02719
22901.55
22738.00
22738.00
True
LW60
4.33
0.02825
0.02825
22901.55
22750.00
22750.00
True
LW60
4.50
0.02851
0.02851
22901.55
22753.00
22753.00
True
LW60
4.67
0.03011
0.03011
22901.55
22771.00
22771.00
True
LW60
4.83
0.03242
0.03242
22901.55
22797.18
22797.18
True
LW60
5.00
0.03545
0.03545
22901.55
22831.40
22831.40
True
LW60
5.17
0.04054
0.04054
22901.55
22889.00
22889.00
True
LW60
5.33
0.04399
0.04399
22901.55
22928.00
22928.00
True
LW60
5.50
0.04960
0.04960
22901.55
22991.50
22991.50
True
LW60
5.67
0.05631
0.05631
22901.55
23067.40
23067.40
True
LW60
5.83
0.06577
0.06577
22901.55
23174.27
23174.27
True
LW60
6.00
0.07535
0.07535
22901.55
23282.70
23282.70
True
LW60
6.17
0.08234
0.08234
22901.55
23361.70
23361.70
True
LW60
6.33
0.08802
0.08802
22901.55
23425.90
23425.90
True
LW60
6.50
0.09068
0.09068
22901.55
23456.00
23456.00
True
LW60
6.67
0.09015
0.09015
22901.55
23450.00
23450.00
True
LW60
6.83
0.08802
0.08802
22901.55
23425.91
23425.91
True
LW60
7.00
0.08475
0.08475
22901.55
23389.00
23389.00
True
LW60
7.17
0.08181
0.08181
22901.55
23355.70
23355.70
True
LW60
7.33
0.07989
0.07989
22901.55
23334.00
23334.00
True
LW60
7.50
0.08044
0.08044
22901.55
23340.20
23340.20
True
LW60
7.67
0.08207
0.08207
22901.55
23358.70
23358.70
True
LW60
7.83
0.08507
0.08507
22901.55
23392.55
23392.55
True
LW60
8.00
0.09231
0.09231
22901.55
23474.50
23474.50
True
LW60
8.17
0.10122
0.10122
22901.55
23575.20
23575.20
True
LW60
8.33
0.11583
0.11583
22901.55
23740.50
23740.50
True
LW60
8.50
0.13265
0.13265
22901.55
23930.70
23930.70
True
LW60
8.67
0.15278
0.15278
22901.55
24158.30
24158.30
True
LW60
8.83
0.18041
0.18041
22901.55
24470.73
24470.73
True
LW60
9.00
0.21420
0.21420
22901.55
24852.90
24852.90
True
LW60
9.17
0.24905
0.24905
22901.55
25247.00
25247.00
True
LW60
9.33
0.28579
0.28579
22901.55
25662.50
25662.50
True
LW60
9.50
0.32109
0.32109
22901.55
26061.70
26061.70
True
LW60
9.67
0.35210
0.35210
22901.55
26412.40
26412.40
True
LW60
9.83
0.38050
0.38050
22901.55
26733.55
26733.55
True
LW60
10.00
0.40233
0.40233
22901.55
26980.40
26980.40
True
LW60
10.17
0.42033
0.42033
22901.55
27184.00
27184.00
True
LW60
10.33
0.43780
0.43780
22901.55
27381.60
27381.60
True
LW60
10.50
0.45418
0.45418
22901.55
27566.80
27566.80
True
LW60
10.67
0.46974
0.46974
22901.55
27742.80
27742.80
True
LW60
10.83
0.48579
0.48579
22901.55
27924.27
27924.27
True
LW60
11.00
0.49895
0.49895
22901.55
28073.10
28073.10
True
LW60
11.17
0.50945
0.50945
22901.55
28191.80
28191.80
True
LW60
11.33
0.51986
0.51986
22901.55
28309.60
28309.60
True
LW60
11.50
0.52716
0.52716
22901.55
28392.10
28392.10
True
LW60
11.67
0.53387
0.53387
22901.55
28468.00
28468.00
True
LW60
11.83
0.53891
0.53891
22901.55
28525.00
28525.00
True
LW60
12.00
0.54204
0.54204
22901.55
28560.40
28560.40
True
LW60
12.17
0.54408
0.54408
22901.55
28583.50
28583.50
True
LW60
12.33
0.54525
0.54525
22901.55
28596.70
28596.70
True
LW60
12.50
0.54759
0.54759
22901.55
28623.20
28623.20
True
LW60
12.67
0.54983
0.54983
22901.55
28648.45
28648.45
True
LW60
12.83
0.55468
0.55468
22901.55
28703.30
28703.30
True
LW60
13.00
0.55847
0.55847
22901.55
28746.20
28746.20
True
LW60
13.17
0.56343
0.56343
22901.55
28802.30
28802.30
True
LW65
0.00
-1.00000
-1.00000
4909.00
4041.18
4181.00
True
LW65
0.17
-0.39697
-0.39697
4909.00
4553.90
4553.90
True
LW65
0.33
-0.18416
-0.18416
4909.00
4685.50
4685.50
True
LW65
0.50
-0.05398
-0.05398
4909.00
4766.00
4766.00
True
LW65
0.67
0.03496
0.03496
4909.00
4821.00
4821.00
True
LW65
0.83
0.08994
0.08994
4909.00
4855.00
4855.00
True
LW65
1.00
0.11323
0.11323
4909.00
4869.40
4869.40
True
LW65
1.17
0.13814
0.13814
4909.00
4884.80
4884.80
True
LW65
1.33
0.17371
0.17371
4909.00
4906.80
4906.80
True
LW65
1.50
0.17727
0.17727
4909.00
4909.00
4909.00
True
LW65
1.67
0.17727
0.17727
4909.00
4909.00
4909.00
True
LW65
1.83
0.17727
0.17727
4909.00
4909.00
4909.00
True
LW65
2.00
0.17727
0.17727
4909.00
4909.00
4909.00
True
LW65
2.17
0.17727
0.17727
4909.00
4909.00
4909.00
True
LW65
2.33
0.17727
0.17727
4909.00
4909.00
4909.00
True
LW65
2.50
0.17727
0.17727
4909.00
4909.00
4909.00
True
LW65
2.67
0.17727
0.17727
4909.00
4909.00
4909.00
True
LW65
2.83
0.17080
0.17080
4909.00
4905.00
4905.00
True
LW65
3.00
0.16660
0.16660
4909.00
4902.40
4902.40
True
LW65
3.17
0.15948
0.15948
4909.00
4898.00
4898.00
True
LW65
3.33
0.14525
0.14525
4909.00
4889.20
4889.20
True
LW65
3.50
0.14169
0.14169
4909.00
4887.00
4887.00
True
LW65
3.67
0.14169
0.14169
4909.00
4887.00
4887.00
True
LW65
3.83
0.14169
0.14169
4909.00
4887.00
4887.00
True
LW65
4.00
0.14169
0.14169
4909.00
4887.00
4887.00
True
LW65
4.17
0.14169
0.14169
4909.00
4887.00
4887.00
True
LW65
4.33
0.14169
0.14169
4909.00
4887.00
4887.00
True
LW65
4.50
0.14169
0.14169
4909.00
4887.00
4887.00
True
LW65
4.67
0.12035
0.12035
4909.00
4873.80
4873.80
True
LW65
4.83
0.12876
0.12876
4909.00
4879.00
4879.00
True
LW65
5.00
0.13814
0.13814
4909.00
4884.80
4884.80
True
LW65
5.17
0.14169
0.14169
4909.00
4887.00
4887.00
True
LW65
5.33
0.14169
0.14169
4909.00
4887.00
4887.00
True
LW65
5.50
0.14525
0.14525
4909.00
4889.20
4889.20
True
LW65
5.67
0.16304
0.16304
4909.00
4900.20
4900.20
True
LW65
5.83
0.18374
0.18374
4909.00
4913.00
4913.00
True
LW65
6.00
0.21285
0.21285
4909.00
4931.00
4931.00
True
LW65
6.17
0.21996
0.21996
4909.00
4935.40
4935.40
True
LW65
6.33
0.24131
0.24131
4909.00
4948.60
4948.60
True
LW65
6.50
0.22708
0.22708
4909.00
4939.80
4939.80
True
LW65
6.67
0.23775
0.23775
4909.00
4946.40
4946.40
True
LW65
6.83
0.21608
0.21608
4909.00
4933.00
4933.00
True
LW65
7.00
0.21285
0.21285
4909.00
4931.00
4931.00
True
LW65
7.17
0.21285
0.21285
4909.00
4931.00
4931.00
True
LW65
7.33
0.21285
0.21285
4909.00
4931.00
4931.00
True
LW65
7.50
0.19506
0.19506
4909.00
4920.00
4920.00
True
LW65
7.67
0.17727
0.17727
4909.00
4909.00
4909.00
True
LW65
7.83
0.18050
0.18050
4909.00
4911.00
4911.00
True
LW65
8.00
0.17727
0.17727
4909.00
4909.00
4909.00
True
LW65
8.17
0.17727
0.17727
4909.00
4909.00
4909.00
True
LW65
8.33
0.18439
0.18439
4909.00
4913.40
4913.40
True
LW65
8.50
0.21285
0.21285
4909.00
4931.00
4931.00
True
LW65
8.67
0.21285
0.21285
4909.00
4931.00
4931.00
True
LW65
8.83
0.21608
0.21608
4909.00
4933.00
4933.00
True
LW65
9.00
0.23419
0.23419
4909.00
4944.20
4944.20
True
LW65
9.17
0.25198
0.25198
4909.00
4955.20
4955.20
True
LW65
9.33
0.28400
0.28400
4909.00
4975.00
4975.00
True
LW65
9.50
0.30890
0.30890
4909.00
4990.40
4990.40
True
LW65
9.67
0.32313
0.32313
4909.00
4999.20
4999.20
True
LW65
9.83
0.35515
0.35515
4909.00
5019.00
5019.00
True
LW65
10.00
0.36259
0.36259
4909.00
5023.60
5023.60
True
LW65
10.17
0.39235
0.39235
4909.00
5042.00
5042.00
True
LW65
10.33
0.39235
0.39235
4909.00
5042.00
5042.00
True
LW65
10.50
0.40658
0.40658
4909.00
5050.80
5050.80
True
LW65
10.67
0.42792
0.42792
4909.00
5064.00
5064.00
True
LW65
10.83
0.44086
0.44086
4909.00
5072.00
5072.00
True
LW65
11.00
0.46350
0.46350
4909.00
5086.00
5086.00
True
LW65
11.17
0.46350
0.46350
4909.00
5086.00
5086.00
True
LW65
11.33
0.46350
0.46350
4909.00
5086.00
5086.00
True
LW65
11.50
0.46350
0.46350
4909.00
5086.00
5086.00
True
LW65
11.67
0.47062
0.47062
4909.00
5090.40
5090.40
True
LW65
11.83
0.48938
0.48938
4909.00
5102.00
5102.00
True
LW65
12.00
0.48841
0.48841
4909.00
5101.40
5101.40
True
LW65
12.17
0.49552
0.49552
4909.00
5105.80
5105.80
True
LW65
12.33
0.49196
0.49196
4909.00
5103.60
5103.60
True
LW65
12.50
0.49908
0.49908
4909.00
5108.00
5108.00
True
LW65
12.67
0.49908
0.49908
4909.00
5108.00
5108.00
True
LW65
12.83
0.49908
0.49908
4909.00
5108.00
5108.00
True
LW65
13.00
0.49908
0.49908
4909.00
5108.00
5108.00
True
LW65
13.17
0.49908
0.49908
4909.00
5108.00
5108.00
True
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