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
2026-04-01 inc4
Run date
2026-04-01
Media
LB
Incubator
inc4
Well file
2026-04-01 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
2.73447
2.0-42.0 h
LW60
end_norm
0.11758
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.11939
2.0-42.0 h
LW60
max_norm
0.11939
2.0-42.0 h
LW60
min_norm
0.00334
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
0.00267
2.0-42.0 h
LW61
auc_norm
10.88377
2.0-42.0 h
LW61
end_norm
0.37597
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.38499
2.0-42.0 h
LW61
max_norm
0.38499
2.0-42.0 h
LW61
min_norm
0.01479
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
0.00734
2.0-42.0 h
LW62
auc_norm
-21.64408
2.0-42.0 h
LW62
end_norm
-0.67333
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.67669
2.0-42.0 h
LW62
max_norm
-0.14151
2.0-42.0 h
LW62
min_norm
-0.67669
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
-0.00306
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
0.00000
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.26586
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
5.03925
2.0-42.0 h
LW64
end_norm
0.17814
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.17912
2.0-42.0 h
LW64
max_norm
0.17912
2.0-42.0 h
LW64
min_norm
0.00687
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
0.00370
2.0-42.0 h
LW65
auc_norm
5.61425
2.0-42.0 h
LW65
end_norm
0.20230
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.20362
2.0-42.0 h
LW65
max_norm
0.20362
2.0-42.0 h
LW65
min_norm
0.01077
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
0.00388
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 540 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
4572.28182
145.81389
Ready
LW65
5
15258.26545
866.39251
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
3208.82–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
3208.82–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
3208.82–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
3208.82–48539.60 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
-1.00000–0.77532 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
-1.00000–0.77532 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
-1.00000–0.77532 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
-1.00000–0.77532 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
4761.10
3208.82
3208.82
True
LW60
0.17
-0.33289
-0.33289
4761.10
4118.40
4118.40
True
LW60
0.33
-0.16530
-0.16530
4761.10
4346.90
4346.90
True
LW60
0.50
-0.04055
-0.04055
4761.10
4517.00
4517.00
True
LW60
0.67
0.03001
0.03001
4761.10
4613.20
4613.20
True
LW60
0.83
0.07343
0.07343
4761.10
4672.40
4672.40
True
LW60
1.00
0.10241
0.10241
4761.10
4711.91
4711.91
True
LW60
1.17
0.11787
0.11787
4761.10
4733.00
4733.00
True
LW60
1.33
0.12756
0.12756
4761.10
4746.20
4746.20
True
LW60
1.50
0.13401
0.13401
4761.10
4755.00
4755.00
True
LW60
1.67
0.13562
0.13562
4761.10
4757.20
4757.20
True
LW60
1.83
0.14134
0.14134
4761.10
4765.00
4765.00
True
LW60
2.00
0.15015
0.15015
4761.10
4777.00
4777.00
True
LW60
2.17
0.15015
0.15015
4761.10
4777.00
4777.00
True
LW60
2.33
0.15337
0.15337
4761.10
4781.40
4781.40
True
LW60
2.50
0.16628
0.16628
4761.10
4799.00
4799.00
True
LW60
2.67
0.16650
0.16650
4761.10
4799.30
4799.30
True
LW60
2.83
0.16635
0.16635
4761.10
4799.09
4799.09
True
LW60
3.00
0.17596
0.17596
4761.10
4812.20
4812.20
True
LW60
3.17
0.18080
0.18080
4761.10
4818.80
4818.80
True
LW60
3.33
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
3.50
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
3.67
0.18249
0.18249
4761.10
4821.10
4821.10
True
LW60
3.83
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
4.00
0.18256
0.18256
4761.10
4821.20
4821.20
True
LW60
4.17
0.18249
0.18249
4761.10
4821.10
4821.10
True
LW60
4.33
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
4.50
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
4.67
0.18249
0.18249
4761.10
4821.10
4821.10
True
LW60
4.83
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
5.00
0.18249
0.18249
4761.10
4821.10
4821.10
True
LW60
5.17
0.18256
0.18256
4761.10
4821.20
4821.20
True
LW60
5.33
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
5.50
0.18264
0.18264
4761.10
4821.30
4821.30
True
LW60
5.67
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
5.83
0.18255
0.18255
4761.10
4821.18
4821.18
True
LW60
6.00
0.18264
0.18264
4761.10
4821.30
4821.30
True
LW60
6.17
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
6.33
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
6.50
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
6.67
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
6.83
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
7.00
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
7.17
0.18249
0.18249
4761.10
4821.10
4821.10
True
LW60
7.33
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
7.50
0.18242
0.18242
4761.10
4821.00
4821.00
True
LW60
7.67
0.19870
0.19870
4761.10
4843.20
4843.20
True
LW60
7.83
0.19855
0.19855
4761.10
4843.00
4843.00
True
LW60
8.00
0.19863
0.19863
4761.10
4843.10
4843.10
True
LW60
8.17
0.19863
0.19863
4761.10
4843.10
4843.10
True
LW60
8.33
0.20178
0.20178
4761.10
4847.40
4847.40
True
LW60
8.50
0.21469
0.21469
4761.10
4865.00
4865.00
True
LW60
8.67
0.21476
0.21476
4761.10
4865.10
4865.10
True
LW60
8.83
0.21762
0.21762
4761.10
4869.00
4869.00
True
LW60
9.00
0.22760
0.22760
4761.10
4882.60
4882.60
True
LW60
9.17
0.23082
0.23082
4761.10
4887.00
4887.00
True
LW60
9.33
0.23090
0.23090
4761.10
4887.10
4887.10
True
LW60
9.50
0.23082
0.23082
4761.10
4887.00
4887.00
True
LW60
9.67
0.23566
0.23566
4761.10
4893.60
4893.60
True
LW60
9.83
0.24702
0.24702
4761.10
4909.09
4909.09
True
LW60
10.00
0.24710
0.24710
4761.10
4909.20
4909.20
True
LW60
10.17
0.25869
0.25869
4761.10
4925.00
4925.00
True
LW60
10.33
0.26309
0.26309
4761.10
4931.00
4931.00
True
LW60
10.50
0.26331
0.26331
4761.10
4931.30
4931.30
True
LW60
10.67
0.26984
0.26984
4761.10
4940.20
4940.20
True
LW60
10.83
0.27950
0.27950
4761.10
4953.36
4953.36
True
LW60
11.00
0.27923
0.27923
4761.10
4953.00
4953.00
True
LW60
11.17
0.27938
0.27938
4761.10
4953.20
4953.20
True
LW60
11.33
0.27923
0.27923
4761.10
4953.00
4953.00
True
LW60
11.50
0.27930
0.27930
4761.10
4953.10
4953.10
True
LW60
11.67
0.28092
0.28092
4761.10
4955.30
4955.30
True
LW60
11.83
0.29243
0.29243
4761.10
4971.00
4971.00
True
LW60
12.00
0.29536
0.29536
4761.10
4975.00
4975.00
True
LW60
12.17
0.29866
0.29866
4761.10
4979.50
4979.50
True
LW60
12.33
0.31157
0.31157
4761.10
4997.10
4997.10
True
LW60
12.50
0.31157
0.31157
4761.10
4997.10
4997.10
True
LW60
12.67
0.31150
0.31150
4761.10
4997.00
4997.00
True
LW60
12.83
0.32503
0.32503
4761.10
5015.45
5015.45
True
LW60
13.00
0.32778
0.32778
4761.10
5019.20
5019.20
True
LW60
13.17
0.32807
0.32807
4761.10
5019.60
5019.60
True
LW65
0.00
-1.00000
-1.00000
16585.96
9117.36
9117.36
True
LW65
0.17
-0.41570
-0.41570
16585.96
12705.50
12705.50
True
LW65
0.33
-0.21076
-0.21076
16585.96
13964.00
13964.00
True
LW65
0.50
-0.06238
-0.06238
16585.96
14875.20
14875.20
True
LW65
0.67
0.03163
0.03163
16585.96
15452.50
15452.50
True
LW65
0.83
0.09683
0.09683
16585.96
15852.90
15852.90
True
LW65
1.00
0.14468
0.14468
16585.96
16146.73
16146.73
True
LW65
1.17
0.17369
0.17369
16585.96
16324.90
16324.90
True
LW65
1.33
0.19436
0.19436
16585.96
16451.80
16451.80
True
LW65
1.50
0.20139
0.20139
16585.96
16495.00
16495.00
True
LW65
1.67
0.20761
0.20761
16585.96
16533.20
16533.20
True
LW65
1.83
0.22480
0.22480
16585.96
16638.73
16638.73
True
LW65
2.00
0.24530
0.24530
16585.96
16764.60
16764.60
True
LW65
2.17
0.25998
0.25998
16585.96
16854.80
16854.80
True
LW65
2.33
0.26844
0.26844
16585.96
16906.70
16906.70
True
LW65
2.50
0.27334
0.27334
16585.96
16936.80
16936.80
True
LW65
2.67
0.28156
0.28156
16585.96
16987.30
16987.30
True
LW65
2.83
0.29279
0.29279
16585.96
17056.27
17056.27
True
LW65
3.00
0.30102
0.30102
16585.96
17106.80
17106.80
True
LW65
3.17
0.30719
0.30719
16585.96
17144.70
17144.70
True
LW65
3.33
0.31302
0.31302
16585.96
17180.50
17180.50
True
LW65
3.50
0.31747
0.31747
16585.96
17207.80
17207.80
True
LW65
3.67
0.32427
0.32427
16585.96
17249.60
17249.60
True
LW65
3.83
0.32721
0.32721
16585.96
17267.64
17267.64
True
LW65
4.00
0.33330
0.33330
16585.96
17305.00
17305.00
True
LW65
4.17
0.33636
0.33636
16585.96
17323.80
17323.80
True
LW65
4.33
0.34256
0.34256
16585.96
17361.90
17361.90
True
LW65
4.50
0.34616
0.34616
16585.96
17384.00
17384.00
True
LW65
4.67
0.34896
0.34896
16585.96
17401.20
17401.20
True
LW65
4.83
0.35420
0.35420
16585.96
17433.36
17433.36
True
LW65
5.00
0.35837
0.35837
16585.96
17459.00
17459.00
True
LW65
5.17
0.36209
0.36209
16585.96
17481.80
17481.80
True
LW65
5.33
0.36459
0.36459
16585.96
17497.20
17497.20
True
LW65
5.50
0.36928
0.36928
16585.96
17526.00
17526.00
True
LW65
5.67
0.37137
0.37137
16585.96
17538.80
17538.80
True
LW65
5.83
0.37352
0.37352
16585.96
17552.00
17552.00
True
LW65
6.00
0.37609
0.37609
16585.96
17567.80
17567.80
True
LW65
6.17
0.37723
0.37723
16585.96
17574.80
17574.80
True
LW65
6.33
0.37988
0.37988
16585.96
17591.10
17591.10
True
LW65
6.50
0.38215
0.38215
16585.96
17605.00
17605.00
True
LW65
6.67
0.38580
0.38580
16585.96
17627.40
17627.40
True
LW65
6.83
0.38690
0.38690
16585.96
17634.18
17634.18
True
LW65
7.00
0.38943
0.38943
16585.96
17649.70
17649.70
True
LW65
7.17
0.39213
0.39213
16585.96
17666.30
17666.30
True
LW65
7.33
0.39475
0.39475
16585.96
17682.40
17682.40
True
LW65
7.50
0.39840
0.39840
16585.96
17704.80
17704.80
True
LW65
7.67
0.40127
0.40127
16585.96
17722.40
17722.40
True
LW65
7.83
0.40450
0.40450
16585.96
17742.27
17742.27
True
LW65
8.00
0.41016
0.41016
16585.96
17777.00
17777.00
True
LW65
8.17
0.41335
0.41335
16585.96
17796.60
17796.60
True
LW65
8.33
0.41784
0.41784
16585.96
17824.20
17824.20
True
LW65
8.50
0.42323
0.42323
16585.96
17857.30
17857.30
True
LW65
8.67
0.42643
0.42643
16585.96
17876.90
17876.90
True
LW65
8.83
0.43036
0.43036
16585.96
17901.09
17901.09
True
LW65
9.00
0.43820
0.43820
16585.96
17949.20
17949.20
True
LW65
9.17
0.43911
0.43911
16585.96
17954.80
17954.80
True
LW65
9.33
0.44602
0.44602
16585.96
17997.20
17997.20
True
LW65
9.50
0.45129
0.45129
16585.96
18029.60
18029.60
True
LW65
9.67
0.45399
0.45399
16585.96
18046.20
18046.20
True
LW65
9.83
0.45969
0.45969
16585.96
18081.18
18081.18
True
LW65
10.00
0.46324
0.46324
16585.96
18103.00
18103.00
True
LW65
10.17
0.47082
0.47082
16585.96
18149.50
18149.50
True
LW65
10.33
0.47634
0.47634
16585.96
18183.40
18183.40
True
LW65
10.50
0.48292
0.48292
16585.96
18223.80
18223.80
True
LW65
10.67
0.48845
0.48845
16585.96
18257.80
18257.80
True
LW65
10.83
0.49261
0.49261
16585.96
18283.36
18283.36
True
LW65
11.00
0.49549
0.49549
16585.96
18301.00
18301.00
True
LW65
11.17
0.49744
0.49744
16585.96
18313.00
18313.00
True
LW65
11.33
0.50005
0.50005
16585.96
18329.00
18329.00
True
LW65
11.50
0.50330
0.50330
16585.96
18349.00
18349.00
True
LW65
11.67
0.50741
0.50741
16585.96
18374.20
18374.20
True
LW65
11.83
0.51103
0.51103
16585.96
18396.45
18396.45
True
LW65
12.00
0.51464
0.51464
16585.96
18418.60
18418.60
True
LW65
12.17
0.51972
0.51972
16585.96
18449.80
18449.80
True
LW65
12.33
0.52610
0.52610
16585.96
18489.00
18489.00
True
LW65
12.50
0.53112
0.53112
16585.96
18519.80
18519.80
True
LW65
12.67
0.53561
0.53561
16585.96
18547.40
18547.40
True
LW65
12.83
0.54108
0.54108
16585.96
18581.00
18581.00
True
LW65
13.00
0.54436
0.54436
16585.96
18601.10
18601.10
True
LW65
13.17
0.54589
0.54589
16585.96
18610.50
18610.50
True
This region contains a wide data table. Use horizontal scrolling to reveal additional columns when needed.