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 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
6.95691
2.0-42.0 h
LW60
end_norm
0.21565
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.21604
2.0-42.0 h
LW60
max_norm
0.21604
2.0-42.0 h
LW60
min_norm
0.01042
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
0.00320
2.0-42.0 h
LW61
auc_norm
16.98690
2.0-42.0 h
LW61
end_norm
0.55083
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.55083
2.0-42.0 h
LW61
max_norm
0.55083
2.0-42.0 h
LW61
min_norm
0.02088
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
0.00777
2.0-42.0 h
LW62
auc_norm
-19.53724
2.0-42.0 h
LW62
end_norm
-0.56715
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.60526
2.0-42.0 h
LW62
max_norm
0.17355
2.0-42.0 h
LW62
min_norm
-0.60526
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
0.00175
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
0.11577
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.08838
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
8.22139
2.0-42.0 h
LW64
end_norm
0.26736
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.26797
2.0-42.0 h
LW64
max_norm
0.26797
2.0-42.0 h
LW64
min_norm
0.01025
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
0.00468
2.0-42.0 h
LW65
auc_norm
10.57403
2.0-42.0 h
LW65
end_norm
0.33410
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.33419
2.0-42.0 h
LW65
max_norm
0.33419
2.0-42.0 h
LW65
min_norm
0.01503
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
0.00498
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
4506.15818
180.29015
Ready
LW65
5
15342.03273
802.99639
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
2987.82–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
2987.82–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
2987.82–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
2987.82–48539.60 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
-1.00000–1.00000 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
-0.56872
-0.56872
4901.90
2987.82
3669.67
True
LW60
0.17
-0.32978
-0.32978
4901.90
4021.10
4021.10
True
LW60
0.33
-0.17198
-0.17198
4901.90
4253.20
4253.20
True
LW60
0.50
-0.06538
-0.06538
4901.90
4410.00
4410.00
True
LW60
0.67
0.01621
0.01621
4901.90
4530.00
4530.00
True
LW60
0.83
0.08290
0.08290
4901.90
4628.09
4628.09
True
LW60
1.00
0.13825
0.13825
4901.90
4709.50
4709.50
True
LW60
1.17
0.17367
0.17367
4901.90
4761.60
4761.60
True
LW60
1.33
0.20529
0.20529
4901.90
4808.10
4808.10
True
LW60
1.50
0.23200
0.23200
4901.90
4847.40
4847.40
True
LW60
1.67
0.25743
0.25743
4901.90
4884.80
4884.80
True
LW60
1.83
0.28068
0.28068
4901.90
4919.00
4919.00
True
LW60
2.00
0.30380
0.30380
4901.90
4953.00
4953.00
True
LW60
2.17
0.32032
0.32032
4901.90
4977.30
4977.30
True
LW60
2.33
0.33827
0.33827
4901.90
5003.70
5003.70
True
LW60
2.50
0.35180
0.35180
4901.90
5023.60
5023.60
True
LW60
2.67
0.36581
0.36581
4901.90
5044.20
5044.20
True
LW60
2.83
0.37939
0.37939
4901.90
5064.18
5064.18
True
LW60
3.00
0.38981
0.38981
4901.90
5079.50
5079.50
True
LW60
3.17
0.40177
0.40177
4901.90
5097.10
5097.10
True
LW60
3.33
0.41075
0.41075
4901.90
5110.30
5110.30
True
LW60
3.50
0.42414
0.42414
4901.90
5130.00
5130.00
True
LW60
3.67
0.43760
0.43760
4901.90
5149.80
5149.80
True
LW60
3.83
0.45412
0.45412
4901.90
5174.09
5174.09
True
LW60
4.00
0.47051
0.47051
4901.90
5198.20
5198.20
True
LW60
4.17
0.48710
0.48710
4901.90
5222.60
5222.60
True
LW60
4.33
0.50566
0.50566
4901.90
5249.90
5249.90
True
LW60
4.50
0.52653
0.52653
4901.90
5280.60
5280.60
True
LW60
4.67
0.54298
0.54298
4901.90
5304.80
5304.80
True
LW60
4.83
0.55672
0.55672
4901.90
5325.00
5325.00
True
LW60
5.00
0.56991
0.56991
4901.90
5344.40
5344.40
True
LW60
5.17
0.58078
0.58078
4901.90
5360.40
5360.40
True
LW60
5.33
0.59309
0.59309
4901.90
5378.50
5378.50
True
LW60
5.50
0.60512
0.60512
4901.90
5396.20
5396.20
True
LW60
5.67
0.61995
0.61995
4901.90
5418.00
5418.00
True
LW60
5.83
0.62946
0.62946
4901.90
5432.00
5432.00
True
LW60
6.00
0.63497
0.63497
4901.90
5440.10
5440.10
True
LW60
6.17
0.64388
0.64388
4901.90
5453.20
5453.20
True
LW60
6.33
0.65013
0.65013
4901.90
5462.40
5462.40
True
LW60
6.50
0.66244
0.66244
4901.90
5480.50
5480.50
True
LW60
6.67
0.66563
0.66563
4901.90
5485.20
5485.20
True
LW60
6.83
0.67236
0.67236
4901.90
5495.09
5495.09
True
LW60
7.00
0.68052
0.68052
4901.90
5507.10
5507.10
True
LW60
7.17
0.68494
0.68494
4901.90
5513.60
5513.60
True
LW60
7.33
0.69541
0.69541
4901.90
5529.00
5529.00
True
LW60
7.50
0.69568
0.69568
4901.90
5529.40
5529.40
True
LW60
7.67
0.70344
0.70344
4901.90
5540.80
5540.80
True
LW60
7.83
0.71117
0.71117
4901.90
5552.18
5552.18
True
LW60
8.00
0.71418
0.71418
4901.90
5556.60
5556.60
True
LW60
8.17
0.72601
0.72601
4901.90
5574.00
5574.00
True
LW60
8.33
0.72750
0.72750
4901.90
5576.20
5576.20
True
LW60
8.50
0.73206
0.73206
4901.90
5582.90
5582.90
True
LW60
8.67
0.74096
0.74096
4901.90
5596.00
5596.00
True
LW60
8.83
0.74096
0.74096
4901.90
5596.00
5596.00
True
LW60
9.00
0.75606
0.75606
4901.90
5618.20
5618.20
True
LW60
9.17
0.75592
0.75592
4901.90
5618.00
5618.00
True
LW60
9.33
0.75939
0.75939
4901.90
5623.10
5623.10
True
LW60
9.50
0.76564
0.76564
4901.90
5632.30
5632.30
True
LW60
9.67
0.77156
0.77156
4901.90
5641.00
5641.00
True
LW60
9.83
0.77156
0.77156
4901.90
5641.00
5641.00
True
LW60
10.00
0.77156
0.77156
4901.90
5641.00
5641.00
True
LW60
10.17
0.77754
0.77754
4901.90
5649.80
5649.80
True
LW60
10.33
0.78652
0.78652
4901.90
5663.00
5663.00
True
LW60
10.50
0.78658
0.78658
4901.90
5663.10
5663.10
True
LW60
10.67
0.78964
0.78964
4901.90
5667.60
5667.60
True
LW60
10.83
0.79875
0.79875
4901.90
5681.00
5681.00
True
LW60
11.00
0.80147
0.80147
4901.90
5685.00
5685.00
True
LW60
11.17
0.80161
0.80161
4901.90
5685.20
5685.20
True
LW60
11.33
0.80147
0.80147
4901.90
5685.00
5685.00
True
LW60
11.50
0.81242
0.81242
4901.90
5701.10
5701.10
True
LW60
11.67
0.81718
0.81718
4901.90
5708.10
5708.10
True
LW60
11.83
0.81711
0.81711
4901.90
5708.00
5708.00
True
LW60
12.00
0.81861
0.81861
4901.90
5710.20
5710.20
True
LW60
12.17
0.82309
0.82309
4901.90
5716.80
5716.80
True
LW60
12.33
0.83057
0.83057
4901.90
5727.80
5727.80
True
LW60
12.50
0.83207
0.83207
4901.90
5730.00
5730.00
True
LW60
12.67
0.83207
0.83207
4901.90
5730.00
5730.00
True
LW60
12.83
0.83207
0.83207
4901.90
5730.00
5730.00
True
LW60
13.00
0.83955
0.83955
4901.90
5741.00
5741.00
True
LW60
13.17
0.84703
0.84703
4901.90
5752.00
5752.00
True
LW65
0.00
-0.82397
-0.82397
17151.29
9081.55
9081.55
True
LW65
0.17
-0.30768
-0.30768
17151.29
13004.30
13004.30
True
LW65
0.33
-0.15056
-0.15056
17151.29
14198.10
14198.10
True
LW65
0.50
-0.05391
-0.05391
17151.29
14932.40
14932.40
True
LW65
0.67
0.01521
0.01521
17151.29
15457.60
15457.60
True
LW65
0.83
0.07269
0.07269
17151.29
15894.36
15894.36
True
LW65
1.00
0.11657
0.11657
17151.29
16227.70
16227.70
True
LW65
1.17
0.14893
0.14893
17151.29
16473.60
16473.60
True
LW65
1.33
0.17269
0.17269
17151.29
16654.10
16654.10
True
LW65
1.50
0.19694
0.19694
17151.29
16838.40
16838.40
True
LW65
1.67
0.22575
0.22575
17151.29
17057.30
17057.30
True
LW65
1.83
0.25049
0.25049
17151.29
17245.27
17245.27
True
LW65
2.00
0.27206
0.27206
17151.29
17409.10
17409.10
True
LW65
2.17
0.28990
0.28990
17151.29
17544.70
17544.70
True
LW65
2.33
0.30847
0.30847
17151.29
17685.80
17685.80
True
LW65
2.50
0.32591
0.32591
17151.29
17818.30
17818.30
True
LW65
2.67
0.34277
0.34277
17151.29
17946.40
17946.40
True
LW65
2.83
0.35592
0.35592
17151.29
18046.27
18046.27
True
LW65
3.00
0.37033
0.37033
17151.29
18155.80
18155.80
True
LW65
3.17
0.38212
0.38212
17151.29
18245.40
18245.40
True
LW65
3.33
0.39429
0.39429
17151.29
18337.80
18337.80
True
LW65
3.50
0.40492
0.40492
17151.29
18418.60
18418.60
True
LW65
3.67
0.41708
0.41708
17151.29
18511.00
18511.00
True
LW65
3.83
0.43023
0.43023
17151.29
18610.91
18610.91
True
LW65
4.00
0.44450
0.44450
17151.29
18719.30
18719.30
True
LW65
4.17
0.46084
0.46084
17151.29
18843.50
18843.50
True
LW65
4.33
0.47652
0.47652
17151.29
18962.60
18962.60
True
LW65
4.50
0.49322
0.49322
17151.29
19089.50
19089.50
True
LW65
4.67
0.50745
0.50745
17151.29
19197.60
19197.60
True
LW65
4.83
0.52197
0.52197
17151.29
19307.91
19307.91
True
LW65
5.00
0.53443
0.53443
17151.29
19402.60
19402.60
True
LW65
5.17
0.54648
0.54648
17151.29
19494.20
19494.20
True
LW65
5.33
0.55968
0.55968
17151.29
19594.50
19594.50
True
LW65
5.50
0.57254
0.57254
17151.29
19692.20
19692.20
True
LW65
5.67
0.58486
0.58486
17151.29
19785.80
19785.80
True
LW65
5.83
0.59555
0.59555
17151.29
19867.00
19867.00
True
LW65
6.00
0.60684
0.60684
17151.29
19952.80
19952.80
True
LW65
6.17
0.61441
0.61441
17151.29
20010.30
20010.30
True
LW65
6.33
0.62322
0.62322
17151.29
20077.20
20077.20
True
LW65
6.50
0.63152
0.63152
17151.29
20140.30
20140.30
True
LW65
6.67
0.63960
0.63960
17151.29
20201.70
20201.70
True
LW65
6.83
0.64531
0.64531
17151.29
20245.09
20245.09
True
LW65
7.00
0.65242
0.65242
17151.29
20299.10
20299.10
True
LW65
7.17
0.65919
0.65919
17151.29
20350.50
20350.50
True
LW65
7.33
0.66453
0.66453
17151.29
20391.10
20391.10
True
LW65
7.50
0.67236
0.67236
17151.29
20450.60
20450.60
True
LW65
7.67
0.67918
0.67918
17151.29
20502.40
20502.40
True
LW65
7.83
0.68457
0.68457
17151.29
20543.36
20543.36
True
LW65
8.00
0.69036
0.69036
17151.29
20587.40
20587.40
True
LW65
8.17
0.69825
0.69825
17151.29
20647.30
20647.30
True
LW65
8.33
0.70550
0.70550
17151.29
20702.40
20702.40
True
LW65
8.50
0.71091
0.71091
17151.29
20743.50
20743.50
True
LW65
8.67
0.71506
0.71506
17151.29
20775.00
20775.00
True
LW65
8.83
0.72208
0.72208
17151.29
20828.36
20828.36
True
LW65
9.00
0.72784
0.72784
17151.29
20872.10
20872.10
True
LW65
9.17
0.73198
0.73198
17151.29
20903.60
20903.60
True
LW65
9.33
0.73917
0.73917
17151.29
20958.20
20958.20
True
LW65
9.50
0.74337
0.74337
17151.29
20990.10
20990.10
True
LW65
9.67
0.74664
0.74664
17151.29
21015.00
21015.00
True
LW65
9.83
0.75044
0.75044
17151.29
21043.82
21043.82
True
LW65
10.00
0.75590
0.75590
17151.29
21085.30
21085.30
True
LW65
10.17
0.75862
0.75862
17151.29
21106.00
21106.00
True
LW65
10.33
0.76442
0.76442
17151.29
21150.10
21150.10
True
LW65
10.50
0.76949
0.76949
17151.29
21188.60
21188.60
True
LW65
10.67
0.77073
0.77073
17151.29
21198.00
21198.00
True
LW65
10.83
0.77569
0.77569
17151.29
21235.73
21235.73
True
LW65
11.00
0.78020
0.78020
17151.29
21270.00
21270.00
True
LW65
11.17
0.78575
0.78575
17151.29
21312.10
21312.10
True
LW65
11.33
0.79113
0.79113
17151.29
21353.00
21353.00
True
LW65
11.50
0.79500
0.79500
17151.29
21382.40
21382.40
True
LW65
11.67
0.79699
0.79699
17151.29
21397.50
21397.50
True
LW65
11.83
0.80001
0.80001
17151.29
21420.45
21420.45
True
LW65
12.00
0.80547
0.80547
17151.29
21462.00
21462.00
True
LW65
12.17
0.80744
0.80744
17151.29
21476.90
21476.90
True
LW65
12.33
0.81052
0.81052
17151.29
21500.30
21500.30
True
LW65
12.50
0.81558
0.81558
17151.29
21538.80
21538.80
True
LW65
12.67
0.81789
0.81789
17151.29
21556.30
21556.30
True
LW65
12.83
0.82224
0.82224
17151.29
21589.36
21589.36
True
LW65
13.00
0.82333
0.82333
17151.29
21597.70
21597.70
True
LW65
13.17
0.82528
0.82528
17151.29
21612.50
21612.50
True
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