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 C2.xlsx
Well ID
C2
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
True
LW65 problem flag
True
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
0.39057
2.0-42.0 h
LW60
end_norm
0.05341
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.05341
2.0-42.0 h
LW60
max_norm
0.05341
2.0-42.0 h
LW60
min_norm
-0.01607
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
0.00157
2.0-42.0 h
LW61
auc_norm
12.26808
2.0-42.0 h
LW61
end_norm
0.46768
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.47395
2.0-42.0 h
LW61
max_norm
0.47395
2.0-42.0 h
LW61
min_norm
0.01733
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
0.01046
2.0-42.0 h
LW62
auc_norm
-0.39254
2.0-42.0 h
LW62
end_norm
-0.10637
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.10697
2.0-42.0 h
LW62
max_norm
0.04313
2.0-42.0 h
LW62
min_norm
-0.10697
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
-0.00325
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
0.51833
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-1.61156
2.0-42.0 h
LW64
end_norm
0.00885
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.09181
2.0-42.0 h
LW64
max_norm
0.00885
2.0-42.0 h
LW64
min_norm
-0.09181
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
0.00096
2.0-42.0 h
LW65
auc_norm
2.0-42.0 h
LW65
end_norm
2.0-42.0 h
LW65
excluded_by_metadata_check
1.00000
2.0-42.0 h
LW65
max_abs_norm
2.0-42.0 h
LW65
max_norm
2.0-42.0 h
LW65
min_norm
2.0-42.0 h
LW65
pct_abnormal_rows
0.00000
2.0-42.0 h
LW65
pct_missing_norm
1.00000
2.0-42.0 h
LW65
pct_saturated_rows
0.00000
2.0-42.0 h
LW65
slope_norm
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 532 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
8800.43818
73.57865
Ready
LW65
5
5207.18000
75.94967
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
4477.27–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
4477.27–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
4477.27–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
4477.27–48539.60 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
-1.00000–0.75264 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
-1.00000–0.75264 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
-1.00000–0.75264 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
-1.00000–0.75264 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
8909.20
7928.09
7928.09
True
LW60
0.17
-0.30187
-0.30187
8909.20
8537.10
8537.10
True
LW60
0.33
-0.12866
-0.12866
8909.20
8688.20
8688.20
True
LW60
0.50
-0.03409
-0.03409
8909.20
8770.70
8770.70
True
LW60
0.67
0.02265
0.02265
8909.20
8820.20
8820.20
True
LW60
0.83
0.05567
0.05567
8909.20
8849.00
8849.00
True
LW60
1.00
0.08443
0.08443
8909.20
8874.09
8874.09
True
LW60
1.17
0.09957
0.09957
8909.20
8887.30
8887.30
True
LW60
1.33
0.12330
0.12330
8909.20
8908.00
8908.00
True
LW60
1.50
0.12605
0.12605
8909.20
8910.40
8910.40
True
LW60
1.67
0.12330
0.12330
8909.20
8908.00
8908.00
True
LW60
1.83
0.12830
0.12830
8909.20
8912.36
8912.36
True
LW60
2.00
0.12330
0.12330
8909.20
8908.00
8908.00
True
LW60
2.17
0.12330
0.12330
8909.20
8908.00
8908.00
True
LW60
2.33
0.12330
0.12330
8909.20
8908.00
8908.00
True
LW60
2.50
0.12067
0.12067
8909.20
8905.70
8905.70
True
LW60
2.67
0.11276
0.11276
8909.20
8898.80
8898.80
True
LW60
2.83
0.10413
0.10413
8909.20
8891.27
8891.27
True
LW60
3.00
0.09694
0.09694
8909.20
8885.00
8885.00
True
LW60
3.17
0.09694
0.09694
8909.20
8885.00
8885.00
True
LW60
3.33
0.09694
0.09694
8909.20
8885.00
8885.00
True
LW60
3.50
0.07493
0.07493
8909.20
8865.80
8865.80
True
LW60
3.67
0.06942
0.06942
8909.20
8861.00
8861.00
True
LW60
3.83
0.06942
0.06942
8909.20
8861.00
8861.00
True
LW60
4.00
0.06942
0.06942
8909.20
8861.00
8861.00
True
LW60
4.17
0.06942
0.06942
8909.20
8861.00
8861.00
True
LW60
4.33
0.06942
0.06942
8909.20
8861.00
8861.00
True
LW60
4.50
0.05292
0.05292
8909.20
8846.60
8846.60
True
LW60
4.67
0.06667
0.06667
8909.20
8858.60
8858.60
True
LW60
4.83
0.05192
0.05192
8909.20
8845.73
8845.73
True
LW60
5.00
0.04191
0.04191
8909.20
8837.00
8837.00
True
LW60
5.17
0.03366
0.03366
8909.20
8829.80
8829.80
True
LW60
5.33
0.01440
0.01440
8909.20
8813.00
8813.00
True
LW60
5.50
0.01440
0.01440
8909.20
8813.00
8813.00
True
LW60
5.67
0.01440
0.01440
8909.20
8813.00
8813.00
True
LW60
5.83
0.01200
0.01200
8909.20
8810.91
8810.91
True
LW60
6.00
-0.00933
-0.00933
8909.20
8792.30
8792.30
True
LW60
6.17
-0.01197
-0.01197
8909.20
8790.00
8790.00
True
LW60
6.33
-0.01197
-0.01197
8909.20
8790.00
8790.00
True
LW60
6.50
-0.01197
-0.01197
8909.20
8790.00
8790.00
True
LW60
6.67
-0.01472
-0.01472
8909.20
8787.60
8787.60
True
LW60
6.83
-0.02197
-0.02197
8909.20
8781.27
8781.27
True
LW60
7.00
-0.03673
-0.03673
8909.20
8768.40
8768.40
True
LW60
7.17
-0.03673
-0.03673
8909.20
8768.40
8768.40
True
LW60
7.33
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
7.50
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
7.67
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
7.83
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
8.00
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
8.17
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
8.33
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
8.50
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
8.67
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
8.83
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
9.00
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
9.17
-0.03673
-0.03673
8909.20
8768.40
8768.40
True
LW60
9.33
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
9.50
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
9.67
-0.03948
-0.03948
8909.20
8766.00
8766.00
True
LW60
9.83
-0.03698
-0.03698
8909.20
8768.18
8768.18
True
LW60
10.00
-0.02847
-0.02847
8909.20
8775.60
8775.60
True
LW60
10.17
-0.01197
-0.01197
8909.20
8790.00
8790.00
True
LW60
10.33
-0.01747
-0.01747
8909.20
8785.20
8785.20
True
LW60
10.50
-0.01472
-0.01472
8909.20
8787.60
8787.60
True
LW60
10.67
-0.01197
-0.01197
8909.20
8790.00
8790.00
True
LW60
10.83
-0.01197
-0.01197
8909.20
8790.00
8790.00
True
LW60
11.00
-0.01197
-0.01197
8909.20
8790.00
8790.00
True
LW60
11.17
-0.00933
-0.00933
8909.20
8792.30
8792.30
True
LW60
11.33
0.00385
0.00385
8909.20
8803.80
8803.80
True
LW60
11.50
0.00122
0.00122
8909.20
8801.50
8801.50
True
LW60
11.67
0.01440
0.01440
8909.20
8813.00
8813.00
True
LW60
11.83
0.01440
0.01440
8909.20
8813.00
8813.00
True
LW60
12.00
0.01440
0.01440
8909.20
8813.00
8813.00
True
LW60
12.17
0.01440
0.01440
8909.20
8813.00
8813.00
True
LW60
12.33
0.01440
0.01440
8909.20
8813.00
8813.00
True
LW60
12.50
0.01715
0.01715
8909.20
8815.40
8815.40
True
LW60
12.67
0.02540
0.02540
8909.20
8822.60
8822.60
True
LW60
12.83
0.04191
0.04191
8909.20
8837.00
8837.00
True
LW60
13.00
0.04191
0.04191
8909.20
8837.00
8837.00
True
LW60
13.17
0.04191
0.04191
8909.20
8837.00
8837.00
True
LW65
0.00
-1.00000
-1.00000
5288.30
4477.27
4477.27
True
LW65
0.17
-0.39043
-0.39043
5288.30
4922.20
4922.20
True
LW65
0.33
-0.16314
-0.16314
5288.30
5088.10
5088.10
True
LW65
0.50
-0.03642
-0.03642
5288.30
5180.60
5180.60
True
LW65
0.67
0.03373
0.03373
5288.30
5231.80
5231.80
True
LW65
0.83
0.06743
0.06743
5288.30
5256.40
5256.40
True
LW65
1.00
0.09840
0.09840
5288.30
5279.00
5279.00
True
LW65
1.17
0.10662
0.10662
5288.30
5285.00
5285.00
True
LW65
1.33
0.10662
0.10662
5288.30
5285.00
5285.00
True
LW65
1.50
0.10963
0.10963
5288.30
5287.20
5287.20
True
LW65
1.67
0.11264
0.11264
5288.30
5289.40
5289.40
True
LW65
1.83
0.11758
0.11758
5288.30
5293.00
5293.00
True
LW65
2.00
0.10662
0.10662
5288.30
5285.00
5285.00
True
LW65
2.17
0.10963
0.10963
5288.30
5287.20
5287.20
True
LW65
2.33
0.10662
0.10662
5288.30
5285.00
5285.00
True
LW65
2.50
0.10662
0.10662
5288.30
5285.00
5285.00
True
LW65
2.67
0.10662
0.10662
5288.30
5285.00
5285.00
True
LW65
2.83
0.10388
0.10388
5288.30
5283.00
5283.00
True
LW65
3.00
0.10059
0.10059
5288.30
5280.60
5280.60
True
LW65
3.17
0.08250
0.08250
5288.30
5267.40
5267.40
True
LW65
3.33
0.07949
0.07949
5288.30
5265.20
5265.20
True
LW65
3.50
0.07648
0.07648
5288.30
5263.00
5263.00
True
LW65
3.67
0.07648
0.07648
5288.30
5263.00
5263.00
True
LW65
3.83
0.06826
0.06826
5288.30
5257.00
5257.00
True
LW65
4.00
0.05236
0.05236
5288.30
5245.40
5245.40
True
LW65
4.17
0.04633
0.04633
5288.30
5241.00
5241.00
True
LW65
4.33
0.04633
0.04633
5288.30
5241.00
5241.00
True
LW65
4.50
0.04633
0.04633
5288.30
5241.00
5241.00
True
LW65
4.67
0.04633
0.04633
5288.30
5241.00
5241.00
True
LW65
4.83
0.04633
0.04633
5288.30
5241.00
5241.00
True
LW65
5.00
0.04003
0.04003
5288.30
5236.40
5236.40
True
LW65
5.17
0.02113
0.02113
5288.30
5222.60
5222.60
True
LW65
5.33
0.01797
0.01797
5288.30
5220.30
5220.30
True
LW65
5.50
0.01482
0.01482
5288.30
5218.00
5218.00
True
LW65
5.67
0.01482
0.01482
5288.30
5218.00
5218.00
True
LW65
5.83
0.01208
0.01208
5288.30
5216.00
5216.00
True
LW65
6.00
-0.00929
-0.00929
5288.30
5200.40
5200.40
True
LW65
6.17
-0.01532
-0.01532
5288.30
5196.00
5196.00
True
LW65
6.33
-0.01532
-0.01532
5288.30
5196.00
5196.00
True
LW65
6.50
-0.01833
-0.01833
5288.30
5193.80
5193.80
True
LW65
6.67
-0.03340
-0.03340
5288.30
5182.80
5182.80
True
LW65
6.83
-0.03724
-0.03724
5288.30
5180.00
5180.00
True
LW65
7.00
-0.04244
-0.04244
5288.30
5176.20
5176.20
True
LW65
7.17
-0.04244
-0.04244
5288.30
5176.20
5176.20
True
LW65
7.33
-0.04546
-0.04546
5288.30
5174.00
5174.00
True
LW65
7.50
-0.04546
-0.04546
5288.30
5174.00
5174.00
True
LW65
7.67
-0.04546
-0.04546
5288.30
5174.00
5174.00
True
LW65
7.83
-0.04546
-0.04546
5288.30
5174.00
5174.00
True
LW65
8.00
-0.04847
-0.04847
5288.30
5171.80
5171.80
True
LW65
8.17
-0.06354
-0.06354
5288.30
5160.80
5160.80
True
LW65
8.33
-0.06053
-0.06053
5288.30
5163.00
5163.00
True
LW65
8.50
-0.06354
-0.06354
5288.30
5160.80
5160.80
True
LW65
8.67
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
8.83
-0.07286
-0.07286
5288.30
5154.00
5154.00
True
LW65
9.00
-0.06957
-0.06957
5288.30
5156.40
5156.40
True
LW65
9.17
-0.07258
-0.07258
5288.30
5154.20
5154.20
True
LW65
9.33
-0.07258
-0.07258
5288.30
5154.20
5154.20
True
LW65
9.50
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
9.67
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
9.83
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
10.00
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
10.17
-0.08163
-0.08163
5288.30
5147.60
5147.60
True
LW65
10.33
-0.07861
-0.07861
5288.30
5149.80
5149.80
True
LW65
10.50
-0.07861
-0.07861
5288.30
5149.80
5149.80
True
LW65
10.67
-0.07861
-0.07861
5288.30
5149.80
5149.80
True
LW65
10.83
-0.09204
-0.09204
5288.30
5140.00
5140.00
True
LW65
11.00
-0.07861
-0.07861
5288.30
5149.80
5149.80
True
LW65
11.17
-0.08765
-0.08765
5288.30
5143.20
5143.20
True
LW65
11.33
-0.08464
-0.08464
5288.30
5145.40
5145.40
True
LW65
11.50
-0.09067
-0.09067
5288.30
5141.00
5141.00
True
LW65
11.67
-0.07861
-0.07861
5288.30
5149.80
5149.80
True
LW65
11.83
-0.07834
-0.07834
5288.30
5150.00
5150.00
True
LW65
12.00
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
12.17
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
12.33
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
12.50
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
12.67
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
12.83
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
13.00
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
LW65
13.17
-0.07560
-0.07560
5288.30
5152.00
5152.00
True
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