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
2026-04-06 inc5
Run date
2026-04-06
Media
LB
Incubator
inc5
Well file
2026-04-06 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
ATCC 19615
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
0.66099
2.0-42.0 h
LW60
end_norm
0.03495
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.03495
2.0-42.0 h
LW60
max_norm
0.03495
2.0-42.0 h
LW60
min_norm
-0.02452
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
0.00087
2.0-42.0 h
LW61
auc_norm
24.88497
2.0-42.0 h
LW61
end_norm
0.77341
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.77450
2.0-42.0 h
LW61
max_norm
0.77450
2.0-42.0 h
LW61
min_norm
0.03965
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
0.01131
2.0-42.0 h
LW62
auc_norm
-24.34068
2.0-42.0 h
LW62
end_norm
-0.81659
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.81659
2.0-42.0 h
LW62
max_norm
0.25903
2.0-42.0 h
LW62
min_norm
-0.81659
2.0-42.0 h
LW62
pct_abnormal_rows
0.00656
2.0-42.0 h
LW62
pct_missing_norm
0.00415
2.0-42.0 h
LW62
pct_saturated_rows
0.00000
2.0-42.0 h
LW62
slope_norm
-0.01601
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
0.59710
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.58880
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
2.0-42.0 h
LW64
end_norm
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
2.0-42.0 h
LW64
max_norm
2.0-42.0 h
LW64
min_norm
2.0-42.0 h
LW64
pct_abnormal_rows
0.00000
2.0-42.0 h
LW64
pct_missing_norm
1.00000
2.0-42.0 h
LW64
pct_saturated_rows
1.00000
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
-0.26997
2.0-42.0 h
LW65
end_norm
-0.00327
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.02233
2.0-42.0 h
LW65
max_norm
0.00040
2.0-42.0 h
LW65
min_norm
-0.02233
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
0.00007
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 816 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
23050.49818
286.24650
Ready
LW65
5
4815.00000
56.51283
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
4139.18–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
4139.18–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
4139.18–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
4139.18–48539.60 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
0.00–67.83 h
-1.00000–0.39760 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
-1.00000–0.39760 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
-1.00000–0.39760 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
-1.00000–0.39760 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
23003.96
20644.82
20644.82
True
LW60
0.17
-0.41248
-0.41248
23003.96
22058.20
22058.20
True
LW60
0.33
-0.18735
-0.18735
23003.96
22599.80
22599.80
True
LW60
0.50
-0.04710
-0.04710
23003.96
22937.20
22937.20
True
LW60
0.67
0.05242
0.05242
23003.96
23176.60
23176.60
True
LW60
0.83
0.09170
0.09170
23003.96
23271.09
23271.09
True
LW60
1.00
0.09033
0.09033
23003.96
23267.80
23267.80
True
LW60
1.17
0.08268
0.08268
23003.96
23249.40
23249.40
True
LW60
1.33
0.06256
0.06256
23003.96
23201.00
23201.00
True
LW60
1.50
0.03350
0.03350
23003.96
23131.10
23131.10
True
LW60
1.67
-0.00303
-0.00303
23003.96
23043.20
23043.20
True
LW60
1.83
-0.03565
-0.03565
23003.96
22964.73
22964.73
True
LW60
2.00
-0.06214
-0.06214
23003.96
22901.00
22901.00
True
LW60
2.17
-0.08725
-0.08725
23003.96
22840.60
22840.60
True
LW60
2.33
-0.12616
-0.12616
23003.96
22747.00
22747.00
True
LW60
2.50
-0.15858
-0.15858
23003.96
22669.00
22669.00
True
LW60
2.67
-0.18477
-0.18477
23003.96
22606.00
22606.00
True
LW60
2.83
-0.21084
-0.21084
23003.96
22543.27
22543.27
True
LW60
3.00
-0.25377
-0.25377
23003.96
22440.00
22440.00
True
LW60
3.17
-0.23503
-0.23503
23003.96
22485.10
22485.10
True
LW60
3.33
-0.18477
-0.18477
23003.96
22606.00
22606.00
True
LW60
3.50
-0.11743
-0.11743
23003.96
22768.00
22768.00
True
LW60
3.67
-0.06339
-0.06339
23003.96
22898.00
22898.00
True
LW60
3.83
-0.03104
-0.03104
23003.96
22975.82
22975.82
True
LW60
4.00
-0.00935
-0.00935
23003.96
23028.00
23028.00
True
LW60
4.17
0.00694
0.00694
23003.96
23067.20
23067.20
True
LW60
4.33
0.02473
0.02473
23003.96
23110.00
23110.00
True
LW60
4.50
0.03097
0.03097
23003.96
23125.00
23125.00
True
LW60
4.67
0.04477
0.04477
23003.96
23158.20
23158.20
True
LW60
4.83
0.05848
0.05848
23003.96
23191.18
23191.18
True
LW60
5.00
0.07254
0.07254
23003.96
23225.00
23225.00
True
LW60
5.17
0.07881
0.07881
23003.96
23240.10
23240.10
True
LW60
5.33
0.08260
0.08260
23003.96
23249.20
23249.20
True
LW60
5.50
0.09033
0.09033
23003.96
23267.80
23267.80
True
LW60
5.67
0.09415
0.09415
23003.96
23277.00
23277.00
True
LW60
5.83
0.09857
0.09857
23003.96
23287.64
23287.64
True
LW60
6.00
0.10538
0.10538
23003.96
23304.00
23304.00
True
LW60
6.17
0.11411
0.11411
23003.96
23325.00
23325.00
True
LW60
6.33
0.11535
0.11535
23003.96
23328.00
23328.00
True
LW60
6.50
0.11161
0.11161
23003.96
23319.00
23319.00
True
LW60
6.67
0.11785
0.11785
23003.96
23334.00
23334.00
True
LW60
6.83
0.12253
0.12253
23003.96
23345.27
23345.27
True
LW60
7.00
0.13073
0.13073
23003.96
23365.00
23365.00
True
LW60
7.17
0.13073
0.13073
23003.96
23365.00
23365.00
True
LW60
7.33
0.12429
0.12429
23003.96
23349.50
23349.50
True
LW60
7.50
0.12042
0.12042
23003.96
23340.20
23340.20
True
LW60
7.67
0.11914
0.11914
23003.96
23337.10
23337.10
True
LW60
7.83
0.11671
0.11671
23003.96
23331.27
23331.27
True
LW60
8.00
0.11914
0.11914
23003.96
23337.10
23337.10
True
LW60
8.17
0.11660
0.11660
23003.96
23331.00
23331.00
True
LW60
8.33
0.10912
0.10912
23003.96
23313.00
23313.00
True
LW60
8.50
0.10413
0.10413
23003.96
23301.00
23301.00
True
LW60
8.67
0.10538
0.10538
23003.96
23304.00
23304.00
True
LW60
8.83
0.09404
0.09404
23003.96
23276.73
23276.73
True
LW60
9.00
0.09415
0.09415
23003.96
23277.00
23277.00
True
LW60
9.17
0.10164
0.10164
23003.96
23295.00
23295.00
True
LW60
9.33
0.09291
0.09291
23003.96
23274.00
23274.00
True
LW60
9.50
0.09415
0.09415
23003.96
23277.00
23277.00
True
LW60
9.67
0.09415
0.09415
23003.96
23277.00
23277.00
True
LW60
9.83
0.09971
0.09971
23003.96
23290.36
23290.36
True
LW60
10.00
0.08775
0.08775
23003.96
23261.60
23261.60
True
LW60
10.17
0.09162
0.09162
23003.96
23270.90
23270.90
True
LW60
10.33
0.09162
0.09162
23003.96
23270.90
23270.90
True
LW60
10.50
0.08260
0.08260
23003.96
23249.20
23249.20
True
LW60
10.67
0.08389
0.08389
23003.96
23252.30
23252.30
True
LW60
10.83
0.08002
0.08002
23003.96
23243.00
23243.00
True
LW60
11.00
0.07628
0.07628
23003.96
23234.00
23234.00
True
LW60
11.17
0.07628
0.07628
23003.96
23234.00
23234.00
True
LW60
11.33
0.07129
0.07129
23003.96
23222.00
23222.00
True
LW60
11.50
0.07628
0.07628
23003.96
23234.00
23234.00
True
LW60
11.67
0.07503
0.07503
23003.96
23231.00
23231.00
True
LW60
11.83
0.07548
0.07548
23003.96
23232.09
23232.09
True
LW60
12.00
0.07503
0.07503
23003.96
23231.00
23231.00
True
LW60
12.17
0.07503
0.07503
23003.96
23231.00
23231.00
True
LW60
12.33
0.07254
0.07254
23003.96
23225.00
23225.00
True
LW60
12.50
0.06755
0.06755
23003.96
23213.00
23213.00
True
LW60
12.67
0.06880
0.06880
23003.96
23216.00
23216.00
True
LW60
12.83
0.06868
0.06868
23003.96
23215.73
23215.73
True
LW60
13.00
0.06880
0.06880
23003.96
23216.00
23216.00
True
LW60
13.17
0.06755
0.06755
23003.96
23213.00
23213.00
True
LW65
0.00
-1.00000
-1.00000
4797.10
4139.18
4256.00
True
LW65
0.17
-0.43560
-0.43560
4797.10
4571.50
4571.50
True
LW65
0.33
-0.16172
-0.16172
4797.10
4724.60
4724.60
True
LW65
0.50
-0.03256
-0.03256
4797.10
4796.80
4796.80
True
LW65
0.67
0.03828
0.03828
4797.10
4836.40
4836.40
True
LW65
0.83
0.08229
0.08229
4797.10
4861.00
4861.00
True
LW65
1.00
0.07370
0.07370
4797.10
4856.20
4856.20
True
LW65
1.17
0.05796
0.05796
4797.10
4847.40
4847.40
True
LW65
1.33
0.05009
0.05009
4797.10
4843.00
4843.00
True
LW65
1.50
0.01467
0.01467
4797.10
4823.20
4823.20
True
LW65
1.67
-0.02469
-0.02469
4797.10
4801.20
4801.20
True
LW65
1.83
-0.03936
-0.03936
4797.10
4793.00
4793.00
True
LW65
2.00
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
2.17
-0.09159
-0.09159
4797.10
4763.80
4763.80
True
LW65
2.33
-0.11914
-0.11914
4797.10
4748.40
4748.40
True
LW65
2.50
-0.14669
-0.14669
4797.10
4733.00
4733.00
True
LW65
2.67
-0.16547
-0.16547
4797.10
4722.50
4722.50
True
LW65
2.83
-0.18784
-0.18784
4797.10
4710.00
4710.00
True
LW65
3.00
-0.22361
-0.22361
4797.10
4690.00
4690.00
True
LW65
3.17
-0.22361
-0.22361
4797.10
4690.00
4690.00
True
LW65
3.33
-0.19213
-0.19213
4797.10
4707.60
4707.60
True
LW65
3.50
-0.14669
-0.14669
4797.10
4733.00
4733.00
True
LW65
3.67
-0.11521
-0.11521
4797.10
4750.60
4750.60
True
LW65
3.83
-0.10733
-0.10733
4797.10
4755.00
4755.00
True
LW65
4.00
-0.09946
-0.09946
4797.10
4759.40
4759.40
True
LW65
4.17
-0.07585
-0.07585
4797.10
4772.60
4772.60
True
LW65
4.33
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
4.50
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
4.67
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
4.83
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
5.00
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
5.17
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
5.33
-0.06404
-0.06404
4797.10
4779.20
4779.20
True
LW65
5.50
-0.04436
-0.04436
4797.10
4790.20
4790.20
True
LW65
5.67
-0.04830
-0.04830
4797.10
4788.00
4788.00
True
LW65
5.83
-0.04293
-0.04293
4797.10
4791.00
4791.00
True
LW65
6.00
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
6.17
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
6.33
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
6.50
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
6.67
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
6.83
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
7.00
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
7.17
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
7.33
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
7.50
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
7.67
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
7.83
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
8.00
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
8.17
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
8.33
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
8.50
-0.02862
-0.02862
4797.10
4799.00
4799.00
True
LW65
8.67
-0.03649
-0.03649
4797.10
4794.60
4794.60
True
LW65
8.83
-0.05725
-0.05725
4797.10
4783.00
4783.00
True
LW65
9.00
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
9.17
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
9.33
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
9.50
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
9.67
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
9.83
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
10.00
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
10.17
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
10.33
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
10.50
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
10.67
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
10.83
-0.06798
-0.06798
4797.10
4777.00
4777.00
True
LW65
11.00
-0.07191
-0.07191
4797.10
4774.80
4774.80
True
LW65
11.17
-0.08766
-0.08766
4797.10
4766.00
4766.00
True
LW65
11.33
-0.07979
-0.07979
4797.10
4770.40
4770.40
True
LW65
11.50
-0.07191
-0.07191
4797.10
4774.80
4774.80
True
LW65
11.67
-0.09553
-0.09553
4797.10
4761.60
4761.60
True
LW65
11.83
-0.10018
-0.10018
4797.10
4759.00
4759.00
True
LW65
12.00
-0.10340
-0.10340
4797.10
4757.20
4757.20
True
LW65
12.17
-0.10733
-0.10733
4797.10
4755.00
4755.00
True
LW65
12.33
-0.10340
-0.10340
4797.10
4757.20
4757.20
True
LW65
12.50
-0.10733
-0.10733
4797.10
4755.00
4755.00
True
LW65
12.67
-0.10733
-0.10733
4797.10
4755.00
4755.00
True
LW65
12.83
-0.10733
-0.10733
4797.10
4755.00
4755.00
True
LW65
13.00
-0.10733
-0.10733
4797.10
4755.00
4755.00
True
LW65
13.17
-0.10733
-0.10733
4797.10
4755.00
4755.00
True
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