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
2026-04-22 inc5
Run date
2026-04-22
Media
FB
Incubator
inc5
Well file
2026-04-22 B4.xlsx
Well ID
B4
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
ATCC 700831
Strain source
ATCC 700831
Preprocessing
fb_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
10.95363
2.0-42.0 h
LW60
end_norm
0.25668
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.47107
2.0-42.0 h
LW60
max_norm
0.47107
2.0-42.0 h
LW60
min_norm
0.00222
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
0.00088
2.0-42.0 h
LW61
auc_norm
52.32123
2.0-42.0 h
LW61
end_norm
1.66618
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
1.66618
2.0-42.0 h
LW61
max_norm
1.66618
2.0-42.0 h
LW61
min_norm
0.06082
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
0.02710
2.0-42.0 h
LW62
auc_norm
-30.43409
2.0-42.0 h
LW62
end_norm
-0.79293
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.98423
2.0-42.0 h
LW62
max_norm
-0.00932
2.0-42.0 h
LW62
min_norm
-0.98423
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
-0.00508
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
0.44323
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
0.11452
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
8.57835
2.0-42.0 h
LW65
end_norm
0.21007
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.31655
2.0-42.0 h
LW65
max_norm
0.31655
2.0-42.0 h
LW65
min_norm
-0.00769
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
0.00212
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 FB-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 536 source points
Control overlay: mean of 5 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
23877.02364
328.88899
Ready
LW65
5
4722.00000
77.81966
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
0.00–44.50 h
4000.73–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–44.50 h
4000.73–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–44.50 h
4000.73–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–44.50 h
4000.73–49923.62 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
0.00–44.50 h
-0.89653–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–44.50 h
-0.89653–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–44.50 h
-0.89653–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–44.50 h
-0.89653–1.00000 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
-0.18096
-0.18096
24667.43
19492.91
21631.25
True
LW60
0.17
-0.06254
-0.06254
24667.43
23100.90
23100.90
True
LW60
0.33
-0.03513
-0.03513
24667.43
23441.10
23441.10
True
LW60
0.50
-0.01643
-0.01643
24667.43
23673.10
23673.10
True
LW60
0.67
0.00185
0.00185
24667.43
23900.00
23900.00
True
LW60
0.83
0.01908
0.01908
24667.43
24113.82
24113.82
True
LW60
1.00
0.03063
0.03063
24667.43
24257.10
24257.10
True
LW60
1.17
0.03987
0.03987
24667.43
24371.80
24371.80
True
LW60
1.33
0.04830
0.04830
24667.43
24476.50
24476.50
True
LW60
1.50
0.05485
0.05485
24667.43
24557.70
24557.70
True
LW60
1.67
0.06135
0.06135
24667.43
24638.40
24638.40
True
LW60
1.83
0.06603
0.06603
24667.43
24696.45
24696.45
True
LW60
2.00
0.06809
0.06809
24667.43
24722.10
24722.10
True
LW60
2.17
0.07034
0.07034
24667.43
24750.00
24750.00
True
LW60
2.33
0.07284
0.07284
24667.43
24781.00
24781.00
True
LW60
2.50
0.07359
0.07359
24667.43
24790.30
24790.30
True
LW60
2.67
0.07534
0.07534
24667.43
24812.00
24812.00
True
LW60
2.83
0.07398
0.07398
24667.43
24795.09
24795.09
True
LW60
3.00
0.07459
0.07459
24667.43
24802.70
24802.70
True
LW60
3.17
0.07534
0.07534
24667.43
24812.00
24812.00
True
LW60
3.33
0.07559
0.07559
24667.43
24815.10
24815.10
True
LW60
3.50
0.07534
0.07534
24667.43
24812.00
24812.00
True
LW60
3.67
0.07534
0.07534
24667.43
24812.00
24812.00
True
LW60
3.83
0.07602
0.07602
24667.43
24820.45
24820.45
True
LW60
4.00
0.07609
0.07609
24667.43
24821.30
24821.30
True
LW60
4.17
0.07659
0.07659
24667.43
24827.50
24827.50
True
LW60
4.33
0.07634
0.07634
24667.43
24824.40
24824.40
True
LW60
4.50
0.07810
0.07810
24667.43
24846.30
24846.30
True
LW60
4.67
0.07862
0.07862
24667.43
24852.70
24852.70
True
LW60
4.83
0.07924
0.07924
24667.43
24860.45
24860.45
True
LW60
5.00
0.08141
0.08141
24667.43
24887.40
24887.40
True
LW60
5.17
0.08316
0.08316
24667.43
24909.10
24909.10
True
LW60
5.33
0.08616
0.08616
24667.43
24946.30
24946.30
True
LW60
5.50
0.09123
0.09123
24667.43
25009.20
25009.20
True
LW60
5.67
0.09901
0.09901
24667.43
25105.80
25105.80
True
LW60
5.83
0.11547
0.11547
24667.43
25310.09
25310.09
True
LW60
6.00
0.14541
0.14541
24667.43
25681.60
25681.60
True
LW60
6.17
0.18785
0.18785
24667.43
26208.30
26208.30
True
LW60
6.33
0.24777
0.24777
24667.43
26952.00
26952.00
True
LW60
6.50
0.33476
0.33476
24667.43
28031.50
28031.50
True
LW60
6.67
0.43937
0.43937
24667.43
29329.80
29329.80
True
LW60
6.83
0.55011
0.55011
24667.43
30704.09
30704.09
True
LW60
7.00
0.64664
0.64664
24667.43
31902.10
31902.10
True
LW60
7.17
0.72058
0.72058
24667.43
32819.70
32819.70
True
LW60
7.33
0.78320
0.78320
24667.43
33596.80
33596.80
True
LW60
7.50
0.82884
0.82884
24667.43
34163.20
34163.20
True
LW60
7.67
0.86725
0.86725
24667.43
34639.90
34639.90
True
LW60
7.83
0.89563
0.89563
24667.43
34992.18
34992.18
True
LW60
8.00
0.91859
0.91859
24667.43
35277.10
35277.10
True
LW60
8.17
0.93514
0.93514
24667.43
35482.50
35482.50
True
LW60
8.33
0.94818
0.94818
24667.43
35644.30
35644.30
True
LW60
8.50
0.95885
0.95885
24667.43
35776.70
35776.70
True
LW60
8.67
0.96927
0.96927
24667.43
35906.00
35906.00
True
LW60
8.83
0.97713
0.97713
24667.43
36003.55
36003.55
True
LW60
9.00
0.98268
0.98268
24667.43
36072.50
36072.50
True
LW60
9.17
0.98656
0.98656
24667.43
36120.60
36120.60
True
LW60
9.33
0.99073
0.99073
24667.43
36172.40
36172.40
True
LW60
9.50
0.99521
0.99521
24667.43
36227.90
36227.90
True
LW60
9.67
0.99699
0.99699
24667.43
36250.10
36250.10
True
LW60
9.83
0.99908
0.99908
24667.43
36276.00
36276.00
True
LW60
10.00
0.99849
0.99849
24667.43
36268.60
36268.60
True
LW60
10.17
0.99969
0.99969
24667.43
36283.60
36283.60
True
LW60
10.33
1.00000
1.00000
24667.43
36287.40
36287.40
True
LW60
10.50
0.99969
0.99969
24667.43
36283.60
36283.60
True
LW60
10.67
0.99640
0.99640
24667.43
36242.70
36242.70
True
LW60
10.83
0.98987
0.98987
24667.43
36161.64
36161.64
True
LW60
11.00
0.98745
0.98745
24667.43
36131.70
36131.70
True
LW60
11.17
0.98447
0.98447
24667.43
36094.70
36094.70
True
LW60
11.33
0.98239
0.98239
24667.43
36068.80
36068.80
True
LW60
11.50
0.97463
0.97463
24667.43
35972.60
35972.60
True
LW60
11.67
0.96897
0.96897
24667.43
35902.30
35902.30
True
LW60
11.83
0.96439
0.96439
24667.43
35845.45
35845.45
True
LW60
12.00
0.95737
0.95737
24667.43
35758.30
35758.30
True
LW60
12.17
0.94818
0.94818
24667.43
35644.30
35644.30
True
LW60
12.33
0.94048
0.94048
24667.43
35548.70
35548.70
True
LW60
12.50
0.93040
0.93040
24667.43
35423.60
35423.60
True
LW60
12.67
0.92037
0.92037
24667.43
35299.10
35299.10
True
LW60
12.83
0.91006
0.91006
24667.43
35171.27
35171.27
True
LW60
13.00
0.89536
0.89536
24667.43
34988.80
34988.80
True
LW60
13.17
0.88655
0.88655
24667.43
34879.40
34879.40
True
LW65
0.00
-0.42856
-0.42856
4865.00
4000.73
4000.73
True
LW65
0.17
-0.14141
-0.14141
4865.00
4484.00
4484.00
True
LW65
0.33
-0.06607
-0.06607
4865.00
4610.80
4610.80
True
LW65
0.50
-0.02424
-0.02424
4865.00
4681.20
4681.20
True
LW65
0.67
0.00796
0.00796
4865.00
4735.40
4735.40
True
LW65
0.83
0.03268
0.03268
4865.00
4777.00
4777.00
True
LW65
1.00
0.04967
0.04967
4865.00
4805.60
4805.60
True
LW65
1.17
0.06405
0.06405
4865.00
4829.80
4829.80
True
LW65
1.33
0.07190
0.07190
4865.00
4843.00
4843.00
True
LW65
1.50
0.07974
0.07974
4865.00
4856.20
4856.20
True
LW65
1.67
0.08497
0.08497
4865.00
4865.00
4865.00
True
LW65
1.83
0.08497
0.08497
4865.00
4865.00
4865.00
True
LW65
2.00
0.08627
0.08627
4865.00
4867.20
4867.20
True
LW65
2.17
0.08758
0.08758
4865.00
4869.40
4869.40
True
LW65
2.33
0.08627
0.08627
4865.00
4867.20
4867.20
True
LW65
2.50
0.09020
0.09020
4865.00
4873.80
4873.80
True
LW65
2.67
0.08627
0.08627
4865.00
4867.20
4867.20
True
LW65
2.83
0.08497
0.08497
4865.00
4865.00
4865.00
True
LW65
3.00
0.08497
0.08497
4865.00
4865.00
4865.00
True
LW65
3.17
0.08497
0.08497
4865.00
4865.00
4865.00
True
LW65
3.33
0.08497
0.08497
4865.00
4865.00
4865.00
True
LW65
3.50
0.07843
0.07843
4865.00
4854.00
4854.00
True
LW65
3.67
0.07451
0.07451
4865.00
4847.40
4847.40
True
LW65
3.83
0.07190
0.07190
4865.00
4843.00
4843.00
True
LW65
4.00
0.07190
0.07190
4865.00
4843.00
4843.00
True
LW65
4.17
0.07190
0.07190
4865.00
4843.00
4843.00
True
LW65
4.33
0.07190
0.07190
4865.00
4843.00
4843.00
True
LW65
4.50
0.07190
0.07190
4865.00
4843.00
4843.00
True
LW65
4.67
0.07190
0.07190
4865.00
4843.00
4843.00
True
LW65
4.83
0.06952
0.06952
4865.00
4839.00
4839.00
True
LW65
5.00
0.06797
0.06797
4865.00
4836.40
4836.40
True
LW65
5.17
0.06275
0.06275
4865.00
4827.60
4827.60
True
LW65
5.33
0.07059
0.07059
4865.00
4840.80
4840.80
True
LW65
5.50
0.07059
0.07059
4865.00
4840.80
4840.80
True
LW65
5.67
0.07190
0.07190
4865.00
4843.00
4843.00
True
LW65
5.83
0.07903
0.07903
4865.00
4855.00
4855.00
True
LW65
6.00
0.10327
0.10327
4865.00
4895.80
4895.80
True
LW65
6.17
0.14248
0.14248
4865.00
4961.80
4961.80
True
LW65
6.33
0.20832
0.20832
4865.00
5072.60
5072.60
True
LW65
6.50
0.30814
0.30814
4865.00
5240.60
5240.60
True
LW65
6.67
0.42543
0.42543
4865.00
5438.00
5438.00
True
LW65
6.83
0.53870
0.53870
4865.00
5628.64
5628.64
True
LW65
7.00
0.63488
0.63488
4865.00
5790.50
5790.50
True
LW65
7.17
0.70541
0.70541
4865.00
5909.20
5909.20
True
LW65
7.33
0.76958
0.76958
4865.00
6017.20
6017.20
True
LW65
7.50
0.81373
0.81373
4865.00
6091.50
6091.50
True
LW65
7.67
0.84848
0.84848
4865.00
6150.00
6150.00
True
LW65
7.83
0.87922
0.87922
4865.00
6201.73
6201.73
True
LW65
8.00
0.90202
0.90202
4865.00
6240.10
6240.10
True
LW65
8.17
0.91788
0.91788
4865.00
6266.80
6266.80
True
LW65
8.33
0.93012
0.93012
4865.00
6287.40
6287.40
True
LW65
8.50
0.94106
0.94106
4865.00
6305.80
6305.80
True
LW65
8.67
0.95698
0.95698
4865.00
6332.60
6332.60
True
LW65
8.83
0.96084
0.96084
4865.00
6339.09
6339.09
True
LW65
9.00
0.97326
0.97326
4865.00
6360.00
6360.00
True
LW65
9.17
0.97457
0.97457
4865.00
6362.20
6362.20
True
LW65
9.33
0.98241
0.98241
4865.00
6375.40
6375.40
True
LW65
9.50
0.98633
0.98633
4865.00
6382.00
6382.00
True
LW65
9.67
0.98633
0.98633
4865.00
6382.00
6382.00
True
LW65
9.83
0.98882
0.98882
4865.00
6386.18
6386.18
True
LW65
10.00
0.99727
0.99727
4865.00
6400.40
6400.40
True
LW65
10.17
1.00000
1.00000
4865.00
6405.00
6405.00
True
LW65
10.33
1.00000
1.00000
4865.00
6405.00
6405.00
True
LW65
10.50
1.00000
1.00000
4865.00
6405.00
6405.00
True
LW65
10.67
0.99863
0.99863
4865.00
6402.70
6402.70
True
LW65
10.83
1.00000
1.00000
4865.00
6405.00
6405.00
True
LW65
11.00
0.99727
0.99727
4865.00
6400.40
6400.40
True
LW65
11.17
0.98907
0.98907
4865.00
6386.60
6386.60
True
LW65
11.33
0.98770
0.98770
4865.00
6384.30
6384.30
True
LW65
11.50
0.98633
0.98633
4865.00
6382.00
6382.00
True
LW65
11.67
0.98633
0.98633
4865.00
6382.00
6382.00
True
LW65
11.83
0.98158
0.98158
4865.00
6374.00
6374.00
True
LW65
12.00
0.97326
0.97326
4865.00
6360.00
6360.00
True
LW65
12.17
0.97326
0.97326
4865.00
6360.00
6360.00
True
LW65
12.33
0.96370
0.96370
4865.00
6343.90
6343.90
True
LW65
12.50
0.95960
0.95960
4865.00
6337.00
6337.00
True
LW65
12.67
0.94914
0.94914
4865.00
6319.40
6319.40
True
LW65
12.83
0.94652
0.94652
4865.00
6315.00
6315.00
True
LW65
13.00
0.93422
0.93422
4865.00
6294.30
6294.30
True
LW65
13.17
0.93286
0.93286
4865.00
6292.00
6292.00
True
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