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 A3.xlsx
Well ID
A3
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
ATCC 700324
Strain source
ATCC 700324
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
8.86763
2.0-42.0 h
LW60
end_norm
0.19230
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.44399
2.0-42.0 h
LW60
max_norm
0.44399
2.0-42.0 h
LW60
min_norm
-0.00715
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
-0.00039
2.0-42.0 h
LW61
auc_norm
57.51656
2.0-42.0 h
LW61
end_norm
2.26310
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.26310
2.0-42.0 h
LW61
max_norm
2.26310
2.0-42.0 h
LW61
min_norm
0.04016
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
0.05080
2.0-42.0 h
LW62
auc_norm
-3.05760
2.0-42.0 h
LW62
end_norm
0.10951
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.87525
2.0-42.0 h
LW62
max_norm
0.23243
2.0-42.0 h
LW62
min_norm
-0.87525
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
0.01619
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
0.17552
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.15519
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
0.10539
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
5.63676
2.0-42.0 h
LW65
end_norm
0.11359
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.28310
2.0-42.0 h
LW65
max_norm
0.28310
2.0-42.0 h
LW65
min_norm
-0.01420
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
-0.00042
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
12998.96727
147.86523
Ready
LW65
5
6224.02545
82.59569
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
5509.36–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–44.50 h
5509.36–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–44.50 h
5509.36–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–44.50 h
5509.36–49923.62 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
-0.37991
-0.37991
13224.00
10682.91
10682.91
True
LW60
0.17
-0.07926
-0.07926
13224.00
12515.80
12515.80
True
LW60
0.33
-0.03638
-0.03638
13224.00
12777.20
12777.20
True
LW60
0.50
-0.01089
-0.01089
13224.00
12932.60
12932.60
True
LW60
0.67
0.00588
0.00588
13224.00
13034.80
13034.80
True
LW60
0.83
0.01750
0.01750
13224.00
13105.64
13105.64
True
LW60
1.00
0.02389
0.02389
13224.00
13144.60
13144.60
True
LW60
1.17
0.02855
0.02855
13224.00
13173.00
13173.00
True
LW60
1.33
0.03281
0.03281
13224.00
13199.00
13199.00
True
LW60
1.50
0.03609
0.03609
13224.00
13219.00
13219.00
True
LW60
1.67
0.03691
0.03691
13224.00
13224.00
13224.00
True
LW60
1.83
0.03691
0.03691
13224.00
13224.00
13224.00
True
LW60
2.00
0.03691
0.03691
13224.00
13224.00
13224.00
True
LW60
2.17
0.03691
0.03691
13224.00
13224.00
13224.00
True
LW60
2.33
0.03486
0.03486
13224.00
13211.50
13211.50
True
LW60
2.50
0.03281
0.03281
13224.00
13199.00
13199.00
True
LW60
2.67
0.03281
0.03281
13224.00
13199.00
13199.00
True
LW60
2.83
0.03204
0.03204
13224.00
13194.27
13194.27
True
LW60
3.00
0.02897
0.02897
13224.00
13175.60
13175.60
True
LW60
3.17
0.02855
0.02855
13224.00
13173.00
13173.00
True
LW60
3.33
0.02855
0.02855
13224.00
13173.00
13173.00
True
LW60
3.50
0.02855
0.02855
13224.00
13173.00
13173.00
True
LW60
3.67
0.02812
0.02812
13224.00
13170.40
13170.40
True
LW60
3.83
0.02506
0.02506
13224.00
13151.73
13151.73
True
LW60
4.00
0.02428
0.02428
13224.00
13147.00
13147.00
True
LW60
4.17
0.02428
0.02428
13224.00
13147.00
13147.00
True
LW60
4.33
0.02428
0.02428
13224.00
13147.00
13147.00
True
LW60
4.50
0.02182
0.02182
13224.00
13132.00
13132.00
True
LW60
4.67
0.02141
0.02141
13224.00
13129.50
13129.50
True
LW60
4.83
0.02242
0.02242
13224.00
13135.64
13135.64
True
LW60
5.00
0.02428
0.02428
13224.00
13147.00
13147.00
True
LW60
5.17
0.02428
0.02428
13224.00
13147.00
13147.00
True
LW60
5.33
0.02599
0.02599
13224.00
13157.40
13157.40
True
LW60
5.50
0.02855
0.02855
13224.00
13173.00
13173.00
True
LW60
5.67
0.03363
0.03363
13224.00
13204.00
13204.00
True
LW60
5.83
0.04497
0.04497
13224.00
13273.09
13273.09
True
LW60
6.00
0.07359
0.07359
13224.00
13447.60
13447.60
True
LW60
6.17
0.12912
0.12912
13224.00
13786.10
13786.10
True
LW60
6.33
0.22178
0.22178
13224.00
14351.00
14351.00
True
LW60
6.50
0.34963
0.34963
13224.00
15130.40
15130.40
True
LW60
6.67
0.48146
0.48146
13224.00
15934.10
15934.10
True
LW60
6.83
0.59627
0.59627
13224.00
16634.00
16634.00
True
LW60
7.00
0.68684
0.68684
13224.00
17186.20
17186.20
True
LW60
7.17
0.75375
0.75375
13224.00
17594.10
17594.10
True
LW60
7.33
0.80790
0.80790
13224.00
17924.20
17924.20
True
LW60
7.50
0.85042
0.85042
13224.00
18183.40
18183.40
True
LW60
7.67
0.88211
0.88211
13224.00
18376.60
18376.60
True
LW60
7.83
0.90833
0.90833
13224.00
18536.45
18536.45
True
LW60
8.00
0.92907
0.92907
13224.00
18662.90
18662.90
True
LW60
8.17
0.94290
0.94290
13224.00
18747.20
18747.20
True
LW60
8.33
0.95547
0.95547
13224.00
18823.80
18823.80
True
LW60
8.50
0.96375
0.96375
13224.00
18874.30
18874.30
True
LW60
8.67
0.97125
0.97125
13224.00
18920.00
18920.00
True
LW60
8.83
0.97897
0.97897
13224.00
18967.09
18967.09
True
LW60
9.00
0.98606
0.98606
13224.00
19010.30
19010.30
True
LW60
9.17
0.99116
0.99116
13224.00
19041.40
19041.40
True
LW60
9.33
0.99437
0.99437
13224.00
19061.00
19061.00
True
LW60
9.50
0.99667
0.99667
13224.00
19075.00
19075.00
True
LW60
9.67
0.99667
0.99667
13224.00
19075.00
19075.00
True
LW60
9.83
0.99883
0.99883
13224.00
19088.18
19088.18
True
LW60
10.00
1.00000
1.00000
13224.00
19095.30
19095.30
True
LW60
10.17
0.99621
0.99621
13224.00
19072.20
19072.20
True
LW60
10.33
0.99254
0.99254
13224.00
19049.80
19049.80
True
LW60
10.50
0.99162
0.99162
13224.00
19044.20
19044.20
True
LW60
10.67
0.98653
0.98653
13224.00
19013.20
19013.20
True
LW60
10.83
0.98231
0.98231
13224.00
18987.45
18987.45
True
LW60
11.00
0.97492
0.97492
13224.00
18942.40
18942.40
True
LW60
11.17
0.96611
0.96611
13224.00
18888.70
18888.70
True
LW60
11.33
0.95592
0.95592
13224.00
18826.60
18826.60
True
LW60
11.50
0.94571
0.94571
13224.00
18764.30
18764.30
True
LW60
11.67
0.93325
0.93325
13224.00
18688.40
18688.40
True
LW60
11.83
0.91626
0.91626
13224.00
18584.82
18584.82
True
LW60
12.00
0.90186
0.90186
13224.00
18497.00
18497.00
True
LW60
12.17
0.88762
0.88762
13224.00
18410.20
18410.20
True
LW60
12.33
0.87109
0.87109
13224.00
18309.40
18309.40
True
LW60
12.50
0.85593
0.85593
13224.00
18217.00
18217.00
True
LW60
12.67
0.83802
0.83802
13224.00
18107.80
18107.80
True
LW60
12.83
0.81868
0.81868
13224.00
17989.91
17989.91
True
LW60
13.00
0.79965
0.79965
13224.00
17873.90
17873.90
True
LW60
13.17
0.78190
0.78190
13224.00
17765.70
17765.70
True
LW65
0.00
-0.37476
-0.37476
6337.00
5509.36
5509.36
True
LW65
0.17
-0.14501
-0.14501
6337.00
5947.50
5947.50
True
LW65
0.33
-0.06478
-0.06478
6337.00
6100.50
6100.50
True
LW65
0.50
-0.01879
-0.01879
6337.00
6188.20
6188.20
True
LW65
0.67
0.00832
0.00832
6337.00
6239.90
6239.90
True
LW65
0.83
0.03236
0.03236
6337.00
6285.73
6285.73
True
LW65
1.00
0.04288
0.04288
6337.00
6305.80
6305.80
True
LW65
1.17
0.05117
0.05117
6337.00
6321.60
6321.60
True
LW65
1.33
0.05924
0.05924
6337.00
6337.00
6337.00
True
LW65
1.50
0.05924
0.05924
6337.00
6337.00
6337.00
True
LW65
1.67
0.05924
0.05924
6337.00
6337.00
6337.00
True
LW65
1.83
0.05924
0.05924
6337.00
6337.00
6337.00
True
LW65
2.00
0.05924
0.05924
6337.00
6337.00
6337.00
True
LW65
2.17
0.05924
0.05924
6337.00
6337.00
6337.00
True
LW65
2.33
0.05578
0.05578
6337.00
6330.40
6330.40
True
LW65
2.50
0.04886
0.04886
6337.00
6317.20
6317.20
True
LW65
2.67
0.04529
0.04529
6337.00
6310.40
6310.40
True
LW65
2.83
0.04003
0.04003
6337.00
6300.36
6300.36
True
LW65
3.00
0.03565
0.03565
6337.00
6292.00
6292.00
True
LW65
3.17
0.03565
0.03565
6337.00
6292.00
6292.00
True
LW65
3.33
0.03565
0.03565
6337.00
6292.00
6292.00
True
LW65
3.50
0.02600
0.02600
6337.00
6273.60
6273.60
True
LW65
3.67
0.02479
0.02479
6337.00
6271.30
6271.30
True
LW65
3.83
0.02358
0.02358
6337.00
6269.00
6269.00
True
LW65
4.00
0.02358
0.02358
6337.00
6269.00
6269.00
True
LW65
4.17
0.02358
0.02358
6337.00
6269.00
6269.00
True
LW65
4.33
0.02243
0.02243
6337.00
6266.80
6266.80
True
LW65
4.50
0.01897
0.01897
6337.00
6260.20
6260.20
True
LW65
4.67
0.01666
0.01666
6337.00
6255.80
6255.80
True
LW65
4.83
0.01205
0.01205
6337.00
6247.00
6247.00
True
LW65
5.00
0.01205
0.01205
6337.00
6247.00
6247.00
True
LW65
5.17
0.01205
0.01205
6337.00
6247.00
6247.00
True
LW65
5.33
0.01205
0.01205
6337.00
6247.00
6247.00
True
LW65
5.50
0.01205
0.01205
6337.00
6247.00
6247.00
True
LW65
5.67
0.01205
0.01205
6337.00
6247.00
6247.00
True
LW65
5.83
0.01519
0.01519
6337.00
6253.00
6253.00
True
LW65
6.00
0.03082
0.03082
6337.00
6282.80
6282.80
True
LW65
6.17
0.07597
0.07597
6337.00
6368.90
6368.90
True
LW65
6.33
0.17587
0.17587
6337.00
6559.40
6559.40
True
LW65
6.50
0.32270
0.32270
6337.00
6839.40
6839.40
True
LW65
6.67
0.46926
0.46926
6337.00
7118.90
7118.90
True
LW65
6.83
0.59503
0.59503
6337.00
7358.73
7358.73
True
LW65
7.00
0.68783
0.68783
6337.00
7535.70
7535.70
True
LW65
7.17
0.75574
0.75574
6337.00
7665.20
7665.20
True
LW65
7.33
0.80928
0.80928
6337.00
7767.30
7767.30
True
LW65
7.50
0.85076
0.85076
6337.00
7846.40
7846.40
True
LW65
7.67
0.88012
0.88012
6337.00
7902.40
7902.40
True
LW65
7.83
0.90547
0.90547
6337.00
7950.73
7950.73
True
LW65
8.00
0.92176
0.92176
6337.00
7981.80
7981.80
True
LW65
8.17
0.93629
0.93629
6337.00
8009.50
8009.50
True
LW65
8.33
0.95123
0.95123
6337.00
8038.00
8038.00
True
LW65
8.50
0.96209
0.96209
6337.00
8058.70
8058.70
True
LW65
8.67
0.96812
0.96812
6337.00
8070.20
8070.20
True
LW65
8.83
0.97650
0.97650
6337.00
8086.18
8086.18
True
LW65
9.00
0.98290
0.98290
6337.00
8098.40
8098.40
True
LW65
9.17
0.98794
0.98794
6337.00
8108.00
8108.00
True
LW65
9.33
0.99156
0.99156
6337.00
8114.90
8114.90
True
LW65
9.50
0.99638
0.99638
6337.00
8124.10
8124.10
True
LW65
9.67
0.99879
0.99879
6337.00
8128.70
8128.70
True
LW65
9.83
1.00000
1.00000
6337.00
8131.00
8131.00
True
LW65
10.00
1.00000
1.00000
6337.00
8131.00
8131.00
True
LW65
10.17
1.00000
1.00000
6337.00
8131.00
8131.00
True
LW65
10.33
0.99879
0.99879
6337.00
8128.70
8128.70
True
LW65
10.50
0.99638
0.99638
6337.00
8124.10
8124.10
True
LW65
10.67
0.99035
0.99035
6337.00
8112.60
8112.60
True
LW65
10.83
0.98794
0.98794
6337.00
8108.00
8108.00
True
LW65
11.00
0.97787
0.97787
6337.00
8088.80
8088.80
True
LW65
11.17
0.97535
0.97535
6337.00
8084.00
8084.00
True
LW65
11.33
0.96691
0.96691
6337.00
8067.90
8067.90
True
LW65
11.50
0.95726
0.95726
6337.00
8049.50
8049.50
True
LW65
11.67
0.94746
0.94746
6337.00
8030.80
8030.80
True
LW65
11.83
0.93207
0.93207
6337.00
8001.45
8001.45
True
LW65
12.00
0.91814
0.91814
6337.00
7974.90
7974.90
True
LW65
12.17
0.90823
0.90823
6337.00
7956.00
7956.00
True
LW65
12.33
0.89108
0.89108
6337.00
7923.30
7923.30
True
LW65
12.50
0.88023
0.88023
6337.00
7902.60
7902.60
True
LW65
12.67
0.86161
0.86161
6337.00
7867.10
7867.10
True
LW65
12.83
0.84550
0.84550
6337.00
7836.36
7836.36
True
LW65
13.00
0.83020
0.83020
6337.00
7807.20
7807.20
True
LW65
13.17
0.81646
0.81646
6337.00
7781.00
7781.00
True
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