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
2026-04-10 inc4
Run date
2026-04-10
Media
FB
Incubator
inc4
Well file
2026-04-10 C4.xlsx
Well ID
C4
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
ATCC25238
Strain source
ATCC25238
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
2.71461
2.0-42.0 h
LW60
end_norm
0.08458
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.08467
2.0-42.0 h
LW60
max_norm
0.08467
2.0-42.0 h
LW60
min_norm
0.00098
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
0.00081
2.0-42.0 h
LW61
auc_norm
2.0-42.0 h
LW61
end_norm
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.0-42.0 h
LW61
max_norm
2.0-42.0 h
LW61
min_norm
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
1.00000
2.0-42.0 h
LW61
pct_saturated_rows
1.00000
2.0-42.0 h
LW61
slope_norm
2.0-42.0 h
LW62
auc_norm
-5.28783
2.0-42.0 h
LW62
end_norm
0.20795
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.47182
2.0-42.0 h
LW62
max_norm
0.24639
2.0-42.0 h
LW62
min_norm
-0.47182
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
0.01538
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
0.11494
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-8.68241
2.0-42.0 h
LW64
end_norm
-0.30118
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.30118
2.0-42.0 h
LW64
max_norm
-0.01468
2.0-42.0 h
LW64
min_norm
-0.30118
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
-0.00389
2.0-42.0 h
LW65
auc_norm
-1.14633
2.0-42.0 h
LW65
end_norm
-0.05299
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.05826
2.0-42.0 h
LW65
max_norm
0.04460
2.0-42.0 h
LW65
min_norm
-0.05826
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
-0.00227
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 526 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
30472.38000
498.71406
Ready
LW65
5
23359.03818
68.57332
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
0.00–44.33 h
6602.04–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–44.33 h
6602.04–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–44.33 h
6602.04–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–44.33 h
6602.04–49923.62 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
0.00–44.33 h
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–44.33 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–44.33 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–44.33 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
31359.50
24268.00
True
LW60
0.17
31359.50
28641.00
True
LW60
0.33
-0.18395
-0.18395
31359.50
29594.00
29785.50
True
LW60
0.50
-0.08052
-0.08052
31359.50
30171.70
30171.70
True
LW60
0.67
0.02207
0.02207
31359.50
30554.80
30554.80
True
LW60
0.83
0.09709
0.09709
31359.50
30834.90
30834.90
True
LW60
1.00
0.14532
0.14532
31359.50
31015.00
31015.00
True
LW60
1.17
0.17512
0.17512
31359.50
31126.30
31126.30
True
LW60
1.33
0.19684
0.19684
31359.50
31207.40
31207.40
True
LW60
1.50
0.21763
0.21763
31359.50
31285.00
31285.00
True
LW60
1.67
0.23428
0.23428
31359.50
31347.20
31347.20
True
LW60
1.83
0.24087
0.24087
31359.50
31371.80
31371.80
True
LW60
2.00
0.24577
0.24577
31359.50
31390.09
31390.09
True
LW60
2.17
0.25319
0.25319
31359.50
31417.80
31417.80
True
LW60
2.33
0.26382
0.26382
31359.50
31457.50
31457.50
True
LW60
2.50
0.27491
0.27491
31359.50
31498.90
31498.90
True
LW60
2.67
0.29808
0.29808
31359.50
31585.40
31585.40
True
LW60
2.83
0.32146
0.32146
31359.50
31672.73
31672.73
True
LW60
3.00
0.33075
0.33075
31359.50
31707.40
31707.40
True
LW60
3.17
0.34291
0.34291
31359.50
31752.80
31752.80
True
LW60
3.33
0.35041
0.35041
31359.50
31780.80
31780.80
True
LW60
3.50
0.36141
0.36141
31359.50
31821.90
31821.90
True
LW60
3.67
0.37732
0.37732
31359.50
31881.30
31881.30
True
LW60
3.83
0.38333
0.38333
31359.50
31903.73
31903.73
True
LW60
4.00
0.37944
0.37944
31359.50
31889.20
31889.20
True
LW60
4.17
0.38013
0.38013
31359.50
31891.80
31891.80
True
LW60
4.33
0.37992
0.37992
31359.50
31891.00
31891.00
True
LW60
4.50
0.38618
0.38618
31359.50
31914.40
31914.40
True
LW60
4.67
0.39941
0.39941
31359.50
31963.80
31963.80
True
LW60
4.83
0.42311
0.42311
31359.50
32052.27
32052.27
True
LW60
5.00
0.44379
0.44379
31359.50
32129.50
32129.50
True
LW60
5.17
0.46495
0.46495
31359.50
32208.50
32208.50
True
LW60
5.33
0.48484
0.48484
31359.50
32282.80
32282.80
True
LW60
5.50
0.50713
0.50713
31359.50
32366.00
32366.00
True
LW60
5.67
0.53337
0.53337
31359.50
32464.00
32464.00
True
LW60
5.83
0.55774
0.55774
31359.50
32555.00
32555.00
True
LW60
6.00
0.58511
0.58511
31359.50
32657.20
32657.20
True
LW60
6.17
0.61717
0.61717
31359.50
32776.90
32776.90
True
LW60
6.33
0.65691
0.65691
31359.50
32925.30
32925.30
True
LW60
6.50
0.70142
0.70142
31359.50
33091.50
33091.50
True
LW60
6.67
0.75439
0.75439
31359.50
33289.30
33289.30
True
LW60
6.83
0.80074
0.80074
31359.50
33462.36
33462.36
True
LW60
7.00
0.83792
0.83792
31359.50
33601.20
33601.20
True
LW60
7.17
0.85862
0.85862
31359.50
33678.50
33678.50
True
LW60
7.33
0.87783
0.87783
31359.50
33750.20
33750.20
True
LW60
7.50
0.89130
0.89130
31359.50
33800.50
33800.50
True
LW60
7.67
0.90171
0.90171
31359.50
33839.40
33839.40
True
LW60
7.83
0.90981
0.90981
31359.50
33869.64
33869.64
True
LW60
8.00
0.91419
0.91419
31359.50
33886.00
33886.00
True
LW60
8.17
0.91901
0.91901
31359.50
33904.00
33904.00
True
LW60
8.33
0.92384
0.92384
31359.50
33922.00
33922.00
True
LW60
8.50
0.92697
0.92697
31359.50
33933.70
33933.70
True
LW60
8.67
0.92408
0.92408
31359.50
33922.90
33922.90
True
LW60
8.83
0.92866
0.92866
31359.50
33940.00
33940.00
True
LW60
9.00
0.92287
0.92287
31359.50
33918.40
33918.40
True
LW60
9.17
0.92191
0.92191
31359.50
33914.80
33914.80
True
LW60
9.33
0.92287
0.92287
31359.50
33918.40
33918.40
True
LW60
9.50
0.91998
0.91998
31359.50
33907.60
33907.60
True
LW60
9.67
0.92191
0.92191
31359.50
33914.80
33914.80
True
LW60
9.83
0.91551
0.91551
31359.50
33890.91
33890.91
True
LW60
10.00
0.91251
0.91251
31359.50
33879.70
33879.70
True
LW60
10.17
0.91709
0.91709
31359.50
33896.80
33896.80
True
LW60
10.33
0.91516
0.91516
31359.50
33889.60
33889.60
True
LW60
10.50
0.91612
0.91612
31359.50
33893.20
33893.20
True
LW60
10.67
0.90937
0.90937
31359.50
33868.00
33868.00
True
LW60
10.83
0.91025
0.91025
31359.50
33871.27
33871.27
True
LW60
11.00
0.90841
0.90841
31359.50
33864.40
33864.40
True
LW60
11.17
0.90070
0.90070
31359.50
33835.60
33835.60
True
LW60
11.33
0.90166
0.90166
31359.50
33839.20
33839.20
True
LW60
11.50
0.90000
0.90000
31359.50
33833.00
33833.00
True
LW60
11.67
0.89880
0.89880
31359.50
33828.50
33828.50
True
LW60
11.83
0.89377
0.89377
31359.50
33809.73
33809.73
True
LW60
12.00
0.89036
0.89036
31359.50
33797.00
33797.00
True
LW60
12.17
0.89036
0.89036
31359.50
33797.00
33797.00
True
LW60
12.33
0.88457
0.88457
31359.50
33775.40
33775.40
True
LW60
12.50
0.88289
0.88289
31359.50
33769.10
33769.10
True
LW60
12.67
0.87975
0.87975
31359.50
33757.40
33757.40
True
LW60
12.83
0.87984
0.87984
31359.50
33757.73
33757.73
True
LW60
13.00
0.88072
0.88072
31359.50
33761.00
33761.00
True
LW60
13.17
0.87807
0.87807
31359.50
33751.10
33751.10
True
LW65
0.00
-1.00000
-1.00000
23025.25
20145.18
20444.70
True
LW65
0.17
-0.21807
-0.21807
23025.25
22723.50
22723.50
True
LW65
0.33
-0.03663
-0.03663
23025.25
23252.30
23252.30
True
LW65
0.50
0.01158
0.01158
23025.25
23392.80
23392.80
True
LW65
0.67
0.02287
0.02287
23025.25
23425.70
23425.70
True
LW65
0.83
0.01141
0.01141
23025.25
23392.30
23392.30
True
LW65
1.00
-0.00925
-0.00925
23025.25
23332.09
23332.09
True
LW65
1.17
-0.03350
-0.03350
23025.25
23261.40
23261.40
True
LW65
1.33
-0.06528
-0.06528
23025.25
23168.80
23168.80
True
LW65
1.50
-0.07615
-0.07615
23025.25
23137.10
23137.10
True
LW65
1.67
-0.10426
-0.10426
23025.25
23055.20
23055.20
True
LW65
1.83
-0.12481
-0.12481
23025.25
22995.30
22995.30
True
LW65
2.00
-0.15130
-0.15130
23025.25
22918.09
22918.09
True
LW65
2.17
-0.19210
-0.19210
23025.25
22799.20
22799.20
True
LW65
2.33
-0.21207
-0.21207
23025.25
22741.00
22741.00
True
LW65
2.50
-0.21001
-0.21001
23025.25
22747.00
22747.00
True
LW65
2.67
-0.21001
-0.21001
23025.25
22747.00
22747.00
True
LW65
2.83
-0.21619
-0.21619
23025.25
22729.00
22729.00
True
LW65
3.00
-0.24690
-0.24690
23025.25
22639.50
22639.50
True
LW65
3.17
-0.26131
-0.26131
23025.25
22597.50
22597.50
True
LW65
3.33
-0.27373
-0.27373
23025.25
22561.30
22561.30
True
LW65
3.50
-0.27682
-0.27682
23025.25
22552.30
22552.30
True
LW65
3.67
-0.27894
-0.27894
23025.25
22546.10
22546.10
True
LW65
3.83
-0.29417
-0.29417
23025.25
22501.73
22501.73
True
LW65
4.00
-0.30159
-0.30159
23025.25
22480.10
22480.10
True
LW65
4.17
-0.30794
-0.30794
23025.25
22461.60
22461.60
True
LW65
4.33
-0.32039
-0.32039
23025.25
22425.30
22425.30
True
LW65
4.50
-0.32492
-0.32492
23025.25
22412.10
22412.10
True
LW65
4.67
-0.32043
-0.32043
23025.25
22425.20
22425.20
True
LW65
4.83
-0.28756
-0.28756
23025.25
22521.00
22521.00
True
LW65
5.00
-0.25215
-0.25215
23025.25
22624.20
22624.20
True
LW65
5.17
-0.22236
-0.22236
23025.25
22711.00
22711.00
True
LW65
5.33
-0.18290
-0.18290
23025.25
22826.00
22826.00
True
LW65
5.50
-0.14890
-0.14890
23025.25
22925.10
22925.10
True
LW65
5.67
-0.12924
-0.12924
23025.25
22982.40
22982.40
True
LW65
5.83
-0.09172
-0.09172
23025.25
23091.73
23091.73
True
LW65
6.00
-0.04489
-0.04489
23025.25
23228.20
23228.20
True
LW65
6.17
-0.00537
-0.00537
23025.25
23343.40
23343.40
True
LW65
6.33
0.02600
0.02600
23025.25
23434.80
23434.80
True
LW65
6.50
0.04586
0.04586
23025.25
23492.70
23492.70
True
LW65
6.67
0.07891
0.07891
23025.25
23589.00
23589.00
True
LW65
6.83
0.11531
0.11531
23025.25
23695.09
23695.09
True
LW65
7.00
0.14475
0.14475
23025.25
23780.90
23780.90
True
LW65
7.17
0.16771
0.16771
23025.25
23847.80
23847.80
True
LW65
7.33
0.17934
0.17934
23025.25
23881.70
23881.70
True
LW65
7.50
0.19615
0.19615
23025.25
23930.70
23930.70
True
LW65
7.67
0.21925
0.21925
23025.25
23998.00
23998.00
True
LW65
7.83
0.21516
0.21516
23025.25
23986.09
23986.09
True
LW65
8.00
0.21613
0.21613
23025.25
23988.90
23988.90
True
LW65
8.17
0.22978
0.22978
23025.25
24028.70
24028.70
True
LW65
8.33
0.23616
0.23616
23025.25
24047.30
24047.30
True
LW65
8.50
0.23743
0.23743
23025.25
24051.00
24051.00
True
LW65
8.67
0.23105
0.23105
23025.25
24032.40
24032.40
True
LW65
8.83
0.23781
0.23781
23025.25
24052.09
24052.09
True
LW65
9.00
0.23085
0.23085
23025.25
24031.80
24031.80
True
LW65
9.17
0.22875
0.22875
23025.25
24025.70
24025.70
True
LW65
9.33
0.23297
0.23297
23025.25
24038.00
24038.00
True
LW65
9.50
0.22875
0.22875
23025.25
24025.70
24025.70
True
LW65
9.67
0.22031
0.22031
23025.25
24001.10
24001.10
True
LW65
9.83
0.21579
0.21579
23025.25
23987.91
23987.91
True
LW65
10.00
0.20055
0.20055
23025.25
23943.50
23943.50
True
LW65
10.17
0.18771
0.18771
23025.25
23906.10
23906.10
True
LW65
10.33
0.18878
0.18878
23025.25
23909.20
23909.20
True
LW65
10.50
0.17509
0.17509
23025.25
23869.30
23869.30
True
LW65
10.67
0.16140
0.16140
23025.25
23829.40
23829.40
True
LW65
10.83
0.14887
0.14887
23025.25
23792.91
23792.91
True
LW65
11.00
0.14249
0.14249
23025.25
23774.30
23774.30
True
LW65
11.17
0.12142
0.12142
23025.25
23712.90
23712.90
True
LW65
11.33
0.11830
0.11830
23025.25
23703.80
23703.80
True
LW65
11.50
0.10372
0.10372
23025.25
23661.30
23661.30
True
LW65
11.67
0.09613
0.09613
23025.25
23639.20
23639.20
True
LW65
11.83
0.08664
0.08664
23025.25
23611.55
23611.55
True
LW65
12.00
0.07832
0.07832
23025.25
23587.30
23587.30
True
LW65
12.17
0.05952
0.05952
23025.25
23532.50
23532.50
True
LW65
12.33
0.04490
0.04490
23025.25
23489.90
23489.90
True
LW65
12.50
0.04195
0.04195
23025.25
23481.30
23481.30
True
LW65
12.67
0.02709
0.02709
23025.25
23438.00
23438.00
True
LW65
12.83
0.01624
0.01624
23025.25
23406.36
23406.36
True
LW65
13.00
0.00507
0.00507
23025.25
23373.80
23373.80
True
LW65
13.17
-0.00622
-0.00622
23025.25
23340.90
23340.90
True
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