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
2026-04-13 inc4
Run date
2026-04-13
Media
FB
Incubator
inc4
Well file
2026-04-13 B1.xlsx
Well ID
B1
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
ATCC 29970
Strain source
ATCC 29970
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
3.50318
2.0-42.0 h
LW60
end_norm
0.19757
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.19757
2.0-42.0 h
LW60
max_norm
0.19757
2.0-42.0 h
LW60
min_norm
0.00453
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
0.00536
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
2.0-42.0 h
LW62
end_norm
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
2.0-42.0 h
LW62
max_norm
2.0-42.0 h
LW62
min_norm
2.0-42.0 h
LW62
pct_abnormal_rows
0.00000
2.0-42.0 h
LW62
pct_missing_norm
1.00000
2.0-42.0 h
LW62
pct_saturated_rows
1.00000
2.0-42.0 h
LW62
slope_norm
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
0.29876
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.22105
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
0.78340
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
5.02150
2.0-42.0 h
LW65
end_norm
0.20974
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.21042
2.0-42.0 h
LW65
max_norm
0.21042
2.0-42.0 h
LW65
min_norm
0.00656
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
0.00512
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 814 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
4065.50364
74.99709
Ready
LW65
5
15663.09636
497.57576
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
0.00–67.67 h
3667.91–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.67 h
3667.91–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.67 h
3667.91–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.67 h
3667.91–49923.62 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
0.00–67.67 h
-0.89653–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.67 h
-0.89653–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.67 h
-0.89653–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.67 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
-0.23887
-0.23887
4191.00
3667.91
3667.91
True
LW60
0.17
-0.12412
-0.12412
4191.00
3858.90
3858.90
True
LW60
0.33
-0.06308
-0.06308
4191.00
3960.50
3960.50
True
LW60
0.50
-0.02686
-0.02686
4191.00
4020.80
4020.80
True
LW60
0.67
0.00955
0.00955
4191.00
4081.40
4081.40
True
LW60
0.83
0.03323
0.03323
4191.00
4120.82
4120.82
True
LW60
1.00
0.04716
0.04716
4191.00
4144.00
4144.00
True
LW60
1.17
0.06038
0.06038
4191.00
4166.00
4166.00
True
LW60
1.33
0.07227
0.07227
4191.00
4185.80
4185.80
True
LW60
1.50
0.07359
0.07359
4191.00
4188.00
4188.00
True
LW60
1.67
0.07359
0.07359
4191.00
4188.00
4188.00
True
LW60
1.83
0.07720
0.07720
4191.00
4194.00
4194.00
True
LW60
2.00
0.08681
0.08681
4191.00
4210.00
4210.00
True
LW60
2.17
0.08681
0.08681
4191.00
4210.00
4210.00
True
LW60
2.33
0.08681
0.08681
4191.00
4210.00
4210.00
True
LW60
2.50
0.08681
0.08681
4191.00
4210.00
4210.00
True
LW60
2.67
0.08681
0.08681
4191.00
4210.00
4210.00
True
LW60
2.83
0.08681
0.08681
4191.00
4210.00
4210.00
True
LW60
3.00
0.08681
0.08681
4191.00
4210.00
4210.00
True
LW60
3.17
0.08681
0.08681
4191.00
4210.00
4210.00
True
LW60
3.33
0.08681
0.08681
4191.00
4210.00
4210.00
True
LW60
3.50
0.08681
0.08681
4191.00
4210.00
4210.00
True
LW60
3.67
0.09312
0.09312
4191.00
4220.50
4220.50
True
LW60
3.83
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
4.00
0.09817
0.09817
4191.00
4228.90
4228.90
True
LW60
4.17
0.09438
0.09438
4191.00
4222.60
4222.60
True
LW60
4.33
0.09060
0.09060
4191.00
4216.30
4216.30
True
LW60
4.50
0.08933
0.08933
4191.00
4214.20
4214.20
True
LW60
4.67
0.08681
0.08681
4191.00
4210.00
4210.00
True
LW60
4.83
0.08910
0.08910
4191.00
4213.82
4213.82
True
LW60
5.00
0.09438
0.09438
4191.00
4222.60
4222.60
True
LW60
5.17
0.09564
0.09564
4191.00
4224.70
4224.70
True
LW60
5.33
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
5.50
0.09690
0.09690
4191.00
4226.80
4226.80
True
LW60
5.67
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
5.83
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
6.00
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
6.17
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
6.33
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
6.50
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
6.67
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
6.83
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
7.00
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
7.17
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
7.33
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
7.50
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
7.67
0.09943
0.09943
4191.00
4231.00
4231.00
True
LW60
7.83
0.10303
0.10303
4191.00
4237.00
4237.00
True
LW60
8.00
0.11264
0.11264
4191.00
4253.00
4253.00
True
LW60
8.17
0.11264
0.11264
4191.00
4253.00
4253.00
True
LW60
8.33
0.11264
0.11264
4191.00
4253.00
4253.00
True
LW60
8.50
0.11264
0.11264
4191.00
4253.00
4253.00
True
LW60
8.67
0.11264
0.11264
4191.00
4253.00
4253.00
True
LW60
8.83
0.11264
0.11264
4191.00
4253.00
4253.00
True
LW60
9.00
0.11264
0.11264
4191.00
4253.00
4253.00
True
LW60
9.17
0.11264
0.11264
4191.00
4253.00
4253.00
True
LW60
9.33
0.11529
0.11529
4191.00
4257.40
4257.40
True
LW60
9.50
0.12322
0.12322
4191.00
4270.60
4270.60
True
LW60
9.67
0.12586
0.12586
4191.00
4275.00
4275.00
True
LW60
9.83
0.12586
0.12586
4191.00
4275.00
4275.00
True
LW60
10.00
0.12586
0.12586
4191.00
4275.00
4275.00
True
LW60
10.17
0.12586
0.12586
4191.00
4275.00
4275.00
True
LW60
10.33
0.12586
0.12586
4191.00
4275.00
4275.00
True
LW60
10.50
0.12586
0.12586
4191.00
4275.00
4275.00
True
LW60
10.67
0.13247
0.13247
4191.00
4286.00
4286.00
True
LW60
10.83
0.13908
0.13908
4191.00
4297.00
4297.00
True
LW60
11.00
0.13908
0.13908
4191.00
4297.00
4297.00
True
LW60
11.17
0.13908
0.13908
4191.00
4297.00
4297.00
True
LW60
11.33
0.13908
0.13908
4191.00
4297.00
4297.00
True
LW60
11.50
0.13908
0.13908
4191.00
4297.00
4297.00
True
LW60
11.67
0.13908
0.13908
4191.00
4297.00
4297.00
True
LW60
11.83
0.14711
0.14711
4191.00
4310.36
4310.36
True
LW60
12.00
0.15170
0.15170
4191.00
4318.00
4318.00
True
LW60
12.17
0.15170
0.15170
4191.00
4318.00
4318.00
True
LW60
12.33
0.15170
0.15170
4191.00
4318.00
4318.00
True
LW60
12.50
0.15170
0.15170
4191.00
4318.00
4318.00
True
LW60
12.67
0.15170
0.15170
4191.00
4318.00
4318.00
True
LW60
12.83
0.15170
0.15170
4191.00
4318.00
4318.00
True
LW60
13.00
0.15698
0.15698
4191.00
4326.80
4326.80
True
LW60
13.17
0.16491
0.16491
4191.00
4340.00
4340.00
True
LW65
0.00
-0.36332
-0.36332
16791.15
13444.36
13444.36
True
LW65
0.17
-0.20886
-0.20886
16791.15
14387.60
14387.60
True
LW65
0.33
-0.11286
-0.11286
16791.15
14973.90
14973.90
True
LW65
0.50
-0.04465
-0.04465
16791.15
15390.40
15390.40
True
LW65
0.67
0.00914
0.00914
16791.15
15718.90
15718.90
True
LW65
0.83
0.05503
0.05503
16791.15
15999.18
15999.18
True
LW65
1.00
0.09334
0.09334
16791.15
16233.10
16233.10
True
LW65
1.17
0.12075
0.12075
16791.15
16400.50
16400.50
True
LW65
1.33
0.14248
0.14248
16791.15
16533.20
16533.20
True
LW65
1.50
0.16254
0.16254
16791.15
16655.70
16655.70
True
LW65
1.67
0.17723
0.17723
16791.15
16745.40
16745.40
True
LW65
1.83
0.19221
0.19221
16791.15
16836.91
16836.91
True
LW65
2.00
0.20276
0.20276
16791.15
16901.30
16901.30
True
LW65
2.17
0.21262
0.21262
16791.15
16961.50
16961.50
True
LW65
2.33
0.22062
0.22062
16791.15
17010.40
17010.40
True
LW65
2.50
0.22920
0.22920
16791.15
17062.80
17062.80
True
LW65
2.67
0.23597
0.23597
16791.15
17104.10
17104.10
True
LW65
2.83
0.24188
0.24188
16791.15
17140.18
17140.18
True
LW65
3.00
0.24713
0.24713
16791.15
17172.30
17172.30
True
LW65
3.17
0.25341
0.25341
16791.15
17210.60
17210.60
True
LW65
3.33
0.25884
0.25884
16791.15
17243.80
17243.80
True
LW65
3.50
0.26063
0.26063
16791.15
17254.70
17254.70
True
LW65
3.67
0.26513
0.26513
16791.15
17282.20
17282.20
True
LW65
3.83
0.26767
0.26767
16791.15
17297.73
17297.73
True
LW65
4.00
0.27145
0.27145
16791.15
17320.80
17320.80
True
LW65
4.17
0.27415
0.27415
16791.15
17337.30
17337.30
True
LW65
4.33
0.27910
0.27910
16791.15
17367.50
17367.50
True
LW65
4.50
0.28180
0.28180
16791.15
17384.00
17384.00
True
LW65
4.67
0.28455
0.28455
16791.15
17400.80
17400.80
True
LW65
4.83
0.28493
0.28493
16791.15
17403.09
17403.09
True
LW65
5.00
0.28912
0.28912
16791.15
17428.70
17428.70
True
LW65
5.17
0.29222
0.29222
16791.15
17447.60
17447.60
True
LW65
5.33
0.29677
0.29677
16791.15
17475.40
17475.40
True
LW65
5.50
0.29677
0.29677
16791.15
17475.40
17475.40
True
LW65
5.67
0.29813
0.29813
16791.15
17483.70
17483.70
True
LW65
5.83
0.29889
0.29889
16791.15
17488.36
17488.36
True
LW65
6.00
0.30304
0.30304
16791.15
17513.70
17513.70
True
LW65
6.17
0.30348
0.30348
16791.15
17516.40
17516.40
True
LW65
6.33
0.30715
0.30715
16791.15
17538.80
17538.80
True
LW65
6.50
0.30853
0.30853
16791.15
17547.20
17547.20
True
LW65
6.67
0.31126
0.31126
16791.15
17563.90
17563.90
True
LW65
6.83
0.31369
0.31369
16791.15
17578.73
17578.73
True
LW65
7.00
0.31526
0.31526
16791.15
17588.30
17588.30
True
LW65
7.17
0.31573
0.31573
16791.15
17591.20
17591.20
True
LW65
7.33
0.32028
0.32028
16791.15
17619.00
17619.00
True
LW65
7.50
0.31937
0.31937
16791.15
17613.40
17613.40
True
LW65
7.67
0.32349
0.32349
16791.15
17638.60
17638.60
True
LW65
7.83
0.32527
0.32527
16791.15
17649.45
17649.45
True
LW65
8.00
0.32752
0.32752
16791.15
17663.20
17663.20
True
LW65
8.17
0.33021
0.33021
16791.15
17679.60
17679.60
True
LW65
8.33
0.32975
0.32975
16791.15
17676.80
17676.80
True
LW65
8.50
0.33387
0.33387
16791.15
17702.00
17702.00
True
LW65
8.67
0.33708
0.33708
16791.15
17721.60
17721.60
True
LW65
8.83
0.33925
0.33925
16791.15
17734.82
17734.82
True
LW65
9.00
0.34200
0.34200
16791.15
17751.60
17751.60
True
LW65
9.17
0.34563
0.34563
16791.15
17773.80
17773.80
True
LW65
9.33
0.34609
0.34609
16791.15
17776.60
17776.60
True
LW65
9.50
0.34930
0.34930
16791.15
17796.20
17796.20
True
LW65
9.67
0.34976
0.34976
16791.15
17799.00
17799.00
True
LW65
9.83
0.35080
0.35080
16791.15
17805.36
17805.36
True
LW65
10.00
0.35480
0.35480
16791.15
17829.80
17829.80
True
LW65
10.17
0.35662
0.35662
16791.15
17840.90
17840.90
True
LW65
10.33
0.35929
0.35929
16791.15
17857.20
17857.20
True
LW65
10.50
0.36152
0.36152
16791.15
17870.80
17870.80
True
LW65
10.67
0.36289
0.36289
16791.15
17879.20
17879.20
True
LW65
10.83
0.36564
0.36564
16791.15
17896.00
17896.00
True
LW65
11.00
0.37114
0.37114
16791.15
17929.60
17929.60
True
LW65
11.17
0.37160
0.37160
16791.15
17932.40
17932.40
True
LW65
11.33
0.37435
0.37435
16791.15
17949.20
17949.20
True
LW65
11.50
0.37710
0.37710
16791.15
17966.00
17966.00
True
LW65
11.67
0.37940
0.37940
16791.15
17980.00
17980.00
True
LW65
11.83
0.38106
0.38106
16791.15
17990.18
17990.18
True
LW65
12.00
0.38575
0.38575
16791.15
18018.80
18018.80
True
LW65
12.17
0.38888
0.38888
16791.15
18037.90
18037.90
True
LW65
12.33
0.38978
0.38978
16791.15
18043.40
18043.40
True
LW65
12.50
0.39071
0.39071
16791.15
18049.10
18049.10
True
LW65
12.67
0.39253
0.39253
16791.15
18060.20
18060.20
True
LW65
12.83
0.39299
0.39299
16791.15
18063.00
18063.00
True
LW65
13.00
0.39712
0.39712
16791.15
18088.20
18088.20
True
LW65
13.17
0.39895
0.39895
16791.15
18099.40
18099.40
True
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