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 B3.xlsx
Well ID
B3
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
ATCC 29213
Strain source
ATCC 29213
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
4.89988
2.0-42.0 h
LW60
end_norm
0.19207
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.19210
2.0-42.0 h
LW60
max_norm
0.19210
2.0-42.0 h
LW60
min_norm
0.00272
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
0.00476
2.0-42.0 h
LW61
auc_norm
21.41456
2.0-42.0 h
LW61
end_norm
1.13004
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
1.13004
2.0-42.0 h
LW61
max_norm
1.13004
2.0-42.0 h
LW61
min_norm
0.00420
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
0.02829
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
0.07431
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
0.00000
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.58008
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-2.49629
2.0-42.0 h
LW64
end_norm
-0.16057
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.16057
2.0-42.0 h
LW64
max_norm
0.02946
2.0-42.0 h
LW64
min_norm
-0.16057
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
-0.00483
2.0-42.0 h
LW65
auc_norm
6.64718
2.0-42.0 h
LW65
end_norm
0.24909
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.24946
2.0-42.0 h
LW65
max_norm
0.24946
2.0-42.0 h
LW65
min_norm
0.00750
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
0.00577
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
4247.26909
87.86396
Ready
LW65
5
14407.24909
533.46639
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
3857.82–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.67 h
3857.82–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.67 h
3857.82–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.67 h
3857.82–49923.62 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
-0.28642
-0.28642
4415.00
3857.82
3857.82
True
LW60
0.17
-0.16016
-0.16016
4415.00
4029.50
4029.50
True
LW60
0.33
-0.09007
-0.09007
4415.00
4124.80
4124.80
True
LW60
0.50
-0.03565
-0.03565
4415.00
4198.80
4198.80
True
LW60
0.67
0.00907
0.00907
4415.00
4259.60
4259.60
True
LW60
0.83
0.04359
0.04359
4415.00
4306.55
4306.55
True
LW60
1.00
0.07305
0.07305
4415.00
4346.60
4346.60
True
LW60
1.17
0.09247
0.09247
4415.00
4373.00
4373.00
True
LW60
1.33
0.10210
0.10210
4415.00
4386.10
4386.10
True
LW60
1.50
0.11600
0.11600
4415.00
4405.00
4405.00
True
LW60
1.67
0.11600
0.11600
4415.00
4405.00
4405.00
True
LW60
1.83
0.13071
0.13071
4415.00
4425.00
4425.00
True
LW60
2.00
0.13218
0.13218
4415.00
4427.00
4427.00
True
LW60
2.17
0.13218
0.13218
4415.00
4427.00
4427.00
True
LW60
2.33
0.13218
0.13218
4415.00
4427.00
4427.00
True
LW60
2.50
0.13218
0.13218
4415.00
4427.00
4427.00
True
LW60
2.67
0.14674
0.14674
4415.00
4446.80
4446.80
True
LW60
2.83
0.13954
0.13954
4415.00
4437.00
4437.00
True
LW60
3.00
0.14512
0.14512
4415.00
4444.60
4444.60
True
LW60
3.17
0.14351
0.14351
4415.00
4442.40
4442.40
True
LW60
3.33
0.14027
0.14027
4415.00
4438.00
4438.00
True
LW60
3.50
0.13704
0.13704
4415.00
4433.60
4433.60
True
LW60
3.67
0.14512
0.14512
4415.00
4444.60
4444.60
True
LW60
3.83
0.14248
0.14248
4415.00
4441.00
4441.00
True
LW60
4.00
0.14027
0.14027
4415.00
4438.00
4438.00
True
LW60
4.17
0.13218
0.13218
4415.00
4427.00
4427.00
True
LW60
4.33
0.13233
0.13233
4415.00
4427.20
4427.20
True
LW60
4.50
0.13218
0.13218
4415.00
4427.00
4427.00
True
LW60
4.67
0.13218
0.13218
4415.00
4427.00
4427.00
True
LW60
4.83
0.13225
0.13225
4415.00
4427.09
4427.09
True
LW60
5.00
0.13225
0.13225
4415.00
4427.10
4427.10
True
LW60
5.17
0.13218
0.13218
4415.00
4427.00
4427.00
True
LW60
5.33
0.13218
0.13218
4415.00
4427.00
4427.00
True
LW60
5.50
0.13218
0.13218
4415.00
4427.00
4427.00
True
LW60
5.67
0.14351
0.14351
4415.00
4442.40
4442.40
True
LW60
5.83
0.14843
0.14843
4415.00
4449.09
4449.09
True
LW60
6.00
0.14836
0.14836
4415.00
4449.00
4449.00
True
LW60
6.17
0.15969
0.15969
4415.00
4464.40
4464.40
True
LW60
6.33
0.16454
0.16454
4415.00
4471.00
4471.00
True
LW60
6.50
0.17425
0.17425
4415.00
4484.20
4484.20
True
LW60
6.67
0.18072
0.18072
4415.00
4493.00
4493.00
True
LW60
6.83
0.18814
0.18814
4415.00
4503.09
4503.09
True
LW60
7.00
0.19844
0.19844
4415.00
4517.10
4517.10
True
LW60
7.17
0.21234
0.21234
4415.00
4536.00
4536.00
True
LW60
7.33
0.21234
0.21234
4415.00
4536.00
4536.00
True
LW60
7.50
0.22852
0.22852
4415.00
4558.00
4558.00
True
LW60
7.67
0.23500
0.23500
4415.00
4566.80
4566.80
True
LW60
7.83
0.24470
0.24470
4415.00
4580.00
4580.00
True
LW60
8.00
0.25765
0.25765
4415.00
4597.60
4597.60
True
LW60
8.17
0.26088
0.26088
4415.00
4602.00
4602.00
True
LW60
8.33
0.27706
0.27706
4415.00
4624.00
4624.00
True
LW60
8.50
0.27706
0.27706
4415.00
4624.00
4624.00
True
LW60
8.67
0.29324
0.29324
4415.00
4646.00
4646.00
True
LW60
8.83
0.29618
0.29618
4415.00
4650.00
4650.00
True
LW60
9.00
0.30942
0.30942
4415.00
4668.00
4668.00
True
LW60
9.17
0.31751
0.31751
4415.00
4679.00
4679.00
True
LW60
9.33
0.32560
0.32560
4415.00
4690.00
4690.00
True
LW60
9.50
0.32884
0.32884
4415.00
4694.40
4694.40
True
LW60
9.67
0.34178
0.34178
4415.00
4712.00
4712.00
True
LW60
9.83
0.34599
0.34599
4415.00
4717.73
4717.73
True
LW60
10.00
0.35730
0.35730
4415.00
4733.10
4733.10
True
LW60
10.17
0.35730
0.35730
4415.00
4733.10
4733.10
True
LW60
10.33
0.36693
0.36693
4415.00
4746.20
4746.20
True
LW60
10.50
0.37341
0.37341
4415.00
4755.00
4755.00
True
LW60
10.67
0.37341
0.37341
4415.00
4755.00
4755.00
True
LW60
10.83
0.38825
0.38825
4415.00
4775.18
4775.18
True
LW60
11.00
0.38959
0.38959
4415.00
4777.00
4777.00
True
LW60
11.17
0.39120
0.39120
4415.00
4779.20
4779.20
True
LW60
11.33
0.40415
0.40415
4415.00
4796.80
4796.80
True
LW60
11.50
0.40576
0.40576
4415.00
4799.00
4799.00
True
LW60
11.67
0.40591
0.40591
4415.00
4799.20
4799.20
True
LW60
11.83
0.41459
0.41459
4415.00
4811.00
4811.00
True
LW60
12.00
0.42202
0.42202
4415.00
4821.10
4821.10
True
LW60
12.17
0.42194
0.42194
4415.00
4821.00
4821.00
True
LW60
12.33
0.43651
0.43651
4415.00
4840.80
4840.80
True
LW60
12.50
0.43812
0.43812
4415.00
4843.00
4843.00
True
LW60
12.67
0.43827
0.43827
4415.00
4843.20
4843.20
True
LW60
12.83
0.43812
0.43812
4415.00
4843.00
4843.00
True
LW60
13.00
0.43996
0.43996
4415.00
4845.50
4845.50
True
LW60
13.17
0.45430
0.45430
4415.00
4865.00
4865.00
True
LW65
0.00
-0.39357
-0.39357
15636.18
12173.91
12173.91
True
LW65
0.17
-0.23009
-0.23009
15636.18
13101.60
13101.60
True
LW65
0.33
-0.12862
-0.12862
15636.18
13677.40
13677.40
True
LW65
0.50
-0.05362
-0.05362
15636.18
14103.00
14103.00
True
LW65
0.67
0.00940
0.00940
15636.18
14460.60
14460.60
True
LW65
0.83
0.06508
0.06508
15636.18
14776.55
14776.55
True
LW65
1.00
0.10775
0.10775
15636.18
15018.70
15018.70
True
LW65
1.17
0.14185
0.14185
15636.18
15212.20
15212.20
True
LW65
1.33
0.16950
0.16950
15636.18
15369.10
15369.10
True
LW65
1.50
0.19060
0.19060
15636.18
15488.80
15488.80
True
LW65
1.67
0.20896
0.20896
15636.18
15593.00
15593.00
True
LW65
1.83
0.22418
0.22418
15636.18
15679.36
15679.36
True
LW65
2.00
0.23724
0.23724
15636.18
15753.50
15753.50
True
LW65
2.17
0.24866
0.24866
15636.18
15818.30
15818.30
True
LW65
2.33
0.25992
0.25992
15636.18
15882.20
15882.20
True
LW65
2.50
0.26847
0.26847
15636.18
15930.70
15930.70
True
LW65
2.67
0.27608
0.27608
15636.18
15973.90
15973.90
True
LW65
2.83
0.28097
0.28097
15636.18
16001.64
16001.64
True
LW65
3.00
0.28703
0.28703
15636.18
16036.00
16036.00
True
LW65
3.17
0.29179
0.29179
15636.18
16063.00
16063.00
True
LW65
3.33
0.29750
0.29750
15636.18
16095.40
16095.40
True
LW65
3.50
0.30178
0.30178
15636.18
16119.70
16119.70
True
LW65
3.67
0.30749
0.30749
15636.18
16152.10
16152.10
True
LW65
3.83
0.31039
0.31039
15636.18
16168.55
16168.55
True
LW65
4.00
0.31272
0.31272
15636.18
16181.80
16181.80
True
LW65
4.17
0.31653
0.31653
15636.18
16203.40
16203.40
True
LW65
4.33
0.31903
0.31903
15636.18
16217.60
16217.60
True
LW65
4.50
0.32176
0.32176
15636.18
16233.10
16233.10
True
LW65
4.67
0.32462
0.32462
15636.18
16249.30
16249.30
True
LW65
4.83
0.32557
0.32557
15636.18
16254.73
16254.73
True
LW65
5.00
0.32895
0.32895
15636.18
16273.90
16273.90
True
LW65
5.17
0.32985
0.32985
15636.18
16279.00
16279.00
True
LW65
5.33
0.33270
0.33270
15636.18
16295.20
16295.20
True
LW65
5.50
0.33508
0.33508
15636.18
16308.70
16308.70
True
LW65
5.67
0.33841
0.33841
15636.18
16327.60
16327.60
True
LW65
5.83
0.34201
0.34201
15636.18
16348.00
16348.00
True
LW65
6.00
0.34460
0.34460
15636.18
16362.70
16362.70
True
LW65
6.17
0.34983
0.34983
15636.18
16392.40
16392.40
True
LW65
6.33
0.35221
0.35221
15636.18
16405.90
16405.90
True
LW65
6.50
0.35459
0.35459
15636.18
16419.40
16419.40
True
LW65
6.67
0.36125
0.36125
15636.18
16457.20
16457.20
True
LW65
6.83
0.36538
0.36538
15636.18
16480.64
16480.64
True
LW65
7.00
0.37172
0.37172
15636.18
16516.60
16516.60
True
LW65
7.17
0.37903
0.37903
15636.18
16558.10
16558.10
True
LW65
7.33
0.38570
0.38570
15636.18
16595.90
16595.90
True
LW65
7.50
0.39141
0.39141
15636.18
16628.30
16628.30
True
LW65
7.67
0.39764
0.39764
15636.18
16663.70
16663.70
True
LW65
7.83
0.40633
0.40633
15636.18
16713.00
16713.00
True
LW65
8.00
0.41687
0.41687
15636.18
16772.80
16772.80
True
LW65
8.17
0.42219
0.42219
15636.18
16803.00
16803.00
True
LW65
8.33
0.42982
0.42982
15636.18
16846.30
16846.30
True
LW65
8.50
0.43567
0.43567
15636.18
16879.50
16879.50
True
LW65
8.67
0.44239
0.44239
15636.18
16917.60
16917.60
True
LW65
8.83
0.45012
0.45012
15636.18
16961.45
16961.45
True
LW65
9.00
0.45634
0.45634
15636.18
16996.80
16996.80
True
LW65
9.17
0.46265
0.46265
15636.18
17032.60
17032.60
True
LW65
9.33
0.47087
0.47087
15636.18
17079.20
17079.20
True
LW65
9.50
0.47763
0.47763
15636.18
17117.60
17117.60
True
LW65
9.67
0.48385
0.48385
15636.18
17152.90
17152.90
True
LW65
9.83
0.48956
0.48956
15636.18
17185.27
17185.27
True
LW65
10.00
0.49607
0.49607
15636.18
17222.20
17222.20
True
LW65
10.17
0.50137
0.50137
15636.18
17252.30
17252.30
True
LW65
10.33
0.50715
0.50715
15636.18
17285.10
17285.10
True
LW65
10.50
0.51291
0.51291
15636.18
17317.80
17317.80
True
LW65
10.67
0.51735
0.51735
15636.18
17343.00
17343.00
True
LW65
10.83
0.51964
0.51964
15636.18
17356.00
17356.00
True
LW65
11.00
0.52557
0.52557
15636.18
17389.60
17389.60
True
LW65
11.17
0.53050
0.53050
15636.18
17417.60
17417.60
True
LW65
11.33
0.53388
0.53388
15636.18
17436.80
17436.80
True
LW65
11.50
0.53674
0.53674
15636.18
17453.00
17453.00
True
LW65
11.67
0.54033
0.54033
15636.18
17473.40
17473.40
True
LW65
11.83
0.54427
0.54427
15636.18
17495.73
17495.73
True
LW65
12.00
0.55045
0.55045
15636.18
17530.80
17530.80
True
LW65
12.17
0.55334
0.55334
15636.18
17547.20
17547.20
True
LW65
12.33
0.55820
0.55820
15636.18
17574.80
17574.80
True
LW65
12.50
0.56011
0.56011
15636.18
17585.60
17585.60
True
LW65
12.67
0.56219
0.56219
15636.18
17597.40
17597.40
True
LW65
12.83
0.56779
0.56779
15636.18
17629.18
17629.18
True
LW65
13.00
0.57209
0.57209
15636.18
17653.60
17653.60
True
LW65
13.17
0.57568
0.57568
15636.18
17674.00
17674.00
True
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