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 A2.xlsx
Well ID
A2
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
ATCC 13880
Strain source
ATCC 13880
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
15.61113
2.0-42.0 h
LW60
end_norm
0.54320
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.54320
2.0-42.0 h
LW60
max_norm
0.54320
2.0-42.0 h
LW60
min_norm
-0.00234
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
0.01200
2.0-42.0 h
LW61
auc_norm
17.05571
2.0-42.0 h
LW61
end_norm
5.67387
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
5.67387
2.0-42.0 h
LW61
max_norm
5.67387
2.0-42.0 h
LW61
min_norm
0.03365
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
0.70539
2.0-42.0 h
LW61
pct_saturated_rows
0.70954
2.0-42.0 h
LW61
slope_norm
0.36289
2.0-42.0 h
LW62
auc_norm
-13.35672
2.0-42.0 h
LW62
end_norm
-0.40051
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.41785
2.0-42.0 h
LW62
max_norm
-0.00039
2.0-42.0 h
LW62
min_norm
-0.41785
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
-0.00688
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
0.31988
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.27235
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
1.00000
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
2.0-42.0 h
LW65
end_norm
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
2.0-42.0 h
LW65
max_norm
2.0-42.0 h
LW65
min_norm
2.0-42.0 h
LW65
pct_abnormal_rows
0.08133
2.0-42.0 h
LW65
pct_missing_norm
1.00000
2.0-42.0 h
LW65
pct_saturated_rows
0.00000
2.0-42.0 h
LW65
slope_norm
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.
Review 1 normalization warning
LW65: No imported baseline-normalized values.
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
15164.56364
332.32680
Ready
LW65
0
No imported baseline-normalized values
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
5930.82–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–44.50 h
5930.82–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–44.50 h
5930.82–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–44.50 h
5930.82–49923.62 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
0.00–44.50 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
-0.61684
-0.61684
15776.94
9481.36
9481.36
True
LW60
0.17
-0.14266
-0.14266
15776.94
13850.20
13850.20
True
LW60
0.33
-0.05276
-0.05276
15776.94
14678.50
14678.50
True
LW60
0.50
-0.01698
-0.01698
15776.94
15008.10
15008.10
True
LW60
0.67
0.00632
0.00632
15776.94
15222.80
15222.80
True
LW60
0.83
0.02532
0.02532
15776.94
15397.82
15397.82
True
LW60
1.00
0.03810
0.03810
15776.94
15515.60
15515.60
True
LW60
1.17
0.04794
0.04794
15776.94
15606.30
15606.30
True
LW60
1.33
0.05695
0.05695
15776.94
15689.30
15689.30
True
LW60
1.50
0.06304
0.06304
15776.94
15745.40
15745.40
True
LW60
1.67
0.06568
0.06568
15776.94
15769.70
15769.70
True
LW60
1.83
0.06725
0.06725
15776.94
15784.18
15784.18
True
LW60
2.00
0.06773
0.06773
15776.94
15788.60
15788.60
True
LW60
2.17
0.06802
0.06802
15776.94
15791.30
15791.30
True
LW60
2.33
0.06597
0.06597
15776.94
15772.40
15772.40
True
LW60
2.50
0.06539
0.06539
15776.94
15767.00
15767.00
True
LW60
2.67
0.06539
0.06539
15776.94
15767.00
15767.00
True
LW60
2.83
0.06405
0.06405
15776.94
15754.73
15754.73
True
LW60
3.00
0.06246
0.06246
15776.94
15740.00
15740.00
True
LW60
3.17
0.06246
0.06246
15776.94
15740.00
15740.00
True
LW60
3.33
0.06275
0.06275
15776.94
15742.70
15742.70
True
LW60
3.50
0.06509
0.06509
15776.94
15764.30
15764.30
True
LW60
3.67
0.06832
0.06832
15776.94
15794.00
15794.00
True
LW60
3.83
0.07205
0.07205
15776.94
15828.36
15828.36
True
LW60
4.00
0.07789
0.07789
15776.94
15882.20
15882.20
True
LW60
4.17
0.08638
0.08638
15776.94
15960.40
15960.40
True
LW60
4.33
0.09663
0.09663
15776.94
16054.90
16054.90
True
LW60
4.50
0.10982
0.10982
15776.94
16176.40
16176.40
True
LW60
4.67
0.12477
0.12477
15776.94
16314.10
16314.10
True
LW60
4.83
0.14256
0.14256
15776.94
16478.00
16478.00
True
LW60
5.00
0.16214
0.16214
15776.94
16658.40
16658.40
True
LW60
5.17
0.18049
0.18049
15776.94
16827.50
16827.50
True
LW60
5.33
0.19889
0.19889
15776.94
16997.00
16997.00
True
LW60
5.50
0.21911
0.21911
15776.94
17183.30
17183.30
True
LW60
5.67
0.24032
0.24032
15776.94
17378.70
17378.70
True
LW60
5.83
0.26366
0.26366
15776.94
17593.82
17593.82
True
LW60
6.00
0.28804
0.28804
15776.94
17818.40
17818.40
True
LW60
6.17
0.31100
0.31100
15776.94
18029.90
18029.90
True
LW60
6.33
0.33191
0.33191
15776.94
18222.60
18222.60
True
LW60
6.50
0.34954
0.34954
15776.94
18385.00
18385.00
True
LW60
6.67
0.36564
0.36564
15776.94
18533.40
18533.40
True
LW60
6.83
0.38236
0.38236
15776.94
18687.45
18687.45
True
LW60
7.00
0.39746
0.39746
15776.94
18826.50
18826.50
True
LW60
7.17
0.41004
0.41004
15776.94
18942.40
18942.40
True
LW60
7.33
0.42015
0.42015
15776.94
19035.60
19035.60
True
LW60
7.50
0.43003
0.43003
15776.94
19126.60
19126.60
True
LW60
7.67
0.43865
0.43865
15776.94
19206.00
19206.00
True
LW60
7.83
0.44858
0.44858
15776.94
19297.55
19297.55
True
LW60
8.00
0.45781
0.45781
15776.94
19382.60
19382.60
True
LW60
8.17
0.46677
0.46677
15776.94
19465.10
19465.10
True
LW60
8.33
0.47580
0.47580
15776.94
19548.30
19548.30
True
LW60
8.50
0.48446
0.48446
15776.94
19628.10
19628.10
True
LW60
8.67
0.49349
0.49349
15776.94
19711.30
19711.30
True
LW60
8.83
0.50330
0.50330
15776.94
19801.73
19801.73
True
LW60
9.00
0.51251
0.51251
15776.94
19886.50
19886.50
True
LW60
9.17
0.52028
0.52028
15776.94
19958.10
19958.10
True
LW60
9.33
0.52876
0.52876
15776.94
20036.30
20036.30
True
LW60
9.50
0.53654
0.53654
15776.94
20107.90
20107.90
True
LW60
9.67
0.54409
0.54409
15776.94
20177.50
20177.50
True
LW60
9.83
0.55281
0.55281
15776.94
20257.82
20257.82
True
LW60
10.00
0.56098
0.56098
15776.94
20333.10
20333.10
True
LW60
10.17
0.56853
0.56853
15776.94
20402.70
20402.70
True
LW60
10.33
0.57640
0.57640
15776.94
20475.20
20475.20
True
LW60
10.50
0.58309
0.58309
15776.94
20536.80
20536.80
True
LW60
10.67
0.59036
0.59036
15776.94
20603.80
20603.80
True
LW60
10.83
0.59860
0.59860
15776.94
20679.73
20679.73
True
LW60
11.00
0.60738
0.60738
15776.94
20760.60
20760.60
True
LW60
11.17
0.61407
0.61407
15776.94
20822.30
20822.30
True
LW60
11.33
0.62068
0.62068
15776.94
20883.20
20883.20
True
LW60
11.50
0.62706
0.62706
15776.94
20941.90
20941.90
True
LW60
11.67
0.63275
0.63275
15776.94
20994.40
20994.40
True
LW60
11.83
0.63812
0.63812
15776.94
21043.82
21043.82
True
LW60
12.00
0.64293
0.64293
15776.94
21088.20
21088.20
True
LW60
12.17
0.64839
0.64839
15776.94
21138.50
21138.50
True
LW60
12.33
0.65186
0.65186
15776.94
21170.40
21170.40
True
LW60
12.50
0.65603
0.65603
15776.94
21208.90
21208.90
True
LW60
12.67
0.66078
0.66078
15776.94
21252.60
21252.60
True
LW60
12.83
0.66415
0.66415
15776.94
21283.64
21283.64
True
LW60
13.00
0.66718
0.66718
15776.94
21311.60
21311.60
True
LW60
13.17
0.67102
0.67102
15776.94
21347.00
21347.00
True
LW65
0.00
5930.82
False
LW65
0.17
7475.90
False
LW65
0.33
7786.00
False
LW65
0.50
7942.00
False
LW65
0.67
8049.30
False
LW65
0.83
8133.09
False
LW65
1.00
8201.30
False
LW65
1.17
8252.60
False
LW65
1.33
8304.20
False
LW65
1.50
8341.90
False
LW65
1.67
8365.10
False
LW65
1.83
8389.00
False
LW65
2.00
8400.50
False
LW65
2.17
8412.00
False
LW65
2.33
8421.60
False
LW65
2.50
8431.20
False
LW65
2.67
8436.00
False
LW65
2.83
8440.18
False
LW65
3.00
8445.20
False
LW65
3.17
8459.00
False
LW65
3.33
8459.00
False
LW65
3.50
8473.40
False
LW65
3.67
8492.20
False
LW65
3.83
8514.73
False
LW65
4.00
8539.60
False
LW65
4.17
8570.10
False
LW65
4.33
8610.20
False
LW65
4.50
8657.60
False
LW65
4.67
8711.60
False
LW65
4.83
8772.45
False
LW65
5.00
8837.00
False
LW65
5.17
8894.20
8914.00
False
LW65
5.33
8943.80
8943.80
False
LW65
5.50
9010.20
9010.20
False
LW65
5.67
9081.70
9081.70
False
LW65
5.83
9156.91
9156.91
False
LW65
6.00
9238.70
9238.70
False
LW65
6.17
9315.40
9315.40
False
LW65
6.33
9389.80
9389.80
False
LW65
6.50
9454.60
9454.60
False
LW65
6.67
9517.00
9517.00
False
LW65
6.83
9572.64
9572.64
False
LW65
7.00
9632.20
9632.20
False
LW65
7.17
9677.80
9677.80
False
LW65
7.33
9725.80
9725.80
False
LW65
7.50
9764.20
9764.20
False
LW65
7.67
9802.60
9802.60
False
LW65
7.83
9834.45
9834.45
False
LW65
8.00
9875.00
9875.00
False
LW65
8.17
9904.40
9904.40
False
LW65
8.33
9942.80
9942.80
False
LW65
8.50
9976.40
9976.40
False
LW65
8.67
10010.90
10010.90
False
LW65
8.83
10041.55
10041.55
False
LW65
9.00
10073.40
10073.40
False
LW65
9.17
10107.00
10107.00
False
LW65
9.33
10129.40
10129.40
False
LW65
9.50
10158.40
10158.40
False
LW65
9.67
10187.20
10187.20
False
LW65
9.83
10219.91
10219.91
False
LW65
10.00
10245.80
10245.80
False
LW65
10.17
10269.80
10269.80
False
LW65
10.33
10297.00
10297.00
False
LW65
10.50
10323.60
10323.60
False
LW65
10.67
10355.10
10355.10
False
LW65
10.83
10377.09
10377.09
False
LW65
11.00
10401.60
10401.60
False
LW65
11.17
10423.90
10423.90
False
LW65
11.33
10450.40
10450.40
False
LW65
11.50
10464.90
10464.90
False
LW65
11.67
10484.50
10484.50
False
LW65
11.83
10499.18
10499.18
False
LW65
12.00
10513.80
10513.80
False
LW65
12.17
10521.00
10521.00
False
LW65
12.33
10546.00
10546.00
False
LW65
12.50
10546.00
10546.00
False
LW65
12.67
10548.40
10548.40
False
LW65
12.83
10559.09
10559.09
False
LW65
13.00
10575.00
10575.00
False
LW65
13.17
10587.50
10587.50
False
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