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 B4.xlsx
Well ID
B4
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
2.47669
2.0-42.0 h
LW60
end_norm
0.10369
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.10369
2.0-42.0 h
LW60
max_norm
0.10369
2.0-42.0 h
LW60
min_norm
0.00163
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
0.00237
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
-0.60646
2.0-42.0 h
LW62
end_norm
-0.02281
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.02433
2.0-42.0 h
LW62
max_norm
-0.00439
2.0-42.0 h
LW62
min_norm
-0.02433
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
-0.00027
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
0.17352
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.12410
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-7.28621
2.0-42.0 h
LW64
end_norm
-0.27387
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.27631
2.0-42.0 h
LW64
max_norm
0.00429
2.0-42.0 h
LW64
min_norm
-0.27631
2.0-42.0 h
LW64
pct_abnormal_rows
0.00000
2.0-42.0 h
LW64
pct_missing_norm
0.16183
2.0-42.0 h
LW64
pct_saturated_rows
0.16473
2.0-42.0 h
LW64
slope_norm
-0.00608
2.0-42.0 h
LW65
auc_norm
3.43258
2.0-42.0 h
LW65
end_norm
0.12049
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.12216
2.0-42.0 h
LW65
max_norm
0.12216
2.0-42.0 h
LW65
min_norm
-0.00024
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
0.00326
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
31978.66364
453.84651
Ready
LW65
5
3884.76000
79.79808
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
3461.00–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.67 h
3461.00–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.67 h
3461.00–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.67 h
3461.00–49923.62 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
-0.32690
-0.32690
31797.20
29785.36
29785.36
True
LW60
0.17
-0.15104
-0.15104
31797.20
30965.30
30965.30
True
LW60
0.33
-0.00150
-0.00150
31797.20
31968.60
31968.60
True
LW60
0.50
0.10376
0.10376
31797.20
32674.80
32674.80
True
LW60
0.67
0.01762
0.01762
31797.20
32096.90
32096.90
True
LW60
0.83
-0.06436
-0.06436
31797.20
31546.82
31546.82
True
LW60
1.00
-0.05551
-0.05551
31797.20
31606.20
31606.20
True
LW60
1.17
-0.04314
-0.04314
31797.20
31689.20
31689.20
True
LW60
1.33
-0.03691
-0.03691
31797.20
31731.00
31731.00
True
LW60
1.50
-0.03378
-0.03378
31797.20
31752.00
31752.00
True
LW60
1.67
-0.03013
-0.03013
31797.20
31776.50
31776.50
True
LW60
1.83
-0.02396
-0.02396
31797.20
31817.91
31817.91
True
LW60
2.00
-0.01933
-0.01933
31797.20
31849.00
31849.00
True
LW60
2.17
-0.01672
-0.01672
31797.20
31866.50
31866.50
True
LW60
2.33
-0.01307
-0.01307
31797.20
31891.00
31891.00
True
LW60
2.50
-0.00994
-0.00994
31797.20
31912.00
31912.00
True
LW60
2.67
-0.00786
-0.00786
31797.20
31925.90
31925.90
True
LW60
2.83
-0.00509
-0.00509
31797.20
31944.55
31944.55
True
LW60
3.00
-0.00380
-0.00380
31797.20
31953.20
31953.20
True
LW60
3.17
-0.00122
-0.00122
31797.20
31970.50
31970.50
True
LW60
3.33
0.00191
0.00191
31797.20
31991.50
31991.50
True
LW60
3.50
0.00243
0.00243
31797.20
31995.00
31995.00
True
LW60
3.67
0.00243
0.00243
31797.20
31995.00
31995.00
True
LW60
3.83
0.00433
0.00433
31797.20
32007.73
32007.73
True
LW60
4.00
0.00504
0.00504
31797.20
32012.50
32012.50
True
LW60
4.17
0.00765
0.00765
31797.20
32030.00
32030.00
True
LW60
4.33
0.00765
0.00765
31797.20
32030.00
32030.00
True
LW60
4.50
0.00765
0.00765
31797.20
32030.00
32030.00
True
LW60
4.67
0.00713
0.00713
31797.20
32026.50
32026.50
True
LW60
4.83
0.00813
0.00813
31797.20
32033.18
32033.18
True
LW60
5.00
0.00869
0.00869
31797.20
32037.00
32037.00
True
LW60
5.17
0.00765
0.00765
31797.20
32030.00
32030.00
True
LW60
5.33
0.00765
0.00765
31797.20
32030.00
32030.00
True
LW60
5.50
0.00765
0.00765
31797.20
32030.00
32030.00
True
LW60
5.67
0.00765
0.00765
31797.20
32030.00
32030.00
True
LW60
5.83
0.00907
0.00907
31797.20
32039.55
32039.55
True
LW60
6.00
0.01026
0.01026
31797.20
32047.50
32047.50
True
LW60
6.17
0.01235
0.01235
31797.20
32061.50
32061.50
True
LW60
6.33
0.01652
0.01652
31797.20
32089.50
32089.50
True
LW60
6.50
0.01756
0.01756
31797.20
32096.50
32096.50
True
LW60
6.67
0.02278
0.02278
31797.20
32131.50
32131.50
True
LW60
6.83
0.02757
0.02757
31797.20
32163.64
32163.64
True
LW60
7.00
0.03060
0.03060
31797.20
32184.00
32184.00
True
LW60
7.17
0.03791
0.03791
31797.20
32233.00
32233.00
True
LW60
7.33
0.04312
0.04312
31797.20
32268.00
32268.00
True
LW60
7.50
0.04730
0.04730
31797.20
32296.00
32296.00
True
LW60
7.67
0.05356
0.05356
31797.20
32338.00
32338.00
True
LW60
7.83
0.05934
0.05934
31797.20
32376.82
32376.82
True
LW60
8.00
0.06660
0.06660
31797.20
32425.50
32425.50
True
LW60
8.17
0.07390
0.07390
31797.20
32474.50
32474.50
True
LW60
8.33
0.07964
0.07964
31797.20
32513.00
32513.00
True
LW60
8.50
0.08642
0.08642
31797.20
32558.50
32558.50
True
LW60
8.67
0.09164
0.09164
31797.20
32593.50
32593.50
True
LW60
8.83
0.10024
0.10024
31797.20
32651.18
32651.18
True
LW60
9.00
0.10587
0.10587
31797.20
32689.00
32689.00
True
LW60
9.17
0.11109
0.11109
31797.20
32724.00
32724.00
True
LW60
9.33
0.11842
0.11842
31797.20
32773.20
32773.20
True
LW60
9.50
0.12428
0.12428
31797.20
32812.50
32812.50
True
LW60
9.67
0.12845
0.12845
31797.20
32840.50
32840.50
True
LW60
9.83
0.13607
0.13607
31797.20
32891.64
32891.64
True
LW60
10.00
0.14217
0.14217
31797.20
32932.50
32932.50
True
LW60
10.17
0.14686
0.14686
31797.20
32964.00
32964.00
True
LW60
10.33
0.15109
0.15109
31797.20
32992.40
32992.40
True
LW60
10.50
0.15483
0.15483
31797.20
33017.50
33017.50
True
LW60
10.67
0.16162
0.16162
31797.20
33063.00
33063.00
True
LW60
10.83
0.16767
0.16767
31797.20
33103.64
33103.64
True
LW60
11.00
0.17220
0.17220
31797.20
33134.00
33134.00
True
LW60
11.17
0.17747
0.17747
31797.20
33169.40
33169.40
True
LW60
11.33
0.18330
0.18330
31797.20
33208.50
33208.50
True
LW60
11.50
0.18591
0.18591
31797.20
33226.00
33226.00
True
LW60
11.67
0.18859
0.18859
31797.20
33244.00
33244.00
True
LW60
11.83
0.19222
0.19222
31797.20
33268.36
33268.36
True
LW60
12.00
0.19918
0.19918
31797.20
33315.00
33315.00
True
LW60
12.17
0.20342
0.20342
31797.20
33343.50
33343.50
True
LW60
12.33
0.20816
0.20816
31797.20
33375.30
33375.30
True
LW60
12.50
0.21190
0.21190
31797.20
33400.40
33400.40
True
LW60
12.67
0.21459
0.21459
31797.20
33418.40
33418.40
True
LW60
12.83
0.21970
0.21970
31797.20
33452.73
33452.73
True
LW60
13.00
0.22146
0.22146
31797.20
33464.50
33464.50
True
LW60
13.17
0.22302
0.22302
31797.20
33475.00
33475.00
True
LW65
0.00
3950.95
3461.00
True
LW65
0.17
-0.38972
-0.38972
3950.95
3626.40
3647.71
True
LW65
0.33
-0.21975
-0.21975
3950.95
3751.10
3751.10
True
LW65
0.50
-0.02476
-0.02476
3950.95
3869.70
3869.70
True
LW65
0.67
0.07832
0.07832
3950.95
3932.40
3932.40
True
LW65
0.83
0.08424
0.08424
3950.95
3936.00
3936.00
True
LW65
1.00
0.08194
0.08194
3950.95
3934.60
3934.60
True
LW65
1.17
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
1.33
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
1.50
0.11071
0.11071
3950.95
3952.10
3952.10
True
LW65
1.67
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
1.83
0.11040
0.11040
3950.95
3951.91
3951.91
True
LW65
2.00
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
2.17
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
2.33
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
2.50
0.11417
0.11417
3950.95
3954.20
3954.20
True
LW65
2.67
0.11762
0.11762
3950.95
3956.30
3956.30
True
LW65
2.83
0.12609
0.12609
3950.95
3961.45
3961.45
True
LW65
3.00
0.11417
0.11417
3950.95
3954.20
3954.20
True
LW65
3.17
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
3.33
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
3.50
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
3.67
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
3.83
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
4.00
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
4.17
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
4.33
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
4.50
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
4.67
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
4.83
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
5.00
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
5.17
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
5.33
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
5.50
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
5.67
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
5.83
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
6.00
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
6.17
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
6.33
0.10726
0.10726
3950.95
3950.00
3950.00
True
LW65
6.50
0.11417
0.11417
3950.95
3954.20
3954.20
True
LW65
6.67
0.13833
0.13833
3950.95
3968.90
3968.90
True
LW65
6.83
0.14179
0.14179
3950.95
3971.00
3971.00
True
LW65
7.00
0.14179
0.14179
3950.95
3971.00
3971.00
True
LW65
7.17
0.17072
0.17072
3950.95
3988.60
3988.60
True
LW65
7.33
0.17796
0.17796
3950.95
3993.00
3993.00
True
LW65
7.50
0.17796
0.17796
3950.95
3993.00
3993.00
True
LW65
7.67
0.19867
0.19867
3950.95
4005.60
4005.60
True
LW65
7.83
0.21248
0.21248
3950.95
4014.00
4014.00
True
LW65
8.00
0.21610
0.21610
3950.95
4016.20
4016.20
True
LW65
8.17
0.23780
0.23780
3950.95
4029.40
4029.40
True
LW65
8.33
0.24865
0.24865
3950.95
4036.00
4036.00
True
LW65
8.50
0.26674
0.26674
3950.95
4047.00
4047.00
True
LW65
8.67
0.28482
0.28482
3950.95
4058.00
4058.00
True
LW65
8.83
0.29738
0.29738
3950.95
4065.64
4065.64
True
LW65
9.00
0.31935
0.31935
3950.95
4079.00
4079.00
True
LW65
9.17
0.33020
0.33020
3950.95
4085.60
4085.60
True
LW65
9.33
0.35552
0.35552
3950.95
4101.00
4101.00
True
LW65
9.50
0.35552
0.35552
3950.95
4101.00
4101.00
True
LW65
9.67
0.39169
0.39169
3950.95
4123.00
4123.00
True
LW65
9.83
0.39169
0.39169
3950.95
4123.00
4123.00
True
LW65
10.00
0.41586
0.41586
3950.95
4137.70
4137.70
True
LW65
10.17
0.42621
0.42621
3950.95
4144.00
4144.00
True
LW65
10.33
0.42983
0.42983
3950.95
4146.20
4146.20
True
LW65
10.50
0.45877
0.45877
3950.95
4163.80
4163.80
True
LW65
10.67
0.46238
0.46238
3950.95
4166.00
4166.00
True
LW65
10.83
0.46567
0.46567
3950.95
4168.00
4168.00
True
LW65
11.00
0.49855
0.49855
3950.95
4188.00
4188.00
True
LW65
11.17
0.49855
0.49855
3950.95
4188.00
4188.00
True
LW65
11.33
0.49855
0.49855
3950.95
4188.00
4188.00
True
LW65
11.50
0.53111
0.53111
3950.95
4207.80
4207.80
True
LW65
11.67
0.53472
0.53472
3950.95
4210.00
4210.00
True
LW65
11.83
0.53472
0.53472
3950.95
4210.00
4210.00
True
LW65
12.00
0.53472
0.53472
3950.95
4210.00
4210.00
True
LW65
12.17
0.56925
0.56925
3950.95
4231.00
4231.00
True
LW65
12.33
0.56580
0.56580
3950.95
4228.90
4228.90
True
LW65
12.50
0.56925
0.56925
3950.95
4231.00
4231.00
True
LW65
12.67
0.56925
0.56925
3950.95
4231.00
4231.00
True
LW65
12.83
0.57911
0.57911
3950.95
4237.00
4237.00
True
LW65
13.00
0.60180
0.60180
3950.95
4250.80
4250.80
True
LW65
13.17
0.60542
0.60542
3950.95
4253.00
4253.00
True
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