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
2026-05-29 inc5_Deyu
Run date
2026-05-29
Media
FB
Incubator
inc5
Well file
05-29-26_C1.xlsx
Well ID
C1
Sample role
blank
Sample status
inferred_blank
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
inferred_blank
Strain source
FB blank
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
0.20657
2.0-42.0 h
LW60
end_norm
0.01260
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.01260
2.0-42.0 h
LW60
max_norm
0.01260
2.0-42.0 h
LW60
min_norm
-0.00226
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
0.00035
2.0-42.0 h
LW61
auc_norm
1.40000
2.0-42.0 h
LW61
end_norm
0.05671
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.05671
2.0-42.0 h
LW61
max_norm
0.05671
2.0-42.0 h
LW61
min_norm
0.00284
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
0.00107
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
-17.91949
2.0-42.0 h
LW63
end_norm
-0.53186
2.0-42.0 h
LW63
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW63
max_abs_norm
0.53190
2.0-42.0 h
LW63
max_norm
-0.05999
2.0-42.0 h
LW63
min_norm
-0.53190
2.0-42.0 h
LW63
pct_abnormal_rows
0.00000
2.0-42.0 h
LW63
pct_missing_norm
0.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.00000
2.0-42.0 h
LW63
slope_norm
-0.00650
2.0-42.0 h
LW64
auc_norm
-7.49157
2.0-42.0 h
LW64
end_norm
-0.29531
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.29531
2.0-42.0 h
LW64
max_norm
-0.00943
2.0-42.0 h
LW64
min_norm
-0.29531
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
-0.00634
2.0-42.0 h
LW65
auc_norm
1.06258
2.0-42.0 h
LW65
end_norm
0.03833
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.03833
2.0-42.0 h
LW65
max_norm
0.03833
2.0-42.0 h
LW65
min_norm
0.00162
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
0.00071
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 534 source points
Control overlay: mean of 4 control samples matched from the same experimental run. 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
85530.66000
214.46461
Ready
LW65
5
7924.85273
55.01242
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
6406.23–86927.70 Ω
LW65
5 1 1 1 sample dash pattern
0.00–44.33 h
6406.23–86927.70 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–44.33 h
6406.23–86927.70 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–44.33 h
6406.23–86927.70 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
-1.00000–0.99847 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–44.33 h
-1.00000–0.99847 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–44.33 h
-1.00000–0.99847 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–44.33 h
-1.00000–0.99847 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
-1.00000
-1.00000
85824.35
79625.09
82511.43
True
LW60
0.17
-0.29251
-0.29251
85824.35
84647.50
84647.50
True
LW60
0.33
-0.11432
-0.11432
85824.35
85185.50
85185.50
True
LW60
0.50
-0.01857
-0.01857
85824.35
85474.60
85474.60
True
LW60
0.67
0.02303
0.02303
85824.35
85600.20
85600.20
True
LW60
0.83
0.04483
0.04483
85824.35
85666.00
85666.00
True
LW60
1.00
0.06503
0.06503
85824.35
85727.00
85727.00
True
LW60
1.17
0.08040
0.08040
85824.35
85773.40
85773.40
True
LW60
1.33
0.10895
0.10895
85824.35
85859.60
85859.60
True
LW60
1.50
0.08977
0.08977
85824.35
85801.70
85801.70
True
LW60
1.67
0.10478
0.10478
85824.35
85847.00
85847.00
True
LW60
1.83
0.11140
0.11140
85824.35
85867.00
85867.00
True
LW60
2.00
0.08647
0.08647
85824.35
85791.73
85791.73
True
LW60
2.17
0.08643
0.08643
85824.35
85791.60
85791.60
True
LW60
2.33
0.08570
0.08570
85824.35
85789.40
85789.40
True
LW60
2.50
0.07255
0.07255
85824.35
85749.70
85749.70
True
LW60
2.67
0.06705
0.06705
85824.35
85733.10
85733.10
True
LW60
2.83
0.07255
0.07255
85824.35
85749.70
85749.70
True
LW60
3.00
0.07385
0.07385
85824.35
85753.64
85753.64
True
LW60
3.17
0.06284
0.06284
85824.35
85720.40
85720.40
True
LW60
3.33
0.07344
0.07344
85824.35
85752.40
85752.40
True
LW60
3.50
0.05334
0.05334
85824.35
85691.70
85691.70
True
LW60
3.67
0.04347
0.04347
85824.35
85661.90
85661.90
True
LW60
3.83
0.05778
0.05778
85824.35
85705.10
85705.10
True
LW60
4.00
0.06708
0.06708
85824.35
85733.20
85733.20
True
LW60
4.17
0.06762
0.06762
85824.35
85734.82
85734.82
True
LW60
4.33
0.06235
0.06235
85824.35
85718.90
85718.90
True
LW60
4.50
0.04324
0.04324
85824.35
85661.20
85661.20
True
LW60
4.67
0.04840
0.04840
85824.35
85676.80
85676.80
True
LW60
4.83
0.04691
0.04691
85824.35
85672.30
85672.30
True
LW60
5.00
0.03731
0.03731
85824.35
85643.30
85643.30
True
LW60
5.17
0.03944
0.03944
85824.35
85649.73
85649.73
True
LW60
5.33
0.03310
0.03310
85824.35
85630.60
85630.60
True
LW60
5.50
0.04380
0.04380
85824.35
85662.90
85662.90
True
LW60
5.67
0.03873
0.03873
85824.35
85647.60
85647.60
True
LW60
5.83
0.03731
0.03731
85824.35
85643.30
85643.30
True
LW60
6.00
0.04098
0.04098
85824.35
85654.40
85654.40
True
LW60
6.17
0.04745
0.04745
85824.35
85673.91
85673.91
True
LW60
6.33
0.05529
0.05529
85824.35
85697.60
85697.60
True
LW60
6.50
0.06231
0.06231
85824.35
85718.80
85718.80
True
LW60
6.67
0.05314
0.05314
85824.35
85691.10
85691.10
True
LW60
6.83
0.04996
0.04996
85824.35
85681.50
85681.50
True
LW60
7.00
0.05880
0.05880
85824.35
85708.20
85708.20
True
LW60
7.17
0.06480
0.06480
85824.35
85726.30
85726.30
True
LW60
7.33
0.04633
0.04633
85824.35
85670.55
85670.55
True
LW60
7.50
0.05052
0.05052
85824.35
85683.20
85683.20
True
LW60
7.67
0.05529
0.05529
85824.35
85697.60
85697.60
True
LW60
7.83
0.05274
0.05274
85824.35
85689.90
85689.90
True
LW60
8.00
0.06069
0.06069
85824.35
85713.90
85713.90
True
LW60
8.17
0.06808
0.06808
85824.35
85736.20
85736.20
True
LW60
8.33
0.06536
0.06536
85824.35
85728.00
85728.00
True
LW60
8.50
0.05036
0.05036
85824.35
85682.70
85682.70
True
LW60
8.67
0.06708
0.06708
85824.35
85733.20
85733.20
True
LW60
8.83
0.07818
0.07818
85824.35
85766.70
85766.70
True
LW60
9.00
0.05860
0.05860
85824.35
85707.60
85707.60
True
LW60
9.17
0.09017
0.09017
85824.35
85802.90
85802.90
True
LW60
9.33
0.09469
0.09469
85824.35
85816.55
85816.55
True
LW60
9.50
0.09189
0.09189
85824.35
85808.10
85808.10
True
LW60
9.67
0.09613
0.09613
85824.35
85820.90
85820.90
True
LW60
9.83
0.09852
0.09852
85824.35
85828.10
85828.10
True
LW60
10.00
0.09702
0.09702
85824.35
85823.60
85823.60
True
LW60
10.17
0.10577
0.10577
85824.35
85850.00
85850.00
True
LW60
10.33
0.10583
0.10583
85824.35
85850.18
85850.18
True
LW60
10.50
0.09736
0.09736
85824.35
85824.60
85824.60
True
LW60
10.67
0.08904
0.08904
85824.35
85799.50
85799.50
True
LW60
10.83
0.09500
0.09500
85824.35
85817.50
85817.50
True
LW60
11.00
0.11826
0.11826
85824.35
85887.70
85887.70
True
LW60
11.17
0.10855
0.10855
85824.35
85858.40
85858.40
True
LW60
11.33
0.11190
0.11190
85824.35
85868.50
85868.50
True
LW60
11.50
0.11829
0.11829
85824.35
85887.82
85887.82
True
LW60
11.67
0.12544
0.12544
85824.35
85909.40
85909.40
True
LW60
11.83
0.13448
0.13448
85824.35
85936.70
85936.70
True
LW60
12.00
0.12365
0.12365
85824.35
85904.00
85904.00
True
LW60
12.17
0.13674
0.13674
85824.35
85943.50
85943.50
True
LW60
12.33
0.13776
0.13776
85824.35
85946.60
85946.60
True
LW60
12.50
0.13910
0.13910
85824.35
85950.64
85950.64
True
LW60
12.67
0.16270
0.16270
85824.35
86021.90
86021.90
True
LW60
12.83
0.17045
0.17045
85824.35
86045.30
86045.30
True
LW60
13.00
0.15757
0.15757
85824.35
86006.40
86006.40
True
LW60
13.17
0.15774
0.15774
85824.35
86006.90
86006.90
True
LW65
0.00
-1.00000
-1.00000
8062.25
7385.27
7385.27
True
LW65
0.17
-0.31664
-0.31664
8062.25
7754.00
7754.00
True
LW65
0.33
-0.14447
-0.14447
8062.25
7846.90
7846.90
True
LW65
0.50
-0.04940
-0.04940
8062.25
7898.20
7898.20
True
LW65
0.67
0.00898
0.00898
8062.25
7929.70
7929.70
True
LW65
0.83
0.06903
0.06903
8062.25
7962.10
7962.10
True
LW65
1.00
0.11585
0.11585
8062.25
7987.36
7987.36
True
LW65
1.17
0.14687
0.14687
8062.25
8004.10
8004.10
True
LW65
1.33
0.18616
0.18616
8062.25
8025.30
8025.30
True
LW65
1.50
0.21136
0.21136
8062.25
8038.90
8038.90
True
LW65
1.67
0.24120
0.24120
8062.25
8055.00
8055.00
True
LW65
1.83
0.26807
0.26807
8062.25
8069.50
8069.50
True
LW65
2.00
0.27877
0.27877
8062.25
8075.27
8075.27
True
LW65
2.17
0.28902
0.28902
8062.25
8080.80
8080.80
True
LW65
2.33
0.32182
0.32182
8062.25
8098.50
8098.50
True
LW65
2.50
0.32441
0.32441
8062.25
8099.90
8099.90
True
LW65
2.67
0.32312
0.32312
8062.25
8099.20
8099.20
True
LW65
2.83
0.33294
0.33294
8062.25
8104.50
8104.50
True
LW65
3.00
0.36217
0.36217
8062.25
8120.27
8120.27
True
LW65
3.17
0.36537
0.36537
8062.25
8122.00
8122.00
True
LW65
3.33
0.36852
0.36852
8062.25
8123.70
8123.70
True
LW65
3.50
0.36667
0.36667
8062.25
8122.70
8122.70
True
LW65
3.67
0.36519
0.36519
8062.25
8121.90
8121.90
True
LW65
3.83
0.38038
0.38038
8062.25
8130.10
8130.10
True
LW65
4.00
0.40596
0.40596
8062.25
8143.90
8143.90
True
LW65
4.17
0.41356
0.41356
8062.25
8148.00
8148.00
True
LW65
4.33
0.41059
0.41059
8062.25
8146.40
8146.40
True
LW65
4.50
0.40911
0.40911
8062.25
8145.60
8145.60
True
LW65
4.67
0.41133
0.41133
8062.25
8146.80
8146.80
True
LW65
4.83
0.41226
0.41226
8062.25
8147.30
8147.30
True
LW65
5.00
0.41022
0.41022
8062.25
8146.20
8146.20
True
LW65
5.17
0.42586
0.42586
8062.25
8154.64
8154.64
True
LW65
5.33
0.44414
0.44414
8062.25
8164.50
8164.50
True
LW65
5.50
0.45099
0.45099
8062.25
8168.20
8168.20
True
LW65
5.67
0.45248
0.45248
8062.25
8169.00
8169.00
True
LW65
5.83
0.45396
0.45396
8062.25
8169.80
8169.80
True
LW65
6.00
0.45285
0.45285
8062.25
8169.20
8169.20
True
LW65
6.17
0.45433
0.45433
8062.25
8170.00
8170.00
True
LW65
6.33
0.45489
0.45489
8062.25
8170.30
8170.30
True
LW65
6.50
0.45452
0.45452
8062.25
8170.10
8170.10
True
LW65
6.67
0.45841
0.45841
8062.25
8172.20
8172.20
True
LW65
6.83
0.47527
0.47527
8062.25
8181.30
8181.30
True
LW65
7.00
0.49825
0.49825
8062.25
8193.70
8193.70
True
LW65
7.17
0.49733
0.49733
8062.25
8193.20
8193.20
True
LW65
7.33
0.49443
0.49443
8062.25
8191.64
8191.64
True
LW65
7.50
0.49473
0.49473
8062.25
8191.80
8191.80
True
LW65
7.67
0.49862
0.49862
8062.25
8193.90
8193.90
True
LW65
7.83
0.49936
0.49936
8062.25
8194.30
8194.30
True
LW65
8.00
0.49955
0.49955
8062.25
8194.40
8194.40
True
LW65
8.17
0.50177
0.50177
8062.25
8195.60
8195.60
True
LW65
8.33
0.50117
0.50117
8062.25
8195.27
8195.27
True
LW65
8.50
0.49529
0.49529
8062.25
8192.10
8192.10
True
LW65
8.67
0.49714
0.49714
8062.25
8193.10
8193.10
True
LW65
8.83
0.50289
0.50289
8062.25
8196.20
8196.20
True
LW65
9.00
0.50289
0.50289
8062.25
8196.20
8196.20
True
LW65
9.17
0.50511
0.50511
8062.25
8197.40
8197.40
True
LW65
9.33
0.52829
0.52829
8062.25
8209.91
8209.91
True
LW65
9.50
0.54162
0.54162
8062.25
8217.10
8217.10
True
LW65
9.67
0.53903
0.53903
8062.25
8215.70
8215.70
True
LW65
9.83
0.53828
0.53828
8062.25
8215.30
8215.30
True
LW65
10.00
0.54440
0.54440
8062.25
8218.60
8218.60
True
LW65
10.17
0.54088
0.54088
8062.25
8216.70
8216.70
True
LW65
10.33
0.54076
0.54076
8062.25
8216.64
8216.64
True
LW65
10.50
0.54255
0.54255
8062.25
8217.60
8217.60
True
LW65
10.67
0.53921
0.53921
8062.25
8215.80
8215.80
True
LW65
10.83
0.53847
0.53847
8062.25
8215.40
8215.40
True
LW65
11.00
0.54143
0.54143
8062.25
8217.00
8217.00
True
LW65
11.17
0.53921
0.53921
8062.25
8215.80
8215.80
True
LW65
11.33
0.53940
0.53940
8062.25
8215.90
8215.90
True
LW65
11.50
0.54110
0.54110
8062.25
8216.82
8216.82
True
LW65
11.67
0.55774
0.55774
8062.25
8225.80
8225.80
True
LW65
11.83
0.54922
0.54922
8062.25
8221.20
8221.20
True
LW65
12.00
0.56868
0.56868
8062.25
8231.70
8231.70
True
LW65
12.17
0.57998
0.57998
8062.25
8237.80
8237.80
True
LW65
12.33
0.58054
0.58054
8062.25
8238.10
8238.10
True
LW65
12.50
0.57665
0.57665
8062.25
8236.00
8236.00
True
LW65
12.67
0.58221
0.58221
8062.25
8239.00
8239.00
True
LW65
12.83
0.58758
0.58758
8062.25
8241.90
8241.90
True
LW65
13.00
0.58443
0.58443
8062.25
8240.20
8240.20
True
LW65
13.17
0.58388
0.58388
8062.25
8239.90
8239.90
True
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