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_B4.xlsx
Well ID
B4
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
-1.22151
2.0-42.0 h
LW60
end_norm
-0.01940
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.03946
2.0-42.0 h
LW60
max_norm
-0.00199
2.0-42.0 h
LW60
min_norm
-0.03946
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
0.00017
2.0-42.0 h
LW61
auc_norm
2.22029
2.0-42.0 h
LW61
end_norm
0.12122
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.12122
2.0-42.0 h
LW61
max_norm
0.12122
2.0-42.0 h
LW61
min_norm
0.00297
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
0.00322
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
-13.99629
2.0-42.0 h
LW63
end_norm
-0.43837
2.0-42.0 h
LW63
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW63
max_abs_norm
0.43837
2.0-42.0 h
LW63
max_norm
-0.04186
2.0-42.0 h
LW63
min_norm
-0.43837
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
-0.00651
2.0-42.0 h
LW64
auc_norm
0.55442
2.0-42.0 h
LW64
end_norm
-0.08454
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.08454
2.0-42.0 h
LW64
max_norm
0.07952
2.0-42.0 h
LW64
min_norm
-0.08454
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
-0.00480
2.0-42.0 h
LW65
auc_norm
2.17185
2.0-42.0 h
LW65
end_norm
0.08198
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.08198
2.0-42.0 h
LW65
max_norm
0.08198
2.0-42.0 h
LW65
min_norm
0.00399
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
0.00167
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
20821.84727
101.53738
Ready
LW65
5
6212.85091
73.64738
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
5748.82–57283.88 Ω
LW65
5 1 1 1 sample dash pattern
0.00–44.33 h
5748.82–57283.88 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–44.33 h
5748.82–57283.88 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–44.33 h
5748.82–57283.88 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
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–44.33 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–44.33 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–44.33 h
-1.00000–1.00000 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
-1.00000
-1.00000
20883.20
19240.91
19240.91
True
LW60
0.17
-0.17107
-0.17107
20883.20
20551.40
20551.40
True
LW60
0.33
-0.09757
-0.09757
20883.20
20667.60
20667.60
True
LW60
0.50
-0.02381
-0.02381
20883.20
20784.20
20784.20
True
LW60
0.67
0.01496
0.01496
20883.20
20845.50
20845.50
True
LW60
0.83
0.03697
0.03697
20883.20
20880.30
20880.30
True
LW60
1.00
0.06945
0.06945
20883.20
20931.64
20931.64
True
LW60
1.17
0.08163
0.08163
20883.20
20950.90
20950.90
True
LW60
1.33
0.07031
0.07031
20883.20
20933.00
20933.00
True
LW60
1.50
0.06272
0.06272
20883.20
20921.00
20921.00
True
LW60
1.67
0.04431
0.04431
20883.20
20891.90
20891.90
True
LW60
1.83
0.03330
0.03330
20883.20
20874.50
20874.50
True
LW60
2.00
0.01246
0.01246
20883.20
20841.55
20841.55
True
LW60
2.17
-0.01635
-0.01635
20883.20
20796.00
20796.00
True
LW60
2.33
-0.01825
-0.01825
20883.20
20793.00
20793.00
True
LW60
2.50
-0.04804
-0.04804
20883.20
20745.90
20745.90
True
LW60
2.67
-0.07189
-0.07189
20883.20
20708.20
20708.20
True
LW60
2.83
-0.08473
-0.08473
20883.20
20687.90
20687.90
True
LW60
3.00
-0.11157
-0.11157
20883.20
20645.45
20645.45
True
LW60
3.17
-0.12325
-0.12325
20883.20
20627.00
20627.00
True
LW60
3.33
-0.14343
-0.14343
20883.20
20595.10
20595.10
True
LW60
3.50
-0.15993
-0.15993
20883.20
20569.00
20569.00
True
LW60
3.67
-0.18018
-0.18018
20883.20
20537.00
20537.00
True
LW60
3.83
-0.19536
-0.19536
20883.20
20513.00
20513.00
True
LW60
4.00
-0.20643
-0.20643
20883.20
20495.50
20495.50
True
LW60
4.17
-0.22060
-0.22060
20883.20
20473.09
20473.09
True
LW60
4.33
-0.23394
-0.23394
20883.20
20452.00
20452.00
True
LW60
4.50
-0.24862
-0.24862
20883.20
20428.80
20428.80
True
LW60
4.67
-0.25595
-0.25595
20883.20
20417.20
20417.20
True
LW60
4.83
-0.26879
-0.26879
20883.20
20396.90
20396.90
True
LW60
5.00
-0.27063
-0.27063
20883.20
20394.00
20394.00
True
LW60
5.17
-0.28397
-0.28397
20883.20
20372.91
20372.91
True
LW60
5.33
-0.29631
-0.29631
20883.20
20353.40
20353.40
True
LW60
5.50
-0.30732
-0.30732
20883.20
20336.00
20336.00
True
LW60
5.67
-0.31832
-0.31832
20883.20
20318.60
20318.60
True
LW60
5.83
-0.32566
-0.32566
20883.20
20307.00
20307.00
True
LW60
6.00
-0.33097
-0.33097
20883.20
20298.60
20298.60
True
LW60
6.17
-0.34337
-0.34337
20883.20
20279.00
20279.00
True
LW60
6.33
-0.35438
-0.35438
20883.20
20261.60
20261.60
True
LW60
6.50
-0.35805
-0.35805
20883.20
20255.80
20255.80
True
LW60
6.67
-0.36171
-0.36171
20883.20
20250.00
20250.00
True
LW60
6.83
-0.36355
-0.36355
20883.20
20247.10
20247.10
True
LW60
7.00
-0.37639
-0.37639
20883.20
20226.80
20226.80
True
LW60
7.17
-0.38006
-0.38006
20883.20
20221.00
20221.00
True
LW60
7.33
-0.39173
-0.39173
20883.20
20202.55
20202.55
True
LW60
7.50
-0.39840
-0.39840
20883.20
20192.00
20192.00
True
LW60
7.67
-0.40207
-0.40207
20883.20
20186.20
20186.20
True
LW60
7.83
-0.40390
-0.40390
20883.20
20183.30
20183.30
True
LW60
8.00
-0.40574
-0.40574
20883.20
20180.40
20180.40
True
LW60
8.17
-0.41491
-0.41491
20883.20
20165.90
20165.90
True
LW60
8.33
-0.42008
-0.42008
20883.20
20157.73
20157.73
True
LW60
8.50
-0.42775
-0.42775
20883.20
20145.60
20145.60
True
LW60
8.67
-0.43325
-0.43325
20883.20
20136.90
20136.90
True
LW60
8.83
-0.43509
-0.43509
20883.20
20134.00
20134.00
True
LW60
9.00
-0.43509
-0.43509
20883.20
20134.00
20134.00
True
LW60
9.17
-0.43509
-0.43509
20883.20
20134.00
20134.00
True
LW60
9.33
-0.43509
-0.43509
20883.20
20134.00
20134.00
True
LW60
9.50
-0.43509
-0.43509
20883.20
20134.00
20134.00
True
LW60
9.67
-0.43692
-0.43692
20883.20
20131.10
20131.10
True
LW60
9.83
-0.44426
-0.44426
20883.20
20119.50
20119.50
True
LW60
10.00
-0.44609
-0.44609
20883.20
20116.60
20116.60
True
LW60
10.17
-0.45343
-0.45343
20883.20
20105.00
20105.00
True
LW60
10.33
-0.45176
-0.45176
20883.20
20107.64
20107.64
True
LW60
10.50
-0.45527
-0.45527
20883.20
20102.10
20102.10
True
LW60
10.67
-0.45343
-0.45343
20883.20
20105.00
20105.00
True
LW60
10.83
-0.45343
-0.45343
20883.20
20105.00
20105.00
True
LW60
11.00
-0.45527
-0.45527
20883.20
20102.10
20102.10
True
LW60
11.17
-0.45343
-0.45343
20883.20
20105.00
20105.00
True
LW60
11.33
-0.45710
-0.45710
20883.20
20099.20
20099.20
True
LW60
11.50
-0.46177
-0.46177
20883.20
20091.82
20091.82
True
LW60
11.67
-0.45343
-0.45343
20883.20
20105.00
20105.00
True
LW60
11.83
-0.46811
-0.46811
20883.20
20081.80
20081.80
True
LW60
12.00
-0.46260
-0.46260
20883.20
20090.50
20090.50
True
LW60
12.17
-0.46627
-0.46627
20883.20
20084.70
20084.70
True
LW60
12.33
-0.46444
-0.46444
20883.20
20087.60
20087.60
True
LW60
12.50
-0.47178
-0.47178
20883.20
20076.00
20076.00
True
LW60
12.67
-0.46811
-0.46811
20883.20
20081.80
20081.80
True
LW60
12.83
-0.47178
-0.47178
20883.20
20076.00
20076.00
True
LW60
13.00
-0.46627
-0.46627
20883.20
20084.70
20084.70
True
LW60
13.17
-0.46627
-0.46627
20883.20
20084.70
20084.70
True
LW65
0.00
-0.61711
-0.61711
6424.35
5748.82
5748.82
True
LW65
0.17
-0.21218
-0.21218
6424.35
6053.30
6053.30
True
LW65
0.33
-0.13159
-0.13159
6424.35
6113.90
6113.90
True
LW65
0.50
-0.05366
-0.05366
6424.35
6172.50
6172.50
True
LW65
0.67
0.00312
0.00312
6424.35
6215.20
6215.20
True
LW65
0.83
0.06297
0.06297
6424.35
6260.20
6260.20
True
LW65
1.00
0.11916
0.11916
6424.35
6302.45
6302.45
True
LW65
1.17
0.16829
0.16829
6424.35
6339.40
6339.40
True
LW65
1.33
0.20739
0.20739
6424.35
6368.80
6368.80
True
LW65
1.50
0.23718
0.23718
6424.35
6391.20
6391.20
True
LW65
1.67
0.26471
0.26471
6424.35
6411.90
6411.90
True
LW65
1.83
0.29782
0.29782
6424.35
6436.80
6436.80
True
LW65
2.00
0.31538
0.31538
6424.35
6450.00
6450.00
True
LW65
2.17
0.32456
0.32456
6424.35
6456.90
6456.90
True
LW65
2.33
0.35208
0.35208
6424.35
6477.60
6477.60
True
LW65
2.50
0.37655
0.37655
6424.35
6496.00
6496.00
True
LW65
2.67
0.38240
0.38240
6424.35
6500.40
6500.40
True
LW65
2.83
0.40581
0.40581
6424.35
6518.00
6518.00
True
LW65
3.00
0.41137
0.41137
6424.35
6522.18
6522.18
True
LW65
3.17
0.43640
0.43640
6424.35
6541.00
6541.00
True
LW65
3.33
0.43640
0.43640
6424.35
6541.00
6541.00
True
LW65
3.50
0.43640
0.43640
6424.35
6541.00
6541.00
True
LW65
3.67
0.45781
0.45781
6424.35
6557.10
6557.10
True
LW65
3.83
0.46699
0.46699
6424.35
6564.00
6564.00
True
LW65
4.00
0.46699
0.46699
6424.35
6564.00
6564.00
True
LW65
4.17
0.46699
0.46699
6424.35
6564.00
6564.00
True
LW65
4.33
0.49451
0.49451
6424.35
6584.70
6584.70
True
LW65
4.50
0.49757
0.49757
6424.35
6587.00
6587.00
True
LW65
4.67
0.49757
0.49757
6424.35
6587.00
6587.00
True
LW65
4.83
0.49757
0.49757
6424.35
6587.00
6587.00
True
LW65
5.00
0.51805
0.51805
6424.35
6602.40
6602.40
True
LW65
5.17
0.52417
0.52417
6424.35
6607.00
6607.00
True
LW65
5.33
0.52683
0.52683
6424.35
6609.00
6609.00
True
LW65
5.50
0.52683
0.52683
6424.35
6609.00
6609.00
True
LW65
5.67
0.52683
0.52683
6424.35
6609.00
6609.00
True
LW65
5.83
0.52683
0.52683
6424.35
6609.00
6609.00
True
LW65
6.00
0.52683
0.52683
6424.35
6609.00
6609.00
True
LW65
6.17
0.52961
0.52961
6424.35
6611.09
6611.09
True
LW65
6.33
0.54212
0.54212
6424.35
6620.50
6620.50
True
LW65
6.50
0.54824
0.54824
6424.35
6625.10
6625.10
True
LW65
6.67
0.55742
0.55742
6424.35
6632.00
6632.00
True
LW65
6.83
0.55742
0.55742
6424.35
6632.00
6632.00
True
LW65
7.00
0.55742
0.55742
6424.35
6632.00
6632.00
True
LW65
7.17
0.55742
0.55742
6424.35
6632.00
6632.00
True
LW65
7.33
0.55742
0.55742
6424.35
6632.00
6632.00
True
LW65
7.50
0.55742
0.55742
6424.35
6632.00
6632.00
True
LW65
7.67
0.55742
0.55742
6424.35
6632.00
6632.00
True
LW65
7.83
0.55742
0.55742
6424.35
6632.00
6632.00
True
LW65
8.00
0.55742
0.55742
6424.35
6632.00
6632.00
True
LW65
8.17
0.55742
0.55742
6424.35
6632.00
6632.00
True
LW65
8.33
0.56576
0.56576
6424.35
6638.27
6638.27
True
LW65
8.50
0.56659
0.56659
6424.35
6638.90
6638.90
True
LW65
8.67
0.58189
0.58189
6424.35
6650.40
6650.40
True
LW65
8.83
0.58800
0.58800
6424.35
6655.00
6655.00
True
LW65
9.00
0.58800
0.58800
6424.35
6655.00
6655.00
True
LW65
9.17
0.58800
0.58800
6424.35
6655.00
6655.00
True
LW65
9.33
0.58800
0.58800
6424.35
6655.00
6655.00
True
LW65
9.50
0.58800
0.58800
6424.35
6655.00
6655.00
True
LW65
9.67
0.58800
0.58800
6424.35
6655.00
6655.00
True
LW65
9.83
0.58800
0.58800
6424.35
6655.00
6655.00
True
LW65
10.00
0.59106
0.59106
6424.35
6657.30
6657.30
True
LW65
10.17
0.59412
0.59412
6424.35
6659.60
6659.60
True
LW65
10.33
0.61025
0.61025
6424.35
6671.73
6671.73
True
LW65
10.50
0.60942
0.60942
6424.35
6671.10
6671.10
True
LW65
10.67
0.61553
0.61553
6424.35
6675.70
6675.70
True
LW65
10.83
0.61859
0.61859
6424.35
6678.00
6678.00
True
LW65
11.00
0.61859
0.61859
6424.35
6678.00
6678.00
True
LW65
11.17
0.61859
0.61859
6424.35
6678.00
6678.00
True
LW65
11.33
0.61859
0.61859
6424.35
6678.00
6678.00
True
LW65
11.50
0.61859
0.61859
6424.35
6678.00
6678.00
True
LW65
11.67
0.61859
0.61859
6424.35
6678.00
6678.00
True
LW65
11.83
0.61859
0.61859
6424.35
6678.00
6678.00
True
LW65
12.00
0.61859
0.61859
6424.35
6678.00
6678.00
True
LW65
12.17
0.61859
0.61859
6424.35
6678.00
6678.00
True
LW65
12.33
0.63322
0.63322
6424.35
6689.00
6689.00
True
LW65
12.50
0.61859
0.61859
6424.35
6678.00
6678.00
True
LW65
12.67
0.63615
0.63615
6424.35
6691.20
6691.20
True
LW65
12.83
0.64200
0.64200
6424.35
6695.60
6695.60
True
LW65
13.00
0.64785
0.64785
6424.35
6700.00
6700.00
True
LW65
13.17
0.64785
0.64785
6424.35
6700.00
6700.00
True
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