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
2026-03-27 inc4
Run date
2026-03-27
Media
LB
Incubator
inc4
Well file
2026-03-27 B2.xlsx
Well ID
B2
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 29213
Preprocessing
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
7.12289
2.0-42.0 h
LW60
end_norm
0.26243
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.26243
2.0-42.0 h
LW60
max_norm
0.26243
2.0-42.0 h
LW60
min_norm
0.00623
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
0.00531
2.0-42.0 h
LW61
auc_norm
11.50892
2.0-42.0 h
LW61
end_norm
0.37558
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.37558
2.0-42.0 h
LW61
max_norm
0.37558
2.0-42.0 h
LW61
min_norm
0.01985
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
0.00586
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
0.42199
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
0.09336
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.03900
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-5.92266
2.0-42.0 h
LW64
end_norm
-0.17624
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.18592
2.0-42.0 h
LW64
max_norm
-0.00759
2.0-42.0 h
LW64
min_norm
-0.18592
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
-0.00256
2.0-42.0 h
LW65
auc_norm
8.32560
2.0-42.0 h
LW65
end_norm
0.29134
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.29160
2.0-42.0 h
LW65
max_norm
0.29160
2.0-42.0 h
LW65
min_norm
0.01026
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
0.00564
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 LB-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 522 source points
Control overlay: mean of 8 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
5783.45091
187.59503
Ready
LW65
5
8695.64545
334.71196
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
0.00–67.83 h
3949.45–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
3949.45–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
3949.45–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
3949.45–48539.60 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
0.00–67.83 h
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 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
-0.91812
-0.91812
6145.30
3949.45
3949.45
True
LW60
0.17
-0.26505
-0.26505
6145.30
5254.00
5254.00
True
LW60
0.33
-0.13504
-0.13504
6145.30
5513.70
5513.70
True
LW60
0.50
-0.04914
-0.04914
6145.30
5685.30
5685.30
True
LW60
0.67
0.01810
0.01810
6145.30
5819.60
5819.60
True
LW60
0.83
0.06708
0.06708
6145.30
5917.45
5917.45
True
LW60
1.00
0.09900
0.09900
6145.30
5981.20
5981.20
True
LW60
1.17
0.12267
0.12267
6145.30
6028.50
6028.50
True
LW60
1.33
0.13965
0.13965
6145.30
6062.40
6062.40
True
LW60
1.50
0.15872
0.15872
6145.30
6100.50
6100.50
True
LW60
1.67
0.17329
0.17329
6145.30
6129.60
6129.60
True
LW60
1.83
0.18901
0.18901
6145.30
6161.00
6161.00
True
LW60
2.00
0.20032
0.20032
6145.30
6183.60
6183.60
True
LW60
2.17
0.21173
0.21173
6145.30
6206.40
6206.40
True
LW60
2.33
0.22054
0.22054
6145.30
6224.00
6224.00
True
LW60
2.50
0.22976
0.22976
6145.30
6242.40
6242.40
True
LW60
2.67
0.23536
0.23536
6145.30
6253.60
6253.60
True
LW60
2.83
0.24207
0.24207
6145.30
6267.00
6267.00
True
LW60
3.00
0.24422
0.24422
6145.30
6271.30
6271.30
True
LW60
3.17
0.25344
0.25344
6145.30
6289.70
6289.70
True
LW60
3.33
0.25574
0.25574
6145.30
6294.30
6294.30
True
LW60
3.50
0.26380
0.26380
6145.30
6310.40
6310.40
True
LW60
3.67
0.27051
0.27051
6145.30
6323.80
6323.80
True
LW60
3.83
0.27711
0.27711
6145.30
6337.00
6337.00
True
LW60
4.00
0.28287
0.28287
6145.30
6348.50
6348.50
True
LW60
4.17
0.28863
0.28863
6145.30
6360.00
6360.00
True
LW60
4.33
0.29634
0.29634
6145.30
6375.40
6375.40
True
LW60
4.50
0.30655
0.30655
6145.30
6395.80
6395.80
True
LW60
4.67
0.31691
0.31691
6145.30
6416.50
6416.50
True
LW60
4.83
0.32667
0.32667
6145.30
6436.00
6436.00
True
LW60
5.00
0.33944
0.33944
6145.30
6461.50
6461.50
True
LW60
5.17
0.34865
0.34865
6145.30
6479.90
6479.90
True
LW60
5.33
0.35781
0.35781
6145.30
6498.20
6498.20
True
LW60
5.50
0.37003
0.37003
6145.30
6522.60
6522.60
True
LW60
5.67
0.37924
0.37924
6145.30
6541.00
6541.00
True
LW60
5.83
0.38866
0.38866
6145.30
6559.82
6559.82
True
LW60
6.00
0.39536
0.39536
6145.30
6573.20
6573.20
True
LW60
6.17
0.40227
0.40227
6145.30
6587.00
6587.00
True
LW60
6.33
0.40998
0.40998
6145.30
6602.40
6602.40
True
LW60
6.50
0.41674
0.41674
6145.30
6615.90
6615.90
True
LW60
6.67
0.42480
0.42480
6145.30
6632.00
6632.00
True
LW60
6.83
0.42898
0.42898
6145.30
6640.36
6640.36
True
LW60
7.00
0.43631
0.43631
6145.30
6655.00
6655.00
True
LW60
7.17
0.44552
0.44552
6145.30
6673.40
6673.40
True
LW60
7.33
0.45003
0.45003
6145.30
6682.40
6682.40
True
LW60
7.50
0.45774
0.45774
6145.30
6697.80
6697.80
True
LW60
7.67
0.45884
0.45884
6145.30
6700.00
6700.00
True
LW60
7.83
0.47035
0.47035
6145.30
6723.00
6723.00
True
LW60
8.00
0.47611
0.47611
6145.30
6734.50
6734.50
True
LW60
8.17
0.48187
0.48187
6145.30
6746.00
6746.00
True
LW60
8.33
0.48762
0.48762
6145.30
6757.50
6757.50
True
LW60
8.50
0.49778
0.49778
6145.30
6777.80
6777.80
True
LW60
8.67
0.50439
0.50439
6145.30
6791.00
6791.00
True
LW60
8.83
0.51381
0.51381
6145.30
6809.82
6809.82
True
LW60
9.00
0.52397
0.52397
6145.30
6830.10
6830.10
True
LW60
9.17
0.52857
0.52857
6145.30
6839.30
6839.30
True
LW60
9.33
0.53663
0.53663
6145.30
6855.40
6855.40
True
LW60
9.50
0.54815
0.54815
6145.30
6878.40
6878.40
True
LW60
9.67
0.55275
0.55275
6145.30
6887.60
6887.60
True
LW60
9.83
0.56196
0.56196
6145.30
6906.00
6906.00
True
LW60
10.00
0.57413
0.57413
6145.30
6930.30
6930.30
True
LW60
10.17
0.58564
0.58564
6145.30
6953.30
6953.30
True
LW60
10.33
0.59370
0.59370
6145.30
6969.40
6969.40
True
LW60
10.50
0.60061
0.60061
6145.30
6983.20
6983.20
True
LW60
10.67
0.60752
0.60752
6145.30
6997.00
6997.00
True
LW60
10.83
0.61799
0.61799
6145.30
7017.91
7017.91
True
LW60
11.00
0.62479
0.62479
6145.30
7031.50
7031.50
True
LW60
11.17
0.63055
0.63055
6145.30
7043.00
7043.00
True
LW60
11.33
0.63400
0.63400
6145.30
7049.90
7049.90
True
LW60
11.50
0.64206
0.64206
6145.30
7066.00
7066.00
True
LW60
11.67
0.64206
0.64206
6145.30
7066.00
7066.00
True
LW60
11.83
0.64834
0.64834
6145.30
7078.55
7078.55
True
LW60
12.00
0.65358
0.65358
6145.30
7089.00
7089.00
True
LW60
12.17
0.65358
0.65358
6145.30
7089.00
7089.00
True
LW60
12.33
0.65358
0.65358
6145.30
7089.00
7089.00
True
LW60
12.50
0.65933
0.65933
6145.30
7100.50
7100.50
True
LW60
12.67
0.66509
0.66509
6145.30
7112.00
7112.00
True
LW60
12.83
0.66509
0.66509
6145.30
7112.00
7112.00
True
LW60
13.00
0.66509
0.66509
6145.30
7112.00
7112.00
True
LW60
13.17
0.67200
0.67200
6145.30
7125.80
7125.80
True
LW65
0.00
-0.83547
-0.83547
9408.45
5795.09
5795.09
True
LW65
0.17
-0.28664
-0.28664
9408.45
7700.50
7700.50
True
LW65
0.33
-0.13700
-0.13700
9408.45
8220.00
8220.00
True
LW65
0.50
-0.05042
-0.05042
9408.45
8520.60
8520.60
True
LW65
0.67
0.01485
0.01485
9408.45
8747.20
8747.20
True
LW65
0.83
0.06685
0.06685
9408.45
8927.73
8927.73
True
LW65
1.00
0.10573
0.10573
9408.45
9062.70
9062.70
True
LW65
1.17
0.13318
0.13318
9408.45
9158.00
9158.00
True
LW65
1.33
0.15026
0.15026
9408.45
9217.30
9217.30
True
LW65
1.50
0.17229
0.17229
9408.45
9293.80
9293.80
True
LW65
1.67
0.19510
0.19510
9408.45
9373.00
9373.00
True
LW65
1.83
0.21553
0.21553
9408.45
9443.91
9443.91
True
LW65
2.00
0.23313
0.23313
9408.45
9505.00
9505.00
True
LW65
2.17
0.24764
0.24764
9408.45
9555.40
9555.40
True
LW65
2.33
0.26009
0.26009
9408.45
9598.60
9598.60
True
LW65
2.50
0.27253
0.27253
9408.45
9641.80
9641.80
True
LW65
2.67
0.28359
0.28359
9408.45
9680.20
9680.20
True
LW65
2.83
0.29157
0.29157
9408.45
9707.91
9707.91
True
LW65
3.00
0.30295
0.30295
9408.45
9747.40
9747.40
True
LW65
3.17
0.31193
0.31193
9408.45
9778.60
9778.60
True
LW65
3.33
0.32023
0.32023
9408.45
9807.40
9807.40
True
LW65
3.50
0.32852
0.32852
9408.45
9836.20
9836.20
True
LW65
3.67
0.33544
0.33544
9408.45
9860.20
9860.20
True
LW65
3.83
0.34397
0.34397
9408.45
9889.82
9889.82
True
LW65
4.00
0.35439
0.35439
9408.45
9926.00
9926.00
True
LW65
4.17
0.36199
0.36199
9408.45
9952.40
9952.40
True
LW65
4.33
0.36822
0.36822
9408.45
9974.00
9974.00
True
LW65
4.50
0.37815
0.37815
9408.45
10008.50
10008.50
True
LW65
4.67
0.38648
0.38648
9408.45
10037.40
10037.40
True
LW65
4.83
0.39458
0.39458
9408.45
10065.55
10065.55
True
LW65
5.00
0.40514
0.40514
9408.45
10102.20
10102.20
True
LW65
5.17
0.41439
0.41439
9408.45
10134.30
10134.30
True
LW65
5.33
0.42271
0.42271
9408.45
10163.20
10163.20
True
LW65
5.50
0.43308
0.43308
9408.45
10199.20
10199.20
True
LW65
5.67
0.44164
0.44164
9408.45
10228.90
10228.90
True
LW65
5.83
0.44795
0.44795
9408.45
10250.82
10250.82
True
LW65
6.00
0.45693
0.45693
9408.45
10282.00
10282.00
True
LW65
6.17
0.46408
0.46408
9408.45
10306.80
10306.80
True
LW65
6.33
0.46961
0.46961
9408.45
10326.00
10326.00
True
LW65
6.50
0.47796
0.47796
9408.45
10355.00
10355.00
True
LW65
6.67
0.48438
0.48438
9408.45
10377.30
10377.30
True
LW65
6.83
0.49000
0.49000
9408.45
10396.82
10396.82
True
LW65
7.00
0.49783
0.49783
9408.45
10424.00
10424.00
True
LW65
7.17
0.50405
0.50405
9408.45
10445.60
10445.60
True
LW65
7.33
0.51238
0.51238
9408.45
10474.50
10474.50
True
LW65
7.50
0.51814
0.51814
9408.45
10494.50
10494.50
True
LW65
7.67
0.52508
0.52508
9408.45
10518.60
10518.60
True
LW65
7.83
0.52970
0.52970
9408.45
10534.64
10534.64
True
LW65
8.00
0.53574
0.53574
9408.45
10555.60
10555.60
True
LW65
8.17
0.54349
0.54349
9408.45
10582.50
10582.50
True
LW65
8.33
0.54985
0.54985
9408.45
10604.60
10604.60
True
LW65
8.50
0.55677
0.55677
9408.45
10628.60
10628.60
True
LW65
8.67
0.56235
0.56235
9408.45
10648.00
10648.00
True
LW65
8.83
0.56874
0.56874
9408.45
10670.18
10670.18
True
LW65
9.00
0.57434
0.57434
9408.45
10689.60
10689.60
True
LW65
9.17
0.58223
0.58223
9408.45
10717.00
10717.00
True
LW65
9.33
0.58638
0.58638
9408.45
10731.40
10731.40
True
LW65
9.50
0.59346
0.59346
9408.45
10756.00
10756.00
True
LW65
9.67
0.60138
0.60138
9408.45
10783.50
10783.50
True
LW65
9.83
0.60857
0.60857
9408.45
10808.45
10808.45
True
LW65
10.00
0.61547
0.61547
9408.45
10832.40
10832.40
True
LW65
10.17
0.62529
0.62529
9408.45
10866.50
10866.50
True
LW65
10.33
0.63243
0.63243
9408.45
10891.30
10891.30
True
LW65
10.50
0.63868
0.63868
9408.45
10913.00
10913.00
True
LW65
10.67
0.64517
0.64517
9408.45
10935.50
10935.50
True
LW65
10.83
0.65178
0.65178
9408.45
10958.45
10958.45
True
LW65
11.00
0.65654
0.65654
9408.45
10975.00
10975.00
True
LW65
11.17
0.66216
0.66216
9408.45
10994.50
10994.50
True
LW65
11.33
0.66936
0.66936
9408.45
11019.50
11019.50
True
LW65
11.50
0.67440
0.67440
9408.45
11037.00
11037.00
True
LW65
11.67
0.67855
0.67855
9408.45
11051.40
11051.40
True
LW65
11.83
0.68069
0.68069
9408.45
11058.82
11058.82
True
LW65
12.00
0.68419
0.68419
9408.45
11071.00
11071.00
True
LW65
12.17
0.68851
0.68851
9408.45
11086.00
11086.00
True
LW65
12.33
0.69068
0.69068
9408.45
11093.50
11093.50
True
LW65
12.50
0.69572
0.69572
9408.45
11111.00
11111.00
True
LW65
12.67
0.69710
0.69710
9408.45
11115.80
11115.80
True
LW65
12.83
0.70074
0.70074
9408.45
11128.45
11128.45
True
LW65
13.00
0.70335
0.70335
9408.45
11137.50
11137.50
True
LW65
13.17
0.70911
0.70911
9408.45
11157.50
11157.50
True
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