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 inc5
Run date
2026-03-27
Media
LB
Incubator
inc5
Well file
2026-03-27 B3.xlsx
Well ID
B3
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 12228
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
5.28699
2.0-42.0 h
LW60
end_norm
0.19257
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.19263
2.0-42.0 h
LW60
max_norm
0.19263
2.0-42.0 h
LW60
min_norm
0.00795
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
0.00430
2.0-42.0 h
LW61
auc_norm
21.14447
2.0-42.0 h
LW61
end_norm
0.72625
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.72633
2.0-42.0 h
LW61
max_norm
0.72633
2.0-42.0 h
LW61
min_norm
0.03312
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
0.01435
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
0.11743
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
0.13278
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.05021
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
3.49665
2.0-42.0 h
LW64
end_norm
0.11467
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.11485
2.0-42.0 h
LW64
max_norm
0.11485
2.0-42.0 h
LW64
min_norm
0.00557
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
0.00210
2.0-42.0 h
LW65
auc_norm
7.31085
2.0-42.0 h
LW65
end_norm
0.24665
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.24665
2.0-42.0 h
LW65
max_norm
0.24665
2.0-42.0 h
LW65
min_norm
0.01130
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
0.00492
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
8241.53273
269.60650
Ready
LW65
5
8351.35091
300.09665
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
5231.72–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
5231.72–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
5231.72–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
5231.72–48539.60 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
-1.00000
-1.00000
8921.09
5392.82
5392.82
True
LW60
0.17
-0.22980
-0.22980
8921.09
7586.90
7586.90
True
LW60
0.33
-0.13200
-0.13200
8921.09
7865.50
7865.50
True
LW60
0.50
-0.05182
-0.05182
8921.09
8093.90
8093.90
True
LW60
0.67
0.01305
0.01305
8921.09
8278.70
8278.70
True
LW60
0.83
0.06342
0.06342
8921.09
8422.20
8422.20
True
LW60
1.00
0.10736
0.10736
8921.09
8547.36
8547.36
True
LW60
1.17
0.14704
0.14704
8921.09
8660.40
8660.40
True
LW60
1.33
0.18193
0.18193
8921.09
8759.80
8759.80
True
LW60
1.50
0.20763
0.20763
8921.09
8833.00
8833.00
True
LW60
1.67
0.23009
0.23009
8921.09
8897.00
8897.00
True
LW60
1.83
0.24701
0.24701
8921.09
8945.18
8945.18
True
LW60
2.00
0.26344
0.26344
8921.09
8992.00
8992.00
True
LW60
2.17
0.27825
0.27825
8921.09
9034.20
9034.20
True
LW60
2.33
0.28843
0.28843
8921.09
9063.20
9063.20
True
LW60
2.50
0.29581
0.29581
8921.09
9084.20
9084.20
True
LW60
2.67
0.30079
0.30079
8921.09
9098.40
9098.40
True
LW60
2.83
0.30703
0.30703
8921.09
9116.18
9116.18
True
LW60
3.00
0.31673
0.31673
8921.09
9143.80
9143.80
True
LW60
3.17
0.31757
0.31757
8921.09
9146.20
9146.20
True
LW60
3.33
0.32607
0.32607
8921.09
9170.40
9170.40
True
LW60
3.50
0.33028
0.33028
8921.09
9182.40
9182.40
True
LW60
3.67
0.33449
0.33449
8921.09
9194.40
9194.40
True
LW60
3.83
0.33808
0.33808
8921.09
9204.64
9204.64
True
LW60
4.00
0.34442
0.34442
8921.09
9222.70
9222.70
True
LW60
4.17
0.35092
0.35092
8921.09
9241.20
9241.20
True
LW60
4.33
0.35176
0.35176
8921.09
9243.60
9243.60
True
LW60
4.50
0.35864
0.35864
8921.09
9263.20
9263.20
True
LW60
4.67
0.35948
0.35948
8921.09
9265.60
9265.60
True
LW60
4.83
0.36163
0.36163
8921.09
9271.73
9271.73
True
LW60
5.00
0.36791
0.36791
8921.09
9289.60
9289.60
True
LW60
5.17
0.36959
0.36959
8921.09
9294.40
9294.40
True
LW60
5.33
0.37444
0.37444
8921.09
9308.20
9308.20
True
LW60
5.50
0.37626
0.37626
8921.09
9313.40
9313.40
True
LW60
5.67
0.37640
0.37640
8921.09
9313.80
9313.80
True
LW60
5.83
0.38014
0.38014
8921.09
9324.45
9324.45
True
LW60
6.00
0.38455
0.38455
8921.09
9337.00
9337.00
True
LW60
6.17
0.38567
0.38567
8921.09
9340.20
9340.20
True
LW60
6.33
0.39213
0.39213
8921.09
9358.60
9358.60
True
LW60
6.50
0.39297
0.39297
8921.09
9361.00
9361.00
True
LW60
6.67
0.39571
0.39571
8921.09
9368.80
9368.80
True
LW60
6.83
0.39916
0.39916
8921.09
9378.64
9378.64
True
LW60
7.00
0.40154
0.40154
8921.09
9385.40
9385.40
True
LW60
7.17
0.40912
0.40912
8921.09
9407.00
9407.00
True
LW60
7.33
0.41003
0.41003
8921.09
9409.60
9409.60
True
LW60
7.50
0.40989
0.40989
8921.09
9409.20
9409.20
True
LW60
7.67
0.41825
0.41825
8921.09
9433.00
9433.00
True
LW60
7.83
0.41837
0.41837
8921.09
9433.36
9433.36
True
LW60
8.00
0.42169
0.42169
8921.09
9442.80
9442.80
True
LW60
8.17
0.42688
0.42688
8921.09
9457.60
9457.60
True
LW60
8.33
0.42843
0.42843
8921.09
9462.00
9462.00
True
LW60
8.50
0.43257
0.43257
8921.09
9473.80
9473.80
True
LW60
8.67
0.43861
0.43861
8921.09
9491.00
9491.00
True
LW60
8.83
0.44205
0.44205
8921.09
9500.82
9500.82
True
LW60
9.00
0.44450
0.44450
8921.09
9507.80
9507.80
True
LW60
9.17
0.44865
0.44865
8921.09
9519.60
9519.60
True
LW60
9.33
0.45216
0.45216
8921.09
9529.60
9529.60
True
LW60
9.50
0.45869
0.45869
8921.09
9548.20
9548.20
True
LW60
9.67
0.46297
0.46297
8921.09
9560.40
9560.40
True
LW60
9.83
0.46809
0.46809
8921.09
9575.00
9575.00
True
LW60
10.00
0.47146
0.47146
8921.09
9584.60
9584.60
True
LW60
10.17
0.47736
0.47736
8921.09
9601.40
9601.40
True
LW60
10.33
0.48143
0.48143
8921.09
9613.00
9613.00
True
LW60
10.50
0.48565
0.48565
8921.09
9625.00
9625.00
True
LW60
10.67
0.49414
0.49414
8921.09
9649.20
9649.20
True
LW60
10.83
0.50020
0.50020
8921.09
9666.45
9666.45
True
LW60
11.00
0.50671
0.50671
8921.09
9685.00
9685.00
True
LW60
11.17
0.51261
0.51261
8921.09
9701.80
9701.80
True
LW60
11.33
0.51942
0.51942
8921.09
9721.20
9721.20
True
LW60
11.50
0.52356
0.52356
8921.09
9733.00
9733.00
True
LW60
11.67
0.52784
0.52784
8921.09
9745.20
9745.20
True
LW60
11.83
0.53007
0.53007
8921.09
9751.55
9751.55
True
LW60
12.00
0.53711
0.53711
8921.09
9771.60
9771.60
True
LW60
12.17
0.54462
0.54462
8921.09
9793.00
9793.00
True
LW60
12.33
0.54975
0.54975
8921.09
9807.60
9807.60
True
LW60
12.50
0.55227
0.55227
8921.09
9814.80
9814.80
True
LW60
12.67
0.55894
0.55894
8921.09
9833.80
9833.80
True
LW60
12.83
0.56323
0.56323
8921.09
9846.00
9846.00
True
LW60
13.00
0.56832
0.56832
8921.09
9860.50
9860.50
True
LW60
13.17
0.57260
0.57260
8921.09
9872.70
9872.70
True
LW65
0.00
-0.83801
-0.83801
9190.94
5733.45
5733.45
True
LW65
0.17
-0.26097
-0.26097
9190.94
7536.10
7536.10
True
LW65
0.33
-0.13382
-0.13382
9190.94
7933.30
7933.30
True
LW65
0.50
-0.05095
-0.05095
9190.94
8192.20
8192.20
True
LW65
0.67
0.01055
0.01055
9190.94
8384.30
8384.30
True
LW65
0.83
0.06343
0.06343
9190.94
8549.50
8549.50
True
LW65
1.00
0.11079
0.11079
9190.94
8697.45
8697.45
True
LW65
1.17
0.15645
0.15645
9190.94
8840.10
8840.10
True
LW65
1.33
0.19368
0.19368
9190.94
8956.40
8956.40
True
LW65
1.50
0.22646
0.22646
9190.94
9058.80
9058.80
True
LW65
1.67
0.25681
0.25681
9190.94
9153.60
9153.60
True
LW65
1.83
0.28071
0.28071
9190.94
9228.27
9228.27
True
LW65
2.00
0.30201
0.30201
9190.94
9294.80
9294.80
True
LW65
2.17
0.32089
0.32089
9190.94
9353.80
9353.80
True
LW65
2.33
0.33863
0.33863
9190.94
9409.20
9409.20
True
LW65
2.50
0.35316
0.35316
9190.94
9454.60
9454.60
True
LW65
2.67
0.36558
0.36558
9190.94
9493.40
9493.40
True
LW65
2.83
0.37860
0.37860
9190.94
9534.09
9534.09
True
LW65
3.00
0.39087
0.39087
9190.94
9572.40
9572.40
True
LW65
3.17
0.39778
0.39778
9190.94
9594.00
9594.00
True
LW65
3.33
0.40706
0.40706
9190.94
9623.00
9623.00
True
LW65
3.50
0.41552
0.41552
9190.94
9649.40
9649.40
True
LW65
3.67
0.42243
0.42243
9190.94
9671.00
9671.00
True
LW65
3.83
0.43221
0.43221
9190.94
9701.55
9701.55
True
LW65
4.00
0.44016
0.44016
9190.94
9726.40
9726.40
True
LW65
4.17
0.44849
0.44849
9190.94
9752.40
9752.40
True
LW65
4.33
0.45540
0.45540
9190.94
9774.00
9774.00
True
LW65
4.50
0.46244
0.46244
9190.94
9796.00
9796.00
True
LW65
4.67
0.46859
0.46859
9190.94
9815.20
9815.20
True
LW65
4.83
0.47621
0.47621
9190.94
9839.00
9839.00
True
LW65
5.00
0.48018
0.48018
9190.94
9851.40
9851.40
True
LW65
5.17
0.48559
0.48559
9190.94
9868.30
9868.30
True
LW65
5.33
0.49253
0.49253
9190.94
9890.00
9890.00
True
LW65
5.50
0.49881
0.49881
9190.94
9909.60
9909.60
True
LW65
5.67
0.50278
0.50278
9190.94
9922.00
9922.00
True
LW65
5.83
0.50877
0.50877
9190.94
9940.73
9940.73
True
LW65
6.00
0.51558
0.51558
9190.94
9962.00
9962.00
True
LW65
6.17
0.51971
0.51971
9190.94
9974.90
9974.90
True
LW65
6.33
0.52486
0.52486
9190.94
9991.00
9991.00
True
LW65
6.50
0.52887
0.52887
9190.94
10003.50
10003.50
True
LW65
6.67
0.53376
0.53376
9190.94
10018.80
10018.80
True
LW65
6.83
0.53831
0.53831
9190.94
10033.00
10033.00
True
LW65
7.00
0.54445
0.54445
9190.94
10052.20
10052.20
True
LW65
7.17
0.54676
0.54676
9190.94
10059.40
10059.40
True
LW65
7.33
0.55377
0.55377
9190.94
10081.30
10081.30
True
LW65
7.50
0.55668
0.55668
9190.94
10090.40
10090.40
True
LW65
7.67
0.56200
0.56200
9190.94
10107.00
10107.00
True
LW65
7.83
0.56651
0.56651
9190.94
10121.09
10121.09
True
LW65
8.00
0.57083
0.57083
9190.94
10134.60
10134.60
True
LW65
8.17
0.57787
0.57787
9190.94
10156.60
10156.60
True
LW65
8.33
0.57928
0.57928
9190.94
10161.00
10161.00
True
LW65
8.50
0.58536
0.58536
9190.94
10180.00
10180.00
True
LW65
8.67
0.59170
0.59170
9190.94
10199.80
10199.80
True
LW65
8.83
0.59313
0.59313
9190.94
10204.27
10204.27
True
LW65
9.00
0.60041
0.60041
9190.94
10227.00
10227.00
True
LW65
9.17
0.60265
0.60265
9190.94
10234.00
10234.00
True
LW65
9.33
0.60972
0.60972
9190.94
10256.10
10256.10
True
LW65
9.50
0.61802
0.61802
9190.94
10282.00
10282.00
True
LW65
9.67
0.62208
0.62208
9190.94
10294.70
10294.70
True
LW65
9.83
0.62515
0.62515
9190.94
10304.27
10304.27
True
LW65
10.00
0.63146
0.63146
9190.94
10324.00
10324.00
True
LW65
10.17
0.63533
0.63533
9190.94
10336.10
10336.10
True
LW65
10.33
0.64138
0.64138
9190.94
10355.00
10355.00
True
LW65
10.50
0.64779
0.64779
9190.94
10375.00
10375.00
True
LW65
10.67
0.65553
0.65553
9190.94
10399.20
10399.20
True
LW65
10.83
0.66202
0.66202
9190.94
10419.45
10419.45
True
LW65
11.00
0.66424
0.66424
9190.94
10426.40
10426.40
True
LW65
11.17
0.67192
0.67192
9190.94
10450.40
10450.40
True
LW65
11.33
0.67893
0.67893
9190.94
10472.30
10472.30
True
LW65
11.50
0.68444
0.68444
9190.94
10489.50
10489.50
True
LW65
11.67
0.68767
0.68767
9190.94
10499.60
10499.60
True
LW65
11.83
0.69312
0.69312
9190.94
10516.64
10516.64
True
LW65
12.00
0.70259
0.70259
9190.94
10546.20
10546.20
True
LW65
12.17
0.70483
0.70483
9190.94
10553.20
10553.20
True
LW65
12.33
0.70950
0.70950
9190.94
10567.80
10567.80
True
LW65
12.50
0.71427
0.71427
9190.94
10582.70
10582.70
True
LW65
12.67
0.72128
0.72128
9190.94
10604.60
10604.60
True
LW65
12.83
0.72540
0.72540
9190.94
10617.45
10617.45
True
LW65
13.00
0.73057
0.73057
9190.94
10633.60
10633.60
True
LW65
13.17
0.73367
0.73367
9190.94
10643.30
10643.30
True
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