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 B1.xlsx
Well ID
B1
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
7.39656
2.0-42.0 h
LW60
end_norm
0.27211
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.27211
2.0-42.0 h
LW60
max_norm
0.27211
2.0-42.0 h
LW60
min_norm
0.00585
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
0.00576
2.0-42.0 h
LW61
auc_norm
12.02523
2.0-42.0 h
LW61
end_norm
0.46182
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.46182
2.0-42.0 h
LW61
max_norm
0.46182
2.0-42.0 h
LW61
min_norm
0.01534
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
0.00818
2.0-42.0 h
LW62
auc_norm
-25.16510
2.0-42.0 h
LW62
end_norm
-0.75238
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.75240
2.0-42.0 h
LW62
max_norm
-0.08747
2.0-42.0 h
LW62
min_norm
-0.75240
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
-0.00314
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
0.15270
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.10788
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-7.53519
2.0-42.0 h
LW64
end_norm
-0.26106
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.26106
2.0-42.0 h
LW64
max_norm
-0.00391
2.0-42.0 h
LW64
min_norm
-0.26106
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
-0.00458
2.0-42.0 h
LW65
auc_norm
8.85971
2.0-42.0 h
LW65
end_norm
0.31702
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.31702
2.0-42.0 h
LW65
max_norm
0.31702
2.0-42.0 h
LW65
min_norm
0.01194
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
0.00607
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
4045.19818
96.17546
Ready
LW65
5
16591.56545
634.81468
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
2634.82–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
2634.82–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
2634.82–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
2634.82–48539.60 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
4206.41
2634.82
2634.82
True
LW60
0.17
-0.23745
-0.23745
4206.41
3710.30
3710.30
True
LW60
0.33
-0.10146
-0.10146
4206.41
3902.10
3902.10
True
LW60
0.50
-0.03113
-0.03113
4206.41
4001.30
4001.30
True
LW60
0.67
0.01496
0.01496
4206.41
4066.30
4066.30
True
LW60
0.83
0.04892
0.04892
4206.41
4114.20
4114.20
True
LW60
1.00
0.06870
0.06870
4206.41
4142.09
4142.09
True
LW60
1.17
0.08253
0.08253
4206.41
4161.60
4161.60
True
LW60
1.33
0.08565
0.08565
4206.41
4166.00
4166.00
True
LW60
1.50
0.09657
0.09657
4206.41
4181.40
4181.40
True
LW60
1.67
0.10905
0.10905
4206.41
4199.00
4199.00
True
LW60
1.83
0.11956
0.11956
4206.41
4213.82
4213.82
True
LW60
2.00
0.13174
0.13174
4206.41
4231.00
4231.00
True
LW60
2.17
0.13642
0.13642
4206.41
4237.60
4237.60
True
LW60
2.33
0.14734
0.14734
4206.41
4253.00
4253.00
True
LW60
2.50
0.14734
0.14734
4206.41
4253.00
4253.00
True
LW60
2.67
0.16294
0.16294
4206.41
4275.00
4275.00
True
LW60
2.83
0.16294
0.16294
4206.41
4275.00
4275.00
True
LW60
3.00
0.16762
0.16762
4206.41
4281.60
4281.60
True
LW60
3.17
0.17853
0.17853
4206.41
4297.00
4297.00
True
LW60
3.33
0.17853
0.17853
4206.41
4297.00
4297.00
True
LW60
3.50
0.17853
0.17853
4206.41
4297.00
4297.00
True
LW60
3.67
0.19194
0.19194
4206.41
4315.90
4315.90
True
LW60
3.83
0.19342
0.19342
4206.41
4318.00
4318.00
True
LW60
4.00
0.19498
0.19498
4206.41
4320.20
4320.20
True
LW60
4.17
0.20902
0.20902
4206.41
4340.00
4340.00
True
LW60
4.33
0.20902
0.20902
4206.41
4340.00
4340.00
True
LW60
4.50
0.22150
0.22150
4206.41
4357.60
4357.60
True
LW60
4.67
0.23710
0.23710
4206.41
4379.60
4379.60
True
LW60
4.83
0.24428
0.24428
4206.41
4389.73
4389.73
True
LW60
5.00
0.25511
0.25511
4206.41
4405.00
4405.00
True
LW60
5.17
0.26291
0.26291
4206.41
4416.00
4416.00
True
LW60
5.33
0.27383
0.27383
4206.41
4431.40
4431.40
True
LW60
5.50
0.28631
0.28631
4206.41
4449.00
4449.00
True
LW60
5.67
0.29411
0.29411
4206.41
4460.00
4460.00
True
LW60
5.83
0.30474
0.30474
4206.41
4475.00
4475.00
True
LW60
6.00
0.31594
0.31594
4206.41
4490.80
4490.80
True
LW60
6.17
0.31750
0.31750
4206.41
4493.00
4493.00
True
LW60
6.33
0.33310
0.33310
4206.41
4515.00
4515.00
True
LW60
6.50
0.33459
0.33459
4206.41
4517.10
4517.10
True
LW60
6.67
0.34501
0.34501
4206.41
4531.80
4531.80
True
LW60
6.83
0.34799
0.34799
4206.41
4536.00
4536.00
True
LW60
7.00
0.35267
0.35267
4206.41
4542.60
4542.60
True
LW60
7.17
0.36203
0.36203
4206.41
4555.80
4555.80
True
LW60
7.33
0.36827
0.36827
4206.41
4564.60
4564.60
True
LW60
7.50
0.37919
0.37919
4206.41
4580.00
4580.00
True
LW60
7.67
0.37919
0.37919
4206.41
4580.00
4580.00
True
LW60
7.83
0.39195
0.39195
4206.41
4598.00
4598.00
True
LW60
8.00
0.39479
0.39479
4206.41
4602.00
4602.00
True
LW60
8.17
0.39635
0.39635
4206.41
4604.20
4604.20
True
LW60
8.33
0.41039
0.41039
4206.41
4624.00
4624.00
True
LW60
8.50
0.41351
0.41351
4206.41
4628.40
4628.40
True
LW60
8.67
0.42599
0.42599
4206.41
4646.00
4646.00
True
LW60
8.83
0.42740
0.42740
4206.41
4648.00
4648.00
True
LW60
9.00
0.44158
0.44158
4206.41
4668.00
4668.00
True
LW60
9.17
0.45250
0.45250
4206.41
4683.40
4683.40
True
LW60
9.33
0.46186
0.46186
4206.41
4696.60
4696.60
True
LW60
9.50
0.47278
0.47278
4206.41
4712.00
4712.00
True
LW60
9.67
0.48767
0.48767
4206.41
4733.00
4733.00
True
LW60
9.83
0.50043
0.50043
4206.41
4751.00
4751.00
True
LW60
10.00
0.50795
0.50795
4206.41
4761.60
4761.60
True
LW60
10.17
0.52043
0.52043
4206.41
4779.20
4779.20
True
LW60
10.33
0.53135
0.53135
4206.41
4794.60
4794.60
True
LW60
10.50
0.53447
0.53447
4206.41
4799.00
4799.00
True
LW60
10.67
0.54383
0.54383
4206.41
4812.20
4812.20
True
LW60
10.83
0.55007
0.55007
4206.41
4821.00
4821.00
True
LW60
11.00
0.55163
0.55163
4206.41
4823.20
4823.20
True
LW60
11.17
0.55631
0.55631
4206.41
4829.80
4829.80
True
LW60
11.33
0.56566
0.56566
4206.41
4843.00
4843.00
True
LW60
11.50
0.56566
0.56566
4206.41
4843.00
4843.00
True
LW60
11.67
0.56878
0.56878
4206.41
4847.40
4847.40
True
LW60
11.83
0.57701
0.57701
4206.41
4859.00
4859.00
True
LW60
12.00
0.57970
0.57970
4206.41
4862.80
4862.80
True
LW60
12.17
0.57970
0.57970
4206.41
4862.80
4862.80
True
LW60
12.33
0.58126
0.58126
4206.41
4865.00
4865.00
True
LW60
12.50
0.59062
0.59062
4206.41
4878.20
4878.20
True
LW60
12.67
0.59686
0.59686
4206.41
4887.00
4887.00
True
LW60
12.83
0.59686
0.59686
4206.41
4887.00
4887.00
True
LW60
13.00
0.59842
0.59842
4206.41
4889.20
4889.20
True
LW60
13.17
0.59686
0.59686
4206.41
4887.00
4887.00
True
LW65
0.00
-0.91586
-0.91586
17946.63
10072.00
10072.00
True
LW65
0.17
-0.30048
-0.30048
17946.63
14452.60
14452.60
True
LW65
0.33
-0.13082
-0.13082
17946.63
15660.30
15660.30
True
LW65
0.50
-0.04163
-0.04163
17946.63
16295.20
16295.20
True
LW65
0.67
0.01706
0.01706
17946.63
16713.00
16713.00
True
LW65
0.83
0.06041
0.06041
17946.63
17021.60
17021.60
True
LW65
1.00
0.09499
0.09499
17946.63
17267.73
17267.73
True
LW65
1.17
0.12068
0.12068
17946.63
17450.60
17450.60
True
LW65
1.33
0.12996
0.12996
17946.63
17516.70
17516.70
True
LW65
1.50
0.15328
0.15328
17946.63
17682.70
17682.70
True
LW65
1.67
0.17859
0.17859
17946.63
17862.90
17862.90
True
LW65
1.83
0.20212
0.20212
17946.63
18030.36
18030.36
True
LW65
2.00
0.22047
0.22047
17946.63
18161.00
18161.00
True
LW65
2.17
0.23385
0.23385
17946.63
18256.20
18256.20
True
LW65
2.33
0.25155
0.25155
17946.63
18382.20
18382.20
True
LW65
2.50
0.26453
0.26453
17946.63
18474.60
18474.60
True
LW65
2.67
0.27790
0.27790
17946.63
18569.80
18569.80
True
LW65
2.83
0.28541
0.28541
17946.63
18623.27
18623.27
True
LW65
3.00
0.29377
0.29377
17946.63
18682.80
18682.80
True
LW65
3.17
0.30361
0.30361
17946.63
18752.80
18752.80
True
LW65
3.33
0.31279
0.31279
17946.63
18818.20
18818.20
True
LW65
3.50
0.32030
0.32030
17946.63
18871.60
18871.60
True
LW65
3.67
0.32787
0.32787
17946.63
18925.50
18925.50
True
LW65
3.83
0.33771
0.33771
17946.63
18995.55
18995.55
True
LW65
4.00
0.34217
0.34217
17946.63
19027.30
19027.30
True
LW65
4.17
0.35050
0.35050
17946.63
19086.60
19086.60
True
LW65
4.33
0.35770
0.35770
17946.63
19137.90
19137.90
True
LW65
4.50
0.36410
0.36410
17946.63
19183.40
19183.40
True
LW65
4.67
0.37364
0.37364
17946.63
19251.30
19251.30
True
LW65
4.83
0.38377
0.38377
17946.63
19323.45
19323.45
True
LW65
5.00
0.39046
0.39046
17946.63
19371.10
19371.10
True
LW65
5.17
0.39728
0.39728
17946.63
19419.60
19419.60
True
LW65
5.33
0.40689
0.40689
17946.63
19488.00
19488.00
True
LW65
5.50
0.41373
0.41373
17946.63
19536.70
19536.70
True
LW65
5.67
0.42018
0.42018
17946.63
19582.60
19582.60
True
LW65
5.83
0.43044
0.43044
17946.63
19655.64
19655.64
True
LW65
6.00
0.43664
0.43664
17946.63
19699.80
19699.80
True
LW65
6.17
0.44469
0.44469
17946.63
19757.10
19757.10
True
LW65
6.33
0.45274
0.45274
17946.63
19814.40
19814.40
True
LW65
6.50
0.45921
0.45921
17946.63
19860.50
19860.50
True
LW65
6.67
0.46489
0.46489
17946.63
19900.90
19900.90
True
LW65
6.83
0.47185
0.47185
17946.63
19950.45
19950.45
True
LW65
7.00
0.47822
0.47822
17946.63
19995.80
19995.80
True
LW65
7.17
0.48230
0.48230
17946.63
20024.80
20024.80
True
LW65
7.33
0.48714
0.48714
17946.63
20059.30
20059.30
True
LW65
7.50
0.49397
0.49397
17946.63
20107.90
20107.90
True
LW65
7.67
0.49967
0.49967
17946.63
20148.50
20148.50
True
LW65
7.83
0.50726
0.50726
17946.63
20202.55
20202.55
True
LW65
8.00
0.51432
0.51432
17946.63
20252.80
20252.80
True
LW65
8.17
0.52236
0.52236
17946.63
20310.00
20310.00
True
LW65
8.33
0.52805
0.52805
17946.63
20350.50
20350.50
True
LW65
8.50
0.53457
0.53457
17946.63
20396.90
20396.90
True
LW65
8.67
0.54149
0.54149
17946.63
20446.20
20446.20
True
LW65
8.83
0.54786
0.54786
17946.63
20491.55
20491.55
True
LW65
9.00
0.55422
0.55422
17946.63
20536.80
20536.80
True
LW65
9.17
0.56404
0.56404
17946.63
20606.70
20606.70
True
LW65
9.33
0.56974
0.56974
17946.63
20647.30
20647.30
True
LW65
9.50
0.57871
0.57871
17946.63
20711.10
20711.10
True
LW65
9.67
0.58607
0.58607
17946.63
20763.50
20763.50
True
LW65
9.83
0.59517
0.59517
17946.63
20828.27
20828.27
True
LW65
10.00
0.60003
0.60003
17946.63
20862.90
20862.90
True
LW65
10.17
0.60781
0.60781
17946.63
20918.30
20918.30
True
LW65
10.33
0.61935
0.61935
17946.63
21000.40
21000.40
True
LW65
10.50
0.62720
0.62720
17946.63
21056.30
21056.30
True
LW65
10.67
0.63046
0.63046
17946.63
21079.50
21079.50
True
LW65
10.83
0.63592
0.63592
17946.63
21118.36
21118.36
True
LW65
11.00
0.63997
0.63997
17946.63
21147.20
21147.20
True
LW65
11.17
0.64326
0.64326
17946.63
21170.60
21170.60
True
LW65
11.33
0.64781
0.64781
17946.63
21203.00
21203.00
True
LW65
11.50
0.65152
0.65152
17946.63
21229.40
21229.40
True
LW65
11.67
0.65685
0.65685
17946.63
21267.40
21267.40
True
LW65
11.83
0.66143
0.66143
17946.63
21300.00
21300.00
True
LW65
12.00
0.66513
0.66513
17946.63
21326.30
21326.30
True
LW65
12.17
0.66593
0.66593
17946.63
21332.00
21332.00
True
LW65
12.33
0.66847
0.66847
17946.63
21350.10
21350.10
True
LW65
12.50
0.67507
0.67507
17946.63
21397.10
21397.10
True
LW65
12.67
0.68006
0.68006
17946.63
21432.60
21432.60
True
LW65
12.83
0.68477
0.68477
17946.63
21466.09
21466.09
True
LW65
13.00
0.68586
0.68586
17946.63
21473.90
21473.90
True
LW65
13.17
0.68793
0.68793
17946.63
21488.60
21488.60
True
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