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 A2.xlsx
Well ID
A2
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 27853
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
11.55899
2.0-42.0 h
LW60
end_norm
0.38156
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.38461
2.0-42.0 h
LW60
max_norm
0.38461
2.0-42.0 h
LW60
min_norm
0.00409
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
0.00830
2.0-42.0 h
LW61
auc_norm
24.13731
2.0-42.0 h
LW61
end_norm
0.82447
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.84657
2.0-42.0 h
LW61
max_norm
0.84657
2.0-42.0 h
LW61
min_norm
0.01219
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
0.01933
2.0-42.0 h
LW62
auc_norm
-17.42675
2.0-42.0 h
LW62
end_norm
-0.49393
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.51327
2.0-42.0 h
LW62
max_norm
-0.00043
2.0-42.0 h
LW62
min_norm
-0.51327
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
-0.00809
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
0.42946
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.36349
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
2.0-42.0 h
LW64
end_norm
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
2.0-42.0 h
LW64
max_norm
2.0-42.0 h
LW64
min_norm
2.0-42.0 h
LW64
pct_abnormal_rows
0.00000
2.0-42.0 h
LW64
pct_missing_norm
1.00000
2.0-42.0 h
LW64
pct_saturated_rows
1.00000
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
5.87677
2.0-42.0 h
LW65
end_norm
0.19334
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.19396
2.0-42.0 h
LW65
max_norm
0.19396
2.0-42.0 h
LW65
min_norm
0.00521
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
0.00369
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
14776.02364
321.16276
Ready
LW65
5
7325.27273
143.39971
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
4820.73–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
4820.73–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
4820.73–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
4820.73–48539.60 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
-0.94012
-0.94012
15511.20
8476.27
8476.27
True
LW60
0.17
-0.20015
-0.20015
15511.20
13434.80
13434.80
True
LW60
0.33
-0.07165
-0.07165
15511.20
14295.90
14295.90
True
LW60
0.50
-0.02006
-0.02006
15511.20
14641.60
14641.60
True
LW60
0.67
0.00901
0.00901
15511.20
14836.40
14836.40
True
LW60
0.83
0.03265
0.03265
15511.20
14994.82
14994.82
True
LW60
1.00
0.05005
0.05005
15511.20
15111.40
15111.40
True
LW60
1.17
0.06826
0.06826
15511.20
15233.40
15233.40
True
LW60
1.33
0.08294
0.08294
15511.20
15331.80
15331.80
True
LW60
1.50
0.09565
0.09565
15511.20
15417.00
15417.00
True
LW60
1.67
0.10603
0.10603
15511.20
15486.50
15486.50
True
LW60
1.83
0.11340
0.11340
15511.20
15535.91
15535.91
True
LW60
2.00
0.11917
0.11917
15511.20
15574.60
15574.60
True
LW60
2.17
0.12426
0.12426
15511.20
15608.70
15608.70
True
LW60
2.33
0.12789
0.12789
15511.20
15633.00
15633.00
True
LW60
2.50
0.12869
0.12869
15511.20
15638.40
15638.40
True
LW60
2.67
0.13111
0.13111
15511.20
15654.60
15654.60
True
LW60
2.83
0.13485
0.13485
15511.20
15679.64
15679.64
True
LW60
3.00
0.13633
0.13633
15511.20
15689.60
15689.60
True
LW60
3.17
0.13983
0.13983
15511.20
15713.00
15713.00
True
LW60
3.33
0.14305
0.14305
15511.20
15734.60
15734.60
True
LW60
3.50
0.14909
0.14909
15511.20
15775.10
15775.10
True
LW60
3.67
0.15514
0.15514
15511.20
15815.60
15815.60
True
LW60
3.83
0.16388
0.16388
15511.20
15874.18
15874.18
True
LW60
4.00
0.17393
0.17393
15511.20
15941.50
15941.50
True
LW60
4.17
0.18803
0.18803
15511.20
16036.00
16036.00
True
LW60
4.33
0.20656
0.20656
15511.20
16160.20
16160.20
True
LW60
4.50
0.22792
0.22792
15511.20
16303.30
16303.30
True
LW60
4.67
0.25333
0.25333
15511.20
16473.60
16473.60
True
LW60
4.83
0.28240
0.28240
15511.20
16668.36
16668.36
True
LW60
5.00
0.31226
0.31226
15511.20
16868.50
16868.50
True
LW60
5.17
0.34165
0.34165
15511.20
17065.40
17065.40
True
LW60
5.33
0.36909
0.36909
15511.20
17249.30
17249.30
True
LW60
5.50
0.39292
0.39292
15511.20
17409.00
17409.00
True
LW60
5.67
0.40858
0.40858
15511.20
17513.90
17513.90
True
LW60
5.83
0.41975
0.41975
15511.20
17588.73
17588.73
True
LW60
6.00
0.42468
0.42468
15511.20
17621.80
17621.80
True
LW60
6.17
0.42802
0.42802
15511.20
17644.20
17644.20
True
LW60
6.33
0.42844
0.42844
15511.20
17647.00
17647.00
True
LW60
6.50
0.43046
0.43046
15511.20
17660.50
17660.50
True
LW60
6.67
0.43247
0.43247
15511.20
17674.00
17674.00
True
LW60
6.83
0.43475
0.43475
15511.20
17689.27
17689.27
True
LW60
7.00
0.43665
0.43665
15511.20
17702.00
17702.00
True
LW60
7.17
0.43874
0.43874
15511.20
17716.00
17716.00
True
LW60
7.33
0.44041
0.44041
15511.20
17727.20
17727.20
True
LW60
7.50
0.44486
0.44486
15511.20
17757.00
17757.00
True
LW60
7.67
0.44695
0.44695
15511.20
17771.00
17771.00
True
LW60
7.83
0.45169
0.45169
15511.20
17802.82
17802.82
True
LW60
8.00
0.45900
0.45900
15511.20
17851.80
17851.80
True
LW60
8.17
0.46811
0.46811
15511.20
17912.80
17912.80
True
LW60
8.33
0.47897
0.47897
15511.20
17985.60
17985.60
True
LW60
8.50
0.49303
0.49303
15511.20
18079.80
18079.80
True
LW60
8.67
0.50807
0.50807
15511.20
18180.60
18180.60
True
LW60
8.83
0.52357
0.52357
15511.20
18284.45
18284.45
True
LW60
9.00
0.53816
0.53816
15511.20
18382.20
18382.20
True
LW60
9.17
0.55111
0.55111
15511.20
18469.00
18469.00
True
LW60
9.33
0.56281
0.56281
15511.20
18547.40
18547.40
True
LW60
9.50
0.57329
0.57329
15511.20
18617.60
18617.60
True
LW60
9.67
0.58093
0.58093
15511.20
18668.80
18668.80
True
LW60
9.83
0.59020
0.59020
15511.20
18730.91
18730.91
True
LW60
10.00
0.59730
0.59730
15511.20
18778.50
18778.50
True
LW60
10.17
0.60531
0.60531
15511.20
18832.20
18832.20
True
LW60
10.33
0.61118
0.61118
15511.20
18871.50
18871.50
True
LW60
10.50
0.61800
0.61800
15511.20
18917.20
18917.20
True
LW60
10.67
0.62510
0.62510
15511.20
18964.80
18964.80
True
LW60
10.83
0.63084
0.63084
15511.20
19003.27
19003.27
True
LW60
11.00
0.63862
0.63862
15511.20
19055.40
19055.40
True
LW60
11.17
0.64328
0.64328
15511.20
19086.60
19086.60
True
LW60
11.33
0.65136
0.65136
15511.20
19140.80
19140.80
True
LW60
11.50
0.65689
0.65689
15511.20
19177.80
19177.80
True
LW60
11.67
0.66151
0.66151
15511.20
19208.80
19208.80
True
LW60
11.83
0.67048
0.67048
15511.20
19268.91
19268.91
True
LW60
12.00
0.67381
0.67381
15511.20
19291.20
19291.20
True
LW60
12.17
0.67724
0.67724
15511.20
19314.20
19314.20
True
LW60
12.33
0.68234
0.68234
15511.20
19348.40
19348.40
True
LW60
12.50
0.68575
0.68575
15511.20
19371.20
19371.20
True
LW60
12.67
0.68912
0.68912
15511.20
19393.80
19393.80
True
LW60
12.83
0.69486
0.69486
15511.20
19432.27
19432.27
True
LW60
13.00
0.69891
0.69891
15511.20
19459.40
19459.40
True
LW60
13.17
0.70192
0.70192
15511.20
19479.60
19479.60
True
LW65
0.00
-1.00000
-1.00000
7674.29
4820.73
4820.73
True
LW65
0.17
-0.23029
-0.23029
7674.29
6748.50
6748.50
True
LW65
0.33
-0.08424
-0.08424
7674.29
7114.30
7114.30
True
LW65
0.50
-0.02454
-0.02454
7674.29
7263.80
7263.80
True
LW65
0.67
0.00852
0.00852
7674.29
7346.60
7346.60
True
LW65
0.83
0.03757
0.03757
7674.29
7419.36
7419.36
True
LW65
1.00
0.06270
0.06270
7674.29
7482.30
7482.30
True
LW65
1.17
0.08593
0.08593
7674.29
7540.50
7540.50
True
LW65
1.33
0.10258
0.10258
7674.29
7582.20
7582.20
True
LW65
1.50
0.12003
0.12003
7674.29
7625.90
7625.90
True
LW65
1.67
0.13381
0.13381
7674.29
7660.40
7660.40
True
LW65
1.83
0.14490
0.14490
7674.29
7688.18
7688.18
True
LW65
2.00
0.15533
0.15533
7674.29
7714.30
7714.30
True
LW65
2.17
0.16084
0.16084
7674.29
7728.10
7728.10
True
LW65
2.33
0.16727
0.16727
7674.29
7744.20
7744.20
True
LW65
2.50
0.17278
0.17278
7674.29
7758.00
7758.00
True
LW65
2.67
0.17278
0.17278
7674.29
7758.00
7758.00
True
LW65
2.83
0.18029
0.18029
7674.29
7776.82
7776.82
True
LW65
3.00
0.18196
0.18196
7674.29
7781.00
7781.00
True
LW65
3.17
0.18963
0.18963
7674.29
7800.20
7800.20
True
LW65
3.33
0.19430
0.19430
7674.29
7811.90
7811.90
True
LW65
3.50
0.20073
0.20073
7674.29
7828.00
7828.00
True
LW65
3.67
0.20899
0.20899
7674.29
7848.70
7848.70
True
LW65
3.83
0.21742
0.21742
7674.29
7869.82
7869.82
True
LW65
4.00
0.22772
0.22772
7674.29
7895.60
7895.60
True
LW65
4.17
0.24337
0.24337
7674.29
7934.80
7934.80
True
LW65
4.33
0.26118
0.26118
7674.29
7979.40
7979.40
True
LW65
4.50
0.27978
0.27978
7674.29
8026.00
8026.00
True
LW65
4.67
0.30210
0.30210
7674.29
8081.90
8081.90
True
LW65
4.83
0.32933
0.32933
7674.29
8150.09
8150.09
True
LW65
5.00
0.35445
0.35445
7674.29
8213.00
8213.00
True
LW65
5.17
0.37772
0.37772
7674.29
8271.30
8271.30
True
LW65
5.33
0.39932
0.39932
7674.29
8325.40
8325.40
True
LW65
5.50
0.41617
0.41617
7674.29
8367.60
8367.60
True
LW65
5.67
0.42931
0.42931
7674.29
8400.50
8400.50
True
LW65
5.83
0.43564
0.43564
7674.29
8416.36
8416.36
True
LW65
6.00
0.43965
0.43965
7674.29
8426.40
8426.40
True
LW65
6.17
0.44348
0.44348
7674.29
8436.00
8436.00
True
LW65
6.33
0.44348
0.44348
7674.29
8436.00
8436.00
True
LW65
6.50
0.44348
0.44348
7674.29
8436.00
8436.00
True
LW65
6.67
0.44348
0.44348
7674.29
8436.00
8436.00
True
LW65
6.83
0.44348
0.44348
7674.29
8436.00
8436.00
True
LW65
7.00
0.44440
0.44440
7674.29
8438.30
8438.30
True
LW65
7.17
0.44440
0.44440
7674.29
8438.30
8438.30
True
LW65
7.33
0.44991
0.44991
7674.29
8452.10
8452.10
True
LW65
7.50
0.45267
0.45267
7674.29
8459.00
8459.00
True
LW65
7.67
0.45267
0.45267
7674.29
8459.00
8459.00
True
LW65
7.83
0.45267
0.45267
7674.29
8459.00
8459.00
True
LW65
8.00
0.45363
0.45363
7674.29
8461.40
8461.40
True
LW65
8.17
0.46129
0.46129
7674.29
8480.60
8480.60
True
LW65
8.33
0.46225
0.46225
7674.29
8483.00
8483.00
True
LW65
8.50
0.46868
0.46868
7674.29
8499.10
8499.10
True
LW65
8.67
0.47143
0.47143
7674.29
8506.00
8506.00
True
LW65
8.83
0.47492
0.47492
7674.29
8514.73
8514.73
True
LW65
9.00
0.48006
0.48006
7674.29
8527.60
8527.60
True
LW65
9.17
0.47814
0.47814
7674.29
8522.80
8522.80
True
LW65
9.33
0.47814
0.47814
7674.29
8522.80
8522.80
True
LW65
9.50
0.48102
0.48102
7674.29
8530.00
8530.00
True
LW65
9.67
0.48006
0.48006
7674.29
8527.60
8527.60
True
LW65
9.83
0.48102
0.48102
7674.29
8530.00
8530.00
True
LW65
10.00
0.48006
0.48006
7674.29
8527.60
8527.60
True
LW65
10.17
0.48006
0.48006
7674.29
8527.60
8527.60
True
LW65
10.33
0.48102
0.48102
7674.29
8530.00
8530.00
True
LW65
10.50
0.48485
0.48485
7674.29
8539.60
8539.60
True
LW65
10.67
0.48772
0.48772
7674.29
8546.80
8546.80
True
LW65
10.83
0.49060
0.49060
7674.29
8554.00
8554.00
True
LW65
11.00
0.49060
0.49060
7674.29
8554.00
8554.00
True
LW65
11.17
0.49060
0.49060
7674.29
8554.00
8554.00
True
LW65
11.33
0.49703
0.49703
7674.29
8570.10
8570.10
True
LW65
11.50
0.49978
0.49978
7674.29
8577.00
8577.00
True
LW65
11.67
0.50170
0.50170
7674.29
8581.80
8581.80
True
LW65
11.83
0.50762
0.50762
7674.29
8596.64
8596.64
True
LW65
12.00
0.50936
0.50936
7674.29
8601.00
8601.00
True
LW65
12.17
0.50841
0.50841
7674.29
8598.60
8598.60
True
LW65
12.33
0.50936
0.50936
7674.29
8601.00
8601.00
True
LW65
12.50
0.50936
0.50936
7674.29
8601.00
8601.00
True
LW65
12.67
0.51120
0.51120
7674.29
8605.60
8605.60
True
LW65
12.83
0.51187
0.51187
7674.29
8607.27
8607.27
True
LW65
13.00
0.51487
0.51487
7674.29
8614.80
8614.80
True
LW65
13.17
0.51579
0.51579
7674.29
8617.10
8617.10
True
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