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 A4.xlsx
Well ID
A4
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 49453
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
3.31326
2.0-42.0 h
LW60
end_norm
0.14588
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.14588
2.0-42.0 h
LW60
max_norm
0.14588
2.0-42.0 h
LW60
min_norm
0.00328
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
0.00394
2.0-42.0 h
LW61
auc_norm
17.41840
2.0-42.0 h
LW61
end_norm
0.57722
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.58751
2.0-42.0 h
LW61
max_norm
0.58751
2.0-42.0 h
LW61
min_norm
0.02472
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
0.01341
2.0-42.0 h
LW62
auc_norm
-17.62800
2.0-42.0 h
LW62
end_norm
-0.66043
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.66043
2.0-42.0 h
LW62
max_norm
-0.04666
2.0-42.0 h
LW62
min_norm
-0.66043
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
-0.01271
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
0.00000
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.51716
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
0.35809
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
1.24979
2.0-42.0 h
LW65
end_norm
0.06302
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.06302
2.0-42.0 h
LW65
max_norm
0.06302
2.0-42.0 h
LW65
min_norm
0.00231
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
0.00186
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
13872.82909
272.70185
Ready
LW65
5
8590.27091
128.83542
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
-1.00000–0.50425 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
-1.00000–0.50425 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
-1.00000–0.50425 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
-1.00000–0.50425 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
14423.45
8472.55
8472.55
True
LW60
0.17
-0.21953
-0.21953
14423.45
12687.30
12687.30
True
LW60
0.33
-0.07682
-0.07682
14423.45
13458.00
13458.00
True
LW60
0.50
-0.01993
-0.01993
14423.45
13765.20
13765.20
True
LW60
0.67
0.01085
0.01085
14423.45
13931.40
13931.40
True
LW60
0.83
0.03606
0.03606
14423.45
14067.55
14067.55
True
LW60
1.00
0.04984
0.04984
14423.45
14142.00
14142.00
True
LW60
1.17
0.06477
0.06477
14423.45
14222.60
14222.60
True
LW60
1.33
0.07777
0.07777
14423.45
14292.80
14292.80
True
LW60
1.50
0.08993
0.08993
14423.45
14358.50
14358.50
True
LW60
1.67
0.09721
0.09721
14423.45
14397.80
14397.80
True
LW60
1.83
0.10671
0.10671
14423.45
14449.09
14449.09
True
LW60
2.00
0.11071
0.11071
14423.45
14470.70
14470.70
True
LW60
2.17
0.11471
0.11471
14423.45
14492.30
14492.30
True
LW60
2.33
0.11954
0.11954
14423.45
14518.40
14518.40
True
LW60
2.50
0.12195
0.12195
14423.45
14531.40
14531.40
True
LW60
2.67
0.12532
0.12532
14423.45
14549.60
14549.60
True
LW60
2.83
0.12572
0.12572
14423.45
14551.73
14551.73
True
LW60
3.00
0.12628
0.12628
14423.45
14554.80
14554.80
True
LW60
3.17
0.12965
0.12965
14423.45
14573.00
14573.00
True
LW60
3.33
0.12869
0.12869
14423.45
14567.80
14567.80
True
LW60
3.50
0.12965
0.12965
14423.45
14573.00
14573.00
True
LW60
3.67
0.13015
0.13015
14423.45
14575.70
14575.70
True
LW60
3.83
0.13102
0.13102
14423.45
14580.36
14580.36
True
LW60
4.00
0.13065
0.13065
14423.45
14578.40
14578.40
True
LW60
4.17
0.13115
0.13115
14423.45
14581.10
14581.10
True
LW60
4.33
0.13465
0.13465
14423.45
14600.00
14600.00
True
LW60
4.50
0.13465
0.13465
14423.45
14600.00
14600.00
True
LW60
4.67
0.13802
0.13802
14423.45
14618.20
14618.20
True
LW60
4.83
0.13684
0.13684
14423.45
14611.82
14611.82
True
LW60
5.00
0.13754
0.13754
14423.45
14615.60
14615.60
True
LW60
5.17
0.13947
0.13947
14423.45
14626.00
14626.00
True
LW60
5.33
0.13947
0.13947
14423.45
14626.00
14626.00
True
LW60
5.50
0.14043
0.14043
14423.45
14631.20
14631.20
True
LW60
5.67
0.14043
0.14043
14423.45
14631.20
14631.20
True
LW60
5.83
0.14209
0.14209
14423.45
14640.18
14640.18
True
LW60
6.00
0.14284
0.14284
14423.45
14644.20
14644.20
True
LW60
6.17
0.14284
0.14284
14423.45
14644.20
14644.20
True
LW60
6.33
0.14380
0.14380
14423.45
14649.40
14649.40
True
LW60
6.50
0.14428
0.14428
14423.45
14652.00
14652.00
True
LW60
6.67
0.14669
0.14669
14423.45
14665.00
14665.00
True
LW60
6.83
0.14691
0.14691
14423.45
14666.18
14666.18
True
LW60
7.00
0.14717
0.14717
14423.45
14667.60
14667.60
True
LW60
7.17
0.14813
0.14813
14423.45
14672.80
14672.80
True
LW60
7.33
0.14960
0.14960
14423.45
14680.70
14680.70
True
LW60
7.50
0.15160
0.15160
14423.45
14691.50
14691.50
True
LW60
7.67
0.15260
0.15260
14423.45
14696.90
14696.90
True
LW60
7.83
0.15364
0.15364
14423.45
14702.55
14702.55
True
LW60
8.00
0.15360
0.15360
14423.45
14702.30
14702.30
True
LW60
8.17
0.15410
0.15410
14423.45
14705.00
14705.00
True
LW60
8.33
0.15410
0.15410
14423.45
14705.00
14705.00
True
LW60
8.50
0.15458
0.15458
14423.45
14707.60
14707.60
True
LW60
8.67
0.15699
0.15699
14423.45
14720.60
14720.60
True
LW60
8.83
0.15891
0.15891
14423.45
14731.00
14731.00
True
LW60
9.00
0.15891
0.15891
14423.45
14731.00
14731.00
True
LW60
9.17
0.16180
0.16180
14423.45
14746.60
14746.60
True
LW60
9.33
0.16373
0.16373
14423.45
14757.00
14757.00
True
LW60
9.50
0.16423
0.16423
14423.45
14759.70
14759.70
True
LW60
9.67
0.16623
0.16623
14423.45
14770.50
14770.50
True
LW60
9.83
0.16873
0.16873
14423.45
14784.00
14784.00
True
LW60
10.00
0.16873
0.16873
14423.45
14784.00
14784.00
True
LW60
10.17
0.17017
0.17017
14423.45
14791.80
14791.80
True
LW60
10.33
0.17162
0.17162
14423.45
14799.60
14799.60
True
LW60
10.50
0.17354
0.17354
14423.45
14810.00
14810.00
True
LW60
10.67
0.17499
0.17499
14423.45
14817.80
14817.80
True
LW60
10.83
0.17792
0.17792
14423.45
14833.64
14833.64
True
LW60
11.00
0.18136
0.18136
14423.45
14852.20
14852.20
True
LW60
11.17
0.18336
0.18336
14423.45
14863.00
14863.00
True
LW60
11.33
0.18721
0.18721
14423.45
14883.80
14883.80
True
LW60
11.50
0.18817
0.18817
14423.45
14889.00
14889.00
True
LW60
11.67
0.19167
0.19167
14423.45
14907.90
14907.90
True
LW60
11.83
0.19361
0.19361
14423.45
14918.36
14918.36
True
LW60
12.00
0.19606
0.19606
14423.45
14931.60
14931.60
True
LW60
12.17
0.19798
0.19798
14423.45
14942.00
14942.00
True
LW60
12.33
0.19943
0.19943
14423.45
14949.80
14949.80
True
LW60
12.50
0.20184
0.20184
14423.45
14962.80
14962.80
True
LW60
12.67
0.20280
0.20280
14423.45
14968.00
14968.00
True
LW60
12.83
0.20734
0.20734
14423.45
14992.55
14992.55
True
LW60
13.00
0.20828
0.20828
14423.45
14997.60
14997.60
True
LW60
13.17
0.21213
0.21213
14423.45
15018.40
15018.40
True
LW65
0.00
-1.00000
-1.00000
8828.60
5899.64
5899.64
True
LW65
0.17
-0.23990
-0.23990
8828.60
7944.80
7944.80
True
LW65
0.33
-0.07492
-0.07492
8828.60
8388.70
8388.70
True
LW65
0.50
-0.01627
-0.01627
8828.60
8546.50
8546.50
True
LW65
0.67
0.01265
0.01265
8828.60
8624.30
8624.30
True
LW65
0.83
0.03426
0.03426
8828.60
8682.45
8682.45
True
LW65
1.00
0.04428
0.04428
8828.60
8709.40
8709.40
True
LW65
1.17
0.05732
0.05732
8828.60
8744.50
8744.50
True
LW65
1.33
0.06977
0.06977
8828.60
8778.00
8778.00
True
LW65
1.50
0.07936
0.07936
8828.60
8803.80
8803.80
True
LW65
1.67
0.08546
0.08546
8828.60
8820.20
8820.20
True
LW65
1.83
0.09170
0.09170
8828.60
8837.00
8837.00
True
LW65
2.00
0.09616
0.09616
8828.60
8849.00
8849.00
True
LW65
2.17
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
2.33
0.10151
0.10151
8828.60
8863.40
8863.40
True
LW65
2.50
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
2.67
0.10597
0.10597
8828.60
8875.40
8875.40
True
LW65
2.83
0.10305
0.10305
8828.60
8867.55
8867.55
True
LW65
3.00
0.10597
0.10597
8828.60
8875.40
8875.40
True
LW65
3.17
0.10686
0.10686
8828.60
8877.80
8877.80
True
LW65
3.33
0.10419
0.10419
8828.60
8870.60
8870.60
True
LW65
3.50
0.10686
0.10686
8828.60
8877.80
8877.80
True
LW65
3.67
0.10686
0.10686
8828.60
8877.80
8877.80
True
LW65
3.83
0.10873
0.10873
8828.60
8882.82
8882.82
True
LW65
4.00
0.10686
0.10686
8828.60
8877.80
8877.80
True
LW65
4.17
0.10240
0.10240
8828.60
8865.80
8865.80
True
LW65
4.33
0.10419
0.10419
8828.60
8870.60
8870.60
True
LW65
4.50
0.10508
0.10508
8828.60
8873.00
8873.00
True
LW65
4.67
0.10597
0.10597
8828.60
8875.40
8875.40
True
LW65
4.83
0.10143
0.10143
8828.60
8863.18
8863.18
True
LW65
5.00
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
5.17
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
5.33
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
5.50
0.10240
0.10240
8828.60
8865.80
8865.80
True
LW65
5.67
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
5.83
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
6.00
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
6.17
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
6.33
0.10240
0.10240
8828.60
8865.80
8865.80
True
LW65
6.50
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
6.67
0.10240
0.10240
8828.60
8865.80
8865.80
True
LW65
6.83
0.10224
0.10224
8828.60
8865.36
8865.36
True
LW65
7.00
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
7.17
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
7.33
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
7.50
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
7.67
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
7.83
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
8.00
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
8.17
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
8.33
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
8.50
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
8.67
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
8.83
0.10224
0.10224
8828.60
8865.36
8865.36
True
LW65
9.00
0.10151
0.10151
8828.60
8863.40
8863.40
True
LW65
9.17
0.10151
0.10151
8828.60
8863.40
8863.40
True
LW65
9.33
0.10240
0.10240
8828.60
8865.80
8865.80
True
LW65
9.50
0.10062
0.10062
8828.60
8861.00
8861.00
True
LW65
9.67
0.10240
0.10240
8828.60
8865.80
8865.80
True
LW65
9.83
0.10548
0.10548
8828.60
8874.09
8874.09
True
LW65
10.00
0.10419
0.10419
8828.60
8870.60
8870.60
True
LW65
10.17
0.10240
0.10240
8828.60
8865.80
8865.80
True
LW65
10.33
0.10151
0.10151
8828.60
8863.40
8863.40
True
LW65
10.50
0.10151
0.10151
8828.60
8863.40
8863.40
True
LW65
10.67
0.10329
0.10329
8828.60
8868.20
8868.20
True
LW65
10.83
0.10630
0.10630
8828.60
8876.27
8876.27
True
LW65
11.00
0.10508
0.10508
8828.60
8873.00
8873.00
True
LW65
11.17
0.10865
0.10865
8828.60
8882.60
8882.60
True
LW65
11.33
0.10954
0.10954
8828.60
8885.00
8885.00
True
LW65
11.50
0.10954
0.10954
8828.60
8885.00
8885.00
True
LW65
11.67
0.10954
0.10954
8828.60
8885.00
8885.00
True
LW65
11.83
0.10954
0.10954
8828.60
8885.00
8885.00
True
LW65
12.00
0.10954
0.10954
8828.60
8885.00
8885.00
True
LW65
12.17
0.10954
0.10954
8828.60
8885.00
8885.00
True
LW65
12.33
0.10954
0.10954
8828.60
8885.00
8885.00
True
LW65
12.50
0.11210
0.11210
8828.60
8891.90
8891.90
True
LW65
12.67
0.11467
0.11467
8828.60
8898.80
8898.80
True
LW65
12.83
0.11498
0.11498
8828.60
8899.64
8899.64
True
LW65
13.00
0.11809
0.11809
8828.60
8908.00
8908.00
True
LW65
13.17
0.11809
0.11809
8828.60
8908.00
8908.00
True
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