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
2026-04-01 inc5
Run date
2026-04-01
Media
LB
Incubator
inc5
Well file
2026-04-01 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 19433
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
2.82116
2.0-42.0 h
LW60
end_norm
0.09208
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.09208
2.0-42.0 h
LW60
max_norm
0.09208
2.0-42.0 h
LW60
min_norm
0.00198
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
0.00156
2.0-42.0 h
LW61
auc_norm
6.54420
2.0-42.0 h
LW61
end_norm
0.15097
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.20806
2.0-42.0 h
LW61
max_norm
0.20806
2.0-42.0 h
LW61
min_norm
0.01467
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
0.00037
2.0-42.0 h
LW62
auc_norm
-15.87147
2.0-42.0 h
LW62
end_norm
-0.51739
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.51739
2.0-42.0 h
LW62
max_norm
-0.02569
2.0-42.0 h
LW62
min_norm
-0.51739
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
-0.00665
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
1.00000
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
1.47045
2.0-42.0 h
LW65
end_norm
0.05042
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.05042
2.0-42.0 h
LW65
max_norm
0.05042
2.0-42.0 h
LW65
min_norm
0.00123
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
0.00105
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 540 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
13398.65273
258.07021
Ready
LW65
5
8444.30545
144.48485
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
-1.00000–0.33900 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
-1.00000–0.33900 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
-1.00000–0.33900 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
-1.00000–0.33900 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
13807.90
8291.36
8291.36
True
LW60
0.17
-0.25016
-0.25016
13807.90
12121.00
12121.00
True
LW60
0.33
-0.08019
-0.08019
13807.90
12989.10
12989.10
True
LW60
0.50
-0.01460
-0.01460
13807.90
13324.10
13324.10
True
LW60
0.67
0.01415
0.01415
13807.90
13470.90
13470.90
True
LW60
0.83
0.03264
0.03264
13807.90
13565.36
13565.36
True
LW60
1.00
0.04800
0.04800
13807.90
13643.80
13643.80
True
LW60
1.17
0.05910
0.05910
13807.90
13700.50
13700.50
True
LW60
1.33
0.06613
0.06613
13807.90
13736.40
13736.40
True
LW60
1.50
0.07326
0.07326
13807.90
13772.80
13772.80
True
LW60
1.67
0.07835
0.07835
13807.90
13798.80
13798.80
True
LW60
1.83
0.08191
0.08191
13807.90
13817.00
13817.00
True
LW60
2.00
0.08548
0.08548
13807.90
13835.20
13835.20
True
LW60
2.17
0.08751
0.08751
13807.90
13845.60
13845.60
True
LW60
2.33
0.09108
0.09108
13807.90
13863.80
13863.80
True
LW60
2.50
0.09209
0.09209
13807.90
13869.00
13869.00
True
LW60
2.67
0.09464
0.09464
13807.90
13882.00
13882.00
True
LW60
2.83
0.09718
0.09718
13807.90
13895.00
13895.00
True
LW60
3.00
0.10024
0.10024
13807.90
13910.60
13910.60
True
LW60
3.17
0.10380
0.10380
13807.90
13928.80
13928.80
True
LW60
3.33
0.10737
0.10737
13807.90
13947.00
13947.00
True
LW60
3.50
0.11093
0.11093
13807.90
13965.20
13965.20
True
LW60
3.67
0.11500
0.11500
13807.90
13986.00
13986.00
True
LW60
3.83
0.11940
0.11940
13807.90
14008.45
14008.45
True
LW60
4.00
0.12722
0.12722
13807.90
14048.40
14048.40
True
LW60
4.17
0.13893
0.13893
13807.90
14108.20
14108.20
True
LW60
4.33
0.15166
0.15166
13807.90
14173.20
14173.20
True
LW60
4.50
0.16285
0.16285
13807.90
14230.40
14230.40
True
LW60
4.67
0.17558
0.17558
13807.90
14295.40
14295.40
True
LW60
4.83
0.18472
0.18472
13807.90
14342.09
14342.09
True
LW60
5.00
0.19309
0.19309
13807.90
14384.80
14384.80
True
LW60
5.17
0.19970
0.19970
13807.90
14418.60
14418.60
True
LW60
5.33
0.20632
0.20632
13807.90
14452.40
14452.40
True
LW60
5.50
0.21410
0.21410
13807.90
14492.10
14492.10
True
LW60
5.67
0.22128
0.22128
13807.90
14528.80
14528.80
True
LW60
5.83
0.22623
0.22623
13807.90
14554.09
14554.09
True
LW60
6.00
0.23311
0.23311
13807.90
14589.20
14589.20
True
LW60
6.17
0.23675
0.23675
13807.90
14607.80
14607.80
True
LW60
6.33
0.23929
0.23929
13807.90
14620.80
14620.80
True
LW60
6.50
0.24337
0.24337
13807.90
14641.60
14641.60
True
LW60
6.67
0.24540
0.24540
13807.90
14652.00
14652.00
True
LW60
6.83
0.24864
0.24864
13807.90
14668.55
14668.55
True
LW60
7.00
0.25261
0.25261
13807.90
14688.80
14688.80
True
LW60
7.17
0.25419
0.25419
13807.90
14696.90
14696.90
True
LW60
7.33
0.25578
0.25578
13807.90
14705.00
14705.00
True
LW60
7.50
0.25525
0.25525
13807.90
14702.30
14702.30
True
LW60
7.67
0.25578
0.25578
13807.90
14705.00
14705.00
True
LW60
7.83
0.25578
0.25578
13807.90
14705.00
14705.00
True
LW60
8.00
0.25680
0.25680
13807.90
14710.20
14710.20
True
LW60
8.17
0.25884
0.25884
13807.90
14720.60
14720.60
True
LW60
8.33
0.26087
0.26087
13807.90
14731.00
14731.00
True
LW60
8.50
0.26087
0.26087
13807.90
14731.00
14731.00
True
LW60
8.67
0.26087
0.26087
13807.90
14731.00
14731.00
True
LW60
8.83
0.26226
0.26226
13807.90
14738.09
14738.09
True
LW60
9.00
0.26444
0.26444
13807.90
14749.20
14749.20
True
LW60
9.17
0.26240
0.26240
13807.90
14738.80
14738.80
True
LW60
9.33
0.26240
0.26240
13807.90
14738.80
14738.80
True
LW60
9.50
0.26087
0.26087
13807.90
14731.00
14731.00
True
LW60
9.67
0.25884
0.25884
13807.90
14720.60
14720.60
True
LW60
9.83
0.25763
0.25763
13807.90
14714.45
14714.45
True
LW60
10.00
0.25731
0.25731
13807.90
14712.80
14712.80
True
LW60
10.17
0.25629
0.25629
13807.90
14707.60
14707.60
True
LW60
10.33
0.25578
0.25578
13807.90
14705.00
14705.00
True
LW60
10.50
0.25419
0.25419
13807.90
14696.90
14696.90
True
LW60
10.67
0.25525
0.25525
13807.90
14702.30
14702.30
True
LW60
10.83
0.25242
0.25242
13807.90
14687.82
14687.82
True
LW60
11.00
0.25155
0.25155
13807.90
14683.40
14683.40
True
LW60
11.17
0.24999
0.24999
13807.90
14675.40
14675.40
True
LW60
11.33
0.24897
0.24897
13807.90
14670.20
14670.20
True
LW60
11.50
0.24642
0.24642
13807.90
14657.20
14657.20
True
LW60
11.67
0.24795
0.24795
13807.90
14665.00
14665.00
True
LW60
11.83
0.24402
0.24402
13807.90
14644.91
14644.91
True
LW60
12.00
0.24133
0.24133
13807.90
14631.20
14631.20
True
LW60
12.17
0.24031
0.24031
13807.90
14626.00
14626.00
True
LW60
12.33
0.24082
0.24082
13807.90
14628.60
14628.60
True
LW60
12.50
0.24184
0.24184
13807.90
14633.80
14633.80
True
LW60
12.67
0.24082
0.24082
13807.90
14628.60
14628.60
True
LW60
12.83
0.24031
0.24031
13807.90
14626.00
14626.00
True
LW60
13.00
0.24133
0.24133
13807.90
14631.20
14631.20
True
LW60
13.17
0.24133
0.24133
13807.90
14631.20
14631.20
True
LW65
0.00
-1.00000
-1.00000
8661.31
5794.36
5794.36
True
LW65
0.17
-0.27008
-0.27008
8661.31
7728.60
7728.60
True
LW65
0.33
-0.08732
-0.08732
8661.31
8212.90
8212.90
True
LW65
0.50
-0.01472
-0.01472
8661.31
8405.30
8405.30
True
LW65
0.67
0.01626
0.01626
8661.31
8487.40
8487.40
True
LW65
0.83
0.03563
0.03563
8661.31
8538.73
8538.73
True
LW65
1.00
0.05015
0.05015
8661.31
8577.20
8577.20
True
LW65
1.17
0.06087
0.06087
8661.31
8605.60
8605.60
True
LW65
1.33
0.06962
0.06962
8661.31
8628.80
8628.80
True
LW65
1.50
0.07596
0.07596
8661.31
8645.60
8645.60
True
LW65
1.67
0.07868
0.07868
8661.31
8652.80
8652.80
True
LW65
1.83
0.08510
0.08510
8661.31
8669.82
8669.82
True
LW65
2.00
0.08592
0.08592
8661.31
8672.00
8672.00
True
LW65
2.17
0.08592
0.08592
8661.31
8672.00
8672.00
True
LW65
2.33
0.09026
0.09026
8661.31
8683.50
8683.50
True
LW65
2.50
0.09460
0.09460
8661.31
8695.00
8695.00
True
LW65
2.67
0.09460
0.09460
8661.31
8695.00
8695.00
True
LW65
2.83
0.09460
0.09460
8661.31
8695.00
8695.00
True
LW65
3.00
0.09732
0.09732
8661.31
8702.20
8702.20
True
LW65
3.17
0.10366
0.10366
8661.31
8719.00
8719.00
True
LW65
3.33
0.10366
0.10366
8661.31
8719.00
8719.00
True
LW65
3.50
0.10366
0.10366
8661.31
8719.00
8719.00
True
LW65
3.67
0.10453
0.10453
8661.31
8721.30
8721.30
True
LW65
3.83
0.10997
0.10997
8661.31
8735.73
8735.73
True
LW65
4.00
0.11415
0.11415
8661.31
8746.80
8746.80
True
LW65
4.17
0.12140
0.12140
8661.31
8766.00
8766.00
True
LW65
4.33
0.12864
0.12864
8661.31
8785.20
8785.20
True
LW65
4.50
0.13827
0.13827
8661.31
8810.70
8810.70
True
LW65
4.67
0.14457
0.14457
8661.31
8827.40
8827.40
True
LW65
4.83
0.14819
0.14819
8661.31
8837.00
8837.00
True
LW65
5.00
0.15181
0.15181
8661.31
8846.60
8846.60
True
LW65
5.17
0.15544
0.15544
8661.31
8856.20
8856.20
True
LW65
5.33
0.15725
0.15725
8661.31
8861.00
8861.00
True
LW65
5.50
0.15725
0.15725
8661.31
8861.00
8861.00
True
LW65
5.67
0.15725
0.15725
8661.31
8861.00
8861.00
True
LW65
5.83
0.15807
0.15807
8661.31
8863.18
8863.18
True
LW65
6.00
0.16359
0.16359
8661.31
8877.80
8877.80
True
LW65
6.17
0.16630
0.16630
8661.31
8885.00
8885.00
True
LW65
6.33
0.16630
0.16630
8661.31
8885.00
8885.00
True
LW65
6.50
0.16630
0.16630
8661.31
8885.00
8885.00
True
LW65
6.67
0.16717
0.16717
8661.31
8887.30
8887.30
True
LW65
6.83
0.16788
0.16788
8661.31
8889.18
8889.18
True
LW65
7.00
0.17151
0.17151
8661.31
8898.80
8898.80
True
LW65
7.17
0.17325
0.17325
8661.31
8903.40
8903.40
True
LW65
7.33
0.17498
0.17498
8661.31
8908.00
8908.00
True
LW65
7.50
0.17325
0.17325
8661.31
8903.40
8903.40
True
LW65
7.67
0.17498
0.17498
8661.31
8908.00
8908.00
True
LW65
7.83
0.17498
0.17498
8661.31
8908.00
8908.00
True
LW65
8.00
0.17498
0.17498
8661.31
8908.00
8908.00
True
LW65
8.17
0.17498
0.17498
8661.31
8908.00
8908.00
True
LW65
8.33
0.17498
0.17498
8661.31
8908.00
8908.00
True
LW65
8.50
0.17498
0.17498
8661.31
8908.00
8908.00
True
LW65
8.67
0.17411
0.17411
8661.31
8905.70
8905.70
True
LW65
8.83
0.17340
0.17340
8661.31
8903.82
8903.82
True
LW65
9.00
0.17411
0.17411
8661.31
8905.70
8905.70
True
LW65
9.17
0.17325
0.17325
8661.31
8903.40
8903.40
True
LW65
9.33
0.17238
0.17238
8661.31
8901.10
8901.10
True
LW65
9.50
0.16804
0.16804
8661.31
8889.60
8889.60
True
LW65
9.67
0.17064
0.17064
8661.31
8896.50
8896.50
True
LW65
9.83
0.16867
0.16867
8661.31
8891.27
8891.27
True
LW65
10.00
0.16717
0.16717
8661.31
8887.30
8887.30
True
LW65
10.17
0.17238
0.17238
8661.31
8901.10
8901.10
True
LW65
10.33
0.17238
0.17238
8661.31
8901.10
8901.10
True
LW65
10.50
0.17064
0.17064
8661.31
8896.50
8896.50
True
LW65
10.67
0.17064
0.17064
8661.31
8896.50
8896.50
True
LW65
10.83
0.16788
0.16788
8661.31
8889.18
8889.18
True
LW65
11.00
0.16978
0.16978
8661.31
8894.20
8894.20
True
LW65
11.17
0.16717
0.16717
8661.31
8887.30
8887.30
True
LW65
11.33
0.16717
0.16717
8661.31
8887.30
8887.30
True
LW65
11.50
0.16891
0.16891
8661.31
8891.90
8891.90
True
LW65
11.67
0.17151
0.17151
8661.31
8898.80
8898.80
True
LW65
11.83
0.16630
0.16630
8661.31
8885.00
8885.00
True
LW65
12.00
0.16630
0.16630
8661.31
8885.00
8885.00
True
LW65
12.17
0.16630
0.16630
8661.31
8885.00
8885.00
True
LW65
12.33
0.16630
0.16630
8661.31
8885.00
8885.00
True
LW65
12.50
0.16804
0.16804
8661.31
8889.60
8889.60
True
LW65
12.67
0.16630
0.16630
8661.31
8885.00
8885.00
True
LW65
12.83
0.16630
0.16630
8661.31
8885.00
8885.00
True
LW65
13.00
0.16630
0.16630
8661.31
8885.00
8885.00
True
LW65
13.17
0.16804
0.16804
8661.31
8889.60
8889.60
True
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