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
2026-04-06 inc4
Run date
2026-04-06
Media
LB
Incubator
inc4
Well file
2026-04-06 A3.xlsx
Well ID
A3
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 27061
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
3.63379
2.0-42.0 h
LW60
end_norm
0.20933
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.20933
2.0-42.0 h
LW60
max_norm
0.20933
2.0-42.0 h
LW60
min_norm
-0.01869
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
0.00686
2.0-42.0 h
LW61
auc_norm
2.0-42.0 h
LW61
end_norm
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.0-42.0 h
LW61
max_norm
2.0-42.0 h
LW61
min_norm
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
1.00000
2.0-42.0 h
LW61
pct_saturated_rows
1.00000
2.0-42.0 h
LW61
slope_norm
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
0.13376
2.0-42.0 h
LW62
pct_missing_norm
1.00000
2.0-42.0 h
LW62
pct_saturated_rows
0.00338
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
0.06498
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.02110
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
0.33080
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
2.29372
2.0-42.0 h
LW65
end_norm
0.10341
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.10341
2.0-42.0 h
LW65
max_norm
0.10341
2.0-42.0 h
LW65
min_norm
-0.01804
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
0.00290
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 808 source points
Control overlay: mean of 1 control sample matched from the same experimental run. 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
26388.90909
288.46292
Ready
LW65
5
8143.15273
205.39329
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
4692.18–49051.00 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
4692.18–49051.00 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
4692.18–49051.00 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
4692.18–49051.00 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
-0.43873
-0.43873
26425.05
23621.82
23621.82
True
LW60
0.17
-0.16008
-0.16008
26425.05
25379.30
25379.30
True
LW60
0.33
-0.07252
-0.07252
26425.05
25931.50
25931.50
True
LW60
0.50
-0.01452
-0.01452
26425.05
26297.30
26297.30
True
LW60
0.67
0.01387
0.01387
26425.05
26476.40
26476.40
True
LW60
0.83
0.03292
0.03292
26425.05
26596.55
26596.55
True
LW60
1.00
0.04025
0.04025
26425.05
26642.80
26642.80
True
LW60
1.17
0.04025
0.04025
26425.05
26642.80
26642.80
True
LW60
1.33
0.03163
0.03163
26425.05
26588.40
26588.40
True
LW60
1.50
0.02199
0.02199
26425.05
26527.60
26527.60
True
LW60
1.67
0.01083
0.01083
26425.05
26457.20
26457.20
True
LW60
1.83
0.00063
0.00063
26425.05
26392.91
26392.91
True
LW60
2.00
-0.00896
-0.00896
26425.05
26332.40
26332.40
True
LW60
2.17
-0.01695
-0.01695
26425.05
26282.00
26282.00
True
LW60
3.00
-0.07257
-0.07257
26425.05
25931.20
25931.20
True
LW60
3.17
-0.06953
-0.06953
26425.05
25950.40
25950.40
True
LW60
3.33
-0.04080
-0.04080
26425.05
26131.60
26131.60
True
LW60
3.50
-0.01911
-0.01911
26425.05
26268.40
26268.40
True
LW60
3.67
-0.00628
-0.00628
26425.05
26349.27
26349.27
True
LW60
3.83
0.00474
0.00474
26425.05
26418.80
26418.80
True
LW60
4.00
0.01286
0.01286
26425.05
26470.00
26470.00
True
LW60
4.17
0.01793
0.01793
26425.05
26502.00
26502.00
True
LW60
4.33
0.02047
0.02047
26425.05
26518.00
26518.00
True
LW60
4.50
0.02097
0.02097
26425.05
26521.20
26521.20
True
LW60
4.67
0.02508
0.02508
26425.05
26547.09
26547.09
True
LW60
4.83
0.02859
0.02859
26425.05
26569.20
26569.20
True
LW60
5.00
0.02808
0.02808
26425.05
26566.00
26566.00
True
LW60
5.17
0.02605
0.02605
26425.05
26553.20
26553.20
True
LW60
5.33
0.02706
0.02706
26425.05
26559.60
26559.60
True
LW60
5.50
0.02706
0.02706
26425.05
26559.60
26559.60
True
LW60
5.67
0.02462
0.02462
26425.05
26544.18
26544.18
True
LW60
5.83
0.02960
0.02960
26425.05
26575.60
26575.60
True
LW60
6.00
0.03061
0.03061
26425.05
26582.00
26582.00
True
LW60
6.17
0.02757
0.02757
26425.05
26562.80
26562.80
True
LW60
6.33
0.02047
0.02047
26425.05
26518.00
26518.00
True
LW60
6.50
0.02097
0.02097
26425.05
26521.20
26521.20
True
LW60
6.67
0.02231
0.02231
26425.05
26529.64
26529.64
True
LW60
6.83
0.02503
0.02503
26425.05
26546.80
26546.80
True
LW60
7.00
0.02960
0.02960
26425.05
26575.60
26575.60
True
LW60
7.17
0.02859
0.02859
26425.05
26569.20
26569.20
True
LW60
7.33
0.02503
0.02503
26425.05
26546.80
26546.80
True
LW60
7.50
0.02416
0.02416
26425.05
26541.27
26541.27
True
LW60
7.67
0.02047
0.02047
26425.05
26518.00
26518.00
True
LW60
7.83
0.02047
0.02047
26425.05
26518.00
26518.00
True
LW60
8.00
0.01844
0.01844
26425.05
26505.20
26505.20
True
LW60
8.17
0.01590
0.01590
26425.05
26489.20
26489.20
True
LW60
8.33
0.01336
0.01336
26425.05
26473.20
26473.20
True
LW60
8.50
0.01032
0.01032
26425.05
26454.00
26454.00
True
LW60
8.67
0.00829
0.00829
26425.05
26441.20
26441.20
True
LW60
8.83
0.00525
0.00525
26425.05
26422.00
26422.00
True
LW60
9.00
0.00372
0.00372
26425.05
26412.40
26412.40
True
LW60
9.17
0.00170
0.00170
26425.05
26399.60
26399.60
True
LW60
9.33
0.00017
0.00017
26425.05
26390.00
26390.00
True
LW60
9.50
0.00017
0.00017
26425.05
26390.00
26390.00
True
LW60
9.67
-0.00084
-0.00084
26425.05
26383.60
26383.60
True
LW60
9.83
-0.00389
-0.00389
26425.05
26364.40
26364.40
True
LW60
10.00
-0.00338
-0.00338
26425.05
26367.60
26367.60
True
LW60
10.17
-0.00490
-0.00490
26425.05
26358.00
26358.00
True
LW60
10.33
-0.00287
-0.00287
26425.05
26370.80
26370.80
True
LW60
10.50
-0.00444
-0.00444
26425.05
26360.91
26360.91
True
LW60
10.67
-0.00490
-0.00490
26425.05
26358.00
26358.00
True
LW60
10.83
-0.00490
-0.00490
26425.05
26358.00
26358.00
True
LW60
11.00
-0.00490
-0.00490
26425.05
26358.00
26358.00
True
LW60
11.17
-0.00490
-0.00490
26425.05
26358.00
26358.00
True
LW60
11.33
-0.00490
-0.00490
26425.05
26358.00
26358.00
True
LW60
11.50
-0.00675
-0.00675
26425.05
26346.36
26346.36
True
LW60
11.67
-0.00896
-0.00896
26425.05
26332.40
26332.40
True
LW60
11.83
-0.00997
-0.00997
26425.05
26326.00
26326.00
True
LW60
12.00
-0.01048
-0.01048
26425.05
26322.80
26322.80
True
LW60
12.17
-0.01200
-0.01200
26425.05
26313.20
26313.20
True
LW60
12.33
-0.00794
-0.00794
26425.05
26338.80
26338.80
True
LW60
12.50
-0.00490
-0.00490
26425.05
26358.00
26358.00
True
LW60
12.67
-0.00439
-0.00439
26425.05
26361.20
26361.20
True
LW60
12.83
-0.00135
-0.00135
26425.05
26380.40
26380.40
True
LW60
13.00
-0.00186
-0.00186
26425.05
26377.20
26377.20
True
LW60
13.17
-0.00033
-0.00033
26425.05
26386.80
26386.80
True
LW60
13.33
0.00017
0.00017
26425.05
26390.00
26390.00
True
LW60
13.50
0.00386
0.00386
26425.05
26413.27
26413.27
True
LW60
13.67
0.00677
0.00677
26425.05
26431.60
26431.60
True
LW60
13.83
0.01032
0.01032
26425.05
26454.00
26454.00
True
LW65
0.00
-1.00000
-1.00000
8390.15
6600.45
6600.45
True
LW65
0.17
-0.42961
-0.42961
8390.15
7480.40
7480.40
True
LW65
0.33
-0.19528
-0.19528
8390.15
7841.90
7841.90
True
LW65
0.50
-0.06233
-0.06233
8390.15
8047.00
8047.00
True
LW65
0.67
0.02401
0.02401
8390.15
8180.20
8180.20
True
LW65
0.83
0.09413
0.09413
8390.15
8288.36
8288.36
True
LW65
1.00
0.13946
0.13946
8390.15
8358.30
8358.30
True
LW65
1.17
0.15469
0.15469
8390.15
8381.80
8381.80
True
LW65
1.33
0.16383
0.16383
8390.15
8395.90
8395.90
True
LW65
1.50
0.16383
0.16383
8390.15
8395.90
8395.90
True
LW65
1.67
0.16085
0.16085
8390.15
8391.30
8391.30
True
LW65
1.83
0.15936
0.15936
8390.15
8389.00
8389.00
True
LW65
2.00
0.15936
0.15936
8390.15
8389.00
8389.00
True
LW65
2.17
0.15353
0.15353
8390.15
8380.00
8380.00
True
LW65
3.00
0.06200
0.06200
8390.15
8238.80
8238.80
True
LW65
3.17
0.07555
0.07555
8390.15
8259.70
8259.70
True
LW65
3.33
0.12721
0.12721
8390.15
8339.40
8339.40
True
LW65
3.50
0.16228
0.16228
8390.15
8393.50
8393.50
True
LW65
3.67
0.18700
0.18700
8390.15
8431.64
8431.64
True
LW65
3.83
0.20176
0.20176
8390.15
8454.40
8454.40
True
LW65
4.00
0.21096
0.21096
8390.15
8468.60
8468.60
True
LW65
4.17
0.22477
0.22477
8390.15
8489.90
8489.90
True
LW65
4.33
0.23520
0.23520
8390.15
8506.00
8506.00
True
LW65
4.50
0.23676
0.23676
8390.15
8508.40
8508.40
True
LW65
4.67
0.24510
0.24510
8390.15
8521.27
8521.27
True
LW65
4.83
0.26009
0.26009
8390.15
8544.40
8544.40
True
LW65
5.00
0.25387
0.25387
8390.15
8534.80
8534.80
True
LW65
5.17
0.25076
0.25076
8390.15
8530.00
8530.00
True
LW65
5.33
0.25076
0.25076
8390.15
8530.00
8530.00
True
LW65
5.50
0.25076
0.25076
8390.15
8530.00
8530.00
True
LW65
5.67
0.25217
0.25217
8390.15
8532.18
8532.18
True
LW65
5.83
0.24920
0.24920
8390.15
8527.60
8527.60
True
LW65
6.00
0.25232
0.25232
8390.15
8532.40
8532.40
True
LW65
6.17
0.25232
0.25232
8390.15
8532.40
8532.40
True
LW65
6.33
0.25854
0.25854
8390.15
8542.00
8542.00
True
LW65
6.50
0.25854
0.25854
8390.15
8542.00
8542.00
True
LW65
6.67
0.26066
0.26066
8390.15
8545.27
8545.27
True
LW65
6.83
0.26476
0.26476
8390.15
8551.60
8551.60
True
LW65
7.00
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
7.17
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
7.33
0.26930
0.26930
8390.15
8558.60
8558.60
True
LW65
7.50
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
7.67
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
7.83
0.26781
0.26781
8390.15
8556.30
8556.30
True
LW65
8.00
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
8.17
0.26781
0.26781
8390.15
8556.30
8556.30
True
LW65
8.33
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
8.50
0.26349
0.26349
8390.15
8549.64
8549.64
True
LW65
8.67
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
8.83
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
9.00
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
9.17
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
9.33
0.26476
0.26476
8390.15
8551.60
8551.60
True
LW65
9.50
0.26207
0.26207
8390.15
8547.45
8547.45
True
LW65
9.67
0.25232
0.25232
8390.15
8532.40
8532.40
True
LW65
9.83
0.25854
0.25854
8390.15
8542.00
8542.00
True
LW65
10.00
0.26476
0.26476
8390.15
8551.60
8551.60
True
LW65
10.17
0.26476
0.26476
8390.15
8551.60
8551.60
True
LW65
10.33
0.26165
0.26165
8390.15
8546.80
8546.80
True
LW65
10.50
0.25925
0.25925
8390.15
8543.09
8543.09
True
LW65
10.67
0.25387
0.25387
8390.15
8534.80
8534.80
True
LW65
10.83
0.25232
0.25232
8390.15
8532.40
8532.40
True
LW65
11.00
0.25076
0.25076
8390.15
8530.00
8530.00
True
LW65
11.17
0.25543
0.25543
8390.15
8537.20
8537.20
True
LW65
11.33
0.25232
0.25232
8390.15
8532.40
8532.40
True
LW65
11.50
0.25217
0.25217
8390.15
8532.18
8532.18
True
LW65
11.67
0.25232
0.25232
8390.15
8532.40
8532.40
True
LW65
11.83
0.25232
0.25232
8390.15
8532.40
8532.40
True
LW65
12.00
0.25387
0.25387
8390.15
8534.80
8534.80
True
LW65
12.17
0.25698
0.25698
8390.15
8539.60
8539.60
True
LW65
12.33
0.25543
0.25543
8390.15
8537.20
8537.20
True
LW65
12.50
0.26066
0.26066
8390.15
8545.27
8545.27
True
LW65
12.67
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
12.83
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
13.00
0.26781
0.26781
8390.15
8556.30
8556.30
True
LW65
13.17
0.26632
0.26632
8390.15
8554.00
8554.00
True
LW65
13.33
0.26781
0.26781
8390.15
8556.30
8556.30
True
LW65
13.50
0.27174
0.27174
8390.15
8562.36
8562.36
True
LW65
13.67
0.27974
0.27974
8390.15
8574.70
8574.70
True
LW65
13.83
0.28123
0.28123
8390.15
8577.00
8577.00
True
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