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 A1.xlsx
Well ID
A1
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
14.58728
2.0-42.0 h
LW60
end_norm
0.50962
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.50962
2.0-42.0 h
LW60
max_norm
0.50962
2.0-42.0 h
LW60
min_norm
0.00142
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
0.01253
2.0-42.0 h
LW61
auc_norm
58.09738
2.0-42.0 h
LW61
end_norm
1.93906
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
1.97849
2.0-42.0 h
LW61
max_norm
1.97849
2.0-42.0 h
LW61
min_norm
0.06886
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
0.03781
2.0-42.0 h
LW62
auc_norm
-14.73026
2.0-42.0 h
LW62
end_norm
-0.46621
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.47772
2.0-42.0 h
LW62
max_norm
-0.00166
2.0-42.0 h
LW62
min_norm
-0.47772
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
-0.01010
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
0.10041
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.09694
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
0.28876
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
3.21667
2.0-42.0 h
LW65
end_norm
0.11735
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.11867
2.0-42.0 h
LW65
max_norm
0.11867
2.0-42.0 h
LW65
min_norm
-0.00773
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
0.00320
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
13917.35636
104.77252
Ready
LW65
5
6738.53091
87.38327
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
-1.00000–1.00000 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
-0.38424
-0.38424
14115.01
11056.00
11056.00
True
LW60
0.17
-0.05774
-0.05774
14115.01
13487.40
13487.40
True
LW60
0.33
-0.02215
-0.02215
14115.01
13752.40
13752.40
True
LW60
0.50
-0.00409
-0.00409
14115.01
13886.90
13886.90
True
LW60
0.67
0.00367
0.00367
14115.01
13944.70
13944.70
True
LW60
0.83
0.00844
0.00844
14115.01
13980.18
13980.18
True
LW60
1.00
0.01413
0.01413
14115.01
14022.60
14022.60
True
LW60
1.17
0.01753
0.01753
14115.01
14047.90
14047.90
True
LW60
1.33
0.02091
0.02091
14115.01
14073.10
14073.10
True
LW60
1.50
0.02426
0.02426
14115.01
14098.00
14098.00
True
LW60
1.67
0.02509
0.02509
14115.01
14104.20
14104.20
True
LW60
1.83
0.02799
0.02799
14115.01
14125.82
14125.82
True
LW60
2.00
0.02923
0.02923
14115.01
14135.00
14135.00
True
LW60
2.17
0.03241
0.03241
14115.01
14158.70
14158.70
True
LW60
2.33
0.03248
0.03248
14115.01
14159.20
14159.20
True
LW60
2.50
0.03219
0.03219
14115.01
14157.10
14157.10
True
LW60
2.67
0.03209
0.03209
14115.01
14156.30
14156.30
True
LW60
2.83
0.03285
0.03285
14115.01
14162.00
14162.00
True
LW60
3.00
0.03281
0.03281
14115.01
14161.70
14161.70
True
LW60
3.17
0.03335
0.03335
14115.01
14165.70
14165.70
True
LW60
3.33
0.03614
0.03614
14115.01
14186.50
14186.50
True
LW60
3.50
0.03591
0.03591
14115.01
14184.80
14184.80
True
LW60
3.67
0.03570
0.03570
14115.01
14183.20
14183.20
True
LW60
3.83
0.03865
0.03865
14115.01
14205.18
14205.18
True
LW60
4.00
0.03975
0.03975
14115.01
14213.40
14213.40
True
LW60
4.17
0.04163
0.04163
14115.01
14227.40
14227.40
True
LW60
4.33
0.04314
0.04314
14115.01
14238.60
14238.60
True
LW60
4.50
0.04617
0.04617
14115.01
14261.20
14261.20
True
LW60
4.67
0.04905
0.04905
14115.01
14282.60
14282.60
True
LW60
4.83
0.05109
0.05109
14115.01
14297.82
14297.82
True
LW60
5.00
0.05403
0.05403
14115.01
14319.70
14319.70
True
LW60
5.17
0.05659
0.05659
14115.01
14338.80
14338.80
True
LW60
5.33
0.05839
0.05839
14115.01
14352.20
14352.20
True
LW60
5.50
0.05864
0.05864
14115.01
14354.00
14354.00
True
LW60
5.67
0.05799
0.05799
14115.01
14349.20
14349.20
True
LW60
5.83
0.05848
0.05848
14115.01
14352.82
14352.82
True
LW60
6.00
0.06005
0.06005
14115.01
14364.50
14364.50
True
LW60
6.17
0.06211
0.06211
14115.01
14379.90
14379.90
True
LW60
6.33
0.06495
0.06495
14115.01
14401.00
14401.00
True
LW60
6.50
0.06931
0.06931
14115.01
14433.50
14433.50
True
LW60
6.67
0.07595
0.07595
14115.01
14482.90
14482.90
True
LW60
6.83
0.08612
0.08612
14115.01
14558.64
14558.64
True
LW60
7.00
0.09826
0.09826
14115.01
14649.10
14649.10
True
LW60
7.17
0.11304
0.11304
14115.01
14759.10
14759.10
True
LW60
7.33
0.13087
0.13087
14115.01
14891.90
14891.90
True
LW60
7.50
0.15234
0.15234
14115.01
15051.80
15051.80
True
LW60
7.67
0.17867
0.17867
14115.01
15247.90
15247.90
True
LW60
7.83
0.20859
0.20859
14115.01
15470.64
15470.64
True
LW60
8.00
0.24333
0.24333
14115.01
15729.40
15729.40
True
LW60
8.17
0.28025
0.28025
14115.01
16004.30
16004.30
True
LW60
8.33
0.31878
0.31878
14115.01
16291.20
16291.20
True
LW60
8.50
0.35583
0.35583
14115.01
16567.10
16567.10
True
LW60
8.67
0.38838
0.38838
14115.01
16809.50
16809.50
True
LW60
8.83
0.41631
0.41631
14115.01
17017.55
17017.55
True
LW60
9.00
0.43861
0.43861
14115.01
17183.60
17183.60
True
LW60
9.17
0.45590
0.45590
14115.01
17312.30
17312.30
True
LW60
9.33
0.47322
0.47322
14115.01
17441.30
17441.30
True
LW60
9.50
0.48854
0.48854
14115.01
17555.40
17555.40
True
LW60
9.67
0.50321
0.50321
14115.01
17664.60
17664.60
True
LW60
9.83
0.51494
0.51494
14115.01
17752.00
17752.00
True
LW60
10.00
0.52712
0.52712
14115.01
17842.70
17842.70
True
LW60
10.17
0.53895
0.53895
14115.01
17930.80
17930.80
True
LW60
10.33
0.54878
0.54878
14115.01
18004.00
18004.00
True
LW60
10.50
0.55910
0.55910
14115.01
18080.80
18080.80
True
LW60
10.67
0.56995
0.56995
14115.01
18161.60
18161.60
True
LW60
10.83
0.57946
0.57946
14115.01
18232.45
18232.45
True
LW60
11.00
0.58934
0.58934
14115.01
18306.00
18306.00
True
LW60
11.17
0.59611
0.59611
14115.01
18356.40
18356.40
True
LW60
11.33
0.60060
0.60060
14115.01
18389.90
18389.90
True
LW60
11.50
0.60806
0.60806
14115.01
18445.40
18445.40
True
LW60
11.67
0.61358
0.61358
14115.01
18486.50
18486.50
True
LW60
11.83
0.61682
0.61682
14115.01
18510.64
18510.64
True
LW60
12.00
0.62169
0.62169
14115.01
18546.90
18546.90
True
LW60
12.17
0.62651
0.62651
14115.01
18582.80
18582.80
True
LW60
12.33
0.63502
0.63502
14115.01
18646.20
18646.20
True
LW60
12.50
0.63834
0.63834
14115.01
18670.90
18670.90
True
LW60
12.67
0.64551
0.64551
14115.01
18724.30
18724.30
True
LW60
12.83
0.65233
0.65233
14115.01
18775.09
18775.09
True
LW60
13.00
0.65745
0.65745
14115.01
18813.20
18813.20
True
LW60
13.17
0.66293
0.66293
14115.01
18854.00
18854.00
True
LW65
0.00
-1.00000
-1.00000
6854.59
5731.45
5731.45
True
LW65
0.17
-0.39563
-0.39563
6854.59
6340.10
6340.10
True
LW65
0.33
-0.13845
-0.13845
6854.59
6599.10
6599.10
True
LW65
0.50
-0.02644
-0.02644
6854.59
6711.90
6711.90
True
LW65
0.67
0.03035
0.03035
6854.59
6769.10
6769.10
True
LW65
0.83
0.05553
0.05553
6854.59
6794.45
6794.45
True
LW65
1.00
0.07901
0.07901
6854.59
6818.10
6818.10
True
LW65
1.17
0.09529
0.09529
6854.59
6834.50
6834.50
True
LW65
1.33
0.10890
0.10890
6854.59
6848.20
6848.20
True
LW65
1.50
0.11853
0.11853
6854.59
6857.90
6857.90
True
LW65
1.67
0.10989
0.10989
6854.59
6849.20
6849.20
True
LW65
1.83
0.11195
0.11195
6854.59
6851.27
6851.27
True
LW65
2.00
0.11982
0.11982
6854.59
6859.20
6859.20
True
LW65
2.17
0.12240
0.12240
6854.59
6861.80
6861.80
True
LW65
2.33
0.12022
0.12022
6854.59
6859.60
6859.60
True
LW65
2.50
0.11694
0.11694
6854.59
6856.30
6856.30
True
LW65
2.67
0.11664
0.11664
6854.59
6856.00
6856.00
True
LW65
2.83
0.10617
0.10617
6854.59
6845.45
6845.45
True
LW65
3.00
0.09857
0.09857
6854.59
6837.80
6837.80
True
LW65
3.17
0.09688
0.09688
6854.59
6836.10
6836.10
True
LW65
3.33
0.09798
0.09798
6854.59
6837.20
6837.20
True
LW65
3.50
0.08824
0.08824
6854.59
6827.40
6827.40
True
LW65
3.67
0.08060
0.08060
6854.59
6819.70
6819.70
True
LW65
3.83
0.08054
0.08054
6854.59
6819.64
6819.64
True
LW65
4.00
0.07812
0.07812
6854.59
6817.20
6817.20
True
LW65
4.17
0.07861
0.07861
6854.59
6817.70
6817.70
True
LW65
4.33
0.07524
0.07524
6854.59
6814.30
6814.30
True
LW65
4.50
0.07961
0.07961
6854.59
6818.70
6818.70
True
LW65
4.67
0.07971
0.07971
6854.59
6818.80
6818.80
True
LW65
4.83
0.07557
0.07557
6854.59
6814.64
6814.64
True
LW65
5.00
0.08129
0.08129
6854.59
6820.40
6820.40
True
LW65
5.17
0.08834
0.08834
6854.59
6827.50
6827.50
True
LW65
5.33
0.07812
0.07812
6854.59
6817.20
6817.20
True
LW65
5.50
0.07792
0.07792
6854.59
6817.00
6817.00
True
LW65
5.67
0.07583
0.07583
6854.59
6814.90
6814.90
True
LW65
5.83
0.07160
0.07160
6854.59
6810.64
6810.64
True
LW65
6.00
0.07653
0.07653
6854.59
6815.60
6815.60
True
LW65
6.17
0.06263
0.06263
6854.59
6801.60
6801.60
True
LW65
6.33
0.07315
0.07315
6854.59
6812.20
6812.20
True
LW65
6.50
0.07027
0.07027
6854.59
6809.30
6809.30
True
LW65
6.67
0.07226
0.07226
6854.59
6811.30
6811.30
True
LW65
6.83
0.07593
0.07593
6854.59
6815.00
6815.00
True
LW65
7.00
0.08060
0.08060
6854.59
6819.70
6819.70
True
LW65
7.17
0.09510
0.09510
6854.59
6834.30
6834.30
True
LW65
7.33
0.10463
0.10463
6854.59
6843.90
6843.90
True
LW65
7.50
0.11198
0.11198
6854.59
6851.30
6851.30
True
LW65
7.67
0.14048
0.14048
6854.59
6880.00
6880.00
True
LW65
7.83
0.15790
0.15790
6854.59
6897.55
6897.55
True
LW65
8.00
0.17702
0.17702
6854.59
6916.80
6916.80
True
LW65
8.17
0.20333
0.20333
6854.59
6943.30
6943.30
True
LW65
8.33
0.23779
0.23779
6854.59
6978.00
6978.00
True
LW65
8.50
0.27423
0.27423
6854.59
7014.70
7014.70
True
LW65
8.67
0.30481
0.30481
6854.59
7045.50
7045.50
True
LW65
8.83
0.33573
0.33573
6854.59
7076.64
7076.64
True
LW65
9.00
0.35317
0.35317
6854.59
7094.20
7094.20
True
LW65
9.17
0.37045
0.37045
6854.59
7111.60
7111.60
True
LW65
9.33
0.38018
0.38018
6854.59
7121.40
7121.40
True
LW65
9.50
0.39418
0.39418
6854.59
7135.50
7135.50
True
LW65
9.67
0.41563
0.41563
6854.59
7157.10
7157.10
True
LW65
9.83
0.41986
0.41986
6854.59
7161.36
7161.36
True
LW65
10.00
0.43042
0.43042
6854.59
7172.00
7172.00
True
LW65
10.17
0.44621
0.44621
6854.59
7187.90
7187.90
True
LW65
10.33
0.45237
0.45237
6854.59
7194.10
7194.10
True
LW65
10.50
0.45882
0.45882
6854.59
7200.60
7200.60
True
LW65
10.67
0.46567
0.46567
6854.59
7207.50
7207.50
True
LW65
10.83
0.47890
0.47890
6854.59
7220.82
7220.82
True
LW65
11.00
0.48434
0.48434
6854.59
7226.30
7226.30
True
LW65
11.17
0.49804
0.49804
6854.59
7240.10
7240.10
True
LW65
11.33
0.50400
0.50400
6854.59
7246.10
7246.10
True
LW65
11.50
0.50579
0.50579
6854.59
7247.90
7247.90
True
LW65
11.67
0.51314
0.51314
6854.59
7255.30
7255.30
True
LW65
11.83
0.51970
0.51970
6854.59
7261.91
7261.91
True
LW65
12.00
0.52634
0.52634
6854.59
7268.60
7268.60
True
LW65
12.17
0.53121
0.53121
6854.59
7273.50
7273.50
True
LW65
12.33
0.54730
0.54730
6854.59
7289.70
7289.70
True
LW65
12.50
0.55425
0.55425
6854.59
7296.70
7296.70
True
LW65
12.67
0.55683
0.55683
6854.59
7299.30
7299.30
True
LW65
12.83
0.56456
0.56456
6854.59
7307.09
7307.09
True
LW65
13.00
0.56815
0.56815
6854.59
7310.70
7310.70
True
LW65
13.17
0.57768
0.57768
6854.59
7320.30
7320.30
True
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