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 inc4
Run date
2026-04-01
Media
LB
Incubator
inc4
Well file
2026-04-01 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
Nanobiofab holding pathogen resource
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
10.22183
2.0-42.0 h
LW60
end_norm
0.36887
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.37000
2.0-42.0 h
LW60
max_norm
0.37000
2.0-42.0 h
LW60
min_norm
-0.00325
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
0.00861
2.0-42.0 h
LW61
auc_norm
33.10187
2.0-42.0 h
LW61
end_norm
1.42968
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
1.46401
2.0-42.0 h
LW61
max_norm
1.46401
2.0-42.0 h
LW61
min_norm
0.02261
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
0.03640
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
0.01660
2.0-42.0 h
LW62
pct_missing_norm
1.00000
2.0-42.0 h
LW62
pct_saturated_rows
0.00000
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
0.03693
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.00000
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-9.48534
2.0-42.0 h
LW64
end_norm
-0.27089
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.35585
2.0-42.0 h
LW64
max_norm
0.00193
2.0-42.0 h
LW64
min_norm
-0.35585
2.0-42.0 h
LW64
pct_abnormal_rows
0.00000
2.0-42.0 h
LW64
pct_missing_norm
0.00000
2.0-42.0 h
LW64
pct_saturated_rows
0.00000
2.0-42.0 h
LW64
slope_norm
-0.00785
2.0-42.0 h
LW65
auc_norm
4.39689
2.0-42.0 h
LW65
end_norm
0.15492
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.15776
2.0-42.0 h
LW65
max_norm
0.15776
2.0-42.0 h
LW65
min_norm
0.00447
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
0.00355
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
26697.37273
576.40001
Ready
LW65
5
8219.36545
276.24799
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
-0.68158
-0.68158
26855.00
19789.64
19789.64
True
LW60
0.17
-0.20363
-0.20363
26855.00
24633.60
24633.60
True
LW60
0.33
-0.09146
-0.09146
26855.00
25770.40
25770.40
True
LW60
0.50
-0.01864
-0.01864
26855.00
26508.50
26508.50
True
LW60
0.67
0.02572
0.02572
26855.00
26958.00
26958.00
True
LW60
0.83
0.04085
0.04085
26855.00
27111.36
27111.36
True
LW60
1.00
0.04354
0.04354
26855.00
27138.60
27138.60
True
LW60
1.17
0.03845
0.03845
26855.00
27087.10
27087.10
True
LW60
1.33
0.03144
0.03144
26855.00
27016.00
27016.00
True
LW60
1.50
0.02669
0.02669
26855.00
26967.90
26967.90
True
LW60
1.67
0.01650
0.01650
26855.00
26864.60
26864.60
True
LW60
1.83
0.01082
0.01082
26855.00
26807.00
26807.00
True
LW60
2.00
0.01461
0.01461
26855.00
26845.40
26845.40
True
LW60
2.17
0.01713
0.01713
26855.00
26871.00
26871.00
True
LW60
2.33
0.01366
0.01366
26855.00
26835.80
26835.80
True
LW60
2.50
0.00918
0.00918
26855.00
26790.40
26790.40
True
LW60
2.67
0.00693
0.00693
26855.00
26767.60
26767.60
True
LW60
2.83
0.00815
0.00815
26855.00
26780.00
26780.00
True
LW60
3.00
0.00821
0.00821
26855.00
26780.60
26780.60
True
LW60
3.17
0.01017
0.01017
26855.00
26800.40
26800.40
True
LW60
3.33
0.01082
0.01082
26855.00
26807.00
26807.00
True
LW60
3.50
0.01049
0.01049
26855.00
26803.70
26803.70
True
LW60
3.67
0.01082
0.01082
26855.00
26807.00
26807.00
True
LW60
3.83
0.01168
0.01168
26855.00
26815.73
26815.73
True
LW60
4.00
0.01461
0.01461
26855.00
26845.40
26845.40
True
LW60
4.17
0.01713
0.01713
26855.00
26871.00
26871.00
True
LW60
4.33
0.01776
0.01776
26855.00
26877.40
26877.40
True
LW60
4.50
0.01934
0.01934
26855.00
26893.40
26893.40
True
LW60
4.67
0.01745
0.01745
26855.00
26874.20
26874.20
True
LW60
4.83
0.01684
0.01684
26855.00
26868.09
26868.09
True
LW60
5.00
0.01682
0.01682
26855.00
26867.80
26867.80
True
LW60
5.17
0.01713
0.01713
26855.00
26871.00
26871.00
True
LW60
5.33
0.01713
0.01713
26855.00
26871.00
26871.00
True
LW60
5.50
0.01871
0.01871
26855.00
26887.00
26887.00
True
LW60
5.67
0.02092
0.02092
26855.00
26909.40
26909.40
True
LW60
5.83
0.02374
0.02374
26855.00
26938.00
26938.00
True
LW60
6.00
0.02828
0.02828
26855.00
26984.00
26984.00
True
LW60
6.17
0.03428
0.03428
26855.00
27044.80
27044.80
True
LW60
6.33
0.04259
0.04259
26855.00
27129.00
27129.00
True
LW60
6.50
0.05344
0.05344
26855.00
27239.00
27239.00
True
LW60
6.67
0.06686
0.06686
26855.00
27375.00
27375.00
True
LW60
6.83
0.08769
0.08769
26855.00
27586.09
27586.09
True
LW60
7.00
0.11088
0.11088
26855.00
27821.10
27821.10
True
LW60
7.17
0.13803
0.13803
26855.00
28096.30
28096.30
True
LW60
7.33
0.16755
0.16755
26855.00
28395.50
28395.50
True
LW60
7.50
0.20247
0.20247
26855.00
28749.40
28749.40
True
LW60
7.67
0.24020
0.24020
26855.00
29131.80
29131.80
True
LW60
7.83
0.27983
0.27983
26855.00
29533.36
29533.36
True
LW60
8.00
0.31468
0.31468
26855.00
29886.60
29886.60
True
LW60
8.17
0.34439
0.34439
26855.00
30187.70
30187.70
True
LW60
8.33
0.37357
0.37357
26855.00
30483.40
30483.40
True
LW60
8.50
0.39710
0.39710
26855.00
30721.90
30721.90
True
LW60
8.67
0.41906
0.41906
26855.00
30944.50
30944.50
True
LW60
8.83
0.43642
0.43642
26855.00
31120.45
31120.45
True
LW60
9.00
0.45471
0.45471
26855.00
31305.80
31305.80
True
LW60
9.17
0.46865
0.46865
26855.00
31447.10
31447.10
True
LW60
9.33
0.48469
0.48469
26855.00
31609.60
31609.60
True
LW60
9.50
0.49735
0.49735
26855.00
31737.90
31737.90
True
LW60
9.67
0.51518
0.51518
26855.00
31918.60
31918.60
True
LW60
9.83
0.52742
0.52742
26855.00
32042.73
32042.73
True
LW60
10.00
0.53653
0.53653
26855.00
32135.00
32135.00
True
LW60
10.17
0.54620
0.54620
26855.00
32233.00
32233.00
True
LW60
10.33
0.56312
0.56312
26855.00
32404.50
32404.50
True
LW60
10.50
0.57003
0.57003
26855.00
32474.50
32474.50
True
LW60
10.67
0.58039
0.58039
26855.00
32579.50
32579.50
True
LW60
10.83
0.58744
0.58744
26855.00
32651.00
32651.00
True
LW60
11.00
0.60092
0.60092
26855.00
32787.60
32787.60
True
LW60
11.17
0.59603
0.59603
26855.00
32738.00
32738.00
True
LW60
11.33
0.60232
0.60232
26855.00
32801.80
32801.80
True
LW60
11.50
0.60891
0.60891
26855.00
32868.60
32868.60
True
LW60
11.67
0.61660
0.61660
26855.00
32946.50
32946.50
True
LW60
11.83
0.62228
0.62228
26855.00
33004.09
33004.09
True
LW60
12.00
0.62984
0.62984
26855.00
33080.70
33080.70
True
LW60
12.17
0.63685
0.63685
26855.00
33151.70
33151.70
True
LW60
12.33
0.64245
0.64245
26855.00
33208.50
33208.50
True
LW60
12.50
0.64699
0.64699
26855.00
33254.50
33254.50
True
LW60
12.67
0.65296
0.65296
26855.00
33315.00
33315.00
True
LW60
12.83
0.65980
0.65980
26855.00
33384.36
33384.36
True
LW60
13.00
0.66491
0.66491
26855.00
33436.10
33436.10
True
LW60
13.17
0.66875
0.66875
26855.00
33475.00
33475.00
True
LW65
0.00
-1.00000
-1.00000
8525.09
5620.00
5620.00
True
LW65
0.17
-0.34988
-0.34988
8525.09
7309.90
7309.90
True
LW65
0.33
-0.16399
-0.16399
8525.09
7793.10
7793.10
True
LW65
0.50
-0.04296
-0.04296
8525.09
8107.70
8107.70
True
LW65
0.67
0.03268
0.03268
8525.09
8304.30
8304.30
True
LW65
0.83
0.07747
0.07747
8525.09
8420.73
8420.73
True
LW65
1.00
0.09681
0.09681
8525.09
8471.00
8471.00
True
LW65
1.17
0.10585
0.10585
8525.09
8494.50
8494.50
True
LW65
1.33
0.11027
0.11027
8525.09
8506.00
8506.00
True
LW65
1.50
0.11396
0.11396
8525.09
8515.60
8515.60
True
LW65
1.67
0.11489
0.11489
8525.09
8518.00
8518.00
True
LW65
1.83
0.12034
0.12034
8525.09
8532.18
8532.18
True
LW65
2.00
0.13228
0.13228
8525.09
8563.20
8563.20
True
LW65
2.17
0.14220
0.14220
8525.09
8589.00
8589.00
True
LW65
2.33
0.13943
0.13943
8525.09
8581.80
8581.80
True
LW65
2.50
0.14128
0.14128
8525.09
8586.60
8586.60
True
LW65
2.67
0.14682
0.14682
8525.09
8601.00
8601.00
True
LW65
2.83
0.15406
0.15406
8525.09
8619.82
8619.82
True
LW65
3.00
0.16028
0.16028
8525.09
8636.00
8636.00
True
LW65
3.17
0.16490
0.16490
8525.09
8648.00
8648.00
True
LW65
3.33
0.16675
0.16675
8525.09
8652.80
8652.80
True
LW65
3.50
0.17044
0.17044
8525.09
8662.40
8662.40
True
LW65
3.67
0.17944
0.17944
8525.09
8685.80
8685.80
True
LW65
3.83
0.18802
0.18802
8525.09
8708.09
8708.09
True
LW65
4.00
0.19487
0.19487
8525.09
8725.90
8725.90
True
LW65
4.17
0.20110
0.20110
8525.09
8742.10
8742.10
True
LW65
4.33
0.21030
0.21030
8525.09
8766.00
8766.00
True
LW65
4.50
0.21307
0.21307
8525.09
8773.20
8773.20
True
LW65
4.67
0.21676
0.21676
8525.09
8782.80
8782.80
True
LW65
4.83
0.21953
0.21953
8525.09
8790.00
8790.00
True
LW65
5.00
0.21861
0.21861
8525.09
8787.60
8787.60
True
LW65
5.17
0.22041
0.22041
8525.09
8792.30
8792.30
True
LW65
5.33
0.22130
0.22130
8525.09
8794.60
8794.60
True
LW65
5.50
0.22041
0.22041
8525.09
8792.30
8792.30
True
LW65
5.67
0.22307
0.22307
8525.09
8799.20
8799.20
True
LW65
5.83
0.22435
0.22435
8525.09
8802.55
8802.55
True
LW65
6.00
0.22661
0.22661
8525.09
8808.40
8808.40
True
LW65
6.17
0.22838
0.22838
8525.09
8813.00
8813.00
True
LW65
6.33
0.22838
0.22838
8525.09
8813.00
8813.00
True
LW65
6.50
0.22838
0.22838
8525.09
8813.00
8813.00
True
LW65
6.67
0.23299
0.23299
8525.09
8825.00
8825.00
True
LW65
6.83
0.23845
0.23845
8525.09
8839.18
8839.18
True
LW65
7.00
0.24500
0.24500
8525.09
8856.20
8856.20
True
LW65
7.17
0.24684
0.24684
8525.09
8861.00
8861.00
True
LW65
7.33
0.25146
0.25146
8525.09
8873.00
8873.00
True
LW65
7.50
0.25696
0.25696
8525.09
8887.30
8887.30
True
LW65
7.67
0.26492
0.26492
8525.09
8908.00
8908.00
True
LW65
7.83
0.27332
0.27332
8525.09
8929.82
8929.82
True
LW65
8.00
0.27877
0.27877
8525.09
8944.00
8944.00
True
LW65
8.17
0.28604
0.28604
8525.09
8962.90
8962.90
True
LW65
8.33
0.29224
0.29224
8525.09
8979.00
8979.00
True
LW65
8.50
0.30055
0.30055
8525.09
9000.60
9000.60
True
LW65
8.67
0.30978
0.30978
8525.09
9024.60
9024.60
True
LW65
8.83
0.31322
0.31322
8525.09
9033.55
9033.55
True
LW65
9.00
0.31994
0.31994
8525.09
9051.00
9051.00
True
LW65
9.17
0.31994
0.31994
8525.09
9051.00
9051.00
True
LW65
9.33
0.32363
0.32363
8525.09
9060.60
9060.60
True
LW65
9.50
0.32917
0.32917
8525.09
9075.00
9075.00
True
LW65
9.67
0.33183
0.33183
8525.09
9081.90
9081.90
True
LW65
9.83
0.33970
0.33970
8525.09
9102.36
9102.36
True
LW65
10.00
0.34818
0.34818
8525.09
9124.40
9124.40
True
LW65
10.17
0.35279
0.35279
8525.09
9136.40
9136.40
True
LW65
10.33
0.35925
0.35925
8525.09
9153.20
9153.20
True
LW65
10.50
0.36572
0.36572
8525.09
9170.00
9170.00
True
LW65
10.67
0.37491
0.37491
8525.09
9193.90
9193.90
True
LW65
10.83
0.37576
0.37576
8525.09
9196.09
9196.09
True
LW65
11.00
0.38380
0.38380
8525.09
9217.00
9217.00
True
LW65
11.17
0.38472
0.38472
8525.09
9219.40
9219.40
True
LW65
11.33
0.39119
0.39119
8525.09
9236.20
9236.20
True
LW65
11.50
0.38934
0.38934
8525.09
9231.40
9231.40
True
LW65
11.67
0.39303
0.39303
8525.09
9241.00
9241.00
True
LW65
11.83
0.39303
0.39303
8525.09
9241.00
9241.00
True
LW65
12.00
0.39580
0.39580
8525.09
9248.20
9248.20
True
LW65
12.17
0.40042
0.40042
8525.09
9260.20
9260.20
True
LW65
12.33
0.40596
0.40596
8525.09
9274.60
9274.60
True
LW65
12.50
0.41150
0.41150
8525.09
9289.00
9289.00
True
LW65
12.67
0.41796
0.41796
8525.09
9305.80
9305.80
True
LW65
12.83
0.41989
0.41989
8525.09
9310.82
9310.82
True
LW65
13.00
0.42165
0.42165
8525.09
9315.40
9315.40
True
LW65
13.17
0.42904
0.42904
8525.09
9334.60
9334.60
True
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