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
2026-03-25 inc5
Run date
2026-03-25
Media
LB
Incubator
inc5
Well file
2026-03-25 A2.xlsx
Well ID
A2
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
8.07367
2.0-42.0 h
LW60
end_norm
0.26208
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.26314
2.0-42.0 h
LW60
max_norm
0.26314
2.0-42.0 h
LW60
min_norm
0.00322
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
0.00560
2.0-42.0 h
LW61
auc_norm
11.88199
2.0-42.0 h
LW61
end_norm
0.32634
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.37427
2.0-42.0 h
LW61
max_norm
0.37427
2.0-42.0 h
LW61
min_norm
0.00800
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
0.00567
2.0-42.0 h
LW62
auc_norm
-16.54691
2.0-42.0 h
LW62
end_norm
-0.44195
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.48734
2.0-42.0 h
LW62
max_norm
-0.00150
2.0-42.0 h
LW62
min_norm
-0.48734
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
-0.00673
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
0.32252
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.24191
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
3.60895
2.0-42.0 h
LW65
end_norm
0.09393
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.11010
2.0-42.0 h
LW65
max_norm
0.11010
2.0-42.0 h
LW65
min_norm
0.00345
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
0.00136
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 558 source points
Control overlay: mean of 4 control samples 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
15629.98182
400.33487
Ready
LW65
5
7548.50909
228.14137
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
0.00–46.33 h
5184.41–20682.10 Ω
LW65
5 1 1 1 sample dash pattern
0.00–46.33 h
5184.41–20682.10 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–46.33 h
5184.41–20682.10 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–46.33 h
5184.41–20682.10 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
0.00–46.33 h
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–46.33 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–46.33 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–46.33 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
-0.83870
-0.83870
16366.63
10529.45
11392.78
True
LW60
0.17
-0.28914
-0.28914
16366.63
14169.20
14169.20
True
LW60
0.33
-0.11890
-0.11890
16366.63
15029.30
15029.30
True
LW60
0.50
-0.03475
-0.03475
16366.63
15454.40
15454.40
True
LW60
0.67
0.01970
0.01970
16366.63
15729.50
15729.50
True
LW60
0.83
0.05262
0.05262
16366.63
15895.80
15895.80
True
LW60
1.00
0.08134
0.08134
16366.63
16040.91
16040.91
True
LW60
1.17
0.10174
0.10174
16366.63
16144.00
16144.00
True
LW60
1.33
0.11778
0.11778
16366.63
16225.00
16225.00
True
LW60
1.50
0.13007
0.13007
16366.63
16287.10
16287.10
True
LW60
1.67
0.14129
0.14129
16366.63
16343.80
16343.80
True
LW60
1.83
0.15033
0.15033
16366.63
16389.45
16389.45
True
LW60
2.00
0.15625
0.15625
16366.63
16419.40
16419.40
True
LW60
2.17
0.16106
0.16106
16366.63
16443.70
16443.70
True
LW60
2.33
0.16694
0.16694
16366.63
16473.40
16473.40
True
LW60
2.50
0.17122
0.17122
16366.63
16495.00
16495.00
True
LW60
2.67
0.17389
0.17389
16366.63
16508.50
16508.50
True
LW60
2.83
0.17757
0.17757
16366.63
16527.09
16527.09
True
LW60
3.00
0.18211
0.18211
16366.63
16550.00
16550.00
True
LW60
3.17
0.18371
0.18371
16366.63
16558.10
16558.10
True
LW60
3.33
0.19012
0.19012
16366.63
16590.50
16590.50
True
LW60
3.50
0.19386
0.19386
16366.63
16609.40
16609.40
True
LW60
3.67
0.20245
0.20245
16366.63
16652.80
16652.80
True
LW60
3.83
0.21388
0.21388
16366.63
16710.55
16710.55
True
LW60
4.00
0.22836
0.22836
16366.63
16783.70
16783.70
True
LW60
4.17
0.24782
0.24782
16366.63
16882.00
16882.00
True
LW60
4.33
0.27494
0.27494
16366.63
17019.00
17019.00
True
LW60
4.50
0.30801
0.30801
16366.63
17186.10
17186.10
True
LW60
4.67
0.34831
0.34831
16366.63
17389.70
17389.70
True
LW60
4.83
0.38672
0.38672
16366.63
17583.73
17583.73
True
LW60
5.00
0.41723
0.41723
16366.63
17737.90
17737.90
True
LW60
5.17
0.43592
0.43592
16366.63
17832.30
17832.30
True
LW60
5.33
0.44797
0.44797
16366.63
17893.20
17893.20
True
LW60
5.50
0.45629
0.45629
16366.63
17935.20
17935.20
True
LW60
5.67
0.45961
0.45961
16366.63
17952.00
17952.00
True
LW60
5.83
0.45961
0.45961
16366.63
17952.00
17952.00
True
LW60
6.00
0.45961
0.45961
16366.63
17952.00
17952.00
True
LW60
6.17
0.46072
0.46072
16366.63
17957.60
17957.60
True
LW60
6.33
0.45961
0.45961
16366.63
17952.00
17952.00
True
LW60
6.50
0.45961
0.45961
16366.63
17952.00
17952.00
True
LW60
6.67
0.45961
0.45961
16366.63
17952.00
17952.00
True
LW60
6.83
0.45961
0.45961
16366.63
17952.00
17952.00
True
LW60
7.00
0.46017
0.46017
16366.63
17954.80
17954.80
True
LW60
7.17
0.46294
0.46294
16366.63
17968.80
17968.80
True
LW60
7.33
0.46571
0.46571
16366.63
17982.80
17982.80
True
LW60
7.50
0.47070
0.47070
16366.63
18008.00
18008.00
True
LW60
7.67
0.47390
0.47390
16366.63
18024.20
18024.20
True
LW60
7.83
0.47957
0.47957
16366.63
18052.82
18052.82
True
LW60
8.00
0.48934
0.48934
16366.63
18102.20
18102.20
True
LW60
8.17
0.49987
0.49987
16366.63
18155.40
18155.40
True
LW60
8.33
0.51096
0.51096
16366.63
18211.40
18211.40
True
LW60
8.50
0.52093
0.52093
16366.63
18261.80
18261.80
True
LW60
8.67
0.53257
0.53257
16366.63
18320.60
18320.60
True
LW60
8.83
0.54356
0.54356
16366.63
18376.09
18376.09
True
LW60
9.00
0.55363
0.55363
16366.63
18427.00
18427.00
True
LW60
9.17
0.56638
0.56638
16366.63
18491.40
18491.40
True
LW60
9.33
0.57414
0.57414
16366.63
18530.60
18530.60
True
LW60
9.50
0.58356
0.58356
16366.63
18578.20
18578.20
True
LW60
9.67
0.59077
0.59077
16366.63
18614.60
18614.60
True
LW60
9.83
0.59712
0.59712
16366.63
18646.73
18646.73
True
LW60
10.00
0.60094
0.60094
16366.63
18666.00
18666.00
True
LW60
10.17
0.60704
0.60704
16366.63
18696.80
18696.80
True
LW60
10.33
0.61258
0.61258
16366.63
18724.80
18724.80
True
LW60
10.50
0.61812
0.61812
16366.63
18752.80
18752.80
True
LW60
10.67
0.62606
0.62606
16366.63
18792.90
18792.90
True
LW60
10.83
0.63313
0.63313
16366.63
18828.64
18828.64
True
LW60
11.00
0.63827
0.63827
16366.63
18854.60
18854.60
True
LW60
11.17
0.64557
0.64557
16366.63
18891.50
18891.50
True
LW60
11.33
0.64955
0.64955
16366.63
18911.60
18911.60
True
LW60
11.50
0.65510
0.65510
16366.63
18939.60
18939.60
True
LW60
11.67
0.66230
0.66230
16366.63
18976.00
18976.00
True
LW60
11.83
0.66820
0.66820
16366.63
19005.82
19005.82
True
LW60
12.00
0.67192
0.67192
16366.63
19024.60
19024.60
True
LW60
12.17
0.67968
0.67968
16366.63
19063.80
19063.80
True
LW60
12.33
0.68591
0.68591
16366.63
19095.30
19095.30
True
LW60
12.50
0.69207
0.69207
16366.63
19126.40
19126.40
True
LW60
12.67
0.69268
0.69268
16366.63
19129.50
19129.50
True
LW60
12.83
0.68764
0.68764
16366.63
19104.00
19104.00
True
LW60
13.00
0.69320
0.69320
16366.63
19132.10
19132.10
True
LW60
13.17
0.69777
0.69777
16366.63
19155.20
19155.20
True
LW65
0.00
-0.93800
-0.93800
7970.36
5441.36
6329.67
True
LW65
0.17
-0.58074
-0.58074
7970.36
6793.90
6793.90
True
LW65
0.33
-0.26336
-0.26336
7970.36
7206.30
7206.30
True
LW65
0.50
-0.07573
-0.07573
7970.36
7450.10
7450.10
True
LW65
0.67
0.04186
0.04186
7970.36
7602.90
7602.90
True
LW65
0.83
0.11482
0.11482
7970.36
7697.70
7697.70
True
LW65
1.00
0.18242
0.18242
7970.36
7785.55
7785.55
True
LW65
1.17
0.22748
0.22748
7970.36
7844.10
7844.10
True
LW65
1.33
0.25973
0.25973
7970.36
7886.00
7886.00
True
LW65
1.50
0.29374
0.29374
7970.36
7930.20
7930.20
True
LW65
1.67
0.31360
0.31360
7970.36
7956.00
7956.00
True
LW65
1.83
0.33571
0.33571
7970.36
7984.73
7984.73
True
LW65
2.00
0.34584
0.34584
7970.36
7997.90
7997.90
True
LW65
2.17
0.35824
0.35824
7970.36
8014.00
8014.00
True
LW65
2.33
0.37301
0.37301
7970.36
8033.20
8033.20
True
LW65
2.50
0.37671
0.37671
7970.36
8038.00
8038.00
True
LW65
2.67
0.38379
0.38379
7970.36
8047.20
8047.20
True
LW65
2.83
0.39441
0.39441
7970.36
8061.00
8061.00
True
LW65
3.00
0.40503
0.40503
7970.36
8074.80
8074.80
True
LW65
3.17
0.41211
0.41211
7970.36
8084.00
8084.00
True
LW65
3.33
0.41949
0.41949
7970.36
8093.60
8093.60
True
LW65
3.50
0.42873
0.42873
7970.36
8105.60
8105.60
True
LW65
3.67
0.44120
0.44120
7970.36
8121.80
8121.80
True
LW65
3.83
0.45954
0.45954
7970.36
8145.64
8145.64
True
LW65
4.00
0.47883
0.47883
7970.36
8170.70
8170.70
True
LW65
4.17
0.50592
0.50592
7970.36
8205.90
8205.90
True
LW65
4.33
0.54194
0.54194
7970.36
8252.70
8252.70
True
LW65
4.50
0.58873
0.58873
7970.36
8313.50
8313.50
True
LW65
4.67
0.63398
0.63398
7970.36
8372.30
8372.30
True
LW65
4.83
0.67957
0.67957
7970.36
8431.55
8431.55
True
LW65
5.00
0.70440
0.70440
7970.36
8463.80
8463.80
True
LW65
5.17
0.72271
0.72271
7970.36
8487.60
8487.60
True
LW65
5.33
0.72979
0.72979
7970.36
8496.80
8496.80
True
LW65
5.50
0.73687
0.73687
7970.36
8506.00
8506.00
True
LW65
5.67
0.74057
0.74057
7970.36
8510.80
8510.80
True
LW65
5.83
0.74695
0.74695
7970.36
8519.09
8519.09
True
LW65
6.00
0.74426
0.74426
7970.36
8515.60
8515.60
True
LW65
6.17
0.74611
0.74611
7970.36
8518.00
8518.00
True
LW65
6.33
0.74795
0.74795
7970.36
8520.40
8520.40
True
LW65
6.50
0.74057
0.74057
7970.36
8510.80
8510.80
True
LW65
6.67
0.73687
0.73687
7970.36
8506.00
8506.00
True
LW65
6.83
0.73855
0.73855
7970.36
8508.18
8508.18
True
LW65
7.00
0.73687
0.73687
7970.36
8506.00
8506.00
True
LW65
7.17
0.73687
0.73687
7970.36
8506.00
8506.00
True
LW65
7.33
0.73687
0.73687
7970.36
8506.00
8506.00
True
LW65
7.50
0.73687
0.73687
7970.36
8506.00
8506.00
True
LW65
7.67
0.73687
0.73687
7970.36
8506.00
8506.00
True
LW65
7.83
0.74695
0.74695
7970.36
8519.09
8519.09
True
LW65
8.00
0.75534
0.75534
7970.36
8530.00
8530.00
True
LW65
8.17
0.76827
0.76827
7970.36
8546.80
8546.80
True
LW65
8.33
0.76642
0.76642
7970.36
8544.40
8544.40
True
LW65
8.50
0.77012
0.77012
7970.36
8549.20
8549.20
True
LW65
8.67
0.77196
0.77196
7970.36
8551.60
8551.60
True
LW65
8.83
0.77045
0.77045
7970.36
8549.64
8549.64
True
LW65
9.00
0.77381
0.77381
7970.36
8554.00
8554.00
True
LW65
9.17
0.77381
0.77381
7970.36
8554.00
8554.00
True
LW65
9.33
0.77381
0.77381
7970.36
8554.00
8554.00
True
LW65
9.50
0.77558
0.77558
7970.36
8556.30
8556.30
True
LW65
9.67
0.77912
0.77912
7970.36
8560.90
8560.90
True
LW65
9.83
0.78508
0.78508
7970.36
8568.64
8568.64
True
LW65
10.00
0.78266
0.78266
7970.36
8565.50
8565.50
True
LW65
10.17
0.79151
0.79151
7970.36
8577.00
8577.00
True
LW65
10.33
0.78974
0.78974
7970.36
8574.70
8574.70
True
LW65
10.50
0.79151
0.79151
7970.36
8577.00
8577.00
True
LW65
10.67
0.79521
0.79521
7970.36
8581.80
8581.80
True
LW65
10.83
0.79655
0.79655
7970.36
8583.55
8583.55
True
LW65
11.00
0.80259
0.80259
7970.36
8591.40
8591.40
True
LW65
11.17
0.80998
0.80998
7970.36
8601.00
8601.00
True
LW65
11.33
0.80998
0.80998
7970.36
8601.00
8601.00
True
LW65
11.50
0.80998
0.80998
7970.36
8601.00
8601.00
True
LW65
11.67
0.81175
0.81175
7970.36
8603.30
8603.30
True
LW65
11.83
0.81964
0.81964
7970.36
8613.55
8613.55
True
LW65
12.00
0.82237
0.82237
7970.36
8617.10
8617.10
True
LW65
12.17
0.82953
0.82953
7970.36
8626.40
8626.40
True
LW65
12.33
0.82953
0.82953
7970.36
8626.40
8626.40
True
LW65
12.50
0.84431
0.84431
7970.36
8645.60
8645.60
True
LW65
12.67
0.84615
0.84615
7970.36
8648.00
8648.00
True
LW65
12.83
0.84615
0.84615
7970.36
8648.00
8648.00
True
LW65
13.00
0.84800
0.84800
7970.36
8650.40
8650.40
True
LW65
13.17
0.85354
0.85354
7970.36
8657.60
8657.60
True
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