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 B2.xlsx
Well ID
B2
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
9.54628
2.0-42.0 h
LW60
end_norm
0.34100
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.34147
2.0-42.0 h
LW60
max_norm
0.34147
2.0-42.0 h
LW60
min_norm
-0.00435
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
0.00858
2.0-42.0 h
LW61
auc_norm
11.97772
2.0-42.0 h
LW61
end_norm
0.57569
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.57569
2.0-42.0 h
LW61
max_norm
0.57569
2.0-42.0 h
LW61
min_norm
0.00223
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
0.01459
2.0-42.0 h
LW62
auc_norm
-9.79632
2.0-42.0 h
LW62
end_norm
-0.27384
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.31786
2.0-42.0 h
LW62
max_norm
-0.00221
2.0-42.0 h
LW62
min_norm
-0.31786
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
-0.00514
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
0.07510
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.02905
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
4.81950
2.0-42.0 h
LW64
end_norm
0.20956
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.20956
2.0-42.0 h
LW64
max_norm
0.20956
2.0-42.0 h
LW64
min_norm
0.00679
2.0-42.0 h
LW64
pct_abnormal_rows
0.00000
2.0-42.0 h
LW64
pct_missing_norm
0.13278
2.0-42.0 h
LW64
pct_saturated_rows
0.14123
2.0-42.0 h
LW64
slope_norm
0.00309
2.0-42.0 h
LW65
auc_norm
3.43997
2.0-42.0 h
LW65
end_norm
0.10417
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.10934
2.0-42.0 h
LW65
max_norm
0.10934
2.0-42.0 h
LW65
min_norm
0.00310
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
0.00200
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
38040.64182
560.84118
Ready
LW65
5
5931.16909
114.20188
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
4858.82–51924.40 Ω
LW65
5 1 1 1 sample dash pattern
0.00–46.33 h
4858.82–51924.40 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–46.33 h
4858.82–51924.40 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–46.33 h
4858.82–51924.40 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
-0.51432
-0.51432
38676.19
30900.00
30900.00
True
LW60
0.17
-0.13659
-0.13659
38676.19
36144.30
36144.30
True
LW60
0.33
-0.05999
-0.05999
38676.19
37207.70
37207.70
True
LW60
0.50
-0.01968
-0.01968
38676.19
37767.40
37767.40
True
LW60
0.67
0.01047
0.01047
38676.19
38186.00
38186.00
True
LW60
0.83
0.03034
0.03034
38676.19
38461.91
38461.91
True
LW60
1.00
0.03886
0.03886
38676.19
38580.20
38580.20
True
LW60
1.17
0.04247
0.04247
38676.19
38630.30
38630.30
True
LW60
1.33
0.04525
0.04525
38676.19
38668.90
38668.90
True
LW60
1.50
0.04663
0.04663
38676.19
38688.10
38688.10
True
LW60
1.67
0.04692
0.04692
38676.19
38692.10
38692.10
True
LW60
1.83
0.04492
0.04492
38676.19
38664.27
38664.27
True
LW60
2.00
0.04164
0.04164
38676.19
38618.80
38618.80
True
LW60
2.17
0.04025
0.04025
38676.19
38599.40
38599.40
True
LW60
2.33
0.03886
0.03886
38676.19
38580.10
38580.10
True
LW60
2.50
0.03584
0.03584
38676.19
38538.20
38538.20
True
LW60
2.67
0.03529
0.03529
38676.19
38530.60
38530.60
True
LW60
2.83
0.03462
0.03462
38676.19
38521.27
38521.27
True
LW60
3.00
0.03556
0.03556
38676.19
38534.40
38534.40
True
LW60
3.17
0.03420
0.03420
38676.19
38515.40
38515.40
True
LW60
3.33
0.03365
0.03365
38676.19
38507.80
38507.80
True
LW60
3.50
0.03365
0.03365
38676.19
38507.80
38507.80
True
LW60
3.67
0.03392
0.03392
38676.19
38511.60
38511.60
True
LW60
3.83
0.03561
0.03561
38676.19
38535.09
38535.09
True
LW60
4.00
0.03886
0.03886
38676.19
38580.10
38580.10
True
LW60
4.17
0.04303
0.04303
38676.19
38638.00
38638.00
True
LW60
4.33
0.04802
0.04802
38676.19
38707.40
38707.40
True
LW60
4.50
0.05523
0.05523
38676.19
38807.50
38807.50
True
LW60
4.67
0.06328
0.06328
38676.19
38919.20
38919.20
True
LW60
4.83
0.07296
0.07296
38676.19
39053.64
39053.64
True
LW60
5.00
0.07774
0.07774
38676.19
39120.00
39120.00
True
LW60
5.17
0.07943
0.07943
38676.19
39143.40
39143.40
True
LW60
5.33
0.08168
0.08168
38676.19
39174.60
39174.60
True
LW60
5.50
0.08336
0.08336
38676.19
39198.00
39198.00
True
LW60
5.67
0.08336
0.08336
38676.19
39198.00
39198.00
True
LW60
5.83
0.08208
0.08208
38676.19
39180.27
39180.27
True
LW60
6.00
0.08168
0.08168
38676.19
39174.60
39174.60
True
LW60
6.17
0.08252
0.08252
38676.19
39186.30
39186.30
True
LW60
6.33
0.08528
0.08528
38676.19
39224.60
39224.60
True
LW60
6.50
0.09256
0.09256
38676.19
39325.70
39325.70
True
LW60
6.67
0.10320
0.10320
38676.19
39473.50
39473.50
True
LW60
6.83
0.11641
0.11641
38676.19
39656.91
39656.91
True
LW60
7.00
0.13158
0.13158
38676.19
39867.50
39867.50
True
LW60
7.17
0.14908
0.14908
38676.19
40110.50
40110.50
True
LW60
7.33
0.17033
0.17033
38676.19
40405.50
40405.50
True
LW60
7.50
0.19540
0.19540
38676.19
40753.50
40753.50
True
LW60
7.67
0.22315
0.22315
38676.19
41138.80
41138.80
True
LW60
7.83
0.25524
0.25524
38676.19
41584.27
41584.27
True
LW60
8.00
0.29308
0.29308
38676.19
42109.70
42109.70
True
LW60
8.17
0.33016
0.33016
38676.19
42624.50
42624.50
True
LW60
8.33
0.36839
0.36839
38676.19
43155.30
43155.30
True
LW60
8.50
0.40662
0.40662
38676.19
43686.10
43686.10
True
LW60
8.67
0.44003
0.44003
38676.19
44149.90
44149.90
True
LW60
8.83
0.46967
0.46967
38676.19
44561.36
44561.36
True
LW60
9.00
0.49328
0.49328
38676.19
44889.20
44889.20
True
LW60
9.17
0.51268
0.51268
38676.19
45158.60
45158.60
True
LW60
9.33
0.52849
0.52849
38676.19
45378.00
45378.00
True
LW60
9.50
0.54159
0.54159
38676.19
45560.00
45560.00
True
LW60
9.67
0.55351
0.55351
38676.19
45725.50
45725.50
True
LW60
9.83
0.56412
0.56412
38676.19
45872.73
45872.73
True
LW60
10.00
0.57221
0.57221
38676.19
45985.00
45985.00
True
LW60
10.17
0.57927
0.57927
38676.19
46083.10
46083.10
True
LW60
10.33
0.58542
0.58542
38676.19
46168.50
46168.50
True
LW60
10.50
0.59219
0.59219
38676.19
46262.50
46262.50
True
LW60
10.67
0.59776
0.59776
38676.19
46339.80
46339.80
True
LW60
10.83
0.59628
0.59628
38676.19
46319.18
46319.18
True
LW60
11.00
0.58971
0.58971
38676.19
46228.10
46228.10
True
LW60
11.17
0.59033
0.59033
38676.19
46236.70
46236.70
True
LW60
11.33
0.59250
0.59250
38676.19
46266.80
46266.80
True
LW60
11.50
0.59808
0.59808
38676.19
46344.20
46344.20
True
LW60
11.67
0.60236
0.60236
38676.19
46403.60
46403.60
True
LW60
11.83
0.60131
0.60131
38676.19
46389.09
46389.09
True
LW60
12.00
0.59932
0.59932
38676.19
46361.40
46361.40
True
LW60
12.17
0.60054
0.60054
38676.19
46378.40
46378.40
True
LW60
12.33
0.60054
0.60054
38676.19
46378.40
46378.40
True
LW60
12.50
0.60175
0.60175
38676.19
46395.20
46395.20
True
LW60
12.67
0.60327
0.60327
38676.19
46416.30
46416.30
True
LW60
12.83
0.60521
0.60521
38676.19
46443.27
46443.27
True
LW60
13.00
0.60854
0.60854
38676.19
46489.40
46489.40
True
LW60
13.17
0.61008
0.61008
38676.19
46510.90
46510.90
True
LW65
0.00
-0.76987
-0.76987
6142.36
4858.82
5251.50
True
LW65
0.17
-0.42485
-0.42485
6142.36
5556.10
5556.10
True
LW65
0.33
-0.18720
-0.18720
6142.36
5765.90
5765.90
True
LW65
0.50
-0.06804
-0.06804
6142.36
5871.10
5871.10
True
LW65
0.67
0.02881
0.02881
6142.36
5956.60
5956.60
True
LW65
0.83
0.09331
0.09331
6142.36
6013.55
6013.55
True
LW65
1.00
0.13313
0.13313
6142.36
6048.70
6048.70
True
LW65
1.17
0.16383
0.16383
6142.36
6075.80
6075.80
True
LW65
1.33
0.18659
0.18659
6142.36
6095.90
6095.90
True
LW65
1.50
0.21480
0.21480
6142.36
6120.80
6120.80
True
LW65
1.67
0.22975
0.22975
6142.36
6134.00
6134.00
True
LW65
1.83
0.24870
0.24870
6142.36
6150.73
6150.73
True
LW65
2.00
0.26079
0.26079
6142.36
6161.40
6161.40
True
LW65
2.17
0.27823
0.27823
6142.36
6176.80
6176.80
True
LW65
2.33
0.28072
0.28072
6142.36
6179.00
6179.00
True
LW65
2.50
0.28593
0.28593
6142.36
6183.60
6183.60
True
LW65
2.67
0.30157
0.30157
6142.36
6197.40
6197.40
True
LW65
2.83
0.30678
0.30678
6142.36
6202.00
6202.00
True
LW65
3.00
0.31674
0.31674
6142.36
6210.80
6210.80
True
LW65
3.17
0.32920
0.32920
6142.36
6221.80
6221.80
True
LW65
3.33
0.33170
0.33170
6142.36
6224.00
6224.00
True
LW65
3.50
0.33170
0.33170
6142.36
6224.00
6224.00
True
LW65
3.67
0.34472
0.34472
6142.36
6235.50
6235.50
True
LW65
3.83
0.35775
0.35775
6142.36
6247.00
6247.00
True
LW65
4.00
0.36024
0.36024
6142.36
6249.20
6249.20
True
LW65
4.17
0.38267
0.38267
6142.36
6269.00
6269.00
True
LW65
4.33
0.38527
0.38527
6142.36
6271.30
6271.30
True
LW65
4.50
0.40351
0.40351
6142.36
6287.40
6287.40
True
LW65
4.67
0.43726
0.43726
6142.36
6317.20
6317.20
True
LW65
4.83
0.45969
0.45969
6142.36
6337.00
6337.00
True
LW65
5.00
0.46230
0.46230
6142.36
6339.30
6339.30
True
LW65
5.17
0.47532
0.47532
6142.36
6350.80
6350.80
True
LW65
5.33
0.48575
0.48575
6142.36
6360.00
6360.00
True
LW65
5.50
0.50070
0.50070
6142.36
6373.20
6373.20
True
LW65
5.67
0.50817
0.50817
6142.36
6379.80
6379.80
True
LW65
5.83
0.51067
0.51067
6142.36
6382.00
6382.00
True
LW65
6.00
0.51067
0.51067
6142.36
6382.00
6382.00
True
LW65
6.17
0.51067
0.51067
6142.36
6382.00
6382.00
True
LW65
6.33
0.51588
0.51588
6142.36
6386.60
6386.60
True
LW65
6.50
0.53672
0.53672
6142.36
6405.00
6405.00
True
LW65
6.67
0.53672
0.53672
6142.36
6405.00
6405.00
True
LW65
6.83
0.54619
0.54619
6142.36
6413.36
6413.36
True
LW65
7.00
0.56016
0.56016
6142.36
6425.70
6425.70
True
LW65
7.17
0.56277
0.56277
6142.36
6428.00
6428.00
True
LW65
7.33
0.58520
0.58520
6142.36
6447.80
6447.80
True
LW65
7.50
0.60072
0.60072
6142.36
6461.50
6461.50
True
LW65
7.67
0.61374
0.61374
6142.36
6473.00
6473.00
True
LW65
7.83
0.63269
0.63269
6142.36
6489.73
6489.73
True
LW65
8.00
0.64229
0.64229
6142.36
6498.20
6498.20
True
LW65
8.17
0.66732
0.66732
6142.36
6520.30
6520.30
True
LW65
8.33
0.68556
0.68556
6142.36
6536.40
6536.40
True
LW65
8.50
0.69858
0.69858
6142.36
6547.90
6547.90
True
LW65
8.67
0.71682
0.71682
6142.36
6564.00
6564.00
True
LW65
8.83
0.73577
0.73577
6142.36
6580.73
6580.73
True
LW65
9.00
0.74287
0.74287
6142.36
6587.00
6587.00
True
LW65
9.17
0.75035
0.75035
6142.36
6593.60
6593.60
True
LW65
9.33
0.76779
0.76779
6142.36
6609.00
6609.00
True
LW65
9.50
0.77561
0.77561
6142.36
6615.90
6615.90
True
LW65
9.67
0.78342
0.78342
6142.36
6622.80
6622.80
True
LW65
9.83
0.79385
0.79385
6142.36
6632.00
6632.00
True
LW65
10.00
0.79385
0.79385
6142.36
6632.00
6632.00
True
LW65
10.17
0.79385
0.79385
6142.36
6632.00
6632.00
True
LW65
10.33
0.80427
0.80427
6142.36
6641.20
6641.20
True
LW65
10.50
0.80427
0.80427
6142.36
6641.20
6641.20
True
LW65
10.67
0.81469
0.81469
6142.36
6650.40
6650.40
True
LW65
10.83
0.80806
0.80806
6142.36
6644.55
6644.55
True
LW65
11.00
0.79385
0.79385
6142.36
6632.00
6632.00
True
LW65
11.17
0.79385
0.79385
6142.36
6632.00
6632.00
True
LW65
11.33
0.79385
0.79385
6142.36
6632.00
6632.00
True
LW65
11.50
0.79385
0.79385
6142.36
6632.00
6632.00
True
LW65
11.67
0.79385
0.79385
6142.36
6632.00
6632.00
True
LW65
11.83
0.79385
0.79385
6142.36
6632.00
6632.00
True
LW65
12.00
0.77561
0.77561
6142.36
6615.90
6615.90
True
LW65
12.17
0.77040
0.77040
6142.36
6611.30
6611.30
True
LW65
12.33
0.78342
0.78342
6142.36
6622.80
6622.80
True
LW65
12.50
0.77561
0.77561
6142.36
6615.90
6615.90
True
LW65
12.67
0.78082
0.78082
6142.36
6620.50
6620.50
True
LW65
12.83
0.77490
0.77490
6142.36
6615.27
6615.27
True
LW65
13.00
0.77300
0.77300
6142.36
6613.60
6613.60
True
LW65
13.17
0.76779
0.76779
6142.36
6609.00
6609.00
True
This region contains a wide data table. Use horizontal scrolling to reveal additional columns when needed.