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 C4.xlsx
Well ID
C4
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 49576
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
5.94327
2.0-42.0 h
LW60
end_norm
0.23709
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.23709
2.0-42.0 h
LW60
max_norm
0.23709
2.0-42.0 h
LW60
min_norm
0.00650
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
0.00588
2.0-42.0 h
LW61
auc_norm
18.88808
2.0-42.0 h
LW61
end_norm
0.71453
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.71453
2.0-42.0 h
LW61
max_norm
0.71453
2.0-42.0 h
LW61
min_norm
0.01916
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
0.01685
2.0-42.0 h
LW62
auc_norm
-22.40358
2.0-42.0 h
LW62
end_norm
-0.67485
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.67485
2.0-42.0 h
LW62
max_norm
-0.08738
2.0-42.0 h
LW62
min_norm
-0.67485
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
-0.00725
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
0.00000
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.09581
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
2.74251
2.0-42.0 h
LW65
end_norm
0.11441
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.11441
2.0-42.0 h
LW65
max_norm
0.11441
2.0-42.0 h
LW65
min_norm
0.00472
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
0.00275
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
14549.56182
319.27351
Ready
LW65
5
6277.38909
110.24940
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
4862.27–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
4862.27–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
4862.27–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
4862.27–48539.60 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
-1.00000–0.76413 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
-1.00000–0.76413 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
-1.00000–0.76413 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
-1.00000–0.76413 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
-1.00000
-1.00000
15410.16
8585.64
8585.64
True
LW60
0.17
-0.18977
-0.18977
15410.16
13417.80
13417.80
True
LW60
0.33
-0.07749
-0.07749
15410.16
14087.40
14087.40
True
LW60
0.50
-0.02548
-0.02548
15410.16
14397.60
14397.60
True
LW60
0.67
0.00926
0.00926
15410.16
14604.80
14604.80
True
LW60
0.83
0.03396
0.03396
15410.16
14752.10
14752.10
True
LW60
1.00
0.05975
0.05975
15410.16
14905.91
14905.91
True
LW60
1.17
0.08441
0.08441
15410.16
15053.00
15053.00
True
LW60
1.33
0.10442
0.10442
15410.16
15172.30
15172.30
True
LW60
1.50
0.12315
0.12315
15410.16
15284.00
15284.00
True
LW60
1.67
0.13784
0.13784
15410.16
15371.60
15371.60
True
LW60
1.83
0.15077
0.15077
15410.16
15448.73
15448.73
True
LW60
2.00
0.16111
0.16111
15410.16
15510.40
15510.40
True
LW60
2.17
0.16870
0.16870
15410.16
15555.70
15555.70
True
LW60
2.33
0.17583
0.17583
15410.16
15598.20
15598.20
True
LW60
2.50
0.18076
0.18076
15410.16
15627.60
15627.60
True
LW60
2.67
0.18483
0.18483
15410.16
15651.90
15651.90
True
LW60
2.83
0.18784
0.18784
15410.16
15669.82
15669.82
True
LW60
3.00
0.19116
0.19116
15410.16
15689.60
15689.60
True
LW60
3.17
0.19464
0.19464
15410.16
15710.40
15710.40
True
LW60
3.33
0.19780
0.19780
15410.16
15729.20
15729.20
True
LW60
3.50
0.20006
0.20006
15410.16
15742.70
15742.70
True
LW60
3.67
0.20413
0.20413
15410.16
15767.00
15767.00
True
LW60
3.83
0.20619
0.20619
15410.16
15779.27
15779.27
True
LW60
4.00
0.20911
0.20911
15410.16
15796.70
15796.70
True
LW60
4.17
0.21047
0.21047
15410.16
15804.80
15804.80
True
LW60
4.33
0.21319
0.21319
15410.16
15821.00
15821.00
True
LW60
4.50
0.21636
0.21636
15410.16
15839.90
15839.90
True
LW60
4.67
0.21990
0.21990
15410.16
15861.00
15861.00
True
LW60
4.83
0.22207
0.22207
15410.16
15874.00
15874.00
True
LW60
5.00
0.22253
0.22253
15410.16
15876.70
15876.70
True
LW60
5.17
0.22615
0.22615
15410.16
15898.30
15898.30
True
LW60
5.33
0.22751
0.22751
15410.16
15906.40
15906.40
True
LW60
5.50
0.23068
0.23068
15410.16
15925.30
15925.30
True
LW60
5.67
0.23203
0.23203
15410.16
15933.40
15933.40
True
LW60
5.83
0.23566
0.23566
15410.16
15955.00
15955.00
True
LW60
6.00
0.23566
0.23566
15410.16
15955.00
15955.00
True
LW60
6.17
0.23973
0.23973
15410.16
15979.30
15979.30
True
LW60
6.33
0.24018
0.24018
15410.16
15982.00
15982.00
True
LW60
6.50
0.24335
0.24335
15410.16
16000.90
16000.90
True
LW60
6.67
0.24562
0.24562
15410.16
16014.40
16014.40
True
LW60
6.83
0.24718
0.24718
15410.16
16023.73
16023.73
True
LW60
7.00
0.24969
0.24969
15410.16
16038.70
16038.70
True
LW60
7.17
0.25377
0.25377
15410.16
16063.00
16063.00
True
LW60
7.33
0.25739
0.25739
15410.16
16084.60
16084.60
True
LW60
7.50
0.25965
0.25965
15410.16
16098.10
16098.10
True
LW60
7.67
0.26282
0.26282
15410.16
16117.00
16117.00
True
LW60
7.83
0.26694
0.26694
15410.16
16141.55
16141.55
True
LW60
8.00
0.27142
0.27142
15410.16
16168.30
16168.30
True
LW60
8.17
0.27369
0.27369
15410.16
16181.80
16181.80
True
LW60
8.33
0.27821
0.27821
15410.16
16208.80
16208.80
True
LW60
8.50
0.28410
0.28410
15410.16
16243.90
16243.90
True
LW60
8.67
0.28863
0.28863
15410.16
16270.90
16270.90
True
LW60
8.83
0.29328
0.29328
15410.16
16298.64
16298.64
True
LW60
9.00
0.29904
0.29904
15410.16
16333.00
16333.00
True
LW60
9.17
0.30402
0.30402
15410.16
16362.70
16362.70
True
LW60
9.33
0.31171
0.31171
15410.16
16408.60
16408.60
True
LW60
9.50
0.31850
0.31850
15410.16
16449.10
16449.10
True
LW60
9.67
0.32348
0.32348
15410.16
16478.80
16478.80
True
LW60
9.83
0.33120
0.33120
15410.16
16524.82
16524.82
True
LW60
10.00
0.34267
0.34267
15410.16
16593.20
16593.20
True
LW60
10.17
0.35588
0.35588
15410.16
16672.00
16672.00
True
LW60
10.33
0.36728
0.36728
15410.16
16740.00
16740.00
True
LW60
10.50
0.37875
0.37875
15410.16
16808.40
16808.40
True
LW60
10.67
0.39203
0.39203
15410.16
16887.60
16887.60
True
LW60
10.83
0.40271
0.40271
15410.16
16951.27
16951.27
True
LW60
11.00
0.41172
0.41172
15410.16
17005.00
17005.00
True
LW60
11.17
0.42047
0.42047
15410.16
17057.20
17057.20
True
LW60
11.33
0.42788
0.42788
15410.16
17101.40
17101.40
True
LW60
11.50
0.43241
0.43241
15410.16
17128.40
17128.40
True
LW60
11.67
0.43744
0.43744
15410.16
17158.40
17158.40
True
LW60
11.83
0.44113
0.44113
15410.16
17180.45
17180.45
True
LW60
12.00
0.44525
0.44525
15410.16
17205.00
17205.00
True
LW60
12.17
0.44713
0.44713
15410.16
17216.20
17216.20
True
LW60
12.33
0.44948
0.44948
15410.16
17230.20
17230.20
True
LW60
12.50
0.45040
0.45040
15410.16
17235.70
17235.70
True
LW60
12.67
0.45311
0.45311
15410.16
17251.90
17251.90
True
LW60
12.83
0.45533
0.45533
15410.16
17265.09
17265.09
True
LW60
13.00
0.45776
0.45776
15410.16
17279.60
17279.60
True
LW60
13.17
0.45917
0.45917
15410.16
17288.00
17288.00
True
LW65
0.00
-1.00000
-1.00000
6526.31
4862.27
4862.27
True
LW65
0.17
-0.30442
-0.30442
6526.31
5846.60
5846.60
True
LW65
0.33
-0.11546
-0.11546
6526.31
6114.00
6114.00
True
LW65
0.50
-0.03434
-0.03434
6526.31
6228.80
6228.80
True
LW65
0.67
0.01520
0.01520
6526.31
6298.90
6298.90
True
LW65
0.83
0.05181
0.05181
6526.31
6350.70
6350.70
True
LW65
1.00
0.08279
0.08279
6526.31
6394.55
6394.55
True
LW65
1.17
0.11265
0.11265
6526.31
6436.80
6436.80
True
LW65
1.33
0.13335
0.13335
6526.31
6466.10
6466.10
True
LW65
1.50
0.15448
0.15448
6526.31
6496.00
6496.00
True
LW65
1.67
0.16847
0.16847
6526.31
6515.80
6515.80
True
LW65
1.83
0.18333
0.18333
6526.31
6536.82
6536.82
True
LW65
2.00
0.19766
0.19766
6526.31
6557.10
6557.10
True
LW65
2.17
0.20579
0.20579
6526.31
6568.60
6568.60
True
LW65
2.33
0.21879
0.21879
6526.31
6587.00
6587.00
True
LW65
2.50
0.21879
0.21879
6526.31
6587.00
6587.00
True
LW65
2.67
0.22345
0.22345
6526.31
6593.60
6593.60
True
LW65
2.83
0.23009
0.23009
6526.31
6603.00
6603.00
True
LW65
3.00
0.23433
0.23433
6526.31
6609.00
6609.00
True
LW65
3.17
0.23433
0.23433
6526.31
6609.00
6609.00
True
LW65
3.33
0.24246
0.24246
6526.31
6620.50
6620.50
True
LW65
3.50
0.24896
0.24896
6526.31
6629.70
6629.70
True
LW65
3.67
0.25059
0.25059
6526.31
6632.00
6632.00
True
LW65
3.83
0.25059
0.25059
6526.31
6632.00
6632.00
True
LW65
4.00
0.25059
0.25059
6526.31
6632.00
6632.00
True
LW65
4.17
0.25384
0.25384
6526.31
6636.60
6636.60
True
LW65
4.33
0.26196
0.26196
6526.31
6648.10
6648.10
True
LW65
4.50
0.26684
0.26684
6526.31
6655.00
6655.00
True
LW65
4.67
0.26684
0.26684
6526.31
6655.00
6655.00
True
LW65
4.83
0.26684
0.26684
6526.31
6655.00
6655.00
True
LW65
5.00
0.26684
0.26684
6526.31
6655.00
6655.00
True
LW65
5.17
0.26684
0.26684
6526.31
6655.00
6655.00
True
LW65
5.33
0.27172
0.27172
6526.31
6661.90
6661.90
True
LW65
5.50
0.27659
0.27659
6526.31
6668.80
6668.80
True
LW65
5.67
0.28309
0.28309
6526.31
6678.00
6678.00
True
LW65
5.83
0.28309
0.28309
6526.31
6678.00
6678.00
True
LW65
6.00
0.28309
0.28309
6526.31
6678.00
6678.00
True
LW65
6.17
0.28309
0.28309
6526.31
6678.00
6678.00
True
LW65
6.33
0.28309
0.28309
6526.31
6678.00
6678.00
True
LW65
6.50
0.28309
0.28309
6526.31
6678.00
6678.00
True
LW65
6.67
0.28309
0.28309
6526.31
6678.00
6678.00
True
LW65
6.83
0.28592
0.28592
6526.31
6682.00
6682.00
True
LW65
7.00
0.28931
0.28931
6526.31
6686.80
6686.80
True
LW65
7.17
0.29864
0.29864
6526.31
6700.00
6700.00
True
LW65
7.33
0.29864
0.29864
6526.31
6700.00
6700.00
True
LW65
7.50
0.29864
0.29864
6526.31
6700.00
6700.00
True
LW65
7.67
0.29864
0.29864
6526.31
6700.00
6700.00
True
LW65
7.83
0.29864
0.29864
6526.31
6700.00
6700.00
True
LW65
8.00
0.29864
0.29864
6526.31
6700.00
6700.00
True
LW65
8.17
0.31002
0.31002
6526.31
6716.10
6716.10
True
LW65
8.33
0.31164
0.31164
6526.31
6718.40
6718.40
True
LW65
8.50
0.31489
0.31489
6526.31
6723.00
6723.00
True
LW65
8.67
0.31489
0.31489
6526.31
6723.00
6723.00
True
LW65
8.83
0.31637
0.31637
6526.31
6725.09
6725.09
True
LW65
9.00
0.32465
0.32465
6526.31
6736.80
6736.80
True
LW65
9.17
0.32465
0.32465
6526.31
6736.80
6736.80
True
LW65
9.33
0.33115
0.33115
6526.31
6746.00
6746.00
True
LW65
9.50
0.33115
0.33115
6526.31
6746.00
6746.00
True
LW65
9.67
0.33115
0.33115
6526.31
6746.00
6746.00
True
LW65
9.83
0.33115
0.33115
6526.31
6746.00
6746.00
True
LW65
10.00
0.33602
0.33602
6526.31
6752.90
6752.90
True
LW65
10.17
0.34577
0.34577
6526.31
6766.70
6766.70
True
LW65
10.33
0.34740
0.34740
6526.31
6769.00
6769.00
True
LW65
10.50
0.34740
0.34740
6526.31
6769.00
6769.00
True
LW65
10.67
0.35206
0.35206
6526.31
6775.60
6775.60
True
LW65
10.83
0.36295
0.36295
6526.31
6791.00
6791.00
True
LW65
11.00
0.36295
0.36295
6526.31
6791.00
6791.00
True
LW65
11.17
0.36295
0.36295
6526.31
6791.00
6791.00
True
LW65
11.33
0.36782
0.36782
6526.31
6797.90
6797.90
True
LW65
11.50
0.36457
0.36457
6526.31
6793.30
6793.30
True
LW65
11.67
0.37107
0.37107
6526.31
6802.50
6802.50
True
LW65
11.83
0.37920
0.37920
6526.31
6814.00
6814.00
True
LW65
12.00
0.37920
0.37920
6526.31
6814.00
6814.00
True
LW65
12.17
0.38082
0.38082
6526.31
6816.30
6816.30
True
LW65
12.33
0.37920
0.37920
6526.31
6814.00
6814.00
True
LW65
12.50
0.37920
0.37920
6526.31
6814.00
6814.00
True
LW65
12.67
0.38082
0.38082
6526.31
6816.30
6816.30
True
LW65
12.83
0.39250
0.39250
6526.31
6832.82
6832.82
True
LW65
13.00
0.39545
0.39545
6526.31
6837.00
6837.00
True
LW65
13.17
0.39545
0.39545
6526.31
6837.00
6837.00
True
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