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 inc4
Run date
2026-03-27
Media
LB
Incubator
inc4
Well file
2026-03-27 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
ATCC 27848
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
3.04398
2.0-42.0 h
LW60
end_norm
0.15938
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.15938
2.0-42.0 h
LW60
max_norm
0.15938
2.0-42.0 h
LW60
min_norm
0.00210
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
0.00386
2.0-42.0 h
LW61
auc_norm
18.78398
2.0-42.0 h
LW61
end_norm
0.77453
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.77453
2.0-42.0 h
LW61
max_norm
0.77453
2.0-42.0 h
LW61
min_norm
0.02637
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
0.01429
2.0-42.0 h
LW62
auc_norm
-24.69961
2.0-42.0 h
LW62
end_norm
-0.76340
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.76340
2.0-42.0 h
LW62
max_norm
0.09567
2.0-42.0 h
LW62
min_norm
-0.76340
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
-0.00194
2.0-42.0 h
LW63
auc_norm
-31.32144
2.0-42.0 h
LW63
end_norm
-0.88948
2.0-42.0 h
LW63
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW63
max_abs_norm
0.88948
2.0-42.0 h
LW63
max_norm
-0.16849
2.0-42.0 h
LW63
min_norm
-0.88948
2.0-42.0 h
LW63
pct_abnormal_rows
0.00000
2.0-42.0 h
LW63
pct_missing_norm
0.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.00000
2.0-42.0 h
LW63
slope_norm
-0.00796
2.0-42.0 h
LW64
auc_norm
-4.54871
2.0-42.0 h
LW64
end_norm
-0.14614
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.14808
2.0-42.0 h
LW64
max_norm
-0.00638
2.0-42.0 h
LW64
min_norm
-0.14808
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
-0.00166
2.0-42.0 h
LW65
auc_norm
4.35858
2.0-42.0 h
LW65
end_norm
0.15561
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.15587
2.0-42.0 h
LW65
max_norm
0.15587
2.0-42.0 h
LW65
min_norm
0.00588
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
0.00300
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
27014.91636
344.02274
Ready
LW65
5
8597.62545
186.61234
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
-1.00000–0.66535 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
-1.00000–0.66535 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
-1.00000–0.66535 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
-1.00000–0.66535 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
27408.20
19538.64
19538.64
True
LW60
0.17
-0.19004
-0.19004
27408.20
25594.10
25594.10
True
LW60
0.33
-0.07246
-0.07246
27408.20
26473.20
26473.20
True
LW60
0.50
-0.01623
-0.01623
27408.20
26893.60
26893.60
True
LW60
0.67
0.01526
0.01526
27408.20
27129.00
27129.00
True
LW60
0.83
0.03300
0.03300
27408.20
27261.60
27261.60
True
LW60
1.00
0.04043
0.04043
27408.20
27317.18
27317.18
True
LW60
1.17
0.03778
0.03778
27408.20
27297.40
27297.40
True
LW60
1.33
0.04122
0.04122
27408.20
27323.10
27323.10
True
LW60
1.50
0.04165
0.04165
27408.20
27326.30
27326.30
True
LW60
1.67
0.04862
0.04862
27408.20
27378.40
27378.40
True
LW60
1.83
0.05659
0.05659
27408.20
27438.00
27438.00
True
LW60
2.00
0.06031
0.06031
27408.20
27465.80
27465.80
True
LW60
2.17
0.06159
0.06159
27408.20
27475.40
27475.40
True
LW60
2.33
0.06334
0.06334
27408.20
27488.50
27488.50
True
LW60
2.50
0.06420
0.06420
27408.20
27494.90
27494.90
True
LW60
2.67
0.06597
0.06597
27408.20
27508.10
27508.10
True
LW60
2.83
0.06488
0.06488
27408.20
27500.00
27500.00
True
LW60
3.00
0.06376
0.06376
27408.20
27491.60
27491.60
True
LW60
3.17
0.06464
0.06464
27408.20
27498.20
27498.20
True
LW60
3.33
0.06376
0.06376
27408.20
27491.60
27491.60
True
LW60
3.50
0.06288
0.06288
27408.20
27485.00
27485.00
True
LW60
3.67
0.06289
0.06289
27408.20
27485.10
27485.10
True
LW60
3.83
0.06368
0.06368
27408.20
27491.00
27491.00
True
LW60
4.00
0.06288
0.06288
27408.20
27485.00
27485.00
True
LW60
4.17
0.06288
0.06288
27408.20
27485.00
27485.00
True
LW60
4.33
0.06288
0.06288
27408.20
27485.00
27485.00
True
LW60
4.50
0.06332
0.06332
27408.20
27488.30
27488.30
True
LW60
4.67
0.06332
0.06332
27408.20
27488.30
27488.30
True
LW60
4.83
0.06368
0.06368
27408.20
27491.00
27491.00
True
LW60
5.00
0.06376
0.06376
27408.20
27491.60
27491.60
True
LW60
5.17
0.06553
0.06553
27408.20
27504.80
27504.80
True
LW60
5.33
0.06729
0.06729
27408.20
27518.00
27518.00
True
LW60
5.50
0.07038
0.07038
27408.20
27541.10
27541.10
True
LW60
5.67
0.07384
0.07384
27408.20
27567.00
27567.00
True
LW60
5.83
0.07598
0.07598
27408.20
27583.00
27583.00
True
LW60
6.00
0.07952
0.07952
27408.20
27609.40
27609.40
True
LW60
6.17
0.07952
0.07952
27408.20
27609.40
27609.40
True
LW60
6.33
0.07952
0.07952
27408.20
27609.40
27609.40
True
LW60
6.50
0.08040
0.08040
27408.20
27616.00
27616.00
True
LW60
6.67
0.08083
0.08083
27408.20
27619.20
27619.20
True
LW60
6.83
0.08669
0.08669
27408.20
27663.00
27663.00
True
LW60
7.00
0.09209
0.09209
27408.20
27703.40
27703.40
True
LW60
7.17
0.09867
0.09867
27408.20
27752.60
27752.60
True
LW60
7.33
0.10781
0.10781
27408.20
27820.90
27820.90
True
LW60
7.50
0.11485
0.11485
27408.20
27873.60
27873.60
True
LW60
7.67
0.12091
0.12091
27408.20
27918.90
27918.90
True
LW60
7.83
0.12882
0.12882
27408.20
27978.00
27978.00
True
LW60
8.00
0.13584
0.13584
27408.20
28030.50
28030.50
True
LW60
8.17
0.14462
0.14462
27408.20
28096.10
28096.10
True
LW60
8.33
0.15212
0.15212
27408.20
28152.20
28152.20
True
LW60
8.50
0.15565
0.15565
27408.20
28178.60
28178.60
True
LW60
8.67
0.16006
0.16006
27408.20
28211.60
28211.60
True
LW60
8.83
0.16632
0.16632
27408.20
28258.36
28258.36
True
LW60
9.00
0.16788
0.16788
27408.20
28270.00
28270.00
True
LW60
9.17
0.17008
0.17008
27408.20
28286.50
28286.50
True
LW60
9.33
0.17494
0.17494
27408.20
28322.80
28322.80
True
LW60
9.50
0.17714
0.17714
27408.20
28339.30
28339.30
True
LW60
9.67
0.17891
0.17891
27408.20
28352.50
28352.50
True
LW60
9.83
0.18072
0.18072
27408.20
28366.00
28366.00
True
LW60
10.00
0.18200
0.18200
27408.20
28375.60
28375.60
True
LW60
10.17
0.18288
0.18288
27408.20
28382.20
28382.20
True
LW60
10.33
0.18553
0.18553
27408.20
28402.00
28402.00
True
LW60
10.50
0.18774
0.18774
27408.20
28418.50
28418.50
True
LW60
10.67
0.19039
0.19039
27408.20
28438.30
28438.30
True
LW60
10.83
0.19356
0.19356
27408.20
28462.00
28462.00
True
LW60
11.00
0.19568
0.19568
27408.20
28477.90
28477.90
True
LW60
11.17
0.20010
0.20010
27408.20
28510.90
28510.90
True
LW60
11.33
0.20230
0.20230
27408.20
28527.40
28527.40
True
LW60
11.50
0.20539
0.20539
27408.20
28550.50
28550.50
True
LW60
11.67
0.20760
0.20760
27408.20
28567.00
28567.00
True
LW60
11.83
0.20800
0.20800
27408.20
28570.00
28570.00
True
LW60
12.00
0.21157
0.21157
27408.20
28596.70
28596.70
True
LW60
12.17
0.21290
0.21290
27408.20
28606.60
28606.60
True
LW60
12.33
0.21599
0.21599
27408.20
28629.70
28629.70
True
LW60
12.50
0.21916
0.21916
27408.20
28653.40
28653.40
True
LW60
12.67
0.22098
0.22098
27408.20
28667.00
28667.00
True
LW60
12.83
0.22419
0.22419
27408.20
28691.00
28691.00
True
LW60
13.00
0.22495
0.22495
27408.20
28696.70
28696.70
True
LW60
13.17
0.22627
0.22627
27408.20
28706.60
28706.60
True
LW65
0.00
-1.00000
-1.00000
8948.03
5926.27
5926.27
True
LW65
0.17
-0.26100
-0.26100
8948.03
7900.40
7900.40
True
LW65
0.33
-0.10456
-0.10456
8948.03
8318.30
8318.30
True
LW65
0.50
-0.03063
-0.03063
8948.03
8515.80
8515.80
True
LW65
0.67
0.01624
0.01624
8948.03
8641.00
8641.00
True
LW65
0.83
0.04705
0.04705
8948.03
8723.30
8723.30
True
LW65
1.00
0.07191
0.07191
8948.03
8789.73
8789.73
True
LW65
1.17
0.08601
0.08601
8948.03
8827.40
8827.40
True
LW65
1.33
0.09590
0.09590
8948.03
8853.80
8853.80
True
LW65
1.50
0.10926
0.10926
8948.03
8889.50
8889.50
True
LW65
1.67
0.12427
0.12427
8948.03
8929.60
8929.60
True
LW65
1.83
0.13807
0.13807
8948.03
8966.45
8966.45
True
LW65
2.00
0.15085
0.15085
8948.03
9000.60
9000.60
True
LW65
2.17
0.16253
0.16253
8948.03
9031.80
9031.80
True
LW65
2.33
0.17151
0.17151
8948.03
9055.80
9055.80
True
LW65
2.50
0.18042
0.18042
8948.03
9079.60
9079.60
True
LW65
2.67
0.18731
0.18731
8948.03
9098.00
9098.00
True
LW65
2.83
0.19221
0.19221
8948.03
9111.09
9111.09
True
LW65
3.00
0.19630
0.19630
8948.03
9122.00
9122.00
True
LW65
3.17
0.19630
0.19630
8948.03
9122.00
9122.00
True
LW65
3.33
0.20258
0.20258
8948.03
9138.80
9138.80
True
LW65
3.50
0.20438
0.20438
8948.03
9143.60
9143.60
True
LW65
3.67
0.20797
0.20797
8948.03
9153.20
9153.20
True
LW65
3.83
0.21018
0.21018
8948.03
9159.09
9159.09
True
LW65
4.00
0.21696
0.21696
8948.03
9177.20
9177.20
True
LW65
4.17
0.21876
0.21876
8948.03
9182.00
9182.00
True
LW65
4.33
0.22145
0.22145
8948.03
9189.20
9189.20
True
LW65
4.50
0.22325
0.22325
8948.03
9194.00
9194.00
True
LW65
4.67
0.22497
0.22497
8948.03
9198.60
9198.60
True
LW65
4.83
0.23029
0.23029
8948.03
9212.82
9212.82
True
LW65
5.00
0.23455
0.23455
8948.03
9224.20
9224.20
True
LW65
5.17
0.23100
0.23100
8948.03
9214.70
9214.70
True
LW65
5.33
0.23455
0.23455
8948.03
9224.20
9224.20
True
LW65
5.50
0.23905
0.23905
8948.03
9236.20
9236.20
True
LW65
5.67
0.24444
0.24444
8948.03
9250.60
9250.60
True
LW65
5.83
0.24901
0.24901
8948.03
9262.82
9262.82
True
LW65
6.00
0.25342
0.25342
8948.03
9274.60
9274.60
True
LW65
6.17
0.25881
0.25881
8948.03
9289.00
9289.00
True
LW65
6.33
0.25971
0.25971
8948.03
9291.40
9291.40
True
LW65
6.50
0.26330
0.26330
8948.03
9301.00
9301.00
True
LW65
6.67
0.26779
0.26779
8948.03
9313.00
9313.00
True
LW65
6.83
0.27678
0.27678
8948.03
9337.00
9337.00
True
LW65
7.00
0.28397
0.28397
8948.03
9356.20
9356.20
True
LW65
7.17
0.29565
0.29565
8948.03
9387.40
9387.40
True
LW65
7.33
0.31092
0.31092
8948.03
9428.20
9428.20
True
LW65
7.50
0.32350
0.32350
8948.03
9461.80
9461.80
True
LW65
7.67
0.33158
0.33158
8948.03
9483.40
9483.40
True
LW65
7.83
0.34049
0.34049
8948.03
9507.18
9507.18
True
LW65
8.00
0.35314
0.35314
8948.03
9541.00
9541.00
True
LW65
8.17
0.36393
0.36393
8948.03
9569.80
9569.80
True
LW65
8.33
0.37111
0.37111
8948.03
9589.00
9589.00
True
LW65
8.50
0.37920
0.37920
8948.03
9610.60
9610.60
True
LW65
8.67
0.38459
0.38459
8948.03
9625.00
9625.00
True
LW65
8.83
0.38867
0.38867
8948.03
9635.91
9635.91
True
LW65
9.00
0.39627
0.39627
8948.03
9656.20
9656.20
True
LW65
9.17
0.40435
0.40435
8948.03
9677.80
9677.80
True
LW65
9.33
0.40525
0.40525
8948.03
9680.20
9680.20
True
LW65
9.50
0.40795
0.40795
8948.03
9687.40
9687.40
True
LW65
9.67
0.41154
0.41154
8948.03
9697.00
9697.00
True
LW65
9.83
0.41563
0.41563
8948.03
9707.91
9707.91
True
LW65
10.00
0.42053
0.42053
8948.03
9721.00
9721.00
True
LW65
10.17
0.42592
0.42592
8948.03
9735.40
9735.40
True
LW65
10.33
0.42861
0.42861
8948.03
9742.60
9742.60
True
LW65
10.50
0.42951
0.42951
8948.03
9745.00
9745.00
True
LW65
10.67
0.43221
0.43221
8948.03
9752.20
9752.20
True
LW65
10.83
0.43768
0.43768
8948.03
9766.82
9766.82
True
LW65
11.00
0.44029
0.44029
8948.03
9773.80
9773.80
True
LW65
11.17
0.44209
0.44209
8948.03
9778.60
9778.60
True
LW65
11.33
0.44748
0.44748
8948.03
9793.00
9793.00
True
LW65
11.50
0.44748
0.44748
8948.03
9793.00
9793.00
True
LW65
11.67
0.45017
0.45017
8948.03
9800.20
9800.20
True
LW65
11.83
0.45646
0.45646
8948.03
9817.00
9817.00
True
LW65
12.00
0.45377
0.45377
8948.03
9809.80
9809.80
True
LW65
12.17
0.45736
0.45736
8948.03
9819.40
9819.40
True
LW65
12.33
0.46006
0.46006
8948.03
9826.60
9826.60
True
LW65
12.50
0.46545
0.46545
8948.03
9841.00
9841.00
True
LW65
12.67
0.46635
0.46635
8948.03
9843.40
9843.40
True
LW65
12.83
0.47035
0.47035
8948.03
9854.09
9854.09
True
LW65
13.00
0.47084
0.47084
8948.03
9855.40
9855.40
True
LW65
13.17
0.46904
0.46904
8948.03
9850.60
9850.60
True
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