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
2026-04-22 inc4
Run date
2026-04-22
Media
FB
Incubator
inc4
Well file
2026-04-22 C1.xlsx
Well ID
C1
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
ATCC 19414
Strain source
ATCC 19414
Preprocessing
fb_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
2.22887
2.0-42.0 h
LW60
end_norm
0.05199
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.09697
2.0-42.0 h
LW60
max_norm
0.09697
2.0-42.0 h
LW60
min_norm
-0.02171
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
0.00050
2.0-42.0 h
LW61
auc_norm
2.0-42.0 h
LW61
end_norm
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.0-42.0 h
LW61
max_norm
2.0-42.0 h
LW61
min_norm
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
1.00000
2.0-42.0 h
LW61
pct_saturated_rows
0.09510
2.0-42.0 h
LW61
slope_norm
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
0.00000
2.0-42.0 h
LW62
pct_missing_norm
1.00000
2.0-42.0 h
LW62
pct_saturated_rows
1.00000
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
0.00000
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.90581
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
4.34841
2.0-42.0 h
LW65
end_norm
0.14696
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.14696
2.0-42.0 h
LW65
max_norm
0.14696
2.0-42.0 h
LW65
min_norm
0.00421
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
0.00257
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 FB-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 536 source points
Control overlay: mean of 5 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
9006.01091
110.49746
Ready
LW65
5
11406.24182
209.75729
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
0.00–44.50 h
6602.04–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–44.50 h
6602.04–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–44.50 h
6602.04–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–44.50 h
6602.04–49923.62 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
0.00–44.50 h
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–44.50 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–44.50 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–44.50 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
-0.78917
-0.78917
9110.90
6891.36
8226.00
True
LW60
0.17
-0.41675
-0.41675
9110.90
8594.10
8594.10
True
LW60
0.33
-0.17059
-0.17059
9110.90
8837.40
8837.40
True
LW60
0.50
-0.04594
-0.04594
9110.90
8960.60
8960.60
True
LW60
0.67
0.02994
0.02994
9110.90
9035.60
9035.60
True
LW60
0.83
0.07789
0.07789
9110.90
9083.00
9083.00
True
LW60
1.00
0.10871
0.10871
9110.90
9113.45
9113.45
True
LW60
1.17
0.12342
0.12342
9110.90
9128.00
9128.00
True
LW60
1.33
0.12282
0.12282
9110.90
9127.40
9127.40
True
LW60
1.50
0.12241
0.12241
9110.90
9127.00
9127.00
True
LW60
1.67
0.11351
0.11351
9110.90
9118.20
9118.20
True
LW60
1.83
0.09874
0.09874
9110.90
9103.60
9103.60
True
LW60
2.00
0.09279
0.09279
9110.90
9097.73
9097.73
True
LW60
2.17
0.07425
0.07425
9110.90
9079.40
9079.40
True
LW60
2.33
0.07587
0.07587
9110.90
9081.00
9081.00
True
LW60
2.50
0.07142
0.07142
9110.90
9076.60
9076.60
True
LW60
2.67
0.05220
0.05220
9110.90
9057.60
9057.60
True
LW60
2.83
0.02872
0.02872
9110.90
9034.40
9034.40
True
LW60
3.00
0.02786
0.02786
9110.90
9033.55
9033.55
True
LW60
3.17
0.02650
0.02650
9110.90
9032.20
9032.20
True
LW60
3.33
0.00606
0.00606
9110.90
9012.00
9012.00
True
LW60
3.50
0.00161
0.00161
9110.90
9007.60
9007.60
True
LW60
3.67
-0.02085
-0.02085
9110.90
8985.40
8985.40
True
LW60
3.83
-0.02530
-0.02530
9110.90
8981.00
8981.00
True
LW60
4.00
-0.04352
-0.04352
9110.90
8963.00
8963.00
True
LW60
4.17
-0.06638
-0.06638
9110.90
8940.40
8940.40
True
LW60
4.33
-0.06800
-0.06800
9110.90
8938.80
8938.80
True
LW60
4.50
-0.09228
-0.09228
9110.90
8914.80
8914.80
True
LW60
4.67
-0.09350
-0.09350
9110.90
8913.60
8913.60
True
LW60
4.83
-0.09401
-0.09401
9110.90
8913.09
8913.09
True
LW60
5.00
-0.08055
-0.08055
9110.90
8926.40
8926.40
True
LW60
5.17
-0.04949
-0.04949
9110.90
8957.10
8957.10
True
LW60
5.33
-0.01498
-0.01498
9110.90
8991.20
8991.20
True
LW60
5.50
0.01253
0.01253
9110.90
9018.40
9018.40
True
LW60
5.67
0.04268
0.04268
9110.90
9048.20
9048.20
True
LW60
5.83
0.07789
0.07789
9110.90
9083.00
9083.00
True
LW60
6.00
0.11067
0.11067
9110.90
9115.40
9115.40
True
LW60
6.17
0.15823
0.15823
9110.90
9162.40
9162.40
True
LW60
6.33
0.20254
0.20254
9110.90
9206.20
9206.20
True
LW60
6.50
0.24918
0.24918
9110.90
9252.30
9252.30
True
LW60
6.67
0.30574
0.30574
9110.90
9308.20
9308.20
True
LW60
6.83
0.37167
0.37167
9110.90
9373.36
9373.36
True
LW60
7.00
0.43828
0.43828
9110.90
9439.20
9439.20
True
LW60
7.17
0.50870
0.50870
9110.90
9508.80
9508.80
True
LW60
7.33
0.57446
0.57446
9110.90
9573.80
9573.80
True
LW60
7.50
0.64265
0.64265
9110.90
9641.20
9641.20
True
LW60
7.67
0.70315
0.70315
9110.90
9701.00
9701.00
True
LW60
7.83
0.75788
0.75788
9110.90
9755.09
9755.09
True
LW60
8.00
0.80959
0.80959
9110.90
9806.20
9806.20
True
LW60
8.17
0.85340
0.85340
9110.90
9849.50
9849.50
True
LW60
8.33
0.88871
0.88871
9110.90
9884.40
9884.40
True
LW60
8.50
0.91876
0.91876
9110.90
9914.10
9914.10
True
LW60
8.67
0.94446
0.94446
9110.90
9939.50
9939.50
True
LW60
8.83
0.96372
0.96372
9110.90
9958.55
9958.55
True
LW60
9.00
0.97400
0.97400
9110.90
9968.70
9968.70
True
LW60
9.17
0.99019
0.99019
9110.90
9984.70
9984.70
True
LW60
9.33
0.99585
0.99585
9110.90
9990.30
9990.30
True
LW60
9.50
0.99838
0.99838
9110.90
9992.80
9992.80
True
LW60
9.67
0.99757
0.99757
9110.90
9992.00
9992.00
True
LW60
9.83
0.99766
0.99766
9110.90
9992.09
9992.09
True
LW60
10.00
0.99737
0.99737
9110.90
9991.80
9991.80
True
LW60
10.17
0.99666
0.99666
9110.90
9991.10
9991.10
True
LW60
10.33
0.99727
0.99727
9110.90
9991.70
9991.70
True
LW60
10.50
1.00000
1.00000
9110.90
9994.40
9994.40
True
LW60
10.67
0.99302
0.99302
9110.90
9987.50
9987.50
True
LW60
10.83
0.97697
0.97697
9110.90
9971.64
9971.64
True
LW60
11.00
0.97339
0.97339
9110.90
9968.10
9968.10
True
LW60
11.17
0.96813
0.96813
9110.90
9962.90
9962.90
True
LW60
11.33
0.95558
0.95558
9110.90
9950.50
9950.50
True
LW60
11.50
0.94860
0.94860
9110.90
9943.60
9943.60
True
LW60
11.67
0.94091
0.94091
9110.90
9936.00
9936.00
True
LW60
11.83
0.92611
0.92611
9110.90
9921.36
9921.36
True
LW60
12.00
0.92776
0.92776
9110.90
9923.00
9923.00
True
LW60
12.17
0.90854
0.90854
9110.90
9904.00
9904.00
True
LW60
12.33
0.90237
0.90237
9110.90
9897.90
9897.90
True
LW60
12.50
0.89883
0.89883
9110.90
9894.40
9894.40
True
LW60
12.67
0.89124
0.89124
9110.90
9886.90
9886.90
True
LW60
12.83
0.87579
0.87579
9110.90
9871.64
9871.64
True
LW60
13.00
0.87697
0.87697
9110.90
9872.80
9872.80
True
LW60
13.17
0.86594
0.86594
9110.90
9861.90
9861.90
True
LW65
0.00
-1.00000
-1.00000
11835.20
8732.91
8732.91
True
LW65
0.17
-0.25786
-0.25786
11835.20
10716.90
10716.90
True
LW65
0.33
-0.11635
-0.11635
11835.20
11095.20
11095.20
True
LW65
0.50
-0.03518
-0.03518
11835.20
11312.20
11312.20
True
LW65
0.67
0.01551
0.01551
11835.20
11447.70
11447.70
True
LW65
0.83
0.05460
0.05460
11835.20
11552.20
11552.20
True
LW65
1.00
0.08142
0.08142
11835.20
11623.91
11623.91
True
LW65
1.17
0.10682
0.10682
11835.20
11691.80
11691.80
True
LW65
1.33
0.12429
0.12429
11835.20
11738.50
11738.50
True
LW65
1.50
0.14003
0.14003
11835.20
11780.60
11780.60
True
LW65
1.67
0.15537
0.15537
11835.20
11821.60
11821.60
True
LW65
1.83
0.16555
0.16555
11835.20
11848.80
11848.80
True
LW65
2.00
0.17909
0.17909
11835.20
11885.00
11885.00
True
LW65
2.17
0.18855
0.18855
11835.20
11910.30
11910.30
True
LW65
2.33
0.20265
0.20265
11835.20
11948.00
11948.00
True
LW65
2.50
0.20935
0.20935
11835.20
11965.90
11965.90
True
LW65
2.67
0.21384
0.21384
11835.20
11977.90
11977.90
True
LW65
2.83
0.21702
0.21702
11835.20
11986.40
11986.40
True
LW65
3.00
0.22615
0.22615
11835.20
12010.82
12010.82
True
LW65
3.17
0.23407
0.23407
11835.20
12032.00
12032.00
True
LW65
3.33
0.23737
0.23737
11835.20
12040.80
12040.80
True
LW65
3.50
0.23849
0.23849
11835.20
12043.80
12043.80
True
LW65
3.67
0.24286
0.24286
11835.20
12055.50
12055.50
True
LW65
3.83
0.24652
0.24652
11835.20
12065.27
12065.27
True
LW65
4.00
0.24705
0.24705
11835.20
12066.70
12066.70
True
LW65
4.17
0.24859
0.24859
11835.20
12070.80
12070.80
True
LW65
4.33
0.24776
0.24776
11835.20
12068.60
12068.60
True
LW65
4.50
0.24964
0.24964
11835.20
12073.60
12073.60
True
LW65
4.67
0.25465
0.25465
11835.20
12087.00
12087.00
True
LW65
4.83
0.25281
0.25281
11835.20
12082.09
12082.09
True
LW65
5.00
0.25697
0.25697
11835.20
12093.20
12093.20
True
LW65
5.17
0.25959
0.25959
11835.20
12100.20
12100.20
True
LW65
5.33
0.26591
0.26591
11835.20
12117.10
12117.10
True
LW65
5.50
0.27365
0.27365
11835.20
12137.80
12137.80
True
LW65
5.67
0.28166
0.28166
11835.20
12159.20
12159.20
True
LW65
5.83
0.29801
0.29801
11835.20
12202.91
12202.91
True
LW65
6.00
0.31005
0.31005
11835.20
12235.10
12235.10
True
LW65
6.17
0.32594
0.32594
11835.20
12277.60
12277.60
True
LW65
6.33
0.34420
0.34420
11835.20
12326.40
12326.40
True
LW65
6.50
0.35505
0.35505
11835.20
12355.40
12355.40
True
LW65
6.67
0.37715
0.37715
11835.20
12414.50
12414.50
True
LW65
6.83
0.39815
0.39815
11835.20
12470.64
12470.64
True
LW65
7.00
0.42114
0.42114
11835.20
12532.10
12532.10
True
LW65
7.17
0.43921
0.43921
11835.20
12580.40
12580.40
True
LW65
7.33
0.46682
0.46682
11835.20
12654.20
12654.20
True
LW65
7.50
0.49038
0.49038
11835.20
12717.20
12717.20
True
LW65
7.67
0.51436
0.51436
11835.20
12781.30
12781.30
True
LW65
7.83
0.53285
0.53285
11835.20
12830.73
12830.73
True
LW65
8.00
0.55869
0.55869
11835.20
12899.80
12899.80
True
LW65
8.17
0.57575
0.57575
11835.20
12945.40
12945.40
True
LW65
8.33
0.59452
0.59452
11835.20
12995.60
12995.60
True
LW65
8.50
0.61278
0.61278
11835.20
13044.40
13044.40
True
LW65
8.67
0.62482
0.62482
11835.20
13076.60
13076.60
True
LW65
8.83
0.63330
0.63330
11835.20
13099.27
13099.27
True
LW65
9.00
0.64323
0.64323
11835.20
13125.80
13125.80
True
LW65
9.17
0.65127
0.65127
11835.20
13147.30
13147.30
True
LW65
9.33
0.65639
0.65639
11835.20
13161.00
13161.00
True
LW65
9.50
0.65830
0.65830
11835.20
13166.10
13166.10
True
LW65
9.67
0.66283
0.66283
11835.20
13178.20
13178.20
True
LW65
9.83
0.66714
0.66714
11835.20
13189.73
13189.73
True
LW65
10.00
0.66836
0.66836
11835.20
13193.00
13193.00
True
LW65
10.17
0.66885
0.66885
11835.20
13194.30
13194.30
True
LW65
10.33
0.67296
0.67296
11835.20
13205.30
13205.30
True
LW65
10.50
0.67525
0.67525
11835.20
13211.40
13211.40
True
LW65
10.67
0.67532
0.67532
11835.20
13211.60
13211.60
True
LW65
10.83
0.67316
0.67316
11835.20
13205.82
13205.82
True
LW65
11.00
0.67326
0.67326
11835.20
13206.10
13206.10
True
LW65
11.17
0.67132
0.67132
11835.20
13200.90
13200.90
True
LW65
11.33
0.66945
0.66945
11835.20
13195.90
13195.90
True
LW65
11.50
0.66578
0.66578
11835.20
13186.10
13186.10
True
LW65
11.67
0.66567
0.66567
11835.20
13185.80
13185.80
True
LW65
11.83
0.66884
0.66884
11835.20
13194.27
13194.27
True
LW65
12.00
0.66851
0.66851
11835.20
13193.40
13193.40
True
LW65
12.17
0.66425
0.66425
11835.20
13182.00
13182.00
True
LW65
12.33
0.66526
0.66526
11835.20
13184.70
13184.70
True
LW65
12.50
0.66043
0.66043
11835.20
13171.80
13171.80
True
LW65
12.67
0.65546
0.65546
11835.20
13158.50
13158.50
True
LW65
12.83
0.65697
0.65697
11835.20
13162.55
13162.55
True
LW65
13.00
0.65789
0.65789
11835.20
13165.00
13165.00
True
LW65
13.17
0.66013
0.66013
11835.20
13171.00
13171.00
True
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