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
2026-04-10 inc4
Run date
2026-04-10
Media
FB
Incubator
inc4
Well file
2026-04-10 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 25830
Strain source
ATCC 25830
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
42.58066
2.0-42.0 h
LW60
end_norm
1.39122
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
1.39122
2.0-42.0 h
LW60
max_norm
1.39122
2.0-42.0 h
LW60
min_norm
-0.00018
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
0.02068
2.0-42.0 h
LW61
auc_norm
-25.68111
2.0-42.0 h
LW61
end_norm
-1.00000
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.03062
2.0-42.0 h
LW61
max_norm
2.03062
2.0-42.0 h
LW61
min_norm
-1.00000
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
0.10788
2.0-42.0 h
LW61
pct_saturated_rows
0.32641
2.0-42.0 h
LW61
slope_norm
-0.02842
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
0.78672
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
0.11577
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
0.08778
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
28.42098
2.0-42.0 h
LW65
end_norm
1.01741
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
1.01741
2.0-42.0 h
LW65
max_norm
1.01741
2.0-42.0 h
LW65
min_norm
0.00248
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
0.01602
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 526 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
6032.50909
47.84206
Ready
LW65
5
8505.50364
94.57568
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
0.00–44.33 h
5417.91–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–44.33 h
5417.91–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–44.33 h
5417.91–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–44.33 h
5417.91–49923.62 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
0.00–44.33 h
-0.89653–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–44.33 h
-0.89653–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–44.33 h
-0.89653–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–44.33 h
-0.89653–1.00000 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
-0.07059
-0.07059
6093.50
5417.91
5417.91
True
LW60
0.17
-0.02068
-0.02068
6093.50
5852.50
5852.50
True
LW60
0.33
-0.00803
-0.00803
6093.50
5962.60
5962.60
True
LW60
0.50
-0.00228
-0.00228
6093.50
6012.70
6012.70
True
LW60
0.67
0.00052
0.00052
6093.50
6037.00
6037.00
True
LW60
0.83
0.00368
0.00368
6093.50
6064.55
6064.55
True
LW60
1.00
0.00611
0.00611
6093.50
6085.70
6085.70
True
LW60
1.17
0.00701
0.00701
6093.50
6093.50
6093.50
True
LW60
1.33
0.00710
0.00710
6093.50
6094.30
6094.30
True
LW60
1.50
0.00698
0.00698
6093.50
6093.30
6093.30
True
LW60
1.67
0.00703
0.00703
6093.50
6093.70
6093.70
True
LW60
1.83
0.00717
0.00717
6093.50
6094.91
6094.91
True
LW60
2.00
0.00696
0.00696
6093.50
6093.10
6093.10
True
LW60
2.17
0.00713
0.00713
6093.50
6094.60
6094.60
True
LW60
2.33
0.00688
0.00688
6093.50
6092.40
6092.40
True
LW60
2.50
0.00689
0.00689
6093.50
6092.50
6092.50
True
LW60
2.67
0.00717
0.00717
6093.50
6094.90
6094.90
True
LW60
2.83
0.00972
0.00972
6093.50
6117.09
6117.09
True
LW60
3.00
0.00973
0.00973
6093.50
6117.20
6117.20
True
LW60
3.17
0.00960
0.00960
6093.50
6116.10
6116.10
True
LW60
3.33
0.00968
0.00968
6093.50
6116.80
6116.80
True
LW60
3.50
0.00967
0.00967
6093.50
6116.70
6116.70
True
LW60
3.67
0.00998
0.00998
6093.50
6119.40
6119.40
True
LW60
3.83
0.01159
0.01159
6093.50
6133.45
6133.45
True
LW60
4.00
0.00967
0.00967
6093.50
6116.70
6116.70
True
LW60
4.17
0.00959
0.00959
6093.50
6116.00
6116.00
True
LW60
4.33
0.00949
0.00949
6093.50
6115.10
6115.10
True
LW60
4.50
0.01209
0.01209
6093.50
6137.80
6137.80
True
LW60
4.67
0.01394
0.01394
6093.50
6153.90
6153.90
True
LW60
4.83
0.01859
0.01859
6093.50
6194.36
6194.36
True
LW60
5.00
0.02464
0.02464
6093.50
6247.00
6247.00
True
LW60
5.17
0.03303
0.03303
6093.50
6320.10
6320.10
True
LW60
5.33
0.04477
0.04477
6093.50
6422.30
6422.30
True
LW60
5.50
0.06536
0.06536
6093.50
6601.50
6601.50
True
LW60
5.67
0.09997
0.09997
6093.50
6902.90
6902.90
True
LW60
5.83
0.15575
0.15575
6093.50
7388.45
7388.45
True
LW60
6.00
0.22694
0.22694
6093.50
8008.30
8008.30
True
LW60
6.17
0.29023
0.29023
6093.50
8559.30
8559.30
True
LW60
6.33
0.35328
0.35328
6093.50
9108.20
9108.20
True
LW60
6.50
0.43961
0.43961
6093.50
9859.80
9859.80
True
LW60
6.67
0.53436
0.53436
6093.50
10684.70
10684.70
True
LW60
6.83
0.60618
0.60618
6093.50
11310.00
11310.00
True
LW60
7.00
0.65839
0.65839
6093.50
11764.50
11764.50
True
LW60
7.17
0.69556
0.69556
6093.50
12088.10
12088.10
True
LW60
7.33
0.72729
0.72729
6093.50
12364.40
12364.40
True
LW60
7.50
0.75413
0.75413
6093.50
12598.00
12598.00
True
LW60
7.67
0.77663
0.77663
6093.50
12793.90
12793.90
True
LW60
7.83
0.79669
0.79669
6093.50
12968.55
12968.55
True
LW60
8.00
0.81111
0.81111
6093.50
13094.10
13094.10
True
LW60
8.17
0.82216
0.82216
6093.50
13190.30
13190.30
True
LW60
8.33
0.83232
0.83232
6093.50
13278.80
13278.80
True
LW60
8.50
0.84523
0.84523
6093.50
13391.20
13391.20
True
LW60
8.67
0.85295
0.85295
6093.50
13458.40
13458.40
True
LW60
8.83
0.86118
0.86118
6093.50
13530.00
13530.00
True
LW60
9.00
0.86925
0.86925
6093.50
13600.30
13600.30
True
LW60
9.17
0.87582
0.87582
6093.50
13657.50
13657.50
True
LW60
9.33
0.88143
0.88143
6093.50
13706.30
13706.30
True
LW60
9.50
0.88448
0.88448
6093.50
13732.90
13732.90
True
LW60
9.67
0.88685
0.88685
6093.50
13753.50
13753.50
True
LW60
9.83
0.88851
0.88851
6093.50
13768.00
13768.00
True
LW60
10.00
0.89205
0.89205
6093.50
13798.80
13798.80
True
LW60
10.17
0.89390
0.89390
6093.50
13814.90
13814.90
True
LW60
10.33
0.89514
0.89514
6093.50
13825.70
13825.70
True
LW60
10.50
0.89525
0.89525
6093.50
13826.60
13826.60
True
LW60
10.67
0.89515
0.89515
6093.50
13825.80
13825.80
True
LW60
10.83
0.89451
0.89451
6093.50
13820.18
13820.18
True
LW60
11.00
0.89177
0.89177
6093.50
13796.30
13796.30
True
LW60
11.17
0.89025
0.89025
6093.50
13783.10
13783.10
True
LW60
11.33
0.88773
0.88773
6093.50
13761.20
13761.20
True
LW60
11.50
0.88603
0.88603
6093.50
13746.40
13746.40
True
LW60
11.67
0.88371
0.88371
6093.50
13726.20
13726.20
True
LW60
11.83
0.88032
0.88032
6093.50
13696.64
13696.64
True
LW60
12.00
0.87658
0.87658
6093.50
13664.10
13664.10
True
LW60
12.17
0.87440
0.87440
6093.50
13645.10
13645.10
True
LW60
12.33
0.87034
0.87034
6093.50
13609.80
13609.80
True
LW60
12.50
0.86745
0.86745
6093.50
13584.60
13584.60
True
LW60
12.67
0.86428
0.86428
6093.50
13557.00
13557.00
True
LW60
12.83
0.86146
0.86146
6093.50
13532.45
13532.45
True
LW60
13.00
0.85920
0.85920
6093.50
13512.80
13512.80
True
LW60
13.17
0.85514
0.85514
6093.50
13477.40
13477.40
True
LW65
0.00
-0.10800
-0.10800
8726.34
7499.00
7499.00
True
LW65
0.17
-0.03082
-0.03082
8726.34
8218.30
8218.30
True
LW65
0.33
-0.01366
-0.01366
8726.34
8378.20
8378.20
True
LW65
0.50
-0.00571
-0.00571
8726.34
8452.30
8452.30
True
LW65
0.67
0.00074
0.00074
8726.34
8512.40
8512.40
True
LW65
0.83
0.00626
0.00626
8726.34
8563.82
8563.82
True
LW65
1.00
0.01237
0.01237
8726.34
8620.80
8620.80
True
LW65
1.17
0.01597
0.01597
8726.34
8654.30
8654.30
True
LW65
1.33
0.01835
0.01835
8726.34
8676.50
8676.50
True
LW65
1.50
0.02078
0.02078
8726.34
8699.20
8699.20
True
LW65
1.67
0.02359
0.02359
8726.34
8725.40
8725.40
True
LW65
1.83
0.02380
0.02380
8726.34
8727.27
8727.27
True
LW65
2.00
0.02602
0.02602
8726.34
8748.00
8748.00
True
LW65
2.17
0.02679
0.02679
8726.34
8755.20
8755.20
True
LW65
2.33
0.02849
0.02849
8726.34
8771.00
8771.00
True
LW65
2.50
0.03025
0.03025
8726.34
8787.40
8787.40
True
LW65
2.67
0.03258
0.03258
8726.34
8809.10
8809.10
True
LW65
2.83
0.03625
0.03625
8726.34
8843.36
8843.36
True
LW65
3.00
0.03701
0.03701
8726.34
8850.40
8850.40
True
LW65
3.17
0.03888
0.03888
8726.34
8867.90
8867.90
True
LW65
3.33
0.03999
0.03999
8726.34
8878.20
8878.20
True
LW65
3.50
0.04122
0.04122
8726.34
8889.70
8889.70
True
LW65
3.67
0.04359
0.04359
8726.34
8911.80
8911.80
True
LW65
3.83
0.04410
0.04410
8726.34
8916.55
8916.55
True
LW65
4.00
0.04432
0.04432
8726.34
8918.60
8918.60
True
LW65
4.17
0.04420
0.04420
8726.34
8917.40
8917.40
True
LW65
4.33
0.04611
0.04611
8726.34
8935.20
8935.20
True
LW65
4.50
0.04792
0.04792
8726.34
8952.10
8952.10
True
LW65
4.67
0.04896
0.04896
8726.34
8961.80
8961.80
True
LW65
4.83
0.05163
0.05163
8726.34
8986.73
8986.73
True
LW65
5.00
0.05390
0.05390
8726.34
9007.80
9007.80
True
LW65
5.17
0.05761
0.05761
8726.34
9042.40
9042.40
True
LW65
5.33
0.06398
0.06398
8726.34
9101.80
9101.80
True
LW65
5.50
0.07412
0.07412
8726.34
9196.30
9196.30
True
LW65
5.67
0.09478
0.09478
8726.34
9388.80
9388.80
True
LW65
5.83
0.13229
0.13229
8726.34
9738.45
9738.45
True
LW65
6.00
0.19171
0.19171
8726.34
10292.20
10292.20
True
LW65
6.17
0.25682
0.25682
8726.34
10899.00
10899.00
True
LW65
6.33
0.32735
0.32735
8726.34
11556.40
11556.40
True
LW65
6.50
0.39947
0.39947
8726.34
12228.50
12228.50
True
LW65
6.67
0.47788
0.47788
8726.34
12959.30
12959.30
True
LW65
6.83
0.55186
0.55186
8726.34
13648.82
13648.82
True
LW65
7.00
0.61066
0.61066
8726.34
14196.80
14196.80
True
LW65
7.17
0.66067
0.66067
8726.34
14662.90
14662.90
True
LW65
7.33
0.69255
0.69255
8726.34
14960.00
14960.00
True
LW65
7.50
0.71649
0.71649
8726.34
15183.10
15183.10
True
LW65
7.67
0.73334
0.73334
8726.34
15340.20
15340.20
True
LW65
7.83
0.74751
0.74751
8726.34
15472.18
15472.18
True
LW65
8.00
0.75871
0.75871
8726.34
15576.60
15576.60
True
LW65
8.17
0.76586
0.76586
8726.34
15643.20
15643.20
True
LW65
8.33
0.77311
0.77311
8726.34
15710.80
15710.80
True
LW65
8.50
0.78200
0.78200
8726.34
15793.70
15793.70
True
LW65
8.67
0.78660
0.78660
8726.34
15836.50
15836.50
True
LW65
8.83
0.79239
0.79239
8726.34
15890.45
15890.45
True
LW65
9.00
0.79494
0.79494
8726.34
15914.30
15914.30
True
LW65
9.17
0.79895
0.79895
8726.34
15951.60
15951.60
True
LW65
9.33
0.80300
0.80300
8726.34
15989.40
15989.40
True
LW65
9.50
0.80570
0.80570
8726.34
16014.50
16014.50
True
LW65
9.67
0.80737
0.80737
8726.34
16030.10
16030.10
True
LW65
9.83
0.80841
0.80841
8726.34
16039.82
16039.82
True
LW65
10.00
0.80785
0.80785
8726.34
16034.60
16034.60
True
LW65
10.17
0.81050
0.81050
8726.34
16059.30
16059.30
True
LW65
10.33
0.81463
0.81463
8726.34
16097.80
16097.80
True
LW65
10.50
0.81645
0.81645
8726.34
16114.70
16114.70
True
LW65
10.67
0.81518
0.81518
8726.34
16102.90
16102.90
True
LW65
10.83
0.81534
0.81534
8726.34
16104.36
16104.36
True
LW65
11.00
0.80984
0.80984
8726.34
16053.10
16053.10
True
LW65
11.17
0.80578
0.80578
8726.34
16015.30
16015.30
True
LW65
11.33
0.80127
0.80127
8726.34
15973.30
15973.30
True
LW65
11.50
0.79528
0.79528
8726.34
15917.40
15917.40
True
LW65
11.67
0.78961
0.78961
8726.34
15864.60
15864.60
True
LW65
11.83
0.78153
0.78153
8726.34
15789.27
15789.27
True
LW65
12.00
0.77699
0.77699
8726.34
15747.00
15747.00
True
LW65
12.17
0.77343
0.77343
8726.34
15713.80
15713.80
True
LW65
12.33
0.76720
0.76720
8726.34
15655.70
15655.70
True
LW65
12.50
0.76269
0.76269
8726.34
15613.70
15613.70
True
LW65
12.67
0.75841
0.75841
8726.34
15573.80
15573.80
True
LW65
12.83
0.75310
0.75310
8726.34
15524.27
15524.27
True
LW65
13.00
0.74868
0.74868
8726.34
15483.10
15483.10
True
LW65
13.17
0.74329
0.74329
8726.34
15432.90
15432.90
True
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