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
2026-04-15 inc4
Run date
2026-04-15
Media
FB
Incubator
inc4
Well file
2026-04-15 A3.xlsx
Well ID
A3
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
NBF
Strain source
NBF
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
2.33869
2.0-42.0 h
LW60
end_norm
0.07090
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.07964
2.0-42.0 h
LW60
max_norm
0.07964
2.0-42.0 h
LW60
min_norm
-0.00372
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
0.00135
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
1.00000
2.0-42.0 h
LW61
slope_norm
2.0-42.0 h
LW62
auc_norm
-21.58471
2.0-42.0 h
LW62
end_norm
-0.61889
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.72806
2.0-42.0 h
LW62
max_norm
0.47075
2.0-42.0 h
LW62
min_norm
-0.72806
2.0-42.0 h
LW62
pct_abnormal_rows
0.00000
2.0-42.0 h
LW62
pct_missing_norm
0.01660
2.0-42.0 h
LW62
pct_saturated_rows
0.03425
2.0-42.0 h
LW62
slope_norm
-0.01454
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
0.21494
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.17012
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
4.35911
2.0-42.0 h
LW65
end_norm
0.12879
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.15081
2.0-42.0 h
LW65
max_norm
0.15081
2.0-42.0 h
LW65
min_norm
-0.00108
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
0.00324
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 564 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
26588.23091
326.76310
Ready
LW65
5
8126.43091
192.91943
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
0.00–46.83 h
6602.04–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–46.83 h
6602.04–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–46.83 h
6602.04–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–46.83 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
0.00–46.83 h
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–46.83 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–46.83 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–46.83 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
-1.00000
-1.00000
27088.00
23470.64
23574.90
True
LW60
0.17
-0.28405
-0.28405
27088.00
25732.30
25732.30
True
LW60
0.33
-0.15681
-0.15681
27088.00
26115.70
26115.70
True
LW60
0.50
-0.05304
-0.05304
27088.00
26428.40
26428.40
True
LW60
0.67
0.01811
0.01811
27088.00
26642.80
26642.80
True
LW60
0.83
0.07441
0.07441
27088.00
26812.45
26812.45
True
LW60
1.00
0.11733
0.11733
27088.00
26941.80
26941.80
True
LW60
1.17
0.13983
0.13983
27088.00
27009.60
27009.60
True
LW60
1.33
0.16230
0.16230
27088.00
27077.30
27077.30
True
LW60
1.50
0.17096
0.17096
27088.00
27103.40
27103.40
True
LW60
1.67
0.16884
0.16884
27088.00
27097.00
27097.00
True
LW60
1.83
0.16287
0.16287
27088.00
27079.00
27079.00
True
LW60
2.00
0.16117
0.16117
27088.00
27073.90
27073.90
True
LW60
2.17
0.13240
0.13240
27088.00
26987.20
26987.20
True
LW60
2.33
0.14627
0.14627
27088.00
27029.00
27029.00
True
LW60
2.50
0.19343
0.19343
27088.00
27171.10
27171.10
True
LW60
2.67
0.22555
0.22555
27088.00
27267.90
27267.90
True
LW60
2.83
0.24287
0.24287
27088.00
27320.09
27320.09
True
LW60
3.00
0.23853
0.23853
27088.00
27307.00
27307.00
True
LW60
3.17
0.22018
0.22018
27088.00
27251.70
27251.70
True
LW60
3.33
0.20740
0.20740
27088.00
27213.20
27213.20
True
LW60
3.50
0.19884
0.19884
27088.00
27187.40
27187.40
True
LW60
3.67
0.20199
0.20199
27088.00
27196.90
27196.90
True
LW60
3.83
0.16187
0.16187
27088.00
27076.00
27076.00
True
LW60
4.00
0.17833
0.17833
27088.00
27125.60
27125.60
True
LW60
4.17
0.20953
0.20953
27088.00
27219.60
27219.60
True
LW60
4.33
0.23100
0.23100
27088.00
27284.30
27284.30
True
LW60
4.50
0.23534
0.23534
27088.00
27297.40
27297.40
True
LW60
4.67
0.23212
0.23212
27088.00
27287.70
27287.70
True
LW60
4.83
0.21551
0.21551
27088.00
27237.64
27237.64
True
LW60
5.00
0.20206
0.20206
27088.00
27197.10
27197.10
True
LW60
5.17
0.19980
0.19980
27088.00
27190.30
27190.30
True
LW60
5.33
0.18374
0.18374
27088.00
27141.90
27141.90
True
LW60
5.50
0.14621
0.14621
27088.00
27028.80
27028.80
True
LW60
5.67
0.17514
0.17514
27088.00
27116.00
27116.00
True
LW60
5.83
0.20483
0.20483
27088.00
27205.45
27205.45
True
LW60
6.00
0.22014
0.22014
27088.00
27251.60
27251.60
True
LW60
6.17
0.22993
0.22993
27088.00
27281.10
27281.10
True
LW60
6.33
0.21908
0.21908
27088.00
27248.40
27248.40
True
LW60
6.50
0.21590
0.21590
27088.00
27238.80
27238.80
True
LW60
6.67
0.21271
0.21271
27088.00
27229.20
27229.20
True
LW60
6.83
0.23313
0.23313
27088.00
27290.73
27290.73
True
LW60
7.00
0.22343
0.22343
27088.00
27261.50
27261.50
True
LW60
7.17
0.22343
0.22343
27088.00
27261.50
27261.50
True
LW60
7.33
0.27941
0.27941
27088.00
27430.20
27430.20
True
LW60
7.50
0.34320
0.34320
27088.00
27622.40
27622.40
True
LW60
7.67
0.39722
0.39722
27088.00
27785.20
27785.20
True
LW60
7.83
0.44437
0.44437
27088.00
27927.27
27927.27
True
LW60
8.00
0.48517
0.48517
27088.00
28050.20
28050.20
True
LW60
8.17
0.51683
0.51683
27088.00
28145.60
28145.60
True
LW60
8.33
0.54092
0.54092
27088.00
28218.20
28218.20
True
LW60
8.50
0.57016
0.57016
27088.00
28306.30
28306.30
True
LW60
8.67
0.55821
0.55821
27088.00
28270.30
28270.30
True
LW60
8.83
0.57111
0.57111
27088.00
28309.18
28309.18
True
LW60
9.00
0.63258
0.63258
27088.00
28494.40
28494.40
True
LW60
9.17
0.68422
0.68422
27088.00
28650.00
28650.00
True
LW60
9.33
0.72271
0.72271
27088.00
28766.00
28766.00
True
LW60
9.50
0.73914
0.73914
27088.00
28815.50
28815.50
True
LW60
9.67
0.74461
0.74461
27088.00
28832.00
28832.00
True
LW60
9.83
0.75457
0.75457
27088.00
28862.00
28862.00
True
LW60
10.00
0.75557
0.75557
27088.00
28865.00
28865.00
True
LW60
10.17
0.76456
0.76456
27088.00
28892.10
28892.10
True
LW60
10.33
0.72162
0.72162
27088.00
28762.70
28762.70
True
LW60
10.50
0.73695
0.73695
27088.00
28808.90
28808.90
True
LW60
10.67
0.78769
0.78769
27088.00
28961.80
28961.80
True
LW60
10.83
0.83304
0.83304
27088.00
29098.45
29098.45
True
LW60
11.00
0.85731
0.85731
27088.00
29171.60
29171.60
True
LW60
11.17
0.85950
0.85950
27088.00
29178.20
29178.20
True
LW60
11.33
0.85622
0.85622
27088.00
29168.30
29168.30
True
LW60
11.50
0.85184
0.85184
27088.00
29155.10
29155.10
True
LW60
11.67
0.84633
0.84633
27088.00
29138.50
29138.50
True
LW60
11.83
0.81992
0.81992
27088.00
29058.91
29058.91
True
LW60
12.00
0.78109
0.78109
27088.00
28941.90
28941.90
True
LW60
12.17
0.81859
0.81859
27088.00
29054.90
29054.90
True
LW60
12.33
0.85293
0.85293
27088.00
29158.40
29158.40
True
LW60
12.50
0.87510
0.87510
27088.00
29225.20
29225.20
True
LW60
12.67
0.87510
0.87510
27088.00
29225.20
29225.20
True
LW60
12.83
0.86113
0.86113
27088.00
29183.09
29183.09
True
LW60
13.00
0.84855
0.84855
27088.00
29145.20
29145.20
True
LW60
13.17
0.83634
0.83634
27088.00
29108.40
29108.40
True
LW65
0.00
-0.62330
-0.62330
8501.34
7093.64
7093.64
True
LW65
0.17
-0.29224
-0.29224
8501.34
7642.20
7642.20
True
LW65
0.33
-0.16194
-0.16194
8501.34
7858.10
7858.10
True
LW65
0.50
-0.06339
-0.06339
8501.34
8021.40
8021.40
True
LW65
0.67
0.01410
0.01410
8501.34
8149.80
8149.80
True
LW65
0.83
0.07847
0.07847
8501.34
8256.45
8256.45
True
LW65
1.00
0.13275
0.13275
8501.34
8346.40
8346.40
True
LW65
1.17
0.16685
0.16685
8501.34
8402.90
8402.90
True
LW65
1.33
0.19661
0.19661
8501.34
8452.20
8452.20
True
LW65
1.50
0.22213
0.22213
8501.34
8494.50
8494.50
True
LW65
1.67
0.23197
0.23197
8501.34
8510.80
8510.80
True
LW65
1.83
0.23039
0.23039
8501.34
8508.18
8508.18
True
LW65
2.00
0.22075
0.22075
8501.34
8492.20
8492.20
True
LW65
2.17
0.23197
0.23197
8501.34
8510.80
8510.80
True
LW65
2.33
0.25931
0.25931
8501.34
8556.10
8556.10
True
LW65
2.50
0.28490
0.28490
8501.34
8598.50
8598.50
True
LW65
2.67
0.29474
0.29474
8501.34
8614.80
8614.80
True
LW65
2.83
0.31082
0.31082
8501.34
8641.45
8641.45
True
LW65
3.00
0.30753
0.30753
8501.34
8636.00
8636.00
True
LW65
3.17
0.29890
0.29890
8501.34
8621.70
8621.70
True
LW65
3.33
0.29057
0.29057
8501.34
8607.90
8607.90
True
LW65
3.50
0.28206
0.28206
8501.34
8593.80
8593.80
True
LW65
3.67
0.25515
0.25515
8501.34
8549.20
8549.20
True
LW65
3.83
0.25930
0.25930
8501.34
8556.09
8556.09
True
LW65
4.00
0.28345
0.28345
8501.34
8596.10
8596.10
True
LW65
4.17
0.29057
0.29057
8501.34
8607.90
8607.90
True
LW65
4.33
0.30319
0.30319
8501.34
8628.80
8628.80
True
LW65
4.50
0.30319
0.30319
8501.34
8628.80
8628.80
True
LW65
4.67
0.29890
0.29890
8501.34
8621.70
8621.70
True
LW65
4.83
0.28767
0.28767
8501.34
8603.09
8603.09
True
LW65
5.00
0.27772
0.27772
8501.34
8586.60
8586.60
True
LW65
5.17
0.26353
0.26353
8501.34
8563.10
8563.10
True
LW65
5.33
0.25225
0.25225
8501.34
8544.40
8544.40
True
LW65
5.50
0.25659
0.25659
8501.34
8551.60
8551.60
True
LW65
5.67
0.27627
0.27627
8501.34
8584.20
8584.20
True
LW65
5.83
0.28767
0.28767
8501.34
8603.09
8603.09
True
LW65
6.00
0.29480
0.29480
8501.34
8614.90
8614.90
True
LW65
6.17
0.30319
0.30319
8501.34
8628.80
8628.80
True
LW65
6.33
0.29751
0.29751
8501.34
8619.40
8619.40
True
LW65
6.50
0.30029
0.30029
8501.34
8624.00
8624.00
True
LW65
6.67
0.29474
0.29474
8501.34
8614.80
8614.80
True
LW65
6.83
0.28109
0.28109
8501.34
8592.18
8592.18
True
LW65
7.00
0.28496
0.28496
8501.34
8598.60
8598.60
True
LW65
7.17
0.30614
0.30614
8501.34
8633.70
8633.70
True
LW65
7.33
0.33903
0.33903
8501.34
8688.20
8688.20
True
LW65
7.50
0.37452
0.37452
8501.34
8747.00
8747.00
True
LW65
7.67
0.40168
0.40168
8501.34
8792.00
8792.00
True
LW65
7.83
0.42489
0.42489
8501.34
8830.45
8830.45
True
LW65
8.00
0.44332
0.44332
8501.34
8861.00
8861.00
True
LW65
8.17
0.45919
0.45919
8501.34
8887.30
8887.30
True
LW65
8.33
0.47893
0.47893
8501.34
8920.00
8920.00
True
LW65
8.50
0.47319
0.47319
8501.34
8910.50
8910.50
True
LW65
8.67
0.48617
0.48617
8501.34
8932.00
8932.00
True
LW65
8.83
0.51475
0.51475
8501.34
8979.36
8979.36
True
LW65
9.00
0.54785
0.54785
8501.34
9034.20
9034.20
True
LW65
9.17
0.57235
0.57235
8501.34
9074.80
9074.80
True
LW65
9.33
0.59360
0.59360
8501.34
9110.00
9110.00
True
LW65
9.50
0.60953
0.60953
8501.34
9136.40
9136.40
True
LW65
9.67
0.61532
0.61532
8501.34
9146.00
9146.00
True
LW65
9.83
0.62586
0.62586
8501.34
9163.45
9163.45
True
LW65
10.00
0.62401
0.62401
8501.34
9160.40
9160.40
True
LW65
10.17
0.61532
0.61532
8501.34
9146.00
9146.00
True
LW65
10.33
0.61967
0.61967
8501.34
9153.20
9153.20
True
LW65
10.50
0.64272
0.64272
8501.34
9191.40
9191.40
True
LW65
10.67
0.66686
0.66686
8501.34
9231.40
9231.40
True
LW65
10.83
0.69241
0.69241
8501.34
9273.73
9273.73
True
LW65
11.00
0.70887
0.70887
8501.34
9301.00
9301.00
True
LW65
11.17
0.71466
0.71466
8501.34
9310.60
9310.60
True
LW65
11.33
0.71611
0.71611
8501.34
9313.00
9313.00
True
LW65
11.50
0.71756
0.71756
8501.34
9315.40
9315.40
True
LW65
11.67
0.70887
0.70887
8501.34
9301.00
9301.00
True
LW65
11.83
0.70294
0.70294
8501.34
9291.18
9291.18
True
LW65
12.00
0.70452
0.70452
8501.34
9293.80
9293.80
True
LW65
12.17
0.72625
0.72625
8501.34
9329.80
9329.80
True
LW65
12.33
0.74797
0.74797
8501.34
9365.80
9365.80
True
LW65
12.50
0.76391
0.76391
8501.34
9392.20
9392.20
True
LW65
12.67
0.77405
0.77405
8501.34
9409.00
9409.00
True
LW65
12.83
0.77141
0.77141
8501.34
9404.64
9404.64
True
LW65
13.00
0.77405
0.77405
8501.34
9409.00
9409.00
True
LW65
13.17
0.76535
0.76535
8501.34
9394.60
9394.60
True
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