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
2026-04-13 inc4
Run date
2026-04-13
Media
FB
Incubator
inc4
Well file
2026-04-13 C4.xlsx
Well ID
C4
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
12.50522
2.0-42.0 h
LW60
end_norm
0.54968
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.54968
2.0-42.0 h
LW60
max_norm
0.54968
2.0-42.0 h
LW60
min_norm
0.00369
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
0.01400
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
-23.54630
2.0-42.0 h
LW62
end_norm
-0.72065
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.75434
2.0-42.0 h
LW62
max_norm
-0.04102
2.0-42.0 h
LW62
min_norm
-0.75434
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
-0.00868
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
0.10705
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.09921
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-10.13186
2.0-42.0 h
LW64
end_norm
-0.42262
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.49168
2.0-42.0 h
LW64
max_norm
0.05384
2.0-42.0 h
LW64
min_norm
-0.49168
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
-0.01410
2.0-42.0 h
LW65
auc_norm
4.08839
2.0-42.0 h
LW65
end_norm
0.18900
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.18991
2.0-42.0 h
LW65
max_norm
0.18991
2.0-42.0 h
LW65
min_norm
-0.00263
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
0.00574
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 814 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
29996.85455
1087.61188
Ready
LW65
5
20990.29091
277.62031
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
0.00–67.67 h
6602.04–50396.50 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.67 h
6602.04–50396.50 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.67 h
6602.04–50396.50 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.67 h
6602.04–50396.50 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
0.00–67.67 h
-0.89653–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.67 h
-0.89653–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.67 h
-0.89653–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.67 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
-0.37393
-0.37393
30201.82
22368.82
22368.82
True
LW60
0.17
-0.19788
-0.19788
30201.82
25960.20
25960.20
True
LW60
0.33
-0.09064
-0.09064
30201.82
28147.80
28147.80
True
LW60
0.50
-0.00172
-0.00172
30201.82
29961.70
29961.70
True
LW60
0.67
0.04059
0.04059
30201.82
30824.90
30824.90
True
LW60
0.83
0.03492
0.03492
30201.82
30709.27
30709.27
True
LW60
1.00
0.01685
0.01685
30201.82
30340.60
30340.60
True
LW60
1.17
0.00835
0.00835
30201.82
30167.20
30167.20
True
LW60
1.33
0.00368
0.00368
30201.82
30072.00
30072.00
True
LW60
1.50
0.00418
0.00418
30201.82
30082.20
30082.20
True
LW60
1.67
0.00868
0.00868
30201.82
30174.00
30174.00
True
LW60
1.83
0.01141
0.01141
30201.82
30229.64
30229.64
True
LW60
2.00
0.01552
0.01552
30201.82
30313.40
30313.40
True
LW60
2.17
0.01802
0.01802
30201.82
30364.40
30364.40
True
LW60
2.33
0.02135
0.02135
30201.82
30432.40
30432.40
True
LW60
2.50
0.02285
0.02285
30201.82
30463.00
30463.00
True
LW60
2.67
0.02468
0.02468
30201.82
30500.40
30500.40
True
LW60
2.83
0.02641
0.02641
30201.82
30535.64
30535.64
True
LW60
3.00
0.02839
0.02839
30201.82
30576.00
30576.00
True
LW60
3.17
0.02968
0.02968
30201.82
30602.40
30602.40
True
LW60
3.33
0.03172
0.03172
30201.82
30644.00
30644.00
True
LW60
3.50
0.03272
0.03272
30201.82
30664.40
30664.40
True
LW60
3.67
0.03469
0.03469
30201.82
30704.50
30704.50
True
LW60
3.83
0.03813
0.03813
30201.82
30774.64
30774.64
True
LW60
4.00
0.03957
0.03957
30201.82
30804.00
30804.00
True
LW60
4.17
0.04090
0.04090
30201.82
30831.20
30831.20
True
LW60
4.33
0.04241
0.04241
30201.82
30862.00
30862.00
True
LW60
4.50
0.04428
0.04428
30201.82
30900.20
30900.20
True
LW60
4.67
0.04578
0.04578
30201.82
30930.80
30930.80
True
LW60
4.83
0.04802
0.04802
30201.82
30976.55
30976.55
True
LW60
5.00
0.05050
0.05050
30201.82
31027.00
31027.00
True
LW60
5.17
0.05100
0.05100
30201.82
31037.20
31037.20
True
LW60
5.33
0.05350
0.05350
30201.82
31088.20
31088.20
True
LW60
5.50
0.05520
0.05520
30201.82
31123.00
31123.00
True
LW60
5.67
0.05739
0.05739
30201.82
31167.60
31167.60
True
LW60
5.83
0.05938
0.05938
30201.82
31208.18
31208.18
True
LW60
6.00
0.06112
0.06112
30201.82
31243.60
31243.60
True
LW60
6.17
0.06402
0.06402
30201.82
31302.90
31302.90
True
LW60
6.33
0.06551
0.06551
30201.82
31333.30
31333.30
True
LW60
6.50
0.06686
0.06686
30201.82
31360.80
31360.80
True
LW60
6.67
0.06991
0.06991
30201.82
31422.90
31422.90
True
LW60
6.83
0.07184
0.07184
30201.82
31462.27
31462.27
True
LW60
7.00
0.07499
0.07499
30201.82
31526.60
31526.60
True
LW60
7.17
0.07871
0.07871
30201.82
31602.60
31602.60
True
LW60
7.33
0.08266
0.08266
30201.82
31683.00
31683.00
True
LW60
7.50
0.08722
0.08722
30201.82
31776.10
31776.10
True
LW60
7.67
0.09319
0.09319
30201.82
31897.90
31897.90
True
LW60
7.83
0.10060
0.10060
30201.82
32049.09
32049.09
True
LW60
8.00
0.11030
0.11030
30201.82
32247.00
32247.00
True
LW60
8.17
0.12128
0.12128
30201.82
32471.00
32471.00
True
LW60
8.33
0.13508
0.13508
30201.82
32752.40
32752.40
True
LW60
8.50
0.15188
0.15188
30201.82
33095.10
33095.10
True
LW60
8.67
0.17349
0.17349
30201.82
33536.00
33536.00
True
LW60
8.83
0.19763
0.19763
30201.82
34028.45
34028.45
True
LW60
9.00
0.22281
0.22281
30201.82
34542.10
34542.10
True
LW60
9.17
0.24346
0.24346
30201.82
34963.30
34963.30
True
LW60
9.33
0.26063
0.26063
30201.82
35313.70
35313.70
True
LW60
9.50
0.27220
0.27220
30201.82
35549.60
35549.60
True
LW60
9.67
0.27920
0.27920
30201.82
35692.40
35692.40
True
LW60
9.83
0.28333
0.28333
30201.82
35776.64
35776.64
True
LW60
10.00
0.28387
0.28387
30201.82
35787.60
35787.60
True
LW60
10.17
0.28189
0.28189
30201.82
35747.30
35747.30
True
LW60
10.33
0.27884
0.27884
30201.82
35685.00
35685.00
True
LW60
10.50
0.27593
0.27593
30201.82
35625.80
35625.80
True
LW60
10.67
0.27162
0.27162
30201.82
35537.80
35537.80
True
LW60
10.83
0.26621
0.26621
30201.82
35427.36
35427.36
True
LW60
11.00
0.25938
0.25938
30201.82
35288.10
35288.10
True
LW60
11.17
0.25209
0.25209
30201.82
35139.40
35139.40
True
LW60
11.33
0.24596
0.24596
30201.82
35014.30
35014.30
True
LW60
11.50
0.23957
0.23957
30201.82
34884.00
34884.00
True
LW60
11.67
0.23427
0.23427
30201.82
34775.90
34775.90
True
LW60
11.83
0.23069
0.23069
30201.82
34702.91
34702.91
True
LW60
12.00
0.23045
0.23045
30201.82
34698.00
34698.00
True
LW60
12.17
0.23292
0.23292
30201.82
34748.40
34748.40
True
LW60
12.33
0.23614
0.23614
30201.82
34814.00
34814.00
True
LW60
12.50
0.24041
0.24041
30201.82
34901.20
34901.20
True
LW60
12.67
0.24404
0.24404
30201.82
34975.20
34975.20
True
LW60
12.83
0.24877
0.24877
30201.82
35071.64
35071.64
True
LW60
13.00
0.25347
0.25347
30201.82
35167.60
35167.60
True
LW60
13.17
0.25866
0.25866
30201.82
35273.40
35273.40
True
LW65
0.00
-0.27214
-0.27214
21191.34
19630.36
19630.36
True
LW65
0.17
-0.17190
-0.17190
21191.34
20131.30
20131.30
True
LW65
0.33
-0.08555
-0.08555
21191.34
20562.80
20562.80
True
LW65
0.50
-0.02197
-0.02197
21191.34
20880.50
20880.50
True
LW65
0.67
0.01437
0.01437
21191.34
21062.10
21062.10
True
LW65
0.83
0.04646
0.04646
21191.34
21222.45
21222.45
True
LW65
1.00
0.04669
0.04669
21191.34
21223.60
21223.60
True
LW65
1.17
0.04549
0.04549
21191.34
21217.60
21217.60
True
LW65
1.33
0.04076
0.04076
21191.34
21194.00
21194.00
True
LW65
1.50
0.03724
0.03724
21191.34
21176.40
21176.40
True
LW65
1.67
0.03666
0.03666
21191.34
21173.50
21173.50
True
LW65
1.83
0.04322
0.04322
21191.34
21206.27
21206.27
True
LW65
2.00
0.04669
0.04669
21191.34
21223.60
21223.60
True
LW65
2.17
0.04669
0.04669
21191.34
21223.60
21223.60
True
LW65
2.33
0.04959
0.04959
21191.34
21238.10
21238.10
True
LW65
2.50
0.04375
0.04375
21191.34
21208.90
21208.90
True
LW65
2.67
0.04435
0.04435
21191.34
21211.90
21211.90
True
LW65
2.83
0.04217
0.04217
21191.34
21201.00
21201.00
True
LW65
3.00
0.04559
0.04559
21191.34
21218.10
21218.10
True
LW65
3.17
0.04669
0.04669
21191.34
21223.60
21223.60
True
LW65
3.33
0.04385
0.04385
21191.34
21209.40
21209.40
True
LW65
3.50
0.04147
0.04147
21191.34
21197.50
21197.50
True
LW65
3.67
0.04020
0.04020
21191.34
21191.20
21191.20
True
LW65
3.83
0.03895
0.03895
21191.34
21184.91
21184.91
True
LW65
4.00
0.04018
0.04018
21191.34
21191.10
21191.10
True
LW65
4.17
0.03606
0.03606
21191.34
21170.50
21170.50
True
LW65
4.33
0.03900
0.03900
21191.34
21185.20
21185.20
True
LW65
4.50
0.03606
0.03606
21191.34
21170.50
21170.50
True
LW65
4.67
0.03724
0.03724
21191.34
21176.40
21176.40
True
LW65
4.83
0.04004
0.04004
21191.34
21190.36
21190.36
True
LW65
5.00
0.03664
0.03664
21191.34
21173.40
21173.40
True
LW65
5.17
0.03662
0.03662
21191.34
21173.30
21173.30
True
LW65
5.33
0.03434
0.03434
21191.34
21161.90
21161.90
True
LW65
5.50
0.03082
0.03082
21191.34
21144.30
21144.30
True
LW65
5.67
0.03724
0.03724
21191.34
21176.40
21176.40
True
LW65
5.83
0.03151
0.03151
21191.34
21147.73
21147.73
True
LW65
6.00
0.03548
0.03548
21191.34
21167.60
21167.60
True
LW65
6.17
0.03032
0.03032
21191.34
21141.80
21141.80
True
LW65
6.33
0.02906
0.02906
21191.34
21135.50
21135.50
True
LW65
6.50
0.03022
0.03022
21191.34
21141.30
21141.30
True
LW65
6.67
0.03256
0.03256
21191.34
21153.00
21153.00
True
LW65
6.83
0.03311
0.03311
21191.34
21155.73
21155.73
True
LW65
7.00
0.03370
0.03370
21191.34
21158.70
21158.70
True
LW65
7.17
0.04607
0.04607
21191.34
21220.50
21220.50
True
LW65
7.33
0.04855
0.04855
21191.34
21232.90
21232.90
True
LW65
7.50
0.04667
0.04667
21191.34
21223.50
21223.50
True
LW65
7.67
0.04669
0.04669
21191.34
21223.60
21223.60
True
LW65
7.83
0.05017
0.05017
21191.34
21241.00
21241.00
True
LW65
8.00
0.05075
0.05075
21191.34
21243.90
21243.90
True
LW65
8.17
0.04727
0.04727
21191.34
21226.50
21226.50
True
LW65
8.33
0.04195
0.04195
21191.34
21199.90
21199.90
True
LW65
8.50
0.04257
0.04257
21191.34
21203.00
21203.00
True
LW65
8.67
0.04431
0.04431
21191.34
21211.70
21211.70
True
LW65
8.83
0.04433
0.04433
21191.34
21211.82
21211.82
True
LW65
9.00
0.04139
0.04139
21191.34
21197.10
21197.10
True
LW65
9.17
0.04375
0.04375
21191.34
21208.90
21208.90
True
LW65
9.33
0.04551
0.04551
21191.34
21217.70
21217.70
True
LW65
9.50
0.04795
0.04795
21191.34
21229.90
21229.90
True
LW65
9.67
0.05133
0.05133
21191.34
21246.80
21246.80
True
LW65
9.83
0.05035
0.05035
21191.34
21241.91
21241.91
True
LW65
10.00
0.04841
0.04841
21191.34
21232.20
21232.20
True
LW65
10.17
0.05133
0.05133
21191.34
21246.80
21246.80
True
LW65
10.33
0.04727
0.04727
21191.34
21226.50
21226.50
True
LW65
10.50
0.04667
0.04667
21191.34
21223.50
21223.50
True
LW65
10.67
0.04841
0.04841
21191.34
21232.20
21232.20
True
LW65
10.83
0.05017
0.05017
21191.34
21241.00
21241.00
True
LW65
11.00
0.04843
0.04843
21191.34
21232.30
21232.30
True
LW65
11.17
0.04969
0.04969
21191.34
21238.60
21238.60
True
LW65
11.33
0.05367
0.05367
21191.34
21258.50
21258.50
True
LW65
11.50
0.05613
0.05613
21191.34
21270.80
21270.80
True
LW65
11.67
0.05389
0.05389
21191.34
21259.60
21259.60
True
LW65
11.83
0.05836
0.05836
21191.34
21281.91
21281.91
True
LW65
12.00
0.06432
0.06432
21191.34
21311.70
21311.70
True
LW65
12.17
0.06960
0.06960
21191.34
21338.10
21338.10
True
LW65
12.33
0.07789
0.07789
21191.34
21379.50
21379.50
True
LW65
12.50
0.08379
0.08379
21191.34
21409.00
21409.00
True
LW65
12.67
0.08743
0.08743
21191.34
21427.20
21427.20
True
LW65
12.83
0.09683
0.09683
21191.34
21474.18
21474.18
True
LW65
13.00
0.10440
0.10440
21191.34
21512.00
21512.00
True
LW65
13.17
0.11269
0.11269
21191.34
21553.40
21553.40
True
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