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
2026-04-20 inc4
Run date
2026-04-20
Media
FB
Incubator
inc4
Well file
2026-04-20 B2.xlsx
Well ID
B2
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
10.87367
2.0-42.0 h
LW60
end_norm
0.40323
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.40323
2.0-42.0 h
LW60
max_norm
0.40323
2.0-42.0 h
LW60
min_norm
0.00160
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
0.01016
2.0-42.0 h
LW61
auc_norm
16.68231
2.0-42.0 h
LW61
end_norm
0.57137
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.58956
2.0-42.0 h
LW61
max_norm
0.58956
2.0-42.0 h
LW61
min_norm
0.02052
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
0.01221
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
0.38216
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-14.48412
2.0-42.0 h
LW64
end_norm
-0.43793
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.43915
2.0-42.0 h
LW64
max_norm
-0.02139
2.0-42.0 h
LW64
min_norm
-0.43915
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
-0.00660
2.0-42.0 h
LW65
auc_norm
5.66860
2.0-42.0 h
LW65
end_norm
0.18927
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.18927
2.0-42.0 h
LW65
max_norm
0.18927
2.0-42.0 h
LW65
min_norm
0.00623
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
0.00359
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 808 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
6110.56909
112.49837
Ready
LW65
5
8401.05273
216.63361
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
0.00–67.17 h
4873.64–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.17 h
4873.64–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.17 h
4873.64–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.17 h
4873.64–49923.62 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
0.00–67.17 h
-0.89653–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.17 h
-0.89653–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.17 h
-0.89653–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.17 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
-0.46164
-0.46164
6247.00
4873.64
4873.64
True
LW60
0.17
-0.12281
-0.12281
6247.00
5781.50
5781.50
True
LW60
0.33
-0.06254
-0.06254
6247.00
5943.00
5943.00
True
LW60
0.50
-0.01887
-0.01887
6247.00
6060.00
6060.00
True
LW60
0.67
0.00886
0.00886
6247.00
6134.30
6134.30
True
LW60
0.83
0.03022
0.03022
6247.00
6191.55
6191.55
True
LW60
1.00
0.04233
0.04233
6247.00
6224.00
6224.00
True
LW60
1.17
0.04233
0.04233
6247.00
6224.00
6224.00
True
LW60
1.33
0.04233
0.04233
6247.00
6224.00
6224.00
True
LW60
1.50
0.04834
0.04834
6247.00
6240.10
6240.10
True
LW60
1.67
0.05092
0.05092
6247.00
6247.00
6247.00
True
LW60
1.83
0.05092
0.05092
6247.00
6247.00
6247.00
True
LW60
2.00
0.05465
0.05465
6247.00
6257.00
6257.00
True
LW60
2.17
0.05913
0.05913
6247.00
6269.00
6269.00
True
LW60
2.33
0.05913
0.05913
6247.00
6269.00
6269.00
True
LW60
2.50
0.05913
0.05913
6247.00
6269.00
6269.00
True
LW60
2.67
0.05913
0.05913
6247.00
6269.00
6269.00
True
LW60
2.83
0.05913
0.05913
6247.00
6269.00
6269.00
True
LW60
3.00
0.05913
0.05913
6247.00
6269.00
6269.00
True
LW60
3.17
0.05913
0.05913
6247.00
6269.00
6269.00
True
LW60
3.33
0.05831
0.05831
6247.00
6266.80
6266.80
True
LW60
3.50
0.05831
0.05831
6247.00
6266.80
6266.80
True
LW60
3.67
0.05913
0.05913
6247.00
6269.00
6269.00
True
LW60
3.83
0.05913
0.05913
6247.00
6269.00
6269.00
True
LW60
4.00
0.05913
0.05913
6247.00
6269.00
6269.00
True
LW60
4.17
0.05913
0.05913
6247.00
6269.00
6269.00
True
LW60
4.33
0.06600
0.06600
6247.00
6287.40
6287.40
True
LW60
4.50
0.06857
0.06857
6247.00
6294.30
6294.30
True
LW60
4.67
0.07712
0.07712
6247.00
6317.20
6317.20
True
LW60
4.83
0.08451
0.08451
6247.00
6337.00
6337.00
True
LW60
5.00
0.08451
0.08451
6247.00
6337.00
6337.00
True
LW60
5.17
0.09137
0.09137
6247.00
6355.40
6355.40
True
LW60
5.33
0.09391
0.09391
6247.00
6362.20
6362.20
True
LW60
5.50
0.10048
0.10048
6247.00
6379.80
6379.80
True
LW60
5.67
0.10130
0.10130
6247.00
6382.00
6382.00
True
LW60
5.83
0.10364
0.10364
6247.00
6388.27
6388.27
True
LW60
6.00
0.10903
0.10903
6247.00
6402.70
6402.70
True
LW60
6.17
0.11074
0.11074
6247.00
6407.30
6407.30
True
LW60
6.33
0.11847
0.11847
6247.00
6428.00
6428.00
True
LW60
6.50
0.12257
0.12257
6247.00
6439.00
6439.00
True
LW60
6.67
0.12754
0.12754
6247.00
6452.30
6452.30
True
LW60
6.83
0.13526
0.13526
6247.00
6473.00
6473.00
True
LW60
7.00
0.14213
0.14213
6247.00
6491.40
6491.40
True
LW60
7.17
0.15213
0.15213
6247.00
6518.20
6518.20
True
LW60
7.33
0.16408
0.16408
6247.00
6550.20
6550.20
True
LW60
7.50
0.17942
0.17942
6247.00
6591.30
6591.30
True
LW60
7.67
0.19546
0.19546
6247.00
6634.30
6634.30
True
LW60
7.83
0.21320
0.21320
6247.00
6681.82
6681.82
True
LW60
8.00
0.23372
0.23372
6247.00
6736.80
6736.80
True
LW60
8.17
0.25320
0.25320
6247.00
6789.00
6789.00
True
LW60
8.33
0.27197
0.27197
6247.00
6839.30
6839.30
True
LW60
8.50
0.29086
0.29086
6247.00
6889.90
6889.90
True
LW60
8.67
0.31023
0.31023
6247.00
6941.80
6941.80
True
LW60
8.83
0.32927
0.32927
6247.00
6992.82
6992.82
True
LW60
9.00
0.34628
0.34628
6247.00
7038.40
7038.40
True
LW60
9.17
0.36345
0.36345
6247.00
7084.40
7084.40
True
LW60
9.33
0.37804
0.37804
6247.00
7123.50
7123.50
True
LW60
9.50
0.39177
0.39177
6247.00
7160.30
7160.30
True
LW60
9.67
0.40808
0.40808
6247.00
7204.00
7204.00
True
LW60
9.83
0.42057
0.42057
6247.00
7237.45
7237.45
True
LW60
10.00
0.43212
0.43212
6247.00
7268.40
7268.40
True
LW60
10.17
0.44328
0.44328
6247.00
7298.30
7298.30
True
LW60
10.33
0.45529
0.45529
6247.00
7330.50
7330.50
True
LW60
10.50
0.46388
0.46388
6247.00
7353.50
7353.50
True
LW60
10.67
0.47504
0.47504
6247.00
7383.40
7383.40
True
LW60
10.83
0.48690
0.48690
6247.00
7415.18
7415.18
True
LW60
11.00
0.49736
0.49736
6247.00
7443.20
7443.20
True
LW60
11.17
0.50594
0.50594
6247.00
7466.20
7466.20
True
LW60
11.33
0.51624
0.51624
6247.00
7493.80
7493.80
True
LW60
11.50
0.52397
0.52397
6247.00
7514.50
7514.50
True
LW60
11.67
0.53542
0.53542
6247.00
7545.20
7545.20
True
LW60
11.83
0.54268
0.54268
6247.00
7564.64
7564.64
True
LW60
12.00
0.54923
0.54923
6247.00
7582.20
7582.20
True
LW60
12.17
0.55610
0.55610
6247.00
7600.60
7600.60
True
LW60
12.33
0.56297
0.56297
6247.00
7619.00
7619.00
True
LW60
12.50
0.57069
0.57069
6247.00
7639.70
7639.70
True
LW60
12.67
0.57842
0.57842
6247.00
7660.40
7660.40
True
LW60
12.83
0.58404
0.58404
6247.00
7675.45
7675.45
True
LW60
13.00
0.58961
0.58961
6247.00
7690.40
7690.40
True
LW60
13.17
0.59768
0.59768
6247.00
7712.00
7712.00
True
LW65
0.00
-0.75664
-0.75664
8846.60
6630.55
6630.55
True
LW65
0.17
-0.24593
-0.24593
8846.60
7825.60
7825.60
True
LW65
0.33
-0.13037
-0.13037
8846.60
8096.00
8096.00
True
LW65
0.50
-0.04737
-0.04737
8846.60
8290.20
8290.20
True
LW65
0.67
0.00981
0.00981
8846.60
8424.00
8424.00
True
LW65
0.83
0.06338
0.06338
8846.60
8549.36
8549.36
True
LW65
1.00
0.10455
0.10455
8846.60
8645.70
8645.70
True
LW65
1.17
0.12780
0.12780
8846.60
8700.10
8700.10
True
LW65
1.33
0.14481
0.14481
8846.60
8739.90
8739.90
True
LW65
1.50
0.16708
0.16708
8846.60
8792.00
8792.00
True
LW65
1.67
0.18118
0.18118
8846.60
8825.00
8825.00
True
LW65
1.83
0.19964
0.19964
8846.60
8868.20
8868.20
True
LW65
2.00
0.21397
0.21397
8846.60
8901.73
8901.73
True
LW65
2.17
0.22998
0.22998
8846.60
8939.20
8939.20
True
LW65
2.33
0.23716
0.23716
8846.60
8956.00
8956.00
True
LW65
2.50
0.24601
0.24601
8846.60
8976.70
8976.70
True
LW65
2.67
0.25520
0.25520
8846.60
8998.20
8998.20
True
LW65
2.83
0.26238
0.26238
8846.60
9015.00
9015.00
True
LW65
3.00
0.26750
0.26750
8846.60
9027.00
9027.00
True
LW65
3.17
0.27058
0.27058
8846.60
9034.20
9034.20
True
LW65
3.33
0.27674
0.27674
8846.60
9048.60
9048.60
True
LW65
3.50
0.28597
0.28597
8846.60
9070.20
9070.20
True
LW65
3.67
0.28900
0.28900
8846.60
9077.30
9077.30
True
LW65
3.83
0.29695
0.29695
8846.60
9095.91
9095.91
True
LW65
4.00
0.31118
0.31118
8846.60
9129.20
9129.20
True
LW65
4.17
0.32246
0.32246
8846.60
9155.60
9155.60
True
LW65
4.33
0.34080
0.34080
8846.60
9198.50
9198.50
True
LW65
4.50
0.36204
0.36204
8846.60
9248.20
9248.20
True
LW65
4.67
0.38460
0.38460
8846.60
9301.00
9301.00
True
LW65
4.83
0.40745
0.40745
8846.60
9354.45
9354.45
True
LW65
5.00
0.42871
0.42871
8846.60
9404.20
9404.20
True
LW65
5.17
0.44306
0.44306
8846.60
9437.80
9437.80
True
LW65
5.33
0.45640
0.45640
8846.60
9469.00
9469.00
True
LW65
5.50
0.46255
0.46255
8846.60
9483.40
9483.40
True
LW65
5.67
0.46973
0.46973
8846.60
9500.20
9500.20
True
LW65
5.83
0.47178
0.47178
8846.60
9505.00
9505.00
True
LW65
6.00
0.47486
0.47486
8846.60
9512.20
9512.20
True
LW65
6.17
0.47589
0.47589
8846.60
9514.60
9514.60
True
LW65
6.33
0.48204
0.48204
8846.60
9529.00
9529.00
True
LW65
6.50
0.48409
0.48409
8846.60
9533.80
9533.80
True
LW65
6.67
0.49024
0.49024
8846.60
9548.20
9548.20
True
LW65
6.83
0.49136
0.49136
8846.60
9550.82
9550.82
True
LW65
7.00
0.49230
0.49230
8846.60
9553.00
9553.00
True
LW65
7.17
0.50050
0.50050
8846.60
9572.20
9572.20
True
LW65
7.33
0.50255
0.50255
8846.60
9577.00
9577.00
True
LW65
7.50
0.51076
0.51076
8846.60
9596.20
9596.20
True
LW65
7.67
0.51691
0.51691
8846.60
9610.60
9610.60
True
LW65
7.83
0.52493
0.52493
8846.60
9629.36
9629.36
True
LW65
8.00
0.53435
0.53435
8846.60
9651.40
9651.40
True
LW65
8.17
0.54255
0.54255
8846.60
9670.60
9670.60
True
LW65
8.33
0.54768
0.54768
8846.60
9682.60
9682.60
True
LW65
8.50
0.55486
0.55486
8846.60
9699.40
9699.40
True
LW65
8.67
0.56409
0.56409
8846.60
9721.00
9721.00
True
LW65
8.83
0.56969
0.56969
8846.60
9734.09
9734.09
True
LW65
9.00
0.57435
0.57435
8846.60
9745.00
9745.00
True
LW65
9.17
0.57743
0.57743
8846.60
9752.20
9752.20
True
LW65
9.33
0.58358
0.58358
8846.60
9766.60
9766.60
True
LW65
9.50
0.58461
0.58461
8846.60
9769.00
9769.00
True
LW65
9.67
0.59384
0.59384
8846.60
9790.60
9790.60
True
LW65
9.83
0.59486
0.59486
8846.60
9793.00
9793.00
True
LW65
10.00
0.59486
0.59486
8846.60
9793.00
9793.00
True
LW65
10.17
0.59691
0.59691
8846.60
9797.80
9797.80
True
LW65
10.33
0.60512
0.60512
8846.60
9817.00
9817.00
True
LW65
10.50
0.60614
0.60614
8846.60
9819.40
9819.40
True
LW65
10.67
0.61435
0.61435
8846.60
9838.60
9838.60
True
LW65
10.83
0.61631
0.61631
8846.60
9843.18
9843.18
True
LW65
11.00
0.62153
0.62153
8846.60
9855.40
9855.40
True
LW65
11.17
0.62563
0.62563
8846.60
9865.00
9865.00
True
LW65
11.33
0.62991
0.62991
8846.60
9875.00
9875.00
True
LW65
11.50
0.63418
0.63418
8846.60
9885.00
9885.00
True
LW65
11.67
0.63734
0.63734
8846.60
9892.40
9892.40
True
LW65
11.83
0.64005
0.64005
8846.60
9898.73
9898.73
True
LW65
12.00
0.64657
0.64657
8846.60
9914.00
9914.00
True
LW65
12.17
0.64657
0.64657
8846.60
9914.00
9914.00
True
LW65
12.33
0.65170
0.65170
8846.60
9926.00
9926.00
True
LW65
12.50
0.65478
0.65478
8846.60
9933.20
9933.20
True
LW65
12.67
0.65683
0.65683
8846.60
9938.00
9938.00
True
LW65
12.83
0.66056
0.66056
8846.60
9946.73
9946.73
True
LW65
13.00
0.66709
0.66709
8846.60
9962.00
9962.00
True
LW65
13.17
0.66709
0.66709
8846.60
9962.00
9962.00
True
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