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
2026-05-29 inc5_Deyu
Run date
2026-05-29
Media
FB
Incubator
inc5
Well file
05-29-26_C3.xlsx
Well ID
C3
Sample role
blank
Sample status
inferred_blank
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
inferred_blank
Strain source
FB blank
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
-0.54496
2.0-42.0 h
LW60
end_norm
-0.00602
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.01907
2.0-42.0 h
LW60
max_norm
-0.00068
2.0-42.0 h
LW60
min_norm
-0.01907
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
0.00015
2.0-42.0 h
LW61
auc_norm
4.09631
2.0-42.0 h
LW61
end_norm
0.15171
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.15171
2.0-42.0 h
LW61
max_norm
0.15171
2.0-42.0 h
LW61
min_norm
0.00747
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
0.00298
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
0.02365
2.0-42.0 h
LW62
pct_missing_norm
1.00000
2.0-42.0 h
LW62
pct_saturated_rows
0.00000
2.0-42.0 h
LW62
slope_norm
2.0-42.0 h
LW63
auc_norm
-17.67023
2.0-42.0 h
LW63
end_norm
-0.52574
2.0-42.0 h
LW63
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW63
max_abs_norm
0.52574
2.0-42.0 h
LW63
max_norm
-0.06295
2.0-42.0 h
LW63
min_norm
-0.52574
2.0-42.0 h
LW63
pct_abnormal_rows
0.00000
2.0-42.0 h
LW63
pct_missing_norm
0.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.00000
2.0-42.0 h
LW63
slope_norm
-0.00710
2.0-42.0 h
LW64
auc_norm
1.31081
2.0-42.0 h
LW64
end_norm
0.04657
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.05082
2.0-42.0 h
LW64
max_norm
0.05082
2.0-42.0 h
LW64
min_norm
-0.00495
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
0.00112
2.0-42.0 h
LW65
auc_norm
1.02056
2.0-42.0 h
LW65
end_norm
0.04043
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.04043
2.0-42.0 h
LW65
max_norm
0.04043
2.0-42.0 h
LW65
min_norm
0.00348
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
0.00074
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 534 source points
Control overlay: mean of 4 control samples matched from the same experimental run. 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
51745.92000
127.07994
Ready
LW65
5
7349.56909
60.45845
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
6551.98–52207.00 Ω
LW65
5 1 1 1 sample dash pattern
0.00–44.33 h
6551.98–52207.00 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–44.33 h
6551.98–52207.00 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–44.33 h
6551.98–52207.00 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
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–44.33 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–44.33 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–44.33 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
51947.40
48373.82
48373.82
True
LW60
0.17
-0.09713
-0.09713
51947.40
51418.40
51418.40
True
LW60
0.33
-0.05757
-0.05757
51947.40
51551.80
51551.80
True
LW60
0.50
-0.01391
-0.01391
51947.40
51699.00
51699.00
True
LW60
0.67
0.01064
0.01064
51947.40
51781.80
51781.80
True
LW60
0.83
0.02019
0.02019
51947.40
51814.00
51814.00
True
LW60
1.00
0.04065
0.04065
51947.40
51883.00
51883.00
True
LW60
1.17
0.05020
0.05020
51947.40
51915.20
51915.20
True
LW60
1.33
0.06521
0.06521
51947.40
51965.80
51965.80
True
LW60
1.50
0.07066
0.07066
51947.40
51984.20
51984.20
True
LW60
1.67
0.06521
0.06521
51947.40
51965.80
51965.80
True
LW60
1.83
0.05429
0.05429
51947.40
51929.00
51929.00
True
LW60
2.00
0.04933
0.04933
51947.40
51912.27
51912.27
True
LW60
2.17
0.03656
0.03656
51947.40
51869.20
51869.20
True
LW60
2.33
0.02837
0.02837
51947.40
51841.60
51841.60
True
LW60
2.50
0.02155
0.02155
51947.40
51818.60
51818.60
True
LW60
2.67
0.01473
0.01473
51947.40
51795.60
51795.60
True
LW60
2.83
-0.00164
-0.00164
51947.40
51740.40
51740.40
True
LW60
3.00
-0.01019
-0.01019
51947.40
51711.55
51711.55
True
LW60
3.17
-0.02619
-0.02619
51947.40
51657.60
51657.60
True
LW60
3.33
-0.03165
-0.03165
51947.40
51639.20
51639.20
True
LW60
3.50
-0.04802
-0.04802
51947.40
51584.00
51584.00
True
LW60
3.67
-0.06439
-0.06439
51947.40
51528.80
51528.80
True
LW60
3.83
-0.06439
-0.06439
51947.40
51528.80
51528.80
True
LW60
4.00
-0.07803
-0.07803
51947.40
51482.80
51482.80
True
LW60
4.17
-0.08584
-0.08584
51947.40
51456.45
51456.45
True
LW60
4.33
-0.09985
-0.09985
51947.40
51409.20
51409.20
True
LW60
4.50
-0.11077
-0.11077
51947.40
51372.40
51372.40
True
LW60
4.67
-0.11622
-0.11622
51947.40
51354.00
51354.00
True
LW60
4.83
-0.12577
-0.12577
51947.40
51321.80
51321.80
True
LW60
5.00
-0.13669
-0.13669
51947.40
51285.00
51285.00
True
LW60
5.17
-0.14275
-0.14275
51947.40
51264.55
51264.55
True
LW60
5.33
-0.15140
-0.15140
51947.40
51235.40
51235.40
True
LW60
5.50
-0.15685
-0.15685
51947.40
51217.00
51217.00
True
LW60
5.67
-0.16367
-0.16367
51947.40
51194.00
51194.00
True
LW60
5.83
-0.17322
-0.17322
51947.40
51161.80
51161.80
True
LW60
6.00
-0.17731
-0.17731
51947.40
51148.00
51148.00
True
LW60
6.17
-0.17853
-0.17853
51947.40
51143.91
51143.91
True
LW60
6.33
-0.17998
-0.17998
51947.40
51139.00
51139.00
True
LW60
6.50
-0.18132
-0.18132
51947.40
51134.50
51134.50
True
LW60
6.67
-0.19066
-0.19066
51947.40
51103.00
51103.00
True
LW60
6.83
-0.19475
-0.19475
51947.40
51089.20
51089.20
True
LW60
7.00
-0.20157
-0.20157
51947.40
51066.20
51066.20
True
LW60
7.17
-0.20294
-0.20294
51947.40
51061.60
51061.60
True
LW60
7.33
-0.20678
-0.20678
51947.40
51048.64
51048.64
True
LW60
7.50
-0.21112
-0.21112
51947.40
51034.00
51034.00
True
LW60
7.67
-0.21521
-0.21521
51947.40
51020.20
51020.20
True
LW60
7.83
-0.21928
-0.21928
51947.40
51006.50
51006.50
True
LW60
8.00
-0.23268
-0.23268
51947.40
50961.30
50961.30
True
LW60
8.17
-0.22995
-0.22995
51947.40
50970.50
50970.50
True
LW60
8.33
-0.22522
-0.22522
51947.40
50986.45
50986.45
True
LW60
8.50
-0.22862
-0.22862
51947.40
50975.00
50975.00
True
LW60
8.67
-0.22995
-0.22995
51947.40
50970.50
50970.50
True
LW60
8.83
-0.23265
-0.23265
51947.40
50961.40
50961.40
True
LW60
9.00
-0.23401
-0.23401
51947.40
50956.80
50956.80
True
LW60
9.17
-0.23265
-0.23265
51947.40
50961.40
50961.40
True
LW60
9.33
-0.22886
-0.22886
51947.40
50974.18
50974.18
True
LW60
9.50
-0.22862
-0.22862
51947.40
50975.00
50975.00
True
LW60
9.67
-0.22995
-0.22995
51947.40
50970.50
50970.50
True
LW60
9.83
-0.22995
-0.22995
51947.40
50970.50
50970.50
True
LW60
10.00
-0.23129
-0.23129
51947.40
50966.00
50966.00
True
LW60
10.17
-0.23129
-0.23129
51947.40
50966.00
50966.00
True
LW60
10.33
-0.22886
-0.22886
51947.40
50974.18
50974.18
True
LW60
10.50
-0.22595
-0.22595
51947.40
50984.00
50984.00
True
LW60
10.67
-0.22595
-0.22595
51947.40
50984.00
50984.00
True
LW60
10.83
-0.23129
-0.23129
51947.40
50966.00
50966.00
True
LW60
11.00
-0.22728
-0.22728
51947.40
50979.50
50979.50
True
LW60
11.17
-0.22995
-0.22995
51947.40
50970.50
50970.50
True
LW60
11.33
-0.22058
-0.22058
51947.40
51002.10
51002.10
True
LW60
11.50
-0.22158
-0.22158
51947.40
50998.73
50998.73
True
LW60
11.67
-0.21794
-0.21794
51947.40
51011.00
51011.00
True
LW60
11.83
-0.22728
-0.22728
51947.40
50979.50
50979.50
True
LW60
12.00
-0.22061
-0.22061
51947.40
51002.00
51002.00
True
LW60
12.17
-0.21794
-0.21794
51947.40
51011.00
51011.00
True
LW60
12.33
-0.21521
-0.21521
51947.40
51020.20
51020.20
True
LW60
12.50
-0.21419
-0.21419
51947.40
51023.64
51023.64
True
LW60
12.67
-0.21521
-0.21521
51947.40
51020.20
51020.20
True
LW60
12.83
-0.21112
-0.21112
51947.40
51034.00
51034.00
True
LW60
13.00
-0.21248
-0.21248
51947.40
51029.40
51029.40
True
LW60
13.17
-0.20703
-0.20703
51947.40
51047.80
51047.80
True
LW65
0.00
-0.96164
-0.96164
7523.80
6802.27
6802.27
True
LW65
0.17
-0.24769
-0.24769
7523.80
7208.60
7208.60
True
LW65
0.33
-0.14262
-0.14262
7523.80
7268.40
7268.40
True
LW65
0.50
-0.05775
-0.05775
7523.80
7316.70
7316.70
True
LW65
0.67
0.00287
0.00287
7523.80
7351.20
7351.20
True
LW65
0.83
0.06753
0.06753
7523.80
7388.00
7388.00
True
LW65
1.00
0.12998
0.12998
7523.80
7423.55
7423.55
True
LW65
1.17
0.18068
0.18068
7523.80
7452.40
7452.40
True
LW65
1.33
0.23322
0.23322
7523.80
7482.30
7482.30
True
LW65
1.50
0.26959
0.26959
7523.80
7503.00
7503.00
True
LW65
1.67
0.29384
0.29384
7523.80
7516.80
7516.80
True
LW65
1.83
0.31843
0.31843
7523.80
7530.80
7530.80
True
LW65
2.00
0.35217
0.35217
7523.80
7550.00
7550.00
True
LW65
2.17
0.35217
0.35217
7523.80
7550.00
7550.00
True
LW65
2.33
0.37642
0.37642
7523.80
7563.80
7563.80
True
LW65
2.50
0.39258
0.39258
7523.80
7573.00
7573.00
True
LW65
2.67
0.39258
0.39258
7523.80
7573.00
7573.00
True
LW65
2.83
0.39258
0.39258
7523.80
7573.00
7573.00
True
LW65
3.00
0.40360
0.40360
7523.80
7579.27
7579.27
True
LW65
3.17
0.42087
0.42087
7523.80
7589.10
7589.10
True
LW65
3.33
0.42895
0.42895
7523.80
7593.70
7593.70
True
LW65
3.50
0.43300
0.43300
7523.80
7596.00
7596.00
True
LW65
3.67
0.43300
0.43300
7523.80
7596.00
7596.00
True
LW65
3.83
0.43300
0.43300
7523.80
7596.00
7596.00
True
LW65
4.00
0.43704
0.43704
7523.80
7598.30
7598.30
True
LW65
4.17
0.44034
0.44034
7523.80
7600.18
7600.18
True
LW65
4.33
0.43704
0.43704
7523.80
7598.30
7598.30
True
LW65
4.50
0.43704
0.43704
7523.80
7598.30
7598.30
True
LW65
4.67
0.44916
0.44916
7523.80
7605.20
7605.20
True
LW65
4.83
0.43300
0.43300
7523.80
7596.00
7596.00
True
LW65
5.00
0.44108
0.44108
7523.80
7600.60
7600.60
True
LW65
5.17
0.44769
0.44769
7523.80
7604.36
7604.36
True
LW65
5.33
0.46937
0.46937
7523.80
7616.70
7616.70
True
LW65
5.50
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
5.67
0.46937
0.46937
7523.80
7616.70
7616.70
True
LW65
5.83
0.46533
0.46533
7523.80
7614.40
7614.40
True
LW65
6.00
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
6.17
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
6.33
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
6.50
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
6.67
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
6.83
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
7.00
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
7.17
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
7.33
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
7.50
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
7.67
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
7.83
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
8.00
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
8.17
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
8.33
0.47708
0.47708
7523.80
7621.09
7621.09
True
LW65
8.50
0.47341
0.47341
7523.80
7619.00
7619.00
True
LW65
8.67
0.50170
0.50170
7523.80
7635.10
7635.10
True
LW65
8.83
0.49766
0.49766
7523.80
7632.80
7632.80
True
LW65
9.00
0.50170
0.50170
7523.80
7635.10
7635.10
True
LW65
9.17
0.50574
0.50574
7523.80
7637.40
7637.40
True
LW65
9.33
0.51382
0.51382
7523.80
7642.00
7642.00
True
LW65
9.50
0.51382
0.51382
7523.80
7642.00
7642.00
True
LW65
9.67
0.51382
0.51382
7523.80
7642.00
7642.00
True
LW65
9.83
0.51382
0.51382
7523.80
7642.00
7642.00
True
LW65
10.00
0.51786
0.51786
7523.80
7644.30
7644.30
True
LW65
10.17
0.51382
0.51382
7523.80
7642.00
7642.00
True
LW65
10.33
0.52117
0.52117
7523.80
7646.18
7646.18
True
LW65
10.50
0.52999
0.52999
7523.80
7651.20
7651.20
True
LW65
10.67
0.52594
0.52594
7523.80
7648.90
7648.90
True
LW65
10.83
0.51382
0.51382
7523.80
7642.00
7642.00
True
LW65
11.00
0.54211
0.54211
7523.80
7658.10
7658.10
True
LW65
11.17
0.54615
0.54615
7523.80
7660.40
7660.40
True
LW65
11.33
0.55423
0.55423
7523.80
7665.00
7665.00
True
LW65
11.50
0.55423
0.55423
7523.80
7665.00
7665.00
True
LW65
11.67
0.55423
0.55423
7523.80
7665.00
7665.00
True
LW65
11.83
0.55423
0.55423
7523.80
7665.00
7665.00
True
LW65
12.00
0.55423
0.55423
7523.80
7665.00
7665.00
True
LW65
12.17
0.55423
0.55423
7523.80
7665.00
7665.00
True
LW65
12.33
0.55827
0.55827
7523.80
7667.30
7667.30
True
LW65
12.50
0.56525
0.56525
7523.80
7671.27
7671.27
True
LW65
12.67
0.57848
0.57848
7523.80
7678.80
7678.80
True
LW65
12.83
0.57444
0.57444
7523.80
7676.50
7676.50
True
LW65
13.00
0.57848
0.57848
7523.80
7678.80
7678.80
True
LW65
13.17
0.59465
0.59465
7523.80
7688.00
7688.00
True
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