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
2026-04-22 inc4
Run date
2026-04-22
Media
FB
Incubator
inc4
Well file
2026-04-22 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
ATCC 33317
Strain source
ATCC 33317
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
1.58608
2.0-42.0 h
LW60
end_norm
0.06144
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.06333
2.0-42.0 h
LW60
max_norm
0.06333
2.0-42.0 h
LW60
min_norm
-0.00652
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
0.00088
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
-14.15357
2.0-42.0 h
LW62
end_norm
-0.40296
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.55530
2.0-42.0 h
LW62
max_norm
-0.00189
2.0-42.0 h
LW62
min_norm
-0.55530
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
-0.00194
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
0.16888
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-13.12258
2.0-42.0 h
LW64
end_norm
-0.30113
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.43423
2.0-42.0 h
LW64
max_norm
-0.01606
2.0-42.0 h
LW64
min_norm
-0.43423
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
-0.00311
2.0-42.0 h
LW65
auc_norm
-0.23111
2.0-42.0 h
LW65
end_norm
-0.02895
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.07846
2.0-42.0 h
LW65
max_norm
0.07846
2.0-42.0 h
LW65
min_norm
-0.03246
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
-0.00203
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 536 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
29228.61455
723.90592
Ready
LW65
5
22146.40364
306.01936
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
0.00–44.50 h
6602.04–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–44.50 h
6602.04–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–44.50 h
6602.04–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–44.50 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
0.00–44.50 h
-1.00000–0.96695 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–44.50 h
-1.00000–0.96695 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–44.50 h
-1.00000–0.96695 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–44.50 h
-1.00000–0.96695 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
30211.25
18449.64
23780.50
True
LW60
0.17
-0.47229
-0.47229
30211.25
26655.50
26655.50
True
LW60
0.33
-0.20350
-0.20350
30211.25
28119.90
28119.90
True
LW60
0.50
-0.05200
-0.05200
30211.25
28945.30
28945.30
True
LW60
0.67
0.03379
0.03379
30211.25
29412.70
29412.70
True
LW60
0.83
0.09109
0.09109
30211.25
29724.90
29724.90
True
LW60
1.00
0.13062
0.13062
30211.25
29940.27
29940.27
True
LW60
1.17
0.15128
0.15128
30211.25
30052.80
30052.80
True
LW60
1.33
0.16916
0.16916
30211.25
30150.20
30150.20
True
LW60
1.50
0.17914
0.17914
30211.25
30204.60
30204.60
True
LW60
1.67
0.18039
0.18039
30211.25
30211.40
30211.40
True
LW60
1.83
0.18033
0.18033
30211.25
30211.09
30211.09
True
LW60
2.00
0.18164
0.18164
30211.25
30218.20
30218.20
True
LW60
2.17
0.18413
0.18413
30211.25
30231.80
30231.80
True
LW60
2.33
0.18601
0.18601
30211.25
30242.00
30242.00
True
LW60
2.50
0.18226
0.18226
30211.25
30221.60
30221.60
True
LW60
2.67
0.17602
0.17602
30211.25
30187.60
30187.60
True
LW60
2.83
0.17353
0.17353
30211.25
30174.00
30174.00
True
LW60
3.00
0.17665
0.17665
30211.25
30191.00
30191.00
True
LW60
3.17
0.17914
0.17914
30211.25
30204.60
30204.60
True
LW60
3.33
0.17477
0.17477
30211.25
30180.80
30180.80
True
LW60
3.50
0.16728
0.16728
30211.25
30140.00
30140.00
True
LW60
3.67
0.16550
0.16550
30211.25
30130.30
30130.30
True
LW60
3.83
0.16161
0.16161
30211.25
30109.09
30109.09
True
LW60
4.00
0.15855
0.15855
30211.25
30092.40
30092.40
True
LW60
4.17
0.15605
0.15605
30211.25
30078.80
30078.80
True
LW60
4.33
0.15238
0.15238
30211.25
30058.80
30058.80
True
LW60
4.50
0.14875
0.14875
30211.25
30039.00
30039.00
True
LW60
4.67
0.14687
0.14687
30211.25
30028.80
30028.80
True
LW60
4.83
0.14421
0.14421
30211.25
30014.27
30014.27
True
LW60
5.00
0.14687
0.14687
30211.25
30028.80
30028.80
True
LW60
5.17
0.14875
0.14875
30211.25
30039.00
30039.00
True
LW60
5.33
0.14932
0.14932
30211.25
30042.10
30042.10
True
LW60
5.50
0.15056
0.15056
30211.25
30048.90
30048.90
True
LW60
5.67
0.15420
0.15420
30211.25
30068.70
30068.70
True
LW60
5.83
0.16388
0.16388
30211.25
30121.45
30121.45
True
LW60
6.00
0.17819
0.17819
30211.25
30199.40
30199.40
True
LW60
6.17
0.18850
0.18850
30211.25
30255.60
30255.60
True
LW60
6.33
0.20286
0.20286
30211.25
30333.80
30333.80
True
LW60
6.50
0.21908
0.21908
30211.25
30422.20
30422.20
True
LW60
6.67
0.23718
0.23718
30211.25
30520.80
30520.80
True
LW60
6.83
0.25863
0.25863
30211.25
30637.64
30637.64
True
LW60
7.00
0.28099
0.28099
30211.25
30759.50
30759.50
True
LW60
7.17
0.30315
0.30315
30211.25
30880.20
30880.20
True
LW60
7.33
0.32640
0.32640
30211.25
31006.90
31006.90
True
LW60
7.50
0.34815
0.34815
30211.25
31125.40
31125.40
True
LW60
7.67
0.37000
0.37000
30211.25
31244.40
31244.40
True
LW60
7.83
0.39098
0.39098
30211.25
31358.73
31358.73
True
LW60
8.00
0.41609
0.41609
30211.25
31495.50
31495.50
True
LW60
8.17
0.43317
0.43317
30211.25
31588.60
31588.60
True
LW60
8.33
0.44848
0.44848
30211.25
31672.00
31672.00
True
LW60
8.50
0.46317
0.46317
30211.25
31752.00
31752.00
True
LW60
8.67
0.47715
0.47715
30211.25
31828.20
31828.20
True
LW60
8.83
0.48823
0.48823
30211.25
31888.55
31888.55
True
LW60
9.00
0.49947
0.49947
30211.25
31949.80
31949.80
True
LW60
9.17
0.50391
0.50391
30211.25
31974.00
31974.00
True
LW60
9.33
0.50970
0.50970
30211.25
32005.50
32005.50
True
LW60
9.50
0.51612
0.51612
30211.25
32040.50
32040.50
True
LW60
9.67
0.52190
0.52190
30211.25
32072.00
32072.00
True
LW60
9.83
0.52763
0.52763
30211.25
32103.18
32103.18
True
LW60
10.00
0.52704
0.52704
30211.25
32100.00
32100.00
True
LW60
10.17
0.53025
0.53025
30211.25
32117.50
32117.50
True
LW60
10.33
0.53154
0.53154
30211.25
32124.50
32124.50
True
LW60
10.50
0.53090
0.53090
30211.25
32121.00
32121.00
True
LW60
10.67
0.52897
0.52897
30211.25
32110.50
32110.50
True
LW60
10.83
0.52704
0.52704
30211.25
32100.00
32100.00
True
LW60
11.00
0.52511
0.52511
30211.25
32089.50
32089.50
True
LW60
11.17
0.52447
0.52447
30211.25
32086.00
32086.00
True
LW60
11.33
0.52062
0.52062
30211.25
32065.00
32065.00
True
LW60
11.50
0.51612
0.51612
30211.25
32040.50
32040.50
True
LW60
11.67
0.51355
0.51355
30211.25
32026.50
32026.50
True
LW60
11.83
0.51127
0.51127
30211.25
32014.09
32014.09
True
LW60
12.00
0.50601
0.50601
30211.25
31985.40
31985.40
True
LW60
12.17
0.50199
0.50199
30211.25
31963.50
31963.50
True
LW60
12.33
0.49698
0.49698
30211.25
31936.20
31936.20
True
LW60
12.50
0.49446
0.49446
30211.25
31922.50
31922.50
True
LW60
12.67
0.48740
0.48740
30211.25
31884.00
31884.00
True
LW60
12.83
0.48167
0.48167
30211.25
31852.82
31852.82
True
LW60
13.00
0.47460
0.47460
30211.25
31814.30
31814.30
True
LW60
13.17
0.46831
0.46831
30211.25
31780.00
31780.00
True
LW65
0.00
-1.00000
-1.00000
22386.63
19560.91
19560.91
True
LW65
0.17
-0.45434
-0.45434
22386.63
20971.70
20971.70
True
LW65
0.33
-0.18917
-0.18917
22386.63
21657.30
21657.30
True
LW65
0.50
-0.03539
-0.03539
22386.63
22054.90
22054.90
True
LW65
0.67
0.04084
0.04084
22386.63
22252.00
22252.00
True
LW65
0.83
0.07681
0.07681
22386.63
22345.00
22345.00
True
LW65
1.00
0.10691
0.10691
22386.63
22422.82
22422.82
True
LW65
1.17
0.11379
0.11379
22386.63
22440.60
22440.60
True
LW65
1.33
0.11356
0.11356
22386.63
22440.00
22440.00
True
LW65
1.50
0.11243
0.11243
22386.63
22437.10
22437.10
True
LW65
1.67
0.09762
0.09762
22386.63
22398.80
22398.80
True
LW65
1.83
0.08820
0.08820
22386.63
22374.45
22374.45
True
LW65
2.00
0.08377
0.08377
22386.63
22363.00
22363.00
True
LW65
2.17
0.09070
0.09070
22386.63
22380.90
22380.90
True
LW65
2.33
0.09298
0.09298
22386.63
22386.80
22386.80
True
LW65
2.50
0.07913
0.07913
22386.63
22351.00
22351.00
True
LW65
2.67
0.06637
0.06637
22386.63
22318.00
22318.00
True
LW65
2.83
0.05234
0.05234
22386.63
22281.73
22281.73
True
LW65
3.00
0.04896
0.04896
22386.63
22273.00
22273.00
True
LW65
3.17
0.04200
0.04200
22386.63
22255.00
22255.00
True
LW65
3.33
0.03388
0.03388
22386.63
22234.00
22234.00
True
LW65
3.50
0.02344
0.02344
22386.63
22207.00
22207.00
True
LW65
3.67
0.01752
0.01752
22386.63
22191.70
22191.70
True
LW65
3.83
-0.00146
-0.00146
22386.63
22142.64
22142.64
True
LW65
4.00
-0.00433
-0.00433
22386.63
22135.20
22135.20
True
LW65
4.17
-0.00665
-0.00665
22386.63
22129.20
22129.20
True
LW65
4.33
-0.01458
-0.01458
22386.63
22108.70
22108.70
True
LW65
4.50
-0.01795
-0.01795
22386.63
22100.00
22100.00
True
LW65
4.67
-0.03187
-0.03187
22386.63
22064.00
22064.00
True
LW65
4.83
-0.04959
-0.04959
22386.63
22018.18
22018.18
True
LW65
5.00
-0.04928
-0.04928
22386.63
22019.00
22019.00
True
LW65
5.17
-0.04928
-0.04928
22386.63
22019.00
22019.00
True
LW65
5.33
-0.04928
-0.04928
22386.63
22019.00
22019.00
True
LW65
5.50
-0.03187
-0.03187
22386.63
22064.00
22064.00
True
LW65
5.67
-0.01234
-0.01234
22386.63
22114.50
22114.50
True
LW65
5.83
0.01331
0.01331
22386.63
22180.82
22180.82
True
LW65
6.00
0.05399
0.05399
22386.63
22286.00
22286.00
True
LW65
6.17
0.10215
0.10215
22386.63
22410.50
22410.50
True
LW65
6.33
0.14852
0.14852
22386.63
22530.40
22530.40
True
LW65
6.50
0.21605
0.21605
22386.63
22705.00
22705.00
True
LW65
6.67
0.28250
0.28250
22386.63
22876.80
22876.80
True
LW65
6.83
0.34745
0.34745
22386.63
23044.73
23044.73
True
LW65
7.00
0.40661
0.40661
22386.63
23197.70
23197.70
True
LW65
7.17
0.46560
0.46560
22386.63
23350.20
23350.20
True
LW65
7.33
0.52450
0.52450
22386.63
23502.50
23502.50
True
LW65
7.50
0.57219
0.57219
22386.63
23625.80
23625.80
True
LW65
7.67
0.60731
0.60731
22386.63
23716.60
23716.60
True
LW65
7.83
0.63890
0.63890
22386.63
23798.27
23798.27
True
LW65
8.00
0.67585
0.67585
22386.63
23893.80
23893.80
True
LW65
8.17
0.69484
0.69484
22386.63
23942.90
23942.90
True
LW65
8.33
0.70559
0.70559
22386.63
23970.70
23970.70
True
LW65
8.50
0.73042
0.73042
22386.63
24034.90
24034.90
True
LW65
8.67
0.75080
0.75080
22386.63
24087.60
24087.60
True
LW65
8.83
0.75254
0.75254
22386.63
24092.09
24092.09
True
LW65
9.00
0.75680
0.75680
22386.63
24103.10
24103.10
True
LW65
9.17
0.76867
0.76867
22386.63
24133.80
24133.80
True
LW65
9.33
0.77227
0.77227
22386.63
24143.10
24143.10
True
LW65
9.50
0.76515
0.76515
22386.63
24124.70
24124.70
True
LW65
9.67
0.75800
0.75800
22386.63
24106.20
24106.20
True
LW65
9.83
0.75451
0.75451
22386.63
24097.18
24097.18
True
LW65
10.00
0.75680
0.75680
22386.63
24103.10
24103.10
True
LW65
10.17
0.75560
0.75560
22386.63
24100.00
24100.00
True
LW65
10.33
0.75080
0.75080
22386.63
24087.60
24087.60
True
LW65
10.50
0.74241
0.74241
22386.63
24065.90
24065.90
True
LW65
10.67
0.72326
0.72326
22386.63
24016.40
24016.40
True
LW65
10.83
0.71330
0.71330
22386.63
23990.64
23990.64
True
LW65
11.00
0.69720
0.69720
22386.63
23949.00
23949.00
True
LW65
11.17
0.68300
0.68300
22386.63
23912.30
23912.30
True
LW65
11.33
0.66285
0.66285
22386.63
23860.20
23860.20
True
LW65
11.50
0.64266
0.64266
22386.63
23808.00
23808.00
True
LW65
11.67
0.62607
0.62607
22386.63
23765.10
23765.10
True
LW65
11.83
0.61080
0.61080
22386.63
23725.64
23725.64
True
LW65
12.00
0.60027
0.60027
22386.63
23698.40
23698.40
True
LW65
12.17
0.57745
0.57745
22386.63
23639.40
23639.40
True
LW65
12.33
0.55146
0.55146
22386.63
23572.20
23572.20
True
LW65
12.50
0.53727
0.53727
22386.63
23535.50
23535.50
True
LW65
12.67
0.50423
0.50423
22386.63
23450.10
23450.10
True
LW65
12.83
0.49477
0.49477
22386.63
23425.64
23425.64
True
LW65
13.00
0.46065
0.46065
22386.63
23337.40
23337.40
True
LW65
13.17
0.43601
0.43601
22386.63
23273.70
23273.70
True
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