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
2026-03-27 inc5
Run date
2026-03-27
Media
LB
Incubator
inc5
Well file
2026-03-27 B1.xlsx
Well ID
B1
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 49545
Preprocessing
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
7.27106
2.0-42.0 h
LW60
end_norm
0.24536
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.24536
2.0-42.0 h
LW60
max_norm
0.24536
2.0-42.0 h
LW60
min_norm
0.01007
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
0.00506
2.0-42.0 h
LW61
auc_norm
13.46470
2.0-42.0 h
LW61
end_norm
0.43418
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
0.43418
2.0-42.0 h
LW61
max_norm
0.43418
2.0-42.0 h
LW61
min_norm
0.02066
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
0.00857
2.0-42.0 h
LW62
auc_norm
-22.84441
2.0-42.0 h
LW62
end_norm
-0.64625
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.64662
2.0-42.0 h
LW62
max_norm
-0.11512
2.0-42.0 h
LW62
min_norm
-0.64662
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
-0.00501
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
0.09087
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.01784
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
0.18830
2.0-42.0 h
LW64
end_norm
0.04350
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.04350
2.0-42.0 h
LW64
max_norm
0.04350
2.0-42.0 h
LW64
min_norm
-0.02337
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
0.00133
2.0-42.0 h
LW65
auc_norm
10.28386
2.0-42.0 h
LW65
end_norm
0.34503
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.34503
2.0-42.0 h
LW65
max_norm
0.34503
2.0-42.0 h
LW65
min_norm
0.01317
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
0.00704
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 LB-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 522 source points
Control overlay: mean of 8 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
7230.21636
215.26994
Ready
LW65
5
8172.61273
317.95403
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
0.00–67.83 h
5004.36–48539.60 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
5004.36–48539.60 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
5004.36–48539.60 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
5004.36–48539.60 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
0.00–67.83 h
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 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
-0.86448
-0.86448
7844.29
5004.36
5004.36
True
LW60
0.17
-0.19960
-0.19960
7844.29
6716.30
6716.30
True
LW60
0.33
-0.11454
-0.11454
7844.29
6935.30
6935.30
True
LW60
0.50
-0.04591
-0.04591
7844.29
7112.00
7112.00
True
LW60
0.67
0.00768
0.00768
7844.29
7250.00
7250.00
True
LW60
0.83
0.05397
0.05397
7844.29
7369.18
7369.18
True
LW60
1.00
0.09880
0.09880
7844.29
7484.60
7484.60
True
LW60
1.17
0.13670
0.13670
7844.29
7582.20
7582.20
True
LW60
1.33
0.17162
0.17162
7844.29
7672.10
7672.10
True
LW60
1.50
0.20141
0.20141
7844.29
7748.80
7748.80
True
LW60
1.67
0.22766
0.22766
7844.29
7816.40
7816.40
True
LW60
1.83
0.24933
0.24933
7844.29
7872.18
7872.18
True
LW60
2.00
0.26918
0.26918
7844.29
7923.30
7923.30
True
LW60
2.17
0.28646
0.28646
7844.29
7967.80
7967.80
True
LW60
2.33
0.29815
0.29815
7844.29
7997.90
7997.90
True
LW60
2.50
0.31093
0.31093
7844.29
8030.80
8030.80
True
LW60
2.67
0.31998
0.31998
7844.29
8054.10
8054.10
True
LW60
2.83
0.32835
0.32835
7844.29
8075.64
8075.64
True
LW60
3.00
0.33905
0.33905
7844.29
8103.20
8103.20
True
LW60
3.17
0.34538
0.34538
7844.29
8119.50
8119.50
True
LW60
3.33
0.35342
0.35342
7844.29
8140.20
8140.20
True
LW60
3.50
0.35878
0.35878
7844.29
8154.00
8154.00
True
LW60
3.67
0.36717
0.36717
7844.29
8175.60
8175.60
True
LW60
3.83
0.37541
0.37541
7844.29
8196.82
8196.82
True
LW60
4.00
0.38076
0.38076
7844.29
8210.60
8210.60
True
LW60
4.17
0.38904
0.38904
7844.29
8231.90
8231.90
True
LW60
4.33
0.39976
0.39976
7844.29
8259.50
8259.50
True
LW60
4.50
0.40888
0.40888
7844.29
8283.00
8283.00
True
LW60
4.67
0.41444
0.41444
7844.29
8297.30
8297.30
True
LW60
4.83
0.42587
0.42587
7844.29
8326.73
8326.73
True
LW60
5.00
0.43537
0.43537
7844.29
8351.20
8351.20
True
LW60
5.17
0.44353
0.44353
7844.29
8372.20
8372.20
True
LW60
5.33
0.45005
0.45005
7844.29
8389.00
8389.00
True
LW60
5.50
0.45809
0.45809
7844.29
8409.70
8409.70
True
LW60
5.67
0.46551
0.46551
7844.29
8428.80
8428.80
True
LW60
5.83
0.47480
0.47480
7844.29
8452.73
8452.73
True
LW60
6.00
0.48003
0.48003
7844.29
8466.20
8466.20
True
LW60
6.17
0.48745
0.48745
7844.29
8485.30
8485.30
True
LW60
6.33
0.49460
0.49460
7844.29
8503.70
8503.70
True
LW60
6.50
0.50015
0.50015
7844.29
8518.00
8518.00
True
LW60
6.67
0.51041
0.51041
7844.29
8544.40
8544.40
True
LW60
6.83
0.51576
0.51576
7844.29
8558.18
8558.18
True
LW60
7.00
0.52586
0.52586
7844.29
8584.20
8584.20
True
LW60
7.17
0.53507
0.53507
7844.29
8607.90
8607.90
True
LW60
7.33
0.54225
0.54225
7844.29
8626.40
8626.40
True
LW60
7.50
0.55064
0.55064
7844.29
8648.00
8648.00
True
LW60
7.67
0.55623
0.55623
7844.29
8662.40
8662.40
True
LW60
7.83
0.56321
0.56321
7844.29
8680.36
8680.36
True
LW60
8.00
0.56983
0.56983
7844.29
8697.40
8697.40
True
LW60
8.17
0.57822
0.57822
7844.29
8719.00
8719.00
True
LW60
8.33
0.58090
0.58090
7844.29
8725.90
8725.90
True
LW60
8.50
0.58447
0.58447
7844.29
8735.10
8735.10
True
LW60
8.67
0.59181
0.59181
7844.29
8754.00
8754.00
True
LW60
8.83
0.59478
0.59478
7844.29
8761.64
8761.64
True
LW60
9.00
0.59927
0.59927
7844.29
8773.20
8773.20
True
LW60
9.17
0.60579
0.60579
7844.29
8790.00
8790.00
True
LW60
9.33
0.61115
0.61115
7844.29
8803.80
8803.80
True
LW60
9.50
0.61566
0.61566
7844.29
8815.40
8815.40
True
LW60
9.67
0.61845
0.61845
7844.29
8822.60
8822.60
True
LW60
9.83
0.62066
0.62066
7844.29
8828.27
8828.27
True
LW60
10.00
0.62498
0.62498
7844.29
8839.40
8839.40
True
LW60
10.17
0.63244
0.63244
7844.29
8858.60
8858.60
True
LW60
10.33
0.63337
0.63337
7844.29
8861.00
8861.00
True
LW60
10.50
0.63616
0.63616
7844.29
8868.20
8868.20
True
LW60
10.67
0.64176
0.64176
7844.29
8882.60
8882.60
True
LW60
10.83
0.64512
0.64512
7844.29
8891.27
8891.27
True
LW60
11.00
0.64983
0.64983
7844.29
8903.40
8903.40
True
LW60
11.17
0.65442
0.65442
7844.29
8915.20
8915.20
True
LW60
11.33
0.65721
0.65721
7844.29
8922.40
8922.40
True
LW60
11.50
0.66094
0.66094
7844.29
8932.00
8932.00
True
LW60
11.67
0.66187
0.66187
7844.29
8934.40
8934.40
True
LW60
11.83
0.66179
0.66179
7844.29
8934.18
8934.18
True
LW60
12.00
0.66840
0.66840
7844.29
8951.20
8951.20
True
LW60
12.17
0.66933
0.66933
7844.29
8953.60
8953.60
True
LW60
12.33
0.67294
0.67294
7844.29
8962.90
8962.90
True
LW60
12.50
0.67384
0.67384
7844.29
8965.20
8965.20
True
LW60
12.67
0.68199
0.68199
7844.29
8986.20
8986.20
True
LW60
12.83
0.68852
0.68852
7844.29
9003.00
9003.00
True
LW60
13.00
0.69038
0.69038
7844.29
9007.80
9007.80
True
LW60
13.17
0.69411
0.69411
7844.29
9017.40
9017.40
True
LW65
0.00
-0.66209
-0.66209
9057.77
5485.91
5485.91
True
LW65
0.17
-0.21317
-0.21317
9057.77
7307.60
7307.60
True
LW65
0.33
-0.10900
-0.10900
9057.77
7730.30
7730.30
True
LW65
0.50
-0.04187
-0.04187
9057.77
8002.70
8002.70
True
LW65
0.67
0.00877
0.00877
9057.77
8208.20
8208.20
True
LW65
0.83
0.05169
0.05169
9057.77
8382.36
8382.36
True
LW65
1.00
0.09041
0.09041
9057.77
8539.50
8539.50
True
LW65
1.17
0.12413
0.12413
9057.77
8676.30
8676.30
True
LW65
1.33
0.15614
0.15614
9057.77
8806.20
8806.20
True
LW65
1.50
0.18132
0.18132
9057.77
8908.40
8908.40
True
LW65
1.67
0.20759
0.20759
9057.77
9015.00
9015.00
True
LW65
1.83
0.22867
0.22867
9057.77
9100.55
9100.55
True
LW65
2.00
0.24754
0.24754
9057.77
9177.10
9177.10
True
LW65
2.17
0.26624
0.26624
9057.77
9253.00
9253.00
True
LW65
2.33
0.28044
0.28044
9057.77
9310.60
9310.60
True
LW65
2.50
0.29404
0.29404
9057.77
9365.80
9365.80
True
LW65
2.67
0.30646
0.30646
9057.77
9416.20
9416.20
True
LW65
2.83
0.31705
0.31705
9057.77
9459.18
9459.18
True
LW65
3.00
0.32953
0.32953
9057.77
9509.80
9509.80
True
LW65
3.17
0.33899
0.33899
9057.77
9548.20
9548.20
True
LW65
3.33
0.34786
0.34786
9057.77
9584.20
9584.20
True
LW65
3.50
0.35733
0.35733
9057.77
9622.60
9622.60
True
LW65
3.67
0.36620
0.36620
9057.77
9658.60
9658.60
True
LW65
3.83
0.37727
0.37727
9057.77
9703.55
9703.55
True
LW65
4.00
0.38571
0.38571
9057.77
9737.80
9737.80
True
LW65
4.17
0.39340
0.39340
9057.77
9769.00
9769.00
True
LW65
4.33
0.40168
0.40168
9057.77
9802.60
9802.60
True
LW65
4.50
0.40878
0.40878
9057.77
9831.40
9831.40
True
LW65
4.67
0.41649
0.41649
9057.77
9862.70
9862.70
True
LW65
4.83
0.42645
0.42645
9057.77
9903.09
9903.09
True
LW65
5.00
0.43564
0.43564
9057.77
9940.40
9940.40
True
LW65
5.17
0.44097
0.44097
9057.77
9962.00
9962.00
True
LW65
5.33
0.44752
0.44752
9057.77
9988.60
9988.60
True
LW65
5.50
0.45541
0.45541
9057.77
10020.60
10020.60
True
LW65
5.67
0.46309
0.46309
9057.77
10051.80
10051.80
True
LW65
5.83
0.47347
0.47347
9057.77
10093.91
10093.91
True
LW65
6.00
0.47855
0.47855
9057.77
10114.50
10114.50
True
LW65
6.17
0.48522
0.48522
9057.77
10141.60
10141.60
True
LW65
6.33
0.49114
0.49114
9057.77
10165.60
10165.60
True
LW65
6.50
0.49944
0.49944
9057.77
10199.30
10199.30
True
LW65
6.67
0.50733
0.50733
9057.77
10231.30
10231.30
True
LW65
6.83
0.51590
0.51590
9057.77
10266.09
10266.09
True
LW65
7.00
0.52352
0.52352
9057.77
10297.00
10297.00
True
LW65
7.17
0.53362
0.53362
9057.77
10338.00
10338.00
True
LW65
7.33
0.54028
0.54028
9057.77
10365.00
10365.00
True
LW65
7.50
0.54747
0.54747
9057.77
10394.20
10394.20
True
LW65
7.67
0.55356
0.55356
9057.77
10418.90
10418.90
True
LW65
7.83
0.56073
0.56073
9057.77
10448.00
10448.00
True
LW65
8.00
0.56670
0.56670
9057.77
10472.20
10472.20
True
LW65
8.17
0.57340
0.57340
9057.77
10499.40
10499.40
True
LW65
8.33
0.57934
0.57934
9057.77
10523.50
10523.50
True
LW65
8.50
0.58365
0.58365
9057.77
10541.00
10541.00
True
LW65
8.67
0.58961
0.58961
9057.77
10565.20
10565.20
True
LW65
8.83
0.59416
0.59416
9057.77
10583.64
10583.64
True
LW65
9.00
0.59991
0.59991
9057.77
10607.00
10607.00
True
LW65
9.17
0.60760
0.60760
9057.77
10638.20
10638.20
True
LW65
9.33
0.61063
0.61063
9057.77
10650.50
10650.50
True
LW65
9.50
0.61495
0.61495
9057.77
10668.00
10668.00
True
LW65
9.67
0.61731
0.61731
9057.77
10677.60
10677.60
True
LW65
9.83
0.62086
0.62086
9057.77
10692.00
10692.00
True
LW65
10.00
0.62517
0.62517
9057.77
10709.50
10709.50
True
LW65
10.17
0.62998
0.62998
9057.77
10729.00
10729.00
True
LW65
10.33
0.63294
0.63294
9057.77
10741.00
10741.00
True
LW65
10.50
0.63725
0.63725
9057.77
10758.50
10758.50
True
LW65
10.67
0.64279
0.64279
9057.77
10781.00
10781.00
True
LW65
10.83
0.64685
0.64685
9057.77
10797.45
10797.45
True
LW65
11.00
0.65117
0.65117
9057.77
10815.00
10815.00
True
LW65
11.17
0.65544
0.65544
9057.77
10832.30
10832.30
True
LW65
11.33
0.65733
0.65733
9057.77
10840.00
10840.00
True
LW65
11.50
0.66147
0.66147
9057.77
10856.80
10856.80
True
LW65
11.67
0.66510
0.66510
9057.77
10871.50
10871.50
True
LW65
11.83
0.66717
0.66717
9057.77
10879.91
10879.91
True
LW65
12.00
0.67237
0.67237
9057.77
10901.00
10901.00
True
LW65
12.17
0.67414
0.67414
9057.77
10908.20
10908.20
True
LW65
12.33
0.67840
0.67840
9057.77
10925.50
10925.50
True
LW65
12.50
0.68025
0.68025
9057.77
10933.00
10933.00
True
LW65
12.67
0.68333
0.68333
9057.77
10945.50
10945.50
True
LW65
12.83
0.69195
0.69195
9057.77
10980.45
10980.45
True
LW65
13.00
0.69297
0.69297
9057.77
10984.60
10984.60
True
LW65
13.17
0.69602
0.69602
9057.77
10997.00
10997.00
True
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