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
2026-04-06 inc4
Run date
2026-04-06
Media
LB
Incubator
inc4
Well file
2026-04-06 B2.xlsx
Well ID
B2
Sample role
sample
Sample status
mapped_sample
Main analysis included
False
Red/pink flag
False
LW65 problem flag
False
Source group
Strain source
ATCC 29906
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
19.01981
2.0-42.0 h
LW60
end_norm
0.75333
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.75333
2.0-42.0 h
LW60
max_norm
0.75333
2.0-42.0 h
LW60
min_norm
-0.02516
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
0.01956
2.0-42.0 h
LW61
auc_norm
45.33892
2.0-42.0 h
LW61
end_norm
2.29985
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.29985
2.0-42.0 h
LW61
max_norm
2.29985
2.0-42.0 h
LW61
min_norm
-0.02908
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
0.05643
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
0.27848
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
0.29705
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.18523
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
-22.51298
2.0-42.0 h
LW64
end_norm
-0.72774
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.72774
2.0-42.0 h
LW64
max_norm
0.12933
2.0-42.0 h
LW64
min_norm
-0.72774
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
-0.01432
2.0-42.0 h
LW65
auc_norm
17.32120
2.0-42.0 h
LW65
end_norm
0.69085
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.69085
2.0-42.0 h
LW65
max_norm
0.69085
2.0-42.0 h
LW65
min_norm
-0.02713
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
0.01857
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 808 source points
Control overlay: mean of 1 control sample 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
6091.40000
103.18408
Ready
LW65
5
8768.38000
236.13381
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
4692.18–49051.00 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.83 h
4692.18–49051.00 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.83 h
4692.18–49051.00 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.83 h
4692.18–49051.00 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
0.00–67.83 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
-0.16010
-0.16010
6112.38
5313.64
5313.64
True
LW60
0.17
-0.07483
-0.07483
6112.38
5727.90
5727.90
True
LW60
0.33
-0.03333
-0.03333
6112.38
5929.50
5929.50
True
LW60
0.50
-0.00739
-0.00739
6112.38
6055.50
6055.50
True
LW60
0.67
0.00601
0.00601
6112.38
6120.60
6120.60
True
LW60
0.83
0.01667
0.01667
6112.38
6172.40
6172.40
True
LW60
1.00
0.01803
0.01803
6112.38
6179.00
6179.00
True
LW60
1.17
0.01803
0.01803
6112.38
6179.00
6179.00
True
LW60
1.33
0.01803
0.01803
6112.38
6179.00
6179.00
True
LW60
1.50
0.01161
0.01161
6112.38
6147.80
6147.80
True
LW60
1.67
0.00741
0.00741
6112.38
6127.40
6127.40
True
LW60
1.83
0.00123
0.00123
6112.38
6097.36
6097.36
True
LW60
2.00
-0.00321
-0.00321
6112.38
6075.80
6075.80
True
LW60
2.17
-0.00818
-0.00818
6112.38
6051.67
6051.67
True
LW60
3.00
-0.02734
-0.02734
6112.38
5958.60
5958.60
True
LW60
3.17
-0.02686
-0.02686
6112.38
5960.90
5960.90
True
LW60
3.33
-0.01851
-0.01851
6112.38
6001.50
6001.50
True
LW60
3.50
-0.01110
-0.01110
6112.38
6037.50
6037.50
True
LW60
3.67
-0.00255
-0.00255
6112.38
6079.00
6079.00
True
LW60
3.83
0.00424
0.00424
6112.38
6112.00
6112.00
True
LW60
4.00
0.00972
0.00972
6112.38
6138.60
6138.60
True
LW60
4.17
0.01486
0.01486
6112.38
6163.60
6163.60
True
LW60
4.33
0.01851
0.01851
6112.38
6181.30
6181.30
True
LW60
4.50
0.02367
0.02367
6112.38
6206.40
6206.40
True
LW60
4.67
0.02816
0.02816
6112.38
6228.18
6228.18
True
LW60
4.83
0.03203
0.03203
6112.38
6247.00
6247.00
True
LW60
5.00
0.03520
0.03520
6112.38
6262.40
6262.40
True
LW60
5.17
0.03656
0.03656
6112.38
6269.00
6269.00
True
LW60
5.33
0.03987
0.03987
6112.38
6285.10
6285.10
True
LW60
5.50
0.04922
0.04922
6112.38
6330.50
6330.50
True
LW60
5.67
0.07558
0.07558
6112.38
6458.55
6458.55
True
LW60
5.83
0.12676
0.12676
6112.38
6707.20
6707.20
True
LW60
6.00
0.16853
0.16853
6112.38
6910.10
6910.10
True
LW60
6.17
0.19020
0.19020
6112.38
7015.40
7015.40
True
LW60
6.33
0.20299
0.20299
6112.38
7077.50
7077.50
True
LW60
6.50
0.21103
0.21103
6112.38
7116.60
7116.60
True
LW60
6.67
0.22214
0.22214
6112.38
7170.55
7170.55
True
LW60
6.83
0.23423
0.23423
6112.38
7229.30
7229.30
True
LW60
7.00
0.24512
0.24512
6112.38
7282.20
7282.20
True
LW60
7.17
0.25507
0.25507
6112.38
7330.50
7330.50
True
LW60
7.33
0.26453
0.26453
6112.38
7376.50
7376.50
True
LW60
7.50
0.27306
0.27306
6112.38
7417.90
7417.90
True
LW60
7.67
0.28024
0.28024
6112.38
7452.82
7452.82
True
LW60
7.83
0.28631
0.28631
6112.38
7482.30
7482.30
True
LW60
8.00
0.29057
0.29057
6112.38
7503.00
7503.00
True
LW60
8.17
0.29057
0.29057
6112.38
7503.00
7503.00
True
LW60
8.33
0.29057
0.29057
6112.38
7503.00
7503.00
True
LW60
8.50
0.29057
0.29057
6112.38
7503.00
7503.00
True
LW60
8.67
0.28670
0.28670
6112.38
7484.18
7484.18
True
LW60
8.83
0.28063
0.28063
6112.38
7454.70
7454.70
True
LW60
9.00
0.27495
0.27495
6112.38
7427.10
7427.10
True
LW60
9.17
0.27164
0.27164
6112.38
7411.00
7411.00
True
LW60
9.33
0.26690
0.26690
6112.38
7388.00
7388.00
True
LW60
9.50
0.26596
0.26596
6112.38
7383.40
7383.40
True
LW60
9.67
0.26690
0.26690
6112.38
7388.00
7388.00
True
LW60
9.83
0.27069
0.27069
6112.38
7406.40
7406.40
True
LW60
10.00
0.27448
0.27448
6112.38
7424.80
7424.80
True
LW60
10.17
0.27826
0.27826
6112.38
7443.20
7443.20
True
LW60
10.33
0.28300
0.28300
6112.38
7466.20
7466.20
True
LW60
10.50
0.28773
0.28773
6112.38
7489.20
7489.20
True
LW60
10.67
0.29187
0.29187
6112.38
7509.27
7509.27
True
LW60
10.83
0.29877
0.29877
6112.38
7542.80
7542.80
True
LW60
11.00
0.30309
0.30309
6112.38
7563.80
7563.80
True
LW60
11.17
0.30877
0.30877
6112.38
7591.40
7591.40
True
LW60
11.33
0.31540
0.31540
6112.38
7623.60
7623.60
True
LW60
11.50
0.32108
0.32108
6112.38
7651.20
7651.20
True
LW60
11.67
0.32607
0.32607
6112.38
7675.45
7675.45
True
LW60
11.83
0.33063
0.33063
6112.38
7697.60
7697.60
True
LW60
12.00
0.33596
0.33596
6112.38
7723.50
7723.50
True
LW60
12.17
0.34165
0.34165
6112.38
7751.10
7751.10
True
LW60
12.33
0.34591
0.34591
6112.38
7771.80
7771.80
True
LW60
12.50
0.35076
0.35076
6112.38
7795.40
7795.40
True
LW60
12.67
0.35704
0.35704
6112.38
7825.91
7825.91
True
LW60
12.83
0.36363
0.36363
6112.38
7857.90
7857.90
True
LW60
13.00
0.36991
0.36991
6112.38
7888.40
7888.40
True
LW60
13.17
0.37709
0.37709
6112.38
7923.30
7923.30
True
LW60
13.33
0.38333
0.38333
6112.38
7953.60
7953.60
True
LW60
13.50
0.39008
0.39008
6112.38
7986.40
7986.40
True
LW60
13.67
0.39801
0.39801
6112.38
8024.91
8024.91
True
LW60
13.83
0.40496
0.40496
6112.38
8058.70
8058.70
True
LW65
0.00
-0.25064
-0.25064
9025.04
7081.18
7081.18
True
LW65
0.17
-0.11618
-0.11618
9025.04
7986.30
7986.30
True
LW65
0.33
-0.05254
-0.05254
9025.04
8414.70
8414.70
True
LW65
0.50
-0.01579
-0.01579
9025.04
8662.10
8662.10
True
LW65
0.67
0.00846
0.00846
9025.04
8825.30
8825.30
True
LW65
0.83
0.02502
0.02502
9025.04
8936.80
8936.80
True
LW65
1.00
0.03485
0.03485
9025.04
9003.00
9003.00
True
LW65
1.17
0.04056
0.04056
9025.04
9041.40
9041.40
True
LW65
1.33
0.04198
0.04198
9025.04
9051.00
9051.00
True
LW65
1.50
0.04163
0.04163
9025.04
9048.60
9048.60
True
LW65
1.67
0.03913
0.03913
9025.04
9031.80
9031.80
True
LW65
1.83
0.03712
0.03712
9025.04
9018.27
9018.27
True
LW65
2.00
0.03414
0.03414
9025.04
8998.20
8998.20
True
LW65
2.17
0.03168
0.03168
9025.04
8981.67
8981.67
True
LW65
3.00
0.00176
0.00176
9025.04
8780.20
8780.20
True
LW65
3.17
0.00704
0.00704
9025.04
8815.80
8815.80
True
LW65
3.33
0.02396
0.02396
9025.04
8929.70
8929.70
True
LW65
3.50
0.03699
0.03699
9025.04
9017.40
9017.40
True
LW65
3.67
0.04837
0.04837
9025.04
9094.00
9094.00
True
LW65
3.83
0.05467
0.05467
9025.04
9136.40
9136.40
True
LW65
4.00
0.06109
0.06109
9025.04
9179.60
9179.60
True
LW65
4.17
0.06529
0.06529
9025.04
9207.90
9207.90
True
LW65
4.33
0.06914
0.06914
9025.04
9233.80
9233.80
True
LW65
4.50
0.07306
0.07306
9025.04
9260.20
9260.20
True
LW65
4.67
0.07637
0.07637
9025.04
9282.45
9282.45
True
LW65
4.83
0.08055
0.08055
9025.04
9310.60
9310.60
True
LW65
5.00
0.08269
0.08269
9025.04
9325.00
9325.00
True
LW65
5.17
0.08625
0.08625
9025.04
9349.00
9349.00
True
LW65
5.33
0.08875
0.08875
9025.04
9365.80
9365.80
True
LW65
5.50
0.09374
0.09374
9025.04
9399.40
9399.40
True
LW65
5.67
0.10424
0.10424
9025.04
9470.09
9470.09
True
LW65
5.83
0.12583
0.12583
9025.04
9615.40
9615.40
True
LW65
6.00
0.14758
0.14758
9025.04
9761.80
9761.80
True
LW65
6.17
0.16549
0.16549
9025.04
9882.40
9882.40
True
LW65
6.33
0.17732
0.17732
9025.04
9962.00
9962.00
True
LW65
6.50
0.18816
0.18816
9025.04
10035.00
10035.00
True
LW65
6.67
0.19890
0.19890
9025.04
10107.27
10107.27
True
LW65
6.83
0.20863
0.20863
9025.04
10172.80
10172.80
True
LW65
7.00
0.21729
0.21729
9025.04
10231.10
10231.10
True
LW65
7.17
0.22597
0.22597
9025.04
10289.50
10289.50
True
LW65
7.33
0.23461
0.23461
9025.04
10347.70
10347.70
True
LW65
7.50
0.24119
0.24119
9025.04
10392.00
10392.00
True
LW65
7.67
0.24789
0.24789
9025.04
10437.09
10437.09
True
LW65
7.83
0.25493
0.25493
9025.04
10484.50
10484.50
True
LW65
8.00
0.25929
0.25929
9025.04
10513.80
10513.80
True
LW65
8.17
0.26258
0.26258
9025.04
10536.00
10536.00
True
LW65
8.33
0.26621
0.26621
9025.04
10560.40
10560.40
True
LW65
8.50
0.26764
0.26764
9025.04
10570.00
10570.00
True
LW65
8.67
0.26764
0.26764
9025.04
10570.00
10570.00
True
LW65
8.83
0.26764
0.26764
9025.04
10570.00
10570.00
True
LW65
9.00
0.26728
0.26728
9025.04
10567.60
10567.60
True
LW65
9.17
0.26764
0.26764
9025.04
10570.00
10570.00
True
LW65
9.33
0.26875
0.26875
9025.04
10577.50
10577.50
True
LW65
9.50
0.27135
0.27135
9025.04
10595.00
10595.00
True
LW65
9.67
0.27427
0.27427
9025.04
10614.64
10614.64
True
LW65
9.83
0.27741
0.27741
9025.04
10635.80
10635.80
True
LW65
10.00
0.28182
0.28182
9025.04
10665.50
10665.50
True
LW65
10.17
0.28577
0.28577
9025.04
10692.10
10692.10
True
LW65
10.33
0.29090
0.29090
9025.04
10726.60
10726.60
True
LW65
10.50
0.29564
0.29564
9025.04
10758.50
10758.50
True
LW65
10.67
0.30109
0.30109
9025.04
10795.18
10795.18
True
LW65
10.83
0.30552
0.30552
9025.04
10825.00
10825.00
True
LW65
11.00
0.31170
0.31170
9025.04
10866.60
10866.60
True
LW65
11.17
0.31753
0.31753
9025.04
10905.90
10905.90
True
LW65
11.33
0.32414
0.32414
9025.04
10950.40
10950.40
True
LW65
11.50
0.33034
0.33034
9025.04
10992.10
10992.10
True
LW65
11.67
0.33598
0.33598
9025.04
11030.09
11030.09
True
LW65
11.83
0.34098
0.34098
9025.04
11063.70
11063.70
True
LW65
12.00
0.34652
0.34652
9025.04
11101.00
11101.00
True
LW65
12.17
0.35231
0.35231
9025.04
11140.00
11140.00
True
LW65
12.33
0.35714
0.35714
9025.04
11172.50
11172.50
True
LW65
12.50
0.36258
0.36258
9025.04
11209.10
11209.10
True
LW65
12.67
0.36898
0.36898
9025.04
11252.18
11252.18
True
LW65
12.83
0.37476
0.37476
9025.04
11291.10
11291.10
True
LW65
13.00
0.38284
0.38284
9025.04
11345.50
11345.50
True
LW65
13.17
0.38878
0.38878
9025.04
11385.50
11385.50
True
LW65
13.33
0.39472
0.39472
9025.04
11425.50
11425.50
True
LW65
13.50
0.40237
0.40237
9025.04
11477.00
11477.00
True
LW65
13.67
0.41021
0.41021
9025.04
11529.73
11529.73
True
LW65
13.83
0.41723
0.41723
9025.04
11577.00
11577.00
True
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