2026-03-30 C2.xlsx

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.

Organism: Staphylococcus aureus 10/2
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Staphylococcus aureus 10/2 | Run: 2026-03-30 inc5 | Role: sample

Public scientific provenance

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	2026-03-30 inc5	Run date	2026-03-30
Media	LB	Incubator	inc5
Well file	2026-03-30 C2.xlsx	Well ID	C2
Sample role	sample	Sample status	mapped_sample
Main analysis included	False	Red/pink flag	False
LW65 problem flag	False	Source group
Strain source	Nanobiofab holding pathogen resource	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	Paper label	Manufacturer
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	4.27706	2.0-42.0 h
LW60	end_norm	0.22629	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.22629	2.0-42.0 h
LW60	max_norm	0.22629	2.0-42.0 h
LW60	min_norm	-0.01090	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	0.00714	2.0-42.0 h
LW61	auc_norm	19.44309	2.0-42.0 h
LW61	end_norm	0.73034	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.78631	2.0-42.0 h
LW61	max_norm	0.78631	2.0-42.0 h
LW61	min_norm	0.01514	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	0.02016	2.0-42.0 h
LW62	auc_norm	-8.93216	2.0-42.0 h
LW62	end_norm	-0.42842	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.42878	2.0-42.0 h
LW62	max_norm	0.01089	2.0-42.0 h
LW62	min_norm	-0.42878	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	-0.01419	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	0.18008	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-3.63427	2.0-42.0 h
LW64	end_norm	-0.02147	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.19273	2.0-42.0 h
LW64	max_norm	0.01862	2.0-42.0 h
LW64	min_norm	-0.19273	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	0.00044	2.0-42.0 h
LW65	auc_norm	0.49907	2.0-42.0 h
LW65	end_norm	0.03846	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.03876	2.0-42.0 h
LW65	max_norm	0.03876	2.0-42.0 h
LW65	min_norm	-0.01704	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	0.00147	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 830 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	8594.05818	84.21881	Ready
LW65	5	5211.88000	70.57940	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	0.00–69.00 h	4491.09–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–69.00 h	4491.09–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–69.00 h	4491.09–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–69.00 h	4491.09–48539.60 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	0.00–69.00 h	-1.00000–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–69.00 h	-1.00000–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–69.00 h	-1.00000–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–69.00 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	-0.37800	-0.37800	8719.00	7741.45	7741.45	True
LW60	0.17	-0.12847	-0.12847	8719.00	8304.30	8304.30	True
LW60	0.33	-0.05562	-0.05562	8719.00	8468.60	8468.60	True
LW60	0.50	-0.01789	-0.01789	8719.00	8553.70	8553.70	True
LW60	0.67	0.00924	0.00924	8719.00	8614.90	8614.90	True
LW60	0.83	0.02972	0.02972	8719.00	8661.09	8661.09	True
LW60	1.00	0.03456	0.03456	8719.00	8672.00	8672.00	True
LW60	1.17	0.04475	0.04475	8719.00	8695.00	8695.00	True
LW60	1.33	0.05114	0.05114	8719.00	8709.40	8709.40	True
LW60	1.50	0.05539	0.05539	8719.00	8719.00	8719.00	True
LW60	1.67	0.05845	0.05845	8719.00	8725.90	8725.90	True
LW60	1.83	0.05539	0.05539	8719.00	8719.00	8719.00	True
LW60	2.00	0.05539	0.05539	8719.00	8719.00	8719.00	True
LW60	2.17	0.05539	0.05539	8719.00	8719.00	8719.00	True
LW60	2.33	0.05539	0.05539	8719.00	8719.00	8719.00	True
LW60	2.50	0.05433	0.05433	8719.00	8716.60	8716.60	True
LW60	2.67	0.05007	0.05007	8719.00	8707.00	8707.00	True
LW60	2.83	0.04383	0.04383	8719.00	8692.91	8692.91	True
LW60	3.00	0.03660	0.03660	8719.00	8676.60	8676.60	True
LW60	3.17	0.03456	0.03456	8719.00	8672.00	8672.00	True
LW60	3.33	0.03456	0.03456	8719.00	8672.00	8672.00	True
LW60	3.50	0.03030	0.03030	8719.00	8662.40	8662.40	True
LW60	3.67	0.02498	0.02498	8719.00	8650.40	8650.40	True
LW60	3.83	0.02392	0.02392	8719.00	8648.00	8648.00	True
LW60	4.00	0.02392	0.02392	8719.00	8648.00	8648.00	True
LW60	4.17	0.02392	0.02392	8719.00	8648.00	8648.00	True
LW60	4.33	0.02392	0.02392	8719.00	8648.00	8648.00	True
LW60	4.50	0.02392	0.02392	8719.00	8648.00	8648.00	True
LW60	4.67	0.02285	0.02285	8719.00	8645.60	8645.60	True
LW60	4.83	0.01714	0.01714	8719.00	8632.73	8632.73	True
LW60	5.00	0.01327	0.01327	8719.00	8624.00	8624.00	True
LW60	5.17	0.01753	0.01753	8719.00	8633.60	8633.60	True
LW60	5.33	0.02285	0.02285	8719.00	8645.60	8645.60	True
LW60	5.50	0.02392	0.02392	8719.00	8648.00	8648.00	True
LW60	5.67	0.03349	0.03349	8719.00	8669.60	8669.60	True
LW60	5.83	0.05056	0.05056	8719.00	8708.09	8708.09	True
LW60	6.00	0.06253	0.06253	8719.00	8735.10	8735.10	True
LW60	6.17	0.07197	0.07197	8719.00	8756.40	8756.40	True
LW60	6.33	0.07623	0.07623	8719.00	8766.00	8766.00	True
LW60	6.50	0.07623	0.07623	8719.00	8766.00	8766.00	True
LW60	6.67	0.08262	0.08262	8719.00	8780.40	8780.40	True
LW60	6.83	0.08687	0.08687	8719.00	8790.00	8790.00	True
LW60	7.00	0.09095	0.09095	8719.00	8799.20	8799.20	True
LW60	7.17	0.08993	0.08993	8719.00	8796.90	8796.90	True
LW60	7.33	0.08993	0.08993	8719.00	8796.90	8796.90	True
LW60	7.50	0.08687	0.08687	8719.00	8790.00	8790.00	True
LW60	7.67	0.08687	0.08687	8719.00	8790.00	8790.00	True
LW60	7.83	0.08687	0.08687	8719.00	8790.00	8790.00	True
LW60	8.00	0.08687	0.08687	8719.00	8790.00	8790.00	True
LW60	8.17	0.08687	0.08687	8719.00	8790.00	8790.00	True
LW60	8.33	0.08789	0.08789	8719.00	8792.30	8792.30	True
LW60	8.50	0.09401	0.09401	8719.00	8806.10	8806.10	True
LW60	8.67	0.09707	0.09707	8719.00	8813.00	8813.00	True
LW60	8.83	0.09707	0.09707	8719.00	8813.00	8813.00	True
LW60	9.00	0.09707	0.09707	8719.00	8813.00	8813.00	True
LW60	9.17	0.10558	0.10558	8719.00	8832.20	8832.20	True
LW60	9.33	0.10771	0.10771	8719.00	8837.00	8837.00	True
LW60	9.50	0.11622	0.11622	8719.00	8856.20	8856.20	True
LW60	9.67	0.11835	0.11835	8719.00	8861.00	8861.00	True
LW60	9.83	0.12512	0.12512	8719.00	8876.27	8876.27	True
LW60	10.00	0.12899	0.12899	8719.00	8885.00	8885.00	True
LW60	10.17	0.12899	0.12899	8719.00	8885.00	8885.00	True
LW60	10.33	0.13613	0.13613	8719.00	8901.10	8901.10	True
LW60	10.50	0.13919	0.13919	8719.00	8908.00	8908.00	True
LW60	10.67	0.13919	0.13919	8719.00	8908.00	8908.00	True
LW60	10.83	0.13919	0.13919	8719.00	8908.00	8908.00	True
LW60	11.00	0.13919	0.13919	8719.00	8908.00	8908.00	True
LW60	11.17	0.13919	0.13919	8719.00	8908.00	8908.00	True
LW60	11.33	0.13919	0.13919	8719.00	8908.00	8908.00	True
LW60	11.50	0.14025	0.14025	8719.00	8910.40	8910.40	True
LW60	11.67	0.13919	0.13919	8719.00	8908.00	8908.00	True
LW60	11.83	0.13919	0.13919	8719.00	8908.00	8908.00	True
LW60	12.00	0.14238	0.14238	8719.00	8915.20	8915.20	True
LW60	12.17	0.14557	0.14557	8719.00	8922.40	8922.40	True
LW60	12.33	0.14983	0.14983	8719.00	8932.00	8932.00	True
LW60	12.50	0.14983	0.14983	8719.00	8932.00	8932.00	True
LW60	12.67	0.14789	0.14789	8719.00	8927.64	8927.64	True
LW60	12.83	0.14876	0.14876	8719.00	8929.60	8929.60	True
LW60	13.00	0.14983	0.14983	8719.00	8932.00	8932.00	True
LW60	13.17	0.14983	0.14983	8719.00	8932.00	8932.00	True
LW65	0.00	-1.00000	-1.00000	5286.10	4491.09	4726.00	True
LW65	0.17	-0.58261	-0.58261	5286.10	4928.80	4928.80	True
LW65	0.33	-0.22285	-0.22285	5286.10	5103.60	5103.60	True
LW65	0.50	-0.05985	-0.05985	5286.10	5182.80	5182.80	True
LW65	0.67	0.04100	0.04100	5286.10	5231.80	5231.80	True
LW65	0.83	0.10933	0.10933	5286.10	5265.00	5265.00	True
LW65	1.00	0.13238	0.13238	5286.10	5276.20	5276.20	True
LW65	1.17	0.14596	0.14596	5286.10	5282.80	5282.80	True
LW65	1.33	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	1.50	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	1.67	0.15502	0.15502	5286.10	5287.20	5287.20	True
LW65	1.83	0.15872	0.15872	5286.10	5289.00	5289.00	True
LW65	2.00	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	2.17	0.15502	0.15502	5286.10	5287.20	5287.20	True
LW65	2.33	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	2.50	0.14596	0.14596	5286.10	5282.80	5282.80	True
LW65	2.67	0.14596	0.14596	5286.10	5282.80	5282.80	True
LW65	2.83	0.12168	0.12168	5286.10	5271.00	5271.00	True
LW65	3.00	0.10521	0.10521	5286.10	5263.00	5263.00	True
LW65	3.17	0.10521	0.10521	5286.10	5263.00	5263.00	True
LW65	3.33	0.09163	0.09163	5286.10	5256.40	5256.40	True
LW65	3.50	0.06446	0.06446	5286.10	5243.20	5243.20	True
LW65	3.67	0.05993	0.05993	5286.10	5241.00	5241.00	True
LW65	3.83	0.05993	0.05993	5286.10	5241.00	5241.00	True
LW65	4.00	0.04100	0.04100	5286.10	5231.80	5231.80	True
LW65	4.17	0.02680	0.02680	5286.10	5224.90	5224.90	True
LW65	4.33	0.01260	0.01260	5286.10	5218.00	5218.00	True
LW65	4.50	0.01260	0.01260	5286.10	5218.00	5218.00	True
LW65	4.67	0.00807	0.00807	5286.10	5215.80	5215.80	True
LW65	4.83	-0.01210	-0.01210	5286.10	5206.00	5206.00	True
LW65	5.00	-0.02363	-0.02363	5286.10	5200.40	5200.40	True
LW65	5.17	-0.03268	-0.03268	5286.10	5196.00	5196.00	True
LW65	5.33	-0.03268	-0.03268	5286.10	5196.00	5196.00	True
LW65	5.50	-0.03268	-0.03268	5286.10	5196.00	5196.00	True
LW65	5.67	0.00354	0.00354	5286.10	5213.60	5213.60	True
LW65	5.83	0.05114	0.05114	5286.10	5236.73	5236.73	True
LW65	6.00	0.10521	0.10521	5286.10	5263.00	5263.00	True
LW65	6.17	0.14143	0.14143	5286.10	5280.60	5280.60	True
LW65	6.33	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	6.50	0.15502	0.15502	5286.10	5287.20	5287.20	True
LW65	6.67	0.16407	0.16407	5286.10	5291.60	5291.60	True
LW65	6.83	0.17930	0.17930	5286.10	5299.00	5299.00	True
LW65	7.00	0.19577	0.19577	5286.10	5307.00	5307.00	True
LW65	7.17	0.16407	0.16407	5286.10	5291.60	5291.60	True
LW65	7.33	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	7.50	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	7.67	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	7.83	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	8.00	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	8.17	0.13238	0.13238	5286.10	5276.20	5276.20	True
LW65	8.33	0.10521	0.10521	5286.10	5263.00	5263.00	True
LW65	8.50	0.10521	0.10521	5286.10	5263.00	5263.00	True
LW65	8.67	0.10521	0.10521	5286.10	5263.00	5263.00	True
LW65	8.83	0.10521	0.10521	5286.10	5263.00	5263.00	True
LW65	9.00	0.10521	0.10521	5286.10	5263.00	5263.00	True
LW65	9.17	0.11879	0.11879	5286.10	5269.60	5269.60	True
LW65	9.33	0.14596	0.14596	5286.10	5282.80	5282.80	True
LW65	9.50	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	9.67	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	9.83	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	10.00	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	10.17	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	10.33	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	10.50	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	10.67	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	10.83	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	11.00	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	11.17	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	11.33	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	11.50	0.15049	0.15049	5286.10	5285.00	5285.00	True
LW65	11.67	0.13814	0.13814	5286.10	5279.00	5279.00	True
LW65	11.83	0.13238	0.13238	5286.10	5276.20	5276.20	True
LW65	12.00	0.10974	0.10974	5286.10	5265.20	5265.20	True
LW65	12.17	0.10974	0.10974	5286.10	5265.20	5265.20	True
LW65	12.33	0.12785	0.12785	5286.10	5274.00	5274.00	True
LW65	12.50	0.10974	0.10974	5286.10	5265.20	5265.20	True
LW65	12.67	0.10521	0.10521	5286.10	5263.00	5263.00	True
LW65	12.83	0.10521	0.10521	5286.10	5263.00	5263.00	True
LW65	13.00	0.10521	0.10521	5286.10	5263.00	5263.00	True
LW65	13.17	0.10521	0.10521	5286.10	5263.00	5263.00	True

This region contains a wide data table. Use horizontal scrolling to reveal additional columns when needed.

One sample, linked to its full context

Run and Inclusion Provenance

Sensor and Manufacturing Provenance

Sensor Features

Normalization Policy

Stored max-absolute-scaled response

Channels

Control display

Per-Sensor Baseline Diagnostics

Stored max-absolute-scaled response

Imported baseline-normalized

Source signal (no normalization)

Absolute baseline-relative change

Signed baseline-relative change

Baseline ratio

Baseline z-score

Raw Signal Plot

Immutable source signal

Configured Normalized Time-Series Plot

On-demand normalized signal

Selected-Sensor Time-Series Preview