2026-03-25 B2.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
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Staphylococcus aureus | Run: 2026-03-25 inc4 | 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	2026-03-25 inc4	Run date	2026-03-25
Media	LB	Incubator	inc4
Well file	2026-03-25 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	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	10.06682	2.0-42.0 h
LW60	end_norm	0.34923	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.35081	2.0-42.0 h
LW60	max_norm	0.35081	2.0-42.0 h
LW60	min_norm	0.00778	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	0.00782	2.0-42.0 h
LW61	auc_norm	17.92273	2.0-42.0 h
LW61	end_norm	0.54024	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.55834	2.0-42.0 h
LW61	max_norm	0.55834	2.0-42.0 h
LW61	min_norm	0.02662	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	0.01038	2.0-42.0 h
LW62	auc_norm	-12.97574	2.0-42.0 h
LW62	end_norm	0.11575	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.68971	2.0-42.0 h
LW62	max_norm	0.11575	2.0-42.0 h
LW62	min_norm	-0.68971	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	0.01501	2.0-42.0 h
LW63	auc_norm	-25.82582	2.0-42.0 h
LW63	end_norm	-0.64403	2.0-42.0 h
LW63	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW63	max_abs_norm	0.69986	2.0-42.0 h
LW63	max_norm	-0.17928	2.0-42.0 h
LW63	min_norm	-0.69986	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	-0.00399	2.0-42.0 h
LW64	auc_norm	-5.31640	2.0-42.0 h
LW64	end_norm	-0.11773	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.17730	2.0-42.0 h
LW64	max_norm	0.00362	2.0-42.0 h
LW64	min_norm	-0.17730	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	-0.00181	2.0-42.0 h
LW65	auc_norm	9.55781	2.0-42.0 h
LW65	end_norm	0.30525	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.30553	2.0-42.0 h
LW65	max_norm	0.30553	2.0-42.0 h
LW65	min_norm	0.00887	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	0.00592	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 558 source points

Control overlay: mean of 3 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	5576.14000	141.43655	Ready
LW65	5	8796.46000	313.27206	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	0.00–46.33 h	4527.73–35671.53 Ω
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	4527.73–35671.53 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	4527.73–35671.53 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	4527.73–35671.53 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	0.00–46.33 h	-1.00000–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	-1.00000–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	-1.00000–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 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	-0.44711	-0.44711	5825.70	4527.73	4527.73	True
LW60	0.17	-0.18080	-0.18080	5825.70	5152.20	5152.20	True
LW60	0.33	-0.08450	-0.08450	5825.70	5378.00	5378.00	True
LW60	0.50	-0.03426	-0.03426	5825.70	5495.80	5495.80	True
LW60	0.67	0.01043	0.01043	5825.70	5600.60	5600.60	True
LW60	0.83	0.04271	0.04271	5825.70	5676.30	5676.30	True
LW60	1.00	0.06562	0.06562	5825.70	5730.00	5730.00	True
LW60	1.17	0.08856	0.08856	5825.70	5783.80	5783.80	True
LW60	1.33	0.09142	0.09142	5825.70	5790.50	5790.50	True
LW60	1.50	0.10106	0.10106	5825.70	5813.10	5813.10	True
LW60	1.67	0.10204	0.10204	5825.70	5815.40	5815.40	True
LW60	1.83	0.11082	0.11082	5825.70	5836.00	5836.00	True
LW60	2.00	0.12575	0.12575	5825.70	5871.00	5871.00	True
LW60	2.17	0.13530	0.13530	5825.70	5893.40	5893.40	True
LW60	2.33	0.14195	0.14195	5825.70	5909.00	5909.00	True
LW60	2.50	0.14490	0.14490	5825.70	5915.90	5915.90	True
LW60	2.67	0.15078	0.15078	5825.70	5929.70	5929.70	True
LW60	2.83	0.14998	0.14998	5825.70	5927.82	5927.82	True
LW60	3.00	0.15458	0.15458	5825.70	5938.60	5938.60	True
LW60	3.17	0.16212	0.16212	5825.70	5956.30	5956.30	True
LW60	3.33	0.17091	0.17091	5825.70	5976.90	5976.90	True
LW60	3.50	0.18720	0.18720	5825.70	6015.10	6015.10	True
LW60	3.67	0.18720	0.18720	5825.70	6015.10	6015.10	True
LW60	3.83	0.19441	0.19441	5825.70	6032.00	6032.00	True
LW60	4.00	0.20737	0.20737	5825.70	6062.40	6062.40	True
LW60	4.17	0.21693	0.21693	5825.70	6084.80	6084.80	True
LW60	4.33	0.23415	0.23415	5825.70	6125.20	6125.20	True
LW60	4.50	0.24759	0.24759	5825.70	6156.70	6156.70	True
LW60	4.67	0.27062	0.27062	5825.70	6210.70	6210.70	True
LW60	4.83	0.28420	0.28420	5825.70	6242.55	6242.55	True
LW60	5.00	0.30333	0.30333	5825.70	6287.40	6287.40	True
LW60	5.17	0.32938	0.32938	5825.70	6348.50	6348.50	True
LW60	5.33	0.34858	0.34858	5825.70	6393.50	6393.50	True
LW60	5.50	0.35936	0.35936	5825.70	6418.80	6418.80	True
LW60	5.67	0.36035	0.36035	5825.70	6421.10	6421.10	True
LW60	5.83	0.36240	0.36240	5825.70	6425.91	6425.91	True
LW60	6.00	0.35740	0.35740	5825.70	6414.20	6414.20	True
LW60	6.17	0.35446	0.35446	5825.70	6407.30	6407.30	True
LW60	6.33	0.35348	0.35348	5825.70	6405.00	6405.00	True
LW60	6.50	0.35348	0.35348	5825.70	6405.00	6405.00	True
LW60	6.67	0.35152	0.35152	5825.70	6400.40	6400.40	True
LW60	6.83	0.35348	0.35348	5825.70	6405.00	6405.00	True
LW60	7.00	0.35740	0.35740	5825.70	6414.20	6414.20	True
LW60	7.17	0.36231	0.36231	5825.70	6425.70	6425.70	True
LW60	7.33	0.36329	0.36329	5825.70	6428.00	6428.00	True
LW60	7.50	0.36798	0.36798	5825.70	6439.00	6439.00	True
LW60	7.67	0.37757	0.37757	5825.70	6461.50	6461.50	True
LW60	7.83	0.38426	0.38426	5825.70	6477.18	6477.18	True
LW60	8.00	0.39229	0.39229	5825.70	6496.00	6496.00	True
LW60	8.17	0.40367	0.40367	5825.70	6522.70	6522.70	True
LW60	8.33	0.41246	0.41246	5825.70	6543.30	6543.30	True
LW60	8.50	0.42423	0.42423	5825.70	6570.90	6570.90	True
LW60	8.67	0.43771	0.43771	5825.70	6602.50	6602.50	True
LW60	8.83	0.45742	0.45742	5825.70	6648.73	6648.73	True
LW60	9.00	0.47366	0.47366	5825.70	6686.80	6686.80	True
LW60	9.17	0.48615	0.48615	5825.70	6716.10	6716.10	True
LW60	9.33	0.49890	0.49890	5825.70	6746.00	6746.00	True
LW60	9.50	0.51153	0.51153	5825.70	6775.60	6775.60	True
LW60	9.67	0.51809	0.51809	5825.70	6791.00	6791.00	True
LW60	9.83	0.52434	0.52434	5825.70	6805.64	6805.64	True
LW60	10.00	0.53575	0.53575	5825.70	6832.40	6832.40	True
LW60	10.17	0.53771	0.53771	5825.70	6837.00	6837.00	True
LW60	10.33	0.54948	0.54948	5825.70	6864.60	6864.60	True
LW60	10.50	0.55831	0.55831	5825.70	6885.30	6885.30	True
LW60	10.67	0.56714	0.56714	5825.70	6906.00	6906.00	True
LW60	10.83	0.56714	0.56714	5825.70	6906.00	6906.00	True
LW60	11.00	0.56995	0.56995	5825.70	6912.60	6912.60	True
LW60	11.17	0.56995	0.56995	5825.70	6912.60	6912.60	True
LW60	11.33	0.57652	0.57652	5825.70	6928.00	6928.00	True
LW60	11.50	0.58044	0.58044	5825.70	6937.20	6937.20	True
LW60	11.67	0.58633	0.58633	5825.70	6951.00	6951.00	True
LW60	11.83	0.59079	0.59079	5825.70	6961.45	6961.45	True
LW60	12.00	0.59123	0.59123	5825.70	6962.50	6962.50	True
LW60	12.17	0.59712	0.59712	5825.70	6976.30	6976.30	True
LW60	12.33	0.60104	0.60104	5825.70	6985.50	6985.50	True
LW60	12.50	0.60595	0.60595	5825.70	6997.00	6997.00	True
LW60	12.67	0.60595	0.60595	5825.70	6997.00	6997.00	True
LW60	12.83	0.60773	0.60773	5825.70	7001.18	7001.18	True
LW60	13.00	0.61576	0.61576	5825.70	7020.00	7020.00	True
LW60	13.17	0.61772	0.61772	5825.70	7024.60	7024.60	True
LW65	0.00	-0.58286	-0.58286	9312.02	6808.00	6808.00	True
LW65	0.17	-0.26477	-0.26477	9312.02	7893.20	7893.20	True
LW65	0.33	-0.13116	-0.13116	9312.02	8349.00	8349.00	True
LW65	0.50	-0.04835	-0.04835	9312.02	8631.50	8631.50	True
LW65	0.67	0.01607	0.01607	9312.02	8851.30	8851.30	True
LW65	0.83	0.06479	0.06479	9312.02	9017.50	9017.50	True
LW65	1.00	0.09865	0.09865	9312.02	9133.00	9133.00	True
LW65	1.17	0.12471	0.12471	9312.02	9221.90	9221.90	True
LW65	1.33	0.13453	0.13453	9312.02	9255.40	9255.40	True
LW65	1.50	0.14508	0.14508	9312.02	9291.40	9291.40	True
LW65	1.67	0.14086	0.14086	9312.02	9277.00	9277.00	True
LW65	1.83	0.15717	0.15717	9312.02	9332.64	9332.64	True
LW65	2.00	0.17533	0.17533	9312.02	9394.60	9394.60	True
LW65	2.17	0.18799	0.18799	9312.02	9437.80	9437.80	True
LW65	2.33	0.19432	0.19432	9312.02	9459.40	9459.40	True
LW65	2.50	0.20488	0.20488	9312.02	9495.40	9495.40	True
LW65	2.67	0.21121	0.21121	9312.02	9517.00	9517.00	True
LW65	2.83	0.21345	0.21345	9312.02	9524.64	9524.64	True
LW65	3.00	0.22387	0.22387	9312.02	9560.20	9560.20	True
LW65	3.17	0.23231	0.23231	9312.02	9589.00	9589.00	True
LW65	3.33	0.24427	0.24427	9312.02	9629.80	9629.80	True
LW65	3.50	0.25764	0.25764	9312.02	9675.40	9675.40	True
LW65	3.67	0.26538	0.26538	9312.02	9701.80	9701.80	True
LW65	3.83	0.27548	0.27548	9312.02	9736.27	9736.27	True
LW65	4.00	0.29070	0.29070	9312.02	9788.20	9788.20	True
LW65	4.17	0.30477	0.30477	9312.02	9836.20	9836.20	True
LW65	4.33	0.32470	0.32470	9312.02	9904.20	9904.20	True
LW65	4.50	0.34235	0.34235	9312.02	9964.40	9964.40	True
LW65	4.67	0.36231	0.36231	9312.02	10032.50	10032.50	True
LW65	4.83	0.38492	0.38492	9312.02	10109.64	10109.64	True
LW65	5.00	0.40842	0.40842	9312.02	10189.80	10189.80	True
LW65	5.17	0.43477	0.43477	9312.02	10279.70	10279.70	True
LW65	5.33	0.45834	0.45834	9312.02	10360.10	10360.10	True
LW65	5.50	0.47411	0.47411	9312.02	10413.90	10413.90	True
LW65	5.67	0.48410	0.48410	9312.02	10448.00	10448.00	True
LW65	5.83	0.49053	0.49053	9312.02	10469.91	10469.91	True
LW65	6.00	0.49187	0.49187	9312.02	10474.50	10474.50	True
LW65	6.17	0.49187	0.49187	9312.02	10474.50	10474.50	True
LW65	6.33	0.49334	0.49334	9312.02	10479.50	10479.50	True
LW65	6.50	0.49114	0.49114	9312.02	10472.00	10472.00	True
LW65	6.67	0.49114	0.49114	9312.02	10472.00	10472.00	True
LW65	6.83	0.49647	0.49647	9312.02	10490.18	10490.18	True
LW65	7.00	0.49847	0.49847	9312.02	10497.00	10497.00	True
LW65	7.17	0.49987	0.49987	9312.02	10501.80	10501.80	True
LW65	7.33	0.50480	0.50480	9312.02	10518.60	10518.60	True
LW65	7.50	0.50917	0.50917	9312.02	10533.50	10533.50	True
LW65	7.67	0.51564	0.51564	9312.02	10555.60	10555.60	True
LW65	7.83	0.52120	0.52120	9312.02	10574.55	10574.55	True
LW65	8.00	0.52857	0.52857	9312.02	10599.70	10599.70	True
LW65	8.17	0.53845	0.53845	9312.02	10633.40	10633.40	True
LW65	8.33	0.54786	0.54786	9312.02	10665.50	10665.50	True
LW65	8.50	0.55357	0.55357	9312.02	10685.00	10685.00	True
LW65	8.67	0.56647	0.56647	9312.02	10729.00	10729.00	True
LW65	8.83	0.57998	0.57998	9312.02	10775.09	10775.09	True
LW65	9.00	0.59244	0.59244	9312.02	10817.60	10817.60	True
LW65	9.17	0.60537	0.60537	9312.02	10861.70	10861.70	True
LW65	9.33	0.61903	0.61903	9312.02	10908.30	10908.30	True
LW65	9.50	0.63067	0.63067	9312.02	10948.00	10948.00	True
LW65	9.67	0.63928	0.63928	9312.02	10977.40	10977.40	True
LW65	9.83	0.65209	0.65209	9312.02	11021.09	11021.09	True
LW65	10.00	0.66455	0.66455	9312.02	11063.60	11063.60	True
LW65	10.17	0.67038	0.67038	9312.02	11083.50	11083.50	True
LW65	10.33	0.67915	0.67915	9312.02	11113.40	11113.40	True
LW65	10.50	0.68548	0.68548	9312.02	11135.00	11135.00	True
LW65	10.67	0.69134	0.69134	9312.02	11155.00	11155.00	True
LW65	10.83	0.69481	0.69481	9312.02	11166.82	11166.82	True
LW65	11.00	0.69794	0.69794	9312.02	11177.50	11177.50	True
LW65	11.17	0.69940	0.69940	9312.02	11182.50	11182.50	True
LW65	11.33	0.70225	0.70225	9312.02	11192.20	11192.20	True
LW65	11.50	0.70790	0.70790	9312.02	11211.50	11211.50	True
LW65	11.67	0.71303	0.71303	9312.02	11229.00	11229.00	True
LW65	11.83	0.71650	0.71650	9312.02	11240.82	11240.82	True
LW65	12.00	0.71890	0.71890	9312.02	11249.00	11249.00	True
LW65	12.17	0.72329	0.72329	9312.02	11264.00	11264.00	True
LW65	12.33	0.72842	0.72842	9312.02	11281.50	11281.50	True
LW65	12.50	0.73056	0.73056	9312.02	11288.80	11288.80	True
LW65	12.67	0.73549	0.73549	9312.02	11305.60	11305.60	True
LW65	12.83	0.73686	0.73686	9312.02	11310.27	11310.27	True
LW65	13.00	0.73912	0.73912	9312.02	11318.00	11318.00	True
LW65	13.17	0.74278	0.74278	9312.02	11330.50	11330.50	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