2026-03-25 C1.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: Pseudomonas aeruginosa
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Pseudomonas aeruginosa | 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 C1.xlsx	Well ID	C1
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	12.20826	2.0-42.0 h
LW60	end_norm	0.48081	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.48081	2.0-42.0 h
LW60	max_norm	0.48081	2.0-42.0 h
LW60	min_norm	0.00508	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	0.01153	2.0-42.0 h
LW61	auc_norm	37.79252	2.0-42.0 h
LW61	end_norm	2.32117	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	2.33842	2.0-42.0 h
LW61	max_norm	2.33842	2.0-42.0 h
LW61	min_norm	0.03555	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	0.05422	2.0-42.0 h
LW62	auc_norm	-14.25326	2.0-42.0 h
LW62	end_norm	-0.24025	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.67856	2.0-42.0 h
LW62	max_norm	-0.11280	2.0-42.0 h
LW62	min_norm	-0.67856	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	0.00702	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	0.07243	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.04149	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-11.25074	2.0-42.0 h
LW64	end_norm	-0.45556	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.45574	2.0-42.0 h
LW64	max_norm	0.03286	2.0-42.0 h
LW64	min_norm	-0.45574	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	-0.01163	2.0-42.0 h
LW65	auc_norm	11.54574	2.0-42.0 h
LW65	end_norm	0.43304	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.43304	2.0-42.0 h
LW65	max_norm	0.43304	2.0-42.0 h
LW65	min_norm	0.00871	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	0.00951	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	5619.55273	149.29719	Ready
LW65	5	8281.49455	262.31165	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	4461.73–35671.53 Ω
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	4461.73–35671.53 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	4461.73–35671.53 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	4461.73–35671.53 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	-0.38093	-0.38093	5812.35	4461.73	4461.73	True
LW60	0.17	-0.14495	-0.14495	5812.35	5179.00	5179.00	True
LW60	0.33	-0.07016	-0.07016	5812.35	5406.30	5406.30	True
LW60	0.50	-0.02604	-0.02604	5812.35	5540.40	5540.40	True
LW60	0.67	0.00811	0.00811	5812.35	5644.20	5644.20	True
LW60	0.83	0.03683	0.03683	5812.35	5731.50	5731.50	True
LW60	1.00	0.05126	0.05126	5812.35	5775.36	5775.36	True
LW60	1.17	0.05549	0.05549	5812.35	5788.20	5788.20	True
LW60	1.33	0.05989	0.05989	5812.35	5801.60	5801.60	True
LW60	1.50	0.05963	0.05963	5812.35	5800.80	5800.80	True
LW60	1.67	0.05963	0.05963	5812.35	5800.80	5800.80	True
LW60	1.83	0.06723	0.06723	5812.35	5823.91	5823.91	True
LW60	2.00	0.07315	0.07315	5812.35	5841.90	5841.90	True
LW60	2.17	0.07457	0.07457	5812.35	5846.20	5846.20	True
LW60	2.33	0.08181	0.08181	5812.35	5868.20	5868.20	True
LW60	2.50	0.08191	0.08191	5812.35	5868.50	5868.50	True
LW60	2.67	0.08602	0.08602	5812.35	5881.00	5881.00	True
LW60	2.83	0.08937	0.08937	5812.35	5891.18	5891.18	True
LW60	3.00	0.09664	0.09664	5812.35	5913.30	5913.30	True
LW60	3.17	0.09674	0.09674	5812.35	5913.60	5913.60	True
LW60	3.33	0.10276	0.10276	5812.35	5931.90	5931.90	True
LW60	3.50	0.10401	0.10401	5812.35	5935.70	5935.70	True
LW60	3.67	0.11152	0.11152	5812.35	5958.50	5958.50	True
LW60	3.83	0.11605	0.11605	5812.35	5972.27	5972.27	True
LW60	4.00	0.12158	0.12158	5812.35	5989.10	5989.10	True
LW60	4.17	0.12918	0.12918	5812.35	6012.20	6012.20	True
LW60	4.33	0.13537	0.13537	5812.35	6031.00	6031.00	True
LW60	4.50	0.14336	0.14336	5812.35	6055.30	6055.30	True
LW60	4.67	0.15064	0.15064	5812.35	6077.40	6077.40	True
LW60	4.83	0.15951	0.15951	5812.35	6104.36	6104.36	True
LW60	5.00	0.17001	0.17001	5812.35	6136.30	6136.30	True
LW60	5.17	0.18354	0.18354	5812.35	6177.40	6177.40	True
LW60	5.33	0.19959	0.19959	5812.35	6226.20	6226.20	True
LW60	5.50	0.21430	0.21430	5812.35	6270.90	6270.90	True
LW60	5.67	0.22614	0.22614	5812.35	6306.90	6306.90	True
LW60	5.83	0.23751	0.23751	5812.35	6341.45	6341.45	True
LW60	6.00	0.24562	0.24562	5812.35	6366.10	6366.10	True
LW60	6.17	0.24509	0.24509	5812.35	6364.50	6364.50	True
LW60	6.33	0.24236	0.24236	5812.35	6356.20	6356.20	True
LW60	6.50	0.23891	0.23891	5812.35	6345.70	6345.70	True
LW60	6.67	0.23651	0.23651	5812.35	6338.40	6338.40	True
LW60	6.83	0.23132	0.23132	5812.35	6322.64	6322.64	True
LW60	7.00	0.22976	0.22976	5812.35	6317.90	6317.90	True
LW60	7.17	0.23006	0.23006	5812.35	6318.80	6318.80	True
LW60	7.33	0.22963	0.22963	5812.35	6317.50	6317.50	True
LW60	7.50	0.23549	0.23549	5812.35	6335.30	6335.30	True
LW60	7.67	0.23766	0.23766	5812.35	6341.90	6341.90	True
LW60	7.83	0.24352	0.24352	5812.35	6359.73	6359.73	True
LW60	8.00	0.24861	0.24861	5812.35	6375.20	6375.20	True
LW60	8.17	0.25480	0.25480	5812.35	6394.00	6394.00	True
LW60	8.33	0.26039	0.26039	5812.35	6411.00	6411.00	True
LW60	8.50	0.26779	0.26779	5812.35	6433.50	6433.50	True
LW60	8.67	0.27487	0.27487	5812.35	6455.00	6455.00	True
LW60	8.83	0.28312	0.28312	5812.35	6480.09	6480.09	True
LW60	9.00	0.29323	0.29323	5812.35	6510.80	6510.80	True
LW60	9.17	0.30277	0.30277	5812.35	6539.80	6539.80	True
LW60	9.33	0.30958	0.30958	5812.35	6560.50	6560.50	True
LW60	9.50	0.31951	0.31951	5812.35	6590.70	6590.70	True
LW60	9.67	0.32455	0.32455	5812.35	6606.00	6606.00	True
LW60	9.83	0.33597	0.33597	5812.35	6640.73	6640.73	True
LW60	10.00	0.34669	0.34669	5812.35	6673.30	6673.30	True
LW60	10.17	0.35653	0.35653	5812.35	6703.20	6703.20	True
LW60	10.33	0.36864	0.36864	5812.35	6740.00	6740.00	True
LW60	10.50	0.37910	0.37910	5812.35	6771.80	6771.80	True
LW60	10.67	0.39282	0.39282	5812.35	6813.50	6813.50	True
LW60	10.83	0.40818	0.40818	5812.35	6860.18	6860.18	True
LW60	11.00	0.41989	0.41989	5812.35	6895.80	6895.80	True
LW60	11.17	0.42842	0.42842	5812.35	6921.70	6921.70	True
LW60	11.33	0.43921	0.43921	5812.35	6954.50	6954.50	True
LW60	11.50	0.44493	0.44493	5812.35	6971.90	6971.90	True
LW60	11.67	0.45421	0.45421	5812.35	7000.10	7000.10	True
LW60	11.83	0.46300	0.46300	5812.35	7026.82	7026.82	True
LW60	12.00	0.47224	0.47224	5812.35	7054.90	7054.90	True
LW60	12.17	0.48014	0.48014	5812.35	7078.90	7078.90	True
LW60	12.33	0.48747	0.48747	5812.35	7101.20	7101.20	True
LW60	12.50	0.49603	0.49603	5812.35	7127.20	7127.20	True
LW60	12.67	0.50501	0.50501	5812.35	7154.50	7154.50	True
LW60	12.83	0.51235	0.51235	5812.35	7176.82	7176.82	True
LW60	13.00	0.51810	0.51810	5812.35	7194.30	7194.30	True
LW60	13.17	0.52511	0.52511	5812.35	7215.60	7215.60	True
LW65	0.00	-0.45630	-0.45630	8687.52	6342.73	6342.73	True
LW65	0.17	-0.18468	-0.18468	8687.52	7496.80	7496.80	True
LW65	0.33	-0.08849	-0.08849	8687.52	7905.50	7905.50	True
LW65	0.50	-0.03274	-0.03274	8687.52	8142.40	8142.40	True
LW65	0.67	0.01182	0.01182	8687.52	8331.70	8331.70	True
LW65	0.83	0.04427	0.04427	8687.52	8469.60	8469.60	True
LW65	1.00	0.06514	0.06514	8687.52	8558.27	8558.27	True
LW65	1.17	0.07666	0.07666	8687.52	8607.20	8607.20	True
LW65	1.33	0.08230	0.08230	8687.52	8631.20	8631.20	True
LW65	1.50	0.08419	0.08419	8687.52	8639.20	8639.20	True
LW65	1.67	0.08920	0.08920	8687.52	8660.50	8660.50	True
LW65	1.83	0.10192	0.10192	8687.52	8714.55	8714.55	True
LW65	2.00	0.11337	0.11337	8687.52	8763.20	8763.20	True
LW65	2.17	0.12111	0.12111	8687.52	8796.10	8796.10	True
LW65	2.33	0.12933	0.12933	8687.52	8831.00	8831.00	True
LW65	2.50	0.13573	0.13573	8687.52	8858.20	8858.20	True
LW65	2.67	0.14223	0.14223	8687.52	8885.80	8885.80	True
LW65	2.83	0.15015	0.15015	8687.52	8919.45	8919.45	True
LW65	3.00	0.15522	0.15522	8687.52	8941.00	8941.00	True
LW65	3.17	0.16197	0.16197	8687.52	8969.70	8969.70	True
LW65	3.33	0.16651	0.16651	8687.52	8989.00	8989.00	True
LW65	3.50	0.17358	0.17358	8687.52	9019.00	9019.00	True
LW65	3.67	0.18214	0.18214	8687.52	9055.40	9055.40	True
LW65	3.83	0.18810	0.18810	8687.52	9080.73	9080.73	True
LW65	4.00	0.19570	0.19570	8687.52	9113.00	9113.00	True
LW65	4.17	0.20276	0.20276	8687.52	9143.00	9143.00	True
LW65	4.33	0.21208	0.21208	8687.52	9182.60	9182.60	True
LW65	4.50	0.22093	0.22093	8687.52	9220.20	9220.20	True
LW65	4.67	0.23321	0.23321	8687.52	9272.40	9272.40	True
LW65	4.83	0.24564	0.24564	8687.52	9325.18	9325.18	True
LW65	5.00	0.25793	0.25793	8687.52	9377.40	9377.40	True
LW65	5.17	0.27506	0.27506	8687.52	9450.20	9450.20	True
LW65	5.33	0.29078	0.29078	8687.52	9517.00	9517.00	True
LW65	5.50	0.30307	0.30307	8687.52	9569.20	9569.20	True
LW65	5.67	0.31719	0.31719	8687.52	9629.20	9629.20	True
LW65	5.83	0.32966	0.32966	8687.52	9682.18	9682.18	True
LW65	6.00	0.33927	0.33927	8687.52	9723.00	9723.00	True
LW65	6.17	0.34216	0.34216	8687.52	9735.30	9735.30	True
LW65	6.33	0.34644	0.34644	8687.52	9753.50	9753.50	True
LW65	6.50	0.34583	0.34583	8687.52	9750.90	9750.90	True
LW65	6.67	0.34501	0.34501	8687.52	9747.40	9747.40	True
LW65	6.83	0.34431	0.34431	8687.52	9744.45	9744.45	True
LW65	7.00	0.34501	0.34501	8687.52	9747.40	9747.40	True
LW65	7.17	0.34529	0.34529	8687.52	9748.60	9748.60	True
LW65	7.33	0.34607	0.34607	8687.52	9751.90	9751.90	True
LW65	7.50	0.34811	0.34811	8687.52	9760.60	9760.60	True
LW65	7.67	0.35181	0.35181	8687.52	9776.30	9776.30	True
LW65	7.83	0.35516	0.35516	8687.52	9790.55	9790.55	True
LW65	8.00	0.35892	0.35892	8687.52	9806.50	9806.50	True
LW65	8.17	0.36492	0.36492	8687.52	9832.00	9832.00	True
LW65	8.33	0.36847	0.36847	8687.52	9847.10	9847.10	True
LW65	8.50	0.37123	0.37123	8687.52	9858.80	9858.80	True
LW65	8.67	0.37789	0.37789	8687.52	9887.10	9887.10	True
LW65	8.83	0.38234	0.38234	8687.52	9906.00	9906.00	True
LW65	9.00	0.39008	0.39008	8687.52	9938.90	9938.90	True
LW65	9.17	0.39528	0.39528	8687.52	9961.00	9961.00	True
LW65	9.33	0.40050	0.40050	8687.52	9983.20	9983.20	True
LW65	9.50	0.40808	0.40808	8687.52	10015.40	10015.40	True
LW65	9.67	0.41305	0.41305	8687.52	10036.50	10036.50	True
LW65	9.83	0.42003	0.42003	8687.52	10066.18	10066.18	True
LW65	10.00	0.42811	0.42811	8687.52	10100.50	10100.50	True
LW65	10.17	0.43644	0.43644	8687.52	10135.90	10135.90	True
LW65	10.33	0.44381	0.44381	8687.52	10167.20	10167.20	True
LW65	10.50	0.45169	0.45169	8687.52	10200.70	10200.70	True
LW65	10.67	0.46033	0.46033	8687.52	10237.40	10237.40	True
LW65	10.83	0.47295	0.47295	8687.52	10291.00	10291.00	True
LW65	11.00	0.48507	0.48507	8687.52	10342.50	10342.50	True
LW65	11.17	0.49382	0.49382	8687.52	10379.70	10379.70	True
LW65	11.33	0.50383	0.50383	8687.52	10422.20	10422.20	True
LW65	11.50	0.50919	0.50919	8687.52	10445.00	10445.00	True
LW65	11.67	0.51985	0.51985	8687.52	10490.30	10490.30	True
LW65	11.83	0.52584	0.52584	8687.52	10515.73	10515.73	True
LW65	12.00	0.53416	0.53416	8687.52	10551.10	10551.10	True
LW65	12.17	0.54153	0.54153	8687.52	10582.40	10582.40	True
LW65	12.33	0.54810	0.54810	8687.52	10610.30	10610.30	True
LW65	12.50	0.55652	0.55652	8687.52	10646.10	10646.10	True
LW65	12.67	0.56273	0.56273	8687.52	10672.50	10672.50	True
LW65	12.83	0.57021	0.57021	8687.52	10704.27	10704.27	True
LW65	13.00	0.57711	0.57711	8687.52	10733.60	10733.60	True
LW65	13.17	0.58488	0.58488	8687.52	10766.60	10766.60	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