2026-03-25 B1.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 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	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	12.02167	2.0-42.0 h
LW60	end_norm	0.45445	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.45445	2.0-42.0 h
LW60	max_norm	0.45445	2.0-42.0 h
LW60	min_norm	0.00410	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	0.01058	2.0-42.0 h
LW61	auc_norm	29.28203	2.0-42.0 h
LW61	end_norm	1.24584	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	1.24584	2.0-42.0 h
LW61	max_norm	1.24584	2.0-42.0 h
LW61	min_norm	0.01540	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	0.02963	2.0-42.0 h
LW62	auc_norm	-30.59335	2.0-42.0 h
LW62	end_norm	-0.72354	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.88958	2.0-42.0 h
LW62	max_norm	-0.03585	2.0-42.0 h
LW62	min_norm	-0.88958	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	-0.00079	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	0.31988	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.19129	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-12.59797	2.0-42.0 h
LW64	end_norm	-0.46913	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.46913	2.0-42.0 h
LW64	max_norm	0.01285	2.0-42.0 h
LW64	min_norm	-0.46913	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	-0.01071	2.0-42.0 h
LW65	auc_norm	12.99023	2.0-42.0 h
LW65	end_norm	0.47327	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.47327	2.0-42.0 h
LW65	max_norm	0.47327	2.0-42.0 h
LW65	min_norm	0.00936	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	0.00997	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	3830.20000	78.66133	Ready
LW65	5	15901.04364	544.03858	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	3095.82–35671.53 Ω
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	3095.82–35671.53 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	3095.82–35671.53 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	3095.82–35671.53 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	-0.37761	-0.37761	3954.77	3095.82	3095.82	True
LW60	0.17	-0.13235	-0.13235	3954.77	3572.80	3572.80	True
LW60	0.33	-0.05846	-0.05846	3954.77	3716.50	3716.50	True
LW60	0.50	-0.01841	-0.01841	3954.77	3794.40	3794.40	True
LW60	0.67	0.00478	0.00478	3954.77	3839.50	3839.50	True
LW60	0.83	0.02694	0.02694	3954.77	3882.60	3882.60	True
LW60	1.00	0.04515	0.04515	3954.77	3918.00	3918.00	True
LW60	1.17	0.05255	0.05255	3954.77	3932.40	3932.40	True
LW60	1.33	0.06160	0.06160	3954.77	3950.00	3950.00	True
LW60	1.50	0.05821	0.05821	3954.77	3943.40	3943.40	True
LW60	1.67	0.06160	0.06160	3954.77	3950.00	3950.00	True
LW60	1.83	0.06651	0.06651	3954.77	3959.55	3959.55	True
LW60	2.00	0.07240	0.07240	3954.77	3971.00	3971.00	True
LW60	2.17	0.07353	0.07353	3954.77	3973.20	3973.20	True
LW60	2.33	0.08258	0.08258	3954.77	3990.80	3990.80	True
LW60	2.50	0.08371	0.08371	3954.77	3993.00	3993.00	True
LW60	2.67	0.09019	0.09019	3954.77	4005.60	4005.60	True
LW60	2.83	0.09451	0.09451	3954.77	4014.00	4014.00	True
LW60	3.00	0.10130	0.10130	3954.77	4027.20	4027.20	True
LW60	3.17	0.10582	0.10582	3954.77	4036.00	4036.00	True
LW60	3.33	0.11035	0.11035	3954.77	4044.80	4044.80	True
LW60	3.50	0.11713	0.11713	3954.77	4058.00	4058.00	True
LW60	3.67	0.12361	0.12361	3954.77	4070.60	4070.60	True
LW60	3.83	0.12793	0.12793	3954.77	4079.00	4079.00	True
LW60	4.00	0.13585	0.13585	3954.77	4094.40	4094.40	True
LW60	4.17	0.13924	0.13924	3954.77	4101.00	4101.00	True
LW60	4.33	0.14829	0.14829	3954.77	4118.60	4118.60	True
LW60	4.50	0.15487	0.15487	3954.77	4131.40	4131.40	True
LW60	4.67	0.16362	0.16362	3954.77	4148.40	4148.40	True
LW60	4.83	0.17472	0.17472	3954.77	4170.00	4170.00	True
LW60	5.00	0.18398	0.18398	3954.77	4188.00	4188.00	True
LW60	5.17	0.19961	0.19961	3954.77	4218.40	4218.40	True
LW60	5.33	0.21514	0.21514	3954.77	4248.60	4248.60	True
LW60	5.50	0.23437	0.23437	3954.77	4286.00	4286.00	True
LW60	5.67	0.24763	0.24763	3954.77	4311.80	4311.80	True
LW60	5.83	0.26213	0.26213	3954.77	4340.00	4340.00	True
LW60	6.00	0.26779	0.26779	3954.77	4351.00	4351.00	True
LW60	6.17	0.27345	0.27345	3954.77	4362.00	4362.00	True
LW60	6.33	0.27345	0.27345	3954.77	4362.00	4362.00	True
LW60	6.50	0.27345	0.27345	3954.77	4362.00	4362.00	True
LW60	6.67	0.26779	0.26779	3954.77	4351.00	4351.00	True
LW60	6.83	0.26213	0.26213	3954.77	4340.00	4340.00	True
LW60	7.00	0.26213	0.26213	3954.77	4340.00	4340.00	True
LW60	7.17	0.26213	0.26213	3954.77	4340.00	4340.00	True
LW60	7.33	0.26213	0.26213	3954.77	4340.00	4340.00	True
LW60	7.50	0.26213	0.26213	3954.77	4340.00	4340.00	True
LW60	7.67	0.27005	0.27005	3954.77	4355.40	4355.40	True
LW60	7.83	0.27345	0.27345	3954.77	4362.00	4362.00	True
LW60	8.00	0.28023	0.28023	3954.77	4375.20	4375.20	True
LW60	8.17	0.28476	0.28476	3954.77	4384.00	4384.00	True
LW60	8.33	0.29016	0.29016	3954.77	4394.50	4394.50	True
LW60	8.50	0.29556	0.29556	3954.77	4405.00	4405.00	True
LW60	8.67	0.30234	0.30234	3954.77	4418.20	4418.20	True
LW60	8.83	0.31201	0.31201	3954.77	4437.00	4437.00	True
LW60	9.00	0.32158	0.32158	3954.77	4455.60	4455.60	True
LW60	9.17	0.33176	0.33176	3954.77	4475.40	4475.40	True
LW60	9.33	0.34307	0.34307	3954.77	4497.40	4497.40	True
LW60	9.50	0.35212	0.35212	3954.77	4515.00	4515.00	True
LW60	9.67	0.35968	0.35968	3954.77	4529.70	4529.70	True
LW60	9.83	0.37217	0.37217	3954.77	4554.00	4554.00	True
LW60	10.00	0.38441	0.38441	3954.77	4577.80	4577.80	True
LW60	10.17	0.39685	0.39685	3954.77	4602.00	4602.00	True
LW60	10.33	0.41043	0.41043	3954.77	4628.40	4628.40	True
LW60	10.50	0.42626	0.42626	3954.77	4659.20	4659.20	True
LW60	10.67	0.44323	0.44323	3954.77	4692.20	4692.20	True
LW60	10.83	0.45734	0.45734	3954.77	4719.64	4719.64	True
LW60	11.00	0.46421	0.46421	3954.77	4733.00	4733.00	True
LW60	11.17	0.47439	0.47439	3954.77	4752.80	4752.80	True
LW60	11.33	0.48005	0.48005	3954.77	4763.80	4763.80	True
LW60	11.50	0.48457	0.48457	3954.77	4772.60	4772.60	True
LW60	11.67	0.48797	0.48797	3954.77	4779.20	4779.20	True
LW60	11.83	0.49712	0.49712	3954.77	4797.00	4797.00	True
LW60	12.00	0.50381	0.50381	3954.77	4810.00	4810.00	True
LW60	12.17	0.51059	0.51059	3954.77	4823.20	4823.20	True
LW60	12.33	0.52077	0.52077	3954.77	4843.00	4843.00	True
LW60	12.50	0.52643	0.52643	3954.77	4854.00	4854.00	True
LW60	12.67	0.53322	0.53322	3954.77	4867.20	4867.20	True
LW60	12.83	0.54340	0.54340	3954.77	4887.00	4887.00	True
LW60	13.00	0.55132	0.55132	3954.77	4902.40	4902.40	True
LW60	13.17	0.55923	0.55923	3954.77	4917.80	4917.80	True
LW65	0.00	-0.45547	-0.45547	16869.03	11761.09	11761.09	True
LW65	0.17	-0.18512	-0.18512	16869.03	14218.40	14218.40	True
LW65	0.33	-0.08770	-0.08770	16869.03	15103.90	15103.90	True
LW65	0.50	-0.02798	-0.02798	16869.03	15646.70	15646.70	True
LW65	0.67	0.01128	0.01128	16869.03	16003.60	16003.60	True
LW65	0.83	0.04039	0.04039	16869.03	16268.20	16268.20	True
LW65	1.00	0.06401	0.06401	16869.03	16482.82	16482.82	True
LW65	1.17	0.07764	0.07764	16869.03	16606.70	16606.70	True
LW65	1.33	0.09319	0.09319	16869.03	16748.10	16748.10	True
LW65	1.50	0.09501	0.09501	16869.03	16764.60	16764.60	True
LW65	1.67	0.10073	0.10073	16869.03	16816.60	16816.60	True
LW65	1.83	0.11226	0.11226	16869.03	16921.45	16921.45	True
LW65	2.00	0.12388	0.12388	16869.03	17027.00	17027.00	True
LW65	2.17	0.12993	0.12993	16869.03	17082.00	17082.00	True
LW65	2.33	0.14016	0.14016	16869.03	17175.00	17175.00	True
LW65	2.50	0.14711	0.14711	16869.03	17238.20	17238.20	True
LW65	2.67	0.15379	0.15379	16869.03	17298.90	17298.90	True
LW65	2.83	0.16442	0.16442	16869.03	17395.55	17395.55	True
LW65	3.00	0.17015	0.17015	16869.03	17447.60	17447.60	True
LW65	3.17	0.17622	0.17622	16869.03	17502.80	17502.80	True
LW65	3.33	0.18202	0.18202	16869.03	17555.50	17555.50	True
LW65	3.50	0.18900	0.18900	16869.03	17618.90	17618.90	True
LW65	3.67	0.19906	0.19906	16869.03	17710.40	17710.40	True
LW65	3.83	0.20756	0.20756	16869.03	17787.64	17787.64	True
LW65	4.00	0.21675	0.21675	16869.03	17871.20	17871.20	True
LW65	4.17	0.22503	0.22503	16869.03	17946.40	17946.40	True
LW65	4.33	0.23513	0.23513	16869.03	18038.20	18038.20	True
LW65	4.50	0.24432	0.24432	16869.03	18121.80	18121.80	True
LW65	4.67	0.25511	0.25511	16869.03	18219.80	18219.80	True
LW65	4.83	0.26922	0.26922	16869.03	18348.09	18348.09	True
LW65	5.00	0.28283	0.28283	16869.03	18471.80	18471.80	True
LW65	5.17	0.29920	0.29920	16869.03	18620.60	18620.60	True
LW65	5.33	0.31596	0.31596	16869.03	18772.90	18772.90	True
LW65	5.50	0.33149	0.33149	16869.03	18914.10	18914.10	True
LW65	5.67	0.34706	0.34706	16869.03	19055.60	19055.60	True
LW65	5.83	0.36089	0.36089	16869.03	19181.27	19181.27	True
LW65	6.00	0.37047	0.37047	16869.03	19268.40	19268.40	True
LW65	6.17	0.37959	0.37959	16869.03	19351.30	19351.30	True
LW65	6.33	0.38209	0.38209	16869.03	19374.00	19374.00	True
LW65	6.50	0.38491	0.38491	16869.03	19399.60	19399.60	True
LW65	6.67	0.38586	0.38586	16869.03	19408.30	19408.30	True
LW65	6.83	0.38508	0.38508	16869.03	19401.18	19401.18	True
LW65	7.00	0.38555	0.38555	16869.03	19405.40	19405.40	True
LW65	7.17	0.38523	0.38523	16869.03	19402.50	19402.50	True
LW65	7.33	0.38712	0.38712	16869.03	19419.70	19419.70	True
LW65	7.50	0.39055	0.39055	16869.03	19450.90	19450.90	True
LW65	7.67	0.39338	0.39338	16869.03	19476.60	19476.60	True
LW65	7.83	0.39563	0.39563	16869.03	19497.09	19497.09	True
LW65	8.00	0.40031	0.40031	16869.03	19539.60	19539.60	True
LW65	8.17	0.40533	0.40533	16869.03	19585.20	19585.20	True
LW65	8.33	0.40660	0.40660	16869.03	19596.80	19596.80	True
LW65	8.50	0.41130	0.41130	16869.03	19639.50	19639.50	True
LW65	8.67	0.41350	0.41350	16869.03	19659.50	19659.50	True
LW65	8.83	0.42169	0.42169	16869.03	19733.91	19733.91	True
LW65	9.00	0.42741	0.42741	16869.03	19785.90	19785.90	True
LW65	9.17	0.43625	0.43625	16869.03	19866.30	19866.30	True
LW65	9.33	0.44194	0.44194	16869.03	19918.00	19918.00	True
LW65	9.50	0.45114	0.45114	16869.03	20001.60	20001.60	True
LW65	9.67	0.45653	0.45653	16869.03	20050.60	20050.60	True
LW65	9.83	0.46512	0.46512	16869.03	20128.73	20128.73	True
LW65	10.00	0.47017	0.47017	16869.03	20174.60	20174.60	True
LW65	10.17	0.47942	0.47942	16869.03	20258.70	20258.70	True
LW65	10.33	0.48825	0.48825	16869.03	20338.90	20338.90	True
LW65	10.50	0.49686	0.49686	16869.03	20417.20	20417.20	True
LW65	10.67	0.50904	0.50904	16869.03	20527.90	20527.90	True
LW65	10.83	0.52168	0.52168	16869.03	20642.82	20642.82	True
LW65	11.00	0.52952	0.52952	16869.03	20714.00	20714.00	True
LW65	11.17	0.53723	0.53723	16869.03	20784.10	20784.10	True
LW65	11.33	0.54526	0.54526	16869.03	20857.10	20857.10	True
LW65	11.50	0.54877	0.54877	16869.03	20889.00	20889.00	True
LW65	11.67	0.55329	0.55329	16869.03	20930.10	20930.10	True
LW65	11.83	0.55962	0.55962	16869.03	20987.64	20987.64	True
LW65	12.00	0.56654	0.56654	16869.03	21050.50	21050.50	True
LW65	12.17	0.57007	0.57007	16869.03	21082.60	21082.60	True
LW65	12.33	0.57909	0.57909	16869.03	21164.60	21164.60	True
LW65	12.50	0.58493	0.58493	16869.03	21217.70	21217.70	True
LW65	12.67	0.59105	0.59105	16869.03	21273.30	21273.30	True
LW65	12.83	0.59751	0.59751	16869.03	21332.00	21332.00	True
LW65	13.00	0.60792	0.60792	16869.03	21426.60	21426.60	True
LW65	13.17	0.61310	0.61310	16869.03	21473.70	21473.70	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