2026-04-01 C4.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 epidermidis
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Staphylococcus epidermidis | Run: 2026-04-01 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	2026-04-01 inc4	Run date	2026-04-01
Media	LB	Incubator	inc4
Well file	2026-04-01 C4.xlsx	Well ID	C4
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	11.46692	2.0-42.0 h
LW60	end_norm	0.41778	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.41869	2.0-42.0 h
LW60	max_norm	0.41869	2.0-42.0 h
LW60	min_norm	0.01063	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	0.00882	2.0-42.0 h
LW61	auc_norm	24.52888	2.0-42.0 h
LW61	end_norm	0.88009	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.89282	2.0-42.0 h
LW61	max_norm	0.89282	2.0-42.0 h
LW61	min_norm	0.03103	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	0.01507	2.0-42.0 h
LW62	auc_norm	-22.63908	2.0-42.0 h
LW62	end_norm	-0.64538	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.65168	2.0-42.0 h
LW62	max_norm	-0.00465	2.0-42.0 h
LW62	min_norm	-0.65168	2.0-42.0 h
LW62	pct_abnormal_rows	0.00083	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	-0.00431	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	0.03154	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.00000	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-8.88412	2.0-42.0 h
LW64	end_norm	-0.26232	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.28287	2.0-42.0 h
LW64	max_norm	-0.04477	2.0-42.0 h
LW64	min_norm	-0.28287	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	-0.00327	2.0-42.0 h
LW65	auc_norm	2.10091	2.0-42.0 h
LW65	end_norm	0.09471	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.09546	2.0-42.0 h
LW65	max_norm	0.09546	2.0-42.0 h
LW65	min_norm	-0.02376	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	0.00323	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 540 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	26841.32364	1470.77053	Ready
LW65	5	21978.84364	469.38522	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	5231.72–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	5231.72–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	5231.72–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	5231.72–48539.60 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	0.00–67.83 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	-0.90429	-0.90429	28604.52	14171.27	14171.27	True
LW60	0.17	-0.33514	-0.33514	28604.52	22145.70	22145.70	True
LW60	0.33	-0.16224	-0.16224	28604.52	24568.10	24568.10	True
LW60	0.50	-0.04046	-0.04046	28604.52	26274.50	26274.50	True
LW60	0.67	0.03002	0.03002	28604.52	27261.90	27261.90	True
LW60	0.83	0.07398	0.07398	28604.52	27877.82	27877.82	True
LW60	1.00	0.09871	0.09871	28604.52	28224.30	28224.30	True
LW60	1.17	0.11395	0.11395	28604.52	28437.90	28437.90	True
LW60	1.33	0.12087	0.12087	28604.52	28534.80	28534.80	True
LW60	1.50	0.12163	0.12163	28604.52	28545.50	28545.50	True
LW60	1.67	0.12057	0.12057	28604.52	28530.70	28530.70	True
LW60	1.83	0.13006	0.13006	28604.52	28663.55	28663.55	True
LW60	2.00	0.14755	0.14755	28604.52	28908.60	28908.60	True
LW60	2.17	0.15776	0.15776	28604.52	29051.70	29051.70	True
LW60	2.33	0.16554	0.16554	28604.52	29160.70	29160.70	True
LW60	2.50	0.17085	0.17085	28604.52	29235.10	29235.10	True
LW60	2.67	0.18023	0.18023	28604.52	29366.50	29366.50	True
LW60	2.83	0.19087	0.19087	28604.52	29515.64	29515.64	True
LW60	3.00	0.20010	0.20010	28604.52	29644.90	29644.90	True
LW60	3.17	0.20778	0.20778	28604.52	29752.60	29752.60	True
LW60	3.33	0.21703	0.21703	28604.52	29882.10	29882.10	True
LW60	3.50	0.22554	0.22554	28604.52	30001.40	30001.40	True
LW60	3.67	0.23689	0.23689	28604.52	30160.40	30160.40	True
LW60	3.83	0.24916	0.24916	28604.52	30332.36	30332.36	True
LW60	4.00	0.26267	0.26267	28604.52	30521.60	30521.60	True
LW60	4.17	0.27883	0.27883	28604.52	30748.10	30748.10	True
LW60	4.33	0.29737	0.29737	28604.52	31007.80	31007.80	True
LW60	4.50	0.31967	0.31967	28604.52	31320.30	31320.30	True
LW60	4.67	0.34510	0.34510	28604.52	31676.50	31676.50	True
LW60	4.83	0.37022	0.37022	28604.52	32028.55	32028.55	True
LW60	5.00	0.38544	0.38544	28604.52	32241.70	32241.70	True
LW60	5.17	0.39486	0.39486	28604.52	32373.80	32373.80	True
LW60	5.33	0.39731	0.39731	28604.52	32408.00	32408.00	True
LW60	5.50	0.40055	0.40055	28604.52	32453.50	32453.50	True
LW60	5.67	0.40212	0.40212	28604.52	32475.40	32475.40	True
LW60	5.83	0.40484	0.40484	28604.52	32513.64	32513.64	True
LW60	6.00	0.40580	0.40580	28604.52	32527.00	32527.00	True
LW60	6.17	0.40755	0.40755	28604.52	32551.50	32551.50	True
LW60	6.33	0.40830	0.40830	28604.52	32562.00	32562.00	True
LW60	6.50	0.41030	0.41030	28604.52	32590.00	32590.00	True
LW60	6.67	0.41229	0.41229	28604.52	32618.00	32618.00	True
LW60	6.83	0.41303	0.41303	28604.52	32628.27	32628.27	True
LW60	7.00	0.41485	0.41485	28604.52	32653.80	32653.80	True
LW60	7.17	0.41511	0.41511	28604.52	32657.40	32657.40	True
LW60	7.33	0.41586	0.41586	28604.52	32668.00	32668.00	True
LW60	7.50	0.41811	0.41811	28604.52	32699.50	32699.50	True
LW60	7.67	0.42080	0.42080	28604.52	32737.20	32737.20	True
LW60	7.83	0.42379	0.42379	28604.52	32779.09	32779.09	True
LW60	8.00	0.42767	0.42767	28604.52	32833.50	32833.50	True
LW60	8.17	0.43069	0.43069	28604.52	32875.80	32875.80	True
LW60	8.33	0.43555	0.43555	28604.52	32943.90	32943.90	True
LW60	8.50	0.43939	0.43939	28604.52	32997.70	32997.70	True
LW60	8.67	0.44368	0.44368	28604.52	33057.80	33057.80	True
LW60	8.83	0.44880	0.44880	28604.52	33129.45	33129.45	True
LW60	9.00	0.45495	0.45495	28604.52	33215.60	33215.60	True
LW60	9.17	0.45900	0.45900	28604.52	33272.40	33272.40	True
LW60	9.33	0.46458	0.46458	28604.52	33350.60	33350.60	True
LW60	9.50	0.47075	0.47075	28604.52	33437.10	33437.10	True
LW60	9.67	0.47680	0.47680	28604.52	33521.80	33521.80	True
LW60	9.83	0.48413	0.48413	28604.52	33624.55	33624.55	True
LW60	10.00	0.49055	0.49055	28604.52	33714.50	33714.50	True
LW60	10.17	0.49947	0.49947	28604.52	33839.50	33839.50	True
LW60	10.33	0.50742	0.50742	28604.52	33950.80	33950.80	True
LW60	10.50	0.51487	0.51487	28604.52	34055.20	34055.20	True
LW60	10.67	0.52309	0.52309	28604.52	34170.40	34170.40	True
LW60	10.83	0.52919	0.52919	28604.52	34255.82	34255.82	True
LW60	11.00	0.53722	0.53722	28604.52	34368.40	34368.40	True
LW60	11.17	0.54082	0.54082	28604.52	34418.80	34418.80	True
LW60	11.33	0.54781	0.54781	28604.52	34516.70	34516.70	True
LW60	11.50	0.55504	0.55504	28604.52	34618.00	34618.00	True
LW60	11.67	0.56255	0.56255	28604.52	34723.20	34723.20	True
LW60	11.83	0.56828	0.56828	28604.52	34803.55	34803.55	True
LW60	12.00	0.57007	0.57007	28604.52	34828.60	34828.60	True
LW60	12.17	0.57591	0.57591	28604.52	34910.50	34910.50	True
LW60	12.33	0.57629	0.57629	28604.52	34915.80	34915.80	True
LW60	12.50	0.58099	0.58099	28604.52	34981.60	34981.60	True
LW60	12.67	0.58619	0.58619	28604.52	35054.50	35054.50	True
LW60	12.83	0.59080	0.59080	28604.52	35119.00	35119.00	True
LW60	13.00	0.59374	0.59374	28604.52	35160.20	35160.20	True
LW60	13.17	0.59583	0.59583	28604.52	35189.50	35189.50	True
LW65	0.00	-1.00000	-1.00000	22205.50	16383.18	16383.18	True
LW65	0.17	-0.41067	-0.41067	22205.50	19680.90	19680.90	True
LW65	0.33	-0.13779	-0.13779	22205.50	21207.80	21207.80	True
LW65	0.50	-0.01922	-0.01922	22205.50	21871.30	21871.30	True
LW65	0.67	0.03386	0.03386	22205.50	22168.30	22168.30	True
LW65	0.83	0.05611	0.05611	22205.50	22292.82	22292.82	True
LW65	1.00	0.06704	0.06704	22205.50	22354.00	22354.00	True
LW65	1.17	0.07115	0.07115	22205.50	22377.00	22377.00	True
LW65	1.33	0.06553	0.06553	22205.50	22345.50	22345.50	True
LW65	1.50	0.05168	0.05168	22205.50	22268.00	22268.00	True
LW65	1.67	0.04131	0.04131	22205.50	22210.00	22210.00	True
LW65	1.83	0.03512	0.03512	22205.50	22175.36	22175.36	True
LW65	2.00	0.03970	0.03970	22205.50	22201.00	22201.00	True
LW65	2.17	0.03756	0.03756	22205.50	22189.00	22189.00	True
LW65	2.33	0.03572	0.03572	22205.50	22178.70	22178.70	True
LW65	2.50	0.03112	0.03112	22205.50	22153.00	22153.00	True
LW65	2.67	0.02537	0.02537	22205.50	22120.80	22120.80	True
LW65	2.83	0.02316	0.02316	22205.50	22108.45	22108.45	True
LW65	3.00	0.02011	0.02011	22205.50	22091.40	22091.40	True
LW65	3.17	0.01958	0.01958	22205.50	22088.40	22088.40	True
LW65	3.33	0.01978	0.01978	22205.50	22089.50	22089.50	True
LW65	3.50	0.01629	0.01629	22205.50	22070.00	22070.00	True
LW65	3.67	0.01039	0.01039	22205.50	22037.00	22037.00	True
LW65	3.83	0.01005	0.01005	22205.50	22035.09	22035.09	True
LW65	4.00	0.00568	0.00568	22205.50	22010.60	22010.60	True
LW65	4.17	0.00321	0.00321	22205.50	21996.80	21996.80	True
LW65	4.33	0.00046	0.00046	22205.50	21981.40	21981.40	True
LW65	4.50	-0.00809	-0.00809	22205.50	21933.60	21933.60	True
LW65	4.67	-0.00864	-0.00864	22205.50	21930.50	21930.50	True
LW65	4.83	-0.00774	-0.00774	22205.50	21935.55	21935.55	True
LW65	5.00	-0.01121	-0.01121	22205.50	21916.10	21916.10	True
LW65	5.17	-0.01661	-0.01661	22205.50	21885.90	21885.90	True
LW65	5.33	-0.02145	-0.02145	22205.50	21858.80	21858.80	True
LW65	5.50	-0.02147	-0.02147	22205.50	21858.70	21858.70	True
LW65	5.67	-0.02508	-0.02508	22205.50	21838.50	21838.50	True
LW65	5.83	-0.03253	-0.03253	22205.50	21796.82	21796.82	True
LW65	6.00	-0.03471	-0.03471	22205.50	21784.60	21784.60	True
LW65	6.17	-0.03893	-0.03893	22205.50	21761.00	21761.00	True
LW65	6.33	-0.04161	-0.04161	22205.50	21746.00	21746.00	True
LW65	6.50	-0.04322	-0.04322	22205.50	21737.00	21737.00	True
LW65	6.67	-0.04483	-0.04483	22205.50	21728.00	21728.00	True
LW65	6.83	-0.04697	-0.04697	22205.50	21716.00	21716.00	True
LW65	7.00	-0.04695	-0.04695	22205.50	21716.10	21716.10	True
LW65	7.17	-0.04853	-0.04853	22205.50	21707.30	21707.30	True
LW65	7.33	-0.05221	-0.05221	22205.50	21686.70	21686.70	True
LW65	7.50	-0.05165	-0.05165	22205.50	21689.80	21689.80	True
LW65	7.67	-0.05296	-0.05296	22205.50	21682.50	21682.50	True
LW65	7.83	-0.05368	-0.05368	22205.50	21678.45	21678.45	True
LW65	8.00	-0.05376	-0.05376	22205.50	21678.00	21678.00	True
LW65	8.17	-0.05378	-0.05378	22205.50	21677.90	21677.90	True
LW65	8.33	-0.04999	-0.04999	22205.50	21699.10	21699.10	True
LW65	8.50	-0.04463	-0.04463	22205.50	21729.10	21729.10	True
LW65	8.67	-0.04090	-0.04090	22205.50	21750.00	21750.00	True
LW65	8.83	-0.03825	-0.03825	22205.50	21764.82	21764.82	True
LW65	9.00	-0.03312	-0.03312	22205.50	21793.50	21793.50	True
LW65	9.17	-0.02839	-0.02839	22205.50	21820.00	21820.00	True
LW65	9.33	-0.02303	-0.02303	22205.50	21850.00	21850.00	True
LW65	9.50	-0.01554	-0.01554	22205.50	21891.90	21891.90	True
LW65	9.67	-0.00607	-0.00607	22205.50	21944.90	21944.90	True
LW65	9.83	0.00170	0.00170	22205.50	21988.36	21988.36	True
LW65	10.00	0.00986	0.00986	22205.50	22034.00	22034.00	True
LW65	10.17	0.02269	0.02269	22205.50	22105.80	22105.80	True
LW65	10.33	0.03541	0.03541	22205.50	22177.00	22177.00	True
LW65	10.50	0.05096	0.05096	22205.50	22264.00	22264.00	True
LW65	10.67	0.06919	0.06919	22205.50	22366.00	22366.00	True
LW65	10.83	0.08051	0.08051	22205.50	22429.36	22429.36	True
LW65	11.00	0.09639	0.09639	22205.50	22518.20	22518.20	True
LW65	11.17	0.11530	0.11530	22205.50	22624.00	22624.00	True
LW65	11.33	0.12227	0.12227	22205.50	22663.00	22663.00	True
LW65	11.50	0.13406	0.13406	22205.50	22729.00	22729.00	True
LW65	11.67	0.14643	0.14643	22205.50	22798.20	22798.20	True
LW65	11.83	0.15955	0.15955	22205.50	22871.64	22871.64	True
LW65	12.00	0.16480	0.16480	22205.50	22901.00	22901.00	True
LW65	12.17	0.16821	0.16821	22205.50	22920.10	22920.10	True
LW65	12.33	0.16426	0.16426	22205.50	22898.00	22898.00	True
LW65	12.50	0.16962	0.16962	22205.50	22928.00	22928.00	True
LW65	12.67	0.17177	0.17177	22205.50	22940.00	22940.00	True
LW65	12.83	0.17187	0.17187	22205.50	22940.55	22940.55	True
LW65	13.00	0.17447	0.17447	22205.50	22955.10	22955.10	True
LW65	13.17	0.17123	0.17123	22205.50	22937.00	22937.00	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