2026-03-27 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: Enterobacter spp.
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Enterobacter spp. | Run: 2026-03-27 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	2026-03-27 inc4	Run date	2026-03-27
Media	LB	Incubator	inc4
Well file	2026-03-27 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	13.60806	2.0-42.0 h
LW60	end_norm	0.44724	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.44724	2.0-42.0 h
LW60	max_norm	0.44724	2.0-42.0 h
LW60	min_norm	0.00285	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	0.00880	2.0-42.0 h
LW61	auc_norm	127.29214	2.0-42.0 h
LW61	end_norm	14.59768	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	14.59768	2.0-42.0 h
LW61	max_norm	14.59768	2.0-42.0 h
LW61	min_norm	0.01012	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	0.27901	2.0-42.0 h
LW62	auc_norm	-22.17886	2.0-42.0 h
LW62	end_norm	-0.69309	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.71579	2.0-42.0 h
LW62	max_norm	-0.02990	2.0-42.0 h
LW62	min_norm	-0.71579	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	-0.01541	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	0.39253	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-10.72173	2.0-42.0 h
LW64	end_norm	-0.15938	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.43329	2.0-42.0 h
LW64	max_norm	0.05237	2.0-42.0 h
LW64	min_norm	-0.43329	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	0.00293	2.0-42.0 h
LW65	auc_norm	4.16488	2.0-42.0 h
LW65	end_norm	0.14244	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.14244	2.0-42.0 h
LW65	max_norm	0.14244	2.0-42.0 h
LW65	min_norm	-0.00474	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	0.00250	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 522 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	11667.81636	286.87508	Ready
LW65	5	12258.00727	300.44658	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	-0.80379	-0.80379	12000.30	7086.64	7086.64	True
LW60	0.17	-0.22651	-0.22651	12000.30	10376.80	10376.80	True
LW60	0.33	-0.07780	-0.07780	12000.30	11224.40	11224.40	True
LW60	0.50	-0.01944	-0.01944	12000.30	11557.00	11557.00	True
LW60	0.67	0.01459	0.01459	12000.30	11751.00	11751.00	True
LW60	0.83	0.03521	0.03521	12000.30	11868.50	11868.50	True
LW60	1.00	0.04744	0.04744	12000.30	11938.18	11938.18	True
LW60	1.17	0.05337	0.05337	12000.30	11972.00	11972.00	True
LW60	1.33	0.05025	0.05025	12000.30	11954.20	11954.20	True
LW60	1.50	0.04663	0.04663	12000.30	11933.60	11933.60	True
LW60	1.67	0.05556	0.05556	12000.30	11984.50	11984.50	True
LW60	1.83	0.06111	0.06111	12000.30	12016.09	12016.09	True
LW60	2.00	0.06434	0.06434	12000.30	12034.50	12034.50	True
LW60	2.17	0.06697	0.06697	12000.30	12049.50	12049.50	True
LW60	2.33	0.06828	0.06828	12000.30	12057.00	12057.00	True
LW60	2.50	0.06828	0.06828	12000.30	12057.00	12057.00	True
LW60	2.67	0.06828	0.06828	12000.30	12057.00	12057.00	True
LW60	2.83	0.06828	0.06828	12000.30	12057.00	12057.00	True
LW60	3.00	0.06828	0.06828	12000.30	12057.00	12057.00	True
LW60	3.17	0.06828	0.06828	12000.30	12057.00	12057.00	True
LW60	3.33	0.06872	0.06872	12000.30	12059.50	12059.50	True
LW60	3.50	0.07135	0.07135	12000.30	12074.50	12074.50	True
LW60	3.67	0.07530	0.07530	12000.30	12097.00	12097.00	True
LW60	3.83	0.08425	0.08425	12000.30	12148.00	12148.00	True
LW60	4.00	0.09346	0.09346	12000.30	12200.50	12200.50	True
LW60	4.17	0.10399	0.10399	12000.30	12260.50	12260.50	True
LW60	4.33	0.12264	0.12264	12000.30	12366.80	12366.80	True
LW60	4.50	0.14522	0.14522	12000.30	12495.50	12495.50	True
LW60	4.67	0.16701	0.16701	12000.30	12619.70	12619.70	True
LW60	4.83	0.22126	0.22126	12000.30	12928.91	12928.91	True
LW60	5.00	0.26542	0.26542	12000.30	13180.60	13180.60	True
LW60	5.17	0.30595	0.30595	12000.30	13411.60	13411.60	True
LW60	5.33	0.37394	0.37394	12000.30	13799.10	13799.10	True
LW60	5.50	0.45423	0.45423	12000.30	14256.70	14256.70	True
LW60	5.67	0.50887	0.50887	12000.30	14568.10	14568.10	True
LW60	5.83	0.54544	0.54544	12000.30	14776.55	14776.55	True
LW60	6.00	0.56289	0.56289	12000.30	14876.00	14876.00	True
LW60	6.17	0.57082	0.57082	12000.30	14921.20	14921.20	True
LW60	6.33	0.57082	0.57082	12000.30	14921.20	14921.20	True
LW60	6.50	0.56943	0.56943	12000.30	14913.30	14913.30	True
LW60	6.67	0.56380	0.56380	12000.30	14881.20	14881.20	True
LW60	6.83	0.56144	0.56144	12000.30	14867.73	14867.73	True
LW60	7.00	0.55591	0.55591	12000.30	14836.20	14836.20	True
LW60	7.17	0.55222	0.55222	12000.30	14815.20	14815.20	True
LW60	7.33	0.54720	0.54720	12000.30	14786.60	14786.60	True
LW60	7.50	0.54627	0.54627	12000.30	14781.30	14781.30	True
LW60	7.67	0.54201	0.54201	12000.30	14757.00	14757.00	True
LW60	7.83	0.53662	0.53662	12000.30	14726.27	14726.27	True
LW60	8.00	0.53241	0.53241	12000.30	14702.30	14702.30	True
LW60	8.17	0.52862	0.52862	12000.30	14680.70	14680.70	True
LW60	8.33	0.52815	0.52815	12000.30	14678.00	14678.00	True
LW60	8.50	0.52724	0.52724	12000.30	14672.80	14672.80	True
LW60	8.67	0.52678	0.52678	12000.30	14670.20	14670.20	True
LW60	8.83	0.52774	0.52774	12000.30	14675.64	14675.64	True
LW60	9.00	0.52815	0.52815	12000.30	14678.00	14678.00	True
LW60	9.17	0.53334	0.53334	12000.30	14707.60	14707.60	True
LW60	9.33	0.53882	0.53882	12000.30	14738.80	14738.80	True
LW60	9.50	0.54391	0.54391	12000.30	14767.80	14767.80	True
LW60	9.67	0.54949	0.54949	12000.30	14799.60	14799.60	True
LW60	9.83	0.55673	0.55673	12000.30	14840.91	14840.91	True
LW60	10.00	0.56428	0.56428	12000.30	14883.90	14883.90	True
LW60	10.17	0.57265	0.57265	12000.30	14931.60	14931.60	True
LW60	10.33	0.58000	0.58000	12000.30	14973.50	14973.50	True
LW60	10.50	0.58605	0.58605	12000.30	15008.00	15008.00	True
LW60	10.67	0.59396	0.59396	12000.30	15053.10	15053.10	True
LW60	10.83	0.60063	0.60063	12000.30	15091.09	15091.09	True
LW60	11.00	0.60930	0.60930	12000.30	15140.50	15140.50	True
LW60	11.17	0.61626	0.61626	12000.30	15180.20	15180.20	True
LW60	11.33	0.62279	0.62279	12000.30	15217.40	15217.40	True
LW60	11.50	0.62600	0.62600	12000.30	15235.70	15235.70	True
LW60	11.67	0.63358	0.63358	12000.30	15278.90	15278.90	True
LW60	11.83	0.63877	0.63877	12000.30	15308.45	15308.45	True
LW60	12.00	0.64567	0.64567	12000.30	15347.80	15347.80	True
LW60	12.17	0.65076	0.65076	12000.30	15376.80	15376.80	True
LW60	12.33	0.65828	0.65828	12000.30	15419.70	15419.70	True
LW60	12.50	0.66622	0.66622	12000.30	15464.90	15464.90	True
LW60	12.67	0.67513	0.67513	12000.30	15515.70	15515.70	True
LW60	12.83	0.68678	0.68678	12000.30	15582.09	15582.09	True
LW60	13.00	0.69476	0.69476	12000.30	15627.60	15627.60	True
LW60	13.17	0.70187	0.70187	12000.30	15668.10	15668.10	True
LW65	0.00	-1.00000	-1.00000	12659.52	8054.55	8054.55	True
LW65	0.17	-0.34262	-0.34262	12659.52	10817.80	10817.80	True
LW65	0.33	-0.11041	-0.11041	12659.52	11793.90	11793.90	True
LW65	0.50	-0.02691	-0.02691	12659.52	12144.90	12144.90	True
LW65	0.67	0.01984	0.01984	12659.52	12341.40	12341.40	True
LW65	0.83	0.04810	0.04810	12659.52	12460.20	12460.20	True
LW65	1.00	0.06938	0.06938	12659.52	12549.64	12549.64	True
LW65	1.17	0.08184	0.08184	12659.52	12602.00	12602.00	True
LW65	1.33	0.08184	0.08184	12659.52	12602.00	12602.00	True
LW65	1.50	0.08065	0.08065	12659.52	12597.00	12597.00	True
LW65	1.67	0.09145	0.09145	12659.52	12642.40	12642.40	True
LW65	1.83	0.09959	0.09959	12659.52	12676.64	12676.64	True
LW65	2.00	0.10662	0.10662	12659.52	12706.20	12706.20	True
LW65	2.17	0.10848	0.10848	12659.52	12714.00	12714.00	True
LW65	2.33	0.10846	0.10846	12659.52	12713.90	12713.90	True
LW65	2.50	0.10848	0.10848	12659.52	12714.00	12714.00	True
LW65	2.67	0.10662	0.10662	12659.52	12706.20	12706.20	True
LW65	2.83	0.10454	0.10454	12659.52	12697.45	12697.45	True
LW65	3.00	0.10170	0.10170	12659.52	12685.50	12685.50	True
LW65	3.17	0.09813	0.09813	12659.52	12670.50	12670.50	True
LW65	3.33	0.09635	0.09635	12659.52	12663.00	12663.00	True
LW65	3.50	0.08957	0.08957	12659.52	12634.50	12634.50	True
LW65	3.67	0.08481	0.08481	12659.52	12614.50	12614.50	True
LW65	3.83	0.08259	0.08259	12659.52	12605.18	12605.18	True
LW65	4.00	0.08303	0.08303	12659.52	12607.00	12607.00	True
LW65	4.17	0.08124	0.08124	12659.52	12599.50	12599.50	True
LW65	4.33	0.08481	0.08481	12659.52	12614.50	12614.50	True
LW65	4.50	0.09080	0.09080	12659.52	12639.70	12639.70	True
LW65	4.67	0.09994	0.09994	12659.52	12678.10	12678.10	True
LW65	4.83	0.12375	0.12375	12659.52	12778.18	12778.18	True
LW65	5.00	0.14895	0.14895	12659.52	12884.10	12884.10	True
LW65	5.17	0.17871	0.17871	12659.52	13009.20	13009.20	True
LW65	5.33	0.23047	0.23047	12659.52	13226.80	13226.80	True
LW65	5.50	0.29219	0.29219	12659.52	13486.20	13486.20	True
LW65	5.67	0.34193	0.34193	12659.52	13695.30	13695.30	True
LW65	5.83	0.37482	0.37482	12659.52	13833.55	13833.55	True
LW65	6.00	0.39377	0.39377	12659.52	13913.20	13913.20	True
LW65	6.17	0.40119	0.40119	12659.52	13944.40	13944.40	True
LW65	6.33	0.40552	0.40552	12659.52	13962.60	13962.60	True
LW65	6.50	0.40428	0.40428	12659.52	13957.40	13957.40	True
LW65	6.67	0.40119	0.40119	12659.52	13944.40	13944.40	True
LW65	6.83	0.39844	0.39844	12659.52	13932.82	13932.82	True
LW65	7.00	0.39624	0.39624	12659.52	13923.60	13923.60	True
LW65	7.17	0.39006	0.39006	12659.52	13897.60	13897.60	True
LW65	7.33	0.38635	0.38635	12659.52	13882.00	13882.00	True
LW65	7.50	0.37892	0.37892	12659.52	13850.80	13850.80	True
LW65	7.67	0.37088	0.37088	12659.52	13817.00	13817.00	True
LW65	7.83	0.36582	0.36582	12659.52	13795.73	13795.73	True
LW65	8.00	0.35913	0.35913	12659.52	13767.60	13767.60	True
LW65	8.17	0.35604	0.35604	12659.52	13754.60	13754.60	True
LW65	8.33	0.35233	0.35233	12659.52	13739.00	13739.00	True
LW65	8.50	0.34617	0.34617	12659.52	13713.10	13713.10	True
LW65	8.67	0.34495	0.34495	12659.52	13708.00	13708.00	True
LW65	8.83	0.34290	0.34290	12659.52	13699.36	13699.36	True
LW65	9.00	0.34257	0.34257	12659.52	13698.00	13698.00	True
LW65	9.17	0.34138	0.34138	12659.52	13693.00	13693.00	True
LW65	9.33	0.34376	0.34376	12659.52	13703.00	13703.00	True
LW65	9.50	0.34317	0.34317	12659.52	13700.50	13700.50	True
LW65	9.67	0.34198	0.34198	12659.52	13695.50	13695.50	True
LW65	9.83	0.34236	0.34236	12659.52	13697.09	13697.09	True
LW65	10.00	0.34555	0.34555	12659.52	13710.50	13710.50	True
LW65	10.17	0.34676	0.34676	12659.52	13715.60	13715.60	True
LW65	10.33	0.35109	0.35109	12659.52	13733.80	13733.80	True
LW65	10.50	0.35233	0.35233	12659.52	13739.00	13739.00	True
LW65	10.67	0.35418	0.35418	12659.52	13746.80	13746.80	True
LW65	10.83	0.35570	0.35570	12659.52	13753.18	13753.18	True
LW65	11.00	0.35913	0.35913	12659.52	13767.60	13767.60	True
LW65	11.17	0.36037	0.36037	12659.52	13772.80	13772.80	True
LW65	11.33	0.36346	0.36346	12659.52	13785.80	13785.80	True
LW65	11.50	0.36222	0.36222	12659.52	13780.60	13780.60	True
LW65	11.67	0.36408	0.36408	12659.52	13788.40	13788.40	True
LW65	11.83	0.36189	0.36189	12659.52	13779.18	13779.18	True
LW65	12.00	0.36346	0.36346	12659.52	13785.80	13785.80	True
LW65	12.17	0.36532	0.36532	12659.52	13793.60	13793.60	True
LW65	12.33	0.36717	0.36717	12659.52	13801.40	13801.40	True
LW65	12.50	0.36655	0.36655	12659.52	13798.80	13798.80	True
LW65	12.67	0.37088	0.37088	12659.52	13817.00	13817.00	True
LW65	12.83	0.37426	0.37426	12659.52	13831.18	13831.18	True
LW65	13.00	0.38016	0.38016	12659.52	13856.00	13856.00	True
LW65	13.17	0.37954	0.37954	12659.52	13853.40	13853.40	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