2026-04-01 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: Staphylococcus capitis
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Staphylococcus capitis | 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 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	11.64468	2.0-42.0 h
LW60	end_norm	0.44323	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.44323	2.0-42.0 h
LW60	max_norm	0.44323	2.0-42.0 h
LW60	min_norm	0.00375	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	0.01009	2.0-42.0 h
LW61	auc_norm		2.0-42.0 h
LW61	end_norm		2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm		2.0-42.0 h
LW61	max_norm		2.0-42.0 h
LW61	min_norm		2.0-42.0 h
LW61	pct_abnormal_rows	0.00000	2.0-42.0 h
LW61	pct_missing_norm	1.00000	2.0-42.0 h
LW61	pct_saturated_rows	1.00000	2.0-42.0 h
LW61	slope_norm		2.0-42.0 h
LW62	auc_norm	-19.45892	2.0-42.0 h
LW62	end_norm	-0.62012	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.63313	2.0-42.0 h
LW62	max_norm	-0.03000	2.0-42.0 h
LW62	min_norm	-0.63313	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	-0.01318	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	0.50581	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-5.47894	2.0-42.0 h
LW64	end_norm	-0.27411	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.28309	2.0-42.0 h
LW64	max_norm	0.04799	2.0-42.0 h
LW64	min_norm	-0.28309	2.0-42.0 h
LW64	pct_abnormal_rows	0.00000	2.0-42.0 h
LW64	pct_missing_norm	0.07469	2.0-42.0 h
LW64	pct_saturated_rows	0.07989	2.0-42.0 h
LW64	slope_norm	-0.00789	2.0-42.0 h
LW65	auc_norm	3.10128	2.0-42.0 h
LW65	end_norm	0.11731	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.11755	2.0-42.0 h
LW65	max_norm	0.11755	2.0-42.0 h
LW65	min_norm	0.00286	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	0.00201	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	11823.08545	593.46002	Ready
LW65	5	12496.48364	538.19520	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	-0.83087	-0.83087	12328.85	6784.27	6784.27	True
LW60	0.17	-0.35186	-0.35186	12328.85	9689.20	9689.20	True
LW60	0.33	-0.15515	-0.15515	12328.85	10882.20	10882.20	True
LW60	0.50	-0.03403	-0.03403	12328.85	11616.70	11616.70	True
LW60	0.67	0.03689	0.03689	12328.85	12046.80	12046.80	True
LW60	0.83	0.06842	0.06842	12328.85	12238.00	12238.00	True
LW60	1.00	0.08387	0.08387	12328.85	12331.73	12331.73	True
LW60	1.17	0.09084	0.09084	12328.85	12374.00	12374.00	True
LW60	1.33	0.09125	0.09125	12328.85	12376.50	12376.50	True
LW60	1.50	0.08713	0.08713	12328.85	12351.50	12351.50	True
LW60	1.67	0.07966	0.07966	12328.85	12306.20	12306.20	True
LW60	1.83	0.07839	0.07839	12328.85	12298.50	12298.50	True
LW60	2.00	0.09102	0.09102	12328.85	12375.09	12375.09	True
LW60	2.17	0.09925	0.09925	12328.85	12425.00	12425.00	True
LW60	2.33	0.10585	0.10585	12328.85	12465.00	12465.00	True
LW60	2.50	0.11507	0.11507	12328.85	12520.90	12520.90	True
LW60	2.67	0.12633	0.12633	12328.85	12589.20	12589.20	True
LW60	2.83	0.14075	0.14075	12328.85	12676.64	12676.64	True
LW60	3.00	0.15856	0.15856	12328.85	12784.70	12784.70	True
LW60	3.17	0.17832	0.17832	12328.85	12904.50	12904.50	True
LW60	3.33	0.19938	0.19938	12328.85	13032.20	13032.20	True
LW60	3.50	0.22007	0.22007	12328.85	13157.70	13157.70	True
LW60	3.67	0.23357	0.23357	12328.85	13239.60	13239.60	True
LW60	3.83	0.24058	0.24058	12328.85	13282.09	13282.09	True
LW60	4.00	0.24370	0.24370	12328.85	13301.00	13301.00	True
LW60	4.17	0.24370	0.24370	12328.85	13301.00	13301.00	True
LW60	4.33	0.24370	0.24370	12328.85	13301.00	13301.00	True
LW60	4.50	0.24370	0.24370	12328.85	13301.00	13301.00	True
LW60	4.67	0.24370	0.24370	12328.85	13301.00	13301.00	True
LW60	4.83	0.24370	0.24370	12328.85	13301.00	13301.00	True
LW60	5.00	0.24370	0.24370	12328.85	13301.00	13301.00	True
LW60	5.17	0.24370	0.24370	12328.85	13301.00	13301.00	True
LW60	5.33	0.24370	0.24370	12328.85	13301.00	13301.00	True
LW60	5.50	0.24370	0.24370	12328.85	13301.00	13301.00	True
LW60	5.67	0.24370	0.24370	12328.85	13301.00	13301.00	True
LW60	5.83	0.24604	0.24604	12328.85	13315.18	13315.18	True
LW60	6.00	0.24799	0.24799	12328.85	13327.00	13327.00	True
LW60	6.17	0.25087	0.25087	12328.85	13344.50	13344.50	True
LW60	6.33	0.25297	0.25297	12328.85	13357.20	13357.20	True
LW60	6.50	0.25811	0.25811	12328.85	13388.40	13388.40	True
LW60	6.67	0.26240	0.26240	12328.85	13414.40	13414.40	True
LW60	6.83	0.26797	0.26797	12328.85	13448.18	13448.18	True
LW60	7.00	0.27595	0.27595	12328.85	13496.60	13496.60	True
LW60	7.17	0.28317	0.28317	12328.85	13540.40	13540.40	True
LW60	7.33	0.29122	0.29122	12328.85	13589.20	13589.20	True
LW60	7.50	0.29937	0.29937	12328.85	13638.60	13638.60	True
LW60	7.67	0.30873	0.30873	12328.85	13695.40	13695.40	True
LW60	7.83	0.31787	0.31787	12328.85	13750.82	13750.82	True
LW60	8.00	0.32750	0.32750	12328.85	13809.20	13809.20	True
LW60	8.17	0.33607	0.33607	12328.85	13861.20	13861.20	True
LW60	8.33	0.34379	0.34379	12328.85	13908.00	13908.00	True
LW60	8.50	0.35236	0.35236	12328.85	13960.00	13960.00	True
LW60	8.67	0.35965	0.35965	12328.85	14004.20	14004.20	True
LW60	8.83	0.36776	0.36776	12328.85	14053.36	14053.36	True
LW60	9.00	0.37594	0.37594	12328.85	14103.00	14103.00	True
LW60	9.17	0.38538	0.38538	12328.85	14160.20	14160.20	True
LW60	9.33	0.39609	0.39609	12328.85	14225.20	14225.20	True
LW60	9.50	0.40467	0.40467	12328.85	14277.20	14277.20	True
LW60	9.67	0.41501	0.41501	12328.85	14339.90	14339.90	True
LW60	9.83	0.42717	0.42717	12328.85	14413.64	14413.64	True
LW60	10.00	0.44009	0.44009	12328.85	14492.00	14492.00	True
LW60	10.17	0.45130	0.45130	12328.85	14560.00	14560.00	True
LW60	10.33	0.46133	0.46133	12328.85	14620.80	14620.80	True
LW60	10.50	0.47081	0.47081	12328.85	14678.30	14678.30	True
LW60	10.67	0.47735	0.47735	12328.85	14718.00	14718.00	True
LW60	10.83	0.48028	0.48028	12328.85	14735.73	14735.73	True
LW60	11.00	0.48646	0.48646	12328.85	14773.20	14773.20	True
LW60	11.17	0.48866	0.48866	12328.85	14786.60	14786.60	True
LW60	11.33	0.49381	0.49381	12328.85	14817.80	14817.80	True
LW60	11.50	0.49904	0.49904	12328.85	14849.50	14849.50	True
LW60	11.67	0.50212	0.50212	12328.85	14868.20	14868.20	True
LW60	11.83	0.50879	0.50879	12328.85	14908.64	14908.64	True
LW60	12.00	0.51257	0.51257	12328.85	14931.60	14931.60	True
LW60	12.17	0.51772	0.51772	12328.85	14962.80	14962.80	True
LW60	12.33	0.52125	0.52125	12328.85	14984.20	14984.20	True
LW60	12.50	0.52303	0.52303	12328.85	14995.00	14995.00	True
LW60	12.67	0.52690	0.52690	12328.85	15018.50	15018.50	True
LW60	12.83	0.53214	0.53214	12328.85	15050.27	15050.27	True
LW60	13.00	0.53563	0.53563	12328.85	15071.40	15071.40	True
LW60	13.17	0.53828	0.53828	12328.85	15087.50	15087.50	True
LW65	0.00	-1.00000	-1.00000	13035.95	7770.00	7770.00	True
LW65	0.17	-0.43436	-0.43436	13035.95	10443.50	10443.50	True
LW65	0.33	-0.17869	-0.17869	13035.95	11651.90	11651.90	True
LW65	0.50	-0.04132	-0.04132	13035.95	12301.20	12301.20	True
LW65	0.67	0.03843	0.03843	13035.95	12678.10	12678.10	True
LW65	0.83	0.07932	0.07932	13035.95	12871.40	12871.40	True
LW65	1.00	0.10226	0.10226	13035.95	12979.82	12979.82	True
LW65	1.17	0.11495	0.11495	13035.95	13039.80	13039.80	True
LW65	1.33	0.12155	0.12155	13035.95	13071.00	13071.00	True
LW65	1.50	0.11715	0.11715	13035.95	13050.20	13050.20	True
LW65	1.67	0.11112	0.11112	13035.95	13021.70	13021.70	True
LW65	1.83	0.11004	0.11004	13035.95	13016.60	13016.60	True
LW65	2.00	0.12203	0.12203	13035.95	13073.27	13073.27	True
LW65	2.17	0.13014	0.13014	13035.95	13111.60	13111.60	True
LW65	2.33	0.13767	0.13767	13035.95	13147.20	13147.20	True
LW65	2.50	0.14533	0.14533	13035.95	13183.40	13183.40	True
LW65	2.67	0.15502	0.15502	13035.95	13229.20	13229.20	True
LW65	2.83	0.16825	0.16825	13035.95	13291.73	13291.73	True
LW65	3.00	0.18433	0.18433	13035.95	13367.70	13367.70	True
LW65	3.17	0.20070	0.20070	13035.95	13445.10	13445.10	True
LW65	3.33	0.22032	0.22032	13035.95	13537.80	13537.80	True
LW65	3.50	0.23669	0.23669	13035.95	13615.20	13615.20	True
LW65	3.67	0.24659	0.24659	13035.95	13662.00	13662.00	True
LW65	3.83	0.25306	0.25306	13035.95	13692.55	13692.55	True
LW65	4.00	0.25260	0.25260	13035.95	13690.40	13690.40	True
LW65	4.17	0.25262	0.25262	13035.95	13690.50	13690.50	True
LW65	4.33	0.25099	0.25099	13035.95	13682.80	13682.80	True
LW65	4.50	0.24824	0.24824	13035.95	13669.80	13669.80	True
LW65	4.67	0.24714	0.24714	13035.95	13664.60	13664.60	True
LW65	4.83	0.24509	0.24509	13035.95	13654.91	13654.91	True
LW65	5.00	0.24329	0.24329	13035.95	13646.40	13646.40	True
LW65	5.17	0.24164	0.24164	13035.95	13638.60	13638.60	True
LW65	5.33	0.24219	0.24219	13035.95	13641.20	13641.20	True
LW65	5.50	0.24164	0.24164	13035.95	13638.60	13638.60	True
LW65	5.67	0.23944	0.23944	13035.95	13628.20	13628.20	True
LW65	5.83	0.23759	0.23759	13035.95	13619.45	13619.45	True
LW65	6.00	0.23724	0.23724	13035.95	13617.80	13617.80	True
LW65	6.17	0.23724	0.23724	13035.95	13617.80	13617.80	True
LW65	6.33	0.23724	0.23724	13035.95	13617.80	13617.80	True
LW65	6.50	0.23724	0.23724	13035.95	13617.80	13617.80	True
LW65	6.67	0.23614	0.23614	13035.95	13612.60	13612.60	True
LW65	6.83	0.23559	0.23559	13035.95	13610.00	13610.00	True
LW65	7.00	0.23504	0.23504	13035.95	13607.40	13607.40	True
LW65	7.17	0.23559	0.23559	13035.95	13610.00	13610.00	True
LW65	7.33	0.23504	0.23504	13035.95	13607.40	13607.40	True
LW65	7.50	0.23559	0.23559	13035.95	13610.00	13610.00	True
LW65	7.67	0.23449	0.23449	13035.95	13604.80	13604.80	True
LW65	7.83	0.23709	0.23709	13035.95	13617.09	13617.09	True
LW65	8.00	0.23339	0.23339	13035.95	13599.60	13599.60	True
LW65	8.17	0.23559	0.23559	13035.95	13610.00	13610.00	True
LW65	8.33	0.23504	0.23504	13035.95	13607.40	13607.40	True
LW65	8.50	0.23394	0.23394	13035.95	13602.20	13602.20	True
LW65	8.67	0.23394	0.23394	13035.95	13602.20	13602.20	True
LW65	8.83	0.23409	0.23409	13035.95	13602.91	13602.91	True
LW65	9.00	0.23284	0.23284	13035.95	13597.00	13597.00	True
LW65	9.17	0.23394	0.23394	13035.95	13602.20	13602.20	True
LW65	9.33	0.23504	0.23504	13035.95	13607.40	13607.40	True
LW65	9.50	0.23614	0.23614	13035.95	13612.60	13612.60	True
LW65	9.67	0.23889	0.23889	13035.95	13625.60	13625.60	True
LW65	9.83	0.24309	0.24309	13035.95	13645.45	13645.45	True
LW65	10.00	0.24659	0.24659	13035.95	13662.00	13662.00	True
LW65	10.17	0.25154	0.25154	13035.95	13685.40	13685.40	True
LW65	10.33	0.25740	0.25740	13035.95	13713.10	13713.10	True
LW65	10.50	0.26178	0.26178	13035.95	13733.80	13733.80	True
LW65	10.67	0.26453	0.26453	13035.95	13746.80	13746.80	True
LW65	10.83	0.26438	0.26438	13035.95	13746.09	13746.09	True
LW65	11.00	0.26398	0.26398	13035.95	13744.20	13744.20	True
LW65	11.17	0.26508	0.26508	13035.95	13749.40	13749.40	True
LW65	11.33	0.26508	0.26508	13035.95	13749.40	13749.40	True
LW65	11.50	0.26783	0.26783	13035.95	13762.40	13762.40	True
LW65	11.67	0.26783	0.26783	13035.95	13762.40	13762.40	True
LW65	11.83	0.26838	0.26838	13035.95	13765.00	13765.00	True
LW65	12.00	0.26783	0.26783	13035.95	13762.40	13762.40	True
LW65	12.17	0.27059	0.27059	13035.95	13775.40	13775.40	True
LW65	12.33	0.27004	0.27004	13035.95	13772.80	13772.80	True
LW65	12.50	0.27224	0.27224	13035.95	13783.20	13783.20	True
LW65	12.67	0.26893	0.26893	13035.95	13767.60	13767.60	True
LW65	12.83	0.26989	0.26989	13035.95	13772.09	13772.09	True
LW65	13.00	0.27114	0.27114	13035.95	13778.00	13778.00	True
LW65	13.17	0.27114	0.27114	13035.95	13778.00	13778.00	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