2026-04-01 C3.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 C3.xlsx	Well ID	C3
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	10.93899	2.0-42.0 h
LW60	end_norm	0.44439	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.44439	2.0-42.0 h
LW60	max_norm	0.44439	2.0-42.0 h
LW60	min_norm	-0.00294	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	0.01212	2.0-42.0 h
LW61	auc_norm	22.18848	2.0-42.0 h
LW61	end_norm	0.80293	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.80935	2.0-42.0 h
LW61	max_norm	0.80935	2.0-42.0 h
LW61	min_norm	0.02406	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	0.01446	2.0-42.0 h
LW62	auc_norm		2.0-42.0 h
LW62	end_norm		2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm		2.0-42.0 h
LW62	max_norm		2.0-42.0 h
LW62	min_norm		2.0-42.0 h
LW62	pct_abnormal_rows	0.03071	2.0-42.0 h
LW62	pct_missing_norm	1.00000	2.0-42.0 h
LW62	pct_saturated_rows	0.00000	2.0-42.0 h
LW62	slope_norm		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	0.19691	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.12184	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-2.08965	2.0-42.0 h
LW64	end_norm	-0.08007	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.10518	2.0-42.0 h
LW64	max_norm	0.00346	2.0-42.0 h
LW64	min_norm	-0.10518	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	-0.00167	2.0-42.0 h
LW65	auc_norm	1.66643	2.0-42.0 h
LW65	end_norm	0.06676	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.06735	2.0-42.0 h
LW65	max_norm	0.06735	2.0-42.0 h
LW65	min_norm	-0.01175	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	0.00210	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	48877.60909	846.40161	Ready
LW65	5	6000.92727	148.18353	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	4255.91–70916.40 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	4255.91–70916.40 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	4255.91–70916.40 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	4255.91–70916.40 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	-0.52680	-0.52680	48859.95	37267.55	37267.55	True
LW60	0.17	-0.14884	-0.14884	48859.95	45597.30	45597.30	True
LW60	0.33	-0.06300	-0.06300	48859.95	47489.10	47489.10	True
LW60	0.50	-0.00972	-0.00972	48859.95	48663.50	48663.50	True
LW60	0.67	0.01725	0.01725	48859.95	49257.70	49257.70	True
LW60	0.83	0.02790	0.02790	48859.95	49492.55	49492.55	True
LW60	1.00	0.02757	0.02757	48859.95	49485.20	49485.20	True
LW60	1.17	0.02311	0.02311	48859.95	49386.90	49386.90	True
LW60	1.33	0.01846	0.01846	48859.95	49284.40	49284.40	True
LW60	1.50	0.01099	0.01099	48859.95	49119.80	49119.80	True
LW60	1.67	-0.00070	-0.00070	48859.95	48862.20	48862.20	True
LW60	1.83	-0.00420	-0.00420	48859.95	48785.00	48785.00	True
LW60	2.00	-0.00090	-0.00090	48859.95	48857.70	48857.70	True
LW60	2.17	0.00172	0.00172	48859.95	48915.50	48915.50	True
LW60	2.33	-0.00131	-0.00131	48859.95	48848.80	48848.80	True
LW60	2.50	-0.00271	-0.00271	48859.95	48817.80	48817.80	True
LW60	2.67	-0.00291	-0.00291	48859.95	48813.40	48813.40	True
LW60	2.83	-0.00420	-0.00420	48859.95	48785.00	48785.00	True
LW60	3.00	-0.00431	-0.00431	48859.95	48782.60	48782.60	True
LW60	3.17	-0.00431	-0.00431	48859.95	48782.60	48782.60	True
LW60	3.33	-0.00551	-0.00551	48859.95	48756.20	48756.20	True
LW60	3.50	-0.00611	-0.00611	48859.95	48743.00	48743.00	True
LW60	3.67	-0.00731	-0.00731	48859.95	48716.40	48716.40	True
LW60	3.83	-0.00711	-0.00711	48859.95	48720.82	48720.82	True
LW60	4.00	-0.00671	-0.00671	48859.95	48729.80	48729.80	True
LW60	4.17	-0.00491	-0.00491	48859.95	48769.40	48769.40	True
LW60	4.33	-0.00311	-0.00311	48859.95	48809.00	48809.00	True
LW60	4.50	-0.00111	-0.00111	48859.95	48853.10	48853.10	True
LW60	4.67	-0.00132	-0.00132	48859.95	48848.60	48848.60	True
LW60	4.83	-0.00257	-0.00257	48859.95	48821.00	48821.00	True
LW60	5.00	-0.00251	-0.00251	48859.95	48822.20	48822.20	True
LW60	5.17	-0.00271	-0.00271	48859.95	48817.80	48817.80	True
LW60	5.33	-0.00331	-0.00331	48859.95	48804.60	48804.60	True
LW60	5.50	-0.00511	-0.00511	48859.95	48765.00	48765.00	True
LW60	5.67	-0.00491	-0.00491	48859.95	48769.40	48769.40	True
LW60	5.83	-0.00529	-0.00529	48859.95	48761.00	48761.00	True
LW60	6.00	-0.00551	-0.00551	48859.95	48756.20	48756.20	True
LW60	6.17	-0.00411	-0.00411	48859.95	48787.00	48787.00	True
LW60	6.33	-0.00331	-0.00331	48859.95	48804.60	48804.60	True
LW60	6.50	-0.00171	-0.00171	48859.95	48839.90	48839.90	True
LW60	6.67	0.00212	0.00212	48859.95	48924.40	48924.40	True
LW60	6.83	0.00566	0.00566	48859.95	49002.45	49002.45	True
LW60	7.00	0.01018	0.01018	48859.95	49101.90	49101.90	True
LW60	7.17	0.01685	0.01685	48859.95	49248.90	49248.90	True
LW60	7.33	0.02311	0.02311	48859.95	49387.00	49387.00	True
LW60	7.50	0.03143	0.03143	48859.95	49570.20	49570.20	True
LW60	7.67	0.04181	0.04181	48859.95	49799.00	49799.00	True
LW60	7.83	0.05569	0.05569	48859.95	50105.00	50105.00	True
LW60	8.00	0.06940	0.06940	48859.95	50407.20	50407.20	True
LW60	8.17	0.08361	0.08361	48859.95	50720.20	50720.20	True
LW60	8.33	0.10055	0.10055	48859.95	51093.60	51093.60	True
LW60	8.50	0.11737	0.11737	48859.95	51464.40	51464.40	True
LW60	8.67	0.13700	0.13700	48859.95	51897.00	51897.00	True
LW60	8.83	0.15737	0.15737	48859.95	52345.91	52345.91	True
LW60	9.00	0.17807	0.17807	48859.95	52802.00	52802.00	True
LW60	9.17	0.19592	0.19592	48859.95	53195.40	53195.40	True
LW60	9.33	0.21278	0.21278	48859.95	53567.10	53567.10	True
LW60	9.50	0.22994	0.22994	48859.95	53945.20	53945.20	True
LW60	9.67	0.24696	0.24696	48859.95	54320.40	54320.40	True
LW60	9.83	0.26449	0.26449	48859.95	54706.73	54706.73	True
LW60	10.00	0.28150	0.28150	48859.95	55081.50	55081.50	True
LW60	10.17	0.30011	0.30011	48859.95	55491.60	55491.60	True
LW60	10.33	0.31769	0.31769	48859.95	55879.20	55879.20	True
LW60	10.50	0.33450	0.33450	48859.95	56249.50	56249.50	True
LW60	10.67	0.34893	0.34893	48859.95	56567.50	56567.50	True
LW60	10.83	0.36545	0.36545	48859.95	56931.64	56931.64	True
LW60	11.00	0.37819	0.37819	48859.95	57212.40	57212.40	True
LW60	11.17	0.38627	0.38627	48859.95	57390.60	57390.60	True
LW60	11.33	0.39302	0.39302	48859.95	57539.30	57539.30	True
LW60	11.50	0.40431	0.40431	48859.95	57788.10	57788.10	True
LW60	11.67	0.41085	0.41085	48859.95	57932.30	57932.30	True
LW60	11.83	0.41618	0.41618	48859.95	58049.73	58049.73	True
LW60	12.00	0.42332	0.42332	48859.95	58207.00	58207.00	True
LW60	12.17	0.43221	0.43221	48859.95	58403.00	58403.00	True
LW60	12.33	0.43721	0.43721	48859.95	58513.20	58513.20	True
LW60	12.50	0.44110	0.44110	48859.95	58598.90	58598.90	True
LW60	12.67	0.44658	0.44658	48859.95	58719.60	58719.60	True
LW60	12.83	0.45182	0.45182	48859.95	58835.27	58835.27	True
LW60	13.00	0.45321	0.45321	48859.95	58865.90	58865.90	True
LW60	13.17	0.45503	0.45503	48859.95	58906.00	58906.00	True
LW65	0.00	-1.00000	-1.00000	6093.60	4255.91	4821.00	True
LW65	0.17	-0.56896	-0.56896	6093.60	5329.60	5329.60	True
LW65	0.33	-0.20300	-0.20300	6093.60	5761.40	5761.40	True
LW65	0.50	-0.03570	-0.03570	6093.60	5958.80	5958.80	True
LW65	0.67	0.04820	0.04820	6093.60	6057.80	6057.80	True
LW65	0.83	0.08705	0.08705	6093.60	6103.64	6103.64	True
LW65	1.00	0.10346	0.10346	6093.60	6123.00	6123.00	True
LW65	1.17	0.11278	0.11278	6093.60	6134.00	6134.00	True
LW65	1.33	0.10346	0.10346	6093.60	6123.00	6123.00	True
LW65	1.50	0.09600	0.09600	6093.60	6114.20	6114.20	True
LW65	1.67	0.08244	0.08244	6093.60	6098.20	6098.20	True
LW65	1.83	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	2.00	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	2.17	0.07659	0.07659	6093.60	6091.30	6091.30	True
LW65	2.33	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	2.50	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	2.67	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	2.83	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	3.00	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	3.17	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	3.33	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	3.50	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	3.67	0.06718	0.06718	6093.60	6080.20	6080.20	True
LW65	3.83	0.05600	0.05600	6093.60	6067.00	6067.00	True
LW65	4.00	0.05600	0.05600	6093.60	6067.00	6067.00	True
LW65	4.17	0.05600	0.05600	6093.60	6067.00	6067.00	True
LW65	4.33	0.06346	0.06346	6093.60	6075.80	6075.80	True
LW65	4.50	0.06159	0.06159	6093.60	6073.60	6073.60	True
LW65	4.67	0.06905	0.06905	6093.60	6082.40	6082.40	True
LW65	4.83	0.05939	0.05939	6093.60	6071.00	6071.00	True
LW65	5.00	0.05600	0.05600	6093.60	6067.00	6067.00	True
LW65	5.17	0.05600	0.05600	6093.60	6067.00	6067.00	True
LW65	5.33	0.05600	0.05600	6093.60	6067.00	6067.00	True
LW65	5.50	0.03845	0.03845	6093.60	6046.30	6046.30	True
LW65	5.67	0.03650	0.03650	6093.60	6044.00	6044.00	True
LW65	5.83	0.03650	0.03650	6093.60	6044.00	6044.00	True
LW65	6.00	0.02905	0.02905	6093.60	6035.20	6035.20	True
LW65	6.17	0.02159	0.02159	6093.60	6026.40	6026.40	True
LW65	6.33	0.01786	0.01786	6093.60	6022.00	6022.00	True
LW65	6.50	0.01786	0.01786	6093.60	6022.00	6022.00	True
LW65	6.67	0.01786	0.01786	6093.60	6022.00	6022.00	True
LW65	6.83	0.01786	0.01786	6093.60	6022.00	6022.00	True
LW65	7.00	0.01786	0.01786	6093.60	6022.00	6022.00	True
LW65	7.17	0.01786	0.01786	6093.60	6022.00	6022.00	True
LW65	7.33	0.01786	0.01786	6093.60	6022.00	6022.00	True
LW65	7.50	0.01786	0.01786	6093.60	6022.00	6022.00	True
LW65	7.67	0.01786	0.01786	6093.60	6022.00	6022.00	True
LW65	7.83	0.01955	0.01955	6093.60	6024.00	6024.00	True
LW65	8.00	0.02905	0.02905	6093.60	6035.20	6035.20	True
LW65	8.17	0.03650	0.03650	6093.60	6044.00	6044.00	True
LW65	8.33	0.03845	0.03845	6093.60	6046.30	6046.30	True
LW65	8.50	0.05210	0.05210	6093.60	6062.40	6062.40	True
LW65	8.67	0.05600	0.05600	6093.60	6067.00	6067.00	True
LW65	8.83	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	9.00	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	9.17	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	9.33	0.07464	0.07464	6093.60	6089.00	6089.00	True
LW65	9.50	0.07854	0.07854	6093.60	6093.60	6093.60	True
LW65	9.67	0.09414	0.09414	6093.60	6112.00	6112.00	True
LW65	9.83	0.09414	0.09414	6093.60	6112.00	6112.00	True
LW65	10.00	0.10346	0.10346	6093.60	6123.00	6123.00	True
LW65	10.17	0.10905	0.10905	6093.60	6129.60	6129.60	True
LW65	10.33	0.12643	0.12643	6093.60	6150.10	6150.10	True
LW65	10.50	0.13227	0.13227	6093.60	6157.00	6157.00	True
LW65	10.67	0.14905	0.14905	6093.60	6176.80	6176.80	True
LW65	10.83	0.16864	0.16864	6093.60	6199.91	6199.91	True
LW65	11.00	0.18719	0.18719	6093.60	6221.80	6221.80	True
LW65	11.17	0.20075	0.20075	6093.60	6237.80	6237.80	True
LW65	11.33	0.21041	0.21041	6093.60	6249.20	6249.20	True
LW65	11.50	0.22533	0.22533	6093.60	6266.80	6266.80	True
LW65	11.67	0.22914	0.22914	6093.60	6271.30	6271.30	True
LW65	11.83	0.23783	0.23783	6093.60	6281.55	6281.55	True
LW65	12.00	0.24669	0.24669	6093.60	6292.00	6292.00	True
LW65	12.17	0.24669	0.24669	6093.60	6292.00	6292.00	True
LW65	12.33	0.24669	0.24669	6093.60	6292.00	6292.00	True
LW65	12.50	0.24669	0.24669	6093.60	6292.00	6292.00	True
LW65	12.67	0.24669	0.24669	6093.60	6292.00	6292.00	True
LW65	12.83	0.24137	0.24137	6093.60	6285.73	6285.73	True
LW65	13.00	0.23304	0.23304	6093.60	6275.90	6275.90	True
LW65	13.17	0.22914	0.22914	6093.60	6271.30	6271.30	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