2026-03-25 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 aureus
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Staphylococcus aureus | 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 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	14.61655	2.0-42.0 h
LW60	end_norm	0.53373	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.53522	2.0-42.0 h
LW60	max_norm	0.53522	2.0-42.0 h
LW60	min_norm	0.00112	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	0.01316	2.0-42.0 h
LW61	auc_norm	33.27959	2.0-42.0 h
LW61	end_norm	1.35967	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	1.35967	2.0-42.0 h
LW61	max_norm	1.35967	2.0-42.0 h
LW61	min_norm	0.01561	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	0.03142	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	0.01369	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	0.00000	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	1.00000	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm		2.0-42.0 h
LW64	end_norm		2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm		2.0-42.0 h
LW64	max_norm		2.0-42.0 h
LW64	min_norm		2.0-42.0 h
LW64	pct_abnormal_rows	0.00000	2.0-42.0 h
LW64	pct_missing_norm	1.00000	2.0-42.0 h
LW64	pct_saturated_rows	0.19502	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm	4.65587	2.0-42.0 h
LW65	end_norm	0.15510	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.15550	2.0-42.0 h
LW65	max_norm	0.15550	2.0-42.0 h
LW65	min_norm	0.00211	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	0.00311	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	11059.82909	136.14080	Ready
LW65	5	11739.53273	227.03021	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	5474.64–35671.53 Ω
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	5474.64–35671.53 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	5474.64–35671.53 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	5474.64–35671.53 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	-0.42014	-0.42014	11026.80	8523.82	8523.82	True
LW60	0.17	-0.09608	-0.09608	11026.80	10479.90	10479.90	True
LW60	0.33	-0.03567	-0.03567	11026.80	10844.50	10844.50	True
LW60	0.50	-0.00874	-0.00874	11026.80	11007.10	11007.10	True
LW60	0.67	0.01047	0.01047	11026.80	11123.00	11123.00	True
LW60	0.83	0.01660	0.01660	11026.80	11160.00	11160.00	True
LW60	1.00	0.01735	0.01735	11026.80	11164.55	11164.55	True
LW60	1.17	0.02107	0.02107	11026.80	11187.00	11187.00	True
LW60	1.33	0.01373	0.01373	11026.80	11142.70	11142.70	True
LW60	1.50	0.00839	0.00839	11026.80	11110.50	11110.50	True
LW60	1.67	-0.00753	-0.00753	11026.80	11014.40	11014.40	True
LW60	1.83	-0.01163	-0.01163	11026.80	10989.64	10989.64	True
LW60	2.00	-0.00342	-0.00342	11026.80	11039.20	11039.20	True
LW60	2.17	0.00024	0.00024	11026.80	11061.30	11061.30	True
LW60	2.33	-0.00100	-0.00100	11026.80	11053.80	11053.80	True
LW60	2.50	-0.00020	-0.00020	11026.80	11058.60	11058.60	True
LW60	2.67	-0.00020	-0.00020	11026.80	11058.60	11058.60	True
LW60	2.83	-0.00342	-0.00342	11026.80	11039.18	11039.18	True
LW60	3.00	-0.00140	-0.00140	11026.80	11051.40	11051.40	True
LW60	3.17	0.00185	0.00185	11026.80	11071.00	11071.00	True
LW60	3.33	0.00722	0.00722	11026.80	11103.40	11103.40	True
LW60	3.50	0.01660	0.01660	11026.80	11160.00	11160.00	True
LW60	3.67	0.02031	0.02031	11026.80	11182.40	11182.40	True
LW60	3.83	0.02961	0.02961	11026.80	11238.55	11238.55	True
LW60	4.00	0.04280	0.04280	11026.80	11318.20	11318.20	True
LW60	4.17	0.05559	0.05559	11026.80	11395.40	11395.40	True
LW60	4.33	0.07657	0.07657	11026.80	11522.00	11522.00	True
LW60	4.50	0.10049	0.10049	11026.80	11666.40	11666.40	True
LW60	4.67	0.12320	0.12320	11026.80	11803.50	11803.50	True
LW60	4.83	0.13416	0.13416	11026.80	11869.64	11869.64	True
LW60	5.00	0.14227	0.14227	11026.80	11918.60	11918.60	True
LW60	5.17	0.15195	0.15195	11026.80	11977.00	11977.00	True
LW60	5.33	0.15650	0.15650	11026.80	12004.50	12004.50	True
LW60	5.50	0.15857	0.15857	11026.80	12017.00	12017.00	True
LW60	5.67	0.15650	0.15650	11026.80	12004.50	12004.50	True
LW60	5.83	0.15277	0.15277	11026.80	11982.00	11982.00	True
LW60	6.00	0.15112	0.15112	11026.80	11972.00	11972.00	True
LW60	6.17	0.14691	0.14691	11026.80	11946.60	11946.60	True
LW60	6.33	0.14863	0.14863	11026.80	11957.00	11957.00	True
LW60	6.50	0.14863	0.14863	11026.80	11957.00	11957.00	True
LW60	6.67	0.14863	0.14863	11026.80	11957.00	11957.00	True
LW60	6.83	0.15202	0.15202	11026.80	11977.45	11977.45	True
LW60	7.00	0.15485	0.15485	11026.80	11994.50	11994.50	True
LW60	7.17	0.15982	0.15982	11026.80	12024.50	12024.50	True
LW60	7.33	0.16354	0.16354	11026.80	12047.00	12047.00	True
LW60	7.50	0.17017	0.17017	11026.80	12087.00	12087.00	True
LW60	7.67	0.18097	0.18097	11026.80	12152.20	12152.20	True
LW60	7.83	0.19134	0.19134	11026.80	12214.82	12214.82	True
LW60	8.00	0.20143	0.20143	11026.80	12275.70	12275.70	True
LW60	8.17	0.21357	0.21357	11026.80	12349.00	12349.00	True
LW60	8.33	0.22739	0.22739	11026.80	12432.40	12432.40	True
LW60	8.50	0.23869	0.23869	11026.80	12500.60	12500.60	True
LW60	8.67	0.25168	0.25168	11026.80	12579.00	12579.00	True
LW60	8.83	0.26480	0.26480	11026.80	12658.18	12658.18	True
LW60	9.00	0.27818	0.27818	11026.80	12739.00	12739.00	True
LW60	9.17	0.29083	0.29083	11026.80	12815.30	12815.30	True
LW60	9.33	0.30728	0.30728	11026.80	12914.60	12914.60	True
LW60	9.50	0.32507	0.32507	11026.80	13022.00	13022.00	True
LW60	9.67	0.34286	0.34286	11026.80	13129.40	13129.40	True
LW60	9.83	0.36012	0.36012	11026.80	13233.55	13233.55	True
LW60	10.00	0.37851	0.37851	11026.80	13344.60	13344.60	True
LW60	10.17	0.39430	0.39430	11026.80	13439.90	13439.90	True
LW60	10.33	0.40837	0.40837	11026.80	13524.80	13524.80	True
LW60	10.50	0.41817	0.41817	11026.80	13584.00	13584.00	True
LW60	10.67	0.43067	0.43067	11026.80	13659.40	13659.40	True
LW60	10.83	0.44000	0.44000	11026.80	13715.73	13715.73	True
LW60	11.00	0.44859	0.44859	11026.80	13767.60	13767.60	True
LW60	11.17	0.45591	0.45591	11026.80	13811.80	13811.80	True
LW60	11.33	0.46496	0.46496	11026.80	13866.40	13866.40	True
LW60	11.50	0.47487	0.47487	11026.80	13926.20	13926.20	True
LW60	11.67	0.48262	0.48262	11026.80	13973.00	13973.00	True
LW60	11.83	0.49084	0.49084	11026.80	14022.64	14022.64	True
LW60	12.00	0.49468	0.49468	11026.80	14045.80	14045.80	True
LW60	12.17	0.50200	0.50200	11026.80	14090.00	14090.00	True
LW60	12.33	0.50846	0.50846	11026.80	14129.00	14129.00	True
LW60	12.50	0.51363	0.51363	11026.80	14160.20	14160.20	True
LW60	12.67	0.52095	0.52095	11026.80	14204.40	14204.40	True
LW60	12.83	0.52530	0.52530	11026.80	14230.64	14230.64	True
LW60	13.00	0.53129	0.53129	11026.80	14266.80	14266.80	True
LW60	13.17	0.53603	0.53603	11026.80	14295.40	14295.40	True
LW65	0.00	-1.00000	-1.00000	11984.20	9180.91	9417.60	True
LW65	0.17	-0.33340	-0.33340	11984.20	10965.40	10965.40	True
LW65	0.33	-0.14718	-0.14718	11984.20	11397.80	11397.80	True
LW65	0.50	-0.04330	-0.04330	11984.20	11639.00	11639.00	True
LW65	0.67	0.02432	0.02432	11984.20	11796.00	11796.00	True
LW65	0.83	0.07062	0.07062	11984.20	11903.50	11903.50	True
LW65	1.00	0.09554	0.09554	11984.20	11961.36	11961.36	True
LW65	1.17	0.12273	0.12273	11984.20	12024.50	12024.50	True
LW65	1.33	0.12488	0.12488	11984.20	12029.50	12029.50	True
LW65	1.50	0.12058	0.12058	11984.20	12019.50	12019.50	True
LW65	1.67	0.09353	0.09353	11984.20	11956.70	11956.70	True
LW65	1.83	0.09448	0.09448	11984.20	11958.91	11958.91	True
LW65	2.00	0.11627	0.11627	11984.20	12009.50	12009.50	True
LW65	2.17	0.13134	0.13134	11984.20	12044.50	12044.50	True
LW65	2.33	0.13350	0.13350	11984.20	12049.50	12049.50	True
LW65	2.50	0.13673	0.13673	11984.20	12057.00	12057.00	True
LW65	2.67	0.14426	0.14426	11984.20	12074.50	12074.50	True
LW65	2.83	0.14260	0.14260	11984.20	12070.64	12070.64	True
LW65	3.00	0.14857	0.14857	11984.20	12084.50	12084.50	True
LW65	3.17	0.15718	0.15718	11984.20	12104.50	12104.50	True
LW65	3.33	0.17226	0.17226	11984.20	12139.50	12139.50	True
LW65	3.50	0.19086	0.19086	11984.20	12182.70	12182.70	True
LW65	3.67	0.19853	0.19853	11984.20	12200.50	12200.50	True
LW65	3.83	0.21840	0.21840	11984.20	12246.64	12246.64	True
LW65	4.00	0.24082	0.24082	11984.20	12298.70	12298.70	True
LW65	4.17	0.26903	0.26903	11984.20	12364.20	12364.20	True
LW65	4.33	0.30925	0.30925	11984.20	12457.60	12457.60	True
LW65	4.50	0.35611	0.35611	11984.20	12566.40	12566.40	True
LW65	4.67	0.39220	0.39220	11984.20	12650.20	12650.20	True
LW65	4.83	0.41357	0.41357	11984.20	12699.82	12699.82	True
LW65	5.00	0.42183	0.42183	11984.20	12719.00	12719.00	True
LW65	5.17	0.42722	0.42722	11984.20	12731.50	12731.50	True
LW65	5.33	0.42399	0.42399	11984.20	12724.00	12724.00	True
LW65	5.50	0.42183	0.42183	11984.20	12719.00	12719.00	True
LW65	5.67	0.41856	0.41856	11984.20	12711.40	12711.40	True
LW65	5.83	0.40848	0.40848	11984.20	12688.00	12688.00	True
LW65	6.00	0.40848	0.40848	11984.20	12688.00	12688.00	True
LW65	6.17	0.40418	0.40418	11984.20	12678.00	12678.00	True
LW65	6.33	0.40741	0.40741	11984.20	12685.50	12685.50	True
LW65	6.50	0.40525	0.40525	11984.20	12680.50	12680.50	True
LW65	6.67	0.40094	0.40094	11984.20	12670.50	12670.50	True
LW65	6.83	0.39771	0.39771	11984.20	12663.00	12663.00	True
LW65	7.00	0.39987	0.39987	11984.20	12668.00	12668.00	True
LW65	7.17	0.40525	0.40525	11984.20	12680.50	12680.50	True
LW65	7.33	0.40094	0.40094	11984.20	12670.50	12670.50	True
LW65	7.50	0.40202	0.40202	11984.20	12673.00	12673.00	True
LW65	7.67	0.40741	0.40741	11984.20	12685.50	12685.50	True
LW65	7.83	0.40950	0.40950	11984.20	12690.36	12690.36	True
LW65	8.00	0.41184	0.41184	11984.20	12695.80	12695.80	True
LW65	8.17	0.41632	0.41632	11984.20	12706.20	12706.20	True
LW65	8.33	0.41632	0.41632	11984.20	12706.20	12706.20	True
LW65	8.50	0.41632	0.41632	11984.20	12706.20	12706.20	True
LW65	8.67	0.41632	0.41632	11984.20	12706.20	12706.20	True
LW65	8.83	0.41663	0.41663	11984.20	12706.91	12706.91	True
LW65	9.00	0.41408	0.41408	11984.20	12701.00	12701.00	True
LW65	9.17	0.41968	0.41968	11984.20	12714.00	12714.00	True
LW65	9.33	0.42399	0.42399	11984.20	12724.00	12724.00	True
LW65	9.50	0.43152	0.43152	11984.20	12741.50	12741.50	True
LW65	9.67	0.44126	0.44126	11984.20	12764.10	12764.10	True
LW65	9.83	0.45633	0.45633	11984.20	12799.09	12799.09	True
LW65	10.00	0.47214	0.47214	11984.20	12835.80	12835.80	True
LW65	10.17	0.48962	0.48962	11984.20	12876.40	12876.40	True
LW65	10.33	0.50616	0.50616	11984.20	12914.80	12914.80	True
LW65	10.50	0.52041	0.52041	11984.20	12947.90	12947.90	True
LW65	10.67	0.53579	0.53579	11984.20	12983.60	12983.60	True
LW65	10.83	0.54614	0.54614	11984.20	13007.64	13007.64	True
LW65	11.00	0.55663	0.55663	11984.20	13032.00	13032.00	True
LW65	11.17	0.56335	0.56335	11984.20	13047.60	13047.60	True
LW65	11.33	0.56783	0.56783	11984.20	13058.00	13058.00	True
LW65	11.50	0.58204	0.58204	11984.20	13091.00	13091.00	True
LW65	11.67	0.59428	0.59428	11984.20	13119.40	13119.40	True
LW65	11.83	0.60323	0.60323	11984.20	13140.18	13140.18	True
LW65	12.00	0.60078	0.60078	11984.20	13134.50	13134.50	True
LW65	12.17	0.60625	0.60625	11984.20	13147.20	13147.20	True
LW65	12.33	0.61400	0.61400	11984.20	13165.20	13165.20	True
LW65	12.50	0.61736	0.61736	11984.20	13173.00	13173.00	True
LW65	12.67	0.61848	0.61848	11984.20	13175.60	13175.60	True
LW65	12.83	0.62347	0.62347	11984.20	13187.18	13187.18	True
LW65	13.00	0.62296	0.62296	11984.20	13186.00	13186.00	True
LW65	13.17	0.62963	0.62963	11984.20	13201.50	13201.50	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