2026-03-27 C1.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 C1.xlsx	Well ID	C1
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	16.59939	2.0-42.0 h
LW60	end_norm	0.49088	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.54267	2.0-42.0 h
LW60	max_norm	0.54267	2.0-42.0 h
LW60	min_norm	0.00720	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	0.01000	2.0-42.0 h
LW61	auc_norm	87.33047	2.0-42.0 h
LW61	end_norm	3.22218	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	4.53491	2.0-42.0 h
LW61	max_norm	4.53491	2.0-42.0 h
LW61	min_norm	0.02200	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	0.10240	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	0.00000	2.0-42.0 h
LW62	pct_missing_norm	1.00000	2.0-42.0 h
LW62	pct_saturated_rows	0.09830	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	0.16763	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.08050	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-19.16672	2.0-42.0 h
LW64	end_norm	-0.41052	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.61480	2.0-42.0 h
LW64	max_norm	0.00415	2.0-42.0 h
LW64	min_norm	-0.61480	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	-0.00524	2.0-42.0 h
LW65	auc_norm	12.84756	2.0-42.0 h
LW65	end_norm	0.39173	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.41161	2.0-42.0 h
LW65	max_norm	0.41161	2.0-42.0 h
LW65	min_norm	0.00966	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	0.00765	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	5881.16000	165.47112	Ready
LW65	5	8768.75273	275.90269	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	3952.64–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	3952.64–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	3952.64–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	3952.64–48539.60 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	-0.53083	-0.53083	6167.38	3952.64	3952.64	True
LW60	0.17	-0.14714	-0.14714	6167.38	5346.60	5346.60	True
LW60	0.33	-0.06773	-0.06773	6167.38	5635.10	5635.10	True
LW60	0.50	-0.02077	-0.02077	6167.38	5805.70	5805.70	True
LW60	0.67	0.01014	0.01014	6167.38	5918.00	5918.00	True
LW60	0.83	0.03189	0.03189	6167.38	5997.00	5997.00	True
LW60	1.00	0.04647	0.04647	6167.38	6050.00	6050.00	True
LW60	1.17	0.05396	0.05396	6167.38	6077.20	6077.20	True
LW60	1.33	0.05853	0.05853	6167.38	6093.80	6093.80	True
LW60	1.50	0.06260	0.06260	6167.38	6108.60	6108.60	True
LW60	1.67	0.07353	0.07353	6167.38	6148.30	6148.30	True
LW60	1.83	0.08403	0.08403	6167.38	6186.45	6186.45	True
LW60	2.00	0.09101	0.09101	6167.38	6211.80	6211.80	True
LW60	2.17	0.09572	0.09572	6167.38	6228.90	6228.90	True
LW60	2.33	0.10260	0.10260	6167.38	6253.90	6253.90	True
LW60	2.50	0.10890	0.10890	6167.38	6276.80	6276.80	True
LW60	2.67	0.11595	0.11595	6167.38	6302.40	6302.40	True
LW60	2.83	0.12342	0.12342	6167.38	6329.55	6329.55	True
LW60	3.00	0.13607	0.13607	6167.38	6375.50	6375.50	True
LW60	3.17	0.14867	0.14867	6167.38	6421.30	6421.30	True
LW60	3.33	0.15938	0.15938	6167.38	6460.20	6460.20	True
LW60	3.50	0.17031	0.17031	6167.38	6499.90	6499.90	True
LW60	3.67	0.18589	0.18589	6167.38	6556.50	6556.50	True
LW60	3.83	0.20014	0.20014	6167.38	6608.27	6608.27	True
LW60	4.00	0.21559	0.21559	6167.38	6664.40	6664.40	True
LW60	4.17	0.23714	0.23714	6167.38	6742.70	6742.70	True
LW60	4.33	0.25511	0.25511	6167.38	6808.00	6808.00	True
LW60	4.50	0.28842	0.28842	6167.38	6929.00	6929.00	True
LW60	4.67	0.32808	0.32808	6167.38	7073.10	7073.10	True
LW60	4.83	0.36096	0.36096	6167.38	7192.55	7192.55	True
LW60	5.00	0.39756	0.39756	6167.38	7325.50	7325.50	True
LW60	5.17	0.43496	0.43496	6167.38	7461.40	7461.40	True
LW60	5.33	0.45954	0.45954	6167.38	7550.70	7550.70	True
LW60	5.50	0.47994	0.47994	6167.38	7624.80	7624.80	True
LW60	5.67	0.49604	0.49604	6167.38	7683.30	7683.30	True
LW60	5.83	0.50437	0.50437	6167.38	7713.55	7713.55	True
LW60	6.00	0.51088	0.51088	6167.38	7737.20	7737.20	True
LW60	6.17	0.51308	0.51308	6167.38	7745.20	7745.20	True
LW60	6.33	0.51870	0.51870	6167.38	7765.60	7765.60	True
LW60	6.50	0.52370	0.52370	6167.38	7783.80	7783.80	True
LW60	6.67	0.52687	0.52687	6167.38	7795.30	7795.30	True
LW60	6.83	0.53094	0.53094	6167.38	7810.09	7810.09	True
LW60	7.00	0.53755	0.53755	6167.38	7834.10	7834.10	True
LW60	7.17	0.54038	0.54038	6167.38	7844.40	7844.40	True
LW60	7.33	0.54561	0.54561	6167.38	7863.40	7863.40	True
LW60	7.50	0.55007	0.55007	6167.38	7879.60	7879.60	True
LW60	7.67	0.54944	0.54944	6167.38	7877.30	7877.30	True
LW60	7.83	0.54901	0.54901	6167.38	7875.73	7875.73	True
LW60	8.00	0.54817	0.54817	6167.38	7872.70	7872.70	True
LW60	8.17	0.54779	0.54779	6167.38	7871.30	7871.30	True
LW60	8.33	0.54639	0.54639	6167.38	7866.20	7866.20	True
LW60	8.50	0.54625	0.54625	6167.38	7865.70	7865.70	True
LW60	8.67	0.54895	0.54895	6167.38	7875.50	7875.50	True
LW60	8.83	0.55026	0.55026	6167.38	7880.27	7880.27	True
LW60	9.00	0.55038	0.55038	6167.38	7880.70	7880.70	True
LW60	9.17	0.55211	0.55211	6167.38	7887.00	7887.00	True
LW60	9.33	0.55346	0.55346	6167.38	7891.90	7891.90	True
LW60	9.50	0.55486	0.55486	6167.38	7897.00	7897.00	True
LW60	9.67	0.55737	0.55737	6167.38	7906.10	7906.10	True
LW60	9.83	0.56305	0.56305	6167.38	7926.73	7926.73	True
LW60	10.00	0.56381	0.56381	6167.38	7929.50	7929.50	True
LW60	10.17	0.56827	0.56827	6167.38	7945.70	7945.70	True
LW60	10.33	0.57066	0.57066	6167.38	7954.40	7954.40	True
LW60	10.50	0.57584	0.57584	6167.38	7973.20	7973.20	True
LW60	10.67	0.57768	0.57768	6167.38	7979.90	7979.90	True
LW60	10.83	0.58254	0.58254	6167.38	7997.55	7997.55	True
LW60	11.00	0.58396	0.58396	6167.38	8002.70	8002.70	True
LW60	11.17	0.58569	0.58569	6167.38	8009.00	8009.00	True
LW60	11.33	0.58905	0.58905	6167.38	8021.20	8021.20	True
LW60	11.50	0.59414	0.59414	6167.38	8039.70	8039.70	True
LW60	11.67	0.59700	0.59700	6167.38	8050.10	8050.10	True
LW60	11.83	0.60238	0.60238	6167.38	8069.64	8069.64	True
LW60	12.00	0.60920	0.60920	6167.38	8094.40	8094.40	True
LW60	12.17	0.61597	0.61597	6167.38	8119.00	8119.00	True
LW60	12.33	0.62505	0.62505	6167.38	8152.00	8152.00	True
LW60	12.50	0.63281	0.63281	6167.38	8180.20	8180.20	True
LW60	12.67	0.64333	0.64333	6167.38	8218.40	8218.40	True
LW60	12.83	0.65470	0.65470	6167.38	8259.73	8259.73	True
LW60	13.00	0.66331	0.66331	6167.38	8291.00	8291.00	True
LW60	13.17	0.67231	0.67231	6167.38	8323.70	8323.70	True
LW65	0.00	-0.71402	-0.71402	9329.50	5626.45	5626.45	True
LW65	0.17	-0.22872	-0.22872	9329.50	7762.20	7762.20	True
LW65	0.33	-0.09354	-0.09354	9329.50	8357.10	8357.10	True
LW65	0.50	-0.02821	-0.02821	9329.50	8644.60	8644.60	True
LW65	0.67	0.01485	0.01485	9329.50	8834.10	8834.10	True
LW65	0.83	0.04246	0.04246	9329.50	8955.60	8955.60	True
LW65	1.00	0.06444	0.06444	9329.50	9052.36	9052.36	True
LW65	1.17	0.07954	0.07954	9329.50	9118.80	9118.80	True
LW65	1.33	0.08627	0.08627	9329.50	9148.40	9148.40	True
LW65	1.50	0.10011	0.10011	9329.50	9209.30	9209.30	True
LW65	1.67	0.11890	0.11890	9329.50	9292.00	9292.00	True
LW65	1.83	0.13594	0.13594	9329.50	9367.00	9367.00	True
LW65	2.00	0.14789	0.14789	9329.50	9419.60	9419.60	True
LW65	2.17	0.15798	0.15798	9329.50	9464.00	9464.00	True
LW65	2.33	0.16893	0.16893	9329.50	9512.20	9512.20	True
LW65	2.50	0.17611	0.17611	9329.50	9543.80	9543.80	True
LW65	2.67	0.18597	0.18597	9329.50	9587.20	9587.20	True
LW65	2.83	0.19708	0.19708	9329.50	9636.09	9636.09	True
LW65	3.00	0.20422	0.20422	9329.50	9667.50	9667.50	True
LW65	3.17	0.21579	0.21579	9329.50	9718.40	9718.40	True
LW65	3.33	0.22519	0.22519	9329.50	9759.80	9759.80	True
LW65	3.50	0.23533	0.23533	9329.50	9804.40	9804.40	True
LW65	3.67	0.24839	0.24839	9329.50	9861.90	9861.90	True
LW65	3.83	0.26038	0.26038	9329.50	9914.64	9914.64	True
LW65	4.00	0.27241	0.27241	9329.50	9967.60	9967.60	True
LW65	4.17	0.28625	0.28625	9329.50	10028.50	10028.50	True
LW65	4.33	0.30325	0.30325	9329.50	10103.30	10103.30	True
LW65	4.50	0.32854	0.32854	9329.50	10214.60	10214.60	True
LW65	4.67	0.35944	0.35944	9329.50	10350.60	10350.60	True
LW65	4.83	0.39048	0.39048	9329.50	10487.18	10487.18	True
LW65	5.00	0.42447	0.42447	9329.50	10636.80	10636.80	True
LW65	5.17	0.45722	0.45722	9329.50	10780.90	10780.90	True
LW65	5.33	0.48092	0.48092	9329.50	10885.20	10885.20	True
LW65	5.50	0.50164	0.50164	9329.50	10976.40	10976.40	True
LW65	5.67	0.51866	0.51866	9329.50	11051.30	11051.30	True
LW65	5.83	0.53167	0.53167	9329.50	11108.55	11108.55	True
LW65	6.00	0.54284	0.54284	9329.50	11157.70	11157.70	True
LW65	6.17	0.55056	0.55056	9329.50	11191.70	11191.70	True
LW65	6.33	0.55770	0.55770	9329.50	11223.10	11223.10	True
LW65	6.50	0.56545	0.56545	9329.50	11257.20	11257.20	True
LW65	6.67	0.57101	0.57101	9329.50	11281.70	11281.70	True
LW65	6.83	0.57953	0.57953	9329.50	11319.18	11319.18	True
LW65	7.00	0.58708	0.58708	9329.50	11352.40	11352.40	True
LW65	7.17	0.59342	0.59342	9329.50	11380.30	11380.30	True
LW65	7.33	0.59862	0.59862	9329.50	11403.20	11403.20	True
LW65	7.50	0.60483	0.60483	9329.50	11430.50	11430.50	True
LW65	7.67	0.60546	0.60546	9329.50	11433.30	11433.30	True
LW65	7.83	0.60882	0.60882	9329.50	11448.09	11448.09	True
LW65	8.00	0.60883	0.60883	9329.50	11448.10	11448.10	True
LW65	8.17	0.61201	0.61201	9329.50	11462.10	11462.10	True
LW65	8.33	0.61292	0.61292	9329.50	11466.10	11466.10	True
LW65	8.50	0.61446	0.61446	9329.50	11472.90	11472.90	True
LW65	8.67	0.61801	0.61801	9329.50	11488.50	11488.50	True
LW65	8.83	0.61857	0.61857	9329.50	11491.00	11491.00	True
LW65	9.00	0.61991	0.61991	9329.50	11496.90	11496.90	True
LW65	9.17	0.62141	0.62141	9329.50	11503.50	11503.50	True
LW65	9.33	0.62425	0.62425	9329.50	11516.00	11516.00	True
LW65	9.50	0.62498	0.62498	9329.50	11519.20	11519.20	True
LW65	9.67	0.62607	0.62607	9329.50	11524.00	11524.00	True
LW65	9.83	0.62989	0.62989	9329.50	11540.82	11540.82	True
LW65	10.00	0.63109	0.63109	9329.50	11546.10	11546.10	True
LW65	10.17	0.63509	0.63509	9329.50	11563.70	11563.70	True
LW65	10.33	0.63543	0.63543	9329.50	11565.20	11565.20	True
LW65	10.50	0.63655	0.63655	9329.50	11570.10	11570.10	True
LW65	10.67	0.64098	0.64098	9329.50	11589.60	11589.60	True
LW65	10.83	0.64299	0.64299	9329.50	11598.45	11598.45	True
LW65	11.00	0.64725	0.64725	9329.50	11617.20	11617.20	True
LW65	11.17	0.64759	0.64759	9329.50	11618.70	11618.70	True
LW65	11.33	0.65120	0.65120	9329.50	11634.60	11634.60	True
LW65	11.50	0.65118	0.65118	9329.50	11634.50	11634.50	True
LW65	11.67	0.65532	0.65532	9329.50	11652.70	11652.70	True
LW65	11.83	0.65892	0.65892	9329.50	11668.55	11668.55	True
LW65	12.00	0.66202	0.66202	9329.50	11682.20	11682.20	True
LW65	12.17	0.66631	0.66631	9329.50	11701.10	11701.10	True
LW65	12.33	0.67274	0.67274	9329.50	11729.40	11729.40	True
LW65	12.50	0.67670	0.67670	9329.50	11746.80	11746.80	True
LW65	12.67	0.68486	0.68486	9329.50	11782.70	11782.70	True
LW65	12.83	0.69424	0.69424	9329.50	11824.00	11824.00	True
LW65	13.00	0.69851	0.69851	9329.50	11842.80	11842.80	True
LW65	13.17	0.70240	0.70240	9329.50	11859.90	11859.90	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