2026-03-25 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: Pseudomonas aeruginosa
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Pseudomonas aeruginosa | Run: 2026-03-25 inc5 | 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 inc5	Run date	2026-03-25
Media	LB	Incubator	inc5
Well file	2026-03-25 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	11.04463	2.0-42.0 h
LW60	end_norm	0.38949	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.38949	2.0-42.0 h
LW60	max_norm	0.38949	2.0-42.0 h
LW60	min_norm	0.00343	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	0.00834	2.0-42.0 h
LW61	auc_norm	19.10930	2.0-42.0 h
LW61	end_norm	0.77953	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.77953	2.0-42.0 h
LW61	max_norm	0.77953	2.0-42.0 h
LW61	min_norm	0.01264	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	0.01617	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	0.06390	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	0.22531	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.13693	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-4.46331	2.0-42.0 h
LW64	end_norm	-0.18525	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.20479	2.0-42.0 h
LW64	max_norm	0.01176	2.0-42.0 h
LW64	min_norm	-0.20479	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	-0.00324	2.0-42.0 h
LW65	auc_norm	3.36954	2.0-42.0 h
LW65	end_norm	0.10496	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.10725	2.0-42.0 h
LW65	max_norm	0.10725	2.0-42.0 h
LW65	min_norm	0.00283	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	0.00197	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 4 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	9511.21273	346.46322	Ready
LW65	5	6395.85636	168.53770	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	4804.45–17265.27 Ω
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	4804.45–17265.27 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	4804.45–17265.27 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	4804.45–17265.27 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	-0.74366	-0.74366	10097.40	6050.09	6050.09	True
LW60	0.17	-0.26920	-0.26920	10097.40	8258.30	8258.30	True
LW60	0.33	-0.11321	-0.11321	10097.40	8984.30	8984.30	True
LW60	0.50	-0.02970	-0.02970	10097.40	9373.00	9373.00	True
LW60	0.67	0.01723	0.01723	10097.40	9591.40	9591.40	True
LW60	0.83	0.05117	0.05117	10097.40	9749.36	9749.36	True
LW60	1.00	0.07451	0.07451	10097.40	9858.00	9858.00	True
LW60	1.17	0.08912	0.08912	10097.40	9926.00	9926.00	True
LW60	1.33	0.10367	0.10367	10097.40	9993.70	9993.70	True
LW60	1.50	0.11460	0.11460	10097.40	10044.60	10044.60	True
LW60	1.67	0.12389	0.12389	10097.40	10087.80	10087.80	True
LW60	1.83	0.12801	0.12801	10097.40	10107.00	10107.00	True
LW60	2.00	0.13338	0.13338	10097.40	10132.00	10132.00	True
LW60	2.17	0.13854	0.13854	10097.40	10156.00	10156.00	True
LW60	2.33	0.14370	0.14370	10097.40	10180.00	10180.00	True
LW60	2.50	0.14782	0.14782	10097.40	10199.20	10199.20	True
LW60	2.67	0.15046	0.15046	10097.40	10211.50	10211.50	True
LW60	2.83	0.15655	0.15655	10097.40	10239.82	10239.82	True
LW60	3.00	0.15990	0.15990	10097.40	10255.40	10255.40	True
LW60	3.17	0.16402	0.16402	10097.40	10274.60	10274.60	True
LW60	3.33	0.16454	0.16454	10097.40	10277.00	10277.00	True
LW60	3.50	0.16561	0.16561	10097.40	10282.00	10282.00	True
LW60	3.67	0.16991	0.16991	10097.40	10302.00	10302.00	True
LW60	3.83	0.17507	0.17507	10097.40	10326.00	10326.00	True
LW60	4.00	0.18183	0.18183	10097.40	10357.50	10357.50	True
LW60	4.17	0.18869	0.18869	10097.40	10389.40	10389.40	True
LW60	4.33	0.19659	0.19659	10097.40	10426.20	10426.20	True
LW60	4.50	0.21015	0.21015	10097.40	10489.30	10489.30	True
LW60	4.67	0.22440	0.22440	10097.40	10555.60	10555.60	True
LW60	4.83	0.24325	0.24325	10097.40	10643.36	10643.36	True
LW60	5.00	0.26486	0.26486	10097.40	10743.90	10743.90	True
LW60	5.17	0.29599	0.29599	10097.40	10888.80	10888.80	True
LW60	5.33	0.32618	0.32618	10097.40	11029.30	11029.30	True
LW60	5.50	0.35003	0.35003	10097.40	11140.30	11140.30	True
LW60	5.67	0.36535	0.36535	10097.40	11211.60	11211.60	True
LW60	5.83	0.37065	0.37065	10097.40	11236.27	11236.27	True
LW60	6.00	0.37499	0.37499	10097.40	11256.50	11256.50	True
LW60	6.17	0.37177	0.37177	10097.40	11241.50	11241.50	True
LW60	6.33	0.36479	0.36479	10097.40	11209.00	11209.00	True
LW60	6.50	0.36479	0.36479	10097.40	11209.00	11209.00	True
LW60	6.67	0.36479	0.36479	10097.40	11209.00	11209.00	True
LW60	6.83	0.36625	0.36625	10097.40	11215.82	11215.82	True
LW60	7.00	0.37123	0.37123	10097.40	11239.00	11239.00	True
LW60	7.17	0.36962	0.36962	10097.40	11231.50	11231.50	True
LW60	7.33	0.37392	0.37392	10097.40	11251.50	11251.50	True
LW60	7.50	0.37553	0.37553	10097.40	11259.00	11259.00	True
LW60	7.67	0.37607	0.37607	10097.40	11261.50	11261.50	True
LW60	7.83	0.38086	0.38086	10097.40	11283.82	11283.82	True
LW60	8.00	0.38767	0.38767	10097.40	11315.50	11315.50	True
LW60	8.17	0.39626	0.39626	10097.40	11355.50	11355.50	True
LW60	8.33	0.39734	0.39734	10097.40	11360.50	11360.50	True
LW60	8.50	0.40432	0.40432	10097.40	11393.00	11393.00	True
LW60	8.67	0.41180	0.41180	10097.40	11427.80	11427.80	True
LW60	8.83	0.42247	0.42247	10097.40	11477.45	11477.45	True
LW60	9.00	0.43419	0.43419	10097.40	11532.00	11532.00	True
LW60	9.17	0.44278	0.44278	10097.40	11572.00	11572.00	True
LW60	9.33	0.45030	0.45030	10097.40	11607.00	11607.00	True
LW60	9.50	0.45825	0.45825	10097.40	11644.00	11644.00	True
LW60	9.67	0.46728	0.46728	10097.40	11686.00	11686.00	True
LW60	9.83	0.47792	0.47792	10097.40	11735.55	11735.55	True
LW60	10.00	0.49145	0.49145	10097.40	11798.50	11798.50	True
LW60	10.17	0.50756	0.50756	10097.40	11873.50	11873.50	True
LW60	10.33	0.52217	0.52217	10097.40	11941.50	11941.50	True
LW60	10.50	0.53786	0.53786	10097.40	12014.50	12014.50	True
LW60	10.67	0.55182	0.55182	10097.40	12079.50	12079.50	True
LW60	10.83	0.56359	0.56359	10097.40	12134.27	12134.27	True
LW60	11.00	0.57453	0.57453	10097.40	12185.20	12185.20	True
LW60	11.17	0.58373	0.58373	10097.40	12228.00	12228.00	True
LW60	11.33	0.59018	0.59018	10097.40	12258.00	12258.00	True
LW60	11.50	0.59394	0.59394	10097.40	12275.50	12275.50	True
LW60	11.67	0.60057	0.60057	10097.40	12306.40	12306.40	True
LW60	11.83	0.60553	0.60553	10097.40	12329.45	12329.45	True
LW60	12.00	0.61295	0.61295	10097.40	12364.00	12364.00	True
LW60	12.17	0.61892	0.61892	10097.40	12391.80	12391.80	True
LW60	12.33	0.62445	0.62445	10097.40	12417.50	12417.50	True
LW60	12.50	0.63035	0.63035	10097.40	12445.00	12445.00	True
LW60	12.67	0.63734	0.63734	10097.40	12477.50	12477.50	True
LW60	12.83	0.64500	0.64500	10097.40	12513.18	12513.18	True
LW60	13.00	0.65044	0.65044	10097.40	12538.50	12538.50	True
LW60	13.17	0.65640	0.65640	10097.40	12566.20	12566.20	True
LW65	0.00			6659.18	4804.45		True
LW65	0.17	-0.58110	-0.58110	6659.18	5799.60	5824.67	True
LW65	0.33	-0.26386	-0.26386	6659.18	6136.50	6136.50	True
LW65	0.50	-0.06669	-0.06669	6659.18	6330.30	6330.30	True
LW65	0.67	0.04613	0.04613	6659.18	6441.20	6441.20	True
LW65	0.83	0.12038	0.12038	6659.18	6514.18	6514.18	True
LW65	1.00	0.16404	0.16404	6659.18	6557.10	6557.10	True
LW65	1.17	0.20117	0.20117	6659.18	6593.60	6593.60	True
LW65	1.33	0.22630	0.22630	6659.18	6618.30	6618.30	True
LW65	1.50	0.24726	0.24726	6659.18	6638.90	6638.90	True
LW65	1.67	0.26364	0.26364	6659.18	6655.00	6655.00	True
LW65	1.83	0.27215	0.27215	6659.18	6663.36	6663.36	True
LW65	2.00	0.28704	0.28704	6659.18	6678.00	6678.00	True
LW65	2.17	0.29599	0.29599	6659.18	6686.80	6686.80	True
LW65	2.33	0.30718	0.30718	6659.18	6697.80	6697.80	True
LW65	2.50	0.30942	0.30942	6659.18	6700.00	6700.00	True
LW65	2.67	0.31176	0.31176	6659.18	6702.30	6702.30	True
LW65	2.83	0.32644	0.32644	6659.18	6716.73	6716.73	True
LW65	3.00	0.33282	0.33282	6659.18	6723.00	6723.00	True
LW65	3.17	0.33516	0.33516	6659.18	6725.30	6725.30	True
LW65	3.33	0.33282	0.33282	6659.18	6723.00	6723.00	True
LW65	3.50	0.34218	0.34218	6659.18	6732.20	6732.20	True
LW65	3.67	0.35622	0.35622	6659.18	6746.00	6746.00	True
LW65	3.83	0.35622	0.35622	6659.18	6746.00	6746.00	True
LW65	4.00	0.35622	0.35622	6659.18	6746.00	6746.00	True
LW65	4.17	0.37260	0.37260	6659.18	6762.10	6762.10	True
LW65	4.33	0.38186	0.38186	6659.18	6771.20	6771.20	True
LW65	4.50	0.40200	0.40200	6659.18	6791.00	6791.00	True
LW65	4.67	0.41604	0.41604	6659.18	6804.80	6804.80	True
LW65	4.83	0.44029	0.44029	6659.18	6828.64	6828.64	True
LW65	5.00	0.46050	0.46050	6659.18	6848.50	6848.50	True
LW65	5.17	0.50262	0.50262	6659.18	6889.90	6889.90	True
LW65	5.33	0.53690	0.53690	6659.18	6923.60	6923.60	True
LW65	5.50	0.56478	0.56478	6659.18	6951.00	6951.00	True
LW65	5.67	0.56478	0.56478	6659.18	6951.00	6951.00	True
LW65	5.83	0.56478	0.56478	6659.18	6951.00	6951.00	True
LW65	6.00	0.56478	0.56478	6659.18	6951.00	6951.00	True
LW65	6.17	0.56478	0.56478	6659.18	6951.00	6951.00	True
LW65	6.33	0.55074	0.55074	6659.18	6937.20	6937.20	True
LW65	6.50	0.54840	0.54840	6659.18	6934.90	6934.90	True
LW65	6.67	0.55776	0.55776	6659.18	6944.10	6944.10	True
LW65	6.83	0.55201	0.55201	6659.18	6938.45	6938.45	True
LW65	7.00	0.56010	0.56010	6659.18	6946.40	6946.40	True
LW65	7.17	0.55542	0.55542	6659.18	6941.80	6941.80	True
LW65	7.33	0.56478	0.56478	6659.18	6951.00	6951.00	True
LW65	7.50	0.56478	0.56478	6659.18	6951.00	6951.00	True
LW65	7.67	0.56478	0.56478	6659.18	6951.00	6951.00	True
LW65	7.83	0.56478	0.56478	6659.18	6951.00	6951.00	True
LW65	8.00	0.57180	0.57180	6659.18	6957.90	6957.90	True
LW65	8.17	0.58584	0.58584	6659.18	6971.70	6971.70	True
LW65	8.33	0.58818	0.58818	6659.18	6974.00	6974.00	True
LW65	8.50	0.58818	0.58818	6659.18	6974.00	6974.00	True
LW65	8.67	0.58818	0.58818	6659.18	6974.00	6974.00	True
LW65	8.83	0.59881	0.59881	6659.18	6984.45	6984.45	True
LW65	9.00	0.61157	0.61157	6659.18	6997.00	6997.00	True
LW65	9.17	0.61157	0.61157	6659.18	6997.00	6997.00	True
LW65	9.33	0.61157	0.61157	6659.18	6997.00	6997.00	True
LW65	9.50	0.61157	0.61157	6659.18	6997.00	6997.00	True
LW65	9.67	0.61625	0.61625	6659.18	7001.60	7001.60	True
LW65	9.83	0.63497	0.63497	6659.18	7020.00	7020.00	True
LW65	10.00	0.63497	0.63497	6659.18	7020.00	7020.00	True
LW65	10.17	0.64199	0.64199	6659.18	7026.90	7026.90	True
LW65	10.33	0.65837	0.65837	6659.18	7043.00	7043.00	True
LW65	10.50	0.66305	0.66305	6659.18	7047.60	7047.60	True
LW65	10.67	0.68177	0.68177	6659.18	7066.00	7066.00	True
LW65	10.83	0.68815	0.68815	6659.18	7072.27	7072.27	True
LW65	11.00	0.70283	0.70283	6659.18	7086.70	7086.70	True
LW65	11.17	0.70517	0.70517	6659.18	7089.00	7089.00	True
LW65	11.33	0.71453	0.71453	6659.18	7098.20	7098.20	True
LW65	11.50	0.71453	0.71453	6659.18	7098.20	7098.20	True
LW65	11.67	0.72857	0.72857	6659.18	7112.00	7112.00	True
LW65	11.83	0.72857	0.72857	6659.18	7112.00	7112.00	True
LW65	12.00	0.72857	0.72857	6659.18	7112.00	7112.00	True
LW65	12.17	0.74027	0.74027	6659.18	7123.50	7123.50	True
LW65	12.33	0.75197	0.75197	6659.18	7135.00	7135.00	True
LW65	12.50	0.75197	0.75197	6659.18	7135.00	7135.00	True
LW65	12.67	0.76133	0.76133	6659.18	7144.20	7144.20	True
LW65	12.83	0.77111	0.77111	6659.18	7153.82	7153.82	True
LW65	13.00	0.77537	0.77537	6659.18	7158.00	7158.00	True
LW65	13.17	0.77537	0.77537	6659.18	7158.00	7158.00	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