2026-04-06 B2.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: Klebsiella pneumoniae subsp. pneumoniae
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Klebsiella pneumoniae subsp. pneumoniae | Run: 2026-04-06 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	2026-04-06 inc5	Run date	2026-04-06
Media	LB	Incubator	inc5
Well file	2026-04-06 B2.xlsx	Well ID	B2
Sample role	sample	Sample status	mapped_sample
Main analysis included	False	Red/pink flag	False
LW65 problem flag	False	Source group
Strain source	ATCC 13883	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	5.16681	2.0-42.0 h
LW60	end_norm	0.15139	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.15624	2.0-42.0 h
LW60	max_norm	0.15624	2.0-42.0 h
LW60	min_norm	-0.03734	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	0.00280	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	-4.16844	2.0-42.0 h
LW62	end_norm	-0.12362	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.15396	2.0-42.0 h
LW62	max_norm	0.07458	2.0-42.0 h
LW62	min_norm	-0.15396	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	-0.00180	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	0.28423	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.17635	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	0.95436	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm	3.00119	2.0-42.0 h
LW65	end_norm	0.07287	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.09518	2.0-42.0 h
LW65	max_norm	0.09518	2.0-42.0 h
LW65	min_norm	-0.01483	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	0.00069	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 816 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	39212.34364	460.36588	Ready
LW65	5	6102.86000	112.00086	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	-0.70537	-0.70537	38921.39	34827.45	34827.45	True
LW60	0.17	-0.26160	-0.26160	38921.39	37586.10	37586.10	True
LW60	0.33	-0.11583	-0.11583	38921.39	38492.30	38492.30	True
LW60	0.50	-0.02787	-0.02787	38921.39	39039.10	39039.10	True
LW60	0.67	0.02451	0.02451	38921.39	39364.70	39364.70	True
LW60	0.83	0.05509	0.05509	38921.39	39554.80	39554.80	True
LW60	1.00	0.06410	0.06410	38921.39	39610.82	39610.82	True
LW60	1.17	0.05387	0.05387	38921.39	39547.20	39547.20	True
LW60	1.33	0.02890	0.02890	38921.39	39392.00	39392.00	True
LW60	1.50	-0.00049	-0.00049	38921.39	39209.30	39209.30	True
LW60	1.67	-0.02909	-0.02909	38921.39	39031.50	39031.50	True
LW60	1.83	-0.06452	-0.06452	38921.39	38811.27	38811.27	True
LW60	2.00	-0.09117	-0.09117	38921.39	38645.60	38645.60	True
LW60	2.17	-0.12077	-0.12077	38921.39	38461.60	38461.60	True
LW60	2.33	-0.14974	-0.14974	38921.39	38281.50	38281.50	True
LW60	2.50	-0.17922	-0.17922	38921.39	38098.20	38098.20	True
LW60	2.67	-0.20680	-0.20680	38921.39	37926.80	37926.80	True
LW60	2.83	-0.23397	-0.23397	38921.39	37757.91	37757.91	True
LW60	3.00	-0.28001	-0.28001	38921.39	37471.70	37471.70	True
LW60	3.17	-0.28062	-0.28062	38921.39	37467.90	37467.90	True
LW60	3.33	-0.24524	-0.24524	38921.39	37687.80	37687.80	True
LW60	3.50	-0.20619	-0.20619	38921.39	37930.60	37930.60	True
LW60	3.67	-0.16819	-0.16819	38921.39	38166.80	38166.80	True
LW60	3.83	-0.14258	-0.14258	38921.39	38326.00	38326.00	True
LW60	4.00	-0.11769	-0.11769	38921.39	38480.70	38480.70	True
LW60	4.17	-0.09920	-0.09920	38921.39	38595.70	38595.70	True
LW60	4.33	-0.07505	-0.07505	38921.39	38745.80	38745.80	True
LW60	4.50	-0.04838	-0.04838	38921.39	38911.60	38911.60	True
LW60	4.67	-0.01855	-0.01855	38921.39	39097.00	39097.00	True
LW60	4.83	0.01409	0.01409	38921.39	39299.91	39299.91	True
LW60	5.00	0.04201	0.04201	38921.39	39473.50	39473.50	True
LW60	5.17	0.10729	0.10729	38921.39	39879.30	39879.30	True
LW60	5.33	0.21994	0.21994	38921.39	40579.60	40579.60	True
LW60	5.50	0.34072	0.34072	38921.39	41330.40	41330.40	True
LW60	5.67	0.44594	0.44594	38921.39	41984.50	41984.50	True
LW60	5.83	0.46509	0.46509	38921.39	42103.55	42103.55	True
LW60	6.00	0.46930	0.46930	38921.39	42129.70	42129.70	True
LW60	6.17	0.48685	0.48685	38921.39	42238.80	42238.80	True
LW60	6.33	0.51231	0.51231	38921.39	42397.10	42397.10	True
LW60	6.50	0.53839	0.53839	38921.39	42559.20	42559.20	True
LW60	6.67	0.56852	0.56852	38921.39	42746.50	42746.50	True
LW60	6.83	0.59935	0.59935	38921.39	42938.18	42938.18	True
LW60	7.00	0.63560	0.63560	38921.39	43163.50	43163.50	True
LW60	7.17	0.66198	0.66198	38921.39	43327.50	43327.50	True
LW60	7.33	0.68450	0.68450	38921.39	43467.50	43467.50	True
LW60	7.50	0.70633	0.70633	38921.39	43603.20	43603.20	True
LW60	7.67	0.72097	0.72097	38921.39	43694.20	43694.20	True
LW60	7.83	0.73524	0.73524	38921.39	43782.91	43782.91	True
LW60	8.00	0.74688	0.74688	38921.39	43855.30	43855.30	True
LW60	8.17	0.75151	0.75151	38921.39	43884.10	43884.10	True
LW60	8.33	0.75954	0.75954	38921.39	43934.00	43934.00	True
LW60	8.50	0.76488	0.76488	38921.39	43967.20	43967.20	True
LW60	8.67	0.76419	0.76419	38921.39	43962.90	43962.90	True
LW60	8.83	0.76425	0.76425	38921.39	43963.27	43963.27	True
LW60	9.00	0.76688	0.76688	38921.39	43979.60	43979.60	True
LW60	9.17	0.77025	0.77025	38921.39	44000.60	44000.60	True
LW60	9.33	0.76620	0.76620	38921.39	43975.40	43975.40	True
LW60	9.50	0.76419	0.76419	38921.39	43962.90	43962.90	True
LW60	9.67	0.77022	0.77022	38921.39	44000.40	44000.40	True
LW60	9.83	0.77221	0.77221	38921.39	44012.73	44012.73	True
LW60	10.00	0.76823	0.76823	38921.39	43988.00	43988.00	True
LW60	10.17	0.76353	0.76353	38921.39	43958.80	43958.80	True
LW60	10.33	0.76419	0.76419	38921.39	43962.90	43962.90	True
LW60	10.50	0.76289	0.76289	38921.39	43954.80	43954.80	True
LW60	10.67	0.76221	0.76221	38921.39	43950.60	43950.60	True
LW60	10.83	0.75885	0.75885	38921.39	43929.73	43929.73	True
LW60	11.00	0.76023	0.76023	38921.39	43938.30	43938.30	True
LW60	11.17	0.75687	0.75687	38921.39	43917.40	43917.40	True
LW60	11.33	0.75217	0.75217	38921.39	43888.20	43888.20	True
LW60	11.50	0.75420	0.75420	38921.39	43900.80	43900.80	True
LW60	11.67	0.74886	0.74886	38921.39	43867.60	43867.60	True
LW60	11.83	0.75030	0.75030	38921.39	43876.55	43876.55	True
LW60	12.00	0.75285	0.75285	38921.39	43892.40	43892.40	True
LW60	12.17	0.75018	0.75018	38921.39	43875.80	43875.80	True
LW60	12.33	0.74952	0.74952	38921.39	43871.70	43871.70	True
LW60	12.50	0.74688	0.74688	38921.39	43855.30	43855.30	True
LW60	12.67	0.75150	0.75150	38921.39	43884.00	43884.00	True
LW60	12.83	0.74670	0.74670	38921.39	43854.18	43854.18	True
LW60	13.00	0.75085	0.75085	38921.39	43880.00	43880.00	True
LW60	13.17	0.75151	0.75151	38921.39	43884.10	43884.10	True
LW65	0.00	-0.96269	-0.96269	6244.91	5353.82	5393.90	True
LW65	0.17	-0.46366	-0.46366	6244.91	5761.40	5761.40	True
LW65	0.33	-0.22630	-0.22630	6244.91	5936.20	5936.20	True
LW65	0.50	-0.06730	-0.06730	6244.91	6053.30	6053.30	True
LW65	0.67	0.03047	0.03047	6244.91	6125.30	6125.30	True
LW65	0.83	0.10678	0.10678	6244.91	6181.50	6181.50	True
LW65	1.00	0.15635	0.15635	6244.91	6218.00	6218.00	True
LW65	1.17	0.18636	0.18636	6244.91	6240.10	6240.10	True
LW65	1.33	0.19573	0.19573	6244.91	6247.00	6247.00	True
LW65	1.50	0.19573	0.19573	6244.91	6247.00	6247.00	True
LW65	1.67	0.19573	0.19573	6244.91	6247.00	6247.00	True
LW65	1.83	0.19005	0.19005	6244.91	6242.82	6242.82	True
LW65	2.00	0.17074	0.17074	6244.91	6228.60	6228.60	True
LW65	2.17	0.16762	0.16762	6244.91	6226.30	6226.30	True
LW65	2.33	0.16151	0.16151	6244.91	6221.80	6221.80	True
LW65	2.50	0.13462	0.13462	6244.91	6202.00	6202.00	True
LW65	2.67	0.12837	0.12837	6244.91	6197.40	6197.40	True
LW65	2.83	0.11191	0.11191	6244.91	6185.27	6185.27	True
LW65	3.00	0.06713	0.06713	6244.91	6152.30	6152.30	True
LW65	3.17	0.06727	0.06727	6244.91	6152.40	6152.40	True
LW65	3.33	0.08547	0.08547	6244.91	6165.80	6165.80	True
LW65	3.50	0.11588	0.11588	6244.91	6188.20	6188.20	True
LW65	3.67	0.15553	0.15553	6244.91	6217.40	6217.40	True
LW65	3.83	0.17301	0.17301	6244.91	6230.27	6230.27	True
LW65	4.00	0.19871	0.19871	6244.91	6249.20	6249.20	True
LW65	4.17	0.21962	0.21962	6244.91	6264.60	6264.60	True
LW65	4.33	0.22872	0.22872	6244.91	6271.30	6271.30	True
LW65	4.50	0.25058	0.25058	6244.91	6287.40	6287.40	True
LW65	4.67	0.26308	0.26308	6244.91	6296.60	6296.60	True
LW65	4.83	0.28806	0.28806	6244.91	6315.00	6315.00	True
LW65	5.00	0.31793	0.31793	6244.91	6337.00	6337.00	True
LW65	5.17	0.35799	0.35799	6244.91	6366.50	6366.50	True
LW65	5.33	0.43811	0.43811	6244.91	6425.50	6425.50	True
LW65	5.50	0.54565	0.54565	6244.91	6504.70	6504.70	True
LW65	5.67	0.63554	0.63554	6244.91	6570.90	6570.90	True
LW65	5.83	0.68185	0.68185	6244.91	6605.00	6605.00	True
LW65	6.00	0.68728	0.68728	6244.91	6609.00	6609.00	True
LW65	6.17	0.71851	0.71851	6244.91	6632.00	6632.00	True
LW65	6.33	0.74350	0.74350	6244.91	6650.40	6650.40	True
LW65	6.50	0.77785	0.77785	6244.91	6675.70	6675.70	True
LW65	6.67	0.80487	0.80487	6244.91	6695.60	6695.60	True
LW65	6.83	0.83072	0.83072	6244.91	6714.64	6714.64	True
LW65	7.00	0.86706	0.86706	6244.91	6741.40	6741.40	True
LW65	7.17	0.89504	0.89504	6244.91	6762.00	6762.00	True
LW65	7.33	0.91948	0.91948	6244.91	6780.00	6780.00	True
LW65	7.50	0.93441	0.93441	6244.91	6791.00	6791.00	True
LW65	7.67	0.95315	0.95315	6244.91	6804.80	6804.80	True
LW65	7.83	0.96565	0.96565	6244.91	6814.00	6814.00	True
LW65	8.00	0.98126	0.98126	6244.91	6825.50	6825.50	True
LW65	8.17	0.99063	0.99063	6244.91	6832.40	6832.40	True
LW65	8.33	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	8.50	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	8.67	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	8.83	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	9.00	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	9.17	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	9.33	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	9.50	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	9.67	1.00000	1.00000	6244.91	6839.30	6839.30	True
LW65	9.83	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	10.00	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	10.17	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	10.33	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	10.50	0.99688	0.99688	6244.91	6837.00	6837.00	True
LW65	10.67	0.99063	0.99063	6244.91	6832.40	6832.40	True
LW65	10.83	0.98268	0.98268	6244.91	6826.55	6826.55	True
LW65	11.00	0.97501	0.97501	6244.91	6820.90	6820.90	True
LW65	11.17	0.96877	0.96877	6244.91	6816.30	6816.30	True
LW65	11.33	0.96565	0.96565	6244.91	6814.00	6814.00	True
LW65	11.50	0.96565	0.96565	6244.91	6814.00	6814.00	True
LW65	11.67	0.96565	0.96565	6244.91	6814.00	6814.00	True
LW65	11.83	0.96565	0.96565	6244.91	6814.00	6814.00	True
LW65	12.00	0.96565	0.96565	6244.91	6814.00	6814.00	True
LW65	12.17	0.95628	0.95628	6244.91	6807.10	6807.10	True
LW65	12.33	0.95940	0.95940	6244.91	6809.40	6809.40	True
LW65	12.50	0.95315	0.95315	6244.91	6804.80	6804.80	True
LW65	12.67	0.95315	0.95315	6244.91	6804.80	6804.80	True
LW65	12.83	0.94861	0.94861	6244.91	6801.45	6801.45	True
LW65	13.00	0.94066	0.94066	6244.91	6795.60	6795.60	True
LW65	13.17	0.95628	0.95628	6244.91	6807.10	6807.10	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