2026-04-06 C4.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 planticola
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Klebsiella planticola | 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 C4.xlsx	Well ID	C4
Sample role	sample	Sample status	mapped_sample
Main analysis included	False	Red/pink flag	False
LW65 problem flag	False	Source group
Strain source	ATCC 700831	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	27.03865	2.0-42.0 h
LW60	end_norm	1.11990	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	1.11990	2.0-42.0 h
LW60	max_norm	1.11990	2.0-42.0 h
LW60	min_norm	-0.02889	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	0.03223	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		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	0.16058	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	0.26432	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.16929	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	0.26432	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm	11.10831	2.0-42.0 h
LW65	end_norm	0.45536	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.45536	2.0-42.0 h
LW65	max_norm	0.45536	2.0-42.0 h
LW65	min_norm	-0.01380	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	0.01292	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	14217.44182	352.96753	Ready
LW65	5	6732.21818	114.92185	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	-0.19810	-0.19810	14410.09	10974.36	10974.36	True
LW60	0.17	-0.07159	-0.07159	14410.09	13045.50	13045.50	True
LW60	0.33	-0.03299	-0.03299	14410.09	13677.30	13677.30	True
LW60	0.50	-0.00921	-0.00921	14410.09	14066.60	14066.60	True
LW60	0.67	0.00653	0.00653	14410.09	14324.40	14324.40	True
LW60	0.83	0.01598	0.01598	14410.09	14479.00	14479.00	True
LW60	1.00	0.01970	0.01970	14410.09	14539.91	14539.91	True
LW60	1.17	0.02061	0.02061	14410.09	14554.80	14554.80	True
LW60	1.33	0.01918	0.01918	14410.09	14531.40	14531.40	True
LW60	1.50	0.01677	0.01677	14410.09	14492.00	14492.00	True
LW60	1.67	0.01372	0.01372	14410.09	14442.00	14442.00	True
LW60	1.83	0.00982	0.00982	14410.09	14378.18	14378.18	True
LW60	2.00	0.00731	0.00731	14410.09	14337.10	14337.10	True
LW60	2.17	0.00460	0.00460	14410.09	14292.80	14292.80	True
LW60	2.33	0.00159	0.00159	14410.09	14243.40	14243.40	True
LW60	2.50	-0.00032	-0.00032	14410.09	14212.20	14212.20	True
LW60	2.67	-0.00223	-0.00223	14410.09	14181.00	14181.00	True
LW60	2.83	-0.00280	-0.00280	14410.09	14171.55	14171.55	True
LW60	3.00	-0.01366	-0.01366	14410.09	13993.80	13993.80	True
LW60	3.17	-0.00890	-0.00890	14410.09	14071.80	14071.80	True
LW60	3.33	0.00526	0.00526	14410.09	14303.50	14303.50	True
LW60	3.50	0.02094	0.02094	14410.09	14560.20	14560.20	True
LW60	3.67	0.03491	0.03491	14410.09	14789.00	14789.00	True
LW60	3.83	0.04543	0.04543	14410.09	14961.18	14961.18	True
LW60	4.00	0.05606	0.05606	14410.09	15135.20	15135.20	True
LW60	4.17	0.06775	0.06775	14410.09	15326.50	15326.50	True
LW60	4.33	0.07930	0.07930	14410.09	15515.70	15515.70	True
LW60	4.50	0.09007	0.09007	14410.09	15692.00	15692.00	True
LW60	4.67	0.09958	0.09958	14410.09	15847.60	15847.60	True
LW60	4.83	0.10779	0.10779	14410.09	15982.00	15982.00	True
LW60	5.00	0.11537	0.11537	14410.09	16106.20	16106.20	True
LW60	5.17	0.12164	0.12164	14410.09	16208.80	16208.80	True
LW60	5.33	0.12824	0.12824	14410.09	16316.80	16316.80	True
LW60	5.50	0.13286	0.13286	14410.09	16392.40	16392.40	True
LW60	5.67	0.13632	0.13632	14410.09	16449.10	16449.10	True
LW60	5.83	0.14033	0.14033	14410.09	16514.82	16514.82	True
LW60	6.00	0.14364	0.14364	14410.09	16568.90	16568.90	True
LW60	6.17	0.14677	0.14677	14410.09	16620.20	16620.20	True
LW60	6.33	0.14959	0.14959	14410.09	16666.40	16666.40	True
LW60	6.50	0.15211	0.15211	14410.09	16707.60	16707.60	True
LW60	6.67	0.15392	0.15392	14410.09	16737.30	16737.30	True
LW60	6.83	0.15621	0.15621	14410.09	16774.64	16774.64	True
LW60	7.00	0.15827	0.15827	14410.09	16808.50	16808.50	True
LW60	7.17	0.15926	0.15926	14410.09	16824.70	16824.70	True
LW60	7.33	0.16009	0.16009	14410.09	16838.20	16838.20	True
LW60	7.50	0.16075	0.16075	14410.09	16849.00	16849.00	True
LW60	7.67	0.16143	0.16143	14410.09	16860.20	16860.20	True
LW60	7.83	0.16246	0.16246	14410.09	16877.00	16877.00	True
LW60	8.00	0.16246	0.16246	14410.09	16877.00	16877.00	True
LW60	8.17	0.16328	0.16328	14410.09	16890.50	16890.50	True
LW60	8.33	0.16394	0.16394	14410.09	16901.30	16901.30	True
LW60	8.50	0.16460	0.16460	14410.09	16912.10	16912.10	True
LW60	8.67	0.16559	0.16559	14410.09	16928.30	16928.30	True
LW60	8.83	0.16638	0.16638	14410.09	16941.18	16941.18	True
LW60	9.00	0.16763	0.16763	14410.09	16961.70	16961.70	True
LW60	9.17	0.16912	0.16912	14410.09	16986.00	16986.00	True
LW60	9.33	0.17027	0.17027	14410.09	17004.90	17004.90	True
LW60	9.50	0.17196	0.17196	14410.09	17032.60	17032.60	True
LW60	9.67	0.17363	0.17363	14410.09	17059.90	17059.90	True
LW60	9.83	0.17552	0.17552	14410.09	17090.82	17090.82	True
LW60	10.00	0.17732	0.17732	14410.09	17120.30	17120.30	True
LW60	10.17	0.17948	0.17948	14410.09	17155.60	17155.60	True
LW60	10.33	0.18133	0.18133	14410.09	17186.00	17186.00	True
LW60	10.50	0.18335	0.18335	14410.09	17219.00	17219.00	True
LW60	10.67	0.18570	0.18570	14410.09	17257.50	17257.50	True
LW60	10.83	0.18862	0.18862	14410.09	17305.27	17305.27	True
LW60	11.00	0.19192	0.19192	14410.09	17359.30	17359.30	True
LW60	11.17	0.19513	0.19513	14410.09	17411.90	17411.90	True
LW60	11.33	0.19850	0.19850	14410.09	17467.00	17467.00	True
LW60	11.50	0.20305	0.20305	14410.09	17541.60	17541.60	True
LW60	11.67	0.20745	0.20745	14410.09	17613.50	17613.50	True
LW60	11.83	0.21240	0.21240	14410.09	17694.55	17694.55	True
LW60	12.00	0.21861	0.21861	14410.09	17796.20	17796.20	True
LW60	12.17	0.22539	0.22539	14410.09	17907.20	17907.20	True
LW60	12.33	0.23288	0.23288	14410.09	18029.80	18029.80	True
LW60	12.50	0.24157	0.24157	14410.09	18172.20	18172.20	True
LW60	12.67	0.25098	0.25098	14410.09	18326.20	18326.20	True
LW60	12.83	0.25963	0.25963	14410.09	18467.73	18467.73	True
LW60	13.00	0.27052	0.27052	14410.09	18646.00	18646.00	True
LW60	13.17	0.28016	0.28016	14410.09	18803.80	18803.80	True
LW65	0.00	-0.29899	-0.29899	6845.05	5759.36	5759.36	True
LW65	0.17	-0.12417	-0.12417	6845.05	6328.20	6328.20	True
LW65	0.33	-0.05382	-0.05382	6845.05	6557.10	6557.10	True
LW65	0.50	-0.01537	-0.01537	6845.05	6682.20	6682.20	True
LW65	0.67	0.01051	0.01051	6845.05	6766.40	6766.40	True
LW65	0.83	0.02584	0.02584	6845.05	6816.30	6816.30	True
LW65	1.00	0.03285	0.03285	6845.05	6839.09	6839.09	True
LW65	1.17	0.03856	0.03856	6845.05	6857.70	6857.70	True
LW65	1.33	0.03927	0.03927	6845.05	6860.00	6860.00	True
LW65	1.50	0.03927	0.03927	6845.05	6860.00	6860.00	True
LW65	1.67	0.03715	0.03715	6845.05	6853.10	6853.10	True
LW65	1.83	0.03220	0.03220	6845.05	6837.00	6837.00	True
LW65	2.00	0.03220	0.03220	6845.05	6837.00	6837.00	True
LW65	2.17	0.02796	0.02796	6845.05	6823.20	6823.20	True
LW65	2.33	0.02443	0.02443	6845.05	6811.70	6811.70	True
LW65	2.50	0.01807	0.01807	6845.05	6791.00	6791.00	True
LW65	2.67	0.01807	0.01807	6845.05	6791.00	6791.00	True
LW65	2.83	0.01376	0.01376	6845.05	6777.00	6777.00	True
LW65	3.00	0.00565	0.00565	6845.05	6750.60	6750.60	True
LW65	3.17	0.01192	0.01192	6845.05	6771.00	6771.00	True
LW65	3.33	0.02584	0.02584	6845.05	6816.30	6816.30	True
LW65	3.50	0.03786	0.03786	6845.05	6855.40	6855.40	True
LW65	3.67	0.05058	0.05058	6845.05	6896.80	6896.80	True
LW65	3.83	0.05710	0.05710	6845.05	6918.00	6918.00	True
LW65	4.00	0.06512	0.06512	6845.05	6944.10	6944.10	True
LW65	4.17	0.07572	0.07572	6845.05	6978.60	6978.60	True
LW65	4.33	0.08632	0.08632	6845.05	7013.10	7013.10	True
LW65	4.50	0.09976	0.09976	6845.05	7056.80	7056.80	True
LW65	4.67	0.11248	0.11248	6845.05	7098.20	7098.20	True
LW65	4.83	0.12058	0.12058	6845.05	7124.55	7124.55	True
LW65	5.00	0.13227	0.13227	6845.05	7162.60	7162.60	True
LW65	5.17	0.14146	0.14146	6845.05	7192.50	7192.50	True
LW65	5.33	0.14924	0.14924	6845.05	7217.80	7217.80	True
LW65	5.50	0.15277	0.15277	6845.05	7229.30	7229.30	True
LW65	5.67	0.15913	0.15913	6845.05	7250.00	7250.00	True
LW65	5.83	0.16556	0.16556	6845.05	7270.91	7270.91	True
LW65	6.00	0.16974	0.16974	6845.05	7284.50	7284.50	True
LW65	6.17	0.17327	0.17327	6845.05	7296.00	7296.00	True
LW65	6.33	0.17539	0.17539	6845.05	7302.90	7302.90	True
LW65	6.50	0.18034	0.18034	6845.05	7319.00	7319.00	True
LW65	6.67	0.18175	0.18175	6845.05	7323.60	7323.60	True
LW65	6.83	0.18741	0.18741	6845.05	7342.00	7342.00	True
LW65	7.00	0.18741	0.18741	6845.05	7342.00	7342.00	True
LW65	7.17	0.18741	0.18741	6845.05	7342.00	7342.00	True
LW65	7.33	0.18741	0.18741	6845.05	7342.00	7342.00	True
LW65	7.50	0.18811	0.18811	6845.05	7344.30	7344.30	True
LW65	7.67	0.19023	0.19023	6845.05	7351.20	7351.20	True
LW65	7.83	0.19448	0.19448	6845.05	7365.00	7365.00	True
LW65	8.00	0.19448	0.19448	6845.05	7365.00	7365.00	True
LW65	8.17	0.19448	0.19448	6845.05	7365.00	7365.00	True
LW65	8.33	0.19448	0.19448	6845.05	7365.00	7365.00	True
LW65	8.50	0.19448	0.19448	6845.05	7365.00	7365.00	True
LW65	8.67	0.19448	0.19448	6845.05	7365.00	7365.00	True
LW65	8.83	0.19705	0.19705	6845.05	7373.36	7373.36	True
LW65	9.00	0.19942	0.19942	6845.05	7381.10	7381.10	True
LW65	9.17	0.20154	0.20154	6845.05	7388.00	7388.00	True
LW65	9.33	0.20154	0.20154	6845.05	7388.00	7388.00	True
LW65	9.50	0.20367	0.20367	6845.05	7394.90	7394.90	True
LW65	9.67	0.20791	0.20791	6845.05	7408.70	7408.70	True
LW65	9.83	0.20861	0.20861	6845.05	7411.00	7411.00	True
LW65	10.00	0.20861	0.20861	6845.05	7411.00	7411.00	True
LW65	10.17	0.21215	0.21215	6845.05	7422.50	7422.50	True
LW65	10.33	0.21568	0.21568	6845.05	7434.00	7434.00	True
LW65	10.50	0.21639	0.21639	6845.05	7436.30	7436.30	True
LW65	10.67	0.22204	0.22204	6845.05	7454.70	7454.70	True
LW65	10.83	0.22339	0.22339	6845.05	7459.09	7459.09	True
LW65	11.00	0.22982	0.22982	6845.05	7480.00	7480.00	True
LW65	11.17	0.23053	0.23053	6845.05	7482.30	7482.30	True
LW65	11.33	0.23689	0.23689	6845.05	7503.00	7503.00	True
LW65	11.50	0.24042	0.24042	6845.05	7514.50	7514.50	True
LW65	11.67	0.24617	0.24617	6845.05	7533.20	7533.20	True
LW65	11.83	0.25133	0.25133	6845.05	7550.00	7550.00	True
LW65	12.00	0.25769	0.25769	6845.05	7570.70	7570.70	True
LW65	12.17	0.26406	0.26406	6845.05	7591.40	7591.40	True
LW65	12.33	0.27183	0.27183	6845.05	7616.70	7616.70	True
LW65	12.50	0.28173	0.28173	6845.05	7648.90	7648.90	True
LW65	12.67	0.29092	0.29092	6845.05	7678.80	7678.80	True
LW65	12.83	0.30171	0.30171	6845.05	7713.91	7713.91	True
LW65	13.00	0.31172	0.31172	6845.05	7746.50	7746.50	True
LW65	13.17	0.32165	0.32165	6845.05	7778.80	7778.80	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