2026-04-20 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: Escherichia coli
Dataset: FB-v0
Medium: FB
Role: sample

View signal plots View calculation

Dataset: FB-v0 | Medium: FB | Organism: Escherichia coli | Run: 2026-04-20 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	2026-04-20 inc4	Run date	2026-04-20
Media	FB	Incubator	inc4
Well file	2026-04-20 C4.xlsx	Well ID	C4
Sample role	sample	Sample status	mapped_sample
Main analysis included	True	Red/pink flag	False
LW65 problem flag	False	Source group	NBF
Strain source	NBF	Preprocessing	fb_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		2.0-42.0 h
LW60	end_norm		2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm		2.0-42.0 h
LW60	max_norm		2.0-42.0 h
LW60	min_norm		2.0-42.0 h
LW60	pct_abnormal_rows	0.03112	2.0-42.0 h
LW60	pct_missing_norm	1.00000	2.0-42.0 h
LW60	pct_saturated_rows	0.00000	2.0-42.0 h
LW60	slope_norm		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	0.02278	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	0.05602	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.05319	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-27.45995	2.0-42.0 h
LW64	end_norm	-0.69216	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.73030	2.0-42.0 h
LW64	max_norm	-0.04082	2.0-42.0 h
LW64	min_norm	-0.73030	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	-0.00347	2.0-42.0 h
LW65	auc_norm	6.82491	2.0-42.0 h
LW65	end_norm	0.12162	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.43996	2.0-42.0 h
LW65	max_norm	0.43996	2.0-42.0 h
LW65	min_norm	-0.00248	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	-0.00359	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 FB-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 808 source points

Control overlay: mean of 5 control samples matched from the same dataset batch. Dashed lines are controls; solid lines are this sample.

Review 1 normalization warning

LW60: No imported baseline-normalized values.

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	0			No imported baseline-normalized values
LW65	5	21588.80000	366.22871	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	0.00–67.17 h	6602.04–49923.62 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.17 h	6602.04–49923.62 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.17 h	6602.04–49923.62 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.17 h	6602.04–49923.62 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
LW65	5 1 1 1 sample dash pattern	0.00–67.17 h	-0.89653–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–67.17 h	-0.89653–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–67.17 h	-0.89653–1.00000 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				18054.91		False
LW60	0.17				24764.80		False
LW60	0.33				26583.90		False
LW60	0.50				27577.30		False
LW60	0.67				28149.50		False
LW60	0.83				28468.70		False
LW60	1.00				28634.09		False
LW60	1.17				28727.10		False
LW60	1.33				28716.50		False
LW60	1.50				28713.20		False
LW60	1.67				28842.20		False
LW60	1.83				28968.40		False
LW60	2.00				29040.82		False
LW60	2.17				29111.70		False
LW60	2.33				29172.50		False
LW60	2.50				29231.80		False
LW60	2.67				29259.20		False
LW60	2.83				29316.30		False
LW60	3.00				29432.73		False
LW60	3.17				29613.80	29667.60	False
LW60	3.33				29888.30	29888.30	False
LW60	3.50				30235.30	30235.30	False
LW60	3.67				31221.00	31221.00	False
LW60	3.83				32809.80	32809.80	False
LW60	4.00				33585.55	33585.55	False
LW60	4.17				33905.20	33905.20	False
LW60	4.33				34900.10	34900.10	False
LW60	4.50				36857.90	36857.90	False
LW60	4.67				38835.90	38835.90	False
LW60	4.83				40028.50	40028.50	False
LW60	5.00				40740.09	40740.09	False
LW60	5.17				41238.50	41238.50	False
LW60	5.33				41700.10	41700.10	False
LW60	5.50				42166.10	42166.10	False
LW60	5.67				42657.10	42657.10	False
LW60	5.83				43051.00	43051.00	False
LW60	6.00				43336.90	43336.90	False
LW60	6.17				43603.40	43603.40	False
LW60	6.33				43848.30	43848.30	False
LW60	6.50				44054.50	44054.50	False
LW60	6.67				44220.60	44220.60	False
LW60	6.83				44341.27	44341.27	False
LW60	7.00				44458.00	44458.00	False
LW60	7.17				44541.60	44541.60	False
LW60	7.33				44592.00	44592.00	False
LW60	7.50				44617.20	44617.20	False
LW60	7.67				44633.80	44633.80	False
LW60	7.83				44576.73	44576.73	False
LW60	8.00				44462.20	44462.20	False
LW60	8.17				44395.60	44395.60	False
LW60	8.33				44320.50	44320.50	False
LW60	8.50				44198.10	44198.10	False
LW60	8.67				44073.60	44073.60	False
LW60	8.83				43913.73	43913.73	False
LW60	9.00				43753.30	43753.30	False
LW60	9.17				43595.20	43595.20	False
LW60	9.33				43459.30	43459.30	False
LW60	9.50				43352.10	43352.10	False
LW60	9.67				43193.40	43193.40	False
LW60	9.83				43064.73	43064.73	False
LW60	10.00				42942.20	42942.20	False
LW60	10.17				42816.00	42816.00	False
LW60	10.33				42709.90	42709.90	False
LW60	10.50				42587.40	42587.40	False
LW60	10.67				42494.40	42494.40	False
LW60	10.83				42379.73	42379.73	False
LW60	11.00				42264.50	42264.50	False
LW60	11.17				42142.00	42142.00	False
LW60	11.33				42037.00	42037.00	False
LW60	11.50				41936.10	41936.10	False
LW60	11.67				41835.40	41835.40	False
LW60	11.83				41722.55	41722.55	False
LW60	12.00				41614.40	41614.40	False
LW60	12.17				41519.20	41519.20	False
LW60	12.33				41451.20	41451.20	False
LW60	12.50				41406.00	41406.00	False
LW60	12.67				41354.00	41354.00	False
LW60	12.83				41316.91	41316.91	False
LW60	13.00				41300.40	41300.40	False
LW60	13.17				41298.00	41298.00	False
LW65	0.00	-0.32761	-0.32761	21743.00	18404.36	18404.36	True
LW65	0.17	-0.16161	-0.16161	21743.00	20017.90	20017.90	True
LW65	0.33	-0.06169	-0.06169	21743.00	20989.20	20989.20	True
LW65	0.50	-0.00945	-0.00945	21743.00	21496.90	21496.90	True
LW65	0.67	0.01590	0.01590	21743.00	21743.40	21743.40	True
LW65	0.83	0.02600	0.02600	21743.00	21841.50	21841.50	True
LW65	1.00	0.02924	0.02924	21743.00	21873.00	21873.00	True
LW65	1.17	0.02658	0.02658	21743.00	21847.20	21847.20	True
LW65	1.33	0.02532	0.02532	21743.00	21834.90	21834.90	True
LW65	1.50	0.01829	0.01829	21743.00	21766.60	21766.60	True
LW65	1.67	0.01556	0.01556	21743.00	21740.00	21740.00	True
LW65	1.83	0.01617	0.01617	21743.00	21746.00	21746.00	True
LW65	2.00	0.01474	0.01474	21743.00	21732.09	21732.09	True
LW65	2.17	0.01342	0.01342	21743.00	21719.20	21719.20	True
LW65	2.33	0.01224	0.01224	21743.00	21707.80	21707.80	True
LW65	2.50	0.01312	0.01312	21743.00	21716.30	21716.30	True
LW65	2.67	0.01073	0.01073	21743.00	21693.10	21693.10	True
LW65	2.83	0.01165	0.01165	21743.00	21702.00	21702.00	True
LW65	3.00	0.01033	0.01033	21743.00	21689.18	21689.18	True
LW65	3.17	0.01099	0.01099	21743.00	21695.60	21695.60	True
LW65	3.33	0.01049	0.01049	21743.00	21690.80	21690.80	True
LW65	3.50	0.01556	0.01556	21743.00	21740.00	21740.00	True
LW65	3.67	0.04214	0.04214	21743.00	21998.40	21998.40	True
LW65	3.83	0.07653	0.07653	21743.00	22332.70	22332.70	True
LW65	4.00	0.10551	0.10551	21743.00	22614.36	22614.36	True
LW65	4.17	0.12914	0.12914	21743.00	22844.10	22844.10	True
LW65	4.33	0.20233	0.20233	21743.00	23555.50	23555.50	True
LW65	4.50	0.37241	0.37241	21743.00	25208.70	25208.70	True
LW65	4.67	0.55948	0.55948	21743.00	27027.10	27027.10	True
LW65	4.83	0.67390	0.67390	21743.00	28139.30	28139.30	True
LW65	5.00	0.75081	0.75081	21743.00	28886.91	28886.91	True
LW65	5.17	0.79905	0.79905	21743.00	29355.80	29355.80	True
LW65	5.33	0.83815	0.83815	21743.00	29735.90	29735.90	True
LW65	5.50	0.87242	0.87242	21743.00	30069.00	30069.00	True
LW65	5.67	0.90211	0.90211	21743.00	30357.60	30357.60	True
LW65	5.83	0.92878	0.92878	21743.00	30616.82	30616.82	True
LW65	6.00	0.94636	0.94636	21743.00	30787.70	30787.70	True
LW65	6.17	0.96247	0.96247	21743.00	30944.30	30944.30	True
LW65	6.33	0.96855	0.96855	21743.00	31003.40	31003.40	True
LW65	6.50	0.98155	0.98155	21743.00	31129.80	31129.80	True
LW65	6.67	0.99149	0.99149	21743.00	31226.40	31226.40	True
LW65	6.83	0.99865	0.99865	21743.00	31296.00	31296.00	True
LW65	7.00	1.00000	1.00000	21743.00	31309.10	31309.10	True
LW65	7.17	0.99540	0.99540	21743.00	31264.40	31264.40	True
LW65	7.33	0.99149	0.99149	21743.00	31226.40	31226.40	True
LW65	7.50	0.98687	0.98687	21743.00	31181.50	31181.50	True
LW65	7.67	0.98119	0.98119	21743.00	31126.30	31126.30	True
LW65	7.83	0.96775	0.96775	21743.00	30995.64	30995.64	True
LW65	8.00	0.95300	0.95300	21743.00	30852.20	30852.20	True
LW65	8.17	0.93712	0.93712	21743.00	30697.90	30697.90	True
LW65	8.33	0.92450	0.92450	21743.00	30575.20	30575.20	True
LW65	8.50	0.90681	0.90681	21743.00	30403.30	30403.30	True
LW65	8.67	0.88724	0.88724	21743.00	30213.00	30213.00	True
LW65	8.83	0.87005	0.87005	21743.00	30045.91	30045.91	True
LW65	9.00	0.84956	0.84956	21743.00	29846.80	29846.80	True
LW65	9.17	0.82490	0.82490	21743.00	29607.10	29607.10	True
LW65	9.33	0.80490	0.80490	21743.00	29412.70	29412.70	True
LW65	9.50	0.78802	0.78802	21743.00	29248.60	29248.60	True
LW65	9.67	0.76443	0.76443	21743.00	29019.30	29019.30	True
LW65	9.83	0.74333	0.74333	21743.00	28814.18	28814.18	True
LW65	10.00	0.72439	0.72439	21743.00	28630.10	28630.10	True
LW65	10.17	0.70670	0.70670	21743.00	28458.10	28458.10	True
LW65	10.33	0.68875	0.68875	21743.00	28283.70	28283.70	True
LW65	10.50	0.67081	0.67081	21743.00	28109.30	28109.30	True
LW65	10.67	0.65260	0.65260	21743.00	27932.30	27932.30	True
LW65	10.83	0.62856	0.62856	21743.00	27698.55	27698.55	True
LW65	11.00	0.60939	0.60939	21743.00	27512.30	27512.30	True
LW65	11.17	0.59094	0.59094	21743.00	27332.90	27332.90	True
LW65	11.33	0.56931	0.56931	21743.00	27122.70	27122.70	True
LW65	11.50	0.54872	0.54872	21743.00	26922.50	26922.50	True
LW65	11.67	0.52654	0.52654	21743.00	26706.90	26706.90	True
LW65	11.83	0.50519	0.50519	21743.00	26499.36	26499.36	True
LW65	12.00	0.48308	0.48308	21743.00	26284.50	26284.50	True
LW65	12.17	0.46415	0.46415	21743.00	26100.50	26100.50	True
LW65	12.33	0.44520	0.44520	21743.00	25916.30	25916.30	True
LW65	12.50	0.43112	0.43112	21743.00	25779.40	25779.40	True
LW65	12.67	0.41551	0.41551	21743.00	25627.70	25627.70	True
LW65	12.83	0.40413	0.40413	21743.00	25517.09	25517.09	True
LW65	13.00	0.39425	0.39425	21743.00	25421.00	25421.00	True
LW65	13.17	0.38440	0.38440	21743.00	25325.30	25325.30	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