Concept

Systematic error — where it appears

An error that displaces an answer in a known direction and does not average away across specimens. Two here run downward: a single shape exponent fitted to an organ that has four returns their harmonic mean, and symmetric error on a branch radius biases a fitted branching exponent low at every error level.

Named by 21 essays across 4 fields — each of them below, with the objects they name alongside it.

A tree built at 3, measured to 2%, reads 2.957 on the informative band. The exponent recovered from 100 junctions of a tree built at exactly 3, against the relative error placed independently on the parent and on both daughters — half a per cent is a machined section under a microscope, one to two per cent is callipers on a clean branch, five is a branch that is not round, ten is a radius read off a photograph. Each line is a band of daughter ratio and the whiskers are the central 90% of 300 replicate samples. Every band is displaced downward at every error and never upward: at 2% the informative band read 2.957 and the informative band read 2.957. Below, the same rows with the displacement and the spread drawn as separate bars, because only one of them falls when more junctions are measured.

The exponent an error moves

Every real measurement of a branch radius carries error and no synthetic tree does, so the question is what a symmetric error does to a fitted exponent. It does two things — a bias and a spread — and the bias runs downward at every error level and in every band, by an amount derivable from the daughter ratios alone.

branching · Exponent error
Between 3% and 5% of radius error, no sample size answers — 50 junctions among them. One row per error level. The pale bar is the sample sizes whose interval is narrow enough to state a claim from — half-width under ±0.25 and excluding 2 — and it starts where precision arrives. The second bar is the sample sizes whose interval still contains the 3 the tree was built at, and it ends where the displacement overtakes the width. Where the two overlap there is a usable window; at 5%, 7%, 10% they do not overlap at all, so below 50 junctions the answer is too wide to state and above 30 it no longer contains the truth.

The window that closes

The spread of a fitted branching exponent falls as the reciprocal root of the sample and its displacement does not fall at all, so there is a count past which every further junction buys confidence and no accuracy. Between three and five per cent of radius error the count arrives before the answer does, and no sample size both states a claim and contains the truth.

branching · Exponent error
One exponent fitted to an organ that has 4 of them. Each dot is one step between consecutive rings, reporting 2 ln φ / ln(s′/s) — the exponent that step would have if the organ had one. They run from 1.980 to 1.697. The line is what a single fit returns, 1.891, which is their harmonic mean of 1.880 and sits below their plain average of 1.887.

What one exponent reports

Fit a single shape exponent to an organ that has four of them and it returns a real quantity — the harmonic mean of what its individual steps report. Harmonic means sit below arithmetic ones, so the fit understates, systematically, in a known direction, and invisibly.

cylinder · Fitted exponent
What a swelling does to the exponent read from the informative band, by where the swelling is. 50 junctions of daughter ratio 0.6–1, built at exactly 3 and read with no random error, but with one or more radii measured fat. A parent read fat lowers the reading: 1% gives 2.864, 3% gives 2.631, 10% gives 2.075, and at 11.3% the tree reads Da Vinci's 2. Daughters read fat raise it: 1% gives 3.150, 3% gives 3.499; from 8% some junctions have a daughter measured wider than their parent, which no exponent balances, and the line stops. All three radii read fat by one factor return 3.000 at every swelling — the unswollen reading exactly.

A swelling at the fork

A branch thickens where it forks, so a parent measured just below a junction and daughters measured just above it carry three different amounts of the same swelling. A swelling that fattens all three alike moves a fitted exponent by exactly nothing. A parent read one per cent fat moves it by as much as 3.6 per cent of random error on every radius, in a sign known in advance, and a tenth of a radius turns a tree built at Murray's three into one that reads Da Vinci's two with no noise at all. Added to the noise, it does not bring the two rules together any sooner: the two errors do not add.

branching · Exponent error
What a 200-organ window allows against what the offset ceiling allows. Two settings decide what the counter can return, and at this window the offset ceiling is the tighter of them. A window of 200 organs holds a family of at most 194, since the counter scores an offset only where it has 6 hops of it inside the band; the largest offset it looks at is 60, a factor of 3.2 between them. The ticks are the members of the two sequences the essays are built on, and the largest counted number anywhere in the settling table is 19 — inside both bounds, which is what makes the table inert.

A plateau the instrument should have had

The counting window decides nothing on the settling table, and it has two bounds that decide everything outside it. A window one organ too narrow returns the previous rung of the same ladder, a family past the offset ceiling is reported as a coarser rung at every width there is, and neither failure produces a refusal, noise or a wide error bar.

lattices · Read window
Measured radii against the tips each branch carries, at 12% of error on every radius. One replicate of a 50-junction tree, 101 segments, every radius measured with 12% of relative error and drawn against the number of tips that segment carries. The count has no error in it, so the slope is not displaced: the tree built at 3 gives a slope of 0.3404, an exponent of 2.937, and the tree built at 2 a slope of 0.5071, an exponent of 1.972. On the same measured radii the junction-by-junction fit reads 2.218 and 1.736.

A count carries no error

Fitting r₀ᵏ = Σrᵢᵏ junction by junction puts a measured radius on both sides of every equation, and at twelve per cent of error a tree built at Murray's three and one built at Da Vinci's two stop being told apart, however the fit is corrected. Fit the same measured radii against the number of tips each branch carries instead — a count, which nobody measures with error — and the two trees read 2.996 and 1.997 at twelve per cent and 3.015 and 2.001 at thirty, never overlapping. The twelve per cent belonged to the junction fit, not to the tree. The count fails in its own way, and the way is stated.

branching · Exponent error
The window 16 known pairs need, against the 20 organs the counter refuses under. Cylinders built at a stated divergence and rise, counted at every window from 20 organs to 200, so the pair is known before the counter sees it. The smallest window that reads it is 20 organs for every pair up to 14 parastichies and the larger count plus 6 above that — 13 of 16 measured exactly, on both branches, with nothing fitted. A pair of 76 and 123 needs 129 organs where 2 and 3 needs 20; the open marks are pairs the counter's own offset ceiling refuses at every window, read only once that ceiling is raised.

How many organs a pair needs

A count taken over too few organs does not fail. It returns the rung below, which is a perfectly good pair, and nothing anywhere says so. The window that avoids it is not a constant but the counter's own arithmetic, and 384 settled runs sit exactly where that arithmetic puts them.

lattices · Read window
The exponent read from a tree that has lost tips, tips lost one at a time. The 50-junction tree built at 3 and at 2, 12% of error on every radius, 300 replicates of loss and measurement at each level. Shaded: the central 90% of the exponent read against the tips still there. Dotted: the mean read against every tip ever grown. Solid: the junction fit's mean over the junctions that survive. The count's two intervals are still apart with 70% of the tips gone, reading 2.366 and 1.576, and overlap by 80%. The junction fit's intervals overlap by 20%. At the heaviest loss drawn, 90%, the scars still read 2.998 and 1.997.

A count that has lost tips

Radii read against the tips each branch carries keep Murray's three apart from Da Vinci's two where junction fits cannot, because a count has no measurement error in it. A count of the tips a tree has is not a count of the tips it grew. Losing them lowers both trees' readings by one factor that belongs to the losses and not to the rule, so the count stops being right long before it stops telling the trees apart: on fifty junctions at twelve per cent of error, to seventy per cent of the tips lost one at a time, and only to about a quarter lost in whole limbs. Counting scars repairs single losses exactly. Nothing countable repairs a shed limb.

branching · Exponent error
Every law but one is pulled towards a length clock. The power a shell's outermost countable pair names, against how coarsely its lines can be told apart. A length clock sits flat at one however much of its record is lost. Every other law bends towards it: an angular clock reads 0.993 where the shell had 0 and a volume clock 1.083 where it had 3. The reason is a closed form: where the limit binds completely the surviving count in a whorl is that whorl's arc over the limit, and a logarithmic spiral's whorl arcs stand in the ratio of the growth factor exactly. So a shell too worn to read reports the law of its own geometry.

A count that is not exact

Reading a deposition law off two whorls' growth-line counts divides one by the other, so a miscount that is the same in both divides out: four lines in five missed at random moves the answer by five thousandths and costs only scatter. What biases it is a miscount that varies along the shell, and there is one that always does. The arc between successive lines rises or falls with the radius according to whether the law is shallower or steeper than a length clock, so a section's resolution limit eats the inner whorls of a shallow shell and the outer whorls of a steep one, and eats evenly at exactly p = 1. Where the limit binds, a whorl's surviving count is its arc over the limit, and whorl arcs stand in the ratio W — so a shell too worn to read reports a length clock whatever law it had.

shells · Spiral
A shell section square on and seen 30 degrees off. The same three turns of a spiral built at 3.2 per turn, drawn as a camera normal to the coiling plane sees it and as one 30 degrees away from normal does. The tilted view is the plane compressed by 0.8660 along one direction. A fit to the first returns 3.200000 with a residual of 1.8e-15; a fit to the second returns 3.19527 with a residual of 0.07763. Nothing in the second picture says it is not a shell.

A section seen from the wrong angle

A photograph of a shell section taken off the normal is the coiling plane compressed along one direction by the cosine of the angle, and nothing in the picture says so. The fit that recovers a growth factor is moved by it — half a turn seen twenty degrees off gives a band of answers 23.7 per cent wide as the span's starting point moves round the shell, centred almost exactly on the right answer, so it is a spread and not a bias. The caliper measure is exactly immune at every tilt and every aim, because a projection scales all three points on a line through the centre by the same factor. And the fit's residual names the tilt to three decimal places, which makes this the rare error a section reports about itself.

shells · Spiral fit
How irregular successive growth-line spacings are in each whorl, for a section with no limit and two with one. For each whorl holding at least 20 resolved lines, the median over 40 sections of the spread of the logarithm of each spacing over the one before — how irregular successive spacings are, whatever the trend along the whorl. Length clock, days varying by 0.1, no limit: 0.140, 0.140, 0.143, 0.142, reading p = 1.00 and flagged on 0 of 40 sections. Volume clock, days varying by 0.1, limit 0.003: too few lines, too few lines, 0.146, 0.139, reading p = 1.87 and flagged on 0 of 40 sections. Volume clock, days varying by 0.3, limit 0.003: too few lines, too few lines, 0.424, 0.190, reading p = 1.87 and flagged on 40 of 40 sections. A test comparing the whorls flags a section when one whorl is much more regular than another, which a limit produces and one animal does not.

Whether a section can see its own limit

A shell section that cannot resolve growth lines closer than some distance reads every deposition law as nearer a length clock, and says nothing about it. Given an animal whose days vary, the section can often catch itself: a limit changes how irregular successive spacings are in the whorls where it binds, and one animal is not steady in one whorl and irregular in the next. On an angular clock a test comparing whorls flags every limited section, before the reading has even moved. On a volume clock it can miss a limit that has pulled the reading from 3 to 1.87 — when the animal's own days vary by a tenth, which is exactly as irregular as the limit leaves the whorl it binds.

shells · Spiral
The floor test on one section: whether the shortest spacings follow the spacing around them. The outer whorl of one section cut into 16 runs of equal count; each run drawn at its median spacing, relative to the section's median run, and at its shortest spacing divided by the median of the 41 spacings around it. Filled: a volume clock read through a limit of 0.003 of the outer radius, a floor of 0.315 in length, reading p = 1.87; rank correlation -0.74, one-sided p 0.001. Open: an unlimited shell whose law drifted from 3 to 1.57, reading p = 1.87; rank correlation 0.12, p 0.675. An animal's short days are short in proportion to the spacing around them, so its divided floors do not move with the run's spacing; a limit's floor is one length, so where the spacing is wider the divided floor is lower. Both from an animal whose days vary by a tenth.

A limit is a length, and a short day is a share

A shell section that cannot resolve its finest growth lines names a steep law as a shallower one, and so does a shell whose animal really did change its law. Matched to name the same law from the same whorls, the two agree in their counts, and the test that compares how irregular each whorl is goes blind on both across the same band of limits. What separates them is what a limit is. Every spacing it leaves is at least one length, wherever on the whorl it sits, while an animal's short days are short in proportion to the spacing around them. Asked whether the shortest spacings along the outer whorl follow the local spacing, forty sections of a drifting or stepped law are flagged at most twice, and a limited volume clock in the blind band thirty-three to forty times.

shells · Spiral
An axial cut of a shell with round openings, photographed fifteen degrees off the face's normal, squashed at a bearing of 45 degrees. The seven sections of a high spire at W = 2, D = 0.2 and T = 2 with round openings, photographed with the camera tilted 15° so that the picture is squashed to 0.9659 of its size across a bearing 45° from straight across the axis, each section drawn at 48 points with noise of 0.002 of the rim, and the ellipses the opening reading redraws. Read as a shell with elliptical openings photographed square: W 2.0184, D 0.2070, T 1.9943, aspect 1.0193, turned -37.5°, missing the points by 3.34 times the noise. Read as round openings through one squash: W 1.9996, D 0.2002, T 1.9984, the squash 0.9655, missing by 0.92 times the noise.

A photograph squashed along the axis is another shell

A cut shell is photographed, not measured with calipers, and a camera a few degrees off the face's normal squashes the whole picture across one bearing. Read as a shell with elliptical openings, a squash straight across the axis or along it is absorbed without a trace: the picture is exactly that of another shell, its openings ellipses and its translation off by the squash — six per cent at a twenty-degree tilt — and no fit can tell. At any bearing between, the squash turns every opening the same way on both sides of the axis, which a real opening, mirrored across the axis, never does: a ten-degree tilt at fifteen to seventy-five degrees from the axis is caught on every section. The common photograph, the shell upright in the frame and the camera off to one side, is the one that cannot be caught.

shells · Raup
One section's outer whorl, run by run, read through a limit that changes along it. The sixteen runs of the outer whorl of one volume-clock section, from an animal whose days vary by a tenth, read through a limit of three thousandths of the outer radius at the middle of the whorl that changes by a factor of 2 a turn outward: each run's median spacing (its scale) and its shortest spacing, against the animal's own median spacing with no limit. Scales 0.42, 0.33, 0.30, 0.45, 0.39, 0.35, 0.42, 0.38, 0.42, 0.40, 0.43, 0.42, 0.43, 0.44, 0.46, 0.46; shortest 0.28, 0.27, 0.26, 0.27, 0.32, 0.31, 0.32, 0.34, 0.34, 0.36, 0.37, 0.38, 0.40, 0.41, 0.42, 0.43. The floor test's rank correlation between scale and divided floor is 0.41, not flagged at the one per cent level. The limit binds in every run: the shortest spacing is the limit's, and the scale follows it.

A limit that loosens along the whorl hides from the floor test

A shell section that cannot resolve its finest growth lines was told from an animal that changed its law by the floor test: a limit is one length, so along the outer whorl its shortest spacings fall behind the local spacing, and an animal's short days do not. A real section's resolution changes along a whorl. Let the limit loosen outward by half again a turn and the floor test goes blind on every animal and limit — not because the limit has stopped binding, but because a limit that binds everywhere sets the very spacing the test compares it with. The limit still removes two thirds of the outer whorl and still drags a volume clock's reading to 1.5–2.4. A trend against position recovers most of it, and the spacings themselves recover all of it: a limit leaves a run's spacings piled against its shortest, which no animal's days do.

shells · Spiral
An axial cut of a high spire photographed twenty degrees off the face's normal, along the axis, by a camera close enough to see it in perspective. The seven round sections of a high spire at W = 2, D = 0.2 and T = 2, each drawn at 48 points with noise of a thousandth of the rim, photographed by a pinhole 10 rim radii away and tilted 20° along the axis, so that the whorls nearer the lens are larger than those further away. Read as round openings through one squash, this picture gives W 2.0802, D 0.2003 and T 1.8728, missing its points by 3.59 times the noise; through a camera fitted beside the shell, W 2.0007, D 0.2001 and T 1.9975, the camera 10.0 rim radii away at 19.8°, missing by 0.93. Of twenty such pictures, 20 are missed by the squash reading by more than any photograph taken from infinitely far.

A cut seen in perspective is not another shell

A photograph of a cut shell squashed straight along the axis is exactly the picture of another shell, with nothing to tell them apart. A camera close enough to see the cut in perspective is different. The near whorls come out larger than the far ones, and a whorl's size then changes across the picture in a way no shell's own expansion does — so the reading that fitted a distant photograph misses a near one by more than the noise, even straight along the axis. Before it is seen the error is small, W read too large by about the sine of the tilt over the distance. A camera fitted beside the shell, three numbers more, takes it back entirely: W, D and T within a third of a per cent at every bearing and every distance down to three rim radii.

shells · Raup
An axial cut of a high spire with turned elliptical openings, photographed in perspective and read with twelve numbers. The seven sections of a high spire at W = 2, D = 0.2 and T = 2 whose openings are a quarter taller than wide and turned 20 degrees, each drawn at 48 points with noise of a thousandth of the rim, photographed by a pinhole 5 rim radii away tilted 20 degrees across the axis. Read with the shell's nine numbers and the camera's three, the fit returns W 2.0001, D 0.1974, T 2.1189, an aspect of 1.313 turned 15.8 degrees, and a camera tilted 4.2 degrees 1.0 rim radii away, missing the points by 0.79 times the noise. At this bearing the camera slides along the line on which the tangent of its tilt over its distance is fixed, and the spire's T, the opening's aspect and its turn move with the tilt it settles on, with the picture fitted to the noise.

A free opening lets the camera trade again

A camera fitted beside a shell recovered every photographed cut whose openings were round. Give the opening its own shape — an aspect and a turn, as a snail's has — and the twelve numbers recover everything only when the camera's tilt runs at a bearing between the axis and the line across it. Straight across or along the axis, a pinhole tilted τ at L rim radii is exactly a pinhole tilted τ′ at L′ followed by a squash, whenever tan τ′/L′ = tan τ/L, and that squash is another shell. Every camera on the line fits a noiseless picture to rounding. The fit keeps W and the perspective's strength, and nothing else about the camera: T and the aspect come back scaled by a ratio of cosines, a turned opening's turn and its D move with them, and on noisy pictures T ran from six per cent low to a quarter high with every picture fitted inside the noise.

shells · Raup
Two photographs of one cut shell, read together with fifteen numbers. The seven sections of a high spire at W = 2, D = 0.2 and T = 2, openings a quarter taller than wide and turned 20 degrees, photographed twice with noise of a thousandth of the rim: first by a pinhole tilted 10 degrees straight across the axis at 10 rim radii, then by one tilted 10 degrees with its tilt turned 90 degrees from the first's at 10 rim radii. Read together — the shell's nine numbers shared, three for each camera — the fit returns W 1.9999, D 0.2000, T 2.0013, an aspect of 1.251 turned 19.9 degrees, and a first camera tilted 9.9 degrees, missing the points by 0.86 times the noise. Turned, the second picture pins the shell.

Two photographs pin the shell only from two sides

A photograph of a cut shell whose opening has its own shape, taken straight across or along the axis, fits every camera on a line, and each camera on the line reads a different shell. A second photograph of the same cut shares the shell and brings a camera of its own. Taken at the same bearing — farther away, or steeper — it does not help: the two cameras slide together along a family set by one closed form, cos τ₁′/cos τ₁ = cos τ₂′/cos τ₂, each picture fitted to rounding at every point of it, and the shell slides with them. Turned so that its tilt runs across a different direction, it pins the shell, and on noisy pictures a turn of ten degrees is already enough.

shells · Raup
Half a turn of a shell section traced from a photograph 20 degrees off, and the same tracing with the tilt it names undone. 0.5 turns of a section built at 3.2 per turn, photographed 20 degrees off its plane across an axis at 37.5 degrees, every traced point off by a relative 0.005. The search over tilts and axes names 20.02 degrees across 37.6; undone, the tracing fits 3.2051 where the picture as photographed fits 2.9094. Over twenty-four views of this span the photographed fit spans a band 23.9% wide and the corrected one 0.86%.

A tilt undone beats the calipers

A shell section photographed off its plane reports its own tilt in the fit's residual, but not the axis the tilt was taken across, and a correction needs both. Read together from the whole outline — the tilt and axis whose undoing leaves the straightest line — they come back on half a turn of shell to a fifth of a degree and under a degree. Undone, the fit no longer merely matches the calipers that a tilt cannot touch: on a traced outline it beats them, by three times on half a turn and by twelve to forty from one turn up, because the calipers read three points and the fit reads all of them. Correcting a section that was square on costs a little, and a shell whose growth slows is mistaken for a tilted one without harm.

shells · Spiral fit
The highest and lowest factor a loss of a given share can put on a tip count, by which tips it takes. The 50-junction tree with no error on any radius. For each share of its 51 tips, a search over which tips make up that share for the set that reads the factor highest and the set that reads it lowest, by single swaps from 20 starts: 10%, 0.954 to 1.040; 20%, 0.906 to 1.062; 30%, 0.863 to 1.093; 40%, 0.812 to 1.121; 50%, 0.743 to 1.173; 60%, 0.684 to 1.162; 70%, 0.599 to 1.176; 80%, 0.509 to 1.137; 90%, 0.358 to 0.882. A factor above one reads both rules high. The line is the mean factor when every tip is equally likely to go. The true range is at least this wide, since a search can stop short of the extreme.

A loss that picks its tips can read high

A tree that has lost tips at random reads its branching exponent low, by one factor shared by every rule. Let the loss choose which tips go and the factor is still shared — the ratio of three to two survives any choice — but it is no longer below one. On fifty junctions with half the tips gone, the choice of which half moves Murray's tree from 2.23 to 3.52, and past about half the tips a single tree's reading can no longer say which rule built it. The ways a crown plausibly chooses stay within a few hundredths of a fair loss, all of them low, and counting scars repairs every one.

branching · Exponent error
How well a registered pair reads a shell's translation, against how far apart its cameras' bearings are. Nineteen numbers fitted to two photographs. The high spire: 0.0152 at 5 degrees, 0.0054 at 10 degrees, 0.0020 at 20 degrees, 0.0013 at 45 degrees, 0.0023 at 70 degrees, 0.0069 at 80 degrees, 0.0298 at 90 degrees. The low spire: 0.0062 at 5 degrees, 0.0032 at 10 degrees, 0.0017 at 20 degrees, 0.0006 at 45 degrees, 0.0009 at 70 degrees, 0.0071 at 80 degrees, 0.0078 at 90 degrees. With frames given, the same pair at ninety degrees read 0.0013 on the high spire. A camera merely turned in the hand reads 0.0298. With the scale between the pictures known and the rest free, the high spire reads 0.0154, 0.0053, 0.0019, 0.0013, 0.0017, 0.0019, 0.0018 at the same bearings.

Two free frames cost one right angle

Two photographs of one cut shell pin it only when their cameras stand at different bearings, and the pair at right angles read best of all. Each of those fits was handed both pictures in one frame, and no real pair comes that way. Give the second picture a frame of its own, rotated and scaled and shifted, and leave the reading to find it: nineteen numbers, not fifteen. It costs almost nothing. The rotation comes back to a twentieth of a degree, the scale to under a tenth of a per cent, and the shell's numbers as well as before, except at one bearing. At exactly ninety degrees a free scale swallows one camera's squash whole, the fit slides, and the pair that had been best reads the translation twenty-three times worse than a pair at forty-five.

shells · Raup
Six handovers relocated, in steps of the sweep that recorded them. The ladder finds a handover by stepping at a ratio of one per cent, which never lands on the grid the rises are named on, so a recorded handover is the nearest rise the sweep visited to a crossing nobody had located. This is the difference, in units of the sweep's own step at that rise: 0.082 to 0.835, mean 0.374. All six are positive and all six are inside a single step of the sweep, and both of those are predictions rather than summaries: the ladder reports the first rise it visits at which the ordering has already changed, so the rise it records must sit on the fine side of a crossing and within one of its own steps. The dashed rule is one step of the sweep, which is the bound the sampling predicts.

The handovers corrected

Six recorded handovers, relocated to the grid against where a one-per-cent sweep put them: all six sit on the fine side of a crossing and all six inside a single sweep step. Nothing about the rung explains the size of the discrepancy, which is what a sampling artefact is supposed to look like.

cylinder · Handover grid

Named alongside it

The objects these essays reach for when they reach for this one.

Honest limitsMeasurement errorClaim testingIdentifiabilityResidualWhorlRound tripSilent failureBranching exponentDa Vinci's ruleMurray's lawResolution

All concepts