Packing and tiling

A dip with no outer edge

The disorder of a head dips at every rational divergence, and how wide that dip is has carried a long argument. Reading the width as a level crossing has a resolution problem, and the obvious repair is to integrate instead. The integral reproduces beautifully across head sizes and never settles on a value, because there is nothing out there for it to settle against.

Worth reading first: What a summary throws away · Two laws that want opposite tissue · Counting the spirals.

Build a head at a divergence of exactly p/q and its organs fall into q rows. Rows are tidy: the cells come out more nearly equal in area than at a nearby irrational angle, so the second moment of the cell areas — the statistic this part of the site measures disorder with — has a dip at every rational.

How wide that dip is has been doing a great deal of work. It goes as the inverse square of the head size, its coefficient carries the denominator rather than the quality of the approximation, and what is left over after both of those has been read as an effect of how crowded the fraction’s neighbourhood is.

All of it rests on a half-width read off a curve, and the curve is a staircase.

The disorder of a head against its divergence angle, 600 pointsμ₂ is the mean squared departure of a Voronoi cell's side count from six, measured on 600 points inside 86% of the radius. Swept across 1.00° it is a staircase: flat over stretches of a few hundredths of a degree, with sharp steps between them and narrow deep dips wherever a rational falls. At 137.646° — which is 360 × 13/34 — it is 0.095; At 137.875° — which is 360 × 18/47 — it is 0.130; At 138.004° — which is 360 × 23/60 — it is 0.137. The ticks along the top are the fractions p/q, placed from arithmetic rather than from the curve.00.2000.400137137138138138138divergence angle, degreesμ₂, the mean squared departure of a cell's side count from six13/34241 angles · 0.0042° apart · 600 points eachmarks are the fractions, placed from arithmetic
Fig. 1 The landscape the whole thread lives in. The second moment of the cell areas against the divergence a head was built at, with dips at the rationals. Between the dips it is not a smooth background — it is a staircase of treads, each one a range of angles over which the tessellation is combinatorially the same.

What the profile actually looks like

It is worth walking out from a rational once, slowly, because the shape is not what “a dip” suggests and every difficulty below follows from it.

Take 5/13 on a head of three hundred organs. At the rational itself the second moment is 0.118 of its background. It stays at 0.118 for the first three thousandths of a degree — not approximately, exactly, because within that range the tessellation has not changed at all and neither has any cell area. Then it steps to 0.169, and holds. Then 0.220, and holds for four samples. Then 0.222, 0.223, 0.225 — three treads within a hundredth of each other — and then 0.362, 0.480, 0.517, 0.654, 0.697, 0.864, and it is still climbing at 0.913 when the sampling stops.

Two things about that sequence matter.

The first is that it is flat in places and steep in places, which is what makes a half-width a lottery. A level at half the background lands between 0.480 and 0.517 here — inside a riser, so this fraction is measurable — but a level a tenth lower lands on the tread at 0.220 and reports the tread’s edge.

The second is that the profile has not returned to its background by the end of the range. At the widest offset sampled it is at 91% of it and climbing, and the background band itself starts twice as far out again. There is no place where the curve arrives and stays.

Why a level crossing was the wrong instrument

A half-width is measured by walking out from the floor of a dip until the curve has climbed half way to its background, and interpolating. On a smooth curve that is exact. On a staircase it reports the edge of whichever tread the level lands on, which is a fact about the treads and not about the dip.

Four fractions of 34, one widthThe half-width of the second-moment dip at four divergence angles with the same denominator, on heads of 791 organs — 23 in each of 34 rows. 13/34 is the Fibonacci convergent, the fraction every earlier measurement of this law was made at and the one whose neighbourhood is emptiest; 9/34, 15/34, 11/34 are not. The four agree within a factor of 1.14, well inside the factor of two the law is stated to, so the width is a function of the denominator and not of how well the fraction approximates its neighbours. What is left over is ordered by the note beside each bar: the more crowded the neighbourhood, the wider the dip comes out, which is the direction a neighbour's own shoulder would push it.half-width of the dip, in degrees, at 791 organsnote: how far the nearest other rational sits13/341.10e-221/55 at 0.193° · convergent9/34unmeasurable156% apart at two head sizes15/341.04e-226/59 at 0.179°11/349.68e-312/37 at 0.286°q = 34 · 791 organsgenerated from a stated rule, not drawn to look right
Fig. 2 The four fractions of one denominator whose widths were compared. Ten of the twelve fractions in this family agree to a few per cent between head sizes; two do not, and the two that do not are the ones whose half-way level lands on a tread rather than inside a riser.

Two of the twelve fractions had to be refused rather than measured, on a test that compares the same quantity at two head sizes: 9/34 gives a scaled width of 2,665 at one head and 6,810 at another, and 24/55 does the same. Ten agree within a few per cent and two disagree by factors of two and a half.

Refusing them was the right thing to do — a method that returned a number for a fraction it cannot measure would be reporting the position of a combinatorial flip as a width. But a method that refuses a sixth of its cases is a method with a resolution, and the repair suggests itself: integrate the profile rather than finding a crossing on it. An area has no level in it. It cannot land on a tread.

The quantity, and the axis it has to be measured on

The area of what, exactly, needs stating before anything is measured.

The deficit at an offset δ from the rational is the background minus the second moment there. Integrating that over δ gives an area whose units are degrees times a second moment, which is not comparable between fractions of different depths — so it is divided by the dip’s own depth, giving an equivalent width: the width of a rectangular dip, of the same depth, holding the same missing disorder.

The neighbourhood of 13/34, and where its background was taken fromμ₂ across nine tenths of a degree either side of 13/34, on a head of 791 organs — 23 in each of its 34 rows. The deep notch at the centre is the dip. The shaded columns are the offsets this site now takes a background from: those at least 0.03° from every rational with a denominator of 60 or less, of which there are 54 here. The marked sample at 0.2° is the one the earlier work used, and it lands 0.393° from 21/55. It reads 0.241 against a floor of 0.071. The clear offsets give 0.279.0.1000.2000.3000.4000.500-0.400-0.300-0.200-0.10000.1000.2000.3000.400degrees from 13/34, at 137.6471°μ₂, the second moment of the side-count distribution21/55the background from the clear offsets: 0.279the old single sample: 0.24113/34 · head of 791generated from a stated rule, not drawn to look right
Fig. 3 What the background is taken to be. Not one sample — a sample can land inside a neighbouring rational’s dip, which is how a dip once came out inverted — but the median of a band of offsets chosen to be clear of every other fraction with a denominator under the cut-off.

The offsets themselves cannot be measured in degrees either, because the dip shrinks as the head grows. A head twice as large has a dip a quarter as wide, so sampling both at the same angles measures the floor of one and the shoulder of the other. The axis used here is therefore scaled: u = δ·n²/q, in which the dip is the same size at every head and every denominator, near enough to compare.

The dip at 5/13 — 138.4615° — at three head sizesWalking the divergence angle off an exact rational, at 300, 600, 1200 points. The floor falls as the head grows — 0.059 at 300, 0.029 at 600, 0.014 at 1200, halving for each doubling — and the dip narrows faster: half-widths of 0.0162°, 0.0048°, 0.0010°, a factor of four for each doubling rather than two. Half-width times the square of the head size is 1456, 1726, 1402, which is what makes the width a property of the sample rather than of the angle.00.2000.4000.600-3-2.50-2-1.50-1-0.700offset from the rational, log₁₀ of degreesμ₂300 points600 points1200 points5/13 of a turn · 12 offsets · vertical rules are the half-widthsgenerated from a stated rule, not drawn to look right
Fig. 4 Why the scaling is not optional. The same rational at three head sizes: the dip narrows as the head fills, which is the 1/n² law the earlier work established, and it means an angular window that contains one dip contains a quarter of another.

It fixes what it was meant to fix

On that axis the equivalent width reproduces, and it reproduces well.

At a window of 200 scaled units, the four fractions of denominator 34 give 324.6, 318.4, 343.2 and 357.7 at a head of 791 organs, and 349.8, 337.7, 353.1 and 358.6 at a head of 1,224. The largest disagreement between the two heads is 8% and the smallest is under 1% — against a level-crossing method whose worst case in the same family was 160%.

And the two fractions the level method refused come back with numbers. 9/34 gives 318.4 and 337.7, a disagreement of 6%; 24/55 gives 348.0 and 361.8, a disagreement of 4%. Both are as reproducible as anybody else in their family.

Divided by the denominator, the coefficient is one numbern²·w divided by q, measured at the two larger of each denominator's three head sizes and averaged, for six Fibonacci fractions. Undivided it runs 1188, 1285, 2999, 7005, 9125, 14297 — a spread of 12.0. Divided by the denominator it runs 149, 99, 143, 206, 166, 161 — a spread of 2.1. So the law is w ≈ 150·q/n² to within a factor of two, and that earlier work's constant of 1,400 to 3,300 was three measurements of the small-denominator end of it.22.102.202.30divergence angle, as a fraction of a turnn²·w divided by the denominator (logarithmic)149991432061661613/85/138/2113/3421/5534/89spread 2.1 across the sixsix denominators · n²·w/qgenerated from a stated rule, not drawn to look right
Fig. 5 The claim the widths were being measured for. Whether the coefficient of the width law belongs to the denominator or to how well the fraction approximates — settled, in the earlier work, with the level-crossing widths of the fractions that could be measured. The area does not disturb that result; it extends the set of fractions it can be tested on.

That is the repair working. The staircase’s resolution is gone, because an integral over a staircase is a perfectly well-behaved thing: the treads contribute their exact areas and nothing depends on where a level lands.

And it never settles

Then comes the question every integral has to answer, which is where to stop.

The area never settles, so the number reported is the windowThe equivalent width of the disorder dip — the area of the deficit divided by the dip's own depth — for four fractions with a denominator of 34, against the window it was integrated over. The window is in scaled units, u = δ·n²/q, so a head of any size is sampled at the same places on its own dip; 200 scaled units is about 0.0109° at these head sizes. A width would show as a flat stretch. There is none: every line climbs to 512 scaled units or so and then turns over, because past that the window has reached far enough towards the next rational that it is integrating the neighbour's dip instead of this one's background. The dip has a depth and a scale; it does not have an outer edge, and an integral of something with no outer edge is a statement about where it was stopped.50100200400800window, in scaled units of δ·n²/qequivalentwidth13/349/3415/3411/34q = 34 · two head sizes agree to 8% at a window of 200generated from a stated rule, not drawn to look right
Fig. 6 The equivalent width against the window it was integrated over, for the four fractions of denominator 34. A width would be a flat stretch. There is none: each line climbs steeply, keeps climbing, and then turns over and heads for zero.

For 13/34 the equivalent width is 100 scaled units at a window of 50, then 152, then 325, then 445, and then 242 at a window of 800. Not a plateau anywhere: the largest step between consecutive windows is a factor of 2.1 and the smallest is 45%.

The turnover is not the window running out of dip. It is the window running into the neighbour. At a window of 800 scaled units the integral has reached 23% of the way to 21/55, whose own dip pulls the profile below the background that was measured near this rational — so the deficit goes negative, the integral starts subtracting, and a wide enough window returns a dip of negative width.

The gaps close faster than the dips narrowFor each Fibonacci fraction, the distance to the nearest other rational with a denominator of 60 or less, and the half-width of its own dip at the smallest head that resolves it. The gaps fall from 0.462° at 5/13 to 0.1925° at 21/55; the dips stay between 0.0103° and 0.0155°. The dips never touch — the closest they come is a factor of 15 — so what stops the measurement is not the dips overlapping but the background between them ceasing to be flat. The clear offsets available fall from 70 to 54.-2-1.50-1-0.500divergence angle, as a fraction of a turndegrees (logarithmic)5/138/2113/3421/55to the nearest other rationalthe dip's own half-widthsix denominatorsgenerated from a stated rule, not drawn to look right
Fig. 7 Why there is no clear space to integrate over. Every rational has a dip and the rationals are everywhere; the nearest neighbour of the fractions in this family sits between 0.15° and 0.29° away, and their own dips are a hundredth of that. What lies between two dips is not background — it is the shoulders of both.

Where a window can be put, and it is not many places

The integral has two conditions on its limit and they pull in opposite directions.

It has to be wide enough to contain the dip, or the number is a statement about the floor. At a window of 50 scaled units every fraction of denominator 34 gives about 88, which is essentially the window itself: the deficit is still near its full depth out there, so the integral is depth times width and the width is the limit.

It has to be narrow enough to stay away from the neighbour. At a window of 800 the integral has reached 23% of the way to the next rational and has already turned over.

Between those two there is no stretch where the answer holds still. The windows of 100, 200 and 400 give 152, 325 and 445 — each one is inside both conditions, and each one gives a different answer.

That is the difference between this and an ordinary choice of numerical parameter. A well-posed integral has a range of limits over which the answer is stable, and choosing inside that range is bookkeeping. Here the answer is proportional to the limit over the whole safe range, so the choice is the measurement.

Continued fractions: why one number resists approximationA large partial quotient means a very good rational approximation just ahead of it. The golden ratio's are all 1, the smallest they can be, all the way down.golden ratio[1; 1, 1, 1, 1, 1, 1, 1, …]best approximations 2/1 3/2 5/3√2[1; 2, 2, 2, 2, 2, 2, 2, …]best approximations 3/2 7/5 17/12π[3; 7, 15, 1, 292, 1, 1, 1, …]best approximations 22/7 333/106 355/113partial quotientsall ones is the extreme case
Fig. 8 The arithmetic that decides where the neighbours are. How closely a fraction can be approached by another of a bounded denominator is a question about continued fractions, and it is what sets the outer condition on the window — a quantity from number theory setting the limit of an integral over a geometric statistic.

Which means the dip has no width

That is the finding, and it is worth putting flatly. The disorder dip at a rational has:

  • a depth, which is well defined and measurable — the second moment at the rational against the level nearby;
  • a scale, which is well defined and is the whole content of the 1/n² law — the dip shrinks as q/n²;
  • and no outer edge, so no width.

A quantity with no outer edge does not have an integral either. What an integral of it reports is a joint statement about the profile and the limit, and here the limit contributes more than the profile: over the sixteenfold range of windows measured, the number moves by a factor of four and a half.

The statistic everybody reports is the one that cannot varySix arrangements of 900 points, from a whorled lattice to a set with no rule in it. The mean number of sides per cell is 5.97–6.04 on all six, because Euler's formula forces it. The mean squared departure from six runs from 0.023 to 1.83 — a factor of 79 — and the most hexagonal tissue in the set is the whorled one, at a rational angle.mean sides per cell(forced to six)mean squared departure from six(not forced)whorled, 144°5.9860.023golden, 137.508°5.9900.253rational, 137.5°5.9900.255Lucas, 99.502°6.0360.255137.0°5.9900.291Poisson5.9691.830six433–637 interior cells each, inside 86% of the radiussame cells, same cut, two statistics
Fig. 9 The statistic itself, for orientation. The second moment of the cell areas is what this thread has been measuring all along, and nothing in this essay disturbs what it says at a rational — only what can be said about how far the rational’s influence extends.

The half-width was never a width either, and this is the clearer way to see why. It was a level crossing on a curve that goes on climbing: choose a different level and get a different number, with no level at which the answer stops moving. The area makes the same problem visible because the window is a knob one can turn, and the level was a knob nobody turned.

An objection, and what it costs to meet it

The obvious objection is that this is a failure of the background rather than of the dip. If the background were modelled — a smooth curve fitted through the shoulders, say, and subtracted — then the deficit would go to zero properly and the integral would converge.

It would, and the number would then be a statement about the fitted background. That is not an improvement; it is the same free parameter wearing a different hat, and a worse hat, because a window is a number one can print and a fitted background is a decision buried in a procedure. The shoulders being integrated over belong to other rationals, and a smooth curve through them is a claim that they are noise.

There is a stronger version of the objection: use a local background, measured just outside the window, and let the window and the background move together. That is exactly what makes the answer move with the window, since a background taken further out is measured on a lower part of somebody else’s shoulder.

The honest end of it is that the second moment against the angle is not a curve with features on a flat ground. It is a hierarchy: dips at the rationals of every denominator, each one sitting on the shoulders of the shallower ones around it, with no scale at which the picture becomes simple. Measuring “the width of one dip” presupposes a background that the object does not have.

How nearly each angle is a simple fraction of a turnA dip means a rational approximation and a lattice with visible rows. The golden angle's floor is 0.008; the rational angle reaches exactly zero.00.2000.400204060denominator qhow nearly q × angle is a whole turn (0 = exactly)golden 137.508°137.3°135° = 3/8distance to the nearest whole turnno dips means no rows
Fig. 10 The hierarchy itself, from the arithmetic side. How well each angle is approximated by fractions of bounded denominator, which is what decides where the dips are and how deep — and it has structure at every scale, which is why no window is far enough out to be clear of everything.

What survives

Three things, and they are the things the thread was actually about.

The 1/n² scaling survives, because it is about the shape of the dip rather than its extent. On the scaled axis the profiles at two head sizes lie on top of each other, which is a stronger statement of the same law than a pair of widths agreeing.

The denominator result survives, and is now testable on more fractions. The coefficient belongs to q, and the twelve fractions of three denominators can now be twelve rather than ten.

The refusals survive as well, in a better form. The level-crossing method refused two fractions because it could not measure them; the area measures them and reports that every fraction’s number depends on the window. The first refusal was about two fractions and the second is about the quantity.

Both vary; only one of them varies enough to findEach organ's step exponents, divided by its own mean so the two are comparable. The ogive's run over 15 per cent of their mean across 5 rings. The convex head's run over 1.15 per cent across 5 — inside the band a 3 per cent error on each ring position leaves, so no ruler separates it from a flat disc.0.9000.95011.050123which step of the ladderexponent ÷ its meanan ogive — 15%a convex head — 1.15%what 3% per ring allows5 rings on the ogive · 5 on the head15% against 1.15%
Fig. 11 The general shape of this site’s habit with a measurement that will not hold still: state what is measurable and what is not, rather than reporting the number the method happens to produce. The width was the second kind and had been treated as the first.

What this does not say

It does not say the dips are not real. They are large, they are at exactly the rationals, and they deepen with the head size in the way rows should. Nothing here touches that.

It does not say the earlier numbers were wrong. The level-crossing widths were measured consistently at one level and compared with each other, and comparisons of that kind are legitimate as long as nobody promises the number means something on its own. What has changed is that the promise has been withdrawn.

The version of the claim that does survive measurementThe golden angle scores 0.4377, against 0.3306 for the best of 1200 other angles sampled. The dashed line is Hurwitz's 1/√5, which no number can exceed.00.2000.400120140160divergence angle (°)resistance to rational approximation (higher is more irrational)1/√5 — the bound137.508° — 0.4381200 angles on a 0.05° grid, plus the golden angle exactlythis claim is sharp
Fig. 12 Where the argument this thread belongs to is being made: over rationals near the golden angle, with a stated cut-off on the denominator. The cut-off is another limit chosen rather than discovered, and it has the same character as the window — a scoping decision that the result should not depend on and, here, does.

And it does not say the ordering results are wrong. It says they need re-testing on a quantity that does not move with the window, which is the subject of a separate essay and does not come out well.

The order follows the window, so it was never the fractions'The four fractions with a denominator of 34, ordered four ways. The left column puts them in order of how close the nearest other rational is — the crowding — with the most crowded at the top. The other three order them by the area of their dip, at windows of 50, 100, 200 scaled units. The residual claim this thread carried was that the most crowded fraction gives the widest dip, which would make all four columns the same order. They are not: the order changes between the first two windows and settles, from a window of 100 outwards, into 11/34 > 15/34 > 13/34 > 9/34 — which is not the crowding order either. A quantity that reverses when the measurement is stopped somewhere else is a property of the stopping.crowdednearest neighbour firstwindow 50widest firstwindow 100widest firstwindow 200widest first15/3413/349/3411/3415/3413/349/3411/3415/3413/349/3411/3415/3413/349/3411/34crowding: 13/34 0.193° · 9/34 0.200° · 15/34 0.179° · 11/34 0.286°q = 34 · 791 organsgenerated from a stated rule, not drawn to look right
Fig. 13 A preview of that. The four fractions ordered by the area of their dips at three windows, against the order the crowding puts them in. Two of the three columns disagree with each other, which is what a residual measured against a moving quantity looks like.

The check

The area is asserted to do the thing it was built for and to fail at the thing it was hoped to do, and both are checks that can go red.

The first requires the equivalent width at a stated window to agree between two head sizes to within a fifth, across a whole family — which would fail if the scaled axis were the wrong axis, or if the background were being taken somewhere it should not be.

The second requires the two fractions the level method refused to come back with agreeing numbers, so the repair cannot quietly stop working.

The third requires that no two windows in the sweep agree — that the width moves by more than 15% at every step — and that the largest value is at a window inside the range rather than at its edge. Together those say there is no plateau and no asymptote, which is exactly the claim, and a fraction that did settle would stop the build and take this essay with it.

Shares its objects with

Essays that name at least two of the same things, and that neither author linked.

  • The window is the neighbour — both name artefact, convergents, discretisation, disorder, divergence angle, honest limits, measurement, measurement error, null model, rational angle, rational approximation, sampling, summary statistic, voronoi cell area
  • The order belonged to the method — both name artefact, convergents, disorder, falsifiability, honest limits, measurement, measurement error, null model, rational angle, rational approximation, sampling, summary statistic
  • The background is not one sample — both name artefact, convergents, disorder, honest limits, measurement, measurement error, rational angle, rational approximation, sampling, summary statistic
  • A dip belongs to the head — both name artefact, disorder, divergence angle, honest limits, measurement, rational angle, rational approximation, sampling, summary statistic
  • Four fractions with one denominator — both name artefact, convergents, divergence angle, honest limits, measurement, rational angle, rational approximation, sampling, summary statistic
  • The most irrational is not the most disordered — both name convergents, disorder, divergence angle, falsifiability, honest limits, measurement, rational angle, rational approximation

Named objects

A flat tag is an object no other essay names yet.

ArtefactConvergentsDiscretisationDisorderDivergence angleFalsifiabilityHonest limitsMeasurementMeasurement errorNull modelRational angleRational approximationSamplingSummary statisticVoronoi cell area