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Alexander S. Petty  |  ©2009-2026
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Spectra

The Coherence Decomposition

January 12, 202116 min read
Companion paper: The Coherence Decomposition →
The blue curves already share a pattern; the gold path selects another reading through it. Agreement with one reference and coherence within the family contribute differently to alignment.
The blue curves already share a pattern; the gold path selects another reading through it. Agreement with one reference and coherence within the family contribute differently to alignment.

In Three and the Golden Ratio, the twelfths score 7/117/117/11, just above one over the golden ratio, and that crossing is what sets three apart from every other prime. But a score measured against one reference row mixes two things together. It is like grading a stack of tests against an answer key. Part of each score is agreement with the key, and part is agreement already present in the class, which a teacher who suspects copying would measure by checking how often the students agree with one another. Split the 7/117/117/11 that way and it comes apart into 4/114/114/11 and 3/113/113/11. Neither piece reaches the golden line. The crossing that made the twelfths interesting happens only when the two are added together.

I wanted to know how much of an alignment score is that background. For a whole family of denominators the answer is exact, and the background turns out to be worth knowing for its own sake. For a prime denominator it is zero precisely when no two remainders ever write the same digit.

The sevenths show what a table with no background looks like.

1/7 = 0.|142857|
2/7 = 0.|285714|
3/7 = 0.|428571|
4/7 = 0.|571428|
5/7 = 0.|714285|
6/7 = 0.|857142|

Every row uses the same six digits in the same cyclic order, and yet no column contains a digit twice. Graded against 1/71/71/7, the sevenths score 1/61/61/6, all of it from the reference agreeing with itself. Graded among themselves, they score zero.

Multiply the denominator by eleven and the rows start agreeing.

1/77 = 0.|012987|
2/77 = 0.|025974|

The first digits match, and so do the fourth, two matches in every six places, and plenty of other pairs in the table share digits too. Seventy-seven scores about 0.1009 against 1/771/771/77 and about 0.0884 averaged over all 2,850 pairs of distinct rows. The Three-Tier Theorem puts seven and seventy-seven in the same low tier, but their tables are nothing alike.

A table without a reference

Call the average over distinct unordered pairs σ(n)\sigma(n)σ(n), the pairwise alignment. Each pair is counted once, and no row is paired with itself. This is the coherence in the title, agreement of digits at corresponding positions. We keep the tails on one common clock, without rotating individual rows to improve their matches.

Subtract this average from the reference alignment α(n)\alpha(n)α(n). I call the difference the focused alignment, F(n)F(n)F(n).

α(n)=F(n)+σ(n).\alpha(n)=F(n)+\sigma(n).α(n)=F(n)+σ(n).

That equation is true by definition, so on its own it says nothing. The content comes from counting the two averages separately and finding an exact relation between them. And FFF is not simply the pairs that involve 1/n1/n1/n. It is the difference between an average over rows and an average over pairs, two different sets of comparisons.

The exact scores at seven and seventy-seven
Quantity Seven Seventy-seven
Reference α\alphaα 1/61/61/6 23/22823/22823/228
Pairwise σ\sigmaσ 000 42/47542/47542/475
Difference FFF 1/61/61/6 71/570071/570071/5700

These pair averages exclude self-matches. The reference averages include them. Pairwise alignment is defined for n≥3n\geq3n≥3, since the table at two has only one row.

Eleven rows, fifty-five pairs

The twelfths are small enough to count in full. Past the second decimal place, the fractions with numerators 3, 6 and 9 have terminated, those with numerators 1, 4, 7 and 10 repeat 3, and those with 2, 5, 8 and 11 repeat 6.

Against the reference, the four repeating 3s match 1/121/121/12 and the three terminating rows take full credit by convention, seven credited rows out of eleven.

Pairs need their own rule for terminating rows. Two terminating rows score one, a terminating row paired with a repeating row scores zero, and two repeating rows score the fraction of positions where their digits agree. That is stricter than the reference count, where every terminating row is credited automatically.

At twelve, then, a pair scores one exactly when both rows are in the same group and zero otherwise. The three terminating rows make three pairs and each group of four repeating rows makes six, fifteen agreeing pairs out of fifty-five.

Upper-triangular pair grid for the eleven twelfths, grouped by tail. Three gray squares join terminating rows, six gold squares join repeating threes, and six teal squares join repeating sixes. Forty other pairs are blank. Upper-triangular pair grid for the eleven twelfths, grouped by tail. Three gray squares join terminating rows, six gold squares join repeating threes, and six teal squares join repeating sixes. Forty other pairs are blank.
The fifty-five pairs of twelfths, with the numerators grouped by tail. Only pairs inside a group agree, giving the gray, gold and teal triangles of 3, 6 and 6, and twelve of those fifteen squares join repeating rows.

σ(12)=3+6+655=311.\sigma(12)=\frac{3+6+6}{55}=\frac3{11}.σ(12)=553+6+6​=113​.

That is three elevenths again, the same share the three terminating rows contributed to the reference score. The coincidence is only in the totals, since twelve of the fifteen agreeing pairs are made of repeating rows.

Subtracting this pair average from the reference score leaves

F(12)=711−311=411.F(12)=\frac7{11}-\frac3{11}=\frac4{11}.F(12)=117​−113​=114​.

Four elevenths is exactly the share of rows in the reference’s own group. So at twelve the two averages recover the two pieces of the alignment count, the terminating rows and the reference’s group. The question is whether that survives when the table grows.

The count that survives

Take n=pmn=pmn=pm, where ppp is a digit-partitioning prime and every prime factor of mmm divides the base. In decimal, mmm can use twos and fives, while ppp can be three, seven, or eleven. In base bbb, the conditions are p∤bp\nmid bp∤b and p≤b+1p\leq b+1p≤b+1.

Digit-Partitioning Primes and the Alignment Formula supplies what we need. Once every row has passed a common clearing depth, each nonzero remainder modulo ppp has mmm rows behind it. Rows with the same remainder agree forever. Rows with different remainders stay different as the division advances, and because ppp is digit-partitioning they write different digits at every step.

There are p−1p-1p−1 repeating groups of mmm rows, together with one terminating group of m−1m-1m−1 rows. We can count pairs within those groups exactly as we did at twelve. Dividing by the total number of pairs gives

σb(pm)=m−1pm−1.\sigma_b(pm)=\frac{m-1}{pm-1}.σb​(pm)=pm−1m−1​.

This is the central result. For every denominator in the family, the average over all pairs comes out to exactly the terminating rows’ share of the reference score, and what is left over is the reference group’s share of the rows.

Fb(pm)=mpm−1,αb(pm)=2m−1pm−1.\begin{aligned} F_b(pm)&=\frac{m}{pm-1},\\ \alpha_b(pm)&=\frac{2m-1}{pm-1}. \end{aligned}Fb​(pm)αb​(pm)​=pm−1m​,=pm−12m−1​.​

Follow the pair count through the cancellation

A group of rrr rows contains (r2)=r(r−1)/2\binom r2=r(r-1)/2(2r​)=r(r−1)/2 distinct pairs. The number of agreeing pairs is

Σ=(m−12)+(p−1)(m2)=(m−1)(pm−2)2.\begin{aligned} \Sigma&=\binom{m-1}{2}+(p-1)\binom m2\\ &=\frac{(m-1)(pm-2)}2. \end{aligned}Σ​=(2m−1​)+(p−1)(2m​)=2(m−1)(pm−2)​.​

There are (pm−12)=(pm−1)(pm−2)/2\binom{pm-1}{2}=(pm-1)(pm-2)/2(2pm−1​)=(pm−1)(pm−2)/2 pairs altogether. Dividing cancels the factor (pm−2)/2(pm-2)/2(pm−2)/2 and leaves (m−1)/(pm−1)(m-1)/(pm-1)(m−1)/(pm−1). We require pm≥3pm\geq3pm≥3, so this denominator counts at least one pair.

Nothing in the calculation requires the base to visit every nonzero remainder in a single cycle. The rows may run through several cycles of any allowed length. The count needs only equal-sized remainder classes and a digit function that keeps those classes apart.

The entirely terminating tables have a simpler outcome. At ten, for example, every row receives reference credit and every pair consists of two terminating rows. Both averages are one, so F=0F=0F=0.

The first shared digits

Put the pair scores in a square grid, with the fractions labeling both axes. The diagonal records self-matches and is left out of σ\sigmaσ. The rest of the grid shows the comparisons we are averaging, with each unordered pair appearing twice by symmetry.

At eleven, every square away from the diagonal is empty. At thirteen, six distinct pairs score 1/31/31/3, and one of them is the pair that closes Digit-Partitioning Primes and the Alignment Formula.

 1/13 = 0.|076923|
11/13 = 0.|846153|

The third and sixth digits match, and both matches come back every six places, a pair score of 2/62/62/6.

Pair-score matrices for eleven and thirteen. At eleven only the gold self-match diagonal is filled. At thirteen twelve teal squares represent six unordered pairs with score one third. The digits shared by 1/13 and 11/13 are highlighted below. Pair-score matrices for eleven and thirteen. At eleven only the gold self-match diagonal is filled. At thirteen twelve teal squares represent six unordered pairs with score one third. The digits shared by 1/13 and 11/13 are highlighted below.
The pair grids at eleven and thirteen. Eleven has nothing off its gold diagonal. Thirteen has twelve teal squares, six matching pairs reflected across the diagonal, each agreeing in a third of the positions.

There is an exact test behind this change in the picture. A prime p≥3p\geq3p≥3 that does not divide the base has zero pairwise alignment exactly when it is digit-partitioning, which means

σb(p)=0⟺p≤b+1.\sigma_b(p)=0\quad\Longleftrightarrow\quad p\leq b+1.σb​(p)=0⟺p≤b+1.

When every nonzero remainder emits a different digit, distinct rows cannot agree in any column. Conversely, if two remainders emit the same digit, their fractions match in the first column. That match returns with the period, making their pair score positive. An average of nonnegative scores can be zero only when every one of them is zero.

So the pair statistic detects precisely the failure of digit separation. In decimal, three, seven, and eleven have σ=0\sigma=0σ=0. Every prime above eleven has a positive pair average. Five is outside this test because its decimal fractions terminate.

From a few rows to thousands

At thirteen we can point to every matching pair. Increase the denominator and those isolated squares give way to bands, crossings and fine-grained texture, although the rule behind each square never changes. It still asks how often two fractions show the same digit in the same position.

Six pair-score grids in base ten, for denominators eleven, fifty-three, 151, 601, 2003, and 5003. The grids grow from ten rows to 5002 rows. Teal and gold contrast reveals differences in agreement, with each panel using its own labeled scale in the full gallery. Six pair-score grids in base ten, for denominators eleven, fifty-three, 151, 601, 2003, and 5003. The grids grow from ten rows to 5002 rows. Teal and gold contrast reveals differences in agreement, with each panel using its own labeled scale in the full gallery.
Six pair grids from 11 to 5,003. Eleven is empty apart from its diagonal, 53 is a scatter of isolated squares, 601 is crossed by long diagonal stripes, and by 2,003 and 5,003 the grid has settled into an even texture. Each panel has its own contrast scale.

The gallery runs from ten rows to 5,0025{,}0025,002, with twelve decimal denominators along the way. The largest grid contains just over twenty-five million cells. Four further views keep the denominator at 601601601 and change the base, so we can compare changes in the digit system without changing the number of rows.

The colors in these larger grids do a different job from the yes-or-no highlights above. Nine bands run from lower scores in teal to higher scores in gold, with a neutral band around each panel’s pair average, and a nonlinear scale spreads out the small differences near that average. Zero agreement is blank and the self-match diagonal is gray. Each plate has its own key, so the same color can mean different scores in different plates.

Both axes stay in numerator order. The views on the page are reduced, so open a plate and zoom to see individual cells. Read the pair averages in the captions as you go and they drift toward one over the base, a tenth in decimal and about a half in binary, which is how often two digits picked at random agree. That is an observation from these exact finite tables, not a theorem.

Small grids, from eleven to fifty-three
Synchronized pair-score grid for denominator 11 in base 10, with 10 rows and columns in numerator order. The common period is 2. Nonlinear teal and gold contrast distinguishes scores around the pair mean 0. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 11 in base 10, with 10 rows and columns in numerator order. The common period is 2. Nonlinear teal and gold contrast distinguishes scores around the pair mean 0. Zero scores are blank and self-matches gray.
Denominator 11 in base 10, with 10 rows, 45 pairs and period 2. The pair average is 0, and nothing appears off the diagonal.
Synchronized pair-score grid for denominator 13 in base 10, with 12 rows and columns in numerator order. The common period is 6. Nonlinear teal and gold contrast distinguishes scores around the pair mean 1/33. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 13 in base 10, with 12 rows and columns in numerator order. The common period is 6. Nonlinear teal and gold contrast distinguishes scores around the pair mean 1/33. Zero scores are blank and self-matches gray.
Denominator 13 in base 10, with 12 rows, 66 pairs and period 6. The six matching pairs give a pair average of 1/33.
Synchronized pair-score grid for denominator 31 in base 10, with 30 rows and columns in numerator order. The common period is 15. Nonlinear teal and gold contrast distinguishes scores around the pair mean 2/29. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 31 in base 10, with 30 rows and columns in numerator order. The common period is 15. Nonlinear teal and gold contrast distinguishes scores around the pair mean 2/29. Zero scores are blank and self-matches gray.
Denominator 31 in base 10, with 30 rows, 435 pairs and period 15. The pair average is 2/29, about 0.069.
Synchronized pair-score grid for denominator 53 in base 10, with 52 rows and columns in numerator order. The common period is 13. Nonlinear teal and gold contrast distinguishes scores around the pair mean 55/663. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 53 in base 10, with 52 rows and columns in numerator order. The common period is 13. Nonlinear teal and gold contrast distinguishes scores around the pair mean 55/663. Zero scores are blank and self-matches gray.
Denominator 53 in base 10, with 52 rows, 1,326 pairs and period 13. The pair average is 55/663, about 0.083.
More rows, from seventy-seven to 401
Synchronized pair-score grid for denominator 77 in base 10, with 76 rows and columns in numerator order. The common period is 6. Nonlinear teal and gold contrast distinguishes scores around the pair mean 42/475. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 77 in base 10, with 76 rows and columns in numerator order. The common period is 6. Nonlinear teal and gold contrast distinguishes scores around the pair mean 42/475. Zero scores are blank and self-matches gray.
Denominator 77 in base 10, with 76 rows, 2,850 pairs and period 6. The pair average is 42/475, about 0.088.
Synchronized pair-score grid for denominator 151 in base 10, with 150 rows and columns in numerator order. The common period is 75. Nonlinear teal and gold contrast distinguishes scores around the pair mean 14/149. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 151 in base 10, with 150 rows and columns in numerator order. The common period is 75. Nonlinear teal and gold contrast distinguishes scores around the pair mean 14/149. Zero scores are blank and self-matches gray.
Denominator 151 in base 10, with 150 rows, 11,175 pairs and period 75. The pair average is 14/149, about 0.094.
Synchronized pair-score grid for denominator 251 in base 10, with 250 rows and columns in numerator order. The common period is 50. Nonlinear teal and gold contrast distinguishes scores around the pair mean 8/83. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 251 in base 10, with 250 rows and columns in numerator order. The common period is 50. Nonlinear teal and gold contrast distinguishes scores around the pair mean 8/83. Zero scores are blank and self-matches gray.
Denominator 251 in base 10, with 250 rows, 31,125 pairs and period 50. The pair average is 8/83, about 0.096.
Synchronized pair-score grid for denominator 401 in base 10, with 400 rows and columns in numerator order. The common period is 200. Nonlinear teal and gold contrast distinguishes scores around the pair mean 13/133. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 401 in base 10, with 400 rows and columns in numerator order. The common period is 200. Nonlinear teal and gold contrast distinguishes scores around the pair mean 13/133. Zero scores are blank and self-matches gray.
Denominator 401 in base 10, with 400 rows, 79,800 pairs and period 200. The pair average is 13/133, about 0.098.
Dense grids, from 601 to 5003
Synchronized pair-score grid for denominator 601 in base 10, with 600 rows and columns in numerator order. The common period is 300. Nonlinear teal and gold contrast distinguishes scores around the pair mean 59/599. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 601 in base 10, with 600 rows and columns in numerator order. The common period is 300. Nonlinear teal and gold contrast distinguishes scores around the pair mean 59/599. Zero scores are blank and self-matches gray.
Denominator 601 in base 10, with 600 rows, 179,700 pairs and period 300. The pair average is 59/599, about 0.0985, and long diagonal stripes cross the grid.
Synchronized pair-score grid for denominator 1009 in base 10, with 1008 rows and columns in numerator order. The common period is 252. Nonlinear teal and gold contrast distinguishes scores around the pair mean 12575/126882. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 1009 in base 10, with 1008 rows and columns in numerator order. The common period is 252. Nonlinear teal and gold contrast distinguishes scores around the pair mean 12575/126882. Zero scores are blank and self-matches gray.
Denominator 1,009 in base 10, with 1,008 rows, 507,528 pairs and period 252. The pair average is 12575/126882, about 0.0991.
Synchronized pair-score grid for denominator 2003 in base 10, with 2002 rows and columns in numerator order. The common period is 1001. Nonlinear teal and gold contrast distinguishes scores around the pair mean 199400/2003001. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 2003 in base 10, with 2002 rows and columns in numerator order. The common period is 1001. Nonlinear teal and gold contrast distinguishes scores around the pair mean 199400/2003001. Zero scores are blank and self-matches gray.
Denominator 2,003 in base 10, with 2,002 rows, 2,003,001 pairs and period 1,001. The pair average is 199400/2003001, about 0.0996.
Synchronized pair-score grid for denominator 5003 in base 10, with 5002 rows and columns in numerator order. The common period is 2501. Nonlinear teal and gold contrast distinguishes scores around the pair mean 1248500/12507501. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 5003 in base 10, with 5002 rows and columns in numerator order. The common period is 2501. Nonlinear teal and gold contrast distinguishes scores around the pair mean 1248500/12507501. Zero scores are blank and self-matches gray.
Denominator 5,003 in base 10, with 5,002 rows, 12,507,501 pairs and period 2,501. The pair average is 1248500/12507501, about 0.0998, just short of one tenth.
One denominator in four other bases
Synchronized pair-score grid for denominator 601 in base 2, with 600 rows and columns in numerator order. The common period is 25. Nonlinear teal and gold contrast distinguishes scores around the pair mean 299/599. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 601 in base 2, with 600 rows and columns in numerator order. The common period is 25. Nonlinear teal and gold contrast distinguishes scores around the pair mean 299/599. Zero scores are blank and self-matches gray.
Denominator 601 in base 2, the same 600 rows with period 25. With only two digits to choose from, the pair average is 299/599, just under one half.
Synchronized pair-score grid for denominator 601 in base 3, with 600 rows and columns in numerator order. The common period is 75. Nonlinear teal and gold contrast distinguishes scores around the pair mean 199/599. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 601 in base 3, with 600 rows and columns in numerator order. The common period is 75. Nonlinear teal and gold contrast distinguishes scores around the pair mean 199/599. Zero scores are blank and self-matches gray.
Denominator 601 in base 3, with period 75. The pair average is 199/599, just under one third.
Synchronized pair-score grid for denominator 601 in base 7, with 600 rows and columns in numerator order. The common period is 600. Nonlinear teal and gold contrast distinguishes scores around the pair mean 5083/35940. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 601 in base 7, with 600 rows and columns in numerator order. The common period is 600. Nonlinear teal and gold contrast distinguishes scores around the pair mean 5083/35940. Zero scores are blank and self-matches gray.
Denominator 601 in base 7, with period 600. The pair average is 5083/35940, about 0.141, a little under one seventh.
Synchronized pair-score grid for denominator 601 in base 12, with 600 rows and columns in numerator order. The common period is 75. Nonlinear teal and gold contrast distinguishes scores around the pair mean 49/599. Zero scores are blank and self-matches gray. Synchronized pair-score grid for denominator 601 in base 12, with 600 rows and columns in numerator order. The common period is 75. Nonlinear teal and gold contrast distinguishes scores around the pair mean 49/599. Zero scores are blank and self-matches gray.
Denominator 601 in base 12, with period 75. The pair average is 49/599, about 0.082, a little under one twelfth.

Two thirds, one third at a time

Let the supported factor mmm grow while the digit-partitioning prime ppp stays fixed. The focused part and the pairwise part each approach 1/p1/p1/p, and together they approach 2/p2/p2/p.

For the three-core family, each approaches one third. The golden threshold, 1/φ≈0.6181/\varphi\approx0.6181/φ≈0.618, lies above either component but below their sum of two thirds. Here φ=(1+5)/2\varphi=(1+\sqrt5)/2φ=(1+5​)/2.

The crossing is already there at twelve. Neither 4/114/114/11 nor 3/113/113/11 reaches the threshold, but their sum, 7/117/117/11, does. At 120 the pieces are 40/11940/11940/119 and 39/11939/11939/119, nearly equal thirds, and the total is closer to two thirds.

Stacked bars split alignment at twelve into 4/11 and 3/11, at 120 into 40/119 and 39/119, and at the limit into equal thirds. A dashed golden-threshold line cuts the totals. Of the limiting intervals for prime cores three, seven, and eleven, only the first contains it. Stacked bars split alignment at twelve into 4/11 and 3/11, at 120 into 40/119 and 39/119, and at the limit into equal thirds. A dashed golden-threshold line cuts the totals. Of the limiting intervals for prime cores three, seven, and eleven, only the first contains it.
Focused alignment in gold and pairwise alignment in teal, at 12, at 120 and in the limit. Neither piece reaches the dashed golden line, but together they cross it. Below, the limiting gap from 1/p to 2/p contains the line only for 3.

The limiting gap contains the prescribed threshold when

1p<1φ<2p,\frac1p<\frac1\varphi<\frac2p,p1​<φ1​<p2​,

or equivalently φ<p<2φ\varphi<p<2\varphiφ<p<2φ. Since 2φ≈3.2362\varphi\approx3.2362φ≈3.236, only the primes two and three fit. Two is available in odd bases and gives reference alignment identically one. Among odd primes, three is the only case.

The components stay below the threshold at finite scales too. For an odd prime, Fb(pm)≤1/(p−1)≤1/2F_b(pm)\leq1/(p-1)\leq1/2Fb​(pm)≤1/(p−1)≤1/2, and σb(pm)<1/p\sigma_b(pm)<1/pσb​(pm)<1/p. At p≥5p\geq5p≥5, even their sum is below 2/p≤2/52/p\leq2/52/p≤2/5. No larger odd digit-partitioning prime can make the crossing.

The golden ratio doesn’t own this interval. A threshold of 3/53/53/5 would separate one third from two thirds just as well and shut out every larger odd prime too. What the decomposition supplies is an exact account of the two quantities on either side of whatever line we draw.

Back to seventy-seven

Seventy-seven has neither the equal-digit classes of twelve nor the empty off-diagonal of seven. Its rows include different periods. The fraction 7/77=1/117/77=1/117/77=1/11 repeats 09, while 11/77=1/711/77=1/711/77=1/7 repeats 142857. Comparing six positions accommodates both periods without changing either row’s starting point.

The prime-core formulas do not apply here. Both seven and eleven remain in the denominator after removing the factors of the base, and distinct remainder classes can share digits. We count those partial matches on the common clock. In this table, 756756756 of the 2,8502{,}8502,850 distinct pairs score 1/31/31/3 and the rest score zero, so

σ(77)=756⋅(1/3)2850=42475.\sigma(77)=\frac{756\cdot(1/3)}{2850}=\frac{42}{475}.σ(77)=2850756⋅(1/3)​=47542​.

The full 76-by-76 pair-score grid for denominator seventy-seven. The gold diagonal contains self-matches. There are 1512 teal cells of score one third, representing 756 unordered pairs, with zero agreement everywhere else. The full 76-by-76 pair-score grid for denominator seventy-seven. The gold diagonal contains self-matches. There are 1512 teal cells of score one third, representing 756 unordered pairs, with zero agreement everywhere else.
The full table at seventy-seven, numerators in order on both axes. The solid teal blocks along the diagonal are runs of numerators whose decimals start with the same digit, and every such pair scores one third. The scattered squares are the other 504 matching pairs, and blank squares score zero.
The pair counts in three diagrams

The first diagram follows the three groups at twelve. The second extends the pairwise grids to denominators 31, 53, and 151, where one average conceals increasingly detailed arrangements of matches. The third places the finite three-core scores beside the limiting intervals for the decimal digit-partitioning primes.

The three tail groups at twelve give fifteen agreeing pairs. Their mean equals the terminating-row contribution to the reference score, although twelve of those pairs are nonterminating.
The three tail groups at twelve give fifteen agreeing pairs. Their mean equals the terminating-row contribution to the reference score, although twelve of those pairs are nonterminating.
The grids at eleven and thirteen isolate the first shared digits. The tables for 31, 53, and 151 preserve the locations of the agreements as their patterns become denser.
The grids at eleven and thirteen isolate the first shared digits. The tables for 31, 53, and 151 preserve the locations of the agreements as their patterns become denser.
The three-core totals cross the golden threshold even though their components remain below it. The other decimal digit-partitioning prime cores fall short even at the limit.
The three-core totals cross the golden threshold even though their components remain below it. The other decimal digit-partitioning prime cores fall short even at the limit.
Hamming agreement and related work

Counting equal symbols has an established history. Lempel and Greenberger study Hamming correlation in finite sequence families. Kak and Chatterjee study distances and correlations in reciprocal digit sequences, including shifts of maximum-length sequences. Armstrong and Armstrong describe repetend multiplication and its group structure.

My construction compares the average over every distinct pair in a denominator’s table with the score of one marked reference. For digit-partitioning prime cores, the pair count gives the exact decomposition above without a single-cycle assumption. For a prime denominator, a zero pair average characterizes digit partitioning itself. Those are the results proved in The Coherence Decomposition.

By their reference scores, seven and seventy-seven sit in the same low tier. Erase the self-matches at seven and nothing is left. Do the same at seventy-seven and there are still 756756756 pairs to account for.

Companion paper: The Coherence Decomposition →
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