TOLL

What software pays for, recorded every six hours.

Snapshot
2026-11-01 13:19 UTC
Sweep
daily-2026-10-30 · finished 2026-10-30 13:00 UTC
Listed
29,006

Correlation

Pearson’s r between calls and unique payers is the figure the Ledger has published since observation began. It has ranged 0.11 to 0.91 across 124 snapshots. Over the same snapshots the rank correlation held between 0.65 and 0.87. This page shows why the two disagree, and what follows for anyone publishing an aggregate figure about a market this concentrated.

every figure on this page, as of 2026-11-01 13:19 UTC · method · pinnableCite this page
Correlation between calls and unique payers, Pearson
0.39
as of 2026-11-01 13:19 UTC · method · pinnable · the published figure, computed across every endpoint carrying both counters
The same, on the ranksderived
0.81
as of 2026-11-01 13:19 UTC · method · pinnable · Spearman, which no single endpoint can move by more than one place
The same, outside the top 1% by callsderived
0.52
as of 2026-11-01 13:19 UTC · method · pinnable
The same, with the single largest endpoint removedderived
0.30
as of 2026-11-01 13:19 UTC · method · pinnable · one row of one snapshot removed, nothing else changed
Endpoints measured at both endsderived
8,040
as of 2026-11-01 13:19 UTC · method · pinnable · carrying both counters at the first snapshot and at this one

Four measurements, every snapshot

Does the volume an endpoint takes predict how many parties paid it?

0.000.250.500.751.00rank0.3910 Sep11 Sep12 Sep13 Sep14 Sep15 Sep16 Sep17 Sep18 Sep19 Sep20 Sep21 Sep22 Sep23 Sep24 Sep25 Sep26 Sep27 Sep28 Sep29 Sep30 Sep1 Oct2 Oct3 Oct4 Oct5 Oct6 Oct7 Oct8 Oct9 Oct10 Oct11 Oct12 Oct13 Oct1 Nov
Pearson's r as the solid line, the rank correlation as the dashed one, on one axis from zero to one. Every snapshot since 2026-09-10 is a mark. The two are computed from the same two columns of the same rows at each snapshot.

Pearson as published; the rank correlation, Spearman on the ranks of the same two columns; Pearson recomputed across every endpoint outside the top 1% by calls; and Pearson across the 8,040 endpoints carrying both counters at the first snapshot and at this one, which is the same set of endpoints throughout and so cannot move because the index changed shape.

Pearson, rank, trimmed and fixed-cohort correlation at every snapshot, with the number of endpoints carrying both counters
snapshot, UTCendpoints with both countersPearsonrankPearson, outside the top 1%Pearson, same endpoints throughout
28,2590.3890.8100.5160.353
28,0380.3920.8110.5090.356
31,1170.8900.8360.5410.903
32,7570.9050.8470.5490.917
31,4830.9030.8630.5560.915
32,2410.9100.8600.5520.922
32,0580.9090.8570.5530.919
32,1760.9080.8610.5530.918
31,8850.9040.8610.5530.914
31,9520.9030.8620.5590.912
32,0230.8990.8620.5610.908
33,5990.8970.8650.5550.906
34,4260.8960.8700.5550.905
34,6070.8950.8700.5580.904
33,6520.8950.8690.5610.903
33,6700.8930.8720.5820.902
33,7820.8920.8730.5750.901
33,4230.8900.8270.5720.898
34,1690.8890.8220.5650.897
35,3000.8870.8220.5640.896
35,1070.8870.8150.5740.895
34,7650.8840.8150.5840.893
34,9280.8810.7960.5830.890
34,7090.8800.7830.5790.889
33,7110.8790.8000.5820.887
34,2400.8760.7980.5830.884
33,1080.8740.7930.5890.882
27,1710.8680.7680.5740.877
28,5660.8670.7740.5740.875
23,6260.8630.7390.5660.871
24,4990.8460.7560.5610.869
24,3190.8430.7620.5680.867
24,3010.8410.7650.5700.866
22,9990.8390.7560.5590.863
22,8230.8200.7520.5570.861
21,8320.7410.7320.5530.858
21,2860.7410.7370.5550.858
19,9160.7420.7270.5360.859
19,6710.7440.7160.5330.861
19,6970.7440.7110.5380.862
18,7840.7380.6740.5460.856
19,0570.7280.6590.5490.849
19,0690.7190.6620.5590.847
19,1060.7140.6590.5620.842
19,0440.7040.6550.5700.834
18,9330.6920.6520.5770.822
18,1140.6790.6670.5770.807
17,6610.6580.6600.5680.781
17,6020.6410.6580.5700.775
17,4820.6350.6680.5690.769
17,3910.6190.6720.5610.758
17,4860.6110.6760.5650.752
17,5380.6020.6770.5630.744
17,5440.5890.6820.5620.729
17,6220.5830.6830.5660.722
17,5230.5750.6830.5700.707
17,4750.5750.6950.5680.707
17,4070.5720.6970.5710.708
17,4020.5700.6940.5650.708
17,1310.5690.6940.5580.709
17,0520.5530.6960.5560.695
16,8250.5340.6960.5550.677
16,6870.5240.6960.5470.673
16,6010.5140.6970.5450.670
16,5810.5090.6990.5480.665
16,5570.5060.7000.5600.662
15,6150.5010.6910.5430.656
15,6220.4970.6910.5540.651
15,5210.4960.6910.5540.650
15,2960.4390.6900.5540.646
15,1930.3950.6960.5510.642
15,1430.3920.6940.5420.639
15,1870.3790.6960.5440.636
15,1490.3470.6960.5420.633
15,1220.3300.6980.5420.627
14,9420.2980.6970.5380.611
14,9210.2180.6990.5380.601
14,9110.5880.6990.5420.591
14,8670.5790.6970.5370.582
14,7730.5720.6970.5310.575
14,4230.5600.6940.5250.563
15,6230.5420.6980.5380.545
15,6050.5250.6970.5430.529
15,6220.5170.6960.5420.522
15,5850.5010.6960.5450.507
15,6180.4980.6950.5460.504
15,6800.4850.6950.5510.494
15,7010.4820.6950.5480.491
15,8250.4670.6920.5460.477
15,8280.4650.6910.5410.475
15,7100.4590.6810.5380.460
15,7320.4530.6810.5400.455
15,7400.4520.6740.5440.454
15,7570.4520.6750.5420.454
16,0180.4510.6760.5500.453
16,0370.4500.6760.5610.451
15,7820.4480.6750.5600.450
15,5690.4460.6750.5690.448
15,5330.4460.6750.5720.448
15,3280.4000.6610.5750.402
15,3780.3980.6590.5660.400
15,3340.3980.6560.5600.400
15,2840.3210.6560.5450.322
14,5570.2280.6540.5310.228
14,5490.1830.6570.5330.183
14,5860.1590.6590.5300.158
14,5690.1510.6600.5290.151
14,5690.1510.6600.5290.151
14,5690.1510.6600.5290.151
14,4960.1430.6540.5310.142
14,5150.1430.6540.5310.142
14,5320.1200.6510.5410.119
14,5260.1150.6520.5330.114
14,2940.1130.6510.5340.112
14,2680.1120.6500.5370.111
14,2520.1110.6480.5400.110
14,2540.1110.6480.5400.110
14,2410.1110.6450.5470.110
14,1850.1110.6460.5410.110
14,2770.1110.6460.5480.110
14,2860.1110.6460.5480.110
14,2860.1110.6460.5480.110
14,3010.1110.6460.5410.110
14,3040.1110.6460.5490.110

The last two columns are the two explanations that do not hold. The same 8,040 endpoints, measured at both ends, move from 0.110 to 0.353: the rise is not the index changing composition. Outside the top 1% by calls the figure holds near 0.52 throughout: the rise is not the index as a whole.

The endpoint that carries the figure

Removing the single largest endpoint by calls takes Pearson from 0.39 to 0.30. That endpoint is q verdict resource on www.ax1.vc, paying to 0x7284D4…2d299C. Between and its counters went from 3,147 calls and 246 payers to 117,219 calls and 477 payers, 14.9% of all calls counted. It is now the largest endpoint on both axes at once, which is the one arrangement that pulls a linear correlation up.

Every observation of the endpoint that carries the correlation
snapshot, UTCcalls, 30dunique payers, 30dshare of all calls counted
117,21947714.9%
118,67747715.2%
387,3463,87541.1%
394,0554,33441.8%
400,2634,34242.5%
405,5624,65043.0%
407,7814,65443.4%
408,5794,66743.5%
409,8604,67643.4%
410,3734,67643.5%
407,6164,68543.5%
402,6184,69243.2%
397,5374,68942.8%
392,7944,71042.6%
390,2084,75042.6%
389,6734,75142.8%
387,8394,75142.8%
380,1784,75142.7%
376,7124,75142.5%
368,9094,74942.1%
365,1484,74842.1%
359,0924,74741.8%
354,7494,74741.8%
354,7494,74741.9%
354,7134,74742.1%
354,7054,74742.2%
343,7194,74041.5%
318,3444,67440.5%
313,4214,63840.2%
307,9964,63540.0%
307,0744,62738.2%
303,9914,62538.1%
299,5704,62537.8%
299,1334,62537.8%
296,3774,62536.6%
294,9524,62232.7%
294,7224,62132.7%
294,5934,62032.7%
293,6144,61932.9%
291,5924,61832.8%
290,2674,61833.1%
282,2174,61532.3%
271,9094,58931.5%
269,4374,55531.3%
264,4904,44931.1%
261,6544,28731.0%
260,0804,11230.9%
258,2113,74231.0%
242,1713,73629.7%
228,9203,67729.0%
219,1253,57828.1%
215,4793,49527.8%
212,7913,40727.5%
209,4933,24727.2%
207,5803,16127.0%
205,1553,00327.0%
205,0382,98327.0%
201,7642,97426.8%
200,1182,96226.7%
197,4622,94526.5%
191,9492,83026.0%
186,1792,70925.4%
178,7522,69424.7%
176,6002,66624.4%
174,9072,61724.3%
173,2072,58424.1%
173,0722,56224.1%
172,8982,55024.1%
172,7802,54124.2%
172,5962,52822.6%
170,6562,52221.5%
170,5792,51521.3%
170,0752,51220.9%
168,4352,51119.8%
168,1032,50619.4%
155,4642,50117.8%
141,6912,49614.1%
132,4372,47927.1%
127,8372,46726.4%
121,1442,45025.3%
113,1982,41924.1%
104,3982,33422.6%
99,1352,26421.6%
96,5412,25621.1%
92,3472,20520.4%
91,0132,20120.1%
84,7032,19118.8%
82,7352,19118.4%
76,5852,17617.3%
75,4242,17617.1%
69,9382,17316.9%
67,8222,16916.5%
66,9242,16816.4%
66,0982,16816.3%
65,3742,16416.1%
64,5012,16215.9%
64,1252,16115.6%
63,3192,16015.5%
63,2212,16015.5%
53,8212,00613.6%
52,6791,98713.4%
52,0381,98513.3%
39,0551,75910.3%
26,3411,3087.2%
22,2549526.1%
19,6307365.5%
17,0547344.8%
17,0547344.8%
17,0547344.8%
13,5507173.8%
13,5507173.8%
9,3744062.7%
8,1373222.3%
5,9822901.7%
5,1042771.5%
4,2502551.2%
4,2502551.2%
3,6802471.1%
3,1472460.9%
3,1472460.9%
3,1472460.9%
3,1472460.9%
3,1472460.9%
3,1472460.9%

What makes it a single point rather than a trend is the endpoints ranked below it. At this snapshot they carry 298, 157 and 17 payers against 477.

The four largest endpoints by calls at this snapshot, with their payer counts
endpointhostcalls, 30dunique payers, 30d
q verdict resourcewww.ax1.vc117,219477
chat completionsblockrun.ai94,088298
exa searchstableenrich.dev29,606157
activities smarttraders smartmoneyx402.sniperx.fun22,60117

Why the two figures disagree

Pearson’s r measures linear association between two quantities, and each observation enters it weighted by how far it sits from the mean of both. A point at the extreme of both axes therefore contributes more than thousands of ordinary ones. The rank correlation asks a different question, whether endpoints that rank high on calls also rank high on payers, and a single endpoint can move a rank by at most one place. Neither is wrong; they answer different questions, and on these two counters they currently give 0.39 and 0.81.

The consequence is general. 80.4% of all calls counted sit in 1% of endpoints (concentration). In a market shaped like that, a linear correlation across the whole index is hostage to whichever endpoint is currently largest, and it will move when that endpoint’s usage moves whether or not anything else has. An aggregate figure published about this market without a rank or trimmed figure beside it says less about the market than about its biggest participant. TOLL publishes Pearson because it published Pearson from the first snapshot and a published figure is never restated; the other three measurements are published beside it, and the sentence each page states is chosen from the value rather than written once.

A figure moving by more than 0.05 when one endpoint is removed is the threshold at which the pages say so. At this snapshot the move is 0.09.

Why this was findable at all

Every counter on every endpoint at every snapshot is kept and never overwritten. That is what made the fourth column possible: the set of endpoints carrying both counters on could be reconstructed after the question was asked, and the correlation recomputed across only those endpoints at every snapshot in between. None of that was planned for; it fell out of keeping the rows.

A change log cannot answer this question. A log records that a value moved and when, which is enough to notice the rise and nothing more: the rows it would need to recompute a fixed cohort, or to trim the top 1%, or to remove one endpoint and try again, were never kept. The difference between recording that something changed and recording what every value was is the difference between seeing this and not (the comparison).

Cite this page

The pinned URL below renders this page from the snapshot of 2026-11-01 13:19 UTC and does not change; the live page does, every six hours. Data reuse is under CC BY 4.0 (terms).

Plain text

TOLL, "Correlation", snapshot of 2026-11-01 13:19 UTC. https://tollindex.com/ledger/correlation/at/2026-11-01T13-19Z. Accessed [access date].

BibTeX

@misc{toll-ledger-correlation-2026-11-01T13-19Z,
  author = {TOLL},
  title = {Correlation},
  howpublished = {\url{https://tollindex.com/ledger/correlation/at/2026-11-01T13-19Z}},
  year = {2026},
  month = {11},
  note = {Pinned view of the snapshot of 2026-11-01 13:19 UTC. Accessed [access date].}
}

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