The following table illustrates the performance of residual arithmetic.
The dimension of the spline space on the generic double Clough-Tocher
split, for r=3 and d=10 is 184. It was computed
using three consecutive prime numbers. The table gives the top one of
those prime numbers, and the color indicates the result, as follows:
Red:
All
entries in the linear system have at least one of their residuals
equal to zero. This makes Gaussian Elimination impossible and the
matrix is considered to have rank 0.
Purple:
The computed dimension is too high. Some non-zero numbers in the linear
system are treated as being zero.
Cyan:
The dimension is computed correctly. However, some entries in the
linear systems have a mixture of zero and non-zero residuals. The
program recognizes this as a potential problem. Numbers with mixed
residuals are considered non-zero, but they cannot serve as pivots.
Green:
The dimension is computed correctly and all non-zero entries in the linear system have three non-zero residuals. This is the expected and desired situation.
The smallest triple of primes having these properties are 2423, 2437, 2441.
5
7
11
13
17
19
23
29
31
37
41
43
47
53
59
61
67
71
73
79
83
89
97
101
103
107
109
113
127
131
137
139
149
151
157
163
167
173
179
181
191
193
197
199
211
223
227
229
233
239
241
251
257
263
269
271
277
281
283
293
307
311
313
317
331
337
347
349
353
359
367
373
379
383
389
397
401
409
419
421
431
433
439
443
449
457
461
463
467
479
487
491
499
503
509
521
523
541
547
557
563
569
571
577
587
593
599
601
607
613
617
619
631
641
643
647
653
659
661
673
677
683
691
701
709
719
727
733
739
743
751
757
761
769
773
787
797
809
811
821
823
827
829
839
853
857
859
863
877
881
883
887
907
911
919
929
937
941
947
953
967
971
977
983
991
997
1009
1013
1019
1021
1031
1033
1039
1049
1051
1061
1063
1069
1087
1091
1093
1097
1103
1109
1117
1123
1129
1151
1153
1163
1171
1181
1187
1193
1201
1213
1217
1223
1229
1231
1237
1249
1259
1277
1279
1283
1289
1291
1297
1301
1303
1307
1319
1321
1327
1361
1367
1373
1381
1399
1409
1423
1427
1429
1433
1439
1447
1451
1453
1459
1471
1481
1483
1487
1489
1493
1499
1511
1523
1531
1543
1549
1553
1559
1567
1571
1579
1583
1597
1601
1607
1609
1613
1619
1621
1627
1637
1657
1663
1667
1669
1693
1697
1699
1709
1721
1723
1733
1741
1747
1753
1759
1777
1783
1787
1789
1801
1811
1823
1831
1847
1861
1867
1871
1873
1877
1879
1889
1901
1907
1913
1931
1933
1949
1951
1973
1979
1987
1993
1997
1999
2003
2011
2017
2027
2029
2039
2053
2063
2069
2081
2083
2087
2089
2099
2111
2113
2129
2131
2137
2141
2143
2153
2161
2179
2203
2207
2213
2221
2237
2239
2243
2251
2267
2269
2273
2281
2287
2293
2297
2309
2311
2333
2339
2341
2347
2351
2357
2371
2377
2381
2383
2389
2393
2399
2411
2417
2423
2437
2441
2447
2459
2467
2473
2477
2503
2521
2531
2539
2543
2549
2551
2557
2579
2591
2593
2609
2617
2621
2633
2647
2657
2659
2663
2671
2677
2683
2687
2689
2693
2699
2707
2711
2713
2719
2729
2731
2741
2749
2753
2767
2777
2789
2791
2797
2801
2803
2819
2833
2837
2843
2851
2857
2861
2879
2887
2897
2903
2909
2917
2927
2939
2953
2957
2963
2969
2971
2999
3001
3011
3019
3023
3037
3041
3049
3061
3067
3079
3083
3089
3109
3119
3121
3137
3163
3167
3169
3181
3187
3191
3203
3209
3217
3221
3229
3251
3253
3257
3259
3271
3299
3301
3307
3313
3319
3323
3329
3331
3343
3347
3359
3361
3371
3373
3389
3391
3407
3413
3433
3449
5003
5009
5011
5021
5023
5039
5051
5059
5077
5081
5087
5099
5101
5107
5113
5119
5147
5153
5167
5171
10007
10009
10037
10039
10061
10067
10069
10079
10091
10093
10099
10103
10111
10133
10139
10141
10151
10159
10163
10169
20011
20021
20023
20029
20047
20051
20063
20071
20089
20101
20107
20113
20117
20123
20129
20143
20147
20149
20161
20173
40009
40013
40031
40037
40039
40063
40087
40093
40099
40111
40123
40127
40129
40151
40153
40163
40169
40177
40189
40193
80021
80039
80051
80071
80077
80107
80111
80141
80147
80149
80153
80167
80173
80177
80191
80207
80209
80221
80231
80233
160001
160009
160019
160031
160033
160049
160073
160079
160081
160087
160091
160093
160117
160141
160159
160163
160169
160183
160201
160207
320009
320011
320027
320039
320041
320053
320057
320063
320081
320083
320101
320107
320113
320119
320141
320143
320149
320153
320179
320209
640007
640009
640019
640027
640039
640043
640049
640061
640069
640099
640109
640121
640127
640139
640151
640153
640163
640193
640219
640223
1000003
1000033
1000037
1000039
1000081
1000099
1000117
1000121
1000133
1000151
1000159
1000171
1000183
1000187
1000193
1000199
1000211
1000213
1000231
1000249
Notes
The Table contains all primes through 3449, and selected ranges of larger primes.
The linear system being analyzed comprises 324 equations in 448 variables. Its rank is 282.
It's not surprising that for the small prime numbers illustrated in the table the computed dimension is not always correct.
On the other hand, note that the dimension is often computed correctly even though the residuals suggest that there is a problem.
For large prime numbers the residuals are all non-zero, as one would expect.
It is remarkable that the primes for which the dimension is overestimated occur in blocks.