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Suffix match length (bits)
Fit to analytical expectation
Expected distribution assumes MD5 acts like a random function. The trailing run of matching bits has the same truncated-geometric distribution as the leading run, by exchangeability of bit positions.
Expected (now) scales that analytical distribution to the hashes computed so far; Expected (end) scales it to the full 2128 keyspace. Residual is the Pearson residual (Observed − Expected) / √Expected in units of σ. A p-value near 1 means the observed distribution is consistent with random; near 0 means it is statistically surprising.
Distribution moments
| Observed | Expected | |
|---|---|---|
| Mean | 1.000 | 1.000 |
| Std. deviation | 1.414 | 1.414 |
Pearson χ² test
| Samples | 11,625,389,843,546,112 |
| Reduced χ² | 1.080 |
| Degrees of freedom | 51 |
| p-value | 0.323 |
Per-bucket detail
| Bucket | Observed | Expected (now) | Expected (end) | Residual |
|---|---|---|---|---|
| 0 | 5,812,694,954,799,139 | 5,812,694,921,773,056 | 170,141,183,460,469,231,731,687,303,715,884,105,728 | +0.43σ |
| 1 | 2,906,347,446,333,592 | 2,906,347,460,886,528 | 85,070,591,730,234,615,865,843,651,857,942,052,864 | −0.27σ |
| 2 | 1,453,173,674,469,883 | 1,453,173,730,443,264 | 42,535,295,865,117,307,932,921,825,928,971,026,432 | −1.47σ |
| 3 | 726,586,895,521,866 | 726,586,865,221,632 | 21,267,647,932,558,653,966,460,912,964,485,513,216 | +1.12σ |
| 4 | 363,293,410,769,224 | 363,293,432,610,816 | 10,633,823,966,279,326,983,230,456,482,242,756,608 | −1.15σ |
| 5 | 181,646,748,704,981 | 181,646,716,305,408 | 5,316,911,983,139,663,491,615,228,241,121,378,304 | +2.40σ |
| 6 | 90,823,357,741,938 | 90,823,358,152,704 | 2,658,455,991,569,831,745,807,614,120,560,689,152 | −0.04σ |
| 7 | 45,411,687,230,593 | 45,411,679,076,352 | 1,329,227,995,784,915,872,903,807,060,280,344,576 | +1.21σ |
| 8 | 22,705,839,669,518 | 22,705,839,538,176 | 664,613,997,892,457,936,451,903,530,140,172,288 | +0.03σ |
| 9 | 11,352,913,257,984 | 11,352,919,769,088 | 332,306,998,946,228,968,225,951,765,070,086,144 | −1.93σ |
| 10 | 5,676,460,135,002 | 5,676,459,884,544 | 166,153,499,473,114,484,112,975,882,535,043,072 | +0.11σ |
| 11 | 2,838,226,556,041 | 2,838,229,942,272 | 83,076,749,736,557,242,056,487,941,267,521,536 | −2.01σ |
| 12 | 1,419,115,373,944 | 1,419,114,971,136 | 41,538,374,868,278,621,028,243,970,633,760,768 | +0.34σ |
| 13 | 709,556,690,504 | 709,557,485,568 | 20,769,187,434,139,310,514,121,985,316,880,384 | −0.94σ |
| 14 | 354,776,905,828 | 354,778,742,784 | 10,384,593,717,069,655,257,060,992,658,440,192 | −3.08σ |
| 15 | 177,390,266,437 | 177,389,371,392 | 5,192,296,858,534,827,628,530,496,329,220,096 | +2.13σ |
| 16 | 88,694,381,179 | 88,694,685,696 | 2,596,148,429,267,413,814,265,248,164,610,048 | −1.02σ |
| 17 | 44,347,282,073 | 44,347,342,848 | 1,298,074,214,633,706,907,132,624,082,305,024 | −0.29σ |
| 18 | 22,173,838,458 | 22,173,671,424 | 649,037,107,316,853,453,566,312,041,152,512 | +1.12σ |
| 19 | 11,086,888,184 | 11,086,835,712 | 324,518,553,658,426,726,783,156,020,576,256 | +0.50σ |
| 20 | 5,543,394,114 | 5,543,417,856 | 162,259,276,829,213,363,391,578,010,288,128 | −0.32σ |
| 21 | 2,771,658,955 | 2,771,708,928 | 81,129,638,414,606,681,695,789,005,144,064 | −0.95σ |
| 22 | 1,385,848,966 | 1,385,854,464 | 40,564,819,207,303,340,847,894,502,572,032 | −0.15σ |
| 23 | 692,919,579 | 692,927,232 | 20,282,409,603,651,670,423,947,251,286,016 | −0.29σ |
| 24 | 346,454,661 | 346,463,616 | 10,141,204,801,825,835,211,973,625,643,008 | −0.48σ |
| 25 | 173,226,307 | 173,231,808 | 5,070,602,400,912,917,605,986,812,821,504 | −0.42σ |
| 26 | 86,611,576 | 86,615,904 | 2,535,301,200,456,458,802,993,406,410,752 | −0.47σ |
| 27 | 43,313,020 | 43,307,952 | 1,267,650,600,228,229,401,496,703,205,376 | +0.77σ |
| 28 | 21,648,438 | 21,653,976 | 633,825,300,114,114,700,748,351,602,688 | −1.19σ |
| 29 | 10,826,117 | 10,826,988 | 316,912,650,057,057,350,374,175,801,344 | −0.26σ |
| 30 | 5,414,426 | 5,413,494 | 158,456,325,028,528,675,187,087,900,672 | +0.40σ |
| 31 | 2,706,054 | 2,706,747 | 79,228,162,514,264,337,593,543,950,336 | −0.42σ |
| 32 | 1,353,854 | 1,353,374 | 39,614,081,257,132,168,796,771,975,168 | +0.41σ |
| 33 | 676,352 | 676,687 | 19,807,040,628,566,084,398,385,987,584 | −0.41σ |
| 34 | 339,170 | 338,343 | 9,903,520,314,283,042,199,192,993,792 | +1.42σ |
| 35 | 169,171 | 169,172 | 4,951,760,157,141,521,099,596,496,896 | −0.00σ |
| 36 | 84,588 | 84,586 | 2,475,880,078,570,760,549,798,248,448 | +0.01σ |
| 37 | 42,280 | 42,293 | 1,237,940,039,285,380,274,899,124,224 | −0.06σ |
| 38 | 20,961 | 21,146 | 618,970,019,642,690,137,449,562,112 | −1.28σ |
| 39 | 10,544 | 10,573 | 309,485,009,821,345,068,724,781,056 | −0.28σ |
| 40 | 5,234 | 5,287 | 154,742,504,910,672,534,362,390,528 | −0.72σ |
| 41 | 2,698 | 2,643 | 77,371,252,455,336,267,181,195,264 | +1.06σ |
| 42 | 1,340 | 1,322 | 38,685,626,227,668,133,590,597,632 | +0.50σ |
| 43 | 685 | 661 | 19,342,813,113,834,066,795,298,816 | +0.94σ |
| 44 | 351 | 330 | 9,671,406,556,917,033,397,649,408 | +1.13σ |
| 45 | 146 | 165 | 4,835,703,278,458,516,698,824,704 | −1.49σ |
| 46 | 86 | 83 | 2,417,851,639,229,258,349,412,352 | +0.37σ |
| 47 | 38 | 41 | 1,208,925,819,614,629,174,706,176 | −0.51σ |
| 48 | 17 | 21 | 604,462,909,807,314,587,353,088 | −0.80σ |
| 49 | 6 | 10 | 302,231,454,903,657,293,676,544 | −1.35σ |
| 50 | 5 | 5 | 151,115,727,451,828,646,838,272 | −0.07σ |
| 51 | 3 | 3 | 75,557,863,725,914,323,419,136 | +0.26σ |
| 52 | 2 | 1 | 37,778,931,862,957,161,709,568 | +0.62σ |
| 53 | 0 | 1 | 18,889,465,931,478,580,854,784 | −0.80σ |
| 54 | 0 | 0 | 9,444,732,965,739,290,427,392 | −0.57σ |
| 55 | 0 | 0 | 4,722,366,482,869,645,213,696 | −0.40σ |
| 56 | 0 | 0 | 2,361,183,241,434,822,606,848 | −0.28σ |
| 57 | 0 | 0 | 1,180,591,620,717,411,303,424 | −0.20σ |
| 58 | 0 | 0 | 590,295,810,358,705,651,712 | −0.14σ |
| 59 | 0 | 0 | 295,147,905,179,352,825,856 | −0.10σ |
| 60 | 0 | 0 | 147,573,952,589,676,412,928 | −0.07σ |
| 61 | 0 | 0 | 73,786,976,294,838,206,464 | −0.05σ |
| 62 | 0 | 0 | 36,893,488,147,419,103,232 | −0.04σ |
| 63 | 0 | 0 | 18,446,744,073,709,551,616 | −0.03σ |
| 64 | 0 | 0 | 9,223,372,036,854,775,808 | −0.02σ |
| 65 | 0 | 0 | 4,611,686,018,427,387,904 | −0.01σ |
| 66 | 0 | 0 | 2,305,843,009,213,693,952 | −0.01σ |
| 67 | 0 | 0 | 1,152,921,504,606,846,976 | −0.01σ |
| 68 | 0 | 0 | 576,460,752,303,423,488 | −0.00σ |
| 69 | 0 | 0 | 288,230,376,151,711,744 | −0.00σ |
| 70 | 0 | 0 | 144,115,188,075,855,872 | −0.00σ |
| 71 | 0 | 0 | 72,057,594,037,927,936 | −0.00σ |
| 72 | 0 | 0 | 36,028,797,018,963,968 | −0.00σ |
| 73 | 0 | 0 | 18,014,398,509,481,984 | −0.00σ |
| 74 | 0 | 0 | 9,007,199,254,740,992 | −0.00σ |
| 75 | 0 | 0 | 4,503,599,627,370,496 | −0.00σ |
| 76 | 0 | 0 | 2,251,799,813,685,248 | −0.00σ |
| 77 | 0 | 0 | 1,125,899,906,842,624 | −0.00σ |
| 78 | 0 | 0 | 562,949,953,421,312 | −0.00σ |
| 79 | 0 | 0 | 281,474,976,710,656 | −0.00σ |
| 80 | 0 | 0 | 140,737,488,355,328 | −0.00σ |
| 81 | 0 | 0 | 70,368,744,177,664 | −0.00σ |
| 82 | 0 | 0 | 35,184,372,088,832 | −0.00σ |
| 83 | 0 | 0 | 17,592,186,044,416 | −0.00σ |
| 84 | 0 | 0 | 8,796,093,022,208 | −0.00σ |
| 85 | 0 | 0 | 4,398,046,511,104 | −0.00σ |
| 86 | 0 | 0 | 2,199,023,255,552 | −0.00σ |
| 87 | 0 | 0 | 1,099,511,627,776 | −0.00σ |
| 88 | 0 | 0 | 549,755,813,888 | −0.00σ |
| 89 | 0 | 0 | 274,877,906,944 | −0.00σ |
| 90 | 0 | 0 | 137,438,953,472 | −0.00σ |
| 91 | 0 | 0 | 68,719,476,736 | −0.00σ |
| 92 | 0 | 0 | 34,359,738,368 | −0.00σ |
| 93 | 0 | 0 | 17,179,869,184 | −0.00σ |
| 94 | 0 | 0 | 8,589,934,592 | −0.00σ |
| 95 | 0 | 0 | 4,294,967,296 | −0.00σ |
| 96 | 0 | 0 | 2,147,483,648 | −0.00σ |
| 97 | 0 | 0 | 1,073,741,824 | −0.00σ |
| 98 | 0 | 0 | 536,870,912 | −0.00σ |
| 99 | 0 | 0 | 268,435,456 | −0.00σ |
| 100 | 0 | 0 | 134,217,728 | −0.00σ |
| 101 | 0 | 0 | 67,108,864 | −0.00σ |
| 102 | 0 | 0 | 33,554,432 | −0.00σ |
| 103 | 0 | 0 | 16,777,216 | −0.00σ |
| 104 | 0 | 0 | 8,388,608 | −0.00σ |
| 105 | 0 | 0 | 4,194,304 | −0.00σ |
| 106 | 0 | 0 | 2,097,152 | −0.00σ |
| 107 | 0 | 0 | 1,048,576 | −0.00σ |
| 108 | 0 | 0 | 524,288 | −0.00σ |
| 109 | 0 | 0 | 262,144 | −0.00σ |
| 110 | 0 | 0 | 131,072 | −0.00σ |
| 111 | 0 | 0 | 65,536 | −0.00σ |
| 112 | 0 | 0 | 32,768 | −0.00σ |
| 113 | 0 | 0 | 16,384 | −0.00σ |
| 114 | 0 | 0 | 8,192 | −0.00σ |
| 115 | 0 | 0 | 4,096 | −0.00σ |
| 116 | 0 | 0 | 2,048 | −0.00σ |
| 117 | 0 | 0 | 1,024 | −0.00σ |
| 118 | 0 | 0 | 512 | −0.00σ |
| 119 | 0 | 0 | 256 | −0.00σ |
| 120 | 0 | 0 | 128 | −0.00σ |
| 121 | 0 | 0 | 64 | −0.00σ |
| 122 | 0 | 0 | 32 | −0.00σ |
| 123 | 0 | 0 | 16 | −0.00σ |
| 124 | 0 | 0 | 8 | −0.00σ |
| 125 | 0 | 0 | 4 | −0.00σ |
| 126 | 0 | 0 | 2 | −0.00σ |
| 127 | 0 | 0 | 1 | −0.00σ |
| 128 | 0 | 0 | 1 | −0.00σ |