diff --git a/ipynb/TruncatablePrimes.ipynb b/ipynb/TruncatablePrimes.ipynb index 4397e19..8ba4587 100644 --- a/ipynb/TruncatablePrimes.ipynb +++ b/ipynb/TruncatablePrimes.ipynb @@ -40,7 +40,7 @@ "def left_truncatable_primes(starting_primes=[2, 3, 5, 7]) -> list[int]:\n", " \"\"\"All left-truncatable primes, in ascending order.\"\"\"\n", " candidates = [int(d + str(p)) for d in \"123456789\" for p in starting_primes]\n", - " new_primes = list(filter(isprime, candidates))\n", + " new_primes = [n for n in candidates if isprime(n)]\n", " return starting_primes + (left_truncatable_primes(new_primes) if new_primes else [])" ] }, @@ -546,12 +546,12 @@ { "data": { "text/plain": [ - "{3: 1.4553237025147137,\n", - " 4: 0.5076430372271561,\n", - " 5: 0.1345167870334638,\n", - " 6: 0.04226359478965734,\n", - " 7: 0.00642047704144418,\n", - " 8: 0.003178908998431738,\n", + "{3: 1.5219868933421978,\n", + " 4: 0.44898977301072585,\n", + " 5: 0.15980955110048164,\n", + " 6: 0.02713174088102189,\n", + " 7: 0.007483109552723852,\n", + " 8: 0.003178740582981023,\n", " 9: 0.0,\n", " 10: 0.0,\n", " 11: 0.0,\n", @@ -587,8 +587,8 @@ "{3: 0.0,\n", " 4: 0.0,\n", " 5: 0.0,\n", - " 6: 0.0,\n", - " 7: 0.0010682505261133842,\n", + " 6: 0.001082461951462406,\n", + " 7: 0.0,\n", " 8: 0.0,\n", " 9: 0.0,\n", " 10: 0.0,\n", @@ -610,7 +610,7 @@ "id": "61ee44c3-f963-4fb1-ac20-4a27adc90f83", "metadata": {}, "source": [ - "In some runs this produces no false primes; in some runs a few get through. \n", + "In some runs this produces no false primes; in some runs one or two get through. \n", "\n", "There are a few numbers, called [**Carmichael numbers**](https://en.wikipedia.org/wiki/Carmichael_number), that have a particularly high false prime percentage. We can test some of them:" ] @@ -624,17 +624,17 @@ { "data": { "text/plain": [ - "{561: 58.6,\n", + "{561: 55.4,\n", " 1105: 68.8,\n", - " 1729: 74.4,\n", - " 2465: 72.7,\n", - " 2821: 77.9,\n", - " 6601: 81.2,\n", - " 8911: 80.6,\n", - " 41041: 71.3,\n", - " 101101: 71.3,\n", - " 825265: 61.4,\n", - " 321197185: 66.5}" + " 1729: 77.0,\n", + " 2465: 76.2,\n", + " 2821: 76.6,\n", + " 6601: 81.7,\n", + " 8911: 80.0,\n", + " 41041: 68.2,\n", + " 101101: 70.3,\n", + " 825265: 59.4,\n", + " 321197185: 68.6}" ] }, "execution_count": 18, @@ -653,7 +653,7 @@ "id": "4ecd2289-66d5-4b0f-ac00-5db0ad92dde9", "metadata": {}, "source": [ - "That seems seriously bad; they all are above 50% error rate. But if we set `k=100`, we eliminate most (and on some runs all) of the errors:" + "That seems seriously bad; they all are above 50% error rate. But if we set `k=50`, we eliminate most (and on some runs all) of the errors:" ] }, { @@ -684,7 +684,7 @@ } ], "source": [ - "{n: false_prime_percent(n, n + 1, k=100, repeat=10_000) for n in carmichael_numbers}" + "{n: false_prime_percent(n, n + 1, k=50, repeat=10_000) for n in carmichael_numbers}" ] }, { @@ -752,7 +752,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -783,8 +783,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.2 ms, sys: 1 μs, total: 1.2 ms\n", - "Wall time: 1.2 ms\n" + "CPU times: user 1.25 ms, sys: 0 ns, total: 1.25 ms\n", + "Wall time: 1.25 ms\n" ] } ], @@ -802,8 +802,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 3.43 ms, sys: 0 ns, total: 3.43 ms\n", - "Wall time: 3.43 ms\n" + "CPU times: user 3.47 ms, sys: 0 ns, total: 3.47 ms\n", + "Wall time: 3.47 ms\n" ] } ],