diff --git a/ipynb/TruncatablePrimes.ipynb b/ipynb/TruncatablePrimes.ipynb
index 0ffad83..d631c79 100644
--- a/ipynb/TruncatablePrimes.ipynb
+++ b/ipynb/TruncatablePrimes.ipynb
@@ -324,7 +324,7 @@
"source": [
"There are 13 **palindromic truncatable primes**, with only 4 of them longer than 3 digits.\n",
"\n",
- "**Aside**: Now I'm curious about [**palindromic primes**]((https://en.wikipedia.org/wiki/Palindromic_prime) that are not truncatable. To find them, I'll enumerate the \"first half\" of numbers, and then concatenate the reverse of the first half, forming both odd- and even-length numbers, e.g. from 123, the function `palindromes` produces the palindromes 12321 and 123321. Then all we have to do is check each palindrome for primality."
+ "**Aside**: Now I'm curious about [**palindromic primes**](https://en.wikipedia.org/wiki/Palindromic_prime) in general. There are probably an infinite number of them, so I'll define `palindromic_primes(d)` to list all the palindromic primes up to `d` digits. To find them, I'll enumerate the \"first half\" of numbers, and then concatenate the reverse of the first half, forming both odd- and even-length numbers, e.g. when the first half is 123, `palindromes(123)` produces (12321, 123321). Then all we have to do is check each palindrome for primality."
]
},
{
@@ -464,7 +464,7 @@
"source": [
"# Digit Lengths\n",
"\n",
- "How many digits are in these primes? The function `digit_lengths` returns a {number_of_digits: count_of_primes_with_that_many_digits} dict, and plots a bar chart for that data:"
+ "How many digits are in the primes in all these lists? The function `digit_lengths` returns a {number_of_digits: count_of_primes_with_that_many_digits} dict, and plots a bar chart for that data:"
]
},
{
@@ -592,7 +592,7 @@
"id": "8618e5bc-ea92-4116-aa74-2380fbfd0dc3",
"metadata": {},
"source": [
- "Finally, for the palindromic primes, we find that \"11\" is the only even-digit-length palindromic prime; it turns out that any even-digit-length palindromic number is [divisible by 11](https://www.geeksforgeeks.org/dsa/g-fact-all-palindromes-with-an-even-number-of-digits-are-divisible-by-11/). The counts of primes grow so quickly that it is better to use a log scale on the y axis: "
+ "Finally, for the **palindromic primes**, we find that \"11\" is the only even-digit-length palindromic prime. (It turns out that any even-digit-length palindromic number is [divisible by 11](https://www.geeksforgeeks.org/dsa/g-fact-all-palindromes-with-an-even-number-of-digits-are-divisible-by-11/).) The counts of primes grow so quickly that it is better to use a log scale on the y axis: "
]
},
{
@@ -654,7 +654,7 @@
" - Count: 13\n",
" - Largest: 799636997 (9 digits)\n",
"- Palindromic primes:\n",
- " - Count: infinite\n",
+ " - Count: probably infinite; 47995 of them up to 11 digits\n",
" - All except \"11\" have an odd number of digits\n",
"\n",
"\n",
@@ -712,12 +712,12 @@
"id": "05b8cbf7-ea10-4047-bcdb-a5ac7981384b",
"metadata": {},
"source": [
- "For a 24-digit prime, `isprime_simple` would need to test trillions of trillions of divisors, while `isprime_faster` would \"only\" need to test trillions. That's the difference between never completing and taking a few hours. But we would like the test to take milliseconds. We need a massive breakthrough. \n",
- "\n",
- "Fortunately, [Pierre de Fermat](https://en.wikipedia.org/wiki/Pierre_de_Fermat) provided that breakthrough in 1640! \n",
+ "For a 24-digit prime, `isprime_simple` would need to test septillions of divisors, while `isprime_faster` would \"only\" need to test trillions. That's the difference between never completing versus taking a few hours. But we would like to get the time down from hours to milliseconds. We need a massive breakthrough. \n",
"\n",
"# Probabilistic Primality Testing\n",
"\n",
+ "**Fortunately**, [Pierre de Fermat](https://en.wikipedia.org/wiki/Pierre_de_Fermat) provided the big breakthrough in 1640! \n",
+ "\n",
"[Fermat's little theorem](https://en.wikipedia.org/wiki/Fermat%27s_little_theorem) states that if *n* is prime and *a* is not divisible by *n*, then:\n",
"\n",
" *a*(*n* - 1) ≡ 1 (mod *n*). \n",
@@ -736,7 +736,7 @@
"|5|4|1|*try again: 5 could still be prime or composite, but a lot of evidence that it is prime*|\n",
"\n",
"\n",
- "This is called a [Monte Carlo algorithm](https://en.wikipedia.org/wiki/Monte_Carlo_algorithm); an algorithm that uses [randomization](https://en.wikipedia.org/wiki/Randomized_algorithm), and can sometimes be wrong. Here is an implementation:"
+ "This is called a [Monte Carlo algorithm](https://en.wikipedia.org/wiki/Monte_Carlo_algorithm); an algorithm that uses [randomization](https://en.wikipedia.org/wiki/Randomized_algorithm), and can sometimes be wrong. Here is a simple implementation:"
]
},
{
@@ -747,7 +747,8 @@
"outputs": [],
"source": [
"def isprime_fermat(n: int, k=20) -> bool:\n",
- " \"\"\"n is probably a prime if this returns True; definitely composite if it returns False.\"\"\"\n",
+ " \"\"\"If isprime_fermat(n) is False then n is definitely composite; if True then n is probably prime.\n",
+ " Increase `k` to decrease the probability of false primes.\"\"\"\n",
" if n <= 10:\n",
" return n in (2, 3, 5, 7)\n",
" else:\n",
@@ -759,7 +760,9 @@
"id": "6746894c-00e7-41df-b4a3-d5c85862cc94",
"metadata": {},
"source": [
- "We need a way to take random samples of integers from a range:"
+ "(*Note* that `pow(a, n - 1, n)` computes *a*(*n* - 1) (mod *n*) very efficiently; see the last section of this notebook.)\n",
+ "\n",
+ "We need a way to sample *k* random integers from a range, one at a time:"
]
},
{
@@ -777,14 +780,6 @@
" return (random.randrange(start, stop) for _ in range(k))"
]
},
- {
- "cell_type": "markdown",
- "id": "1ec7bba6-ea89-4255-a73c-bc25a32da883",
- "metadata": {},
- "source": [
- "(*Note* that `pow(a, n - 1, n)` computes *a*(*n* - 1) (mod *n*) very efficiently; see the last section of this notebook.)"
- ]
- },
{
"cell_type": "markdown",
"id": "15ef6884-253d-4a3a-b58f-397ac73f552d",
@@ -805,7 +800,7 @@
"from statistics import mean\n",
"\n",
"def false_prime_percent(samples: Iterable[int], k: int) -> float:\n",
- " \"\"\"The estimated percentage of false primes from isprime_fermat(n, k) for n across the samples.\"\"\"\n",
+ " \"\"\"The percentage of false primes from isprime_fermat(n, k) for n across the samples.\"\"\"\n",
" composites = (n for n in samples if not isprime(n))\n",
" return mean(100 * isprime_fermat(n, k) for n in composites)"
]
@@ -827,14 +822,14 @@
{
"data": {
"text/plain": [
- "{3: 1.4119561859956755,\n",
- " 4: 0.44668416368593794,\n",
- " 5: 0.12196467991169978,\n",
- " 6: 0.028730958963517104,\n",
- " 7: 0.008030451471981755,\n",
- " 8: 0.0026523932544334754,\n",
- " 9: 0.0005267205326198026,\n",
- " 10: 0.0005232807610595388,\n",
+ "{3: 1.408066267526657,\n",
+ " 4: 0.4848670443525749,\n",
+ " 5: 0.1327436065501534,\n",
+ " 6: 0.03568377685744872,\n",
+ " 7: 0.011224724326115657,\n",
+ " 8: 0.0015893702914905115,\n",
+ " 9: 0,\n",
+ " 10: 0,\n",
" 11: 0,\n",
" 12: 0}"
]
@@ -869,8 +864,8 @@
"text/plain": [
"{3: 0,\n",
" 4: 0,\n",
- " 5: 0,\n",
- " 6: 0.0003605006633212205,\n",
+ " 5: 0.00036752274965820385,\n",
+ " 6: 0.0007220216606498195,\n",
" 7: 0,\n",
" 8: 0,\n",
" 9: 0,\n",
@@ -895,7 +890,7 @@
"source": [
"The results are randomized, and in some runs this produces no false primes; in some runs a few get through. \n",
"\n",
- "There are a few numbers, called [**Carmichael numbers**](https://en.wikipedia.org/wiki/Carmichael_number), that have a very high false prime percentage. [Some Carmichael numbers](https://oeis.org/A033502) are worse than others. \n",
+ "The so-called [**Carmichael numbers**](https://en.wikipedia.org/wiki/Carmichael_number) are composite numbers with a very high false prime percentage. [Some Carmichael numbers](https://oeis.org/A033502) are worse than others. \n",
"\n",
"We can test some of them:"
]
@@ -909,25 +904,25 @@
{
"data": {
"text/plain": [
- "{561: 56.85,\n",
- " 1105: 68.86,\n",
- " 1729: 76.46,\n",
- " 2465: 72.11,\n",
- " 2821: 76.03,\n",
- " 6601: 80.03,\n",
- " 8911: 79.98,\n",
- " 41041: 70.17,\n",
- " 101101: 70.69,\n",
- " 294409: 95.11,\n",
- " 340561: 81.57,\n",
- " 825265: 60.17,\n",
- " 56052361: 99.21,\n",
+ "{561: 57.14,\n",
+ " 1105: 69.55,\n",
+ " 1729: 74.87,\n",
+ " 2465: 72.6,\n",
+ " 2821: 76.78,\n",
+ " 6601: 80.01,\n",
+ " 8911: 79.49,\n",
+ " 41041: 70.78,\n",
+ " 101101: 71.57,\n",
+ " 294409: 95.12,\n",
+ " 340561: 82.24,\n",
+ " 825265: 60.79,\n",
+ " 56052361: 99.04,\n",
" 118901521: 99.29,\n",
- " 172947529: 99.43,\n",
- " 216821881: 99.4,\n",
- " 1299963601: 99.64,\n",
- " 2301745249: 99.72,\n",
- " 9624742921: 99.84}"
+ " 172947529: 99.32,\n",
+ " 216821881: 99.31,\n",
+ " 1299963601: 99.58,\n",
+ " 2301745249: 99.88,\n",
+ " 9624742921: 99.8}"
]
},
"execution_count": 26,
@@ -947,7 +942,7 @@
"id": "4ecd2289-66d5-4b0f-ac00-5db0ad92dde9",
"metadata": {},
"source": [
- "This is bad; some error rates are above 99%. Increasing `k` can fix the numbers with a 60% or 70% error rate, but not the ones with a 99% error rate:"
+ "This is bad; some error rates are above 99%. Increasing `k` can fix the numbers with a 60% or 70% error rate, but not the ones with a 99% error rate. Below we increase `k` to 50, and some Carmichael numbers still claim to be prime most of the time:"
]
},
{
@@ -968,16 +963,16 @@
" 8911: 0,\n",
" 41041: 0,\n",
" 101101: 0,\n",
- " 294409: 6,\n",
+ " 294409: 9,\n",
" 340561: 0,\n",
" 825265: 0,\n",
- " 56052361: 62,\n",
- " 118901521: 81,\n",
- " 172947529: 75,\n",
- " 216821881: 71,\n",
- " 1299963601: 91,\n",
- " 2301745249: 94,\n",
- " 9624742921: 92}"
+ " 56052361: 61,\n",
+ " 118901521: 64,\n",
+ " 172947529: 80,\n",
+ " 216821881: 77,\n",
+ " 1299963601: 85,\n",
+ " 2301745249: 85,\n",
+ " 9624742921: 96}"
]
},
"execution_count": 27,
@@ -1000,7 +995,7 @@
"\n",
"# Speed of Primality testing\n",
"\n",
- "**The great thing** about `isprime_fermat` and `sympy.isprime` is that they are **very fast**, handling 32-digit primes in well under a millisecond. Let's create a list of big primes in ascending order of digit-length from 5 to 32:"
+ "**The great thing** about `isprime_fermat` and `sympy.isprime` is that they are **very fast**, handling even 32-digit primes in well under a millisecond. Let's create a list of big primes in ascending order of digit-length from 5 to 32:"
]
},
{
@@ -1022,7 +1017,7 @@
"id": "6b2cbdc7-e8a9-4b83-aa0d-1e7cc83de071",
"metadata": {},
"source": [
- "Now let's make a chart of all the prime functions running on the big primes:"
+ "Now let's make a chart of all the primality checking functions running on the big primes:"
]
},
{
@@ -1072,7 +1067,7 @@
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -1176,8 +1171,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 23 μs, sys: 1 μs, total: 24 μs\n",
- "Wall time: 24.1 μs\n"
+ "CPU times: user 27 μs, sys: 0 ns, total: 27 μs\n",
+ "Wall time: 28.8 μs\n"
]
},
{