diff --git a/ipynb/Euler3.ipynb b/ipynb/Euler3.ipynb
new file mode 100644
index 0000000..70a3d26
--- /dev/null
+++ b/ipynb/Euler3.ipynb
@@ -0,0 +1,509 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "01a279af-6dd7-4385-a355-a1a61d31abfa",
+ "metadata": {},
+ "source": [
+ "Peter Norvig
April 2026
\n",
+ "\n",
+ "# Project Euler Problem 3\n",
+ "\n",
+ "Project Euler's [Problem #3](https://projecteuler.net/problem=3) states:\n",
+ "\n",
+ "\n",
+ " The prime factors of 13195 are 5, 7, 13 and 29.\n",
+ " What is the largest prime factor of the number 600851475143?\n",
+ "\n",
+ "I'll describe here how I think about this problem. There are two things to get right: the general plan of how to attack this problem, and the details of how to say it in Python.\n",
+ "\n",
+ "## The General Plan\n",
+ "\n",
+ "I would like to be able to find the largest prime factor of *any* integer, not just 600851475143; I want `largest_prime_factor(n)`. Here's how I think about it:\n",
+ "\n",
+ "- I don't know how to immediately find the largest prime factor of *n*. (How would I know which numbers are prime?)\n",
+ "- I do know how to find the *smallest* prime factor: just go through the integers from 2 to *n*, in order. The first integer that evenly divides *n* must be the smallest prime factor. It is a factor because it evenly divides, it is smallest because we didn't find a smaller one first, and it is prime because if it were a composite number (like 4 or 9), then we would have found one of its factors (like 2 or 3) first.\n",
+ "- Once I have the smallest prime factor ***p*** then I know: **the largest prime factor of *n* is the maximum of *p* and the largest prime factor of *n*/*p*.**\n",
+ "- If *n* is prime, then the largest prime factor is *n*.\n",
+ "- If *n* is 1, then [by convention](https://oeis.org/wiki/Greatest_prime_factor_of_n) we say the greatest prime factor is 1, even though 1 is usually not considered a prime.\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f722a30c-fbae-4c60-8327-22f188c6c1c4",
+ "metadata": {},
+ "source": [
+ "## How to Say It in Python\n",
+ "\n",
+ "There are a few things to remember (or look up):\n",
+ "- `def` is the keyword for [defining a function](https://k21academy.com/ai-ml/functions/) in Python.\n",
+ " - `def` is followed by the function name, the function parameter(s), and the function body.\n",
+ " - It is good practice to include a [documentation string](https://www.educative.io/answers/what-is-a-python-docstring) as the first thing in the function body, for clarification. \n",
+ "- `range(2, n)` means all the integers starting at 2 and stopping just before *n*. E.g., `range(2, 6)` is [2, 3, 4, 5].\n",
+ "- `n % p` means \"the remainder of *n* divided by *p*\"; e.g., `13 % 10` is `3`.\n",
+ "- `n % p == 0` means \"is the remainder of *n* divided by *p* equal to zero?\" or \"does *p* evenly divide *n*?\" or \"is *p* a factor of *n*\"?\n",
+ "- `n // p` means \"integer division\"; `30 // 2` is the integer 15, while `30 / 2` is the decimal number 15.0. We want integers.\n",
+ "- `return` means to immediately return a value from a function; don't do any more statements in the function.\n",
+ "\n",
+ "\n",
+ "## The Implementation and the Solution\n",
+ "\n",
+ "The **implementation**:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "249c7f13-cdf9-41a2-b0e7-8a3dec15f74b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def largest_prime_factor(n):\n",
+ " \"\"\"The largest prime that evenly divides n.\n",
+ " Find the smallest prime p that evenly divides n, \n",
+ " and return the maximum of p and the largest prime factor of n/p.\n",
+ " For prime n and for 1, return n.\"\"\"\n",
+ " for p in range(2, n):\n",
+ " if n % p == 0: # n is composite\n",
+ " return max(p, largest_prime_factor(n // p))\n",
+ " return n # n is prime or 1"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1643caa2-97d6-4ff8-8487-3285a5a42182",
+ "metadata": {},
+ "source": [
+ "\n",
+ "\n",
+ "The **solution**:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "734de0e3-aafc-438a-8332-09741eef39aa",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "6857"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "largest_prime_factor(600851475143)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8bf8dd51-8e06-4572-85fa-fe42875e0305",
+ "metadata": {},
+ "source": [
+ "## Example Factor Tree\n",
+ "\n",
+ "[Here](https://www.cuemath.com/numbers/factor-tree/) is the \"factor tree\" of *n* = 36:\n",
+ "\n",
+ "![](\"factor36.png\")
\n",
+ "\n",
+ "\n",
+ "We could also represent this as a series of equations, one per line:\n",
+ "\n",
+ " 36 = 2 × 18\n",
+ " 18 = 2 × 9\n",
+ " 9 = 3 × 3\n",
+ " 3 = 3\n",
+ " 36 = 2 × 2 × 3 × 3\n",
+ "\n",
+ "\n",
+ "Or as equations for how `largest_prime_factor(36)` is broken down, with `lpf` as an abbreviation for `largest_prime_factor`:\n",
+ "\n",
+ " lpf(36) = max(2, lpf(18))\n",
+ " lpf(18) = max(2, lpf(9))\n",
+ " lpf(9) = max(3, lpf(3))\n",
+ " lpf(3) = 3\n",
+ " lpf(36) = max(2, max(2, max(3, 3))) = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "893a4079-d73d-47c9-970f-f886f4761580",
+ "metadata": {},
+ "source": [
+ "## Some Tests\n",
+ "\n",
+ "Are we sure our function is correct? It is good idea to define some **tests** to gain confidence. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "9bedb1c9-4138-4250-90e6-77b10ba01586",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'all tests pass'"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "def tests():\n",
+ " assert largest_prime_factor(1) == 1 # by convention, 1\n",
+ " assert largest_prime_factor(2) == 2 # even prime\n",
+ " assert largest_prime_factor(3) == 3 # odd prime\n",
+ " assert largest_prime_factor(6) == 3 # composite\n",
+ " assert largest_prime_factor(8) == 2 # power of 2\n",
+ " assert largest_prime_factor(36) == 3 # example from the diagram\n",
+ " assert largest_prime_factor(49) == 7 # square of a prime\n",
+ " assert largest_prime_factor(97) == 97 # bigger prime\n",
+ " assert largest_prime_factor(600851475143) == 6857 # really big number\n",
+ " return 'all tests pass'\n",
+ "\n",
+ "tests()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c51ab097-5ba7-4fdf-9725-944e31aa2336",
+ "metadata": {},
+ "source": [
+ "## Efficiency\n",
+ "\n",
+ "How long does it take to get our answer? We can use `%time` to see it is just a few hundred microseconds (μs):"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "0e4a1dc6-5969-49fd-9d65-11d9801cbea2",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 249 μs, sys: 20 μs, total: 269 μs\n",
+ "Wall time: 296 μs\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "6857"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "%time largest_prime_factor(600851475143)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c8ead8e9-199f-47c6-ad76-360b1ebdaa02",
+ "metadata": {},
+ "source": [
+ "The algorithm should be slowest when *n* is prime, because then the `for` loop has to go all the way up to *n*. How long would it take for the largest 8-digit prime, 99,999,989?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "7323d528-96d7-4c05-a05d-125e99605443",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 1.92 s, sys: 6.64 ms, total: 1.93 s\n",
+ "Wall time: 1.93 s\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "99999989"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "n8 = 99999989 # An 8-digit number that happens to be prime \n",
+ "%time largest_prime_factor(n8)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9e894dc7-01ca-48fe-8de9-fa8791ff2af8",
+ "metadata": {},
+ "source": [
+ "About 2 seconds. Maybe that's good enough. But could we speed things up?\n",
+ "\n",
+ "In trying to find a *p* that evenly divides *n*, the algorithm tests all the integers from 2 to *n*. But do we really have to test all those potential factors? No! Either *n* is prime, or it has two factors *p* and *q* such that *p* × *q* = *n*. Of those two factors, one must be less than or equal to the square root of *n*. So to determine if *n* has a prime factor other than itself, we only have to check integers up to √*n*, not all the way up to *n*. That's a big difference! for an 8-digit prime it is the difference between roughly 100 million steps versus a mere 10 thousand steps.\n",
+ "\n",
+ "Let's change the definition of `largest_prime_factor` to incorporate this new trick. (We will `import` the square root function, `sqrt`, from the `math` module.)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "b90b5407-4666-4925-99d2-6a3a6b192fac",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from math import sqrt\n",
+ "\n",
+ "def largest_prime_factor(n):\n",
+ " \"\"\"The largest prime that evenly divides n.\n",
+ " Find the smallest prime p that evenly divides n, \n",
+ " and return the maximum of p and the largest prime factor of n/p.\n",
+ " For prime n and for 1, return n.\"\"\"\n",
+ " for p in range(2, int(sqrt(n) + 1)): # <<<< only need to go up to √n\n",
+ " if n % p == 0: # n is composite\n",
+ " return max(p, largest_prime_factor(n // p))\n",
+ " return n # n is prime or 1"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c39b08b9-06ed-49c0-a277-db248de909fd",
+ "metadata": {},
+ "source": [
+ "Any time you change a function, you should re-run the tests to give you some confidence that you didn't introduce a bug:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "4026dc87-a0aa-4c75-b92a-96ec24cda1b7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'all tests pass'"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "tests()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6cddf393-a0fd-4cc2-9eef-3341339106bd",
+ "metadata": {},
+ "source": [
+ "Now we can see how fast the new function is on the 8-digit prime:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "d3d0c13e-5c01-4112-b372-60f7eb302d25",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 238 μs, sys: 1 μs, total: 239 μs\n",
+ "Wall time: 241 μs\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "99999989"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "%time largest_prime_factor(n8)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "82b008ea-f6b5-4bcd-8768-09c8dab089cb",
+ "metadata": {},
+ "source": [
+ "As advertised, this is about 10,000 times faster.\n",
+ "\n",
+ "We should be able to handle a 16-digit prime in about 2 seconds:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "9b6030ef-626a-4195-aedb-ef2edac65da4",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 2.05 s, sys: 7.3 ms, total: 2.05 s\n",
+ "Wall time: 2.06 s\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "9927935178558959"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "n16 = 9927935178558959 # Largest 16-digit prime\n",
+ "%time largest_prime_factor(n16)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d72764be-0bde-4f2a-ad09-9d0b815a3ffe",
+ "metadata": {},
+ "source": [
+ "## Imperative versus Declarative (or Functional) Style\n",
+ "\n",
+ "Our definition of largest_prime_factor mixed paradigms, using some imperative features (a for loop with a return in the middle) and some functional (an implementation of the equation `largest_prime_factor(n) = max(p, largest_prime_factor(n // p))`).\n",
+ "\n",
+ "Here's what it might look like if we leaned into the functional style more, making the equation more explicit:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "0308612c-6860-49b0-bcd6-856fa08133b1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'all tests pass'"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "def largest_prime_factor(n):\n",
+ " \"\"\"The largest prime that evenly divides n.\n",
+ " Find the smallest prime p that evenly divides n, \n",
+ " and return the maximum of p and the largest prime factor of n/p.\n",
+ " For prime n and for 1, return n.\"\"\"\n",
+ " p = smallest_prime_factor(n)\n",
+ " return 1 if n == 1 else max(p, largest_prime_factor(n // p))\n",
+ "\n",
+ "def smallest_prime_factor(n):\n",
+ " \"\"\"The smallest prime that evenly divides n (or n itself if no prime divisors).\"\"\"\n",
+ " return next((p for p in range(2, int(sqrt(n) + 1)) if n % p == 0), n)\n",
+ "\n",
+ "tests()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "00508ec5-85db-4329-a50d-7c3176bff203",
+ "metadata": {},
+ "source": [
+ "And here's what it looks like in an imperative style, updating `n`, `p`, and `largest` within a `while` loop that contains another `while` loop to take care of the case where *n* has *p* as a repeated factor."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "b8907a8f-872f-4531-825c-fae9c70211c1",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'all tests pass'"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "def largest_prime_factor(n):\n",
+ " \"\"\"The largest prime that evenly divides n.\n",
+ " Find the smallest prime p that evenly divides n, \n",
+ " and return the maximum of p and the largest prime factor of n/p.\n",
+ " For prime n and for 1, return n.\"\"\"\n",
+ " largest = 1\n",
+ " p = 2\n",
+ " while p * p <= n:\n",
+ " while n % p == 0:\n",
+ " largest = p\n",
+ " n = n // p\n",
+ " p = p + 1\n",
+ " return max(n, largest)\n",
+ " \n",
+ "tests()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "5a3de62a-5e7a-4458-b754-6b2ab50e5fb9",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python [conda env:base] *",
+ "language": "python",
+ "name": "conda-base-py"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.13.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/ipynb/Portmantout.ipynb b/ipynb/Portmantout.ipynb
index 12aa097..d5aa1cd 100644
--- a/ipynb/Portmantout.ipynb
+++ b/ipynb/Portmantout.ipynb
@@ -18,9 +18,9 @@
"- Every word in *P* (except the first) must *overlap*: it must begin with a prefix that is the same as a suffix of the previous word.\n",
"- The string *S* is formed by concatenating the letters in *P*, but using each overlap only once, not twice.\n",
"- For example:\n",
- " - *W* = {world, hello, lowbrow}\n",
- " - *P* = [hello, lowbrow, world]\n",
- " - *S* = \"hellowbroworld\".\n",
+ " - Word set: *W* = {world, hello, lowbrow}\n",
+ " - Path: *P* = [hello, lowbrow, world]\n",
+ " - String: *S* = \"hellowbroworld\".\n",
"\n",
"\n",
"This notebook develops a program that can find a portmantout *S* for a set *W* of over 100,000 words in a few seconds. The program attempts to minimize the length of *S*, but does not guarantee that it is the shortest possible. Along the way it generated these interesting portmanteaux:\n",
@@ -48,7 +48,11 @@
"\n",
"But then I realized that verification would be difficult. For example, *S* = `'helloworld'` would be rejected as non-overlapping if parsed as `'hello'` + `'world'`, but accepted if parsed as `'hello'` + `'low'` + `'world'`. It was hard for `is_portman` to decide which parse was intended, which is a shame because `portman` *knew* which was intended. \n",
"\n",
- "To make everything explicit (and more efficient), I will construct not just a **list** of words *L*, but rather what I'll call a **path**, where each **step** in the path *P* consists of a word from *W* and an integer that specifies the number of characters in the overlap with the previous word. With that in mind, I decided on the following calling and [naming](https://en.wikipedia.org/wiki/Natalie_Portman) conventions:\n",
+ "To make everything explicit (and more efficient), each **step** in the path will consist of a word and an integer that specifies the number of characters in the overlap with the previous word, for example:\n",
+ "\n",
+ " [Step(0, 'hello'), Step(2, 'low'), Step(1, 'world')]\n",
+ "\n",
+ "With that in mind, I decided on the following calling and [naming](https://en.wikipedia.org/wiki/Natalie_Portman) conventions:\n",
"\n",
" natalie(W: Wordset) -> Path # Find a portmantout path P for a set of words W\n",
" portman(P: Path) -> str # Compute the string S represented by the path P\n",
@@ -82,10 +86,10 @@
"from collections import defaultdict, Counter, namedtuple\n",
"from typing import Iterable\n",
"\n",
- "Word = str\n",
- "Step = namedtuple('Step', ('overlap', 'word'))\n",
- "Path = list[Step]\n",
- "Wordset = set[Word]"
+ "Step = namedtuple('Step', ('overlap', 'word'))\n",
+ "type Word = str\n",
+ "type Path = list[Step]\n",
+ "type Wordset = set[Word]"
]
},
{
@@ -104,13 +108,15 @@
"def portman(P: Path) -> Word:\n",
" \"\"\"Compute the portmantout string S from the path P.\"\"\"\n",
" # Concatenate the non-overlapping part of each step\n",
- " return ''.join(word[overlap:] for (overlap, word) in P)\n",
+ " return ''.join(step.word[step.overlap:] for step in P)\n",
"\n",
"def is_portman(P: Path, W: Wordset) -> bool:\n",
" \"\"\"Is the Path P a portmantout of the Wordset W?\"\"\"\n",
" S = portman(P)\n",
" return (all(word in S for word in W) and # 1. Every word in W is a substring of S\n",
- " all(step.overlap > 0 for step in P[1:])) # 2. Every word (except first) overlaps"
+ " all(step.overlap > 0 for step in P[1:])) # 2. Every word (except first) overlaps\n",
+ "\n",
+ "# TODO: natalie"
]
},
{
@@ -189,17 +195,17 @@
"\n",
"# Redefining Wordset for Efficiency\n",
"\n",
- "With an 108,000 word word set, the program will be slow if we have to consider every possible word on very step. Here are some questions about this:\n",
- "- How should we keep track of which words in *W* have been used in the path so far and which are unused?\n",
- "- How can we efficiently find words that match a suffix of the previous word?\n",
- "- How can we efficiently find a good bridge?\n",
+ "With an 108,000 word word set, the program will be slow if we have to consider every possible word on very step. Here are some things we want to be able to do efficiently, and some questions to answer?\n",
+ "- Decide which words in *W* have been used in the path so far and which are unused.\n",
+ "- Quickly find an unused word that matches a suffix of the previous word in the path.\n",
+ "- Failing that, quickly find a good bridge.\n",
"- Can we eliminate some of the 108,000 words from consideration?\n",
"- Can we prove that we will never get stuck in a dead end?\n",
"\n",
"To answer these questions I will redefine `Wordset` and `Path` so that they do some precomputation when they are constructed, caching information that will help make the choice of each step more efficient. We'll start with the `Wordset`:\n",
"\n",
- "- We can eliminate from consideration all words that are **subwords** of other words. For example, given that the word 'scampi' is in our word list, we have to put it in a step at some point. But when we do, we've also automatically added the words 'a', 'am', 'amp', 'camp', 'campi', 'i', 'scam', and 'scamp'. So we can divide our words two sets and store them as the `.subwords` and `.nonsubwords` attributes of the Wordset. When we start constructing a path we will know that we only have to cover the `.nonsubwords`.\n",
- "- Bridges should use short word. We don't need to consider `antidisestablishmentarianism` as a possible bridge word. We'll precompute a list of short words that are good candidates for bridges and store them on the `.short_words` attribute. I arbitrarily set the limit at five letters, except that if the first or last letter is a rare letter for that position, they don't count. So a short word could be up to 7 letters.\n",
+ "- We can eliminate from consideration all words that are **subwords** of other words. For example, given that the word 'scampi' is in our word list, we have to put it into the path at some point. But when we do, we've also automatically added the words 'a', 'am', 'amp', 'camp', 'campi', 'i', 'scam', and 'scamp'. So we can divide our words into two sets and store them as the `.subwords` and `.nonsubwords` attributes of the Wordset. When we start constructing a path we will know that we only have to cover the `.nonsubwords`.\n",
+ "- Bridges should use **short words**. We don't need to consider `antidisestablishmentarianism` as a possible bridge word. We'll precompute a list of short words that are good candidates for bridges and store them on the `.short_words` attribute. (I arbitrarily set the limit at five letters, except that if the first or last letter is a rare letter for that position, they don't count. So a short word could be up to 7 letters.)\n",
"- A bridge may be used multiple times in the construction of a path. It makes sense to precompute all the reasonable bridges and store them under the `.bridges` attribue. We'll describe how to build bridges later."
]
},
@@ -228,7 +234,8 @@
"def is_short_word(word: Word, maxlen=5, rare_start='jkqxyz', rare_end='qxfwzubvopikh') -> bool: \n",
" \"\"\"Is this a short word, suitable for use in bridges?\"\"\"\n",
" # Short words are a maximmum of 5 letters, except we don't count rare first or last letters\n",
- " return len(word) - int(word[0] in rare_start) - int(word[-1] in rare_end) <= maxlen \n",
+ " limit = maxlen + int(word[0] in rare_start) + int(word[-1] in rare_end)\n",
+ " return len(word) <= limit\n",
" \n",
"# TODO: build_bridges"
]
@@ -303,15 +310,20 @@
"source": [
"# Building Bridges\n",
"\n",
- "The last major piece of the program is the construction of the `W.bridges` table. Recall that we want `W.bridges[suf][pre]` to be the minimal-excess bridge between a suffix of the previous word and a prefix of an unused nonsubword in *W*. The words in the bridge can be subwords, but we will also use the bridges to reach an unused nonsubword. Examples bridges:\n",
+ "Recall that we want `W.bridges[suf][pre]` to be the minimal-excess bridge between a suffix of the previous word and a prefix of an unused nonsubword in *W*. The words in the bridge can be subwords or nonsubwords, as long as they are short words. Example bridges:\n",
"\n",
" W.bridges['ar']['c'] == Bridge(excess=0, [Step(2, 'arc')])\n",
" W.bridges['ar']['ow'] == Bridge(excess=1, [Step(2, 'arrow')])\n",
" W.bridges['r']['q'] == Bridge(excess=5, [Step(1, 'rani'), Step(1, 'iraq')])\n",
" \n",
- "To build **one-word bridges**, consider every short word, and split it up in all possible ways into a prefix that will overlap the previous word, a suffix that will overlap the next word, and a count of zero or more excess letters in the middle that don't overlap anything. Suggest all these bridges, but for each suffix/prefix pair we only keep the bridge that have the minimal excess.\n",
- "\n",
- "We will also need **two-word bridges**. With only one-word bridges, the algorithm can get stuck in a dead end where there is neither an unused word nor a bridge that matches a suffix of the previous word. But if we add in too many two-word bridges the algorithm would be slow, bogged down with all those bridges to check. Thus, I decided to only use two-word bridges that bridge from a single last letter in the previous word to a single first letter in a following word. If we can construct a bridge from every single letter to every other single letter, then we know the algorithm can never get stuck. "
+ "To build **one-word bridges**, consider every short word, and split it up in all possible ways into a prefix that will overlap the previous word, a suffix that will overlap the next word, and a count of zero or more excess letters in the middle that don't overlap anything. Suggest all these bridges, but for each suffix/prefix pair we only keep the bridge that have the minimal excess."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Here's an example of splitting the word 'arrow' into pieces that might overlap the previous and next word; the middle number is the excess of the bridge:"
]
},
{
@@ -320,51 +332,11 @@
"metadata": {},
"outputs": [],
"source": [
- "Bridge = namedtuple('Bridge', 'excess, steps')\n",
- "Bridges = dict[str, dict[str, Bridge]] # bridges[prefix][suffix] = Bridge(...)\n",
- "\n",
- "def build_bridges(W: Wordset):\n",
- " \"\"\"A table of bridges[pre][suf] == Bridge(excess, [Step(overlap, word)])\"\"\"\n",
- " short_startswith = startswith_table(W.short_words)\n",
- " bridges = defaultdict(dict)\n",
- " # One-word bridges: consider every way to split up every short word into suffix/excess/prefix\n",
- " for word in W.short_words:\n",
- " for (pre, excess, suf) in splits(word):\n",
- " suggest_bridge(bridges, word, pre, excess, suf)\n",
- " # Two-word bridges: only bridge from a single letter to a single letter\n",
- " for word1 in W.short_words:\n",
- " for suf in suffixes(word1): \n",
- " for word2 in short_startswith[suf]: \n",
- " excess = len(word1) + len(word2) - len(suf) - 2\n",
- " A, B = word1[0], word2[-1] # First and last letters\n",
- " step2 = Step(len(suf), word2)\n",
- " suggest_bridge(bridges, word1, A, excess, B, step2)\n",
- " return bridges\n",
- "\n",
- "def suggest_bridge(bridges: Bridges, word: Word, pre: str, excess: int, suf: str, step2=None):\n",
- " \"\"\"Store a new bridge if it has less excess than the previous bridges[pre][suf].\"\"\"\n",
- " if suf != pre and (suf not in bridges[pre] or excess < bridges[pre][suf].excess):\n",
- " steps = [Step(len(pre), word)]\n",
- " if step2: steps.append(step2)\n",
- " bridges[pre][suf] = Bridge(excess, steps)\n",
- "\n",
"def splits(word: Word) -> list[tuple[str, int, str]]: \n",
" \"\"\"Ways to split up word, as a list of (prefix, excess, suffix) tuples.\"\"\"\n",
" return [(word[:i], excess, word[i+excess:])\n",
" for excess in range(len(word) - 1)\n",
- " for i in range(1, len(word) - excess)]\n",
- "\n",
- "def suffixes(word: Word) -> list[str]:\n",
- " \"\"\"All non-empty proper suffixes of word, in longest first order.\"\"\"\n",
- " return [word[i:] for i in range(1, len(word))]\n",
- " "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "Here's an example of splitting the word 'arrow' into pieces that might overlap the previous and next word; the middle number is the excess of the bridge:"
+ " for i in range(1, len(word) - excess)]"
]
},
{
@@ -400,7 +372,55 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "# Building a Portmantout Path: natalie\n",
+ "We will also need **two-word bridges**. With only one-word bridges, the algorithm can get stuck in a dead end where there is no bridge from a suffix of the previous word to an unused word. But if we add in too many two-word bridges the algorithm would be slow, bogged down with all those bridges to check. Thus, I decided to only use two-word bridges that bridge from a single last letter in the previous word to a single first letter in a following word. If we can construct a bridge from every single letter suffix to every single letter prefix, then we know the algorithm can never get stuck. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "Bridge = namedtuple('Bridge', 'excess, steps')\n",
+ "\n",
+ "type Bridges = dict[str, dict[str, Bridge]] # bridges[prefix][suffix] = Bridge(...)\n",
+ "\n",
+ "def build_bridges(W: Wordset):\n",
+ " \"\"\"A table of bridges[pre][suf] == Bridge(excess, steps),\n",
+ " where each bridge is the minimal-excess bridge formable from W.short_words.\"\"\"\n",
+ " short_startswith = startswith_table(W.short_words)\n",
+ " bridges = defaultdict(dict)\n",
+ " # One-word bridges: consider every way to split up every short word into suffix/excess/prefix\n",
+ " for word in W.short_words:\n",
+ " for (pre, excess, suf) in splits(word):\n",
+ " suggest_bridge(bridges, word, pre, excess, suf)\n",
+ " # Two-word bridges: only bridge from a single letter to a single letter\n",
+ " for word1 in W.short_words:\n",
+ " for suf in suffixes(word1): \n",
+ " for word2 in short_startswith[suf]: \n",
+ " excess = len(word1) + len(word2) - len(suf) - 2\n",
+ " A, B = word1[0], word2[-1] # First and last letters\n",
+ " step2 = Step(len(suf), word2)\n",
+ " suggest_bridge(bridges, word1, A, excess, B, step2)\n",
+ " return bridges\n",
+ "\n",
+ "def suggest_bridge(bridges: Bridges, word: Word, pre: str, excess: int, suf: str, step2=None):\n",
+ " \"\"\"Store a new bridge if it has less excess than any previous bridges[pre][suf].\"\"\"\n",
+ " if suf != pre and (suf not in bridges[pre] or excess < bridges[pre][suf].excess):\n",
+ " steps = [Step(len(pre), word)]\n",
+ " if step2: steps.append(step2)\n",
+ " bridges[pre][suf] = Bridge(excess, steps)\n",
+ "\n",
+ "def suffixes(word: Word) -> list[str]:\n",
+ " \"\"\"All non-empty proper suffixes of word, in longest first order.\"\"\"\n",
+ " return [word[i:] for i in range(1, len(word))]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# natalie: Portmantout Pathmaker\n",
"\n",
"The function `natalie` does a greedy search for a portmantout path. As stated above, the approach is to start with a path of one word (either given as an optional argument or chosen arbitrarily from the nonsubwords in *W*), and then repeatedly add steps, each step coming from either `unused_word_step` or `bridging_steps`. Since the function `unused_word_step` will return zero or one step, and `bridging_steps` will return one or two steps; I decided the simplest interface is to have them both return a list of steps.\n",
"\n",
@@ -411,7 +431,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
@@ -458,7 +478,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
@@ -485,11 +505,12 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"W = Wordset(open('wordlist.asc').read().split()) \n",
+ "\n",
"assert len(W) == 108709"
]
},
@@ -504,46 +525,59 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "P = natalie(W)\n",
+ "S = portman(P)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Just a few seconds run time; great! "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
"metadata": {},
"outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "CPU times: user 3.59 s, sys: 18.4 ms, total: 3.61 s\n",
- "Wall time: 3.61 s\n"
- ]
- },
{
"data": {
"text/plain": [
- "(554039, 103445)"
+ "553472"
]
},
- "execution_count": 12,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "%time P = natalie(W)\n",
- "S = portman(P)\n",
- "len(S), len(P)"
+ "len(S) # Number of letters in the portmantout "
]
},
{
- "cell_type": "markdown",
+ "cell_type": "code",
+ "execution_count": 15,
"metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "103170"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "Just a few seconds run time; great! The portmantout has over half a million letters and 100,000 steps."
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- " The string is about a half-million letters long."
+ "len(P) # number of words in the path"
]
},
{
@@ -554,14 +588,12 @@
"\n",
"Notice I haven't actually *looked* at the portmantout yet. Even with a tiny font it would be over 100 pages. Instead, I'll define `report` to print various statistics, summarize the begin and end of the portmantout, and optionally save the full string *S* into a file. \n",
"\n",
- "To verify the path is valid, I will redefine `is_portman` to be faster. *Python trivia:* if `X, Y` and `Z` are sets, `X <= Y <= Z` means \"is `X` a subset of `Y` and `Y` a subset of `Z`?\" We use the notation here to say that the set of words in *P* must contain all the nonsubwords and can only contain words from *W*.\n",
- "\n",
- "A step such as `Step(1, 'hello')` is printed as `he⋅llo` to indicate that `he` is the 2-letter overlap with the previous word."
+ "To verify the path is valid, I will redefine `is_portman` to be faster. (*Python trivia:* if `X, Y` and `Z` are sets, `X <= Y <= Z` means \"is `X` a subset of `Y` and `Y` a subset of `Z`?\" We use the notation here to say that the set of words in *P* must contain all the nonsubwords and can only contain words from *W*.)"
]
},
{
"cell_type": "code",
- "execution_count": 13,
+ "execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
@@ -587,9 +619,9 @@
" open(save, \"w\").write(S)\n",
" print(f'S saved as the file \"{save}\".')\n",
" print(f'\\nThe first and last {letters} letters of S:\\n\\n{S[:letters]}\\n...\\n{S[-letters:]}')\n",
- " stepS0 = ', '.join(w[:i] + '⋅' + w[i:] for i, w in P[:steps])\n",
- " steps2 = ', '.join(w[:i] + '⋅' + w[i:] for i, w in P[-steps:])\n",
- " print(f'\\nThe first and last {steps} steps:\\n\\n{stepS0}\\n...\\n{steps2}')\n",
+ " steps1 = ' '.join(w[:i] + '⋅' + w[i:] for i, w in P[:steps])\n",
+ " steps2 = ' '.join(w[:i] + '⋅' + w[i:] for i, w in P[-steps:])\n",
+ " print(f'\\nThe first and last {steps} steps:\\n\\n{steps1}\\n...\\n{steps2}')\n",
" assert is_portman(P, W)\n",
"\n",
"def is_portman(P: Path, W: Wordset) -> str:\n",
@@ -609,32 +641,39 @@
" return [A + B for (A, B) in letter_pairs if B not in W.bridges[A]]"
]
},
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "A step such as `Step(2, 'hello')` is printed as `he⋅llo` to indicate that `he` is the 2-letter overlap with the previous word."
+ ]
+ },
{
"cell_type": "code",
- "execution_count": 14,
+ "execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "S has 554,039 letters and a compression ratio of 1.682\n",
- "P has 103,445 steps (39,056 bridge steps), average overlap 1.67 letters\n",
+ "S has 553,472 letters and a compression ratio of 1.684\n",
+ "P has 103,170 steps (38,781 bridge steps), average overlap 1.66 letters\n",
"W has 108,709 words (64,389 nonsubwords, 44,320 subwords, 11,536 short words)\n",
"There are 70,300 bridges (70,155 one-step, 145 two-step, none missing)\n",
"S saved as the file \"natalie.txt\".\n",
"\n",
"The first and last 500 letters of S:\n",
"\n",
- "pickupsilonshorebirdseyestrainmasterworkshopsackingshipshapeupstrokestrelsewherebypasseduciblencheddarsenalsoftenedithersiticalkedgeditorializingingeringsidesteppedologiestrangingkoalaskashmirscarecrowstepsistersestinestimablyricistsimmeshinglesseningrafteddyingsquealingeringlyceroselysiantonymousingsongstersergessoesophagustatoriallylsaprophyticallymphoidiumlautediumsubdisciplinesmanicuredressingstutteredoundeducingeniouslyerbasslybootstrapshootingsurrogacylindersatzestfulnessestetsonshipsideca\n",
+ "individualizedscupperedeemersionstagehandsfullerstwhileducativerifiablenessayeducatorsionallylshipwrightsardomsummonsestetsonshipsidepiecessationisinglassblowingedlymphosarcomastedhorseshoersteddiestockstimulativesturesiduumsupraorbitalsojournmentissuededicationshorebirdseedsmendelianistanbulbousyndicatorturedlyonnaisexiesteeminglersatzestingypsydomsearededicatediumsandpileupswellspringsideswipeskiesterservicerswankymogramshacklerstrettipsinessentiallyratediousnessayershadowyomingitemizationslau\n",
"...\n",
- "meteraniraquaggieraniraquayagesiraquotablyetiraquoitedeliraquoitsiraquartzesiraquartosiraquackiestoqueeredeliraqaidsiraquarriedeliraquantitativelyetiraquackieraniraquanticolloquarrymenoiraquaverersiraqindarsiraquasarsiraquarriersiraquarrelsomemiraquantaliraquantumagiraquotersiraquackingorkiraquartilesiraquarrellingorkiraquaggyetiraquantifiesiraquaveryetiraquailedeliraquarreledeliraquartesiraquarantiningorkiraquainteraniraquonsetapiraquackishnessiraqophsiraquotationallyetiraquantityetiraquackster\n",
+ "rtsiraquaffedeairaquaffsiraqueasyogiraquackishlyogiraquotidianoiraquackyogiraquarksiraquellingeniiraquarterdecksiraquaveredeairaquarrellingeniiraqueernessiraquaffingeniiraquoinedeairaquaysidesiraquackieraniraquaggiestoqueereraniraquailsiraquantaliraquantitativelyogiraquagsiraquakieraniraquandorcolloquondamodiraquanticolloquotablyogiraquaggyogiraquakerismodiraquothaquaveringlyogiraquakersiraquartilesiraquodsiraquaversiraqueenedeairaquackiestheiraquarrelledeairaquorumsiraquotationallyogiraquaffers\n",
"\n",
"The first and last 100 steps:\n",
"\n",
- "⋅pickups, ups⋅ilons, ons⋅hore, shore⋅birds, birds⋅eyes, eyes⋅train, train⋅master, master⋅works, works⋅hops, hops⋅acking, sacking⋅s, kings⋅hips, ships⋅hape, shape⋅ups, ups⋅trokes, kes⋅trels, els⋅ewhere, where⋅by, by⋅passed, sed⋅ucible, ble⋅nched, ched⋅dars, ars⋅enals, als⋅o, so⋅ftened, ed⋅ith, dith⋅ers, thers⋅itical, cal⋅ked, ked⋅ged, ed⋅itorializing, zing⋅ing, ging⋅ering, ring⋅sides, sides⋅tepped, ped⋅ologies, logies⋅t, est⋅ranging, ging⋅ko, ko⋅alas, alas⋅kas, kas⋅hmirs, s⋅carecrows, crows⋅teps, steps⋅isters, ters⋅est, sest⋅ines, ines⋅timably, ly⋅ricists, ts⋅immes, immes⋅hing, shing⋅les, les⋅sening, ing⋅rafted, ted⋅dy, eddy⋅ing, dying⋅s, s⋅quealing, ling⋅eringly, gly⋅cerose, erose⋅ly, ely⋅sian, an⋅tonymous, mous⋅ings, sings⋅ongs, songs⋅ters, ters⋅er, ser⋅ges, ges⋅soes, oes⋅ophagus, gus⋅tatorially, ally⋅ls, s⋅aprophytically, ly⋅mphoid, oid⋅ium, um⋅lauted, ted⋅iums, s⋅ubdisciplines, lines⋅man, man⋅icured, red⋅ressing, dressing⋅s, s⋅tuttered, red⋅ounded, ded⋅ucing, ing⋅eniously, sly⋅er, yer⋅bas, bas⋅sly, sly⋅boots, boots⋅traps, traps⋅hooting, shooting⋅s, s⋅urrogacy, cy⋅linders, ers⋅atzes, zes⋅tfulness, fulness⋅es, ses⋅tets, stets⋅ons\n",
+ "⋅individualized zed⋅s s⋅cuppered red⋅eemers emers⋅ions ons⋅tage stage⋅hands hands⋅ful ful⋅lers ers⋅twhile while⋅d ed⋅ucative ve⋅rifiableness ess⋅ayed ed⋅ucators tors⋅ionally ally⋅ls s⋅hipwrights ts⋅ardoms s⋅ummonses ses⋅tets stets⋅ons sons⋅hips ships⋅ide side⋅pieces ces⋅sation ion⋅ising ising⋅lass glass⋅blowing wing⋅edly ly⋅mphosarcomas mas⋅ted sted⋅horses horses⋅hoers oers⋅ted ted⋅dies dies⋅tocks s⋅timulatives ves⋅tures res⋅iduums s⋅upraorbital orbital⋅s als⋅o so⋅journment ment⋅is tis⋅sued sued⋅ed ded⋅ications ons⋅hore shore⋅birds birds⋅eeds seeds⋅men men⋅delianist ist⋅anbul bul⋅bous bous⋅y sy⋅ndicator tor⋅turedly ly⋅onnaise se⋅xiest est⋅eeming ming⋅lers ers⋅atzes zes⋅ting sting⋅y gy⋅psydoms s⋅eared red⋅edicated ted⋅iums s⋅andpile pile⋅ups ups⋅wells wells⋅prings rings⋅ides sides⋅wipes pes⋅kiest kiest⋅ers ters⋅er ser⋅vicers s⋅wanky ky⋅mograms rams⋅hackle shackle⋅rs s⋅tretti ti⋅psiness iness⋅ential essential⋅ly ly⋅rated ted⋅iousness ess⋅ayers s⋅hadowy wy⋅omingite ite⋅mizations ons⋅laughts ts⋅immes immes⋅hing shing⋅ling ling⋅eringly gly⋅cerose erose⋅ly\n",
"...\n",
- "s⋅ir, ir⋅aq, q⋅uartos, s⋅ir, ir⋅aq, q⋅uackiest, t⋅oque, que⋅ered, d⋅eli, i⋅raq, q⋅aids, s⋅ir, ir⋅aq, q⋅uarried, d⋅eli, i⋅raq, q⋅uantitatively, y⋅eti, i⋅raq, q⋅uackier, r⋅ani, i⋅raq, q⋅uantic, c⋅olloq, q⋅uarrymen, n⋅oir, ir⋅aq, q⋅uaverers, s⋅ir, ir⋅aq, q⋅indars, s⋅ir, ir⋅aq, q⋅uasars, s⋅ir, ir⋅aq, q⋅uarriers, s⋅ir, ir⋅aq, q⋅uarrelsome, e⋅mir, ir⋅aq, q⋅uantal, l⋅ira, ira⋅q, q⋅uantum, m⋅agi, i⋅raq, q⋅uoters, s⋅ir, ir⋅aq, q⋅uacking, g⋅orki, i⋅raq, q⋅uartiles, s⋅ir, ir⋅aq, q⋅uarrelling, g⋅orki, i⋅raq, q⋅uaggy, y⋅eti, i⋅raq, q⋅uantifies, s⋅ir, ir⋅aq, q⋅uavery, y⋅eti, i⋅raq, q⋅uailed, d⋅eli, i⋅raq, q⋅uarreled, d⋅eli, i⋅raq, q⋅uartes, s⋅ir, ir⋅aq, q⋅uarantining, g⋅orki, i⋅raq, q⋅uainter, r⋅ani, i⋅raq, q⋅uonset, t⋅apir, ir⋅aq, q⋅uackishness, s⋅ir, ir⋅aq, q⋅ophs, s⋅ir, ir⋅aq, q⋅uotationally, y⋅eti, i⋅raq, q⋅uantity, y⋅eti, i⋅raq, q⋅uackster\n"
+ "q⋅uarks s⋅ir ir⋅aq q⋅uelling g⋅enii i⋅raq q⋅uarterdecks s⋅ir ir⋅aq q⋅uavered d⋅eair ir⋅aq q⋅uarrelling g⋅enii i⋅raq q⋅ueerness s⋅ir ir⋅aq q⋅uaffing g⋅enii i⋅raq q⋅uoined d⋅eair ir⋅aq q⋅uaysides s⋅ir ir⋅aq q⋅uackier r⋅ani i⋅raq q⋅uaggiest t⋅oque que⋅erer r⋅ani i⋅raq q⋅uails s⋅ir ir⋅aq q⋅uantal l⋅ira ira⋅q q⋅uantitatively y⋅ogi i⋅raq q⋅uags s⋅ir ir⋅aq q⋅uakier r⋅ani i⋅raq q⋅uando o⋅rc c⋅olloq q⋅uondam m⋅odi i⋅raq q⋅uantic c⋅olloq q⋅uotably y⋅ogi i⋅raq q⋅uaggy y⋅ogi i⋅raq q⋅uakerism m⋅odi i⋅raq q⋅uotha a⋅qua qua⋅veringly y⋅ogi i⋅raq q⋅uakers s⋅ir ir⋅aq q⋅uartiles s⋅ir ir⋅aq q⋅uods s⋅ir ir⋅aq q⋅uavers s⋅ir ir⋅aq q⋅ueened d⋅eair ir⋅aq q⋅uackiest t⋅heir ir⋅aq q⋅uarrelled d⋅eair ir⋅aq q⋅uorums s⋅ir ir⋅aq q⋅uotationally y⋅ogi i⋅raq q⋅uaffers\n"
]
}
],
@@ -664,7 +703,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
@@ -681,7 +720,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
@@ -690,7 +729,7 @@
"21933"
]
},
- "execution_count": 16,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
@@ -709,7 +748,7 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 20,
"metadata": {},
"outputs": [
{
@@ -717,27 +756,27 @@
"text/plain": [
"[(15, 'overdiversification', 'diversifications'),\n",
" (15, 'nondifferentiation', 'differentiations'),\n",
- " (14, 'unrepresentative', 'representatively'),\n",
- " (14, 'uncharacteristic', 'characteristics'),\n",
+ " (14, 'unrepresentative', 'representatives'),\n",
+ " (14, 'uncharacteristic', 'characteristically'),\n",
+ " (14, 'transubstantiation', 'substantiations'),\n",
+ " (14, 'proadministration', 'administrations'),\n",
" (14, 'preorganization', 'reorganizations'),\n",
" (14, 'preconstruction', 'reconstructions'),\n",
" (14, 'overspecialization', 'specializations'),\n",
" (14, 'overgeneralization', 'generalizations'),\n",
- " (14, 'nonrepresentative', 'representatives'),\n",
- " (14, 'nondiscrimination', 'discriminational'),\n",
- " (14, 'misadministration', 'administrations'),\n",
+ " (14, 'nonrepresentative', 'representatively'),\n",
+ " (14, 'nondiscrimination', 'discriminations'),\n",
" (14, 'microclimatological', 'climatologically'),\n",
" (14, 'maladministration', 'administrational'),\n",
" (14, 'interdenominational', 'denominationally'),\n",
- " (14, 'indiscrimination', 'discriminations'),\n",
- " (14, 'consubstantiation', 'substantiations'),\n",
+ " (14, 'indiscrimination', 'discriminational'),\n",
" (13, 'unprepossessing', 'prepossessingness'),\n",
" (13, 'unjustification', 'justifications'),\n",
" (13, 'uncompassionate', 'compassionately'),\n",
- " (13, 'uncommunicative', 'communicativeness')]"
+ " (13, 'uncommunicative', 'communicatively')]"
]
},
- "execution_count": 17,
+ "execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
@@ -750,31 +789,31 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "Every 2000th one:"
+ "Here is every 2000th one:"
]
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(15, 'overdiversification', 'diversifications'),\n",
- " (6, 'lidless', 'idlesses'),\n",
- " (5, 'barnyards', 'yardsticks'),\n",
- " (4, 'leningrad', 'gradually'),\n",
- " (3, 'washbasins', 'insoul'),\n",
- " (3, 'pikestaff', 'affirmatives'),\n",
- " (3, 'foeman', 'mangier'),\n",
- " (3, 'aftermarket', 'ketchups'),\n",
- " (2, 'schwas', 'asphalting'),\n",
- " (2, 'lymphoid', 'idiosyncratic'),\n",
- " (2, 'dispraise', 'serviceableness')]"
+ " (6, 'isomers', 'somersaults'),\n",
+ " (5, 'barbless', 'blessers'),\n",
+ " (4, 'libris', 'briskets'),\n",
+ " (3, 'vizored', 'redirecting'),\n",
+ " (3, 'phonophotography', 'physiotherapies'),\n",
+ " (3, 'fobs', 'obsidians'),\n",
+ " (3, 'afloat', 'oaten'),\n",
+ " (2, 'scrimpiest', 'stupas'),\n",
+ " (2, 'loveliest', 'strollers'),\n",
+ " (2, 'disbowel', 'electrocutional')]"
]
},
- "execution_count": 18,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
@@ -792,7 +831,7 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
@@ -809,30 +848,30 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "S has 543,832 letters and a compression ratio of 1.625\n",
- "P has 91,133 steps (38,344 bridge steps), average overlap 1.45 letters\n",
- "W has 97,110 words (52,789 nonsubwords, 44,321 subwords, 10,571 short words)\n",
- "There are 63,694 bridges (63,543 one-step, 151 two-step, none missing)\n",
+ "S has 543,369 letters and a compression ratio of 1.627\n",
+ "P has 91,207 steps (38,425 bridge steps), average overlap 1.43 letters\n",
+ "W has 97,102 words (52,782 nonsubwords, 44,320 subwords, 10,557 short words)\n",
+ "There are 63,627 bridges (63,475 one-step, 152 two-step, none missing)\n",
"S saved as the file \"natalie-nearsubwords.txt\".\n",
"\n",
"The first and last 500 letters of S:\n",
"\n",
- "impermanencephalitictocsinspirationallyricistsarinassignerstwhilestrangingerbreadinghiestrayingrafteddyingatemendationshorebirdshucksteredemonstrationalizationstageyriesquiredacteditherythematiteslashedgehoppingrainediblesophagalenastinessentiallycanthropyrotechnicalitiescrowsudsiestanchedgepigstickedemasculinizingressiveracityfieditorializedshepherdswomanhoodsubdisciplinescapablerraticallyristsarismsatyriasisteredresservalsidlinglycogenictatedematousledgehammersouthboundismayedgewaysideswiperse\n",
+ "unwinderstwhileumbelsewheretrixerophilousinessemicrystallinelesswankymographologiescaladesaltshakersorghumsupervisoryxestablisherriespiedmontsarismseismogramshacklerspelldownstrokescarsonictitatinglersemiautonomouslyerbassonantlyriformlesslycanthropewalksanctimoniousnessubcivilizationshorelinescapablymphocytestimonystagmussiestanciasphyxiateslasherselfnesstaggerstoutersestinescapablestradiologicallymphaticallymphomascheraldistsaristsarsonistsaritzassaultsunamicuspidalmatianswersauropodswitzerlan\n",
"...\n",
- "siraquakieraniraquaveryetiraqianaemicolloquailedeliraquailingeniiraquarrelsometimesiraquartesiraquarreledeliraquantumbleweedsiraquandoozeraniraquanticolloquantitiesiraquarantiningeniiraquavereductionistapiraquarterlyetiraquaggiestapiraquoinsusceptibilityetiraquaffingerprintsiraquartermastersiraquonsetlinesiraquotientsiraquaveringlyetiraquagsiraquackedeliraquaversiraquarterbacksawsiraquaverersiraquartanoiraquackishnessiraqindarsiraqophsiraqintarsiasiraquotationallyetiraquailsiraquasarsiraquantity\n",
+ "ogiraqueriersiraquoinsectsiraquackiestoqueueingeniiraquarrelersiraquailedeairaquaggiestockpilesiraqurushiolsiraqueenliestoqueeningeniiraquantumericolloquaverersiraquarriedeairaqueernessiraquotientsiraquarrelledeairaquakilyogiraquorumsiraquaaludesiraquantizesiraquarterfinalistsiraquaintnessiraquarterliesiraquagmiryogiraquagmiresiraquarksiraquotationallyogiraquarantinesiraquaffersiraquantedeairaquotidianemiraquellingeniiraquarriersiraquarterdecksiraquaveredeairaquarrellingeniiraquaffingeniiraqaids\n",
"\n",
"The first and last 100 steps:\n",
"\n",
- "⋅impermanencephalitic, tic⋅tocsins, ins⋅pirationally, ly⋅ricists, ts⋅arinassigners, ers⋅twhiles, es⋅tranging, ging⋅erbreading, ding⋅hies, es⋅traying, ing⋅rafted, ted⋅dying, ing⋅atemen, emen⋅dations, ons⋅horebirds, s⋅huckstered, red⋅emonstrational, rational⋅izations, ons⋅tagey, ey⋅ries, es⋅quiredacted, ed⋅ithery, ery⋅thematites, tes⋅lashed, hed⋅gehopping, ing⋅rained, ined⋅ibles, es⋅ophagalenas, nas⋅tiness, iness⋅entially, ly⋅canthropy, py⋅rotechnicalities, es⋅crows, s⋅udsiestanched, hed⋅gepigsticked, ed⋅emasculinizing, ing⋅ressive, ve⋅racityfied, ed⋅itorialized, zed⋅s, s⋅hepherdswoman, woman⋅hoods, s⋅ubdisciplines, ines⋅capabler, er⋅ratically, ly⋅rists, ts⋅arisms, s⋅atyriasistered, red⋅resservals, s⋅idlinglycogenic, nic⋅tated, ed⋅ematous, tous⋅ledgehammers, s⋅outhboundismayed, ed⋅geways, ways⋅ideswipers, pers⋅ecutesy, sy⋅mbolizes, zes⋅tiestriates, tes⋅typsis, sis⋅tering, ring⋅sidestepped, ped⋅ologiest, est⋅ablisherpas, pas⋅calkaloids, s⋅idebands, s⋅ubregions, s⋅hooks, s⋅wishers, hers⋅elfing, fing⋅ertipsters, s⋅trabismuskegs, s⋅umosquitoes, oes⋅ophagus, gus⋅hymnals, s⋅wastikas, kas⋅hasidic, dic⋅tations, s⋅alviassenters, s⋅lenderestructuring, ring⋅necks, s⋅carring, ring⋅leadership, ship⋅building, ing⋅rates, tes⋅tierces, ces⋅urae, ae⋅rated, ed⋅ifies, es⋅trumming, ing⋅eniously, sly⋅er, yer⋅baselessly, sly⋅est, est⋅radiologists, ts⋅aritzas, as⋅surors, s⋅caldicotyledons, s⋅calypsos, os⋅tensible\n",
+ "⋅unwinders ers⋅twhile ile⋅um um⋅bels els⋅ewheretrix x⋅erophilous lous⋅iness s⋅emicrystallineless s⋅wanky ky⋅mographologies es⋅caladesalts salts⋅hakers s⋅orghums s⋅upervisory ory⋅xes es⋅tablisherries es⋅piedmonts ts⋅arisms s⋅eismograms rams⋅hacklers s⋅pelldownstrokes es⋅cars cars⋅onic nic⋅titating ating⋅lers s⋅emiautonomously sly⋅er yer⋅bassonantly ly⋅riformlessly ly⋅canthropewalks s⋅anctimoniousness s⋅ubcivilizations ons⋅horelines ines⋅capably ly⋅mphocytes tes⋅timony ny⋅stagmussiest est⋅ancias as⋅phyxiates tes⋅lashers hers⋅elfness s⋅taggers s⋅touters ters⋅estines ines⋅capablest est⋅radiologically ly⋅mphatically ly⋅mphomaschera hera⋅ldists ts⋅arists ts⋅arsonists ts⋅aritzassaults ts⋅unamicus cus⋅pidal dal⋅matians ans⋅wers s⋅auropods s⋅witzerland land⋅lordshipboard ard⋅ours urs⋅inewing wing⋅overseen en⋅corespondents ts⋅unamisfits its⋅elflessly ly⋅canthropy py⋅ramidinghy hy⋅perglycemicrosystems s⋅capulae ae⋅thericketiest est⋅ragons s⋅atyrickettsiae ae⋅gises ses⋅ames mes⋅sianiches ches⋅ted sted⋅horseshoes oes⋅ophagustiest est⋅oppages ges⋅tations s⋅noozy zy⋅zzyvasectomized ed⋅isonority ty⋅pecasebooks s⋅pindling ing⋅athers s⋅chmucks s⋅eminars s⋅odomies es⋅carpings s⋅hrewdness s⋅ubcutaneously ly⋅mphocytic tic⋅klishness s⋅padeworkouts outs⋅trippings s⋅cuttler er⋅igerons s⋅ophistication on⋅omatopoetically\n",
"...\n",
- "y⋅eti, i⋅raq, q⋅ianaemic, c⋅olloq, q⋅uailed, d⋅eli, i⋅raq, q⋅uailing, g⋅enii, i⋅raq, q⋅uarrelsometimes, s⋅ir, ir⋅aq, q⋅uartes, s⋅ir, ir⋅aq, q⋅uarreled, d⋅eli, i⋅raq, q⋅uantumbleweeds, s⋅ir, ir⋅aq, q⋅uandoozer, r⋅ani, i⋅raq, q⋅uantic, c⋅olloq, q⋅uantities, s⋅ir, ir⋅aq, q⋅uarantining, g⋅enii, i⋅raq, q⋅uavereductionist, t⋅apir, ir⋅aq, q⋅uarterly, y⋅eti, i⋅raq, q⋅uaggiest, t⋅apir, ir⋅aq, q⋅uoinsusceptibility, y⋅eti, i⋅raq, q⋅uaffingerprints, s⋅ir, ir⋅aq, q⋅uartermasters, s⋅ir, ir⋅aq, q⋅uonsetlines, s⋅ir, ir⋅aq, q⋅uotients, s⋅ir, ir⋅aq, q⋅uaveringly, y⋅eti, i⋅raq, q⋅uags, s⋅ir, ir⋅aq, q⋅uacked, d⋅eli, i⋅raq, q⋅uavers, s⋅ir, ir⋅aq, q⋅uarterbacksaws, s⋅ir, ir⋅aq, q⋅uaverers, s⋅ir, ir⋅aq, q⋅uartan, n⋅oir, ir⋅aq, q⋅uackishness, s⋅ir, ir⋅aq, q⋅indars, s⋅ir, ir⋅aq, q⋅ophs, s⋅ir, ir⋅aq, q⋅intarsias, s⋅ir, ir⋅aq, q⋅uotationally, y⋅eti, i⋅raq, q⋅uails, s⋅ir, ir⋅aq, q⋅uasars, s⋅ir, ir⋅aq, q⋅uantity\n"
+ "g⋅enii i⋅raq q⋅uarrelers s⋅ir ir⋅aq q⋅uailed d⋅eair ir⋅aq q⋅uaggiestockpiles s⋅ir ir⋅aq q⋅urushiols s⋅ir ir⋅aq q⋅ueenliest t⋅oque que⋅ening g⋅enii i⋅raq q⋅uantumeric c⋅olloq q⋅uaverers s⋅ir ir⋅aq q⋅uarried d⋅eair ir⋅aq q⋅ueerness s⋅ir ir⋅aq q⋅uotients s⋅ir ir⋅aq q⋅uarrelled d⋅eair ir⋅aq q⋅uakily y⋅ogi i⋅raq q⋅uorums s⋅ir ir⋅aq q⋅uaaludes s⋅ir ir⋅aq q⋅uantizes s⋅ir ir⋅aq q⋅uarterfinalists s⋅ir ir⋅aq q⋅uaintness s⋅ir ir⋅aq q⋅uarterlies s⋅ir ir⋅aq q⋅uagmiry y⋅ogi i⋅raq q⋅uagmires s⋅ir ir⋅aq q⋅uarks s⋅ir ir⋅aq q⋅uotationally y⋅ogi i⋅raq q⋅uarantines s⋅ir ir⋅aq q⋅uaffers s⋅ir ir⋅aq q⋅uanted d⋅eair ir⋅aq q⋅uotidiane e⋅mir ir⋅aq q⋅uelling g⋅enii i⋅raq q⋅uarriers s⋅ir ir⋅aq q⋅uarterdecks s⋅ir ir⋅aq q⋅uavered d⋅eair ir⋅aq q⋅uarrelling g⋅enii i⋅raq q⋅uaffing g⋅enii i⋅raq q⋅aids\n"
]
}
],
@@ -847,10 +886,10 @@
"source": [
"# Comparison of Results\n",
"\n",
- "The number of letters for various versions:\n",
- "- 630,408 for Tom Murphy's\n",
- "- 554,039 for my *W*\n",
- "- 543,832 for my *W1*.\n",
+ "The number of letters in the protmantout, for various versions (rounded, because each run is slightly different):\n",
+ "- 630,000 for Tom Murphy's\n",
+ "- 553,000 for my *W*\n",
+ "- 543,000 for my *W1*.\n",
"\n",
"\n",
"To compare my program to [Tom Murphy's](https://sourceforge.net/p/tom7misc/svn/HEAD/tree/trunk/portmantout/): \n",
@@ -870,23 +909,23 @@
"\n",
"I should say that I stole one important trick from Murphy. After I finished the first version of my program, I looked at his highly-entertaining [video](https://www.youtube.com/watch?time_continue=1&v=QVn2PZGZxaI) and [paper](http://tom7.org/portmantout/murphy2015portmantout.pdf) and I noticed that I had a problem in my use of bridges. My `natalie` function originally contained something like this: \n",
"\n",
- " step = unused_word_step(...) or one_word_bridge(...) or two_word_bridge(...)\n",
+ " unused_word_step(...) or one_word_bridge(...) or two_word_bridge(...)\n",
" \n",
- "That is, I only considered two-word bridges when there was no one-word bridge, on the assumption that one word is shorter than two. But Murphy showed that my assumption was wrong: for `bridges['w']['c']` I had `'workaholic'` as the best one-word bridge, but he had the two-word bridge `'war' + 'arc' = 'warc'`, which saves six excess letters over my single word. After seeing that, I shamelessly copied his approach, and now I too get a two-letter excess for `bridges['w']['c']`. (Sometimes `'war' + 'arc'` and sometimes `'wet' + 'etc'` or `'we' + 'etc'`, depending on the seed for the hash function that hashes strings into a word set.)"
+ "That is, I only considered two-word bridges when there was no one-word bridge, on the assumption that one word is shorter than two. But Murphy showed that my assumption was wrong: for `bridges['w']['c']` I had `'workaholic'` as the best one-word bridge, but he had the two-word bridge `'war' + 'arc' = 'warc'`, which saves six excess letters over my single word. After seeing that, I shamelessly copied his approach, and now I too get a two-letter excess for `bridges['w']['c']`. (Sometimes `'war' + 'arc'` and sometimes `'wet' + 'etc'` or `'we' + 'etc'`.)"
]
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "Bridge(excess=2, steps=[Step(overlap=1, word='wet'), Step(overlap=2, word='etc')])"
+ "Bridge(excess=2, steps=[Step(overlap=1, word='war'), Step(overlap=2, word='arc')])"
]
},
- "execution_count": 21,
+ "execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
@@ -895,31 +934,6 @@
"W.bridges['w']['c']"
]
},
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "# Further Work\n",
- "\n",
- "Here are some things you could do to make the portmantouts more interesting:\n",
- "\n",
- "- Use linguistic resources (such as [pretrained word embeddings](https://nlp.stanford.edu/projects/glove/)) to teach your program what words are related to each other. Encourage the program to place related words next to each other. Maybe even make grammatical sentences.\n",
- "- Use linguistic resources (such as [NLTK](https://github.com/nltk/)) to teach your program where syllable breaks are in words, and what each syllable sounds like. Encourage the program to make overlaps match syllables. (That's why \"preferendumdums\" sounds better than \"fortyphonshore\".)\n",
- "\n",
- "Here are some things you could do to make *S* shorter:\n",
- "\n",
- "- **Lookahead**: Unused words are chosen based on the degree of overlap, but nothing else. It might help to prefer unused words which have a suffix that matches the prefix of another unused word. A single-word lookahead or a beam search could be used.\n",
- "- **Word choice ordering**: Perhaps `startswith_table` could sort the words in each key's bucket so that the \"difficult\" words (say, the ones that end in unusual letters) are encountered earlier in the program's execution, when there are more available words for them to connect to.\n",
- "- **Expected excess**: The greedy approach minimizes the number of excess letters for each step. But some words are harder to place than others. Instead of just minimizing the excess, consider also the *expected* excess of each word, which could be learned. \n",
- " \n",
- "Here are some things you could do to make the program more robust:\n",
- "\n",
- "- Write and run unit tests.\n",
- "- Find other word lists, perhaps in other languages, and try the program on them.\n",
- "- Try word lists such as a list of names, or cities or countries, augmented with common short words.\n",
- "- Consider what to do for a wordset that has missing bridges. You could try three-word bridges, you could allow the program to back up and remove a previously-placed word; you could allow the addition of words to the start as well as the end of `P`."
- ]
- },
{
"cell_type": "markdown",
"metadata": {},
@@ -933,7 +947,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 25,
"metadata": {},
"outputs": [
{
@@ -996,7 +1010,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
@@ -1005,7 +1019,7 @@
"0.451257202317166"
]
},
- "execution_count": 23,
+ "execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
@@ -1025,27 +1039,27 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[('sap', 2447),\n",
- " ('so', 2208),\n",
- " ('of', 1975),\n",
- " ('lyre', 1666),\n",
- " ('sun', 1514),\n",
- " ('sin', 1422),\n",
- " ('sic', 1399),\n",
- " ('sam', 1089),\n",
- " ('yaw', 972),\n",
- " ('sob', 933),\n",
- " ('go', 835),\n",
- " ('lye', 707)]"
+ "[('sap', 2377),\n",
+ " ('so', 2099),\n",
+ " ('of', 1759),\n",
+ " ('sam', 1734),\n",
+ " ('lyre', 1661),\n",
+ " ('dab', 1549),\n",
+ " ('gab', 1524),\n",
+ " ('sun', 1482),\n",
+ " ('sin', 1424),\n",
+ " ('sic', 1324),\n",
+ " ('lye', 734),\n",
+ " ('go', 702)]"
]
},
- "execution_count": 24,
+ "execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
@@ -1070,7 +1084,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 28,
"metadata": {},
"outputs": [
{
@@ -1101,7 +1115,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 29,
"metadata": {},
"outputs": [
{
@@ -1110,7 +1124,7 @@
"'antidisestablishmentarianism'"
]
},
- "execution_count": 26,
+ "execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
@@ -1128,7 +1142,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 30,
"metadata": {},
"outputs": [
{
@@ -1162,7 +1176,7 @@
" ('q', 1066)]"
]
},
- "execution_count": 27,
+ "execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
@@ -1180,7 +1194,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 31,
"metadata": {},
"outputs": [
{
@@ -1189,7 +1203,7 @@
"70300"
]
},
- "execution_count": 28,
+ "execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
@@ -1209,25 +1223,25 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "[Bridge(excess=5, steps=[Step(overlap=1, word='yeti'), Step(overlap=1, word='iraq')]),\n",
- " Bridge(excess=5, steps=[Step(overlap=1, word='zircon'), Step(overlap=3, word='conj')]),\n",
+ "[Bridge(excess=5, steps=[Step(overlap=1, word='yogi'), Step(overlap=1, word='iraq')]),\n",
+ " Bridge(excess=5, steps=[Step(overlap=1, word='zinc'), Step(overlap=1, word='conj')]),\n",
" Bridge(excess=5, steps=[Step(overlap=1, word='zuni'), Step(overlap=1, word='iraq')]),\n",
- " Bridge(excess=6, steps=[Step(overlap=1, word='blini'), Step(overlap=1, word='iraq')]),\n",
- " Bridge(excess=6, steps=[Step(overlap=1, word='gorki'), Step(overlap=1, word='iraq')]),\n",
+ " Bridge(excess=6, steps=[Step(overlap=1, word='bocci'), Step(overlap=1, word='iraq')]),\n",
+ " Bridge(excess=6, steps=[Step(overlap=1, word='genii'), Step(overlap=1, word='iraq')]),\n",
" Bridge(excess=6, steps=[Step(overlap=1, word='jinni'), Step(overlap=1, word='iraq')]),\n",
- " Bridge(excess=6, steps=[Step(overlap=1, word='okapi'), Step(overlap=1, word='iraq')]),\n",
- " Bridge(excess=6, steps=[Step(overlap=1, word='vedic'), Step(overlap=1, word='conj')]),\n",
- " Bridge(excess=6, steps=[Step(overlap=1, word='xenic'), Step(overlap=1, word='conj')]),\n",
- " Bridge(excess=8, steps=[Step(overlap=1, word='xenic'), Step(overlap=1, word='colloq')])]"
+ " Bridge(excess=6, steps=[Step(overlap=1, word='orc'), Step(overlap=1, word='colloq')]),\n",
+ " Bridge(excess=6, steps=[Step(overlap=1, word='vouch'), Step(overlap=1, word='hadj')]),\n",
+ " Bridge(excess=6, steps=[Step(overlap=1, word='xebec'), Step(overlap=1, word='conj')]),\n",
+ " Bridge(excess=8, steps=[Step(overlap=1, word='xebec'), Step(overlap=1, word='colloq')])]"
]
},
- "execution_count": 29,
+ "execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
@@ -1245,7 +1259,7 @@
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 33,
"metadata": {},
"outputs": [
{
@@ -1262,16 +1276,16 @@
" Bridge(excess=0, steps=[Step(overlap=3, word='spats')]),\n",
" Bridge(excess=0, steps=[Step(overlap=4, word='earns')]),\n",
" Bridge(excess=0, steps=[Step(overlap=4, word='sable')]),\n",
- " Bridge(excess=1, steps=[Step(overlap=1, word='bitsy')]),\n",
- " Bridge(excess=1, steps=[Step(overlap=1, word='nags')]),\n",
+ " Bridge(excess=1, steps=[Step(overlap=1, word='biped')]),\n",
+ " Bridge(excess=1, steps=[Step(overlap=1, word='naiad')]),\n",
" Bridge(excess=1, steps=[Step(overlap=2, word='cairo')]),\n",
- " Bridge(excess=1, steps=[Step(overlap=2, word='riven')]),\n",
+ " Bridge(excess=1, steps=[Step(overlap=2, word='ritzy')]),\n",
" Bridge(excess=1, steps=[Step(overlap=3, word='howdah')]),\n",
" Bridge(excess=1, steps=[Step(overlap=4, word='kazoos')]),\n",
" Bridge(excess=2, steps=[Step(overlap=2, word='octopi')])]"
]
},
- "execution_count": 30,
+ "execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
@@ -1289,7 +1303,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 34,
"metadata": {},
"outputs": [
{
@@ -1298,7 +1312,7 @@
"Counter({0: 43411, 1: 21306, 2: 4869, 3: 634, 4: 52, 5: 21, 6: 6, 8: 1})"
]
},
- "execution_count": 31,
+ "execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
@@ -1318,7 +1332,7 @@
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": 35,
"metadata": {},
"outputs": [
{
@@ -1327,7 +1341,7 @@
"0.47372688477951636"
]
},
- "execution_count": 32,
+ "execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
@@ -1347,7 +1361,7 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 36,
"metadata": {},
"outputs": [
{
@@ -1356,7 +1370,7 @@
"Counter({1: 70155, 2: 145})"
]
},
- "execution_count": 33,
+ "execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
@@ -1374,158 +1388,158 @@
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 37,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "a-f: are + ref (excess 2)\n",
- "a-g: at + tag (excess 2)\n",
- "a-j: ash + hadj (excess 4)\n",
- "a-q: air + iraq (excess 3)\n",
- "a-v: at + tv (excess 1)\n",
- "b-c: be + etc (excess 2)\n",
- "b-j: bacon + conj (excess 4)\n",
- "b-q: blini + iraq (excess 6)\n",
- "b-v: bot + tv (excess 2)\n",
- "c-v: cut + tv (excess 2)\n",
- "d-f: do + of (excess 1)\n",
- "d-j: doc + conj (excess 4)\n",
- "d-q: deli + iraq (excess 5)\n",
- "d-r: do + or (excess 1)\n",
- "d-u: dry + you (excess 3)\n",
- "d-v: dot + tv (excess 2)\n",
- "d-z: do + oyez (excess 3)\n",
- "e-j: econ + conj (excess 3)\n",
- "e-p: era + rap (excess 2)\n",
- "e-q: emir + iraq (excess 4)\n",
- "e-v: eat + tv (excess 2)\n",
- "e-w: era + raw (excess 2)\n",
- "e-z: era + razz (excess 3)\n",
- "f-c: far + arc (excess 2)\n",
- "f-j: fish + hadj (excess 5)\n",
- "f-q: fir + iraq (excess 3)\n",
- "f-v: fat + tv (excess 2)\n",
- "g-c: go + orc (excess 2)\n",
- "g-f: go + of (excess 1)\n",
- "g-j: gush + hadj (excess 5)\n",
- "g-q: gorki + iraq (excess 6)\n",
- "g-r: go + or (excess 1)\n",
- "g-v: git + tv (excess 2)\n",
- "h-c: he + etc (excess 2)\n",
- "h-q: hair + iraq (excess 4)\n",
- "h-u: hem + emu (excess 2)\n",
- "h-v: hut + tv (excess 2)\n",
- "i-c: is + sac (excess 2)\n",
- "i-g: is + sag (excess 2)\n",
- "i-j: icon + conj (excess 3)\n",
- "i-o: is + so (excess 1)\n",
- "i-u: if + flu (excess 2)\n",
- "i-v: it + tv (excess 1)\n",
- "i-w: is + saw (excess 2)\n",
- "i-z: if + fez (excess 2)\n",
- "j-c: jet + etc (excess 2)\n",
- "j-q: jinni + iraq (excess 6)\n",
- "j-v: jet + tv (excess 2)\n",
- "k-c: kudo + doc (excess 3)\n",
- "k-j: kasha + hadj (excess 5)\n",
- "k-m: keel + elm (excess 3)\n",
- "k-q: kafir + iraq (excess 5)\n",
- "l-c: let + etc (excess 2)\n",
- "l-j: loco + conj (excess 4)\n",
- "l-q: lira + iraq (excess 3)\n",
- "l-v: lot + tv (excess 2)\n",
- "l-z: levi + viz (excess 3)\n",
- "m-j: mac + conj (excess 4)\n",
- "m-q: magi + iraq (excess 5)\n",
- "m-z: mech + chez (excess 4)\n",
- "n-f: no + of (excess 1)\n",
- "n-j: narco + conj (excess 5)\n",
- "n-q: noir + iraq (excess 4)\n",
- "n-v: net + tv (excess 2)\n",
- "o-i: of + fbi (excess 2)\n",
- "o-j: ooh + hadj (excess 4)\n",
- "o-p: of + fop (excess 2)\n",
- "o-q: okapi + iraq (excess 6)\n",
- "o-u: of + flu (excess 2)\n",
- "o-v: oft + tv (excess 2)\n",
- "o-w: one + new (excess 2)\n",
- "p-j: poco + conj (excess 4)\n",
- "p-q: pair + iraq (excess 4)\n",
- "p-v: pet + tv (excess 2)\n",
- "q-b: quem + mob (excess 4)\n",
- "q-j: qoph + hadj (excess 5)\n",
- "q-v: quit + tv (excess 3)\n",
- "q-w: quem + mow (excess 4)\n",
- "q-x: quem + mix (excess 4)\n",
- "r-j: recon + conj (excess 4)\n",
- "r-q: rani + iraq (excess 5)\n",
- "r-u: ref + flu (excess 3)\n",
- "r-v: rut + tv (excess 2)\n",
- "s-f: so + of (excess 1)\n",
- "s-j: shad + hadj (excess 3)\n",
- "s-q: sir + iraq (excess 3)\n",
- "t-f: to + of (excess 1)\n",
- "t-j: taco + conj (excess 4)\n",
- "t-q: tapir + iraq (excess 5)\n",
- "t-z: tv + viz (excess 2)\n",
- "u-b: us + sob (excess 2)\n",
- "u-f: ufo + of (excess 2)\n",
- "u-g: ufo + fog (excess 2)\n",
- "u-j: ugh + hadj (excess 4)\n",
- "u-q: ugli + iraq (excess 5)\n",
- "u-w: use + sew (excess 2)\n",
- "u-z: us + sitz (excess 3)\n",
- "v-c: vet + etc (excess 2)\n",
- "v-f: veto + of (excess 3)\n",
- "v-j: vedic + conj (excess 6)\n",
- "v-k: via + ark (excess 3)\n",
- "v-m: via + am (excess 2)\n",
- "v-q: vizir + iraq (excess 5)\n",
- "w-c: wet + etc (excess 2)\n",
- "w-j: with + hadj (excess 5)\n",
- "w-q: weir + iraq (excess 4)\n",
- "w-u: we + emu (excess 2)\n",
- "w-v: wit + tv (excess 2)\n",
- "x-b: xmas + sob (excess 4)\n",
- "x-f: xmas + massif (excess 5)\n",
- "x-g: xmas + sag (excess 4)\n",
- "x-h: xmas + mash (excess 3)\n",
- "x-i: xmas + ski (excess 4)\n",
- "x-j: xenic + conj (excess 6)\n",
- "x-k: xmas + mask (excess 3)\n",
- "x-l: xmas + sell (excess 5)\n",
- "x-o: xmas + so (excess 3)\n",
- "x-p: xmas + asp (excess 3)\n",
- "x-q: xenic + colloq (excess 8)\n",
- "x-t: xmas + mast (excess 3)\n",
- "x-u: xylem + emu (excess 4)\n",
- "x-v: xmas + shiv (excess 5)\n",
- "x-w: xmas + saw (excess 4)\n",
- "x-y: xmas + massy (excess 4)\n",
- "x-z: xmas + sitz (excess 5)\n",
- "y-b: yaw + web (excess 3)\n",
- "y-c: yet + etc (excess 2)\n",
- "y-f: yeti + if (excess 3)\n",
- "y-j: yeah + hadj (excess 5)\n",
- "y-o: yes + so (excess 2)\n",
- "y-q: yeti + iraq (excess 5)\n",
- "y-v: yet + tv (excess 2)\n",
- "y-x: yaw + wax (excess 3)\n",
- "y-z: yaw + whiz (excess 4)\n",
- "z-b: zip + pub (excess 3)\n",
- "z-d: zen + end (excess 2)\n",
- "z-f: zoo + of (excess 2)\n",
- "z-h: zoo + ooh (excess 2)\n",
- "z-j: zircon + conj (excess 5)\n",
- "z-k: zoo + oak (excess 3)\n",
- "z-q: zuni + iraq (excess 5)\n",
- "z-r: zoo + or (excess 2)\n",
- "z-v: zest + tv (excess 3)\n",
- "z-w: zip + paw (excess 3)\n",
- "z-x: zip + pox (excess 3)\n"
+ "a-f: ago + of excess 2: go\n",
+ "a-g: at + tug excess 2: tu\n",
+ "a-j: arc + conj excess 4: rcon\n",
+ "a-q: air + iraq excess 3: ira\n",
+ "a-v: at + tv excess 1: t\n",
+ "b-c: bar + arc excess 2: ar\n",
+ "b-j: bacon + conj excess 4: acon\n",
+ "b-q: bocci + iraq excess 6: occira\n",
+ "b-v: bot + tv excess 2: ot\n",
+ "c-v: cat + tv excess 2: at\n",
+ "d-f: do + of excess 1: o\n",
+ "d-j: deco + conj excess 4: econ\n",
+ "d-q: deair + iraq excess 5: eaira\n",
+ "d-r: do + or excess 1: o\n",
+ "d-u: die + emu excess 3: iem\n",
+ "d-v: dot + tv excess 2: ot\n",
+ "d-z: do + oyez excess 3: oye\n",
+ "e-j: econ + conj excess 3: con\n",
+ "e-p: eye + yep excess 2: ye\n",
+ "e-q: emir + iraq excess 4: mira\n",
+ "e-v: eat + tv excess 2: at\n",
+ "e-w: era + raw excess 2: ra\n",
+ "e-z: elf + fez excess 3: lfe\n",
+ "f-c: for + orc excess 2: or\n",
+ "f-j: fish + hadj excess 5: ishad\n",
+ "f-q: fir + iraq excess 3: ira\n",
+ "f-v: fat + tv excess 2: at\n",
+ "g-c: go + orc excess 2: or\n",
+ "g-f: go + of excess 1: o\n",
+ "g-j: greco + conj excess 5: recon\n",
+ "g-q: genii + iraq excess 6: eniira\n",
+ "g-r: go + or excess 1: o\n",
+ "g-v: gut + tv excess 2: ut\n",
+ "h-c: he + etc excess 2: et\n",
+ "h-q: heir + iraq excess 4: eira\n",
+ "h-u: hem + emu excess 2: em\n",
+ "h-v: hut + tv excess 2: ut\n",
+ "i-c: is + sac excess 2: sa\n",
+ "i-g: it + tug excess 2: tu\n",
+ "i-j: icon + conj excess 3: con\n",
+ "i-o: it + to excess 1: t\n",
+ "i-u: if + flu excess 2: fl\n",
+ "i-v: it + tv excess 1: t\n",
+ "i-w: it + tow excess 2: to\n",
+ "i-z: if + fez excess 2: fe\n",
+ "j-c: jar + arc excess 2: ar\n",
+ "j-q: jinni + iraq excess 6: innira\n",
+ "j-v: jut + tv excess 2: ut\n",
+ "k-c: kudo + doc excess 3: udo\n",
+ "k-j: kasha + hajj excess 5: ashaj\n",
+ "k-m: key + yam excess 3: eya\n",
+ "k-q: kafir + iraq excess 5: afira\n",
+ "l-c: let + etc excess 2: et\n",
+ "l-j: loco + conj excess 4: ocon\n",
+ "l-q: lira + iraq excess 3: ira\n",
+ "l-v: let + tv excess 2: et\n",
+ "l-z: life + fez excess 3: ife\n",
+ "m-j: mac + conj excess 4: acon\n",
+ "m-q: modi + iraq excess 5: odira\n",
+ "m-z: mach + chez excess 4: ache\n",
+ "n-f: no + of excess 1: o\n",
+ "n-j: nosh + hadj excess 5: oshad\n",
+ "n-q: noir + iraq excess 4: oira\n",
+ "n-v: net + tv excess 2: et\n",
+ "o-i: of + fbi excess 2: fb\n",
+ "o-j: orc + conj excess 4: rcon\n",
+ "o-p: of + fop excess 2: fo\n",
+ "o-q: orc + colloq excess 6: rcollo\n",
+ "o-u: of + flu excess 2: fl\n",
+ "o-v: oat + tv excess 2: at\n",
+ "o-w: of + few excess 2: fe\n",
+ "p-j: poco + conj excess 4: ocon\n",
+ "p-q: pair + iraq excess 4: aira\n",
+ "p-v: put + tv excess 2: ut\n",
+ "q-b: quid + dub excess 4: uidu\n",
+ "q-j: qoph + hadj excess 5: ophad\n",
+ "q-v: quit + tv excess 3: uit\n",
+ "q-w: quid + dew excess 4: uide\n",
+ "q-x: quota + tax excess 4: uota\n",
+ "r-j: recon + conj excess 4: econ\n",
+ "r-q: rani + iraq excess 5: anira\n",
+ "r-u: rig + gnu excess 3: ign\n",
+ "r-v: rot + tv excess 2: ot\n",
+ "s-f: so + of excess 1: o\n",
+ "s-j: shad + hadj excess 3: had\n",
+ "s-q: sir + iraq excess 3: ira\n",
+ "t-f: to + of excess 1: o\n",
+ "t-j: taco + conj excess 4: acon\n",
+ "t-q: their + iraq excess 5: heira\n",
+ "t-z: tv + viz excess 2: vi\n",
+ "u-b: up + pub excess 2: pu\n",
+ "u-f: ufo + of excess 2: fo\n",
+ "u-g: usa + sag excess 2: sa\n",
+ "u-j: ugh + hadj excess 4: ghad\n",
+ "u-q: ugli + iraq excess 5: glira\n",
+ "u-w: usa + saw excess 2: sa\n",
+ "u-z: up + phiz excess 3: phi\n",
+ "v-c: vet + etc excess 2: et\n",
+ "v-f: veto + of excess 3: eto\n",
+ "v-j: vouch + hadj excess 6: ouchad\n",
+ "v-k: vias + ask excess 3: ias\n",
+ "v-m: via + am excess 2: ia\n",
+ "v-q: vizir + iraq excess 5: izira\n",
+ "w-c: war + arc excess 2: ar\n",
+ "w-j: wish + hadj excess 5: ishad\n",
+ "w-q: weir + iraq excess 4: eira\n",
+ "w-u: we + emu excess 2: em\n",
+ "w-v: wit + tv excess 2: it\n",
+ "x-b: xmas + sub excess 4: masu\n",
+ "x-f: xmas + massif excess 5: massi\n",
+ "x-g: xmas + sag excess 4: masa\n",
+ "x-h: xmas + mash excess 3: mas\n",
+ "x-i: xmas + ski excess 4: mask\n",
+ "x-j: xebec + conj excess 6: ebecon\n",
+ "x-k: xmas + mask excess 3: mas\n",
+ "x-l: xebec + eccl excess 5: ebecc\n",
+ "x-o: xmas + so excess 3: mas\n",
+ "x-p: xmas + asp excess 3: mas\n",
+ "x-q: xebec + colloq excess 8: ebecollo\n",
+ "x-t: xmas + mast excess 3: mas\n",
+ "x-u: xylem + emu excess 4: ylem\n",
+ "x-v: xmas + slav excess 5: masla\n",
+ "x-w: xmas + sew excess 4: mase\n",
+ "x-y: xylem + my excess 4: ylem\n",
+ "x-z: xmas + sitz excess 5: masit\n",
+ "y-b: yaw + web excess 3: awe\n",
+ "y-c: yet + etc excess 2: et\n",
+ "y-f: yogi + if excess 3: ogi\n",
+ "y-j: yeah + hadj excess 5: eahad\n",
+ "y-o: yen + no excess 2: en\n",
+ "y-q: yogi + iraq excess 5: ogira\n",
+ "y-v: yet + tv excess 2: et\n",
+ "y-x: yaw + wax excess 3: awa\n",
+ "y-z: yaw + whiz excess 4: awhi\n",
+ "z-b: zoo + orb excess 3: oor\n",
+ "z-d: zen + end excess 2: en\n",
+ "z-f: zoo + of excess 2: oo\n",
+ "z-h: zoo + ooh excess 2: oo\n",
+ "z-j: zinc + conj excess 5: incon\n",
+ "z-k: zoo + oak excess 3: ooa\n",
+ "z-q: zuni + iraq excess 5: unira\n",
+ "z-r: zoo + or excess 2: oo\n",
+ "z-v: zuni + univ excess 3: uni\n",
+ "z-w: zap + paw excess 3: apa\n",
+ "z-x: zeta + tax excess 3: eta\n"
]
}
],
@@ -1534,7 +1548,9 @@
" bridge = W.bridges[A][B]\n",
" steps = bridge.steps\n",
" if len(steps) == 2:\n",
- " print(f'{A}-{B}: {steps[0].word:6} + {steps[1].word:6} (excess {bridge.excess})')"
+ " w0, w1 = steps[0].word, steps[1].word\n",
+ " excess = w0[1:] + w1[steps[1].overlap:-1]\n",
+ " print(f'{A}-{B}: {w0:6} + {w1:6} excess {bridge.excess}: {excess}')"
]
},
{
@@ -1546,52 +1562,52 @@
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "{'pf': {'pfennigs'},\n",
- " 'ez': {'ezekiel'},\n",
- " 'fb': {'fbi'},\n",
- " 'mc': {'mcdonald'},\n",
- " 'll': {'llamas', 'llanos'},\n",
- " 'hd': {'hdqrs'},\n",
- " 'ik': {'ikebanas', 'ikons'},\n",
- " 'ek': {'ekistics'},\n",
- " 'ym': {'ymca'},\n",
- " 'jn': {'jnanas'},\n",
+ "{'ll': {'llamas', 'llanos'},\n",
" 'qa': {'qaids', 'qatar'},\n",
- " 'ay': {'ayahs', 'ayatollahs'},\n",
- " 'oj': {'ojibwas'},\n",
- " 'ee': {'eelgrasses', 'eelworm'},\n",
- " 'bw': {'bwanas'},\n",
- " 'xm': {'xmases'},\n",
- " 'gw': {'gweducks', 'gweducs'},\n",
- " 'yc': {'ycleped', 'yclept'},\n",
- " 'sf': {'sforzatos'},\n",
- " 'xi': {'xiphoids', 'xiphosuran'},\n",
- " 'dv': {'dvorak'},\n",
- " 'ct': {'ctrl'},\n",
- " 'fj': {'fjords'},\n",
- " 'gj': {'gjetosts'},\n",
- " 'dn': {'dnieper'},\n",
- " 'zw': {'zwiebacks'},\n",
- " 'iv': {'ivories', 'ivory'},\n",
" 'qo': {'qophs'},\n",
- " 'ip': {'ipecacs'},\n",
- " 'if': {'iffiness'},\n",
- " 'tc': {'tchaikovsky'},\n",
- " 'ie': {'ieee'},\n",
- " 'kw': {'kwachas', 'kwashiorkor'},\n",
- " 'zl': {'zlotys'},\n",
" 'wu': {'wurzel'},\n",
" 'uf': {'ufos'},\n",
- " 'aj': {'ajar'}}"
+ " 'kw': {'kwachas', 'kwashiorkor'},\n",
+ " 'ik': {'ikebanas', 'ikons'},\n",
+ " 'jn': {'jnanas'},\n",
+ " 'zl': {'zlotys'},\n",
+ " 'iv': {'ivories', 'ivory'},\n",
+ " 'hd': {'hdqrs'},\n",
+ " 'tc': {'tchaikovsky'},\n",
+ " 'ip': {'ipecacs'},\n",
+ " 'zw': {'zwiebacks'},\n",
+ " 'xi': {'xiphoids', 'xiphosuran'},\n",
+ " 'bw': {'bwanas'},\n",
+ " 'yc': {'ycleped', 'yclept'},\n",
+ " 'ek': {'ekistics'},\n",
+ " 'ay': {'ayahs', 'ayatollahs'},\n",
+ " 'fj': {'fjords'},\n",
+ " 'gw': {'gweducks', 'gweducs'},\n",
+ " 'aj': {'ajar'},\n",
+ " 'gj': {'gjetosts'},\n",
+ " 'dn': {'dnieper'},\n",
+ " 'ie': {'ieee'},\n",
+ " 'mc': {'mcdonald'},\n",
+ " 'if': {'iffiness'},\n",
+ " 'ee': {'eelgrasses', 'eelworm'},\n",
+ " 'dv': {'dvorak'},\n",
+ " 'ez': {'ezekiel'},\n",
+ " 'pf': {'pfennigs'},\n",
+ " 'ym': {'ymca'},\n",
+ " 'sf': {'sforzatos'},\n",
+ " 'oj': {'ojibwas'},\n",
+ " 'xm': {'xmases'},\n",
+ " 'ct': {'ctrl'},\n",
+ " 'fb': {'fbi'}}"
]
},
- "execution_count": 35,
+ "execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
@@ -1612,82 +1628,82 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "{'su': {'shiatsu'},\n",
+ "{'hn': {'mendelssohn'},\n",
+ " 'uc': {'caoutchouc'},\n",
" 'ko': {'gingko', 'stinko'},\n",
+ " 'ln': {'lincoln'},\n",
+ " 'tu': {'impromptu'},\n",
+ " 'vo': {'concavo'},\n",
" 'nx': {'bronx', 'meninx'},\n",
- " 'oz': {'kolkhoz'},\n",
+ " 'gn': {'champaign'},\n",
+ " 'mt': {'daydreamt', 'undreamt'},\n",
+ " 'ec': {'filespec', 'quebec'},\n",
+ " 'xe': {'deluxe', 'maxixe'},\n",
" 'oi': {'hanoi', 'polloi'},\n",
- " 'rb': {'cowherb'},\n",
+ " 'xo': {'convexo'},\n",
+ " 'we': {'zimbabwe'},\n",
+ " 'pa': {'tampa'},\n",
+ " 'ud': {'aloud', 'overproud'},\n",
+ " 'bm': {'ibm', 'icbm'},\n",
+ " 'lu': {'honolulu'},\n",
+ " 'su': {'shiatsu'},\n",
+ " 'zm': {'transcendentalizm'},\n",
+ " 'ui': {'maqui', 'prosequi'},\n",
+ " 'dt': {'rembrandt'},\n",
+ " 'ao': {'chiao', 'ciao'},\n",
+ " 'xs': {'duplexs'},\n",
+ " 'ji': {'fiji'},\n",
+ " 'ru': {'nehru'},\n",
+ " 'rf': {'waldorf', 'windsurf'},\n",
+ " 'tl': {'peyotl', 'shtetl'},\n",
+ " 'hm': {'microhm'},\n",
+ " 'nu': {'vishnu'},\n",
+ " 'ou': {'thankyou'},\n",
+ " 'dn': {'haydn'},\n",
+ " 'mp': {'prestamp'},\n",
" 'ug': {'bedrug', 'sparkplug'},\n",
" 'lm': {'stockholm', 'unhelm'},\n",
- " 'gn': {'champaign'},\n",
- " 'nc': {'dezinc', 'quidnunc'},\n",
- " 'ud': {'aloud', 'overproud'},\n",
- " 'xo': {'convexo'},\n",
- " 'nu': {'vishnu'},\n",
- " 'xe': {'deluxe', 'maxixe'},\n",
- " 'td': {'retd'},\n",
- " 'hn': {'mendelssohn'},\n",
- " 'ui': {'maqui', 'prosequi'},\n",
- " 'mt': {'daydreamt', 'undreamt'},\n",
- " 'bm': {'ibm', 'icbm'},\n",
- " 'nz': {'franz'},\n",
- " 'hr': {'kieselguhr'},\n",
- " 'zo': {'diazo', 'palazzo'},\n",
- " 'dn': {'haydn'},\n",
- " 'lu': {'honolulu'},\n",
- " 'yx': {'styx'},\n",
- " 'ku': {'haiku'},\n",
- " 'zm': {'transcendentalizm'},\n",
- " 'mb': {'clomb', 'whitecomb'},\n",
- " 'sr': {'ussr'},\n",
- " 'ou': {'thankyou'},\n",
- " 'ep': {'asleep', 'shlep'},\n",
- " 'tl': {'peyotl', 'shtetl'},\n",
- " 'uc': {'caoutchouc'},\n",
- " 'dt': {'rembrandt'},\n",
- " 'ru': {'nehru'},\n",
- " 'wa': {'kiowa', 'okinawa'},\n",
- " 'xs': {'duplexs'},\n",
- " 'ab': {'skylab'},\n",
- " 'fa': {'khalifa'},\n",
- " 'rf': {'waldorf', 'windsurf'},\n",
- " 'ho': {'groucho'},\n",
" 'oe': {'monroe'},\n",
- " 'ln': {'lincoln'},\n",
- " 'cd': {'recd'},\n",
- " 'ua': {'joshua'},\n",
- " 'hm': {'microhm'},\n",
- " 'gm': {'apophthegm'},\n",
- " 'ao': {'chiao', 'ciao'},\n",
- " 'ec': {'filespec', 'quebec'},\n",
- " 'mp': {'prestamp'},\n",
+ " 'ep': {'asleep', 'shlep'},\n",
+ " 'ku': {'haiku'},\n",
+ " 'nc': {'dezinc', 'quidnunc'},\n",
+ " 'ai': {'bonsai'},\n",
+ " 'sr': {'ussr'},\n",
" 'aa': {'markkaa'},\n",
- " 'vt': {'govt'},\n",
+ " 'hr': {'kieselguhr'},\n",
+ " 'sz': {'grosz'},\n",
+ " 'gm': {'apophthegm'},\n",
+ " 'cd': {'recd'},\n",
" 'eh': {'mikveh', 'yahweh'},\n",
+ " 'mb': {'clomb', 'whitecomb'},\n",
+ " 'oz': {'kolkhoz'},\n",
+ " 'ua': {'joshua'},\n",
+ " 'hu': {'buchu'},\n",
+ " 'za': {'organza'},\n",
+ " 'wa': {'kiowa', 'okinawa'},\n",
+ " 'po': {'troppo'},\n",
+ " 'ho': {'groucho'},\n",
+ " 'rb': {'cowherb'},\n",
+ " 'zo': {'diazo', 'palazzo'},\n",
+ " 'yx': {'styx'},\n",
+ " 'nz': {'franz'},\n",
+ " 'ub': {'beelzebub'},\n",
+ " 'ab': {'skylab'},\n",
" 'ob': {'blowjob'},\n",
" 'ef': {'unicef'},\n",
- " 'ji': {'fiji'},\n",
- " 'za': {'organza'},\n",
- " 'we': {'zimbabwe'},\n",
- " 'vo': {'concavo'},\n",
- " 'sz': {'grosz'},\n",
- " 'hu': {'buchu'},\n",
- " 'pa': {'tampa'},\n",
- " 'tu': {'impromptu'},\n",
- " 'ai': {'bonsai'},\n",
+ " 'td': {'retd'},\n",
" 'zt': {'liszt'},\n",
- " 'po': {'troppo'},\n",
- " 'ub': {'beelzebub'}}"
+ " 'vt': {'govt'},\n",
+ " 'fa': {'khalifa'}}"
]
},
- "execution_count": 36,
+ "execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
@@ -1707,11 +1723,29 @@
]
},
{
- "cell_type": "code",
- "execution_count": null,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
- "source": []
+ "source": [
+ "# Further Work\n",
+ "\n",
+ "Here are some things you could do to make the portmantouts more interesting:\n",
+ "\n",
+ "- Use linguistic resources (such as [pretrained word embeddings](https://nlp.stanford.edu/projects/glove/)) to teach your program what words are related to each other. Encourage the program to place related words next to each other. Maybe even make grammatical sentences.\n",
+ "- Use linguistic resources (such as [NLTK](https://github.com/nltk/)) to teach your program where syllable breaks are in words, and what each syllable sounds like. Encourage the program to make overlaps match syllables. (That's why \"preferendumdums\" sounds better than \"fortyphonshore\".)\n",
+ "\n",
+ "Here are some things you could do to make the portmantouts shorter:\n",
+ "\n",
+ "- **Lookahead**: Unused words are chosen based on the degree of overlap, but nothing else. It might help to prefer unused words which have a suffix that matches the prefix of another unused word. A single-word lookahead or a beam search could be used.\n",
+ "- **Word choice ordering**: Perhaps `startswith_table` could sort the words in each key's bucket so that the \"difficult\" words (say, the ones that end in unusual letters) are encountered earlier in the program's execution, when there are more available words for them to connect to.\n",
+ "- **Expected excess**: The greedy approach minimizes the number of excess letters for each step. But some words are harder to place than others. Instead of just minimizing the excess, consider also the *expected* excess of each word, which could be learned. \n",
+ " \n",
+ "Here are some things you could do to make the program more robust:\n",
+ "\n",
+ "- Write and run unit tests.\n",
+ "- Find other word lists, perhaps in other languages, and try the program on them.\n",
+ "- Try word lists such as a list of names, or cities or countries, augmented with common short words.\n",
+ "- Consider what to do for a wordset that has missing bridges. You could try three-word bridges, you could allow the program to back up and remove a previously-placed word; you could allow the addition of words to the start as well as the end of `P`."
+ ]
}
],
"metadata": {
diff --git a/ipynb/natalie.txt b/ipynb/natalie.txt
index 7a35f9c..225dbc3 100644
--- a/ipynb/natalie.txt
+++ b/ipynb/natalie.txt
@@ -1 +1 @@
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