"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 4,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 5,
"metadata": {
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},
"2336"
]
},
- "execution_count": 2,
+ "execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "words = [w.strip() for w in open('08-words.txt').readlines()]\n",
+ "words = [w.strip() for w in open('08-offices.txt').readlines()]\n",
"len(words)"
]
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 6,
"metadata": {
"collapsed": false
},
" 'achy']"
]
},
- "execution_count": 3,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 4,
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"metadata": {
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{
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"metadata": {
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},
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{
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"metadata": {
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},
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 10,
"metadata": {
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},
"['able']"
]
},
- "execution_count": 7,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 11,
"metadata": {
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},
"['axle', 'abbe', 'ably']"
]
},
- "execution_count": 8,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 9,
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},
},
{
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- "execution_count": 10,
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"metadata": {
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"0"
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- "execution_count": 10,
+ "execution_count": 13,
"metadata": {},
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}
},
{
"cell_type": "code",
- "execution_count": 11,
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"metadata": {
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},
{
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"metadata": {
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"[['abbe', 'able']]"
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"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 13,
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"metadata": {
"collapsed": false
},
"[['abbe', 'able', 'axle'], ['abbe', 'able', 'ably']]"
]
},
- "execution_count": 13,
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"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 14,
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"metadata": {
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"[['abbe', 'able', 'ably', 'ally']]"
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},
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}
},
{
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"metadata": {
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},
{
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- "execution_count": 16,
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"metadata": {
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},
},
{
"cell_type": "code",
- "execution_count": 17,
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"metadata": {
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},
"['abbe', 'able', 'ably', 'ally']"
]
},
- "execution_count": 17,
+ "execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 21,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 22,
"metadata": {
"collapsed": false
},
"['abbe', 'able', 'ably', 'ally']"
]
},
- "execution_count": 19,
+ "execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 20,
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"metadata": {
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},
"['cart', 'cant', 'cans', 'vans']"
]
},
- "execution_count": 20,
+ "execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 21,
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"metadata": {
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"['cart', 'cant', 'cane', 'vane']"
]
},
- "execution_count": 21,
+ "execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 25,
"metadata": {
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},
" 'vane']"
]
},
- "execution_count": 22,
+ "execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 26,
"metadata": {
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},
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 27,
"metadata": {
"collapsed": false
},
"['cart', 'cant', 'cane', 'vane']"
]
},
- "execution_count": 24,
+ "execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 28,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 29,
"metadata": {
"collapsed": false
},
"['cart', 'cant', 'cane', 'vane']"
]
},
- "execution_count": 26,
+ "execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 77,
+ "execution_count": 30,
"metadata": {
"collapsed": false
},
"94"
]
},
- "execution_count": 77,
+ "execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 78,
+ "execution_count": 31,
"metadata": {
"collapsed": false
},
"2204"
]
},
- "execution_count": 78,
+ "execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 79,
+ "execution_count": 32,
"metadata": {
"collapsed": false
},
"1"
]
},
- "execution_count": 79,
+ "execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 80,
+ "execution_count": 33,
"metadata": {
"collapsed": false,
"scrolled": true
"Counter({1: 75, 2: 6, 3: 7, 4: 2, 5: 2, 6: 1, 2204: 1})"
]
},
- "execution_count": 80,
+ "execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 81,
+ "execution_count": 34,
"metadata": {
"collapsed": false
},
"[5]"
]
},
- "execution_count": 81,
+ "execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 82,
+ "execution_count": 35,
"metadata": {
"collapsed": false
},
"[{'abbe', 'able', 'ably', 'ally', 'axle'}]"
]
},
- "execution_count": 82,
+ "execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 83,
+ "execution_count": 36,
"metadata": {
"collapsed": false
},
"['buns', 'bunk', 'punk']"
]
},
- "execution_count": 83,
+ "execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 84,
+ "execution_count": 37,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 85,
+ "execution_count": 38,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 86,
+ "execution_count": 39,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 87,
+ "execution_count": 40,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "['late', 'lats', 'lets', 'leas', 'seas', 'seam', 'swam', 'sway']\n",
- "['leap', 'heap', 'hear', 'dear', 'deer']\n",
- "['peel', 'peek', 'perk', 'park', 'nark']\n",
- "['sing', 'sang', 'sand', 'said', 'sail', 'hail', 'haul']\n",
- "['vats', 'bats', 'bets', 'bees', 'been', 'teen', 'then', 'thin', 'this', 'thus', 'thud']\n",
- "['sues', 'sees', 'seen', 'sewn', 'hewn']\n",
- "['rash', 'bash', 'bast', 'bait', 'bail', 'hail', 'hair', 'heir']\n",
- "['apex', 'aped', 'sped', 'seed', 'deed', 'dead', 'deal', 'veal']\n",
- "['gulf', 'golf', 'gold', 'bold', 'bond', 'bony', 'tony']\n",
- "['snag', 'shag', 'shat', 'seat', 'peat', 'pent', 'pint', 'mint']\n",
- "['rife', 'rime', 'rims', 'rums', 'cums', 'cuss']\n",
- "['diss', 'kiss', 'kits']\n",
- "['gyps', 'gaps', 'gads', 'wads', 'wade', 'wide', 'tide']\n",
- "['bilk', 'bill', 'bell', 'tell', 'teal', 'tear', 'tzar']\n",
- "['logo', 'loge', 'lode', 'lade', 'jade', 'jape']\n",
- "['hunt', 'bunt', 'buns', 'nuns', 'nubs']\n",
- "['glow', 'glop', 'plop', 'prop', 'prep', 'peep', 'keep']\n",
- "['iamb', 'lamb', 'lams', 'laps', 'lips', 'pips']\n",
- "['pain', 'lain', 'laid', 'land', 'lend', 'vend', 'veld']\n",
- "['fake', 'bake', 'bare', 'bars', 'ears', 'errs', 'ergs', 'eggs', 'egos']\n"
+ "['bops', 'bogs', 'begs', 'bees', 'byes', 'eyes', 'eyed']\n",
+ "['foal', 'foil', 'fail']\n",
+ "['bush', 'bash', 'base', 'bale', 'ball', 'boll']\n",
+ "['rift', 'lift', 'life', 'live', 'give', 'gave']\n",
+ "['club', 'clue', 'flue', 'flee', 'fled', 'pled', 'pied', 'lied', 'lien', 'mien']\n",
+ "['rung', 'dung', 'ding', 'dins', 'dies', 'lies', 'lien']\n",
+ "['baas', 'bags', 'bugs', 'bums', 'sums', 'sumo']\n",
+ "['fits', 'bits', 'bins', 'bind']\n",
+ "['lids', 'bids', 'bias', 'boas', 'boat', 'boot', 'soot', 'snot', 'snob']\n",
+ "['cake', 'came', 'cams', 'caws', 'cows', 'tows']\n",
+ "['tort', 'toot', 'trot', 'troy', 'tray', 'tram', 'cram']\n",
+ "['sews', 'pews', 'pees', 'peed', 'pied']\n",
+ "['lack', 'hack', 'hawk', 'haws', 'hows', 'tows']\n",
+ "['dots', 'dons', 'dens', 'dent', 'pent', 'pest', 'peso']\n",
+ "['ekes', 'eyes', 'byes', 'bees', 'beet', 'bent', 'lent', 'lept']\n",
+ "['ruin', 'rain', 'gain', 'grin', 'grid', 'arid', 'acid', 'aced', 'iced']\n",
+ "['sing', 'sins', 'bins', 'bias', 'bras', 'bray', 'tray', 'trap']\n",
+ "['lira', 'lire', 'wire', 'wise', 'wish']\n",
+ "['gash', 'cash', 'case', 'cape', 'rape']\n",
+ "['crop', 'coop', 'coot', 'loot', 'loft']\n"
]
}
],
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 41,
"metadata": {
"collapsed": false
},
"['cops', 'coos', 'coon', 'coin', 'chin', 'thin', 'this', 'thus', 'thug']"
]
},
- "execution_count": 38,
+ "execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 42,
"metadata": {
"collapsed": false
},
"[2204]"
]
},
- "execution_count": 39,
+ "execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 73,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "['hate', 'have', 'hove', 'love']"
+ "[2204]"
]
},
- "execution_count": 40,
+ "execution_count": 73,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "astar_search('hate', 'love')"
+ "[len(r) for r in reachables if 'stay' in r ]"
]
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 43,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "['wars', 'ware', 'wave', 'wove', 'love']"
+ "['hate', 'have', 'hove', 'love']"
]
},
- "execution_count": 41,
+ "execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "astar_search('wars', 'love')"
+ "astar_search('hate', 'love')"
]
},
{
"cell_type": "code",
- "execution_count": 61,
+ "execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
- "Wall time: 210 µs\n"
- ]
- },
{
"data": {
"text/plain": [
- "5"
+ "['wars', 'ware', 'wave', 'wove', 'love']"
]
},
- "execution_count": 61,
+ "execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "%time len(astar_search('wars', 'love'))"
+ "astar_search('wars', 'love')"
]
},
{
"cell_type": "code",
- "execution_count": 62,
+ "execution_count": 45,
"metadata": {
"collapsed": false
},
"output_type": "stream",
"text": [
"CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
- "Wall time: 252 µs\n"
+ "Wall time: 850 µs\n"
]
},
{
"5"
]
},
- "execution_count": 62,
+ "execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "%time len(astar_search_closed('wars', 'love'))"
+ "%time len(astar_search('wars', 'love'))"
]
},
{
"cell_type": "code",
- "execution_count": 63,
+ "execution_count": 46,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 24 ms, sys: 0 ns, total: 24 ms\n",
- "Wall time: 24.2 ms\n"
+ "CPU times: user 0 ns, sys: 0 ns, total: 0 ns\n",
+ "Wall time: 353 µs\n"
]
},
{
"data": {
"text/plain": [
- "404"
+ "5"
]
},
- "execution_count": 63,
+ "execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "%time len(dfs_search('wars', 'love'))"
+ "%time len(astar_search_closed('wars', 'love'))"
]
},
{
"cell_type": "code",
- "execution_count": 64,
+ "execution_count": 47,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 5min 20s, sys: 76 ms, total: 5min 20s\n",
- "Wall time: 5min 20s\n"
+ "CPU times: user 76 ms, sys: 0 ns, total: 76 ms\n",
+ "Wall time: 75.1 ms\n"
]
},
{
"data": {
"text/plain": [
- "5"
+ "404"
]
},
- "execution_count": 64,
+ "execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "%time len(bfs_search('wars', 'love'))"
+ "%time len(dfs_search('wars', 'love'))"
]
},
{
"cell_type": "code",
- "execution_count": 65,
+ "execution_count": null,
"metadata": {
"collapsed": false
},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "CPU times: user 1.44 s, sys: 0 ns, total: 1.44 s\n",
- "Wall time: 1.43 s\n"
- ]
- },
- {
- "data": {
- "text/plain": [
- "5"
- ]
- },
- "execution_count": 65,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
+ "outputs": [],
+ "source": [
+ "# %time len(bfs_search('wars', 'love'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [],
"source": [
"%time len(bfs_search_closed('wars', 'love'))"
]
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 50,
"metadata": {
"collapsed": false
},
"['fear', 'feat', 'fest', 'lest', 'lost', 'lose', 'love']"
]
},
- "execution_count": 42,
+ "execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": 51,
"metadata": {
"collapsed": false
},
"['fail', 'fall', 'pall', 'pals', 'pass']"
]
},
- "execution_count": 43,
+ "execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 44,
+ "execution_count": 52,
"metadata": {
"collapsed": false
},
"['star', 'soar', 'boar', 'boor', 'boon', 'born']"
]
},
- "execution_count": 44,
+ "execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 45,
+ "execution_count": 53,
"metadata": {
"collapsed": false
},
" 'pass']"
]
},
- "execution_count": 45,
+ "execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 46,
+ "execution_count": 54,
"metadata": {
"collapsed": false
},
" 'past']"
]
},
- "execution_count": 46,
+ "execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 47,
+ "execution_count": 55,
"metadata": {
"collapsed": false
},
"[1]"
]
},
- "execution_count": 47,
+ "execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 48,
+ "execution_count": 56,
"metadata": {
"collapsed": false
},
"[2204]"
]
},
- "execution_count": 48,
+ "execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": 57,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "1 loop, best of 3: 7.9 s per loop\n"
+ "1 loop, best of 3: 12.3 s per loop\n"
]
}
],
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": 58,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "10 loops, best of 3: 141 ms per loop\n"
+ "1 loop, best of 3: 200 ms per loop\n"
]
}
],
},
{
"cell_type": "code",
- "execution_count": 51,
+ "execution_count": 59,
"metadata": {
"collapsed": false
},
" 'exit']"
]
},
- "execution_count": 51,
+ "execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 88,
+ "execution_count": 60,
"metadata": {
"collapsed": false
},
{
"data": {
"text/plain": [
- "{2: [['heel', 'keel'], ['wane', 'wave'], ['cell', 'sell'], ['cons', 'cobs']],\n",
- " 3: [['hank', 'haws'], ['bars', 'bets'], ['rats', 'paws'], ['lock', 'hack']],\n",
- " 4: [['rule', 'sore'], ['wavy', 'rape'], ['peas', 'ping'], ['bond', 'toll']],\n",
- " 5: [['cope', 'yowl'], ['lose', 'loci'], ['rump', 'dash'], ['four', 'dyes']],\n",
- " 6: [['boon', 'sell'], ['lots', 'pomp'], ['cola', 'turn'], ['boos', 'laid']],\n",
- " 7: [['eave', 'inns'], ['meek', 'mere'], ['keys', 'wily'], ['slam', 'yore']],\n",
- " 8: [['hack', 'flip'], ['crag', 'huge'], ['flux', 'gill'], ['play', 'busy']],\n",
- " 9: [['lacy', 'whey'], ['wren', 'rook'], ['lire', 'drip'], ['grab', 'lame']],\n",
- " 10: [['over', 'turn'], ['worn', 'anew'], ['stow', 'elks'], ['ergo', 'rich']],\n",
- " 11: [['bask', 'idea'], ['gabs', 'thud'], ['idea', 'clod'], ['mark', 'ibis']],\n",
- " 12: [['umps', 'torn'], ['futz', 'shun'], ['abut', 'face'], ['slug', 'open']],\n",
- " 13: [['umps', 'skin'], ['chum', 'rats'], ['fury', 'chum'], ['omen', 'zany']],\n",
- " 14: [['chug', 'gaff'], ['atom', 'fizz']],\n",
- " 15: [['chug', 'oxen']]}"
+ "{2: [['exes', 'exec'], ['rush', 'tush'], ['wile', 'wily'], ['shoo', 'shot']],\n",
+ " 3: [['bins', 'fink'], ['waft', 'wand'], ['heel', 'jell'], ['tent', 'west']],\n",
+ " 4: [['yore', 'polo'], ['hale', 'case'], ['horn', 'look'], ['tang', 'nuns']],\n",
+ " 5: [['crab', 'baas'], ['yens', 'dead'], ['work', 'paps'], ['tune', 'zaps']],\n",
+ " 6: [['mist', 'sold'], ['bats', 'sort'], ['leek', 'mads'], ['loop', 'dome']],\n",
+ " 7: [['rime', 'hoof'], ['grim', 'reed'], ['lies', 'eave'], ['ties', 'whiz']],\n",
+ " 8: [['drag', 'lied'], ['ages', 'yawl'], ['earl', 'deal'], ['gins', 'scab']],\n",
+ " 9: [['tyre', 'swum'], ['dike', 'flux'], ['hour', 'laze'], ['trek', 'bait']],\n",
+ " 10: [['ides', 'rasp'], ['egos', 'racy'], ['shim', 'ills'], ['bark', 'arty']],\n",
+ " 11: [['ergo', 'apex'], ['whey', 'owns'], ['anew', 'rapt'], ['thug', 'bate']],\n",
+ " 12: [['ream', 'imps'], ['meat', 'umps'], ['daze', 'knee'], ['clay', 'over']],\n",
+ " 13: [['oxen', 'blab'], ['blip', 'omen'], ['twig', 'ibis'], ['chew', 'umps']],\n",
+ " 14: [['amen', 'blip'], ['umps', 'futz'], ['amps', 'glib'], ['chum', 'whys']],\n",
+ " 15: [['thug', 'ibis']]}"
]
},
- "execution_count": 88,
+ "execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 91,
+ "execution_count": 64,
"metadata": {
"collapsed": true
},
},
{
"cell_type": "code",
- "execution_count": 54,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "[('amen', 'doff', 15), ('chug', 'jinn', 14), ('amen', 'flog', 14)]"
- ]
- },
- "execution_count": 54,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "[(s[0], s[-1], len(s)) for s in solutions if len(s) >= 14]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 55,
+ "execution_count": 66,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "1 loop, best of 3: 360 ms per loop\n"
+ "1 loop, best of 3: 487 ms per loop\n"
]
}
],
},
{
"cell_type": "code",
- "execution_count": 56,
+ "execution_count": 67,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 384 ms, sys: 0 ns, total: 384 ms\n",
- "Wall time: 385 ms\n"
+ "CPU times: user 768 ms, sys: 0 ns, total: 768 ms\n",
+ "Wall time: 768 ms\n"
]
},
{
"14"
]
},
- "execution_count": 56,
+ "execution_count": 67,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 57,
+ "execution_count": 68,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 124 ms, sys: 0 ns, total: 124 ms\n",
- "Wall time: 121 ms\n"
+ "CPU times: user 176 ms, sys: 0 ns, total: 176 ms\n",
+ "Wall time: 176 ms\n"
]
},
{
"15"
]
},
- "execution_count": 57,
+ "execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 58,
+ "execution_count": 69,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 32 ms, sys: 0 ns, total: 32 ms\n",
- "Wall time: 32.4 ms\n"
+ "CPU times: user 72 ms, sys: 0 ns, total: 72 ms\n",
+ "Wall time: 70.6 ms\n"
]
},
{
"14"
]
},
- "execution_count": 58,
+ "execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 59,
+ "execution_count": 70,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 16 ms, sys: 0 ns, total: 16 ms\n",
- "Wall time: 17.1 ms\n"
+ "CPU times: user 32 ms, sys: 0 ns, total: 32 ms\n",
+ "Wall time: 35.7 ms\n"
]
},
{
"14"
]
},
- "execution_count": 59,
+ "execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 73,
+ "execution_count": 71,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 268 ms, sys: 4 ms, total: 272 ms\n",
- "Wall time: 272 ms\n"
+ "CPU times: user 376 ms, sys: 4 ms, total: 380 ms\n",
+ "Wall time: 382 ms\n"
]
},
{
"14"
]
},
- "execution_count": 73,
+ "execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
},
{
"cell_type": "code",
- "execution_count": 74,
+ "execution_count": 72,
"metadata": {
"collapsed": false
},
"name": "stdout",
"output_type": "stream",
"text": [
- "CPU times: user 64 ms, sys: 0 ns, total: 64 ms\n",
- "Wall time: 64.1 ms\n"
+ "CPU times: user 72 ms, sys: 4 ms, total: 76 ms\n",
+ "Wall time: 76.9 ms\n"
]
},
{
"14"
]
},
- "execution_count": 74,
+ "execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}