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On Word "Sums"
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| { | |
| "metadata": { | |
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| "signature": "sha256:5a67ad805ac432c4b9471c590cb1ff9fbbf01dcfa415236c3a54dfc209d0b98d" | |
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| "nbformat": 3, | |
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "heading", | |
| "level": 1, | |
| "metadata": {}, | |
| "source": [ | |
| "On Word \"Sums\"" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "By assigning numbers to letters (1 to 'a', 2 to 'b', and so forth), we can associate a number to any word by summing the numbers corresponding to its component letters. For entertainment, we might ask uninspiring questions like \"What words sum to 100?\". If we were really bored (or wanted to avoid doing actual work), we could answer these questions\u2014and more!\u2014with a few lines of code. SIL International provides a [list of more than 100,000 English words](http://www-01.sil.org/linguistics/wordlists/english/), which will be used in this analysis.\n", | |
| "\n", | |
| "Let's start by reading the data and computing how many words there are that sum to 100:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "import collections\n", | |
| "words_by_sum = collections.defaultdict(list)\n", | |
| "processed = 0\n", | |
| "with open(\"wordsEn.txt\", encoding=\"ascii\") as fp:\n", | |
| " for line in fp:\n", | |
| " word = line.rstrip()\n", | |
| " if not word or \"'\" in word:\n", | |
| " continue\n", | |
| " processed += 1\n", | |
| " word_sum = sum(ord(letter) - 96 for letter in word)\n", | |
| " words_by_sum[word_sum].append(word)\n", | |
| "print(\"{} out of {} words sum to 100.\".format(len(words_by_sum[100]), processed))" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "1297 out of 109562 words sum to 100.\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 2 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Here's what some of these words are:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "import random\n", | |
| "for i in range(5):\n", | |
| " print(random.choice(words_by_sum[100]))" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "flurry\n", | |
| "hutzpah\n", | |
| "bronzy\n", | |
| "apropos\n", | |
| "taxying\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 31 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "flurry! hutzpah! apropos! I love it! e.g. \"Apropos nothing, you sure have a lot of hutzpah assigning this dull computational problem as homework.\"\n", | |
| "\n", | |
| "Okay, I suppose that answers the immediate question, but I haven't wasted quite enougth time yet. Which words have the largest and smallest sums?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "smallest_sum = min(words_by_sum.keys())\n", | |
| "largest_sum = max(words_by_sum.keys())\n", | |
| "print(\"\\\"{}\\\" has sum {}.\".format(words_by_sum[smallest_sum][0], smallest_sum))\n", | |
| "print(\"\\\"{}\\\" has sum {}.\".format(words_by_sum[largest_sum][0], largest_sum))" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "\"a\" has sum 1.\n", | |
| "\"antidisestablishmentarianism\" has sum 307.\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 54 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "I guess that's not too surprising... Perhaps it's more interesting to ask what the longest and shortest words with sum 100 are." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "by_length = sorted(words_by_sum[100], key=len)\n", | |
| "shortest = []\n", | |
| "longest = []\n", | |
| "for word in by_length:\n", | |
| " if len(word) != len(by_length[0]):\n", | |
| " break\n", | |
| " shortest.append(word)\n", | |
| "for word in reversed(by_length):\n", | |
| " if len(word) != len(by_length[-1]):\n", | |
| " break\n", | |
| " longest.append(word)\n", | |
| "print(\"These words are the shortest with sum 100: {}\".format(\", \".join(shortest)))\n", | |
| "print(\"These words are the longest with sum 100: {}\".format(\", \".join(longest)))" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "These words are the shortest with sum 100: nutty, pussy\n", | |
| "These words are the longest with sum 100: decalcomanias, adiabatically\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 4 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "What's the average word sum?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "weighted_sum = sum(len(words)*s for s, words in words_by_sum.items())\n", | |
| "print(\"The average sum is {:.2f}.\".format(weighted_sum/processed))" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "The average sum is 100.64.\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 3 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "Interesting! Now, what's a \"scientific\" analysis such as this without a graph? Here's a histogram over all the word sums:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "%matplotlib inline\n", | |
| "from matplotlib.pyplot import figure, hist\n", | |
| "data = []\n", | |
| "for s, words in words_by_sum.items():\n", | |
| " data.extend([s]*len(words))\n", | |
| "figure(figsize=(18,18))\n", | |
| "plt = hist(data, bins=40)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "display_data", | |
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rqvqxqvpyVd1VVSer6g+W4/Ye9nWW9XMoe89anylRVZck+fckr8/2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\nJiE52tnO0wAAAABJRU5ErkJggg==\n", | |
| "text": [ | |
| "<matplotlib.figure.Figure at 0x7fe8e77f3898>" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 31 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "So, basically a bell curve with a long right tail.\n", | |
| "\n", | |
| "Okay, that's enough for tonight. In the interest of being complete, though, here are all the words that sum to 100:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "for w in words_by_sum[100]:\n", | |
| " print(w)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "abatements\n", | |
| "abettors\n", | |
| "abrogative\n", | |
| "absconders\n", | |
| "acclimation\n", | |
| "accounter\n", | |
| "accumulate\n", | |
| "acknowledge\n", | |
| "acolytes\n", | |
| "acquitted\n", | |
| "acromegaly\n", | |
| "activates\n", | |
| "addressing\n", | |
| "adiabatically\n", | |
| "adulthood\n", | |
| "advantaging\n", | |
| "adverting\n", | |
| "aerofoils\n", | |
| "aerometer\n", | |
| "affectation\n", | |
| "afghanistan\n", | |
| "aggresses\n", | |
| "agrology\n", | |
| "airdrops\n", | |
| "alertest\n", | |
| "alienation\n", | |
| "alkalinize\n", | |
| "allottable\n", | |
| "alpinist\n", | |
| "alternated\n", | |
| "ambulating\n", | |
| "amiableness\n", | |
| "amortise\n", | |
| "amphiboles\n", | |
| "amputees\n", | |
| "amusedly\n", | |
| "analysis\n", | |
| "anchoritic\n", | |
| "aneurism\n", | |
| "anginous\n", | |
| "anglophobia\n", | |
| "animaters\n", | |
| "annually\n", | |
| "answerable\n", | |
| "anterior\n", | |
| "anvilling\n", | |
| "aphrodisia\n", | |
| "apoplectic\n", | |
| "apostacy\n", | |
| "appeasers\n", | |
| "appertain\n", | |
| "applying\n", | |
| "appointed\n", | |
| "apropos\n", | |
| "aquamarine\n", | |
| "arbitrages\n", | |
| "archdiocesan\n", | |
| "archenemies\n", | |
| "arrests\n", | |
| "arrivals\n", | |
| "arrowy\n", | |
| "asbestos\n", | |
| "assafoetida\n", | |
| "atonally\n", | |
| "attitude\n", | |
| "attunes\n", | |
| "auctorial\n", | |
| "audiophile\n", | |
| "augments\n", | |
| "autoclave\n", | |
| "automated\n", | |
| "avocation\n", | |
| "avouching\n", | |
| "awfully\n", | |
| "azurite\n", | |
| "backswept\n", | |
| "backtracking\n", | |
| "backwardly\n", | |
| "baguettes\n", | |
| "balletomane\n", | |
| "bandwagons\n", | |
| "barkeepers\n", | |
| "barytone\n", | |
| "baulkiest\n", | |
| "bedazzles\n", | |
| "bedposts\n", | |
| "beetroot\n", | |
| "beginnings\n", | |
| "benediction\n", | |
| "bergamots\n", | |
| "besmircher\n", | |
| "bespangles\n", | |
| "bespreading\n", | |
| "bestirred\n", | |
| "bestridden\n", | |
| "bettering\n", | |
| "bevellers\n", | |
| "bewitching\n", | |
| "biathlons\n", | |
| "bioassayed\n", | |
| "bipartite\n", | |
| "birthmark\n", | |
| "biweeklies\n", | |
| "blasphemes\n", | |
| "blastoffs\n", | |
| "blazoning\n", | |
| "blighters\n", | |
| "blissful\n", | |
| "blowtube\n", | |
| "bluegums\n", | |
| "bolstered\n", | |
| "bonhomies\n", | |
| "bonneting\n", | |
| "boohooing\n", | |
| "boondoggled\n", | |
| "bootblacks\n", | |
| "bootery\n", | |
| "boozers\n", | |
| "borrowed\n", | |
| "boskiest\n", | |
| "botanist\n", | |
| "bouillon\n", | |
| "boulevard\n", | |
| "boundary\n", | |
| "bowerlike\n", | |
| "bowknot\n", | |
| "boycott\n", | |
| "brachiation\n", | |
| "bractlets\n", | |
| "breviary\n", | |
| "brezhnev\n", | |
| "bronchus\n", | |
| "bronzy\n", | |
| "browser\n", | |
| "bruiting\n", | |
| "brushier\n", | |
| "bulgurs\n", | |
| "bullnose\n", | |
| "burnished\n", | |
| "byplays\n", | |
| "cacophony\n", | |
| "calvities\n", | |
| "camphorate\n", | |
| "candidature\n", | |
| "cannibalized\n", | |
| "cantrips\n", | |
| "captaincies\n", | |
| "carboxyl\n", | |
| "cardiograph\n", | |
| "carotenes\n", | |
| "carouser\n", | |
| "carpenter\n", | |
| "carroty\n", | |
| "caryatids\n", | |
| "catechisms\n", | |
| "causeries\n", | |
| "cavitates\n", | |
| "censurable\n", | |
| "centipedes\n", | |
| "centupled\n", | |
| "ceramicist\n", | |
| "chaplaincies\n", | |
| "charwomen\n", | |
| "chastening\n", | |
| "chattery\n", | |
| "chemurgy\n", | |
| "cherishing\n", | |
| "chimpanzee\n", | |
| "chippewas\n", | |
| "chirpily\n", | |
| "choiceness\n", | |
| "chondrule\n", | |
| "choppers\n", | |
| "chortles\n", | |
| "chromium\n", | |
| "chucklers\n", | |
| "chutist\n", | |
| "clangoring\n", | |
| "clangoured\n", | |
| "clarifiers\n", | |
| "classily\n", | |
| "cleanliest\n", | |
| "clerkdoms\n", | |
| "clinically\n", | |
| "clockwise\n", | |
| "clotting\n", | |
| "clumsier\n", | |
| "coarsest\n", | |
| "coasters\n", | |
| "coatroom\n", | |
| "coattails\n", | |
| "coauthered\n", | |
| "colleagues\n", | |
| "collecting\n", | |
| "colonials\n", | |
| "cometary\n", | |
| "commandeered\n", | |
| "commercing\n", | |
| "companion\n", | |
| "comport\n", | |
| "condensate\n", | |
| "confabulate\n", | |
| "confederated\n", | |
| "congeners\n", | |
| "congenital\n", | |
| "congress\n", | |
| "conjoint\n", | |
| "conjugated\n", | |
| "conjunct\n", | |
| "connivance\n", | |
| "conniver\n", | |
| "consigns\n", | |
| "contented\n", | |
| "cooingly\n", | |
| "cookeries\n", | |
| "cookout\n", | |
| "coonskin\n", | |
| "coplots\n", | |
| "coquets\n", | |
| "corkiest\n", | |
| "cornmeals\n", | |
| "corridor\n", | |
| "coryzal\n", | |
| "cossets\n", | |
| "costumed\n", | |
| "cotillon\n", | |
| "cotters\n", | |
| "coulombs\n", | |
| "courses\n", | |
| "courter\n", | |
| "cousins\n", | |
| "coverlet\n", | |
| "coverup\n", | |
| "coyness\n", | |
| "crankiest\n", | |
| "cravenly\n", | |
| "credentialed\n", | |
| "creepiest\n", | |
| "creosote\n", | |
| "crimsoned\n", | |
| "crudity\n", | |
| "cruising\n", | |
| "crummier\n", | |
| "crusados\n", | |
| "crusts\n", | |
| "culture\n", | |
| "culvers\n", | |
| "cumulated\n", | |
| "curdlers\n", | |
| "curettage\n", | |
| "curlily\n", | |
| "cutdown\n", | |
| "cutesier\n", | |
| "cutlases\n", | |
| "cutlets\n", | |
| "cutout\n", | |
| "cuttles\n", | |
| "cutups\n", | |
| "danewort\n", | |
| "debarkation\n", | |
| "debaucheries\n", | |
| "decalcomanias\n", | |
| "declarative\n", | |
| "declension\n", | |
| "decorous\n", | |
| "decrypted\n", | |
| "deescalating\n", | |
| "defections\n", | |
| "defeminized\n", | |
| "deflators\n", | |
| "degausses\n", | |
| "deliberates\n", | |
| "delineating\n", | |
| "deliquesce\n", | |
| "delivery\n", | |
| "delouses\n", | |
| "demobilize\n", | |
| "demodulate\n", | |
| "dempster\n", | |
| "denominate\n", | |
| "denounces\n", | |
| "depletion\n", | |
| "deploring\n", | |
| "derivers\n", | |
| "derogating\n", | |
| "descriers\n", | |
| "desegregated\n", | |
| "desiccative\n", | |
| "designers\n", | |
| "desolates\n", | |
| "despatches\n", | |
| "deterring\n", | |
| "dewberry\n", | |
| "diagonally\n", | |
| "dialyzer\n", | |
| "digestive\n", | |
| "dilatants\n", | |
| "dilatator\n", | |
| "dinginess\n", | |
| "diphtheric\n", | |
| "disarranged\n", | |
| "discernible\n", | |
| "discipline\n", | |
| "disclaiming\n", | |
| "discommode\n", | |
| "discredited\n", | |
| "disjoint\n", | |
| "disjunct\n", | |
| "dislodging\n", | |
| "dispraise\n", | |
| "dissuader\n", | |
| "distancing\n", | |
| "distrait\n", | |
| "divinely\n", | |
| "diviners\n", | |
| "divorcees\n", | |
| "dockyards\n", | |
| "dominates\n", | |
| "dooryard\n", | |
| "doubleheader\n", | |
| "doughty\n", | |
| "draftsmen\n", | |
| "drawlers\n", | |
| "driveling\n", | |
| "drizzle\n", | |
| "droopier\n", | |
| "droshky\n", | |
| "drossy\n", | |
| "dryrot\n", | |
| "dualities\n", | |
| "ducklings\n", | |
| "ducktails\n", | |
| "duetting\n", | |
| "dumpily\n", | |
| "duologue\n", | |
| "durative\n", | |
| "dyslectic\n", | |
| "earwigging\n", | |
| "ebullient\n", | |
| "ecstasies\n", | |
| "egoistical\n", | |
| "ejections\n", | |
| "electives\n", | |
| "electorial\n", | |
| "elephants\n", | |
| "elsewhere\n", | |
| "emasculate\n", | |
| "embodiment\n", | |
| "emboldening\n", | |
| "embowers\n", | |
| "emendation\n", | |
| "empathetic\n", | |
| "emptily\n", | |
| "encapsuled\n", | |
| "enclasping\n", | |
| "encrust\n", | |
| "encumbers\n", | |
| "enlivens\n", | |
| "ensorceled\n", | |
| "ensurer\n", | |
| "entrains\n", | |
| "envoys\n", | |
| "eponymic\n", | |
| "equalized\n", | |
| "equipages\n", | |
| "erasions\n", | |
| "espouse\n", | |
| "estopped\n", | |
| "etherized\n", | |
| "ethylated\n", | |
| "eugenist\n", | |
| "eulogize\n", | |
| "eunuchoid\n", | |
| "euphenics\n", | |
| "eventual\n", | |
| "everting\n", | |
| "evolves\n", | |
| "excavates\n", | |
| "excellent\n", | |
| "excerpted\n", | |
| "excoriate\n", | |
| "execrates\n", | |
| "exhibiter\n", | |
| "exigencies\n", | |
| "explains\n", | |
| "explodes\n", | |
| "exserted\n", | |
| "extendible\n", | |
| "extracted\n", | |
| "fairyism\n", | |
| "falseness\n", | |
| "falsities\n", | |
| "fantasts\n", | |
| "farriery\n", | |
| "farrows\n", | |
| "fatalisms\n", | |
| "fatalistic\n", | |
| "fatherhood\n", | |
| "fattiest\n", | |
| "feldspars\n", | |
| "felinity\n", | |
| "ferments\n", | |
| "ferrites\n", | |
| "ferrums\n", | |
| "ferryman\n", | |
| "filtering\n", | |
| "finitely\n", | |
| "firebombing\n", | |
| "firebricks\n", | |
| "fishnets\n", | |
| "fissioned\n", | |
| "fivepins\n", | |
| "flaccidities\n", | |
| "flagellates\n", | |
| "fleawort\n", | |
| "flockiest\n", | |
| "floosies\n", | |
| "fluorine\n", | |
| "flurry\n", | |
| "fondlings\n", | |
| "footpaces\n", | |
| "forebearing\n", | |
| "foredoomed\n", | |
| "forefoot\n", | |
| "foresides\n", | |
| "forewarn\n", | |
| "forgiver\n", | |
| "forsaking\n", | |
| "fountain\n", | |
| "fraughts\n", | |
| "freshest\n", | |
| "freshets\n", | |
| "friendlier\n", | |
| "frisson\n", | |
| "frogeyes\n", | |
| "fuehrers\n", | |
| "fumeless\n", | |
| "furcular\n", | |
| "furless\n", | |
| "furuncle\n", | |
| "garnishes\n", | |
| "gauntlet\n", | |
| "gauntly\n", | |
| "gemsbucks\n", | |
| "generating\n", | |
| "geographer\n", | |
| "germanely\n", | |
| "gladiolus\n", | |
| "glimpses\n", | |
| "glissando\n", | |
| "glittered\n", | |
| "glorifies\n", | |
| "glowfly\n", | |
| "glutamate\n", | |
| "glycogenic\n", | |
| "gobbledegook\n", | |
| "godparent\n", | |
| "goldbricks\n", | |
| "golliwog\n", | |
| "gooneys\n", | |
| "governs\n", | |
| "grandaunt\n", | |
| "grappling\n", | |
| "graybeards\n", | |
| "greatening\n", | |
| "greenflies\n", | |
| "grenadiers\n", | |
| "grillers\n", | |
| "grimiest\n", | |
| "grindery\n", | |
| "groggily\n", | |
| "groover\n", | |
| "grouper\n", | |
| "grouts\n", | |
| "grovelled\n", | |
| "growly\n", | |
| "grumpy\n", | |
| "guarantied\n", | |
| "gullibly\n", | |
| "gusseted\n", | |
| "guttered\n", | |
| "guttier\n", | |
| "gypsies\n", | |
| "halftones\n", | |
| "hammerers\n", | |
| "haranguing\n", | |
| "harmonics\n", | |
| "harrying\n", | |
| "headhunts\n", | |
| "healthily\n", | |
| "heelpost\n", | |
| "hegemonies\n", | |
| "hematites\n", | |
| "hemoglobin\n", | |
| "heritably\n", | |
| "hexarchies\n", | |
| "highways\n", | |
| "hinderers\n", | |
| "hiroshima\n", | |
| "hirsute\n", | |
| "hitchhikes\n", | |
| "hobbyist\n", | |
| "hoboisms\n", | |
| "hollandaise\n", | |
| "hollering\n", | |
| "holograph\n", | |
| "honduras\n", | |
| "honeycomb\n", | |
| "honoring\n", | |
| "honoured\n", | |
| "hoofbound\n", | |
| "hooligans\n", | |
| "hooters\n", | |
| "hospital\n", | |
| "hotblooded\n", | |
| "hotness\n", | |
| "housemen\n", | |
| "howlers\n", | |
| "humblest\n", | |
| "hungrier\n", | |
| "hurrayed\n", | |
| "hussies\n", | |
| "hutzpah\n", | |
| "hydrates\n", | |
| "hypoxic\n", | |
| "hyraxes\n", | |
| "hysons\n", | |
| "identifies\n", | |
| "ideologies\n", | |
| "idolisms\n", | |
| "ignifying\n", | |
| "imbroglio\n", | |
| "immature\n", | |
| "immitigable\n", | |
| "impaction\n", | |
| "impaneling\n", | |
| "imparter\n", | |
| "impellor\n", | |
| "imported\n", | |
| "impotence\n", | |
| "imprest\n", | |
| "impugnable\n", | |
| "inadequacy\n", | |
| "inanities\n", | |
| "inapplicable\n", | |
| "incubating\n", | |
| "inductees\n", | |
| "inefficient\n", | |
| "infernos\n", | |
| "inferring\n", | |
| "inflation\n", | |
| "infringer\n", | |
| "ingroup\n", | |
| "ingrown\n", | |
| "inkiness\n", | |
| "innately\n", | |
| "innovate\n", | |
| "inoculate\n", | |
| "insecticide\n", | |
| "inshrined\n", | |
| "intellect\n", | |
| "interbreed\n", | |
| "interfaces\n", | |
| "interfere\n", | |
| "intrenched\n", | |
| "ioniums\n", | |
| "irritate\n", | |
| "isolates\n", | |
| "jailhouse\n", | |
| "jillions\n", | |
| "jimmying\n", | |
| "jostles\n", | |
| "judiciary\n", | |
| "jumblers\n", | |
| "jumbucks\n", | |
| "junkets\n", | |
| "jurassic\n", | |
| "justing\n", | |
| "keyboards\n", | |
| "keyholes\n", | |
| "kibitzer\n", | |
| "kissers\n", | |
| "knappers\n", | |
| "knockoffs\n", | |
| "knothole\n", | |
| "knouts\n", | |
| "knowledged\n", | |
| "kohlrabies\n", | |
| "lacquerer\n", | |
| "lagniappes\n", | |
| "lambskins\n", | |
| "laminating\n", | |
| "landholding\n", | |
| "landscaping\n", | |
| "languished\n", | |
| "largeness\n", | |
| "latinized\n", | |
| "lavenders\n", | |
| "lazulis\n", | |
| "lazyish\n", | |
| "leaderless\n", | |
| "leaseholds\n", | |
| "legumins\n", | |
| "leveraging\n", | |
| "liberalism\n", | |
| "liberator\n", | |
| "ligaments\n", | |
| "lightest\n", | |
| "lightning\n", | |
| "likelihood\n", | |
| "liminess\n", | |
| "limpidly\n", | |
| "lodicules\n", | |
| "loginess\n", | |
| "logrolled\n", | |
| "longship\n", | |
| "loopers\n", | |
| "lowlands\n", | |
| "lubricant\n", | |
| "luckiest\n", | |
| "lumpens\n", | |
| "lunchers\n", | |
| "luniest\n", | |
| "lunkers\n", | |
| "machismos\n", | |
| "macrocosm\n", | |
| "magistral\n", | |
| "magnetize\n", | |
| "mailboxes\n", | |
| "maintains\n", | |
| "mamelukes\n", | |
| "mantises\n", | |
| "marauders\n", | |
| "margarins\n", | |
| "marinates\n", | |
| "marshalcy\n", | |
| "martinet\n", | |
| "martingale\n", | |
| "masochism\n", | |
| "mastoids\n", | |
| "matchless\n", | |
| "matchmaking\n", | |
| "matrons\n", | |
| "mattedly\n", | |
| "maximize\n", | |
| "mealworm\n", | |
| "measurer\n", | |
| "meetness\n", | |
| "mercantile\n", | |
| "mercurial\n", | |
| "merganser\n", | |
| "merrily\n", | |
| "mezuzah\n", | |
| "microbus\n", | |
| "midpoint\n", | |
| "milwaukee\n", | |
| "mimickers\n", | |
| "minuses\n", | |
| "minuter\n", | |
| "mirrored\n", | |
| "misbiassed\n", | |
| "miscopy\n", | |
| "misdirect\n", | |
| "miseducate\n", | |
| "mismanager\n", | |
| "missus\n", | |
| "mitoses\n", | |
| "mittens\n", | |
| "moderates\n", | |
| "molecular\n", | |
| "mollifies\n", | |
| "mongolian\n", | |
| "montaging\n", | |
| "moodiest\n", | |
| "moralism\n", | |
| "morphemic\n", | |
| "motors\n", | |
| "moults\n", | |
| "mourns\n", | |
| "mousier\n", | |
| "moussaka\n", | |
| "mouther\n", | |
| "mufflers\n", | |
| "mullers\n", | |
| "mummify\n", | |
| "murkly\n", | |
| "mutagens\n", | |
| "mutedly\n", | |
| "mythos\n", | |
| "nastily\n", | |
| "negotiated\n", | |
| "neoclassic\n", | |
| "nesters\n", | |
| "nestling\n", | |
| "neuronal\n", | |
| "nextly\n", | |
| "nighters\n", | |
| "nihilist\n", | |
| "ninepins\n", | |
| "nonbreakable\n", | |
| "noncasual\n", | |
| "noncausal\n", | |
| "nondairy\n", | |
| "nonhuman\n", | |
| "nosebleeds\n", | |
| "nostalgic\n", | |
| "notating\n", | |
| "notional\n", | |
| "novellas\n", | |
| "nucleates\n", | |
| "nutty\n", | |
| "obliques\n", | |
| "obscenely\n", | |
| "obtuser\n", | |
| "oceanarium\n", | |
| "offhandedly\n", | |
| "oilheating\n", | |
| "omittance\n", | |
| "omniarchs\n", | |
| "opaquing\n", | |
| "operetta\n", | |
| "orality\n", | |
| "ordures\n", | |
| "orients\n", | |
| "ornament\n", | |
| "oscillated\n", | |
| "osculated\n", | |
| "ossifier\n", | |
| "osteitic\n", | |
| "outflank\n", | |
| "outlier\n", | |
| "outlined\n", | |
| "outpaces\n", | |
| "outrank\n", | |
| "outreached\n", | |
| "outset\n", | |
| "ovately\n", | |
| "overboard\n", | |
| "overbore\n", | |
| "ovulated\n", | |
| "oxcarts\n", | |
| "oxtails\n", | |
| "pakistani\n", | |
| "palpitate\n", | |
| "panderers\n", | |
| "panhandling\n", | |
| "papists\n", | |
| "paramecium\n", | |
| "parleyer\n", | |
| "pasteur\n", | |
| "pastiches\n", | |
| "pasture\n", | |
| "pathless\n", | |
| "pedagogues\n", | |
| "pederastic\n", | |
| "pedicures\n", | |
| "pelleting\n", | |
| "penchants\n", | |
| "penlites\n", | |
| "percents\n", | |
| "performed\n", | |
| "perilune\n", | |
| "permits\n", | |
| "peroxided\n", | |
| "personage\n", | |
| "personal\n", | |
| "perturb\n", | |
| "pesthole\n", | |
| "phagocyte\n", | |
| "phalanxes\n", | |
| "pharisees\n", | |
| "phlebitis\n", | |
| "photogs\n", | |
| "photonic\n", | |
| "physicked\n", | |
| "picarooned\n", | |
| "piggybacks\n", | |
| "pilaster\n", | |
| "pilloried\n", | |
| "pinecones\n", | |
| "pistachio\n", | |
| "pitying\n", | |
| "plaiters\n", | |
| "plastered\n", | |
| "plateaux\n", | |
| "playgirl\n", | |
| "playoffs\n", | |
| "plebiscite\n", | |
| "plenties\n", | |
| "plenums\n", | |
| "plummet\n", | |
| "plummy\n", | |
| "plunging\n", | |
| "plushes\n", | |
| "pocketing\n", | |
| "poetized\n", | |
| "ponying\n", | |
| "poorish\n", | |
| "portland\n", | |
| "postdate\n", | |
| "posting\n", | |
| "postpaid\n", | |
| "potbellied\n", | |
| "pothook\n", | |
| "potpies\n", | |
| "pounding\n", | |
| "pouring\n", | |
| "powders\n", | |
| "practicing\n", | |
| "preachings\n", | |
| "preadapts\n", | |
| "precambrian\n", | |
| "precising\n", | |
| "predawns\n", | |
| "predeceases\n", | |
| "predicates\n", | |
| "preeners\n", | |
| "preformed\n", | |
| "preludes\n", | |
| "preordain\n", | |
| "prepacking\n", | |
| "prepays\n", | |
| "presley\n", | |
| "presser\n", | |
| "prevent\n", | |
| "primary\n", | |
| "printer\n", | |
| "prisoned\n", | |
| "problems\n", | |
| "procured\n", | |
| "producer\n", | |
| "profaning\n", | |
| "profiles\n", | |
| "profuse\n", | |
| "progeny\n", | |
| "promisee\n", | |
| "pronging\n", | |
| "proofing\n", | |
| "propjet\n", | |
| "proscenia\n", | |
| "prosier\n", | |
| "ptomainic\n", | |
| "publicly\n", | |
| "pumpkin\n", | |
| "pursue\n", | |
| "pussy\n", | |
| "putter\n", | |
| "pyritic\n", | |
| "pyrogen\n", | |
| "quadrangle\n", | |
| "qualmish\n", | |
| "quarry\n", | |
| "quarter\n", | |
| "quicklime\n", | |
| "quietened\n", | |
| "quintar\n", | |
| "quints\n", | |
| "radarscope\n", | |
| "radiocarbon\n", | |
| "raillery\n", | |
| "raincoats\n", | |
| "ransomable\n", | |
| "rasters\n", | |
| "rattails\n", | |
| "ravelers\n", | |
| "ravelling\n", | |
| "ravisher\n", | |
| "reaccusing\n", | |
| "reapplier\n", | |
| "rearguing\n", | |
| "reattaches\n", | |
| "receptor\n", | |
| "reciprocal\n", | |
| "recompiled\n", | |
| "recreating\n", | |
| "redeploy\n", | |
| "redesigns\n", | |
| "redounds\n", | |
| "redrying\n", | |
| "reenclosed\n", | |
| "reexhibit\n", | |
| "referring\n", | |
| "refinancing\n", | |
| "refinery\n", | |
| "refuting\n", | |
| "regalement\n", | |
| "regimented\n", | |
| "regionals\n", | |
| "regressed\n", | |
| "regroup\n", | |
| "regrown\n", | |
| "reimpose\n", | |
| "reissued\n", | |
| "remedying\n", | |
| "remigrated\n", | |
| "renovate\n", | |
| "repaginated\n", | |
| "repress\n", | |
| "reprint\n", | |
| "reprobate\n", | |
| "repulsed\n", | |
| "reputable\n", | |
| "reradiates\n", | |
| "reschedule\n", | |
| "researcher\n", | |
| "resents\n", | |
| "resewing\n", | |
| "reshipped\n", | |
| "reshuffle\n", | |
| "residues\n", | |
| "resolved\n", | |
| "responded\n", | |
| "restaging\n", | |
| "restocked\n", | |
| "restore\n", | |
| "resumes\n", | |
| "resurfaced\n", | |
| "retaught\n", | |
| "retiring\n", | |
| "retrenched\n", | |
| "retroact\n", | |
| "reversal\n", | |
| "revives\n", | |
| "rewound\n", | |
| "rewraps\n", | |
| "ricochets\n", | |
| "ridicules\n", | |
| "ringnecks\n", | |
| "riptides\n", | |
| "rituals\n", | |
| "riverbank\n", | |
| "riverine\n", | |
| "roadblocks\n", | |
| "roadster\n", | |
| "rockiest\n", | |
| "roomful\n", | |
| "roommate\n", | |
| "rootier\n", | |
| "rosery\n", | |
| "rosiny\n", | |
| "ruddiest\n", | |
| "rufous\n", | |
| "rulings\n", | |
| "sagebrush\n", | |
| "saintly\n", | |
| "salacious\n", | |
| "sapiencies\n", | |
| "satiating\n", | |
| "satrapy\n", | |
| "savory\n", | |
| "scannings\n", | |
| "schematics\n", | |
| "scholium\n", | |
| "scoreboard\n", | |
| "scorepads\n", | |
| "scotchmen\n", | |
| "scrapbook\n", | |
| "screwier\n", | |
| "sculpted\n", | |
| "scuttle\n", | |
| "seafowls\n", | |
| "seamster\n", | |
| "seashells\n", | |
| "seatless\n", | |
| "secreting\n", | |
| "seignorage\n", | |
| "selective\n", | |
| "semaphore\n", | |
| "semitone\n", | |
| "sennits\n", | |
| "sensoria\n", | |
| "septicemia\n", | |
| "services\n", | |
| "session\n", | |
| "setout\n", | |
| "settles\n", | |
| "setups\n", | |
| "shadowing\n", | |
| "shakedown\n", | |
| "shakeout\n", | |
| "shakeups\n", | |
| "sharpens\n", | |
| "shattered\n", | |
| "sheeneys\n", | |
| "shibboleth\n", | |
| "shipyard\n", | |
| "shivers\n", | |
| "shoofly\n", | |
| "shooter\n", | |
| "shopboy\n", | |
| "shortcake\n", | |
| "shovels\n", | |
| "shredders\n", | |
| "shrewder\n", | |
| "shrieking\n", | |
| "shrives\n", | |
| "sicklily\n", | |
| "sightly\n", | |
| "signiori\n", | |
| "silicons\n", | |
| "simulate\n", | |
| "sinewing\n", | |
| "siphons\n", | |
| "skatings\n", | |
| "skewers\n", | |
| "skiddiest\n", | |
| "skimpier\n", | |
| "skirter\n", | |
| "slaverer\n", | |
| "sleepyhead\n", | |
| "slenderer\n", | |
| "slithered\n", | |
| "slumps\n", | |
| "slyest\n", | |
| "smirching\n", | |
| "smirking\n", | |
| "smitten\n", | |
| "smokers\n", | |
| "sneerful\n", | |
| "sniffily\n", | |
| "snipers\n", | |
| "snivels\n", | |
| "snobbery\n", | |
| "snubbers\n", | |
| "socialism\n", | |
| "socrates\n", | |
| "sodiums\n", | |
| "sodomite\n", | |
| "soother\n", | |
| "soughing\n", | |
| "sourball\n", | |
| "sources\n", | |
| "soybeans\n", | |
| "spacewalked\n", | |
| "sparkler\n", | |
| "spavins\n", | |
| "specificated\n", | |
| "spenders\n", | |
| "spiciest\n", | |
| "spirited\n", | |
| "splashy\n", | |
| "splining\n", | |
| "spondaics\n", | |
| "spooler\n", | |
| "spouted\n", | |
| "sprucer\n", | |
| "spunks\n", | |
| "squares\n", | |
| "squaws\n", | |
| "squinched\n", | |
| "squint\n", | |
| "staggerer\n", | |
| "stagiest\n", | |
| "stalemated\n", | |
| "standards\n", | |
| "standers\n", | |
| "stanzas\n", | |
| "starers\n", | |
| "starfish\n", | |
| "starling\n", | |
| "status\n", | |
| "steadiers\n", | |
| "steamers\n", | |
| "stemming\n", | |
| "steppes\n", | |
| "stockier\n", | |
| "stockmen\n", | |
| "stonier\n", | |
| "stooges\n", | |
| "stools\n", | |
| "stoves\n", | |
| "strains\n", | |
| "strangled\n", | |
| "straws\n", | |
| "stress\n", | |
| "striding\n", | |
| "striker\n", | |
| "stubbles\n", | |
| "stuccos\n", | |
| "stupes\n", | |
| "styles\n", | |
| "subcranial\n", | |
| "sublethal\n", | |
| "sublimes\n", | |
| "subsume\n", | |
| "succour\n", | |
| "sucrose\n", | |
| "suffocated\n", | |
| "sunders\n", | |
| "sunnier\n", | |
| "sunward\n", | |
| "superceded\n", | |
| "surcharge\n", | |
| "surely\n", | |
| "suttas\n", | |
| "suzanne\n", | |
| "swankier\n", | |
| "swashing\n", | |
| "sweatier\n", | |
| "sweepier\n", | |
| "sweetened\n", | |
| "sweptback\n", | |
| "swifter\n", | |
| "swimmer\n", | |
| "swirls\n", | |
| "swollen\n", | |
| "syndicate\n", | |
| "syrens\n", | |
| "tabernacles\n", | |
| "taborets\n", | |
| "tailcoats\n", | |
| "tailgating\n", | |
| "tailspin\n", | |
| "tallying\n", | |
| "tangents\n", | |
| "tanzanian\n", | |
| "tattooed\n", | |
| "taurus\n", | |
| "tautens\n", | |
| "taxless\n", | |
| "taxying\n", | |
| "teardown\n", | |
| "teethers\n", | |
| "telegrams\n", | |
| "telephone\n", | |
| "telescope\n", | |
| "telluric\n", | |
| "temperance\n", | |
| "temperer\n", | |
| "temporal\n", | |
| "tensely\n", | |
| "tetanus\n", | |
| "tetragon\n", | |
| "tetrahedra\n", | |
| "tetryl\n", | |
| "thalidomide\n", | |
| "theists\n", | |
| "therefore\n", | |
| "thickening\n", | |
| "thievish\n", | |
| "thirty\n", | |
| "thorny\n", | |
| "threatened\n", | |
| "thrifts\n", | |
| "thriver\n", | |
| "thumbnail\n", | |
| "tidemarks\n", | |
| "tiderips\n", | |
| "tinkerer\n", | |
| "tinselled\n", | |
| "tipless\n", | |
| "tiredest\n", | |
| "toasty\n", | |
| "toboggans\n", | |
| "toilets\n", | |
| "tolerated\n", | |
| "tooting\n", | |
| "toroids\n", | |
| "torqued\n", | |
| "towards\n", | |
| "towers\n", | |
| "traction\n", | |
| "tramells\n", | |
| "transect\n", | |
| "transom\n", | |
| "travelog\n", | |
| "trembling\n", | |
| "triplet\n", | |
| "triply\n", | |
| "troller\n", | |
| "tropics\n", | |
| "troppo\n", | |
| "troths\n", | |
| "trounced\n", | |
| "trudging\n", | |
| "truism\n", | |
| "tsarevna\n", | |
| "tsunamic\n", | |
| "tubules\n", | |
| "tularemia\n", | |
| "tummies\n", | |
| "tumoral\n", | |
| "tuneably\n", | |
| "tuppence\n", | |
| "turkey\n", | |
| "turnoff\n", | |
| "turtled\n", | |
| "tussled\n", | |
| "twangler\n", | |
| "twisted\n", | |
| "typefaces\n", | |
| "unaltered\n", | |
| "unavailable\n", | |
| "unbeholden\n", | |
| "unbeloved\n", | |
| "unbounded\n", | |
| "unbridgeable\n", | |
| "unbroken\n", | |
| "unchaining\n", | |
| "uncombined\n", | |
| "underdone\n", | |
| "undergird\n", | |
| "underlay\n", | |
| "undress\n", | |
| "unequaled\n", | |
| "unfasten\n", | |
| "unfreeze\n", | |
| "unhorse\n", | |
| "unironed\n", | |
| "unitive\n", | |
| "unkempt\n", | |
| "unlighted\n", | |
| "unlinks\n", | |
| "unmanly\n", | |
| "unmodified\n", | |
| "unmown\n", | |
| "unprimed\n", | |
| "unrelated\n", | |
| "unrisen\n", | |
| "unrobing\n", | |
| "unshelled\n", | |
| "unthreaded\n", | |
| "untidier\n", | |
| "unwarned\n", | |
| "unwilled\n", | |
| "unwove\n", | |
| "upsets\n", | |
| "urbanest\n", | |
| "urbanized\n", | |
| "urologic\n", | |
| "urticaria\n", | |
| "useless\n", | |
| "utensil\n", | |
| "uxorial\n", | |
| "vacuolate\n", | |
| "vacuums\n", | |
| "variety\n", | |
| "varnished\n", | |
| "vehemency\n", | |
| "venation\n", | |
| "venially\n", | |
| "verbalize\n", | |
| "verdancies\n", | |
| "verdicts\n", | |
| "vibists\n", | |
| "vinous\n", | |
| "violins\n", | |
| "vivifier\n", | |
| "volleyed\n", | |
| "vortical\n", | |
| "vouchsafe\n", | |
| "voyaging\n", | |
| "vulgars\n", | |
| "wanters\n", | |
| "warpers\n", | |
| "washdays\n", | |
| "washings\n", | |
| "watchdogs\n", | |
| "watergate\n", | |
| "wattles\n", | |
| "weariest\n", | |
| "wednesday\n", | |
| "weeniest\n", | |
| "whenever\n", | |
| "whinnier\n", | |
| "whirling\n", | |
| "whiskey\n", | |
| "whisking\n", | |
| "whistled\n", | |
| "wholely\n", | |
| "wholesale\n", | |
| "whooper\n", | |
| "whorish\n", | |
| "whumps\n", | |
| "wigglers\n", | |
| "willets\n", | |
| "windfalls\n", | |
| "wirehaired\n", | |
| "wizards\n", | |
| "woeness\n", | |
| "woodblock\n", | |
| "wrathing\n", | |
| "wreakers\n", | |
| "wreathy\n", | |
| "wriggles\n", | |
| "writing\n", | |
| "wronger\n", | |
| "xylose\n", | |
| "yappers\n", | |
| "yardbirds\n", | |
| "yarrow\n", | |
| "yeasting\n", | |
| "yelpers\n", | |
| "zesting\n", | |
| "zincifies\n", | |
| "zinkify\n", | |
| "zithern\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 33 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [] | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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