vo·cab·u·lar·y build·ingn.

Our data · 117 books in five languages

How many different words are in a book?

It depends on length and language. In our set of 117 public-domain books, the median English book runs to 84,315 words and uses 7,226 different word forms; Alice's Adventures in Wonderland uses 2,634, Don Quijote 22,943. Compared over the same length of text, German, Spanish and Italian books use roughly a quarter more different forms than English ones, mostly because their words change form more.

Key points

  • The number of different words grows with the length of a book, so raw totals mislead. Over the same 5,000 running words, the median English book uses 1,311 different forms, German 1,614, Spanish 1,663, French 1,558 and Italian 1,720.
  • About half of all different forms in a typical English book appear exactly once. In German, Spanish and Italian books it is closer to 60%.
  • Pride and Prejudice gets 95% of its 122,164 running words from its 2,425 most frequent forms. The Great Gatsby, less than half as long, needs 3,508.
  • These are word forms (walk, walks and walked count as three), not word families, so they cannot be compared directly with the vocabulary-size research on how many words you need.

What we counted

We counted every book in the public-domain part of the Readlang Mobile library: 117 books taken from Project Gutenberg and Standard Ebooks. For each one the table gives five numbers.

Words
Running words in the text of the book, from the first line after the title page to the last line of the story, notes and all. Publisher boilerplate, the Project Gutenberg licence, tables of contents and colophons are removed.
Different forms
How many distinct spellings occur, ignoring capitals. Walk, walks and walked are three forms; names such as Holmes or Bennet count too.
Used once
Forms that occur exactly once in the whole book.
Forms for 95% and 98%
Sort the book's forms from most to least frequent and add up their occurrences: this is how many of the top forms it takes to account for 95% (or 98%) of the running words.
Per 5,000 words
The average number of different forms in each consecutive stretch of 5,000 running words. Because every book is measured over the same length, this is the fairest way to compare a novella with a long novel. Books shorter than 5,000 words have no value here.
Forms are not word families

Most research on vocabulary size counts word families: a headword with its inflected and closely derived forms, so walk, walks, walked, walking and walker are one family. Our counts are forms, which is simpler to measure and makes no judgement about which words belong together. The consequence: a book that uses 6,000 different forms may need well under 6,000 families, and the gap is widest in languages with many verb endings and gendered adjectives.

What the numbers show

Longer books use more words, but not in proportion

Pride and Prejudice is two and a half times as long as The Great Gatsby (122,164 against 48,659 words) yet uses only a few hundred more different forms (6,407 against 5,940). New words keep appearing as a book goes on, but more and more slowly, so total counts mostly tell you how long a book is. Over equal stretches of 5,000 words, Fitzgerald uses 1,445 different forms and Austen 1,222.

Inflected languages show more forms

Over the same 5,000 running words, the median book uses 1,311 different forms in English, 1,558 in French, 1,614 in German, 1,663 in Spanish and 1,720 in Italian. A Spanish verb can appear as hablo, hablas, habló, hablaban and dozens more spellings, each counted separately; English has far fewer endings. This does not mean Spanish novels have richer vocabularies. It means a learner of Spanish meets many forms of the same word and gets a lot of mileage from learning how endings work.

Half of the vocabulary appears only once

In the median English book, 46% of the different forms occur exactly once; in German it is 62%, in Spanish 58%, in Italian 58% and in French 54%. A word list made from a whole novel is therefore mostly words you will not see again in that book. It is usually better to look such words up while reading, or skip them, and to spend review time on the words that recur. The guide to learning words from reading explains why recurring words are the ones that stick.

The level label is not a vocabulary measure

The level shown for each book is the CEFR level our editors assigned when adding it to the app. It reflects sentence length, style and subject as well as vocabulary, and it is a judgement, not a measurement. In our English books, the median variety per 5,000 words is 1,311 at B1 and 1,222 at B2: several B2 books, such as The Wealth of Nations, repeat a limited technical vocabulary in long, demanding sentences. Treat the level as a starting point and check a page yourself, as described in the first-week plan.

Summary by language

Medians per language. The two readers with English notes are left out.
LanguageBooksRunning wordsDifferent formsForms for 95%Forms per 5,000 words
English3784,3157,2263,4311,311
German2040,0896,6764,5601,614
Spanish1963,33410,9976,6061,663
French2060,1548,0665,0501,558
Italian1956,9098,7525,8711,720

All 117 books

Download the full table as CSV. Columns are explained in What we counted.

English (37 books)

English books, sorted by level and length.
TitleAuthorLevelWordsDifferent formsUsed onceForms for 95%Forms for 98%Per 5,000 words
Alice's Adventures in WonderlandLewis CarrollA126,7752,6341,1321,3992,0991,024
Grimms' Fairy TalesJacob GrimmA1101,6114,8541,7481,7892,964944
Short Science FictionIsaac AsimovA223,1963,8442,0972,6853,3811,375
The Strange Case of Dr. Jekyll and Mr. HydeRobert Louis StevensonA225,7853,9732,2312,6843,4581,370
Stanford Stories: Tales of a Young UniversityCharles K. FieldA254,4886,7463,5004,0225,6571,444
Short StoriesFyodor DostoyevskyA281,2236,9053,1323,3095,2811,210
Romeo and JulietWilliam ShakespeareB126,1383,7492,0692,4433,2271,299
The PrinceNiccolò MachiavelliB136,4214,2222,1172,4013,4941,197
The End of the WorldGeoffrey DennisB139,2207,2264,3205,2656,4421,718
The Great GatsbyF. Scott FitzgeraldB148,6595,9403,1643,5084,9671,445
The Art of Waractive 6th century B.C. SunziB154,4546,4923,1213,7705,4031,473
FrankensteinMary ShelleyB178,0107,2823,1713,7475,7221,449
The Picture of Dorian GrayOscar WildeB179,4646,9333,3553,2695,3441,316
The case-book of Sherlock HolmesArthur Conan DoyleB183,6317,4343,5573,5655,7621,332
My Life and WorkHenry FordB193,8146,7732,8393,0094,8971,214
The Memoirs of Sherlock HolmesArthur Conan DoyleB195,9347,5763,4943,4315,6581,283
The Adventures of Sherlock HolmesArthur Conan DoyleB1104,9937,9873,5733,5765,8881,311
Pride and PrejudiceJane AustenB1122,1646,4072,4602,4253,9641,222
DraculaBram StokerB1161,3879,4374,3173,3836,2101,206
The Communist ManifestoKarl MarxB213,6802,5551,4371,8712,2821,297
MeditationsMarcus AureliusB249,6414,5692,2602,1983,5771,102
Beyond Good and EvilFriedrich NietzscheB263,7107,8184,0394,6336,5441,512
The King in YellowRobert W. ChambersB272,4998,1013,8114,4776,6521,454
How it Works / Dealing in simple language with steam, electricity, light, heat, sound, hydraulics, optics, etc., and with their applications to apparatus in common useArchibald WilliamsB274,3385,7302,1742,7854,2441,207
The Psychology of Management / The Function of the Mind in Determining, Teaching and Installing Methods of Least WasteLillian Moller GilbrethB284,3155,1421,9482,1703,4561,122
Michael Faraday, His Life and WorkSilvanus P. ThompsonB288,9278,1243,6474,0786,3461,401
Philosophical WorksRené DescartesB296,8015,3262,2431,9623,3901,007
Woman in Science / With an Introductory Chapter on Woman's Long Struggle for Things of the MindJ. A. ZahmB2146,27714,3876,6597,40111,4621,598
Crime and PunishmentFyodor DostoevskyB2204,6449,5873,6833,3495,7001,215
The Notebooks of Leonardo Da Vinci — Completeda Vinci LeonardoB2244,47515,7177,5965,81610,8281,228
The Wealth of NationsAdam SmithB2427,44511,9304,2813,0615,6831,013
The Count of Monte CristoAlexandre DumasB2463,37416,2725,9064,8288,6861,327
DialoguesPlatoB21,206,57521,2136,7914,2378,2941,133
Napoleon's Letters to Josephine, 1796-1812 / For the First Time Collected and Translated, with Notes Social, Historical, and Chronological, from Contemporary SourcesEmperor of the French Napoleon IC191,6189,2384,4224,7377,4061,419
The Story of My Experiments with TruthMahatma GandhiC1173,86410,8304,3194,4767,3531,317
The Civilisation of the Renaissance in ItalyJacob BurckhardtC1211,39518,5669,2138,67514,3391,690
The Bābur-nāma in English (Memoirs of Bābur)Emperor of Hindustan BaburC1416,38322,6179,4138,20214,2901,442

German (20 books)

German books, sorted by level and length.
TitleAuthorLevelWordsDifferent formsUsed onceForms for 95%Forms for 98%Per 5,000 words
Der StruwwelpeterHeinrich HoffmannA22,9881,1157389661,056—
ImmenseeTheodor StormA29,7442,4631,5991,9762,2691,566
Deutsche MärchenJacob Grimm, Wilhelm GrimmA288,7628,8824,5734,4447,1071,299
Das UrteilFranz KafkaB14,0601,2939091,0901,212—
In der StrafkolonieFranz KafkaB110,3212,3381,4371,8222,1321,426
Die VerwandlungFranz KafkaB119,1753,7542,3462,7963,3711,500
Aus dem Leben eines TaugenichtsJoseph von EichendorffB131,3675,0462,9603,4784,4191,512
Der SchimmelreiterTheodor StormB138,3626,2213,7984,3035,4541,557
Die Leiden des jungen WertherJohann Wolfgang von GoetheB217,7304,0382,6053,1523,6841,661
SiddharthaHermann HesseB234,4705,0472,7983,3244,3581,410
DemianHermann HesseB247,3667,0454,1824,6776,0981,533
Unterm RadHermann HesseB249,2389,7166,1767,2558,7321,875
BuddenbrooksThomas MannB2228,58624,98713,56613,55820,4161,836
Faust: Der Tragödie erster TeilJohann Wolfgang von GoetheC130,6936,3083,9794,7745,6951,757
Jenseits von Gut und BöseFriedrich NietzscheC157,8119,8966,0917,0068,7401,778
Die WahlverwandtschaftenJohann Wolfgang von GoetheC179,20410,8996,2086,9399,3151,741
Also sprach ZarathustraFriedrich NietzscheC184,3219,4495,0695,2337,7631,456
Der UntertanHeinrich MannC1130,66215,5528,8089,01912,9391,694
Die Geburt der TragödieFriedrich NietzscheC241,8168,1055,0546,0157,2691,760
Faust: Der Tragödie zweiter TeilJohann Wolfgang von GoetheC245,47110,2126,4687,9399,3032,065

Spanish (20 books)

Spanish books, sorted by level and length.
TitleAuthorLevelWordsDifferent formsUsed onceForms for 95%Forms for 98%Per 5,000 words
Fábulas literariasTomás de IriarteA214,7143,9592,5523,2243,6651,822
Lecturas fáciles con ejerciciosReader with English notes and glossary; counts mix two languages.Lawrence A. WilkinsA261,85711,9616,0338,86910,7241,886
Cuentos de amor, de locura y de muerteHoracio QuirogaB149,9078,1864,7235,6917,1881,633
Pepita JiménezJuan ValeraB156,6579,4385,7166,6068,3051,663
Cuentos de amorEmilia Pardo BazánB164,09512,4917,7269,28711,2101,945
Dafnis y Cloe; leyendas del antiguo OrienteJuan ValeraB177,28112,5697,3438,70511,0241,695
Doña PerfectaBenito Pérez GaldósB1113,70420,84511,06115,16018,5711,988
Abel Sánchez: Una historia de pasiónMiguel de UnamunoB229,5624,6802,8843,2024,0891,341
El estudiante de SalamancaJosé de EsproncedaB248,38610,9975,8018,57810,0301,972
Niebla (Nivola)Miguel de UnamunoB257,3847,5754,3954,7066,4281,352
El árbol de la cienciaPío BarojaB263,3349,0745,1415,9087,8081,565
Los pazos de UlloaEmilia Pardo BazánB283,81915,0309,06310,84013,3541,934
Mare nostrumVicente Blasco IbáñezB2144,89817,5148,73910,27014,6171,831
Romancero gitanoFederico García LorcaC15,3321,7431,1091,4771,6371,690
Libro de poemasFederico García LorcaC115,0453,4082,0702,6563,1081,611
Del sentimiento trágico de la vidaMiguel de UnamunoC1100,33811,5116,5716,4959,5051,389
Facundo: Civilización y barbarieDomingo Faustino SarmientoC1101,15313,7307,6348,67311,7071,707
Novelas ejemplaresMiguel de CervantesC1188,53515,7958,3386,91312,0251,457
Historia de la vida del BuscónFrancisco de QuevedoC242,9817,1724,4365,0236,3131,568
Don Quijote de la ManchaMiguel de CervantesC2383,63322,94311,1517,92915,2711,453

French (20 books)

French books, sorted by level and length.
TitleAuthorLevelWordsDifferent formsUsed onceForms for 95%Forms for 98%Per 5,000 words
Riquet à la HouppeCharles PerraultA22,196617382508574—
Fables de La Fontaine, Tome premierJean de La FontaineA26,9101,9621,2811,6171,8241,509
Candide, ou l’optimismeVoltaireB134,4505,4853,0943,7634,7961,488
Boule de SuifGuy de MaupassantB136,4236,8004,0464,9796,0721,696
Le HorlaGuy de MaupassantB141,6916,5193,6344,4355,6861,537
Voyage au centre de la TerreJules VerneB167,9609,4685,0656,0708,1091,645
Le tour du monde en quatre-vingts joursJules VerneB168,5818,7914,5645,3627,4201,558
Les Rêveries du promeneur solitaireJean-Jacques RousseauB241,9445,8703,1793,7735,0321,435
Lettres de mon moulinAlphonse DaudetB249,5097,9974,5815,5227,0071,568
Arsène Lupin, gentleman-cambrioleurMaurice LeblancB255,4088,1354,4455,3657,0271,612
Le Grand MeaulnesAlain-FournierB264,9017,6663,9584,4216,3681,514
Le Fantôme de l’OpéraGaston LerouxB2102,5699,7244,7514,7857,6731,399
Les misérables, Tome I: FantineVictor HugoB2111,87911,9936,2506,4009,7561,522
Les Fleurs du MalCharles BaudelaireC124,8395,8353,6244,5945,3391,918
Madame BovaryGustave FlaubertC1112,89213,1386,6667,49410,8811,741
GerminalÉmile ZolaC1166,68613,7655,9886,60410,4321,663
Le Rouge et le NoirStendhalC1175,58912,2115,3995,1228,7001,452
Notre-Dame de ParisVictor HugoC1175,81216,6768,2798,14213,1601,581
Une saison en enferArthur RimbaudC27,1112,2431,5531,8882,1011,734
Du côté de chez SwannMarcel ProustC2168,95615,2087,7567,10711,8291,506

Italian (20 books)

Italian books, sorted by level and length.
TitleAuthorLevelWordsDifferent formsUsed onceForms for 95%Forms for 98%Per 5,000 words
Le avventure di PinocchioCarlo CollodiA241,3985,9983,1523,9295,1711,487
First Italian ReadingsReader with English notes and glossary; counts mix two languages.VariousA244,73812,1366,5509,90011,2422,235
Vecchie storie d’amoreAdolfo AlbertazziB127,9516,1803,8884,7835,6211,758
Fedele ed altri raccontiAntonio FogazzaroB134,7076,9204,0335,1856,2261,764
I Robinson italianiEmilio SalgariB167,1169,7325,0956,3778,3901,745
Ricordi d’infanzia e di scuolaEdmondo De AmicisB196,75115,0448,93410,20713,1091,847
La favorita del MahdiEmilio SalgariB1113,37112,8526,4977,18410,5851,720
Sei personaggi in cerca d’autoreLuigi PirandelloB219,0113,3781,9722,4282,9981,365
L’infedeleMatilde SeraoB224,2835,2243,2054,0104,7391,665
Dopo il divorzioGrazia DeleddaB256,9098,7164,7855,8717,5781,706
Documenti UmaniFederico De RobertoB258,65710,2466,0727,3149,0731,756
Il mistero del poetaAntonio FogazzaroB260,6988,7524,8095,7187,5391,698
L’InnocenteGabriele D’AnnunzioB277,99911,2285,9757,3299,6691,807
Enrico IVLuigi PirandelloC118,9983,4672,0672,5183,0881,397
I CantiGiacomo LeopardiC125,7896,1453,7174,8565,6301,951
La mandragola · La Clizia · BelfagorNiccolò MachiavelliC129,2444,8152,9433,3534,2311,385
L’umorismoLuigi PirandelloC151,5149,0135,3286,4387,9831,674
I promessi sposiAlessandro ManzoniC1230,06221,89511,47610,40617,2941,694
La Divina CommediaDante AlighieriC297,71812,8897,3828,00410,9351,769
Orlando FuriosoLudovico AriostoC2266,14519,0538,9747,91313,7311,728

Method and limits

  • Source files. The EPUB files in the Readlang Mobile library, as downloaded from Project Gutenberg and Standard Ebooks. Other editions of the same book can differ by a few percent because of prefaces, notes and translations.
  • What is removed. Everything before the Project Gutenberg start marker and after its end marker, each file's page title, the table of contents, and Standard Ebooks title, imprint, colophon and copyright pages. Translators' introductions, footnotes and endnotes stay in, because a reader of that edition meets them.
  • What counts as a word. A run of letters in any alphabet, lower-cased; an apostrophe inside a word keeps it one word (don't, Sherlock's, l'homme). For the vocabulary counts, French and Italian elided articles and prepositions are cut off, so l'homme, d'homme and homme are one form, homme; otherwise every noun would be counted again with each article in front of it. Numbers are not words. Hyphenated words count as separate words. The same rules are used for the book data on our sister site readingcompanion.org, so the figures match.
  • Names are included. Character and place names are part of every count, which raises the numbers for books with large casts.
  • Two readers are special. First Italian Readings and Lecturas fáciles con ejercicios are textbooks with English notes and glossaries. Their counts mix two languages, so they are left out of the medians.
  • Checking. Alice's Adventures in Wonderland comes out at 26,775 words, including the chapter titles and the list of contents printed in that edition. The three Sherlock Holmes collections, by the same author and in the same style, come out almost identical: 1,311, 1,283 and 1,332 different forms per 5,000 words.

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