The Google Books Ngram Viewer is an online search engine that charts the frequencies of any set of search strings using a yearly count of n -grams found in printed sources published between 1500 and 2022 in Google 's text corpora in English, Chinese (simplified), French, German, Hebrew, Italian, Russian, or Spanish. There are also some specialized English corpora, such as American English, British English, and English Fiction.
59-490: The program can search for a word or a phrase, including misspellings or gibberish. The n -grams are matched with the text within the selected corpus, and if found in 40 or more books, are then displayed as a graph . The Google Books Ngram Viewer supports searches for parts of speech and wildcards . It is routinely used in research. In the development processes, Google teamed up with two Harvard researchers, Jean-Baptiste Michel and Erez Lieberman Aiden , and quietly released
118-505: A cognate of the word substantive as the basic term for noun (for example, Spanish sustantivo , "noun"). Nouns in the dictionaries of such languages are demarked by the abbreviation s. or sb. instead of n. , which may be used for proper nouns or neuter nouns instead. In English, some modern authors use the word substantive to refer to a class that includes both nouns (single words) and noun phrases (multiword units that are sometimes called noun equivalents ). It can also be used as
177-624: A noun is a word that represents a concrete or abstract thing, such as living creatures, places, actions, qualities, states of existence, and ideas. A noun may serve as an object or subject within a phrase, clause, or sentence. In linguistics , nouns constitute a lexical category ( part of speech ) defined according to how its members combine with members of other lexical categories. The syntactic occurrence of nouns differs among languages. In English, prototypical nouns are common nouns or proper nouns that can occur with determiners , articles and attributive adjectives , and can function as
236-544: A or an (in languages that have such articles). Examples of count nouns are chair , nose , and occasion . Mass nouns or uncountable ( non-count ) nouns differ from count nouns in precisely that respect: they cannot take plurals or combine with number words or the above type of quantifiers. For example, the forms a furniture and three furnitures are not used – even though pieces of furniture can be counted. The distinction between mass and count nouns does not primarily concern their corresponding referents but more how
295-445: A person , place , thing , event , substance , quality , quantity , etc., but this manner of definition has been criticized as uninformative. Several English nouns lack an intrinsic referent of their own: behalf (as in on behalf of ), dint ( by dint of ), and sake ( for the sake of ). Moreover, other parts of speech may have reference-like properties: the verbs to rain or to mother , or adjectives like red ; and there
354-411: A counterpart to attributive when distinguishing between a noun being used as the head (main word) of a noun phrase and a noun being used as a noun adjunct . For example, the noun knee can be said to be used substantively in my knee hurts , but attributively in the patient needed knee replacement . A noun can co-occur with an article or an attributive adjective . Verbs and adjectives cannot. In
413-666: A few cases new verbs are created by appending -ru ( 〜る ) to a noun or using it to replace the end of a word. This is mostly in casual speech for borrowed words, with the most well-established example being sabo-ru ( サボる , cut class; play hooky) , from sabotāju ( サボタージュ , sabotage) . This recent innovation aside, the huge contribution of Sino-Japanese vocabulary was almost entirely borrowed as nouns (often verbal nouns or adjectival nouns). Other languages where adjectives are closed class include Swahili, Bemba , and Luganda . By contrast, Japanese pronouns are an open class and nouns become used as pronouns with some frequency;
472-439: A given language): Within a given category, subgroups of words may be identified based on more precise grammatical properties. For example, verbs may be specified according to the number and type of objects or other complements which they take. This is called subcategorization . Many modern descriptions of grammar include not only lexical categories or word classes, but also phrasal categories , used to classify phrases , in
531-419: A given word form can often be identified as belonging to a particular part of speech and having certain additional grammatical properties . In English, most words are uninflected, while the inflected endings that exist are mostly ambiguous: -ed may mark a verbal past tense, a participle or a fully adjectival form; -s may mark a plural noun, a possessive noun, or a present-tense verb form; -ing may mark
590-463: A language. Nouns may be classified according to morphological properties such as which prefixes or suffixes they take, and also their relations in syntax – how they combine with other words and expressions of various types. Many such classifications are language-specific, given the obvious differences in syntax and morphology. In English for example, it might be noted that nouns are words that can co-occur with definite articles (as stated at
649-417: A noun that represents a unique entity ( India , Pegasus , Jupiter , Confucius , Pequod ) – as distinguished from common nouns (or appellative nouns ), which describe a class of entities ( country , animal , planet , person , ship ). In Modern English, most proper nouns – unlike most common nouns – are capitalized regardless of context ( Albania , Newton , Pasteur , America ), as are many of
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#1732847645124708-624: A participle, gerund , or pure adjective or noun. Although -ly is a frequent adverb marker, some adverbs (e.g. tomorrow , fast , very ) do not have that ending, while many adjectives do have it (e.g. friendly , ugly , lovely ), as do occasional words in other parts of speech (e.g. jelly , fly , rely ). Many English words can belong to more than one part of speech. Words like neigh , break , outlaw , laser , microwave , and telephone might all be either verbs or nouns. In certain circumstances, even words with primarily grammatical functions can be used as verbs or nouns, as in, "We must look to
767-564: A recent example is jibun ( 自分 , self) , now used by some as a first-person pronoun. The status of Japanese pronouns as a distinct class is disputed, however, with some considering it only a use of nouns, not a distinct class. The case is similar in languages of Southeast Asia, including Thai and Lao, in which, like Japanese, pronouns and terms of address vary significantly based on relative social standing and respect. Some word classes are universally closed, however, including demonstratives and interrogative words. Noun In grammar ,
826-467: A sentence, for instance). New verbal meanings are nearly always expressed periphrastically by appending suru ( する , to do) to a noun, as in undō suru ( 運動する , to (do) exercise) , and new adjectival meanings are nearly always expressed by adjectival nouns , using the suffix -na ( 〜な ) when an adjectival noun modifies a noun phrase, as in hen-na ojisan ( 変なおじさん , strange man) . The closedness of verbs has weakened in recent years, and in
885-503: A separate class), adjectives , adverbs and interjections . Ideophones are often an open class, though less familiar to English speakers, and are often open to nonce words . Typical closed classes are prepositions (or postpositions), determiners , conjunctions , and pronouns . The open–closed distinction is related to the distinction between lexical and functional categories , and to that between content words and function words , and some authors consider these identical, but
944-628: A separate part of speech, and numerals are often conflated with other parts of speech: nouns ( cardinal numerals , e.g., "one", and collective numerals , e.g., "dozen"), adjectives ( ordinal numerals , e.g., "first", and multiplier numerals , e.g., "single") and adverbs ( multiplicative numerals , e.g., "once", and distributive numerals , e.g., "singly"). Eight or nine parts of speech are commonly listed: Some traditional classifications consider articles to be adjectives, yielding eight parts of speech rather than nine. And some modern classifications define further classes in addition to these. For discussion see
1003-573: A singular or a plural verb and referred to by a singular or plural pronoun, the singular being generally preferred when referring to the body as a unit and the plural often being preferred, especially in British English, when emphasizing the individual members. Examples of acceptable and unacceptable use given by Gowers in Plain Words include: Concrete nouns refer to physical entities that can, in principle at least, be observed by at least one of
1062-401: A specific sex. The gender of a pronoun must be appropriate for the item referred to: "The girl said the ring was from her new boyfriend , but he denied it was from him " (three nouns; and three gendered pronouns: or four, if this her is counted as a possessive pronoun ). A proper noun (sometimes called a proper name , though the two terms normally have different meanings) is
1121-470: A subclass of nouns parallel to prototypical nouns ). For example, in the sentence "Gareth thought she was weird", the word she is a pronoun that refers to a person just as the noun Gareth does. The word one can replace parts of noun phrases, and it sometimes stands in for a noun. An example is given below: But one can also stand in for larger parts of a noun phrase. For example, in the following example, one can stand in for new car . Nominalization
1180-446: Is pronouns , prepositions , and the article ). By the end of the 2nd century BCE, grammarians had expanded this classification scheme into eight categories, seen in the Art of Grammar , attributed to Dionysius Thrax : It can be seen that these parts of speech are defined by morphological , syntactic and semantic criteria. The Latin grammarian Priscian ( fl. 500 CE) modified
1239-582: Is a 2-gram or bigram). The Ngram Viewer then returns a plotted line chart . Note that due to limitations on the size of the Ngram database, only matches found in at least 40 books are indexed. The data sets of the Ngram Viewer have been criticized for their reliance upon inaccurate optical character recognition (OCR) and for including large numbers of incorrectly dated and categorized texts. Because of these errors, and because they are uncontrolled for bias (such as
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#17328476451241298-748: Is a phrase usually headed by a common noun, a proper noun, or a pronoun. The head may be the only constituent, or it may be modified by determiners and adjectives . For example, "The dog sat near Ms Curtis and wagged its tail" contains three NPs: the dog (subject of the verbs sat and wagged ); Ms Curtis (complement of the preposition near ); and its tail (object of wagged ). "You became their teacher" contains two NPs: you (subject of became ); and their teacher . Nouns and noun phrases can typically be replaced by pronouns , such as he, it, she, they, which, these , and those , to avoid repetition or explicit identification, or for other reasons (but as noted earlier, current theory often classifies pronouns as
1357-489: Is a process whereby a word that belongs to another part of speech comes to be used as a noun. This can be a way to create new nouns, or to use other words in ways that resemble nouns. In French and Spanish, for example, adjectives frequently act as nouns referring to people who have the characteristics denoted by the adjective. This sometimes happens in English as well, as in the following examples: For definitions of nouns based on
1416-517: Is derived from the Latin term, through the Anglo-Norman nom (other forms include nomme , and noun itself). The word classes were defined partly by the grammatical forms that they take. In Sanskrit, Greek, and Latin, for example, nouns are categorized by gender and inflected for case and number . Because adjectives share these three grammatical categories , adjectives typically were placed in
1475-713: Is found from the earliest moments in the history of linguistics . In the Nirukta , written in the 6th or 5th century BCE, the Sanskrit grammarian Yāska defined four main categories of words: These four were grouped into two larger classes: inflectable (nouns and verbs) and uninflectable (pre-verbs and particles). The ancient work on the grammar of the Tamil language , Tolkāppiyam , argued to have been written around 2nd century CE, classifies Tamil words as peyar (பெயர்; noun), vinai (வினை; verb), idai (part of speech which modifies
1534-442: Is little difference between the adverb gleefully and the prepositional phrase with glee . A functional approach defines a noun as a word that can be the head of a nominal phrase, i.e., a phrase with referential function, without needing to go through morphological transformation. Nouns can have a number of different properties and are often sub-categorized based on various of these criteria, depending on their occurrence in
1593-400: Is normally seen as part of the core language and is not expected to change. In English, for example, new nouns, verbs, etc. are being added to the language constantly (including by the common process of verbing and other types of conversion , where an existing word comes to be used in a different part of speech). However, it is very unusual for a new pronoun, for example, to become accepted in
1652-481: Is reflected in the older English terminology noun substantive , noun adjective and noun numeral . Later the adjective became a separate class, as often did the numerals, and the English word noun came to be applied to substantives only. Works of English grammar generally follow the pattern of the European tradition as described above, except that participles are now usually regarded as forms of verbs rather than as
1711-414: Is unfounded, or not applicable to certain languages. Modern linguists have proposed many different schemes whereby the words of English or other languages are placed into more specific categories and subcategories based on a more precise understanding of their grammatical functions. Common lexical category set defined by function may include the following (not all of them will necessarily be applicable in
1770-419: The head of a noun phrase . According to traditional and popular classification, pronouns are distinct from nouns, but in much modern theory they are considered a subclass of nouns. Every language has various linguistic and grammatical distinctions between nouns and verbs . Word classes (parts of speech) were described by Sanskrit grammarians from at least the 5th century BC. In Yāska 's Nirukta ,
1829-457: The hows and not just the whys ." The process whereby a word comes to be used as a different part of speech is called conversion or zero derivation. Linguists recognize that the above list of eight or nine word classes is drastically simplified. For example, "adverb" is to some extent a catch-all class that includes words with many different functions. Some have even argued that the most basic of category distinctions, that of nouns and verbs,
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1888-441: The senses ( chair , apple , Janet , atom ), as items supposed to exist in the physical world. Abstract nouns , on the other hand, refer to abstract objects : ideas or concepts ( justice , anger , solubility , duration ). Some nouns have both concrete and abstract meanings: art usually refers to something abstract ("Art is important in human culture"), but it can also refer to a concrete item ("I put my daughter's art up on
1947-443: The sex or social gender of the noun's referent, particularly in the case of nouns denoting people (and sometimes animals), though with exceptions (the feminine French noun personne can refer to a male or a female person). In Modern English, even common nouns like hen and princess and proper nouns like Alicia do not have grammatical gender (their femininity has no relevance in syntax), though they denote persons or animals of
2006-654: The above eightfold system, excluding "article" (since the Latin language , unlike Greek, does not have articles) but adding " interjection ". The Latin names for the parts of speech, from which the corresponding modern English terms derive, were nomen , verbum , participium , pronomen , praepositio , adverbium , conjunctio and interjectio . The category nomen included substantives ( nomen substantivum , corresponding to what are today called nouns in English), adjectives (nomen adjectivum) and numerals (nomen numerale) . This
2065-756: The adjectives happy and serene ; circulation from the verb circulate ). Illustrating the wide range of possible classifying principles for nouns, the Awa language of Papua New Guinea regiments nouns according to how ownership is assigned: as alienable possession or inalienable possession. An alienably possessed item (a tree, for example) can exist even without a possessor. But inalienably possessed items are necessarily associated with their possessor and are referred to differently, for example with nouns that function as kin terms (meaning "father", etc.), body-part nouns (meaning "shadow", "hair", etc.), or part–whole nouns (meaning "top", "bottom", etc.). A noun phrase (or NP )
2124-668: The confusion of s and f in pre-19th century texts (due to the use of ſ , the long s , which is similar in appearance to f ) can cause systemic bias. Although the Google Books team claims that the results are reliable from 1800 onwards, poor OCR and insufficient data mean that frequencies given for languages such as Chinese may only be accurate from 1970 onward, with earlier parts of the corpus showing no results at all for common terms, and data for some years containing more than 50% noise. Guidelines for doing research with data from Google Ngram have been proposed that try to address some of
2183-459: The connection is not strict. Open classes are generally lexical categories in the stricter sense, containing words with greater semantic content, while closed classes are normally functional categories, consisting of words that perform essentially grammatical functions. This is not universal: in many languages verbs and adjectives are closed classes, usually consisting of few members, and in Japanese
2242-401: The definite article is le for masculine nouns and la for feminine; adjectives and certain verb forms also change (sometimes with the simple addition of -e for feminine). Grammatical gender often correlates with the form of the noun and the inflection pattern it follows; for example, in both Italian and Romanian most nouns ending in -a are feminine. Gender can also correlate with
2301-448: The developers aimed to provide even children with the ability to browse cultural trends throughout history. In the Science paper, Lieberman and his collaborators called the method of high-volume data analysis in digitalized texts " culturomics ". Commas delimit user-entered search terms, where each comma-separated term is searched in the database as an n -gram (for example, "nursery school"
2360-525: The following, an asterisk (*) in front of an example means that this example is ungrammatical. Nouns have sometimes been characterized in terms of the grammatical categories by which they may be varied (for example gender , case , and number ). Such definitions tend to be language-specific, since different languages may apply different categories. Nouns are frequently defined, particularly in informal contexts, in terms of their semantic properties (their meanings). Nouns are described as words that refer to
2419-547: The formation of new pronouns from existing nouns is relatively common, though to what extent these form a distinct word class is debated. Words are added to open classes through such processes as compounding , derivation , coining , and borrowing . When a new word is added through some such process, it can subsequently be used grammatically in sentences in the same ways as other words in its class. A closed class may obtain new items through these same processes, but such changes are much rarer and take much more time. A closed class
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2478-474: The forms that are derived from them (the common noun in "he's an Albanian "; the adjectival forms in "he's of Albanian heritage" and " Newtonian physics", but not in " pasteurized milk"; the second verb in "they sought to Americanize us"). Count nouns or countable nouns are common nouns that can take a plural , can combine with numerals or counting quantifiers (e.g., one , two , several , every , most ), and can take an indefinite article such as
2537-482: The fridge"). A noun might have a literal (concrete) and also a figurative (abstract) meaning: "a brass key " and "the key to success"; "a block in the pipe" and "a mental block ". Similarly, some abstract nouns have developed etymologically by figurative extension from literal roots ( drawback , fraction , holdout , uptake ). Many abstract nouns in English are formed by adding a suffix ( -ness , -ity , -ion ) to adjectives or verbs ( happiness and serenity from
2596-497: The grammatical structure of sentences), sometimes similar morphological behavior in that they undergo inflection for similar properties and even similar semantic behavior. Commonly listed English parts of speech are noun , verb , adjective , adverb , pronoun , preposition , conjunction , interjection , numeral , article , and determiner . Other terms than part of speech —particularly in modern linguistic classifications, which often make more precise distinctions than
2655-529: The humanities field, and the database contained 500 billion words from 5.2 million books publicly available from the very beginning. The intended audience was scholarly, but the Google Books Ngram Viewer made it possible for anyone with a computer to see a graph that represents the diachronic change of the use of words and phrases with ease. Lieberman said in response to the New York Times that
2714-465: The increasing amount of scientific literature, which causes other terms to appear to decline in popularity), care must be taken in using the corpora to study language or test theories. Furthermore, the data sets may not reflect general linguistic or cultural change and can only hint at such an effect because they do not involve any metadata like date published, author, length, or genre, to avoid any potential copyright infringements. Systemic errors like
2773-436: The issues discussed above. Part of speech In grammar , a part of speech or part-of-speech ( abbreviated as POS or PoS , also known as word class or grammatical category ) is a category of words (or, more generally, of lexical items ) that have similar grammatical properties. Words that are assigned to the same part of speech generally display similar syntactic behavior (they play similar roles within
2832-468: The language, even in cases where there may be felt to be a need for one, as in the case of gender-neutral pronouns . The open or closed status of word classes varies between languages, even assuming that corresponding word classes exist. Most conspicuously, in many languages verbs and adjectives form closed classes of content words. An extreme example is found in Jingulu , which has only three verbs, while even
2891-655: The modern Indo-European Persian has no more than a few hundred simple verbs, a great deal of which are archaic. (Some twenty Persian verbs are used as light verbs to form compounds; this lack of lexical verbs is shared with other Iranian languages.) Japanese is similar, having few lexical verbs. Basque verbs are also a closed class, with the vast majority of verbal senses instead expressed periphrastically. In Japanese , verbs and adjectives are closed classes, though these are quite large, with about 700 adjectives, and verbs have opened slightly in recent years. Japanese adjectives are closely related to verbs (they can predicate
2950-535: The noun ( nāma ) is one of the four main categories of words defined. The Ancient Greek equivalent was ónoma (ὄνομα), referred to by Plato in the Cratylus dialog , and later listed as one of the eight parts of speech in The Art of Grammar , attributed to Dionysius Thrax (2nd century BC). The term used in Latin grammar was nōmen . All of these terms for "noun" were also words meaning "name". The English word noun
3009-467: The nouns present those entities. Many nouns have both countable and uncountable uses; for example, soda is countable in "give me three sodas", but uncountable in "he likes soda". Collective nouns are nouns that – even when they are treated in their morphology and syntax as singular – refer to groups consisting of more than one individual or entity. Examples include committee , government , and police . In English these nouns may be followed by
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#17328476451243068-467: The program on December 16, 2010. Before the release, it was difficult to quantify the rate of linguistic change because of the absence of a database that was designed for this purpose, said Steven Pinker , a well-known linguist who was one of the co-authors of the Science paper published on the same day. The Google Books Ngram Viewer was developed in the hope of opening a new window to quantitative research in
3127-541: The relationships between verbs and nouns), and uri (word that further qualifies a noun or verb). A century or two after the work of Yāska, the Greek scholar Plato wrote in his Cratylus dialogue , "sentences are, I conceive, a combination of verbs [ rhêma ] and nouns [ ónoma ]". Aristotle added another class, "conjunction" [ sýndesmos ], which included not only the words known today as conjunctions , but also other parts (the interpretations differ; in one interpretation it
3186-458: The same class as nouns. Similarly, the Latin term nōmen includes both nouns (substantives) and adjectives, as originally did the English word noun , the two types being distinguished as nouns substantive and nouns adjective (or substantive nouns and adjective nouns , or simply substantives and adjectives ). (The word nominal is now sometimes used to denote a class that includes both nouns and adjectives.) Many European languages use
3245-495: The sections below. Additionally, there are other parts of speech including particles ( yes , no ) and postpositions ( ago , notwithstanding ) although many fewer words are in these categories. The classification below, or slight expansions of it, is still followed in most dictionaries : English words are not generally marked as belonging to one part of speech or another; this contrasts with many other European languages, which use inflection more extensively, meaning that
3304-662: The sense of groups of words that form units having specific grammatical functions. Phrasal categories may include noun phrases (NP), verb phrases (VP) and so on. Lexical and phrasal categories together are called syntactic categories . Word classes may be either open or closed. An open class is one that commonly accepts the addition of new words, while a closed class is one to which new items are very rarely added. Open classes normally contain large numbers of words, while closed classes are much smaller. Typical open classes found in English and many other languages are nouns , verbs (excluding auxiliary verbs , if these are regarded as
3363-456: The start of this article), but this could not apply in Russian , which has no definite articles. In some languages common and proper nouns have grammatical gender, typically masculine, feminine, and neuter. The gender of a noun (as well as its number and case, where applicable) will often require agreement in words that modify or are used along with it. In French for example, the singular form of
3422-680: The traditional scheme does—include word class , lexical class , and lexical category . Some authors restrict the term lexical category to refer only to a particular type of syntactic category ; for them the term excludes those parts of speech that are considered to be function words , such as pronouns. The term form class is also used, although this has various conflicting definitions. Word classes may be classified as open or closed : open classes (typically including nouns, verbs and adjectives) acquire new members constantly, while closed classes (such as pronouns and conjunctions) acquire new members infrequently, if at all. Almost all languages have
3481-434: The word classes noun and verb, but beyond these two there are significant variations among different languages. For example: Because of such variation in the number of categories and their identifying properties, analysis of parts of speech must be done for each individual language. Nevertheless, the labels for each category are assigned on the basis of universal criteria. The classification of words into lexical categories
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