English-Corpora.org

English-Corpora.org



  Collocates   (search form, corpora used, corrections, +/- sections; compare to Word / phrase and Topics searches; word comparisons)

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Collocates allow you to see what words occur in a "cloud of words" near a given word or phrase (called the "node word"). The "default" number is four words to the left and four words to the right of the node word, but you can change this (for example, adjectives "near" taste; 3 words left to 3 words right). These are different from word / phrase queries, which are a defined, linear string of words (for example, two words strings composed of ADJ taste) Note that phrase searches are usually faster (sometimes much faster) than collocates searches -- so don't do a collocates search when a phrase search is all you need.

Collocates can provide great insight into meaning and usage. For example, look at the collocates near sprawl (n), bodice, alabaster, climate change, or health care. Now compare these collocates with a Google Image search for some of the same node words: sprawl, bodice, alabaster. Notice how well the collocates paint a "word picture" of the node word.

And in many cases, the collocates provide insight into the meaning and use of a word that goes far beyond what a dictionary would show. For example, the collocates of sprawl (alternate view; see below) include pollution, congestion, impact (nouns) and reduce, prevent, threaten (verb). This suggests that sprawl is something that people are concerned about, and this is the type of information that would probably not appear in a dictionary; but rather it is something that native speakers inherently "understand" about the word.


Collocates field: types of searches

For both the WORD and COLLOCATES field, you can include the full range of searches, including words, lemmas, substrings, parts of speech, and synonyms. For example, the following are searches for collocates of gap (n): any wordnounsadjectivethe word fillsynonyms of large.

Direction / distance

+ 4 3 2 1 0    0 1 2 3 4 +
Select the "span" (number of words to the left and the right) for the collocates. Use + to search more than four words to the left or right, and 0 to exclude the words to the left or right. If you don't select a span, it will default to 4 words left and 4 words right.
The direction of the collocates and the length of the "span" between the "node word" and the collocates is quite important. For example, consider the collocates of car2 words to the left1 word to the right4 words to the right, and 3 words left / 3 words right.

Other association measures

Some other corpus sites provide a much wider range of "association measures", which show how related two words are in terms of their co-occurrence in a corpus. But as we have shown in great detail elsewhere, these measures (while appearing very fancy) are actually quite unnecessary. It is basic word frequency (with Mutual Information simply acting as a filter) that provide the best insight into meaning and usage, especially for language learners.

Collocates in COCA and iWeb

In COCA and iWeb, the default display for collocates will group the collocates by part of speech (noun, verb, adjective, and adverb), as is shown in this example for kombucha in the 14 billion word iWeb corpus:

This display shows the frequency and Mutual Information for each word (shown in yellow here), and whether the node word tends to occur more before or after the collocate (shown in green here; for example, culture + kombucha, but batch + kombucha). By clicking on the link (shown here in red), you can see the KWIC (Keyword in Context) lines, and you can choose different options for sorting and limiting (shown here in orange).

In COCA and iWeb, you will see this format for collocates when 1) you use the default of 4 words left / 4 words right and 2) your choice for collocates is * (any word) or NOUN, VERB, ADJ, or ADV. So in COCA and iWeb, if you don't want to see the collocates in this format (but rather you want the more basic format), then change the collocates range, for example, from 4 Left / 4 Right to something else, like 3 Left / 4 Right, or 4 Left / 5 Right.


Variable length collocates queries

You can use collocates to do "variable length" searches, where there might be 0-4 (or more) words between two other sets of words or phrases. For example, you could find all of the following with one simple search.

(were) talked    into coming (0 words)
talk them into coming (1 word)
talk the girls into coming (2 words)
talk some other people into coming (3 words)
talk lots of other people into coming (4 words)

In the sample queries below, you would enter the following in WORD(S), COLLOCATES, and the maximum length in words (up to nine words, left and right) between WORD(S) and COLLOCATES. For example, O L | 4 R means the COLLOCATES are between 0 words to the left and 4 words to the right of WORD(S).

Click on   , or   below to run the sample queries.

# words construction
  VERB NOUN PHRASE into _vvg
1 L | 0 R VERB her into _vvg e.g. talked her into staying
2 L | 0 R VERB the people into _vvg
4 L | 0 R VERB my best friend into _vvg
   
    EXPECT [a*]|[d*]|[n*]|[p*] NOUN PHRASE [v?i*]
0 L | 2 R EXPECT them to [v?i*]   ( them = [p*] pronoun )
0 L | 3 R EXPECT Bill Clinton to [v?i*]   ( Bill = [np*] proper noun )
0 L | 4 R EXPECT those six people to [v?i*]   ( those = [d*] demonstrative )
0 L | 5 R EXPECT the people in Florida to [v?i*]   ( the = [a*] article )
   
    what|all RELATIVE CLAUSE do [be] VERB  (in the 200 million word Movies corpus)
4 L | 0 R what|all he wants to do BE VERB  e.g. what|all he wants to do is complain
5 L | 0 R what|all they expected Fred to do BE VERB
7 L | 0 R what|all any of these crazy people can do BE VERB
8 L | 0 R what|all your best friend can possibly hope to do BE VERB

Note

Use [a*]|[d*]|[n*]|[p*] to look for the first word of a noun phrase (you may want to refine this further). You can also use the negator - to indicate NOT, e.g. -VERB|ADV (not verb or adverb) or -to|will|would (none of these three words). Make sure there is no space to the left or right of | when there is a series of elements.

Notes:

1. The green (collocates) portion can only have one word, not a sequence of two or three words. For this one word, however, there can be any number of possibilities, such as either what or all in [C] above.

2. Not all of the KWIC entries will in fact be relevant, because we haven't placed any constraints on what is between the yellow and the green parts of the search. But using the yellow portion as an "anchor" is still far better than searching for just the green portion.

3. Another option is to use the variable length LIST search. The advantage of that approach is that you can see (and limit) the intervening words. The disadvantage is that the "variable length" section is limited to three words.