R中使用Quanteda的2個單詞短語搭配

Question

這與R中的Quanteda包中的textstat_collocations功能有關。即使我僅請求2個單詞短語，我在輸出中也會得到2個以上的單詞短語。

必要的處理步驟如下（corpus1已使用主體功能創建）：

collocations_two_words <- textstat_collocations(corpus1, method = "lambda", size = 2, min_count = 5, smoothing = 0.5, tolower = TRUE)

collocations_two_words <- collocations_two_words[collocations_two_words$count >= 10,]

tokens1 <- tokens(tolower(corpus1), what = "word", remove_numbers = TRUE, remove_punct = TRUE, remove_symbols = TRUE, remove_separators = TRUE, remove_url = TRUE, remove_hyphens = TRUE)

tokens1 <- tokens_remove(tokens1, stopwords("english"), padding = TRUE)

tokens2 <- tokens_compound(tokens1, pattern = collocations_two_words)

quantdfm <- dfm(tokens2, remove_punct = TRUE, remove_numbers = TRUE)

quantdfm <- dfm_trim(quantdfm, min_count = 5, min_docfreq = 5, verbose = TRUE)

當我檢查quantdfm對象（使用tail（quantdfm））時，我得到了兩個以上的詞組。 有人可以指導我哪里可能出問題嗎？

示例輸出如下所示：docs choice_dark_chocolate_can eat_dark_chocolate text43979 0 0 text43980 0 0 text43981 0 0 text43982 0 0 text43983 0 0 text43984 0 0

Output of dput(head(corpus1,5)):
structure(list(documents = structure(list(texts = c("..., video game consoles, stereos, smartphone chargers, and other similar devices constantly draw power into their power supplies. Unplug all of your chargers, whether it's for a tablet or a toothbrush. Electronics with standby or \"\"sleep\"\" modes: Desktop PCs, televisions, cable boxes, DVD-ray players, alarm clocks, radios, and anything with a remote", 
"...its judgment and order dated 02.05.2016 in Modern Dental College Research Centre (supra) authorizing it to oversee all statutory functions under the Act and leaving it at liberty to issue appropriate remedial directions, the impugned order is in the teeth of the recommendations of the said Committee, as communicated in its letter dated 14.05.2017", 
"...' focus to the ayurveda sector, especially in oral care. A year ago, Colgate launched its first India-focused ayurvedic brand, Cibaca Vedshakti, aimed squarely at countering Dant Kanti. HUL too launched araft of ayurvedic personal care products, including toothpaste, under the Ayush brand. RIVAL TO WATCH OUT FOR Colgate Palmolive global CEO Ian", 
"...founder of Increate Value Advisors. Patanjali has brought the focus back on product efficacy. Rising above the noise of advertising, products have to first deliver value to the consumers. Ghee and tooth paste are the two most popular products of Patanjali  even though both of these have enough local and multinational competitors in the organised", 
"The Bombay High Court today came down heavily on the Maharashtra government for not providing space and or hiring enough employees for the State Human Rights Commission. The commission has been left a toothless tiger as due to a lack of space and employees, it has not been able to hear cases of human rights violations in Maharashtra. A division"
)), .Names = "texts", row.names = c("text1", "text2", "text3", 
"text4", "text5"), class = "data.frame"), metadata = structure(list(
    source = "D:/Users/ajoshi/Documents/* on x86-64 by ajoshi", 
    created = "Fri Jan 26 19:42:21 2018"), .Names = c("source", 
"created")), settings = structure(list(stopwords = NULL, collocations = NULL, 
    dictionary = NULL, valuetype = "glob", stem = FALSE, delimiter_word = " ", 
    delimiter_sentence = ".!?", delimiter_paragraph = "\n\n", 
    clean_tolower = TRUE, clean_remove_digits = TRUE, clean_remove_punct = TRUE, 
    units = "documents"), .Names = c("stopwords", "collocations", 
"dictionary", "valuetype", "stem", "delimiter_word", "delimiter_sentence", 
"delimiter_paragraph", "clean_tolower", "clean_remove_digits", 
"clean_remove_punct", "units"), class = c("settings", "list")), 
    tokens = NULL), .Names = c("documents", "metadata", "settings", 
"tokens"), class = c("corpus", "list"))

Output of R sessionInfo(): R version 3.4.3
other attached packages:
[1] servr_0.8           LDAvis_0.3.2        text2vec_0.5.1      stringr_1.2.0       data.table_1.10.4-3
[6] quanteda_0.99.22   

loaded via a namespace (and not attached):
 [1] Rcpp_0.12.15         compiler_3.4.3       pillar_1.1.0         futile.logger_1.4.3  plyr_1.8.4          
 [6] futile.options_1.0.0 iterators_1.0.9      tools_3.4.3          digest_0.6.14        lubridate_1.7.1     
[11] tibble_1.4.1         gtable_0.2.0         lattice_0.20-35      rlang_0.1.6          Matrix_1.2-12       
[16] foreach_1.4.4        fastmatch_1.1-0      mlapi_0.1.0          grid_3.4.3           R6_2.2.2            
[21] RJSONIO_1.3-0        ggplot2_2.2.1        lambda.r_1.2         spacyr_0.9.3         magrittr_1.5        
[26] scales_0.5.0         codetools_0.2-15     mime_0.5             colorspace_1.3-2     httpuv_1.3.5        
[31] stringi_1.1.6        proxy_0.4-21         RcppParallel_4.3.20  lazyeval_0.2.1       munsell_0.4.3 

Answer 1

這是在我的帶有Quanteda v1.0.0的系統上的結果：

require(quanteda)
txt <- c("..., video game consoles, stereos, smartphone chargers, and other similar devices constantly draw power into their power supplies. Unplug all of your chargers, whether it's for a tablet or a toothbrush. Electronics with standby or \"\"sleep\"\" modes: Desktop PCs, televisions, cable boxes, DVD-ray players, alarm clocks, radios, and anything with a remote", 
         "...its judgment and order dated 02.05.2016 in Modern Dental College Research Centre (supra) authorizing it to oversee all statutory functions under the Act and leaving it at liberty to issue appropriate remedial directions, the impugned order is in the teeth of the recommendations of the said Committee, as communicated in its letter dated 14.05.2017", 
         "...' focus to the ayurveda sector, especially in oral care. A year ago, Colgate launched its first India-focused ayurvedic brand, Cibaca Vedshakti, aimed squarely at countering Dant Kanti. HUL too launched araft of ayurvedic personal care products, including toothpaste, under the Ayush brand. RIVAL TO WATCH OUT FOR Colgate Palmolive global CEO Ian", 
         "...founder of Increate Value Advisors. Patanjali has brought the focus back on product efficacy. Rising above the noise of advertising, products have to first deliver value to the consumers. Ghee and tooth paste are the two most popular products of Patanjali  even though both of these have enough local and multinational competitors in the organised", 
         "The Bombay High Court today came down heavily on the Maharashtra government for not providing space and or hiring enough employees for the State Human Rights Commission. The commission has been left a toothless tiger as due to a lack of space and employees, it has not been able to hear cases of human rights violations in Maharashtra. A division")
corp <- corpus(txt)
col <- textstat_collocations(corp, method = "lambda", size = 2, min_count = 1, smoothing = 0.5, tolower = TRUE)

head(col)

        collocation count count_nested length   lambda        z
1      human rights     2            0      2 7.742836 3.689434
2  colgate launched     1            0      2 5.030438 3.553188
3 rights commission     1            0      2 5.030438 3.553188
4   ayurvedic brand     1            0      2 5.030438 3.553188
5  enough employees     1            0      2 5.030438 3.553188
6      launched its     1            0      2 5.030438 3.553188

table(col$length)

  2 
226

所有的搭配都有兩個要素。 我猜您會看到更大的搭配，因為您的文本沒有正確標記。