README.md

In kbenoit/quanteda.dictionaries: Dictionaries for Text Analysis and Associated Utilities

quanteda.dictionaries

An R package consisting of dictionaries for text analysis and associated utilities. Designed to be used with quanteda but can be used more generally with any text analytic package (e.g. tidytext, tm, etc.).

Installing

# the devtools package needs to be installed for this to work
devtools::install_github("kbenoit/quanteda.dictionaries") 

Demonstration

With the liwcalike() function from the quanteda.dictionaries package, you can easily analyse text corpora using existing or custom dictionaries. Here we show how to apply the Moral Foundations Dictionary to the US Presidential Inaugural speech corpus distributed with quanteda.

library("quanteda")
library("quanteda.dictionaries")

output_lsd <- liwcalike(data_corpus_inaugural, dictionary = data_dictionary_MFD)

head(output_lsd)

##           docname Segment      WPS   WC Sixltr  Dic care.virtue care.vice
## 1 1789-Washington       1 66.91304 1539  24.37 4.42        0.58      0.06
## 2 1793-Washington       2 36.75000  147  25.17 5.44        0.00      0.00
## 3      1797-Adams       3 69.81081 2583  24.62 5.23        0.39      0.15
## 4  1801-Jefferson       4 47.09756 1931  20.40 4.40        0.62      0.26
## 5  1805-Jefferson       5 52.88889 2380  22.98 3.95        0.25      0.17
## 6    1809-Madison       6 60.23810 1265  24.82 4.90        0.32      0.16
##   fairness.virtue fairness.vice loyalty.virtue loyalty.vice authority.virtue
## 1            0.39          0.19           1.23         0.00             1.04
## 2            0.00          0.00           2.04         0.00             3.40
## 3            0.81          0.08           1.47         0.12             1.32
## 4            1.04          0.05           0.93         0.00             0.73
## 5            0.84          0.08           1.01         0.04             1.13
## 6            0.95          0.08           1.50         0.00             1.19
##   authority.vice sanctity.virtue sanctity.vice AllPunc Period Comma Colon SemiC
## 1           0.00            0.84          0.06    7.02   1.49  4.55  0.06  0.52
## 2           0.00            0.00          0.00    8.16   2.72  3.40  0.68  0.00
## 3           0.08            0.66          0.15   10.18   1.28  7.78  0.00  0.70
## 4           0.00            0.78          0.00   10.51   1.92  6.63  0.05  1.19
## 5           0.00            0.42          0.00    9.08   1.72  5.97  0.00  1.09
## 6           0.00            0.55          0.16    6.96   1.66  3.72  0.00  1.26
##   QMark Exclam Dash Quote Apostro Parenth OtherP
## 1  0.00      0 0.13  0.13    0.00    0.06   6.76
## 2  0.00      0 0.00  0.00    0.00    0.68   6.80
## 3  0.15      0 0.15  0.04    0.04    0.04   9.95
## 4  0.21      0 0.41  0.10    0.10    0.00  10.10
## 5  0.17      0 0.04  0.08    0.08    0.00   9.03
## 6  0.00      0 0.32  0.00    0.00    0.00   6.64

More dictionaries

More dictionaries are supplied with the quanteda.sentiment package.

Code of Conduct

Please note that this project is released with a Contributor Code of Conduct. By participating in this project you agree to abide by its terms.

kbenoit/quanteda.dictionaries documentation built on Feb. 9, 2023, 3:28 p.m.