From d788cdf3fbb6115c8077fe3f8cde3b1d1d2c7eed Mon Sep 17 00:00:00 2001 From: Kevin Wright Date: Wed, 17 Jul 2024 13:59:21 -0500 Subject: [PATCH] doc via github actions --- .github/.gitignore | 1 + .github/workflows/pkgdown.yaml | 50 +++ .gitignore | 1 + DESCRIPTION | 25 +- NEWS.md | 53 ++- _pkgdown.yml | 4 + docs/404.html | 157 ------- docs/apple-touch-icon-120x120.png | Bin 12764 -> 0 bytes docs/apple-touch-icon-152x152.png | Bin 17753 -> 0 bytes docs/apple-touch-icon-60x60.png | Bin 4924 -> 0 bytes docs/apple-touch-icon-76x76.png | Bin 6734 -> 0 bytes docs/apple-touch-icon.png | Bin 17753 -> 0 bytes docs/articles/corrgram_cov2cor.html | 190 --------- .../figure-html/unnamed-chunk-6-1.png | Bin 32009 -> 0 bytes docs/articles/corrgram_examples.html | 393 ------------------ .../figure-html/ellipse-1.png | Bin 39770 -> 0 bytes .../figure-html/fig2-1.png | Bin 50330 -> 0 bytes .../figure-html/fig3-1.png | Bin 18419 -> 0 bytes .../figure-html/fig4-1.png | Bin 46452 -> 0 bytes .../figure-html/fig4-2.png | Bin 46598 -> 0 bytes .../figure-html/fig5-1.png | Bin 53337 -> 0 bytes .../figure-html/fig6-1.png | Bin 51300 -> 0 bytes .../figure-html/fig7-1.png | Bin 48073 -> 0 bytes .../figure-html/fig8-1.png | Bin 42684 -> 0 bytes .../figure-html/panelbar-1.png | Bin 33734 -> 0 bytes .../figure-html/scatter-1.png | Bin 33866 -> 0 bytes .../figure-html/unnamed-chunk-1-1.png | Bin 33373 -> 0 bytes .../figure-html/vote-1.png | Bin 78979 -> 0 bytes docs/articles/index.html | 162 -------- docs/authors.html | 162 -------- docs/docsearch.css | 148 ------- docs/docsearch.js | 85 ---- docs/favicon-16x16.png | Bin 1242 -> 0 bytes docs/favicon-32x32.png | Bin 2313 -> 0 bytes docs/favicon.ico | Bin 15086 -> 0 bytes docs/index.html | 172 -------- docs/link.svg | 12 - 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Start at https://github.com/r-lib/actions#where-to-find-help +on: + push: + branches: [main, master] + pull_request: + branches: [main, master] + release: + types: [published] + workflow_dispatch: + +name: pkgdown + +permissions: read-all + +jobs: + pkgdown: + runs-on: ubuntu-latest + # Only restrict concurrency for non-PR jobs + concurrency: + group: pkgdown-${{ github.event_name != 'pull_request' || github.run_id }} + env: + GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} + permissions: + contents: write + steps: + - uses: actions/checkout@v4 + + - uses: r-lib/actions/setup-pandoc@v2 + + - uses: r-lib/actions/setup-r@v2 + with: + use-public-rspm: true + + - uses: r-lib/actions/setup-r-dependencies@v2 + with: + extra-packages: any::pkgdown, local::. + needs: website + + - name: Build site + run: pkgdown::build_site_github_pages(new_process = FALSE, install = FALSE) + shell: Rscript {0} + + - name: Deploy to GitHub pages 🚀 + if: github.event_name != 'pull_request' + uses: JamesIves/github-pages-deploy-action@v4.5.0 + with: + clean: false + branch: gh-pages + folder: docs diff --git a/.gitignore b/.gitignore index 971c55d..1222d61 100644 --- a/.gitignore +++ b/.gitignore @@ -20,3 +20,4 @@ vignettes/*.tex tests/testthat/Rplots.pdf revdep pkgdown +docs diff --git a/DESCRIPTION b/DESCRIPTION index 2df6767..9a96430 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,12 +1,18 @@ +Type: Package Package: corrgram Title: Plot a Correlogram Version: 1.14 -Authors@R: person("Kevin","Wright", email="kw.stat@gmail.com", comment=c(ORCID = "0000-0002-0617-8673"), role=c("aut","cre","cph")) Date: 2021-04-29 -Type: Package +Authors@R: + person("Kevin", "Wright", , "kw.stat@gmail.com", role = c("aut", "cre", "cph"), + comment = c(ORCID = "0000-0002-0617-8673")) Description: Calculates correlation of variables and displays the results - graphically. Included panel functions can display points, shading, ellipses, and - correlation values with confidence intervals. See Friendly (2002) . + graphically. Included panel functions can display points, shading, + ellipses, and correlation values with confidence intervals. See + Friendly (2002) . +License: MIT + file LICENSE +URL: https://kwstat.github.io/corrgram/, http://kwstat.github.io/corrgram/ +BugReports: https://github.com/kwstat/corrgram/issues/ Imports: graphics, grDevices, @@ -20,11 +26,8 @@ Suggests: seriation, sfsmisc, testthat -License: MIT + file LICENSE -LazyData: true ->>>>>>> Stashed changes +VignetteBuilder: + knitr Encoding: UTF-8 -URL: https://kwstat.github.io/corrgram/ -BugReports: https://github.com/kwstat/corrgram/issues/ -VignetteBuilder: knitr -RoxygenNote: 7.2.3 +LazyData: true +RoxygenNote: 7.3.2 diff --git a/NEWS.md b/NEWS.md index a53b7a9..6d5f2d6 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,14 +1,16 @@ -# corrgram 1.15 - unpublished +# corrgram 1.15 unpublished * Switch to MIT license -# corrgram 1.14 - Apr 2021 + +# corrgram 1.14 (2021-04-01) * The `seriation` package is moved from Imports to Suggests. This makes `corrgram` lighter loading for most people. (Requested by P.Kiener and others) * The `outer.labels` argument has improved default values. -# corrgram 1.13 - Jul 2018 + +# corrgram 1.13 (2018-07-09) * Test coverage at 95% using `covr` package. @@ -18,7 +20,8 @@ * `panel.conf` now only allows `cor.method="pearson"` (which is the default.) Fix issue #13. -# corrgram 1.12 - May 2017 + +# corrgram 1.12 (2017-05-07) * New vignette about an invalid correlation matrix. @@ -26,11 +29,13 @@ * Added package logo on github. -# corrgram 1.11 - Apr 2017 + +# corrgram 1.11 (2017-04-03) * New argument `outer.labels` for adding labels along outside edges of corrgram. (Request of Vanessa Bruat and others.) -# corrgram 1.10 - Nov 2016 + +# corrgram 1.10 (2016-11-09) * Function `corrgram()` now returns the correlation matrix. @@ -38,7 +43,8 @@ * Began using `testthat` package. -# corrgram 1.9 - Jul 2016 + +# corrgram 1.9 (2016-07-16) * New panel function `panel.cor` for colored correlation values. @@ -46,15 +52,18 @@ * Added more cases to tests directory. -# corrgram 1.8 - Jul 2015 + +# corrgram 1.8 (2015-07-03) * Namespace changes due to R devel changes. -# corrgram 1.7 - Feb 2015 + +# corrgram 1.7 (2015-02-13) * Added more seriate options. -# corrgram 1.6 - Aug 2014 + +# corrgram 1.6 (2014-08-29) * Moved packages from Depends to Imports. @@ -62,25 +71,29 @@ * New argument `cor.method`. (Request of Evan Williams). -# corrgram 1.5 - Aug 2013 + +# corrgram 1.5 (2013-08-29) * Updated references links. (Request of Michael Friendly). * Fixed small bug with test for correlation matrix. (Reported by F. Rosa) -# corrgram 1.4 - Nov 2012 + +# corrgram 1.4 (2012-11-07) * New argument `col.regions` to specify panel colors. * Re-worked examples section for more variety. -# corrgram 1.3 - Aug 2012 + +# corrgram 1.3 (2012-08-15) * New panel function `panel.bar`. (Request of dadrivr) * Added example for unclipped labels (in the test suite). -# corrgram 1.2 - Mar 2012 + +# corrgram 1.2 (2012-03-28) * Small bug. Now accepts NA values in correlation matrices, and NAs caused by missing combinations of data and cor(use="pair"). @@ -90,11 +103,13 @@ * Test suite now includes corrgram of inverse correlation, partial correlation matrices. -# corrgram 1.1 - Oct 2011 + +# corrgram 1.1 (2011-10-20) * Added namespace. -# corrgram 1.0 - Jul 2011 + +# corrgram 1.0 (2011-07-02) * New panel function `panel.conf`. @@ -108,10 +123,12 @@ * Ordering can now be done on absolute value of correlations. -# corrgram 0.1 - Dec 2006 + +# corrgram 0.1 (2006-12-01) * First release to CRAN. -# corrgram 0.0 - Apr 2006 + +# corrgram 0.0 (2006-04-01) * Package development begins. diff --git a/_pkgdown.yml b/_pkgdown.yml new file mode 100644 index 0000000..63d6c04 --- /dev/null +++ b/_pkgdown.yml @@ -0,0 +1,4 @@ +url: http://kwstat.github.io/corrgram/ +template: + bootstrap: 5 + diff --git a/docs/404.html b/docs/404.html deleted file mode 100644 index 2a52f2a..0000000 --- a/docs/404.html +++ /dev/null @@ -1,157 +0,0 @@ - - - - - - - - -Page not found (404) • corrgram - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
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Consider the following matrix, as might arise from calculating covariance based on pairwise-complete data.

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##         [,1]    [,2]   [,3]   [,4]   [,5]   [,6]    [,7]
-## [1,] 100.511 159.266  3.888 59.964 37.231 32.944  68.845
-## [2,] 159.266 277.723  6.161 95.017 58.995 52.203 109.090
-## [3,]   3.888   6.161 99.831  2.320  1.440  1.274   2.663
-## [4,]  59.964  95.017  2.320 35.774 22.212 19.655  41.073
-## [5,]  37.231  58.995  1.440 22.212 40.432 12.203  25.502
-## [6,]  32.944  52.203  1.274 19.655 12.203 10.798  22.566
-## [7,]  68.845 109.090  2.663 41.073 25.502 22.566  96.217
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This is not a proper covariance matrix (it has a negative eigenvalue).

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eigen(vv)$values
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## [1]  4.808047e+02  9.965048e+01  4.595154e+01  2.657509e+01  8.304329e+00
-## [6]  6.685001e-04 -8.147905e-04
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If we attempt to use the cov2cor() function to convert the covariance matrix to a correlation matrix, we find the largest correlation values are slightly larger than 1.0.

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cc <- cov2cor(vv)
-max(cc) # 1.000041
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## [1] 1.000041
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If this is passed to the corrgram function, it will issue a warning that the input data is not a correlation matrix and then calculate pairwise correlations of the columns, resulting in a non-sensical graph.

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There are several packages with functions that can be used to force the correlation matrix to be an actual, positive-definite correlation matrix. Two are given here.

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-psych

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require(psych)
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## Loading required package: psych
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## Warning in psych::cor.smooth(cc): Matrix was not positive definite,
-## smoothing was done
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max(cc2)
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## [1] 1
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-sfsmisc

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## [1] TRUE
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identical(cc, t(cc)) # FALSE
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## [1] FALSE
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## [1] 1
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After converting the matrix to a valid correlation matrix, an accurate corrgram can be created:

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require(corrgram)
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## Loading required package: corrgram
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corrgram(cc2, lower=panel.cor)
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Site built with pkgdown 1.4.0.

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-Abstract

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The corrgram package is an implementation of correlograms. This vignette reproduces most of the figures in Friendly (2002).

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-Setup

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The data are 11 measures of performance and salary for 263 baseball players in the 1986 baseball season in the United States. The data were used in 1988 Data Expo at the Joint Statistical Meetings.

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The first 6 rows of the data and the upper-left corner of the correlation matrix are given below.

-
library("corrgram")
-head(baseball)
-
##             Name League Team Position Atbat Hits Homer Runs RBI Walks Years Atbatc Hitsc
-## 1 Andy Allanson       A  CLE       C    293   66     1   30  29    14     1    293    66
-## 2 Alan Ashby          N  HOU       C    315   81     7   24  38    39    14   3449   835
-## 3 Alvin Davis         A  SEA       1B   479  130    18   66  72    76     3   1624   457
-## 4 Andre Dawson        N  MON       OF   496  141    20   65  78    37    11   5628  1575
-## 5 A Galarraga         N  MON       1B   321   87    10   39  42    30     2    396   101
-## 6 A Griffin           A  OAK       SS   594  169     4   74  51    35    11   4408  1133
-##   Homerc Runsc RBIc Walksc Putouts Assists Errors Salary   logSal
-## 1      1    30   29     14     446      33     20     NA       NA
-## 2     69   321  414    375     632      43     10    475 2.676694
-## 3     63   224  266    263     880      82     14    480 2.681241
-## 4    225   828  838    354     200      11      3    500 2.698970
-## 5     12    48   46     33     805      40      4     92 1.963788
-## 6     19   501  336    194     282     421     25    750 2.875061
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round(cor(baseball[, 5:14], use="pair"),2)
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##        Atbat Hits Homer Runs  RBI Walks Years Atbatc Hitsc Homerc
-## Atbat   1.00 0.97  0.59 0.91 0.82  0.67  0.05   0.24  0.25   0.24
-## Hits    0.97 1.00  0.56 0.92 0.81  0.64  0.04   0.23  0.26   0.20
-## Homer   0.59 0.56  1.00 0.65 0.86  0.48  0.12   0.22  0.22   0.49
-## Runs    0.91 0.92  0.65 1.00 0.80  0.73  0.00   0.19  0.20   0.23
-## RBI     0.82 0.81  0.86 0.80 1.00  0.62  0.15   0.29  0.31   0.44
-## Walks   0.67 0.64  0.48 0.73 0.62  1.00  0.14   0.28  0.28   0.33
-## Years   0.05 0.04  0.12 0.00 0.15  0.14  1.00   0.92  0.90   0.73
-## Atbatc  0.24 0.23  0.22 0.19 0.29  0.28  0.92   1.00  1.00   0.80
-## Hitsc   0.25 0.26  0.22 0.20 0.31  0.28  0.90   1.00  1.00   0.78
-## Homerc  0.24 0.20  0.49 0.23 0.44  0.33  0.73   0.80  0.78   1.00
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-Figure 2

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Figure 2 shows two ways to graphically display the correlation matrix using the panel.shade() and panel.pie() functions.

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-Figure 3

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Figure 3 shows an eigenvector plot of the correlation matrix. This forms the basis of the orderings of the variables in the corrgram in Figure 4b in the next section, beginning with “AtBat” and then moving counter-clockwise up to “Years”. Note: Eigenvectors are unique only up to a change of sign.

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baseball.cor <- cor(baseball[,vars2], use='pair')
-baseball.eig <- eigen(baseball.cor)$vectors[,1:2]
-e1 <- baseball.eig[,1]
-e2 <- baseball.eig[,2]
-plot(e1,e2,col='white', xlim=range(e1,e2), ylim=range(e1,e2))
-text(e1,e2, rownames(baseball.cor), cex=1)
-title("Eigenvector plot of baseball data")
-arrows(0, 0, e1, e2, cex=0.5, col="red", length=0.1)
-

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-Figure 4a, 4b

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In figure 4a the variables are sorted in the alphabetical order as given in the data.

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In figure 4b, the variables are sorted according to the principal component ordering in Figure 3 to look for possible clustering of the variables. It is not surprising to see that more times at bat is strongly correlated with a higher number of hits and a higher number of runs.

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corrgram(baseball[,vars2], main="Baseball data (alphabetic order)")
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-Figure 5

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Figure 5 shows a corrgram for all numeric variables in the dataframe. Non-numeric columns in the data are ignored.

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corrgram(baseball, order=TRUE, main="Baseball data (PC order)")
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-Figure 6.

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Figure 6 shows a corrgram of automotive data on 74 different models of cars from 1979. There are two obvious groups of variables

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Note, the arrangement is slightly different from Friendly.

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corrgram(auto, order=TRUE, main="Auto data (PC order)")
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-Figure 7.

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The inverse of the correlation matrix expresses conditional dependence and independence of the variables.

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The variables are sorted in the same order as in figure 4. One example interpretation is: controlling for all other variables, there is still a large correlation between Years and log Salary.

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rinv <- function(r){
-  # r is a correlation matrix
-  # calculate r inverse and scale to correlation matrix
-  # Derived from Michael Friendly's SAS code
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-  ri <- solve(r)
-  s <- diag(ri)
-  s <- diag(sqrt(1/s))
-  ri <- s %*% ri %*% s
-  n <- nrow(ri)
-  ri <- ri * (2*rep(1,n) - matrix(1, n, n))
-  diag(ri) <- 1  # Should already be 1, but could be 1 + epsilon
-  colnames(ri) <- rownames(ri) <- rownames(r)
-  return(ri)
-}
-
-vars7 <- c("Years", "logSal", "Homer", "Putouts", "RBI", "Walks",
-           "Runs", "Hits", "Atbat", "Errors", "Assists")
-cb <- cor(baseball[,vars7], use="pair")
-corrgram(-rinv(cb), main=expression(paste("Baseball data ", R^-1)))
-

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-Figure 8

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Figure 8 shows a partial independence corrgram for the automotive data, when Price and MPG are partialed out.

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require(Matrix) # For block diagonal function
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## Loading required package: Matrix
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partial <- function(r, xvar){
-  # r is a correlation matrix
-  # Calculate partial correlation of y|x
-  yvar <- setdiff(colnames(r), xvar)
-  ri <- r[yvar,yvar] - r[yvar,xvar] %*% solve(r[xvar,xvar]) %*% r[xvar,yvar]
-  s <- diag(ri)
-  s <- diag(sqrt(1/s))
-  ri <- s %*% ri %*% s
-  ri <- as.matrix(Matrix::bdiag(ri, r[xvar, xvar]))
-  diag(ri) <- 1  # Should already be 1, but could be 1 + epsilon
-  colnames(ri) <- rownames(ri) <- c(yvar, xvar)
-  return(ri)
-}
-
-vars8a <- c("Gratio", "Rep78", "Rep77", "Hroom", "Trunk", "Rseat",
-            "Length", "Weight", "Displa", "Turn")
-vars8b <- c("MPG", "Price")
-vars8 <- c(vars8a, vars8b)
-auto.cor <- cor(auto[, vars8], use="pair")
-auto.par <- partial(auto.cor, vars8b)
-corrgram(auto.par,
-         lower.panel=panel.pie, upper.panel=panel.pie,
-         main="Auto data, partialing out Price,MPG")
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-Figure 11

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Figure 11 provides another way to display the data, using both ellipses and loess lines. Long, narrow ellipses represent high correlations while circular ellipses represent low correlations.

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-Further examples

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Demonstrate density panel, correlation confidence panel

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Demonstrate panel.bar, panel.ellipse, panel.minmax, col.regions

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-Correlation matrix

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The vote data is a matrix.

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-Ratings data

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An example showing one way to plot ratings data.

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load(url("https://github.com/alexanderrobitzsch/sirt/blob/master/data/data.ratings3.rda?raw=true"))
-
-# jitter first, so the upper/lower panels are symmetric
-data.ratings3 <- transform(data.ratings3,
-                           c2=jitter(crit2), c3=jitter(crit3),
-                           c4=jitter(crit4), c6=jitter(crit6))
-                           
-library(corrgram)
-panel.raters <- function (x, y, corr = NULL, col.regions, cor.method, ...) {
-  if (!is.null(corr)) 
-    return()
-  plot.xy(xy.coords(x, y), type = "p", ...)
-  abline(lm(y ~ x))
-  box(col = "lightgray")
-}
-corrgram(data.ratings3[,7:10], diag=panel.density, lower.panel=panel.raters, upper.panel=panel.conf)
-

- -
## R version 3.6.1 (2019-07-05)
-## Platform: x86_64-w64-mingw32/x64 (64-bit)
-## Running under: Windows 7 x64 (build 7601) Service Pack 1
-## 
-## Matrix products: default
-## 
-## locale:
-## [1] LC_COLLATE=English_United States.1252  LC_CTYPE=English_United States.1252   
-## [3] LC_MONETARY=English_United States.1252 LC_NUMERIC=C                          
-## [5] LC_TIME=English_United States.1252    
-## 
-## attached base packages:
-## [1] stats     graphics  grDevices utils     datasets  methods   base     
-## 
-## other attached packages:
-## [1] Matrix_1.2-17 corrgram_1.14 knitr_1.24   
-## 
-## loaded via a namespace (and not attached):
-##  [1] Rcpp_1.0.2       lattice_0.20-38  rprojroot_1.3-2  crayon_1.3.4     digest_0.6.20   
-##  [6] assertthat_0.2.1 MASS_7.3-51.4    grid_3.6.1       R6_2.4.0         backports_1.1.4 
-## [11] magrittr_1.5     evaluate_0.14    stringi_1.4.3    rlang_0.4.0      fs_1.3.1        
-## [16] rmarkdown_1.15   pkgdown_1.4.0    desc_1.2.0       tools_3.6.1      stringr_1.4.0   
-## [21] yaml_2.2.0       xfun_0.9         compiler_3.6.1   memoise_1.1.0    htmltools_0.3.6
-
-
-

-References

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Friendly, Michael. 2002. “Corrgrams: Exploratory Displays for Correlation Matrices.” The American Statistician 56: 316–24. https://doi.org/10.1198/000313002533.

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Site built with pkgdown 1.4.0.

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