From 24d1f81add9d02173036082cd4aef63c570cddda Mon Sep 17 00:00:00 2001 From: XiangyunHuang Date: Sat, 1 Jun 2024 11:50:33 +0800 Subject: [PATCH] R 4.4.0 --- .github/workflows/quarto-book-macos.yaml | 3 +- .github/workflows/quarto-book-ubuntu.yaml | 2 +- common-statistical-tests.qmd | 161 ++++++++++++++-------- index.qmd | 2 +- 4 files changed, 106 insertions(+), 62 deletions(-) diff --git a/.github/workflows/quarto-book-macos.yaml b/.github/workflows/quarto-book-macos.yaml index eb33bcf9..526222ba 100644 --- a/.github/workflows/quarto-book-macos.yaml +++ b/.github/workflows/quarto-book-macos.yaml @@ -28,7 +28,7 @@ jobs: - uses: r-lib/actions/setup-r@v2 with: use-public-rspm: true - r-version: '4.3.3' + r-version: '4.4.0' - uses: r-lib/actions/setup-r-dependencies@v2 @@ -48,7 +48,6 @@ jobs: export HOMEBREW_NO_INSTALLED_DEPENDENTS_CHECK=1 brew install optipng jags virtualenv brew install --cask xquartz - brew tap homebrew/cask-fonts brew install --cask font-noto-sans-cjk-sc font-noto-serif-cjk-sc fc-list | sort diff --git a/.github/workflows/quarto-book-ubuntu.yaml b/.github/workflows/quarto-book-ubuntu.yaml index 73c036e9..3d29a373 100644 --- a/.github/workflows/quarto-book-ubuntu.yaml +++ b/.github/workflows/quarto-book-ubuntu.yaml @@ -29,7 +29,7 @@ jobs: - uses: r-lib/actions/setup-r@v2 with: use-public-rspm: true - r-version: '4.3.3' + r-version: '4.4.0' - uses: r-lib/actions/setup-r-dependencies@v2 diff --git a/common-statistical-tests.qmd b/common-statistical-tests.qmd index 7eb200c1..c4936d19 100644 --- a/common-statistical-tests.qmd +++ b/common-statistical-tests.qmd @@ -806,12 +806,12 @@ fligner.test(weight ~ group, data = PlantGrowth) 配对样本检验算是两样本检验的一种特殊情况。若待检验的样本不止两个，则两两配对检验。 -+--------+---------------------------------------------------+ -| 样本 | R 函数 | -+========+===================================================+ -| 两样本 | - `t.test(paired = TRUE)` 正态总体均值检验 | -| | - `wilcox.test(paired = TRUE)` 总体未知均值检验 | -+--------+---------------------------------------------------+ ++------------+---------------------------------------------------+ +| 样本 | R 函数 | ++============+===================================================+ +| 两样本 | - `t.test(paired = TRUE)` 正态总体均值检验 | +| | - `wilcox.test(paired = TRUE)` 总体未知均值检验 | ++------------+---------------------------------------------------+ : 配对样本检验 {#tbl-paired-test} @@ -820,7 +820,11 @@ fligner.test(weight ~ group, data = PlantGrowth) 做两个组的配对 t 检验，函数 `t.test()` 的参数 `paired` 设置为 `TRUE` ，两个组的样本当作配对样本处理。 ```{r} -t.test(extra ~ group, data = sleep, paired = TRUE) +sleep2 <- reshape(sleep, direction = "wide", + idvar = "ID", timevar = "group") +t.test(Pair(extra.1, extra.2) ~ 1, data = sleep2) +# R < 4.4.0 +# t.test(extra ~ group, data = sleep, paired = TRUE) ``` 做多个组的两两配对 t 检验，函数 `pairwise.t.test()` 的参数 `paired` 设置为 `TRUE` ，当仅做两个组的配对 t 检验时，检验结果与前面的等价。 @@ -854,23 +858,24 @@ intervals(m, which = "fixed") Wilcoxon 检验函数 `wilcox.test()` 设置 `paired = TRUE` 可以做配对检验，但是仅限于两个组。 ```{r} -# 不支持 +# 不支持三组及以上 # wilcox.test(weight ~ group, data = PlantGrowth, paired = TRUE) -# 支持 -wilcox.test(extra ~ group, data = sleep, paired = TRUE) +wilcox.test(Pair(extra.1, extra.2) ~ 1, data = sleep2) +# R < 4.4.0 +# wilcox.test(extra ~ group, data = sleep, paired = TRUE) ``` ## 多重假设检验 {#sec-multiple-comparisons} 同时检验多个统计假设。 -+--------+-----------------------------------------------+ -| 样本 | R 函数 | -+========+===============================================+ -| 多样本 | - `pairwise.t.test()` 正态总体均值检验 | -| | - `pairwise.prop.test()` 二项总体比例检验 | -| | - `pairwise.wilcox.test()` 总体未知均值检验 | -+--------+-----------------------------------------------+ ++------------+-----------------------------------------------+ +| 样本 | R 函数 | ++============+===============================================+ +| 多样本 | - `pairwise.t.test()` 正态总体均值检验 | +| | - `pairwise.prop.test()` 二项总体比例检验 | +| | - `pairwise.wilcox.test()` 总体未知均值检验 | ++------------+-----------------------------------------------+ : 多重假设检验 {#tbl-pairwise-test} @@ -1088,47 +1093,87 @@ apply(Wish, MARGIN = 1:2, var) 在假设检验理论方面作出贡献的人非常多，自 Karl Pearson 提出卡方统计量、卡方分布和卡方检验以来，陆续涌现出来一批人及载入史册的工作，见下表。不难看出，19 世纪后半叶至20世纪前半叶，假设检验理论经过一个世纪的发展趋于成熟。从假设检验这个细分领域也印证了世界的统计中心从英国逐渐转移到美国，相比而言，中国在这方面的贡献微乎其微。笔者同时也注意到很多检验方法都是以人名命名的，且已经被编写到各类统计软件中。R 语言中有十分丰富的统计检验函数，根据这些函数及其帮助文档可以追溯到检验方法的发明者，再从维基百科中找到学者及其提出的检验方法的详情页，最后，根据学者的出生日期排序整理成表格。 -| 姓名 | 国籍 | 出生 | 死亡 | 寿命 | 贡献 | -|:-------------------------------------------------------------------------|------------|------------|------------|------|--------------------------------| -| [K. Pearson](https://en.wikipedia.org/wiki/Karl_Pearson) | 英国 | 1857-03-27 | 1936-04-27 | 79 | 卡方分布、卡方检验 | -| [C. Spearman](https://en.wikipedia.org/wiki/Charles_Spearman) | 英国 | 1863-09-10 | 1945-09-17 | 82 | Spearman's $\rho$ | -| [W. S. Gosset](https://en.wikipedia.org/wiki/William_Sealy_Gosset) | 英国 | 1876-06-13 | 1937-10-16 | 61 | t 分布、t 检验 | -| [R. A. Fisher](https://en.wikipedia.org/wiki/Ronald_Fisher) | 英国 | 1890-02-17 | 1962-07-29 | 72 | F 检验、Fisher 精确检验 | -| [F. Wilcoxon](https://en.wikipedia.org/wiki/Frank_Wilcoxon) | 美国 | 1892-09-02 | 1965-11-18 | 73 | Wilcoxon 秩检验 | -| [H. Cramér](https://en.wikipedia.org/wiki/Harald_Cram%C3%A9r) | 瑞士 | 1893-09-25 | 1985-10-05 | 92 | Cramér's V | -| [J. Neyman](https://en.wikipedia.org/wiki/Jerzy_Neyman) | 波兰、美国 | 1894-04-16 | 1981-08-05 | 87 | Neyman-Pearson 引理 | -| [E. S. Pearson](https://en.wikipedia.org/wiki/Egon_Pearson) | 英国 | 1895-08-11 | 1980-06-12 | 84 | Neyman-Pearson 引理 | -| [H. Hotelling](https://en.wikipedia.org/wiki/Harold_Hotelling) | 美国 | 1895-09-29 | 1973-12-26 | 78 | Hotelling T^2^ 检验 | -| [E. J. G. Pitman](https://en.wikipedia.org/wiki/E._J._G._Pitman) | 澳大利亚 | 1897-10-29 | 1993-07-21 | 95 | Pitman 估计 | -| [J. Wishart](https://en.wikipedia.org/wiki/John_Wishart_(statistician)) | 英国 | 1898-11-28 | 1956-07-14 | 57 | Wishart 分布 | -| [Q. M. McNemar](https://en.wikipedia.org/wiki/Quinn_McNemar) | 美国 | 1900-02-20 | 1986-07-03 | 86 | McNemar 检验 | -| [F. Yates](https://en.wikipedia.org/wiki/Frank_Yates) | 英国 | 1902-05-12 | 1994-06-17 | 92 | Yates 矫正 | -| [A. Wald](https://en.wikipedia.org/wiki/Abraham_Wald) | 匈牙利 | 1902-10-31 | 1950-12-13 | 48 | Wald 检验 | -| [A. Kolmogorov](https://en.wikipedia.org/wiki/Andrey_Kolmogorov) | 苏联 | 1903-04-25 | 1987-10-20 | 84 | Kolmogorov-Smirnov 检验 | -| [S. S. Wilks](https://en.wikipedia.org/wiki/Samuel_S._Wilks) | 美国 | 1906-06-17 | 1964-03-07 | 57 | Wilks 检验/似然比检验 | -| [J. W. Mauchly](https://en.wikipedia.org/wiki/John_Mauchly) | 美国 | 1907-08-30 | 1980-01-08 | 72 | Mauchly 球形检验 | -| [M. Kendall](https://en.wikipedia.org/wiki/Maurice_Kendall) | 英国 | 1907-09-06 | 1983-03-29 | 76 | Kendall's $\tau$ | -| [W. G. Cochran](https://en.wikipedia.org/wiki/William_Gemmell_Cochran) | 英国、美国 | 1909-07-15 | 1980-03-29 | 70 | Cochran--Mantel--Haenszel 检验 | -| [M. S. Bartlett](https://en.wikipedia.org/wiki/M._S._Bartlett) | 英国 | 1910-06-18 | 2002-01-08 | 91 | Bartlett 检验 | -| [W. M. Haenszel](https://en.wikipedia.org/wiki/William_M._Haenszel) | 美国 | 1910-06-19 | 1998-03-13 | 87 | Cochran--Mantel--Haenszel 检验 | -| [B. L. Welch](https://en.wikipedia.org/wiki/Bernard_Lewis_Welch) | 英国 | 1911 | 1989-12-29 | 78 | Welch t 检验 | -| [H. O. Hartley](https://en.wikipedia.org/wiki/Herman_Otto_Hartley) | 德国 | 1912-04-13 | 1980-12-30 | 68 | Hartley 检验 | -| [M. Friedman](https://en.wikipedia.org/wiki/Milton_Friedman) | 美国 | 1912-07-31 | 2006-11-16 | 94 | Friedman 秩和检验 | -| [W. A. Wallis](https://en.wikipedia.org/wiki/W._Allen_Wallis) | 美国 | 1912-11-05 | 1998-10-12 | 85 | Kruskal-Wallis 检验 | -| [H. Levene](https://en.wikipedia.org/wiki/Howard_Levene) | 美国 | 1914-01-17 | 2003-07-02 | 89 | Levene 检验 | -| [J. W. Tukey](https://en.wikipedia.org/wiki/John_Tukey) | 美国 | 1915-06-16 | 2000-07-26 | 85 | Tukey's HSD 检验 | -| [O. J. Dunn](https://en.wikipedia.org/wiki/Olive_Jean_Dunn) | 美国 | 1915-09-01 | 2008-01-12 | 92 | Dunn 检验 | -| [E. L. Lehmann](https://en.wikipedia.org/wiki/Erich_Leo_Lehmann) | 法国、美国 | 1917-11-20 | 2009-09-12 | 91 | Lehmann-Scheffé 定理 | -| [T. W. Anderson](https://en.wikipedia.org/wiki/Theodore_Wilbur_Anderson) | 美国 | 1918-06-05 | 2016-09-17 | 98 | Anderson--Darling 检验 | -| [N. Mantel](https://en.wikipedia.org/wiki/Nathan_Mantel) | 美国 | 1919-02-16 | 2002-05-25 | 83 | Cochran--Mantel--Haenszel 检验 | -| [W. Kruskal](https://en.wikipedia.org/wiki/William_Kruskal) | 美国 | 1919-10-10 | 2005-04-21 | 85 | Kruskal-Wallis 检验 | -| [George E. P. Box](https://en.wikipedia.org/wiki/George_E._P._Box) | 英国、美国 | 1919-10-18 | 2013-03-28 | 93 | Box-Pierce 检验 | -| [C. R. Rao](https://en.wikipedia.org/wiki/C._R._Rao) | 印度、美国 | 1920-09-10 | 2023-08-22 | 102 | Score 检验 | -| [M. Wilk](https://en.wikipedia.org/wiki/Martin_Wilk) | 加拿大 | 1922-12-18 | 2013-02-19 | 90 | Shapiro-Wilk 检验 | -| [J. Durbin](https://en.wikipedia.org/wiki/James_Durbin) | 英国 | 1923-06-30 | 2012-06-23 | 88 | Durbin 检验 | -| [L. Le Cam](https://en.wikipedia.org/wiki/Lucien_Le_Cam) | 法国 | 1924-11-18 | 2000-04-25 | 75 | 渐近理论 | -| [H. Lilliefors](https://en.wikipedia.org/wiki/Hubert_Lilliefors) | 美国 | 1928-06-14 | 2008-02-23 | 80 | Lilliefors 检验 | -| [S. S. Shapiro](https://en.wikipedia.org/wiki/Samuel_Sanford_Shapiro) | 美国 | 1930-07-13 | \- | 93 | Shapiro-Wilk 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| 姓名 | 国籍 | 出生 | 死亡 | 寿命 | 贡献 | ++:=========================================================================+============+============+============+=======+================================+ +| [K. Pearson](https://en.wikipedia.org/wiki/Karl_Pearson) | 英国 | 1857-03-27 | 1936-04-27 | 79 | 卡方分布、卡方检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [C. Spearman](https://en.wikipedia.org/wiki/Charles_Spearman) | 英国 | 1863-09-10 | 1945-09-17 | 82 | Spearman's $\rho$ | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [W. S. Gosset](https://en.wikipedia.org/wiki/William_Sealy_Gosset) | 英国 | 1876-06-13 | 1937-10-16 | 61 | t 分布、t 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [R. A. Fisher](https://en.wikipedia.org/wiki/Ronald_Fisher) | 英国 | 1890-02-17 | 1962-07-29 | 72 | F 检验、Fisher 精确检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [F. Wilcoxon](https://en.wikipedia.org/wiki/Frank_Wilcoxon) | 美国 | 1892-09-02 | 1965-11-18 | 73 | Wilcoxon 秩检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [H. Cramér](https://en.wikipedia.org/wiki/Harald_Cram%C3%A9r) | 瑞士 | 1893-09-25 | 1985-10-05 | 92 | Cramér's V | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [J. Neyman](https://en.wikipedia.org/wiki/Jerzy_Neyman) | 波兰、美国 | 1894-04-16 | 1981-08-05 | 87 | Neyman-Pearson 引理 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [E. S. Pearson](https://en.wikipedia.org/wiki/Egon_Pearson) | 英国 | 1895-08-11 | 1980-06-12 | 84 | Neyman-Pearson 引理 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [H. Hotelling](https://en.wikipedia.org/wiki/Harold_Hotelling) | 美国 | 1895-09-29 | 1973-12-26 | 78 | Hotelling T^2^ 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [E. J. G. Pitman](https://en.wikipedia.org/wiki/E._J._G._Pitman) | 澳大利亚 | 1897-10-29 | 1993-07-21 | 95 | Pitman 估计 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [J. Wishart](https://en.wikipedia.org/wiki/John_Wishart_(statistician)) | 英国 | 1898-11-28 | 1956-07-14 | 57 | Wishart 分布 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [Q. M. McNemar](https://en.wikipedia.org/wiki/Quinn_McNemar) | 美国 | 1900-02-20 | 1986-07-03 | 86 | McNemar 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [F. Yates](https://en.wikipedia.org/wiki/Frank_Yates) | 英国 | 1902-05-12 | 1994-06-17 | 92 | Yates 矫正 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [A. Wald](https://en.wikipedia.org/wiki/Abraham_Wald) | 匈牙利 | 1902-10-31 | 1950-12-13 | 48 | Wald 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [A. Kolmogorov](https://en.wikipedia.org/wiki/Andrey_Kolmogorov) | 苏联 | 1903-04-25 | 1987-10-20 | 84 | Kolmogorov-Smirnov 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [S. S. Wilks](https://en.wikipedia.org/wiki/Samuel_S._Wilks) | 美国 | 1906-06-17 | 1964-03-07 | 57 | Wilks 检验/似然比检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [J. W. Mauchly](https://en.wikipedia.org/wiki/John_Mauchly) | 美国 | 1907-08-30 | 1980-01-08 | 72 | Mauchly 球形检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [M. Kendall](https://en.wikipedia.org/wiki/Maurice_Kendall) | 英国 | 1907-09-06 | 1983-03-29 | 76 | Kendall's $\tau$ | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [W. G. Cochran](https://en.wikipedia.org/wiki/William_Gemmell_Cochran) | 英国、美国 | 1909-07-15 | 1980-03-29 | 70 | Cochran--Mantel--Haenszel 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [M. S. Bartlett](https://en.wikipedia.org/wiki/M._S._Bartlett) | 英国 | 1910-06-18 | 2002-01-08 | 91 | Bartlett 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [W. M. Haenszel](https://en.wikipedia.org/wiki/William_M._Haenszel) | 美国 | 1910-06-19 | 1998-03-13 | 87 | Cochran--Mantel--Haenszel 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [B. L. Welch](https://en.wikipedia.org/wiki/Bernard_Lewis_Welch) | 英国 | 1911 | 1989-12-29 | 78 | Welch t 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [H. O. Hartley](https://en.wikipedia.org/wiki/Herman_Otto_Hartley) | 德国 | 1912-04-13 | 1980-12-30 | 68 | Hartley 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [M. Friedman](https://en.wikipedia.org/wiki/Milton_Friedman) | 美国 | 1912-07-31 | 2006-11-16 | 94 | Friedman 秩和检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [W. A. Wallis](https://en.wikipedia.org/wiki/W._Allen_Wallis) | 美国 | 1912-11-05 | 1998-10-12 | 85 | Kruskal-Wallis 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [H. Levene](https://en.wikipedia.org/wiki/Howard_Levene) | 美国 | 1914-01-17 | 2003-07-02 | 89 | Levene 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [J. W. Tukey](https://en.wikipedia.org/wiki/John_Tukey) | 美国 | 1915-06-16 | 2000-07-26 | 85 | Tukey's HSD 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [O. J. Dunn](https://en.wikipedia.org/wiki/Olive_Jean_Dunn) | 美国 | 1915-09-01 | 2008-01-12 | 92 | Dunn 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [E. L. Lehmann](https://en.wikipedia.org/wiki/Erich_Leo_Lehmann) | 法国、美国 | 1917-11-20 | 2009-09-12 | 91 | Lehmann-Scheffé 定理 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [T. W. Anderson](https://en.wikipedia.org/wiki/Theodore_Wilbur_Anderson) | 美国 | 1918-06-05 | 2016-09-17 | 98 | Anderson--Darling 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [N. Mantel](https://en.wikipedia.org/wiki/Nathan_Mantel) | 美国 | 1919-02-16 | 2002-05-25 | 83 | Cochran--Mantel--Haenszel 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [W. Kruskal](https://en.wikipedia.org/wiki/William_Kruskal) | 美国 | 1919-10-10 | 2005-04-21 | 85 | Kruskal-Wallis 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [George E. P. Box](https://en.wikipedia.org/wiki/George_E._P._Box) | 英国、美国 | 1919-10-18 | 2013-03-28 | 93 | Box-Pierce 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [C. R. Rao](https://en.wikipedia.org/wiki/C._R._Rao) | 印度、美国 | 1920-09-10 | 2023-08-22 | 102 | Score 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [M. Wilk](https://en.wikipedia.org/wiki/Martin_Wilk) | 加拿大 | 1922-12-18 | 2013-02-19 | 90 | Shapiro-Wilk 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [J. Durbin](https://en.wikipedia.org/wiki/James_Durbin) | 英国 | 1923-06-30 | 2012-06-23 | 88 | Durbin 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [L. Le Cam](https://en.wikipedia.org/wiki/Lucien_Le_Cam) | 法国 | 1924-11-18 | 2000-04-25 | 75 | 渐近理论 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [H. Lilliefors](https://en.wikipedia.org/wiki/Hubert_Lilliefors) | 美国 | 1928-06-14 | 2008-02-23 | 80 | Lilliefors 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ +| [S. S. Shapiro](https://en.wikipedia.org/wiki/Samuel_Sanford_Shapiro) | 美国 | 1930-07-13 | \- | 93 | Shapiro-Wilk 检验 | ++--------------------------------------------------------------------------+------------+------------+------------+-------+--------------------------------+ : 对假设检验理论有重要贡献的学者 {#tbl-statistican tbl-colwidths="\[20,15,15,15,7,28\]"} diff --git a/index.qmd b/index.qmd index 5bc7b5e1..2e499a17 100755 --- a/index.qmd +++ b/index.qmd @@ -30,7 +30,7 @@ CI <- identical(Sys.getenv("CI"), "true") xfun::session_info(packages = c( "ggplot2", "gganimate", "ggrepel", "ggridges", - "patchwork", "shiny", "plotly", "lattice", "igraph", + "patchwork", "shiny", "plotly", "igraph", "tidygraph", "ggraph", "dplyr", "purrr", "tidyr", "httr", "data.table", "rsconnect", "knitr", "rmarkdown", "gt", "DT", "showtext", "gifski", "tinytex", "magick"