DiffXTables
Pattern Analysis Across Contingency Tables
Description
Statistical hypothesis testing of pattern heterogeneity via differences in underlying distributions across multiple contingency tables. Five tests are included: the comparative chi-squared test (Song et al. 2014) <doi:10.1093/nar/gku086> (Zhang et al. 2015) <doi:10.1093/nar/gkv358>, the Sharma-Song test (Sharma et al. 2021) <doi:10.1093/bioinformatics/btab240>, the heterogeneity test, the marginal-change test (Sharma et al. 2020) <doi:10.1145/3388440.3412485>, and the strength test (Sharma et al. 2020) <doi:10.1145/3388440.3412485>. Under the null hypothesis that row and column variables are statistically independent and joint distributions are equal, their test statistics all follow an asymptotically chi-squared distribution. A comprehensive type analysis categorizes the relation among the contingency tables into type null, 0, 1, and 2 (Sharma et al. 2020) <doi:10.1145/3388440.3412485>. They can identify heterogeneous patterns that differ in either the first order (marginal) or the second order (differential departure from independence). Second-order differences reveal more fundamental changes than first-order differences across heterogeneous patterns.
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| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | NOTE |
| r-devel-linux-x86_64-debian-gcc | NOTE |
| r-devel-linux-x86_64-fedora-clang | NOTE |
| r-devel-linux-x86_64-fedora-gcc | NOTE |
| r-devel-macos-arm64 | NOTE |
| r-devel-windows-x86_64 | NOTE |
| r-oldrel-macos-arm64 | NOTE |
| r-oldrel-macos-x86_64 | NOTE |
| r-oldrel-windows-x86_64 | NOTE |
| r-patched-linux-x86_64 | NOTE |
| r-release-linux-x86_64 | NOTE |
| r-release-macos-arm64 | NOTE |
| r-release-macos-x86_64 | NOTE |
| r-release-windows-x86_64 | NOTE |
Check details (14 non-OK)
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTables]{heterogeneity.test}}}
| ^
Check History
NOTE 0 OK · 14 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable
Rd files
checkRd: (-1) simulate_diff_tables.Rd:72: Lost braces; missing escapes or markup?
72 | {The Sharma-Song test} {\code{\link[DiffXTables]{sharma.song.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:74: Lost braces; missing escapes or markup?
74 | {The comparative chi-squared test} {\code{\link[DiffXTables]{cp.chisq.test}}}
| ^
checkRd: (-1) simulate_diff_tables.Rd:76: Lost braces; missing escapes or markup?
76 | {The heterogeneity test} {\code{\link[DiffXTable