#### How can R be used for completing HHRA and VI Assessment?
-Data Manipulation
- "Tidy" datasets
- Create datasets for using in data assessment routines
- Create data groupings
- QA/QC Review of datasets (missing data, inconsistent values for categorical data (units, chemical names, CAS #s, qualifiers))
- Data Assessment
- {See [[VI Data Assessment]] and - [[HHRA Data Assessment]]}
- Exploratory data analysis
- data summary (sample inventory, sample count)
- data grouping
- simple summary statistics
- pivoting data
- Nature and extent
- sampling locations, concentrations isopleths
- see exploratory data analysis
- Fate and transport
- modeling results...
- Risk characterization
- tabular results,
- visuailizations...
- When do we present data?
- Project Reports (planning, status, results)
- Presentations
- Collaterals
- Enhance report production
- Rapidly generate multiple figures, tables
- Enhance QA/QC reviews
- Easily Reproduce
#### Report Template
***
2021 cloudedknowledge.net