Scope and Aims
Create tools for people/projects to use
lots of existing libs to build on e.g. opam-lib, ocaml-git, cohttp, etc
Qualitative look at the OPAM universe
constrained to OCaml code, version-controlled in git
Slide 5
Slide 5 text
Qualitative
vs
Quantitative
Slide 6
Slide 6 text
Qualitative Quantitative
Holistic
Understand complex relationships
Targeted
Explanation and control
Patterns and themes
Non-causal
Correlation and validation
Cause and effect
Evolves with data
Subjective ongoing judgement
Hypothesis driven
Interpret once at the end
Continual interpretation
Unique to context
Summative interpretation
Generalise findings
Adapted from: http://www.qualitative-researcher.com/focus-group/qualitative-vs-quantitative/
Slide 7
Slide 7 text
Qualitative Quantitative
Holistic
Understand complex relationships
Targeted
Explanation and control
Patterns and themes
Non-causal
Correlation and validation
Cause and effect
Evolves with data
Subjective ongoing judgement
Hypothesis driven
Interpret once at the end
Continual interpretation
Unique to context
Summative interpretation
Generalise findings
Adapted from: http://www.qualitative-researcher.com/focus-group/qualitative-vs-quantitative/
Slide 8
Slide 8 text
Scope and Aims
Create tools for people/projects to use
lots of existing libs to build on e.g. opam-lib, ocaml-git, cohttp, etc
Qualitative look at the OPAM universe
constrained to OCaml code, version-controlled in git
Slide 9
Slide 9 text
Starting point
OPAM metadata
Commits
Authors
Package relations
github.com/ocamllabs/cosmetrics
Slide 10
Slide 10 text
Scope and Aims
Create tools for people/projects to use
lots of existing libs to build on e.g. opam-lib, ocaml-git, cohttp, etc
Qualitative look at the OPAM universe
constrained to OCaml code, version-controlled in git
Slide 11
Slide 11 text
Coverage
Can reach ~70% of OPAM packages
Involves guessing the dev-repo field
Simple filtering for OCaml code
Check for presence of .ml files in src/ or lib/
Can actually look at ~60% of packages
Issues with connections to some repos (bitbucket)
Slide 12
Slide 12 text
All commits
Slide 13
Slide 13 text
All commits
Slide 14
Slide 14 text
Examples
Slide 15
Slide 15 text
Add more stuff…
Pull Requests/Issues!
Other VCS’!
Project features!
Dashboards!
Slide 16
Slide 16 text
… but remember
Qualitative
Exploratory
Beware Assumptions
Slide 17
Slide 17 text
Tools matter
Existing libraries made this feasible
Quick iteration is important
Adaptable to different purposes