Downloaded 16 times
![Inferring structured types
person { name : string } person { name : string, age : int }
person { name : string, age : int option }
[ { num : int } ] [ { str : string } ]
[ { num : int option, str : string option } ]
int { value : int }
int + { value : int }](https://image.slidesharecdn.com/fsdata-140514190025-phpapp02/85/F-Data-Making-structured-data-first-class-citizens-13-320.jpg)
![Inferring structured types
person { name : string } person { name : string, age : int }
person { name : string, age : int option }
[ { num : int } ] [ { str : string } ]
[ { num : int option, str : string option } ]
int { value : int }
int + { value : int }](https://image.slidesharecdn.com/fsdata-140514190025-phpapp02/75/F-Data-Making-structured-data-first-class-citizens-13-2048.jpg)
Uploaded byTomas Petricek
F# Data: Making structured data first class citizens
The document discusses F# data type providers, which enable structured data to be treated as first-class citizens, making data integration and manipulation easier. It highlights various capabilities such as CSV, REST, and World Bank data integration, and emphasizes schema inference for different data types. The document also invites contributions and provides links for further resources and tutorials.
More Related Content
Similar to F# Data: Making structured data first class citizens
F# Data: Making structured data first class citizens
- 1. F# Data Making structureddata first-class citizens Tomas Petricek, University of Cambridge Project homepage: http://fsharp.github.io/FSharp.Data Get in touch: @tomaspetricek | tomas@tomasp.net
- 2. F# Software Foundation http://www.fsharp.org softwarestacks trainings teaching F# user groups snippets mac and linux cross-platform tutorials F# community open-source MonoDevelop contributions research support consultancy mailing list
- 3. F# Data typeproviders First-class data CSV, REST, WorldBank… R Type provider Statistics & visualization 5000 tested packages www.fslab.org
- 4. Deedle data frame Dataexploration Indexing and aggregation F# Charting library Simple & composable Interactive style www.fslab.org
- 5. What are typeproviders? Integrating WorldBank and R http://youtu.be/7r2-B-5H_io
- 6. The confusion oflanguages
- 7. What are typeproviders?
- 8. What are typeproviders?
- 9. Type provider researchquestions Data vs. Schema Laziness Mapping to types Schema inference Schema inference
- 10. Schema inference Loading Titanicdata from CSV http://youtu.be/yjBdZduc0ko
- 11. Inferring primitive types nullintbool string decimal float
- 12. Structure inference Working withXML and JSON data http://youtu.be/_DjX0ybaXZY http://youtu.be/SkZBzlREOMo
- 13. Inferring structured types person{ name : string } person { name : string, age : int } person { name : string, age : int option } [ { num : int } ] [ { str : string } ] [ { num : int option, str : string option } ] int { value : int } int + { value : int }
- 14. Does it scale? Querymovies using Apiary provider http://youtu.be/-Am2uRUv39c
- 15. Conclusions Inference from small-scalesamples works! Schema is (very) often missing But data is (very) often regular Check out F# Data and contribute! Project homepage: http://fsharp.github.io/FSharp.Data Get in touch: @tomaspetricek | tomas@tomasp.net