# dataprep
[](https://github.com/nao1215/dataprep/actions/workflows/ci.yml)
[](https://hex.pm/packages/dataprep)

Composable, type-driven preprocessing and validation combinator library for Gleam.
dataprep is a combinator toolkit, not a rule catalog.
- Built-in and user-defined rules are identical in power.
- No domain-specific rules (email, URL, UUID). Write your own or use a dedicated package.
- No schema, no DSL, no reflection.
- Prep transforms. Validator checks. They do not mix.
- Errors are your types, not ours.
## Requirements
- Gleam 1.15 or later
- Erlang/OTP 27 or later
## Install
```sh
gleam add dataprep
```
## Quick start
```gleam
import dataprep/prep
import dataprep/validated.{type Validated}
import dataprep/rules
pub type User {
User(name: String, age: Int)
}
pub type Err {
NameEmpty
AgeTooYoung
}
pub fn validate_user(name: String, age: Int) -> Validated(User, Err) {
let clean = prep.trim() |> prep.then(prep.lowercase())
let check_name = rules.not_empty(NameEmpty)
let check_age = rules.min_int(0, AgeTooYoung)
validated.map2(
User,
name |> clean |> check_name,
check_age(age),
)
}
// validate_user(" Alice ", 25) -> Valid(User("alice", 25))
// validate_user("", -1) -> Invalid([NameEmpty, AgeTooYoung])
```
## Modules
| Module | Responsibility |
|--------|---------------|
| `dataprep/prep` | Infallible transformations: `trim`, `lowercase`, `uppercase`, `collapse_space`, `replace`, `default`. Compose with `then` or `sequence`. |
| `dataprep/validator` | Checks without transformation: `check`, `predicate`, `both`, `all`, `alt`, `guard`, `map_error`, `label`. |
| `dataprep/validated` | Applicative error accumulation: `map`, `map_error`, `and_then`, `from_result`, `to_result`, `map2`..`map5`. |
| `dataprep/non_empty_list` | At-least-one guarantee for error lists: `single`, `cons`, `append`, `concat`, `map`, `flat_map`, `to_list`, `from_list`. |
| `dataprep/rules` | Built-in rules: `not_empty`, `min_length`, `max_length`, `min_int`, `max_int`, `one_of`, `equals`. |
## Composition overview
| Phase | Combinator | Errors | When to use |
|-------|-----------|--------|-------------|
| Prep | `prep.then` | (none) | Chain infallible transforms |
| Validate | `validator.both` / `all` | Accumulate all | Independent checks on same value |
| Validate | `validator.alt` | Accumulate on full failure | Accept alternative forms |
| Validate | `validator.guard` | Short-circuit | Skip if prerequisite fails |
| Combine | `validated.map2`..`map5` | Accumulate all | Build domain types from independent fields |
| Bridge | `validated.and_then` | Short-circuit | Parse then validate (type changes) |
| Bridge | `raw \|> prep \|> validator` | (prep has none) | Apply infallible transform before validation |
## Development
This project uses [mise](https://mise.jdx.dev/) to manage Gleam and Erlang versions, and [just](https://just.systems/) as a task runner.
```sh
mise install # install Gleam and Erlang
just ci # format check, typecheck, build, test
just test # gleam test
just format # gleam format
just check # all checks without deps download
```
## Contributing
Contributions are welcome. See [CONTRIBUTING.md](CONTRIBUTING.md) for details.
## License
[MIT](LICENSE)