Expand description
§dataload
A flexible library for loading CSV and Excel files into Polars DataFrames.
dataload provides automatic file type detection, intelligent delimiter detection
for CSV files, and a builder-pattern API for customizing how files are loaded.
§Features
- Automatic file type detection via magic bytes and file extensions
- Smart delimiter detection for CSV files (comma, tab, semicolon, pipe)
- Excel support for xlsx, xls, xlsm, xlsb, and ods formats
- Builder-pattern API for flexible configuration
- Zero-copy where possible using Polars DataFrames
§Quick Start
use dataload::DataLoader;
// Load from bytes with automatic detection
let csv_data = b"name,age,city\nAlice,30,NYC\nBob,25,LA";
let df = DataLoader::new()
.load_bytes(csv_data, "people.csv")?;
assert_eq!(df.shape(), (2, 3));§Loading Files
use dataload::{DataLoader, load_file};
use std::path::Path;
// Using the convenience function
let df = load_file(Path::new("data.csv"))?;
// Or with custom options
let df = DataLoader::new()
.with_header(false)
.with_skip_rows(1)
.load_file(Path::new("data.csv"))?;§Custom Delimiters
use dataload::{DataLoader, Delimiter};
// Force a specific delimiter
let tsv_data = b"col1\tcol2\n1\t2";
let df = DataLoader::new()
.with_delimiter(Delimiter::Tab)
.load_bytes(tsv_data, "data.tsv")?;§Excel Files
Excel support requires the excel feature (enabled by default):
use dataload::DataLoader;
use std::path::Path;
let df = DataLoader::new()
.with_sheet_name("Sales")
.load_file(Path::new("report.xlsx"))?;§Feature Flags
csv(default): CSV/TSV file supportexcel(default): Excel file support (xlsx, xls, etc.)
To disable Excel support and reduce dependencies:
[dependencies]
dataload = { version = "0.1", default-features = false, features = ["csv"] }Re-exports§
pub use csv::load_csv_with_fallback;
Modules§
Structs§
- Data
Frame - A contiguous growable collection of
Seriesthat have the same length. - Data
Loader - A flexible data loader for CSV and Excel files.
- Load
Options - Configuration options for loading data files.
Enums§
- Data
Load Error - All errors that can occur during data loading operations.
- Delimiter
- Supported delimiters for CSV files.
- File
Type - Supported file types for data loading.
Functions§
- list_
sheets - Returns the list of sheet names in an Excel file.
- load_
bytes - Convenience function to load bytes with default options.
- load_
file - Convenience function to load a file with default options.
Type Aliases§
- Result
- A specialized
Resulttype for dataload operations.