Struct RealWorldDatasets 

pub struct RealWorldDatasets { /* private fields */ }

Real-world dataset loader and manager

Implementations

impl RealWorldDatasets

pub fn new(config: RealWorldConfig) -> Result<Self>

Create a new real-world datasets manager

pub fn load_dataset(&mut self, name: &str) -> Result<Dataset>

Load a dataset by name

pub fn list_datasets(&self) -> Vec<String>

List all available real-world datasets

pub fn get_dataset_info(&self, name: &str) -> Result<DatasetMetadata>

Get dataset information without loading

impl RealWorldDatasets

pub fn load_adult(&mut self) -> Result<Dataset>

Load Adult (Census Income) dataset Predict whether income exceeds $50K/yr based on census data

pub fn load_bank_marketing(&mut self) -> Result<Dataset>

Load Bank Marketing dataset Predict if client will subscribe to term deposit

pub fn load_titanic(&mut self) -> Result<Dataset>

Load Titanic dataset Predict passenger survival on the Titanic

pub fn load_german_credit(&mut self) -> Result<Dataset>

Load German Credit dataset Credit risk assessment

impl RealWorldDatasets

pub fn load_california_housing(&mut self) -> Result<Dataset>

Load California Housing dataset Predict median house values in California districts

pub fn load_red_wine_quality(&mut self) -> Result<Dataset>

Load Wine Quality dataset (Red Wine) Predict wine quality based on physicochemical properties

pub fn load_energy_efficiency(&mut self) -> Result<Dataset>

Load Energy Efficiency dataset Predict heating and cooling loads of buildings

impl RealWorldDatasets

pub fn load_air_passengers(&mut self) -> Result<Dataset>

Load Air Passengers dataset Classic time series dataset of airline passengers

pub fn load_bitcoin_prices(&mut self) -> Result<Dataset>

Load Bitcoin Prices dataset Historical Bitcoin price data

impl RealWorldDatasets

pub fn load_heart_disease(&mut self) -> Result<Dataset>

Load Heart Disease dataset Predict presence of heart disease

pub fn load_diabetes_readmission(&mut self) -> Result<Dataset>

Load Diabetes Readmission dataset Predict hospital readmission for diabetic patients

pub fn load_credit_approval(&mut self) -> Result<Dataset>

Load the Credit Approval dataset from UCI repository

pub fn load_mushroom(&mut self) -> Result<Dataset>

Load the Mushroom dataset from UCI repository

pub fn load_spam(&mut self) -> Result<Dataset>

Load the Spambase dataset from UCI repository

pub fn load_auto_mpg(&mut self) -> Result<Dataset>

Load Auto MPG dataset

pub fn load_concrete_strength(&mut self) -> Result<Dataset>

Load Concrete Compressive Strength dataset

pub fn load_white_wine_quality(&mut self) -> Result<Dataset>

Load White Wine Quality dataset

pub fn load_electricity_load(&mut self) -> Result<Dataset>

Load Electricity Load dataset

pub fn load_stock_prices(&mut self) -> Result<Dataset>

Load Stock Prices dataset

pub fn load_cifar10_subset(&mut self) -> Result<Dataset>

Load CIFAR-10 subset dataset

pub fn load_fashion_mnist_subset(&mut self) -> Result<Dataset>

Load Fashion-MNIST subset dataset

pub fn load_imdb_reviews(&mut self) -> Result<Dataset>

Load IMDB movie reviews dataset

pub fn load_news_articles(&mut self) -> Result<Dataset>

Load news articles dataset

pub fn load_credit_card_fraud(&mut self) -> Result<Dataset>

Load credit card fraud detection dataset

pub fn load_loan_default(&mut self) -> Result<Dataset>

Load loan default prediction dataset