Missing Data Imputation via Language Models and Statistics


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Documentation for package ‘llmimpute’ version 0.1.0

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as.data.frame.lmi_result Extract the imputed data frame from an lmi_result
lmi_diagnose Diagnose missing data in a data frame
lmi_export Export imputed data and audit trail to files
lmi_get_model Set the LLM model used for imputation
lmi_impute Impute missing values using LLM or built-in statistical methods
lmi_impute_offline Impute missing values using built-in statistical and ML methods (no API required)
lmi_methods List all available offline imputation methods
lmi_models List recommended models for each supported LLM provider
lmi_providers List all supported LLM providers
lmi_set_api_key Configure the API key and LLM provider for llmimpute
lmi_set_model Set the LLM model used for imputation
print.lmi_result Print an lmi_result object
summary.lmi_result Summarise an lmi_result object