diff --git a/src/download/jpmaqsdownload.rs b/src/download/jpmaqsdownload.rs
index da43d2b..27854ed 100644
--- a/src/download/jpmaqsdownload.rs
+++ b/src/download/jpmaqsdownload.rs
@@ -61,6 +61,47 @@ impl Default for JPMaQSDownloadGetIndicatorArgs {
 }
 
 /// Struct for downloading data from the JPMaQS data from JPMorgan DataQuery API.
+///
+/// ## Example Usage
+/// ```rust
+/// use msyrs::download::jpmaqsdownload::JPMaQSDownload;
+/// use msyrs::download::jpmaqsdownload::JPMaQSDownloadGetIndicatorArgs;
+/// use polars::prelude::*;
+/// // if your client ID & secret are already set in the environment variables
+/// // you can create a new JPMaQSDownload instance with the default constructor
+///
+/// let mut jpamqs_download = JPMaQSDownload::default();
+///
+/// // or alternatively,
+/// let mut jpamqs_download = JPMaQSDownload::new(
+///     "your_client_id".to_string(),
+///     "your_client_secret".to_string(),
+/// );
+///
+/// match jpamqs_download.check_connection() {
+///    Ok(_) => println!("Connection to DataQuery API successful"),
+///   Err(e) => println!("Error connecting to DataQuery API: {:?}", e),
+/// }
+///
+/// let tickers: Vec<String> = jpamqs_download.get_catalogue().unwrap();
+///
+/// let some_tickers = tickers.iter().take(100).map(|s| s.to_string()).collect();
+/// // get a dataframe containing the indicators for the first 100 tickers
+///
+/// let download_args = JPMaQSDownloadGetIndicatorArgs {
+///     tickers: some_tickers,
+///     start_date: "2024-11-11".to_string(),
+///     ..Default::default()
+/// };
+/// let res_df: DataFrame = jpamqs_download.get_indicators_qdf(download_args).unwrap();
+///
+/// // save some tickers to disk as CSVs
+///
+/// match jpamqs_download.save_indicators_as_csv(download_args, "./data/") {
+///    Ok(_) => println!("Saved indicators to disk"),
+///   Err(e) => println!("Error saving indicators: {:?}", e),
+/// }
+///
 #[derive(Debug, Clone)]
 pub struct JPMaQSDownload {
     requester: DQRequester,