diff --git a/docs/src/api.md b/docs/src/api.md
index a390fc4794aa86b5166514b074c1c5b854103ea6..980ef25ddcf3b5ac052a91c6b96124a5f6ddd0a0 100644
--- a/docs/src/api.md
+++ b/docs/src/api.md
@@ -1,11 +1,11 @@
 # API Reference
 
 ```@autodocs
-Modules = [FACTDataReader]
+Modules = [FACT_data_API_reader]
 Private
 Order = [:function, :type]
 ```
 
 ```@docs
-FACTDataReader.FACTDataReader
+FACT_data_API_reader.FACT_data_API_reader
 ```
\ No newline at end of file
diff --git a/src/FACT_population.jl b/src/FACT_population.jl
index 554b5a06a617f4d2f33ec241e8425af87793b6c3..1eb4b3a911ee2bdc78f21da427d03a749829d5eb 100644
--- a/src/FACT_population.jl
+++ b/src/FACT_population.jl
@@ -15,9 +15,11 @@ This function retrieves population data for specified LAUs in the European Union
 - `DataFrame`: A DataFrame containing columns for `geo_id` (LAU code), `region` (region identifier, always "EU"), and `population` representing the population count for the specified LAUs in the given year.
 
 # Example
-> conn = MySQL.Connection(user="user", password="password", host="localhost", db="eu_population")
-> selection = Dict("year" => 2011, "geo_id" => ["LAU1", "LAU2"])
-> df = eu_lau(conn, selection)
+``` julia
+conn = MySQL.Connection(user="user", password="password", host="localhost", db="eu_population")
+selection = Dict("year" => 2011, "geo_id" => ["LAU1", "LAU2"])
+df = eu_lau(conn, selection)
+```
 
 This example retrieves population data for two EU LAUs in the year 2011.
 """