diff --git a/crates/medmodels-core/src/medrecord/advanced_example_dataset/synthetic_data/README.md b/crates/medmodels-core/src/medrecord/advanced_example_dataset/synthetic_data/README.md
index e3ea243..543d756 100644
--- a/crates/medmodels-core/src/medrecord/advanced_example_dataset/synthetic_data/README.md
+++ b/crates/medmodels-core/src/medrecord/advanced_example_dataset/synthetic_data/README.md
@@ -12,7 +12,7 @@ The dataset is a synthetic dataset created to simulate a medium-scale medical re
 
 The patient data consists of 600 hypothetical patients.
 
-- **patient_id:** A unique identifier assigned each patient
+- **patient_id:** Unique identifier assigned each patient
 - **gender:** Recorded as Male, Female, or Non-Binary
 - **age:** Patient's age in years
 
@@ -49,25 +49,25 @@ The drug data has 1 possible event
 
 There are 5741 diagnosis instances for the 600 patients.
 
-- **patient_id:** Linked to the Patient Demographics
+- **patient_id:** Unique identifier assigned each patient
 - **diagnosis_code:** Unique code identifiying a specific diagnosis
 - **time:** Date of the diagnosis
 - **duration_days** Duration in days in which the diagnosis held true
 
 ### 2. `patient_procedure.csv`
 
-For all five patients there are 677 procedures in the dataset.
+For all 600 patients there are 677 procedures in the dataset.
 
-- **patient_id:** Linked to the Patient Demographics
+- **patient_id:** Unique identifier assigned each patient
 - **procedure_code:** Unique identifier for each procedure
 - **time:** Exact time and date for the procedure
 - **duration_minutes:** How long the procedure needed in minutes
 
 ### 3. `patient_drug.csv`
 
-There are also 20373 prescribed medications for the five patients combined.
+There are also 20373 prescribed medications for the 600 patients combined.
 
-- **patient_id:** Linked to the Patient Demographics
+- **patient_id:** Unique identifier assigned each patient
 - **drug_code:** Unique identifier for the medication prescribed
 - **time:** Time and date when the medication was prescribed
 - **quantity:** how many doses were prescribed
@@ -75,8 +75,8 @@ There are also 20373 prescribed medications for the five patients combined.
 
 ### 4. `patient_event.csv`
 
-There are also 20373 prescribed medications for the five patients combined.
+There are also 20373 prescribed medications for the 600 patients combined.
 
-- **patient_id:** Linked to the Patient Demographics
+- **patient_id:** Unique identifier assigned each patient
 - **event:** Name of the event linked to the patient
 - **time:** Time and date when the event occurred
diff --git a/crates/medmodels-core/src/medrecord/example_dataset/synthetic_data/README.md b/crates/medmodels-core/src/medrecord/example_dataset/synthetic_data/README.md
index ad872b4..ded0a08 100644
--- a/crates/medmodels-core/src/medrecord/example_dataset/synthetic_data/README.md
+++ b/crates/medmodels-core/src/medrecord/example_dataset/synthetic_data/README.md
@@ -43,7 +43,7 @@ The drug data has 19 different prescribed medications.
 
 There are 60 diagnosis instances for the five patients.
 
-- **patient_id:** Linked to the Patient Demographics
+- **patient_id:** Unique identifier assigned each patient
 - **diagnosis_code:** Unique code identifiying a specific diagnosis
 - **time:** Date of the diagnosis
 - **duration_days** Duration in days in which the diagnosis held true
@@ -52,7 +52,7 @@ There are 60 diagnosis instances for the five patients.
 
 For all five patients there are 50 procedures in the dataset.
 
-- **patient_id:** Linked to the Patient Demographics
+- **patient_id:** Unique identifier assigned each patient
 - **procedure_code:** Unique identifier for each procedure
 - **time:** Exact time and date for the procedure
 - **duration_minutes:** How long the procedure needed in minutes
@@ -61,7 +61,7 @@ For all five patients there are 50 procedures in the dataset.
 
 There are also 50 prescribed medications for the five patients combined.
 
-- **patient_id:** Linked to the Patient Demographics
+- **patient_id:** Unique identifier assigned each patient
 - **drug_code:** Unique identifier for the medication prescribed
 - **time:** Time and date when the medication was prescribed
 - **quantity:** how many doses were prescribed
diff --git a/medmodels/medrecord/medrecord.py b/medmodels/medrecord/medrecord.py
index 6e432a0..0be47ce 100644
--- a/medmodels/medrecord/medrecord.py
+++ b/medmodels/medrecord/medrecord.py
@@ -268,7 +268,8 @@ def from_advanced_example_dataset(cls) -> MedRecord:
         """Creates a MedRecord instance from an example dataset with a higher number of nodes and edges.
 
         The example dataset was created using the Synthea™ Patient Generator:
-        https://github.com/synthetichealth/synthea
+        https://github.com/synthetichealth/synthea and it includes 600 patients with
+        their diagnoses, prescriptions, procedures, and death events.
 
         Returns:
             MedRecord: A new instance created from the advanced example dataset.