diff --git a/observable/docs/data/graph.json.py b/observable/docs/data/graph.json.py
index 3822df4..ea688ad 100644
--- a/observable/docs/data/graph.json.py
+++ b/observable/docs/data/graph.json.py
@@ -3,7 +3,7 @@
 
 import pyalex
 from dotenv import load_dotenv
-from pyalex import Institutions
+from pyalex import Authors, Institutions
 
 # Load Secrets
 load_dotenv()
@@ -19,18 +19,61 @@
     y for x in institutions for y in x["associated_institutions"]
 ]
 
-# Combine all institutions
-all_institutions = [*institutions, *associated_institutions]
+# Combine all unique institutions
+seen = set()
+all_institutions = [
+    x
+    for x in [*institutions, *associated_institutions]
+    if not (x["id"] in seen or seen.add(x["id"]))
+]
 
 # Create nodes
-nodes = [{"id": x["id"], "label": x["display_name"]} for x in all_institutions]
+institution_nodes = [
+    {"id": x["id"], "label": x["display_name"], "type": "INSTITUTION"}
+    for x in all_institutions
+]
+
+# Get unique affiliated authors
+seen = set()
+authors = [
+    y
+    for x in all_institutions
+    for y in Authors().filter(affiliations={"institution": {"id": x["id"]}}).get()
+    if not (y["id"] in seen or seen.add(y["id"]))
+]
+
+# Get unique authors affiliated with each institution
+author_nodes = [
+    {"id": x["id"], "label": x["display_name"], "type": "AUTHOR"} for x in authors
+]
+
+nodes = [*institution_nodes, *author_nodes]
 
 # Create associated institution edges
-edges = [
-    {"id": x["id"], "start": x["id"], "end": y["id"], "label": "ASSOCIATED"}
+associated_institution_edges = [
+    {
+        "id": f"""{x["id"]}-{y["id"]}""",
+        "start": x["id"],
+        "end": y["id"],
+        "label": "ASSOCIATED",
+        "start_type": "INSTITUTION",
+        "end_type": "INSTITUTION",
+    }
     for x in institutions
     for y in x["associated_institutions"]
 ]
-
+affiliated_author_edges = [
+    {
+        "id": f"""{x["id"]}-{y["institution"]["id"]}""",
+        "start": x["id"],
+        "end": y["institution"]["id"],
+        "label": "AFFILIATED",
+        "start_type": "AUTHOR",
+        "end_type": "INSTITUTION",
+    }
+    for x in authors
+    for y in x["affiliations"]
+]
+edges = [*associated_institution_edges, *affiliated_author_edges]
 
 print(json.dumps({"nodes": nodes, "edges": edges}))
diff --git a/observable/docs/index.md b/observable/docs/index.md
index 6c2a683..6c5a4c5 100644
--- a/observable/docs/index.md
+++ b/observable/docs/index.md
@@ -49,11 +49,11 @@ orb.data.setDefaultStyle({
       size: 6,
     };
 
-    if (node.data.label === "Node A") {
+    if (node.data.type === "AUTHOR") {
       return {
         ...basicStyle,
         size: 10,
-        color: "#00FF2B",
+        color: "#0df2c9",
         zIndex: 1,
       };
     }
@@ -85,4 +85,4 @@ orb.view.render(() => {
 });
 ```
 
-<div id="graph"></div>
+<div id="graph" style="width:100%; height:800px"></div>