Update README.md

README.md

@@ -277,6 +277,10 @@ configs:
 # <span style="background:#E87500; color:white; padding:2px 6px; border-radius:6px;">UTD</span>Quake
 University of Texas at Dallas Earthquake Dataset
 
+A global earthquake dataset constructed from high-quality source and receiver metadata, including associated seismic phase picks across diverse station geometries.
+
+![UTDQuake](https://raw.githubusercontent.com/ecastillot/UTDQuake/main/figures/utdquake_overview.png)
+
 # Installation ([utdquake](https://pypi.org/project/utdquake))
 ```bash
 pip install utdquake
@@ -391,9 +395,54 @@ We also thank the seismology and AI communities for their work in earthquake res
 We welcome feedback and contributions!
 
 # Authors
-- Emmanuel Castillo (emmanuel.castillotaborda@utdallas.edu)
-- Nadine Ushakov (nadine.igonin@utdallas.edu)
-- Marine Denolle (mdenolle@uw.edu)
+<table>
+  <tr>
+    <td valign="middle">
+      <strong>Emmanuel Castillo</strong><br>
+      University of Texas at Dallas<br>
+      <a href="https://www.linkedin.com/in/ecastillot/" target="_blank">
+        <img src="https://img.shields.io/badge/LinkedIn-Follow-blue?logo=linkedin&logoColor=white&style=flat" height="20">
+      </a>
+      <a href="mailto:castillo.280997@gmail.com" target="_blank">
+        <img src="https://img.shields.io/badge/Email-Send-red?logo=gmail&logoColor=white&style=flat" height="20">
+      </a>
+    </td>
+    <td width="100" align="center">
+      <img src="https://raw.githubusercontent.com/ecastillot/UTDQuake/main/docs/source/_static/photos/emmanuel.jpg" alt="Emmanuel" width="80" height="80" style="border-radius:50%; object-fit:cover;">
+    </td>
+  </tr>
+  <tr>
+    <td valign="middle">
+      <strong>Nadine Ushakov</strong><br>
+      University of Texas at Dallas<br>
+      <a href="https://www.linkedin.com/in/nadineushakov/" target="_blank">
+        <img src="https://img.shields.io/badge/LinkedIn-Follow-blue?logo=linkedin&logoColor=white&style=flat" height="20">
+      </a>
+      <a href="mailto:nadine.igonin@utdallas.edu" target="_blank">
+        <img src="https://img.shields.io/badge/Email-Send-red?logo=gmail&logoColor=white&style=flat" height="20">
+      </a>
+    </td>
+    <td width="100" align="center">
+      <img src="https://raw.githubusercontent.com/ecastillot/UTDQuake/main/docs/source/_static/photos/nadine.jpg" alt="Nadine" width="80" height="80" style="border-radius:50%; object-fit:cover;">
+    </td>
+  </tr>
+  <tr>
+    <td valign="middle">
+      <strong>Marine Denolle</strong><br>
+      University of Washington<br>
+      <a href="https://www.linkedin.com/in/marine-denolle-b528144b/" target="_blank">
+        <img src="https://img.shields.io/badge/LinkedIn-Follow-blue?logo=linkedin&logoColor=white&style=flat" height="20">
+      </a>
+      <a href="mailto:mdenolle@uw.edu" target="_blank">
+        <img src="https://img.shields.io/badge/Email-Send-red?logo=gmail&logoColor=white&style=flat" height="20">
+      </a>
+    </td>
+    <td width="100" align="center">
+      <img src="https://raw.githubusercontent.com/ecastillot/UTDQuake/main/docs/source/_static/photos/marine.jpg" alt="Marine" width="80" height="80" style="border-radius:50%; object-fit:cover;">
+    </td>
+  </tr>
+</table>
+
 
 
 ---