Update README.md

screenshot for phase diagram and materials explorer app

README.md

@@ -362,10 +362,37 @@ Any structure which has a duplicate based on this method is dropped, only keepin
 
 ## Check out these helpful spaces to understand the database
 
-| **Phase Diagram** | **Materials Explorer** |
-| --- | --- |
-| https://huggingface.co/spaces/LeMaterial/phase_diagram | https://huggingface.co/spaces/LeMaterial/materials_explorer |
-| **Disclaimer**: the phase diagram uses energy correction scrapped from Materials Project and Alexandria. We found that some Alexandria corrections did not match the latest version of the MP2020 compatibility scheme. OQMD did not have any correction scheme applied. We use the MP2020 compatibility scheme to calculate a correction term for OQMD, but currently this phase diagram uses slightly mixed correction scheme between MP, Alexandria and OQMD. This will be corrected very soon in a future release. For now, we urge the community to take the results from certain systems in the phase diagram with extra caution. |  |
+<figure class="table" style="width:57.5%;">
+    <table class="ck-table-resized">
+        <colgroup>
+            <col style="width:50%;">
+            <col style="width:50%;">
+        </colgroup>
+        <tbody>
+            <tr>
+                <td>
+                    <figure class="image image_resized" style="width:74.87%;"><img style="aspect-ratio:2426/1320;" src="https://huggingface.co/datasets/LeMaterial/admin/resolve/main/materials_explorer.png" width="2426" height="1320"></figure>
+                </td>
+                <td>
+                    <figure class="image image_resized" style="width:61.98%;"><img style="aspect-ratio:598/450;" src="https://huggingface.co/datasets/LeMaterial/admin/resolve/main/Ti_Nb_Sn_LeMat110_PD.png" width="598" height="450"></figure>
+                </td>
+            </tr>
+            <tr>
+                <td>
+                    <p style="text-align:center;"><a target="_blank" rel="noopener noreferrer" href="https://huggingface.co/spaces/LeMaterial/materials_explorer"><strong>Materials Explorer</strong></a></p>
+                </td>
+                <td>
+                    <p style="text-align:center;"><a target="_blank" rel="noopener noreferrer" href="https://huggingface.co/spaces/LeMaterial/phase_diagram"><strong>Phase Diagram</strong></a></p>
+                </td>
+            </tr>
+            <tr>
+                <td>Let's you browse entries in our database, view the crystal structure and its associated properties.</td>
+                <td>Lets you generate binary and ternary phase diagram using various correction scheme.<br><br><u>Disclaimer</u>: the MP2020 correction scheme has not yet been uniformed across datasets, when using this correction scheme please be cautious about interpreting data. We will fix this in upcoming release!</td>
+            </tr>
+        </tbody>
+    </table>
+</figure>
+
 
 ## Stay tuned for future updates