Update README.md

README.md

@@ -9,7 +9,7 @@ license_link: https://creativecommons.org/licenses/by-nc-sa/4.0/deed.en
 
 
 <div align="center">
-  <img src="images/Fig1.png" alt="Alt Text" width="800" style="display: block; margin: 0 auto;">
+  <img src="images/Fig1.png" alt="Alt Text" width="1000" style="display: block; margin: 0 auto;">
 </div>
 
 
@@ -61,7 +61,7 @@ TTTATATTTTATTTTTGGAGCATGATCAGGAATAGTTGGAACTTCAATAAGTTTATTAATTCGAACAGAATTAAGCCAAC
 ```
 
 <div align="center">
-  <img src="images/DNA_sequence.png" alt="Alt Text" width="800" style="display: block; margin: 0 auto;">
+  <img src="images/DNA_sequence.png" alt="Alt Text" width="1000" style="display: block; margin: 0 auto;">
 </div>
 
 
@@ -74,13 +74,15 @@ BOLD:AER5166
 ```
 
 <div align="center">
-  <img src="images/BIN.png" alt="Alt Text" width="800" style="display: block; margin: 0 auto;">
+  <img src="images/BIN.png" alt="Alt Text" width="1000" style="display: block; margin: 0 auto;">
 </div>
 
 ###### <h4> III. Taxonomic group ranking annotations
+Taxonomic group ranking annotations categorize organisms hierarchically based on evolutionary relationships.
+It organizes species into groups based on shared characteristics and genetic relatedness.
 
 <div align="center">
-  <img src="images/Taxonomy_horiz_upd1.png" alt="Alt Text" width="800" style="display: block; margin: 0 auto;">
+  <img src="images/Taxonomy_horiz_upd1.png" alt="Alt Text" width="1000" style="display: block; margin: 0 auto;">
 </div>
 
   
@@ -91,10 +93,10 @@ Original insect images from 16 most densly populated orders of the BIOSCAN-1M In
   <table>
     <!-- First Row -->
     <tr>
-      <td align="center"><img src="images/Diptera.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Hymenoptera.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Coleoptera.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Hemiptera.jpg" width="200px" class="image"></td>
+      <td align="center"><img src="images/Diptera.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Hymenoptera.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Coleoptera.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Hemiptera.jpg" width="400px" class="image"></td>
     </tr>
     <tr>
       <td align="center"><strong>Diptera</strong></td>
@@ -104,10 +106,10 @@ Original insect images from 16 most densly populated orders of the BIOSCAN-1M In
     </tr>
     <!-- Second Row -->
     <tr>
-      <td align="center"><img src="images/Lepidoptera.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Psocodea.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Thysanoptera.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Trichoptera.jpg" width="200px" class="image"></td>
+      <td align="center"><img src="images/Lepidoptera.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Psocodea.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Thysanoptera.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Trichoptera.jpg" width="400px" class="image"></td>
     </tr>
     <tr>
       <td align="center"><strong>Lepidoptera</strong></td>
@@ -117,10 +119,10 @@ Original insect images from 16 most densly populated orders of the BIOSCAN-1M In
     </tr>
     <!-- Third Row -->
     <tr>
-      <td align="center"><img src="images/Orthoptera.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Blattodea.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Neuroptera.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Ephemeroptera.jpg" width="200px" class="image"></td>
+      <td align="center"><img src="images/Orthoptera.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Blattodea.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Neuroptera.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Ephemeroptera.jpg" width="400px" class="image"></td>
     </tr>
     <tr>
       <td align="center"><strong>Orthoptera</strong></td>
@@ -130,10 +132,10 @@ Original insect images from 16 most densly populated orders of the BIOSCAN-1M In
     </tr>
     <!-- Fourth Row -->
     <tr>
-      <td align="center"><img src="images/Dermaptera.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Archaeognatha.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Plecoptera.jpg" width="200px" class="image"></td>
-      <td align="center"><img src="images/Embioptera.jpg" width="200px" class="image"></td>
+      <td align="center"><img src="images/Dermaptera.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Archaeognatha.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Plecoptera.jpg" width="400px" class="image"></td>
+      <td align="center"><img src="images/Embioptera.jpg" width="400px" class="image"></td>
     </tr>
     <tr>
       <td align="center"><strong>Dermaptera</strong></td>
@@ -148,10 +150,11 @@ Original insect images from 16 most densly populated orders of the BIOSCAN-1M In
 ## Class Distribution
 
 Class distribution and class imbalance in the BIOSCAN-1M Insect dataset. Orders (top) and diptera families (bottom).
+The image demonstrates that class imbalance is an inherent characteristic within the insect community.  
 
 
 <div align="center">
-  <img src="images/BIOSCAN_Fig2_upd3.png" alt="Alt Text" width="800" style="display: block; margin: 0 auto;">
+  <img src="images/BIOSCAN_Fig2_upd3.png" alt="Alt Text" width="1000" style="display: block; margin: 0 auto;">
 </div>