adding section on language

README.md

@@ -51,7 +51,7 @@ CDB Cleaned is pre-processed with [nemo-curator](https://github.com/NVIDIA-NeMo/
 * `FastText Quality Filtering`: We train our own quality filterer here, and label each row with a quality rating.
 
 
-## Statistics
+# Statistics
 
 ## File Sizes
 
@@ -79,7 +79,7 @@ The largets cluster of 122,822 domains corresponds to a CloudFlare Scrape Shield
 >18.97.9.170 • Performance & security by Cloudflare
 
 
-The second largest cluster at 54,347 domains corresponds to a similar Web Application Firewall, or some anti-bot service. 
+The second largest cluster at 54,347 domains corresponds to a similar Web Application Firewall, or some anti-bot service. The third largest cluster is also such a message.
 
 >One moment, please…
 >Loader
@@ -87,6 +87,15 @@ The second largest cluster at 54,347 domains corresponds to a similar Web Applic
 
 
 
+## Language Distribution
+
+CDB has quite a diverse distribution of languages, overall there is about 143 languages. English, German and Chinese are the top 3. 
+
+![lan_dist](plots/language_frequency.png)
+
+
+
+
 
 ## Text-Attributed Graph w/ Cleaning