adding first plot

README.md

@@ -11,6 +11,7 @@ license: mit
 ## Summary 
 
 
+
 ## Included Content
 
 - `domain`: Domain name from the website.
@@ -23,7 +24,10 @@ license: mit
 CDB Cleaned is pre-processed with [nemo-curator](https://github.com/NVIDIA-NeMo/Curator). We processed the text with the following steps: 
 
 
-### Text-Cleaning
+
+### Filtering
+
+#### Text-Cleaning
 
 * `UnicodeReformatter`: Uses [ftfy](https://ftfy.readthedocs.io/en/latest/) to fix broken Unicode characters.
 
@@ -35,9 +39,26 @@ CDB Cleaned is pre-processed with [nemo-curator](https://github.com/NVIDIA-NeMo/
 
 * `Fuzzy Deduplication`: Uses MinHash and Locality Sensitive Hashing to find and remove near-duplicated documents. 
 
-### Language Management
+### Labelling
+
+#### Language Management
 
 * `FastText Language ID`: To label multilingual content at scale we utilize the [FastText](https://fasttext.cc/docs/en/language-identification.html) language identification model.
 
 
+#### Quality Labelling
+
+* `FastText Quality Filtering`: We train our own quality filterer here, and label each row with a quality rating.
+
+
+The filtering reduces the text size as follows ![gb_size](plots/pipeline_size_funnel.png)
+
+
+
+
+
+
+
+
+