Explain where model came from

README.md

@@ -1,3 +1,29 @@
----
-license: mit
----
+---
+license: mit
+language:
+- en
+base_model:
+- facebook/fasttext-en-vectors
+---
+
+These reduced dimensionality vectors were produced using the following code: 
+
+```py
+import fasttext
+import fasttext.util
+
+fasttext.util.download_model('en', if_exists='ignore')
+print("Downloaded 300-D embeddings model")
+ft = fasttext.load_model('cc.en.300.bin')
+print(f"Current embedding dimension : {ft.get_dimension()}\n")
+
+print(f"Reducing embedding dimension to 100-D")
+fasttext.util.reduce_model(ft, 100)
+print(f"Reduced embedding dimension : {ft.get_dimension()}\n")
+ft.save_model('cc.en.100.bin')  # Use this in the code...
+```
+
+followed by:
+```bash
+gzip cc.en.100.bin
+```