Update README.md

README.md

@@ -4,6 +4,7 @@ tags:
 - misspelling
 - generator
 - python
+- ipynb
 ---
 
 # Misspelling Generator 
@@ -15,9 +16,13 @@ A misspelling words generator of the 466k words from data [provider](https://git
   Output file      : misspellings_permutations.txt
   File size        : 2.53 GB
 ```
-depending your storage you could do more litter combination limit, just configure the `MAX_WORD_LEN` in the script.
-    
-### Option 1 — use `generate_typos.py` (Run Locally)
+depending your storage, you could do more litter combination limit, just configure the `MAX_WORD_LEN` in the script.
+
+- use `generate_permutations_colab.py` or `google_collab_173MSW.ipynb` to generate 173,110,626 misspelling words from 125,414 processed datasets; the output is downloadable at [HuggingFace](https://huggingface.co/datasets/algorembrant/generated-misspelling-words/blob/main/173Million-misspelling-words.txt)
+- use `generate_typos_colab.py` or `google_collab_263MSW.ipynb` to  generate 26,636,990 misspelling words from 415,701 processed datasets; the output is downloadable at [Hugging Face](https://huggingface.co/datasets/algorembrant/generated-misspelling-words/blob/main/26Million-misspelling-words.txt)
+  
+<br><br><br>
+### Option 1 — use ``generate_typos_local.py` (Run Locally)
 
 Generates **realistic typo variants** using 4 strategies:
 
@@ -34,7 +39,7 @@ Generates **realistic typo variants** using 4 strategies:
 
 **To run:**
 ```
-python generate_typos.py
+python generate_typos_local.py
 ```
 
 ---
@@ -121,4 +126,4 @@ files.download('misspellings_permutations.txt')
 - **Keep the browser tab open** — Colab disconnects if idle too long
 - **Use `Ctrl+Shift+I` → Console** and paste `setInterval(function(){document.querySelector("colab-connect-button").click()}, 60000)` to prevent idle disconnects
 - **For very large outputs**, write directly to Google Drive so you don't lose data on disconnect
-- **CPU-only is fine** for this script — permutation generation is CPU-bound, not GPU
+- **CPU-only is fine** for this script — permutation generation is CPU-bound, not GPU