Update README.md

README.md

@@ -14,7 +14,7 @@ tags:
 <!-- Provide a quick summary of what the model is/does. -->
 
 
-CLASPP is a ESM2-150m protein lanuguage model that can pred PTM envents occuring on the substrate based 
+CLASPP is a ESM2-150m protein lanuguage model that can predict PTM envents occuring on the substrate based 
 off primary protein sequence. This is done on multiple differnt PTM types (12) as a form of multi-label
 classifcation. The encoder is training on a supervised Contrastive learing task then the classifcation
 head is finetunted on the multi-label classifcation. 
@@ -104,14 +104,12 @@ Installing torch can be the most complex part
 
 | Repo  | Link | Discription|
 | ------------- | ------------- |------------------------------------------|
-| GitHub  | [github version Data_cur](https://github.com/gravelCompBio/Claspp_data_cur/tree/main)  | This verstion contains code but needs the to run the code to generate all the helper-files (will take some time run this code)|
+| GitHub  | [github version Data_cur](https://github.com/gravelCompBio/Claspp_data_cur/tree/main)  | This verstion contains code but but no data. It needs you to run the code to generate all the helper-files (will take some time run this code)|
 | Zenodo  | [zenodo version Data_cur](https://github.com/gravelCompBio/Claspp_data_cur/tree/main) | This version contains code and helper files already genrated. mostly for proof of concept and seeing the all the data intermeidate states |
-| GitHub  | [github version Forward](https://github.com/gravelCompBio/Claspp_data_cur/tree/main)  | This verstion contains code but NOT any weights (file to big)|
+| GitHub  | [github version Forward](https://github.com/gravelCompBio/Claspp_data_cur/tree/main)  | This verstion contains code but NOT any weights (file to big for github)|
 | Huggingface | [huggingface version Forward](https://huggingface.co/gravelcompbio/Claspp)  | This verstion contains code and training weights |
 | Zenodo | [zenodo version training_data](https://github.com/gravelCompBio/Claspp_data_cur/tree/main)  | zenodo version of training/testing/validation data|
-| Hugingface | [huggingface version training_data](https://github.com/gravelCompBio/Claspp_data_cur/tree/main)  | huggingface version of training/testing/validation data|
-| Hugingface  | [gradio lab webtool](https://github.com/gravelCompBio/Claspp_data_cur/tree/main)  | webtool hosted on gradio lab (huggingface)|
-| webtool | [website version of webtool](https://github.com/gravelCompBio/Claspp_data_cur/tree/main)  | wettool hosted on a server|
+| webtool | [website version of webtool](https://github.com/gravelCompBio/Claspp_data_cur/tree/main)  | webtool hosted on a server|
 
 - **Repository:** [More Information Needed]
 - **Paper [optional]:** [More Information Needed]
@@ -138,7 +136,7 @@ cd Claspp_data_cur
 
 
 ### Creating this conda environment 
-(yml file is include but torch sometimes makes it not useable depending on your nvidia driver)
+our nvidia driver)
 
 Just type these lines of code into the terminal after you download this repository (this assumes you have [anaconda](https://www.anaconda.com/) already installed)