---
license: mit
widget:
 - text: "MERVAVVGVPMDLGANRRGVDMGPSALRYARLLEQLEDLGYTVEDLGDVPVSLARASRRRGRGLAYLEEIRAAALVLKERLAALPEGVFPIVLGGDHSLSMGSVAGAARGRRVGVVWVDAHADFNTPETSPSGNVHGMPLAVLSGLGHPRLTEVFRAVDPKDVVLVGVRSLDPGEKRLLKEAGVRVY"
---

## Label Semantics:

Label 0: Non-crystallizable (Negative)

Label 1: Crystallizable (Positive)

## Dataset

1. [DeepCrystal Train](https://huggingface.co/jaykmr/ESMCrystal_t6_8M_v1/blob/main/Datasets/train.csv)
2. [DeepCrystal Test](https://huggingface.co/jaykmr/ESMCrystal_t6_8M_v1/blob/main/Datasets/test.csv)
3. [BCrystal Test](https://huggingface.co/jaykmr/ESMCrystal_t6_8M_v1/tree/main/Datasets/BCrystal_Balanced_Test_set)
4. [SP Test](https://huggingface.co/jaykmr/ESMCrystal_t6_8M_v1/tree/main/Datasets/SP_Final_set)
5. [TR Test](https://huggingface.co/jaykmr/ESMCrystal_t6_8M_v1/tree/main/Datasets/TR_Final_set)

## Accuracy :


|    Dataset       |       Accuracy     |
|------------------|--------------------|
| DeepCrystal Test |  |
| BCrystal test    |  |
| SP test          |  |
| TR test          |  |

## Comparision Table:



## Graphs

### ROC-AUC Curve



### PR-AUC Curve


## Final scores :


 * on DeepCrystal test:
  

 * on BCrystal test:


 * on SP test:


 * on TR test:


## Confusion matrix:

 * on DeepCrystal test:
      
    
 * on BCrystal test:

   
 * on SP test:

    
 * on TR test:

   

## Metrics



roc score:

 
Mathews Coefficient:


NPV:

 

PPV:

 

Researchers:

* [Jayanth Kumar](https://jaykmr.com)
* [Kavya Jaykumar](https://www.linkedin.com/in/kavya-jayakumar-6390271b5/)

Credits:

* [Meta ESMFold2](https://github.com/facebookresearch/esm)
* [Huggingface](https://huggingface.co/jaykmr)
* [Paperspace Compute Cloud](https://www.paperspace.com/)