Update README.md

README.md

@@ -42,6 +42,18 @@ This model is intended to demonstrate my ability to solve a complex problem usin
 
 Dataset Source: https://www.kaggle.com/datasets/sid321axn/malicious-urls-dataset
 
+_Input Word Length:_
+
+![Length of Input Text (in Words)](https://github.com/DunnBC22/NLP_Projects/raw/main/Multiclass%20Classification/Malicious%20URLs/Images/Context%20Word%20Length.png)
+
+_Input Word Length By Class:_
+
+![Length of Input Text (in Words) By Class](https://github.com/DunnBC22/NLP_Projects/raw/main/Multiclass%20Classification/Malicious%20URLs/Images/Context%20Word%20Length%20By%20Class.png)
+
+_Class Distribution:_
+
+![Length of Input Text (in Words)](https://github.com/DunnBC22/NLP_Projects/raw/main/Sentiment%20Analysis/Sentiment%20Analysis%20of%20Commodity%20News%20-%20Gold%20(Transformer%20Comparison)/Images/Class%20Distribution.png)
+
 ## Training procedure
 
 ### Training hyperparameters
@@ -61,7 +73,6 @@ The following hyperparameters were used during training:
 |:-------------:|:-----:|:----:|:---------------:|:--------:|:-----------:|:--------:|:--------:|:---------------:|:------------:|:------------:|:------------------:|:---------------:|:---------------:|
 | 0.8273        | 1.0   | 6450 | 0.8225          | 0.7279   | 0.6508      | 0.7279   | 0.4611   | 0.7279          | 0.7279       | 0.4422       | 0.6256             | 0.7279          | 0.5436          |
 
-
 ### Framework versions
 
 - Transformers 4.27.4