Update README.md

README.md

@@ -37,26 +37,24 @@ Haberman-Survival/
     - `class_1`: Patients who survived 5 years or longer.
     - `class_2`: Patients who did not survive 5 years.
 
-## Usage(pre-split; optimal parameters)
+## Usage (pre-split; optimal parameters)
 Here is an example of how to load the dataset using PrismRCL:
-
 ```bash
 C:\PrismRCL\PrismRCL.exe naivebayes rclticks=18 boxdown=1 channelpick=5 data=C:\path\to\Haberman-Survival\train_data testdata=C:\path\to\Haberman-Survival\test_data savemodel=C:\path\to\models\mymodel.classify log=C:\path\to\log_files stopwhendone
-
-Explanation of Command
-
-  C:\PrismRCL\PrismRCL.exe: classification application
-  chisquared: training evaluation method
-  rclticks=18: RCL training parameter
-  boxdown=1: RCL training parameter
-  channelpick=5 : RCL training parameter
-  data=C:\path\to\Haberman-Survival\train: path to training data
-  testdata=C:\path\to\Haberman-Survival\test: path to testing data
-  savemodel=C:\path\to\models\mymodel.classify: path to save resulting model
-  log=C:\path\to\log_files: path to logfiles
-  stopwhendone: ends the PrismRCL session when training is done
 ```
 
+Explanation of Command:
+- `C:\PrismRCL\PrismRCL.exe`: Path to the PrismRCL executable for classification
+- `naivebayes`: Specifies Naive Bayes as the training evaluation method
+- `rclticks=18`: Sets the number of RCL iterations during training to 18
+- `boxdown=1`: Configuration parameter for training behavior
+- `channelpick=5`: RCL training parameter
+- `data=C:\path\to\Haberman-Survival\train_data`: Path to the training data for Haberman Survival classification
+- `testdata=C:\path\to\Haberman-Survival\test_data`: Path to the testing data for evaluation
+- `savemodel=C:\path\to\models\mymodel.classify`: Path to save the resulting trained model
+- `log=C:\path\to\log_files`: Directory path for storing log files of the training process
+- `stopwhendone`: Instructs PrismRCL to end the session once training is complete
+  
 ## License
 This dataset is licensed under the Creative Commons Attribution 4.0 International License. See the LICENSE file for more details.