Update durhamtrees.py

durhamtrees.py

@@ -52,9 +52,10 @@ class DurhamTrees(GeneratorBasedBuilder):
             super().__init__(**kwargs)
 
     BUILDER_CONFIGS = [
-        MyConfig(name="class1_domain1", description="this is combined of csv and geojson"),
-        MyConfig(name="class2_domain1", description="this is csv file"),
-    ]
+    MyConfig(name="class1_domain1", description="this is combined of csv and geojson"),
+    MyConfig(name="class2_domain1", description="this is csv file"),
+    MyConfig(name="default", description="Default configuration"),
+]
 
 
     def _info(self):
@@ -219,21 +220,17 @@ class DurhamTrees(GeneratorBasedBuilder):
 
 
 
-# Create an instance of the DurhamTrees class
-durham_trees_dataset = DurhamTrees(name='class1_domain1')
+# Create an instance of the DurhamTrees class for the default configuration
+durham_trees_dataset_default = DurhamTrees(name='default')
 
-# Build the dataset
-durham_trees_dataset.download_and_prepare()
+# Build the dataset for the default instance
+durham_trees_dataset_default.download_and_prepare()
 
-# Access the dataset
-dataset = durham_trees_dataset.as_dataset()
+# Access the dataset for the default instance
+dataset_default = durham_trees_dataset_default.as_dataset()
 
+# Display the available splits for the default configuration
+print(dataset_default)
 
-# Create an instance of the DurhamTrees class for another configuration
-durham_trees_dataset_another = DurhamTrees(name='class2_domain1')
-
-# Build the dataset for the new instance
-durham_trees_dataset_another.download_and_prepare()
-
-# Access the dataset for the new instance
-dataset_another = durham_trees_dataset_another.as_dataset()
+# Perform correlation analysis on the default configuration
+durham_trees_dataset_default._correlation_analysis(df=pd.DataFrame(dataset_default['train']))