Update difraud.py

difraud.py

@@ -33,31 +33,48 @@ _LICENSE = """
     IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
     """
 
-
+class DIFrauDConfig(datasets.BuilderConfig):
+    def __init__(self, name **kwargs):
+    """
+    Args:
+    features: `list[string]`, list of the features that will appear in the
+        feature dict. Should not include "label".
+    data_url: `string`, url to download the zip file from.
+    citation: `string`, citation for the data set.
+    url: `string`, url for information about the data set.
+    **kwargs: keyword arguments forwarded to super.
+    """
+    
+    super(SuperGlueConfig, self).__init__(**kwargs)
+    self.name = name
+    self.features = datasets.Features(
+            {
+                "text": datasets.Value("string"),
+                "label": datasets.ClassLabel(num_classes=2, names=['non-deceptive', 'deceptive']),
+            }
+    )
+    
 class DIFrauD(datasets.GeneratorBasedBuilder):
-    """Multi-Domain Deception -- a Large English Text Corpus"""
-
-    VERSION = datasets.Version("2.1.0")
+    """Domain Independent Fraud Detection benchmarks -- a Large multi-domain english corpus of truthful and deceptive texts"""
+    V1 = datasets.Version("1.0.0")
+    V2 = datasets.Version("2.0.0")
     
     BUILDER_CONFIGS = [
-        datasets.BuilderConfig(name="fake_news", version=VERSION, description="Fake News domain"),
-        datasets.BuilderConfig(name="job_scams", version=VERSION, description="Online Job Scams"),
-        datasets.BuilderConfig(name="phishing", version=VERSION, description="Email phishing attacks"),
-        datasets.BuilderConfig(name="political_statements", version=VERSION, description="Statements by various politicians"),
-        datasets.BuilderConfig(name="product_reviews", version=VERSION, description="Amazon product reviews"),
-        datasets.BuilderConfig(name="sms", version=VERSION, description="SMS spam and phishing attacks"),
-        datasets.BuilderConfig(name="twitter_rumours", version=VERSION, 
+        DIFrauDConfig(name="fake_news", version=V2, description="Fake News domain"),
+        DIFrauDConfig(name="job_scams", version=V2, description="Online Job Scams"),
+        DIFrauDConfig(name="phishing", version=V2, description="Email phishing attacks"),
+        DIFrauDConfig(name="political_statements", version=V2, description="Statements by various politicians"),
+        DIFrauDConfig(name="product_reviews", version=V2, description="Amazon product reviews"),
+        DIFrauDConfig(name="sms", version=VERSION, V1="SMS spam and phishing attacks"),
+        DIFrauDConfig(name="twitter_rumours", version=V1, 
                                description="Collection of rumours from twitter spanning several years and topics"),
     ]
 
+    DEFAULT_CONFIG_NAME = "phishing"
+
     def _info(self):
         # This method specifies the datasets.DatasetInfo object which contains informations and typings for the dataset
-        features = datasets.Features(
-                {
-                    "text": datasets.Value("string"),
-                    "label": datasets.Value("string"),
-                    # These are the features of your dataset ...
-                }
+        features = self.config
             )
         return datasets.DatasetInfo(
             # This is the description that will appear on the datasets page.