Upload nbfi.py

nbfi.py

@@ -91,43 +91,45 @@ _BASE_FEATURE_NAMES = [
     "has_defaulted"
 ]
 features_types_per_config = {
-    "income": datasets.Value("float32"),
-    "owns_a_car": datasets.Value("bool"),
-    "owns_a_bike": datasets.Value("bool"),
-    "has_an_active_loan": datasets.Value("bool"),
-    "owns_a_house": datasets.Value("bool"),
-    "nr_children": datasets.Value("int8"),
-    "credit": datasets.Value("float32"),
-    "loan_annuity": datasets.Value("float32"),
-    "accompanied_by": datasets.Value("string"),
-    "income_type": datasets.Value("string"),
-    "education_level": datasets.Value("float32"),
-    "marital_status": datasets.Value("float32"),
-    "is_male": datasets.Value("bool"),
-    "type_of_contract": datasets.Value("string"),
-    "type_of_housing": datasets.Value("string"),
-    "residence_density": datasets.Value("float32"),
-    "age_in_days": datasets.Value("int32"),
-    "consecutive_days_of_employment": datasets.Value("int16"),
-    "nr_days_since_last_registration_change": datasets.Value("int32"),
-    "nr_days_since_last_document_change": datasets.Value("int32"),
-    "owned_a_house_for_nr_days": datasets.Value("int32"),
-    "has_provided_a_mobile_number": datasets.Value("bool"),
-    "has_provided_a_home_number": datasets.Value("bool"),
-    "was_reachable_at_work": datasets.Value("bool"),
-    "job": datasets.Value("string"),
-    "nr_family_members": datasets.Value("int8"),
-    "city_rating": datasets.Value("int8"),
-    "weekday_of_application": datasets.Value("int8"),
-    "hour_of_application": datasets.Value("float32"),
-    "same_residence_and_home": datasets.Value("bool"),
-    "same_work_and_home": datasets.Value("bool"),
-    "score_1": datasets.Value("float32"),
-    "score_2": datasets.Value("float32"),
-    "score_3": datasets.Value("float32"),
-    "nr_defaults_in_social_circle": datasets.Value("int8"),
-    "inquiries_in_last_year": datasets.Value("float32"),
-    "has_defaulted": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
+    "default": {
+        "income": datasets.Value("float32"),
+        "owns_a_car": datasets.Value("bool"),
+        "owns_a_bike": datasets.Value("bool"),
+        "has_an_active_loan": datasets.Value("bool"),
+        "owns_a_house": datasets.Value("bool"),
+        "nr_children": datasets.Value("int8"),
+        "credit": datasets.Value("float32"),
+        "loan_annuity": datasets.Value("float32"),
+        "accompanied_by": datasets.Value("string"),
+        "income_type": datasets.Value("string"),
+        "education_level": datasets.Value("float32"),
+        "marital_status": datasets.Value("float32"),
+        "is_male": datasets.Value("bool"),
+        "type_of_contract": datasets.Value("string"),
+        "type_of_housing": datasets.Value("string"),
+        "residence_density": datasets.Value("float32"),
+        "age_in_days": datasets.Value("int32"),
+        "consecutive_days_of_employment": datasets.Value("int16"),
+        "nr_days_since_last_registration_change": datasets.Value("int32"),
+        "nr_days_since_last_document_change": datasets.Value("int32"),
+        "owned_a_house_for_nr_days": datasets.Value("int32"),
+        "has_provided_a_mobile_number": datasets.Value("bool"),
+        "has_provided_a_home_number": datasets.Value("bool"),
+        "was_reachable_at_work": datasets.Value("bool"),
+        "job": datasets.Value("string"),
+        "nr_family_members": datasets.Value("int8"),
+        "city_rating": datasets.Value("int8"),
+        "weekday_of_application": datasets.Value("int8"),
+        "hour_of_application": datasets.Value("float32"),
+        "same_residence_and_home": datasets.Value("bool"),
+        "same_work_and_home": datasets.Value("bool"),
+        "score_1": datasets.Value("float32"),
+        "score_2": datasets.Value("float32"),
+        "score_3": datasets.Value("float32"),
+        "nr_defaults_in_social_circle": datasets.Value("int8"),
+        "inquiries_in_last_year": datasets.Value("float32"),
+        "has_defaulted": datasets.ClassLabel(num_classes=2, names=("no", "yes"))
+    }
 }
 _ENCODING_DICS = {}
 _EDUCATION_ENCODING = {