Upload pums.py

pums.py

@@ -16,6 +16,50 @@ _ENCODING_DICS = {
 		"50000+.": 1
 	}
 }
+_BASE_FEATURE_NAMES = [
+	"age",
+	"class_of_worker",
+	"detailed_industry_recode",
+	"detailed_occupation_recode",
+	"education",
+	"wage_per_hour",
+	"enroll_in_edu_inst_last_wk",
+	"marital_stat",
+	"major_industry_code",
+	"major_occupation_code",
+	"race",
+	"hispanic_origin",
+	"sex",
+	"member_of_a_labor_union",
+	"reason_for_unemployment",
+	"full_or_part_time_employment_stat",
+	"capital_gains",
+	"capital_losses",
+	"dividends_from_stocks",
+	"tax_filer_stat",
+	"region_of_previous_residence",
+	"state_of_previous_residence",
+	"detailed_household_and_family_stat",
+	"detailed_household_summary_in_household",
+	"instance_weight",
+	"migration_code_change_in_msa",
+	"migration_code_change_in_reg",
+	"migration_code_move_within_reg",
+	"live_in_this_house_1_year_ago",
+	"migration_prev_res_in_sunbelt",
+	"num_persons_worked_for_employer",
+	"family_members_under_18",
+	"country_of_birth_father",
+	"country_of_birth_mother",
+	"country_of_birth_self",
+	"citizenship",
+	"own_business_or_self_employed",
+	"fill_inc_questionnaire_for_veteran_admin",
+	"veterans_benefits",
+	"weeks_worked_in_year",
+	"year",
+	"class",
+]
 
 DESCRIPTION = "Pums dataset."
 _HOMEPAGE = "https://archive-beta.ics.uci.edu/dataset/116/us+census+data+1990"
@@ -108,7 +152,7 @@ class Pums(datasets.GeneratorBasedBuilder):
 		]
 	
 	def _generate_examples(self, filepath: str):
-		data = pandas.read_csv(filepath)
+		data = pandas.read_csv(filepath, header=None)
 		data = self.preprocess(data)
 
 		for row_id, row in data.iterrows():
@@ -117,6 +161,8 @@ class Pums(datasets.GeneratorBasedBuilder):
 			yield row_id, data_row
 
 	def preprocess(self, data: pandas.DataFrame) -> pandas.DataFrame:
+		data.columns = _BASE_FEATURE_NAMES
+
 		for feature in _ENCODING_DICS:
 			encoding_function = partial(self.encode, feature)
 			data.loc[:, feature] = data[feature].apply(encoding_function)