diff --git a/ot_tractability_pipeline_v2/buckets_sm.py b/ot_tractability_pipeline_v2/buckets_sm.py
index e643c22..b22b292 100755
--- a/ot_tractability_pipeline_v2/buckets_sm.py
+++ b/ot_tractability_pipeline_v2/buckets_sm.py
@@ -223,7 +223,7 @@ def set_strings2(x):
         self._search_chembl_clinical()
         self._process_protein_complexes()
 
-        self.gene_xref = self.id_xref[['accession', 'ensembl_gene_id', 'symbol', 'Entry name', 'Protein names', 
+        self.gene_xref = self.id_xref[['accession', 'ensembl_gene_id', 'symbol', 'Entry Name', 'Protein names', 
                                        'IDG_family', 'IDG_dtoclass', 'IDG_tdl', 'IDG_fam',
                                        'GO_BioProcess', 'GO_MolFunction']]
 
@@ -251,7 +251,7 @@ def set_strings2(x):
 #                                                                 ], as_index=False).agg(f0).replace({'drug_chembl_id':{'tmp': np.nan}})
         self.clinical_evidence = self.clinical_evidence.groupby(['ensembl_gene_id', 'drug_chembl_id'], as_index=False).agg(f0)
 
-        self.out_df = self.gene_xref.merge(self.clinical_evidence.drop(['accession', 'symbol', 'Entry name', 'Protein names', 
+        self.out_df = self.gene_xref.merge(self.clinical_evidence.drop(['accession', 'symbol', 'Entry Name', 'Protein names', 
                                                                         'IDG_family', 'IDG_dtoclass', 'IDG_tdl', 'IDG_fam',
                                                                         'GO_BioProcess', 'GO_MolFunction'], axis=1), how='outer', on='ensembl_gene_id')
 
@@ -682,7 +682,7 @@ def assign_buckets(self):
         print(self.out_df.columns)
         
         # Add extra buckets to the list below
-        self.out_df = self.out_df[['symbol', 'accession', 'Entry name', 'Protein names', 
+        self.out_df = self.out_df[['symbol', 'accession', 'Entry Name', 'Protein names', 
                                    'IDG_family', 'IDG_dtoclass', 'IDG_tdl', 'IDG_fam',
                                    'GO_BioProcess', 'GO_MolFunction',
                                    'Bucket_1_sm', 'Bucket_2_sm', 'Bucket_3_sm',