bug fix: approximation null values

data/maker/__init__.py

@@ -218,7 +218,13 @@ class Generator (Learner):
             for values in batches :
                
                 index = [ _x not in ['',None,np.nan] for _x in values]
+                
+                if len(index) == len(values):
+                    #
+                    # Sometimes messy data has unpleasant surprises
+                    continue
                 _values = np.random.dirichlet(values[index].astype(_type))    
+                
                 values[index] = list(values[index] + _values )if np.random.randint(0,2) else list(values[index] - _values)
                 values[index] = values[index].astype(_type)
                 x += values.tolist()
@@ -284,7 +290,7 @@ class Generator (Learner):
                     _df[name] = _df[name].astype('datetime64[ns]')
                 else:
                     _df[name] = _df[name].astype(str)
-                _df[name] = _df[name].replace('NaT','')
+        _df = _df.replace('NaT','')
         if r :
             self.log(**{'action':'format','input':r})
         return _df