I just want to use the melt function in pandas and I just keep on getting the same error.
Just typing the example provided by the documentation:
cheese = pd.DataFrame({'first' : ['John', 'Mary'],
'last' : ['Doe', 'Bo'],
'height' : [5.5, 6.0],
'weight' : [130, 150]})
I just get the error:
---------------------------------------------------------------------------
AttributeError Traceback (most recent call last)
<ipython-input-119-dc0a0b96cf46> in <module>()
----> 1 cheese.melt(id_vars=['first', 'last'])
C:\Anaconda2\lib\site-packages\pandas\core\generic.pyc in __getattr__(self, name)
2670 if name in self._info_axis:
2671 return self[name]
-> 2672 return object.__getattribute__(self, name)
2673
2674 def __setattr__(self, name, value):
AttributeError: 'DataFrame' object has no attribute 'melt'`
melt() function is useful to message a DataFrame into a format where one or more columns are identifier variables, while all other columns, considered measured variables, are unpivoted to the row axis, leaving just two non-identifier columns, variable and value.
DataFrame - melt() function The melt() function is used to unpivot a given DataFrame from wide format to long format, optionally leaving identifier variables set. Syntax: DataFrame.melt(self, id_vars=None, value_vars=None, var_name=None, value_name='value', col_level=None)
In order to set index to column in pandas DataFrame use reset_index() method. By using this you can also set single, multiple indexes to a column. If you are not aware by default, pandas adds an index to each row of the pandas DataFrame.
You pandas version is bellow 0.20.0
, so need pandas.melt
instead DataFrame.melt
:
df = pd.melt(cheese, id_vars=['first', 'last'])
print (df)
first last variable value
0 John Doe height 5.5
1 Mary Bo height 6.0
2 John Doe weight 130.0
3 Mary Bo weight 150.0
def grilled(d):
return d.set_index(['first', 'last']) \
.rename_axis('variable', 1) \
.stack().reset_index(name='value')
grilled(cheese)
first last variable value
0 John Doe height 5.5
1 John Doe weight 130.0
2 Mary Bo height 6.0
3 Mary Bo weight 150.0
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