how to sort pandas dataframe from one column

Question

I have a data frame like this    print df           0          1     2 0   354 7      April   4 0 1    55 4     August   8 0 2   176 5   December  12 0 3    95 5   February   2 0 4    85 6    January   1 0 5     152       July   7 0 6   238 7       June   6 0 7   104 8      March   3 0 8   283 5        May   5 0 9   278 8   November  11 0 10  249 6    October  10 0 11  212 7  September   9 0   As you can see  months are not in calendar order  So I created a second column to get the month number corresponding to each month  1-12   From there  how can I sort this data frame according to  calendar months  order

User · Answer

This worked for me df sort values by  Column name   inplace True  ascending False

User · Answer

Here is template of sort values according to pandas documentation  DataFrame sort values by  axis 0                            ascending True                            inplace False                            kind  quicksort                             na position  last                             ignore index False  key None  source   In this case it will be like this  df sort values by   2    API Reference pandas DataFrame sort values

User · Answer

Just as another solution  Instead of creating the second column  you can categorize your string data month name  and sort by that like this  df rename columns  1  month   inplace True  df  month     pd Categorical df  month   categories   December   November   October   September   August   July   June   May   April   March   February   January   ordered True  df   df sort values  month  ascending False   It will give you the ordered data by month name as you specified while creating the Categorical object

User · Answer

Use sort values to sort the df by a specific column s values   In  18   df sort values  2    Out 18           0          1     2 4    85 6    January   1 0 3    95 5   February   2 0 7   104 8      March   3 0 0   354 7      April   4 0 8   283 5        May   5 0 6   238 7       June   6 0 5   152 0       July   7 0 1    55 4     August   8 0 11  212 7  September   9 0 10  249 6    October  10 0 9   278 8   November  11 0 2   176 5   December  12 0   If you want to sort by two columns  pass a list of column labels to sort values with the column labels ordered according to sort priority   If you use df sort values   2    0     the result would be sorted by column 2 then column 0  Granted  this does not really make sense for this example because each value in df  2   is unique

User · Answer

I tried the solutions above and I do not achieve results  so I found a different solution that works for me  The ascending False is to order the dataframe in descending order  by default it is True  I am using python 3 6 6 and pandas 0 23 4 versions   final df   df sort values by   2    ascending False    You can see more details in pandas documentation here

User · Answer

This one worked for me  df df sort values by  2    Whereas  df df sort values by   2      is not working

User · Answer

Just adding some more operations on data  Suppose we have a dataframe df  we can do several operations to get desired outputs  ID         cost      tax    label 1       216590      1600    test       2       523213      1800    test  3          250      1500    experiment   df  label   value counts   to frame   reset index    sort values  label   ascending False    will give sorted output of labels as a dataframe      index   label 0   test        2 1   experiment  1

User · Answer

Using column name worked for me  sorted df   df sort values by   Column name    ascending True

User · Answer

Panda s sort values does the work  If one doesn t intends to keep the same variable name  don t forget the inplace True  this performs the operation in-place  df sort values by   2    inplace True   One might as well assigning the change  sort  to a variable  that may have the same name as the df as df   df sort values by   2     Forgetting the steps mentioned above may lead one  as this user  to not be able to get the expected result  Note that if one wants in descending order  one needs to pass ascending False  such as df   df sort values by   2    ascending False

[python] how to sort pandas dataframe from one column

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