[python] Pandas split DataFrame by column value

I have DataFrame with column Sales.

How can I split it into 2 based on Sales value?

First DataFrame will have data with 'Sales' < s and second with 'Sales' >= s

This question is related to python pandas dataframe indexing split

The answer is


Using groupby you could split into two dataframes like

In [1047]: df1, df2 = [x for _, x in df.groupby(df['Sales'] < 30)]

In [1048]: df1
Out[1048]:
   A  Sales
2  7     30
3  6     40
4  1     50

In [1049]: df2
Out[1049]:
   A  Sales
0  3     10
1  4     20

Using "groupby" and list comprehension:

Storing all the split dataframe in list variable and accessing each of the seprated dataframe by their index.

DF = pd.DataFrame({'chr':["chr3","chr3","chr7","chr6","chr1"],'pos':[10,20,30,40,50],})
ans = [pd.DataFrame(y) for x, y in DF.groupby('chr', as_index=False)]

accessing the separated DF like this:

ans[0]
ans[1]
ans[len(ans)-1] # this is the last separated DF

accessing the column value of the separated DF like this:

ansI_chr=ans[i].chr 

Examples related to python

programming a servo thru a barometer Is there a way to view two blocks of code from the same file simultaneously in Sublime Text? python variable NameError Why my regexp for hyphenated words doesn't work? Comparing a variable with a string python not working when redirecting from bash script is it possible to add colors to python output? Get Public URL for File - Google Cloud Storage - App Engine (Python) Real time face detection OpenCV, Python xlrd.biffh.XLRDError: Excel xlsx file; not supported Could not load dynamic library 'cudart64_101.dll' on tensorflow CPU-only installation

Examples related to pandas

xlrd.biffh.XLRDError: Excel xlsx file; not supported Pandas Merging 101 How to increase image size of pandas.DataFrame.plot in jupyter notebook? Trying to merge 2 dataframes but get ValueError Python Pandas User Warning: Sorting because non-concatenation axis is not aligned How to show all of columns name on pandas dataframe? Pandas/Python: Set value of one column based on value in another column Python Pandas - Find difference between two data frames Pandas get the most frequent values of a column Python convert object to float

Examples related to dataframe

Trying to merge 2 dataframes but get ValueError How to show all of columns name on pandas dataframe? Python Pandas - Find difference between two data frames Pandas get the most frequent values of a column Display all dataframe columns in a Jupyter Python Notebook How to convert column with string type to int form in pyspark data frame? Display/Print one column from a DataFrame of Series in Pandas Binning column with python pandas Selection with .loc in python Set value to an entire column of a pandas dataframe

Examples related to indexing

numpy array TypeError: only integer scalar arrays can be converted to a scalar index How to print a specific row of a pandas DataFrame? What does 'index 0 is out of bounds for axis 0 with size 0' mean? How does String.Index work in Swift Pandas KeyError: value not in index Update row values where certain condition is met in pandas Pandas split DataFrame by column value Rebuild all indexes in a Database How are iloc and loc different? pandas loc vs. iloc vs. at vs. iat?

Examples related to split

Parameter "stratify" from method "train_test_split" (scikit Learn) Pandas split DataFrame by column value How to split large text file in windows? Attribute Error: 'list' object has no attribute 'split' Split function in oracle to comma separated values with automatic sequence How would I get everything before a : in a string Python Split String by delimiter position using oracle SQL JavaScript split String with white space Split a String into an array in Swift? Split pandas dataframe in two if it has more than 10 rows