I converted a pandas df to r using the the below:
import pandas as pd import pandas.rpy.common as com import rpy2.robjects as ro from rpy2.robjects.packages import importr rdf = com.convert_to_r_dataframe(df)
How do I convert rdf back to a pandas df?
df = f(rdf) ?
Convert PySpark Dataframe to Pandas DataFramePySpark DataFrame provides a method toPandas() to convert it to Python Pandas DataFrame. toPandas() results in the collection of all records in the PySpark DataFrame to the driver program and should be done only on a small subset of the data.
CTRL + Z is the only thing that I can think of.
By using pandas. DataFrame. to_csv() method you can write/save/export a pandas DataFrame to CSV File. By default to_csv() method export DataFrame to a CSV file with comma delimiter and row index as the first column.
Convert Column to int (Integer)Use pandas DataFrame. astype() function to convert column to int (integer), you can apply this on a specific column or on an entire DataFrame. To cast the data type to 64-bit signed integer, you can use numpy. int64 , numpy.
Since rpy2 release 2.4.0 converting data frames back and forth between rpy2
and pandas
is included as an optional module. With it, no need to convert explicitly, it will be done on the fly.
The documentation contains examples (also available as a Jupyter notebook - link available near the top of the page): https://rpy2.github.io/doc/latest/html/pandas.html#interoperability-with-pandas
Note: The original answer to this question recommended the following.
from rpy2.robjects import pandas2ri pandas2ri.activate()
If wishing to convert explicitly for any reason, the functions are pandas2ri.py2ri()
and pandas2ri.ri2py()
(they were pandas2ri.pandas2ri()
and pandas2ri.ri2pandas()
).
Note: Since rpy2 release 3.3.0 explicit conversion is done as follows
import rpy2.robjects as ro dt = pd.DataFrame() # To R DataFrame r_dt = ro.conversion.py2rpy(dt) # To pandas DataFrame pd_dt = ro.conversion.rpy2py(r_dt)
For more details check out this link.
As suggested by lgautier, it can be done with pandas2ri
.
Here is sample code for convert rpy dataframe (rdf
) to pandas dataframe (pd_df
):
from rpy2.robjects import pandas2ri pd_df = pandas2ri.ri2py_dataframe(rdf)
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