This package allows easy data flow between a worksheet in a Google spreadsheet
and a Pandas DataFrame. Any worksheet you can obtain using the gspread
package
can be retrieved as a DataFrame with get_as_dataframe
; DataFrame objects can
be written to a worksheet using set_with_dataframe
:
import pandas as pd
from gspread_dataframe import get_as_dataframe, set_with_dataframe
worksheet = some_worksheet_obtained_from_gspread_client
df = pd.DataFrame.from_records([{'a': i, 'b': i * 2} for i in range(100)])
set_with_dataframe(worksheet, df)
df2 = get_as_dataframe(worksheet)
The get_as_dataframe
function supports the keyword arguments
that are supported by your Pandas version's text parsing readers,
such as pandas.read_csv
. Consult your Pandas documentation for a full list of options. Since the 'python'
engine in Pandas is used for parsing,
only options supported by that engine are acceptable:
import pandas as pd
from gspread_dataframe import get_as_dataframe
worksheet = some_worksheet_obtained_from_gspread_client
df = get_as_dataframe(worksheet, parse_dates=True, usecols=[0,2], skiprows=1, header=None)
If you install the gspread-formatting
package, you can additionally format a Google worksheet to suit the
DataFrame data you've just written. See the package documentation for details, but here's a short example using the default formatter:
import pandas as pd
from gspread_dataframe import get_as_dataframe, set_with_dataframe
from gspread_formatting.dataframe import format_with_dataframe
worksheet = some_worksheet_obtained_from_gspread_client
df = pd.DataFrame.from_records([{'a': i, 'b': i * 2} for i in range(100)])
set_with_dataframe(worksheet, df)
format_with_dataframe(worksheet, df, include_column_header=True)
- Python 2.7, 3+
- gspread (>=3.0.0; to use older versions of gspread, use gspread-dataframe releases of 2.1.1 or earlier)
- Pandas >= 0.24.0
pip install gspread-dataframe
git clone https://github.com/robin900/gspread-dataframe.git
cd gspread-dataframe
python setup.py install