How to import data into google colab from google drive?

血红的双手。 提交于 2019-11-30 02:40:36

问题


I have some data files uploaded on my google drive. I want to import those files into google colab.

The REST API method and PyDrive method show how to create a new file and upload it on drive and colab. Using that, I am unable to figure out how to read the data files already present on my drive in my python code.

I am a total newbie to this. Can someone help me out?


回答1:


(Update April 15 2018: The gspread is frequently being updated, so to ensure stable workflow I specify the version)

For spreadsheet file, the basic idea is using packages gspread and pandas to read spreadsheets in Drive and convert them to pandas dataframe format.

In the Colab notebook:

#install packages
!pip install gspread==2.1.1
!pip install gspread-dataframe==2.1.0
!pip install pandas==0.22.0


#import packages and authorize connection to Google account:
import pandas as pd
import gspread
from gspread_dataframe import get_as_dataframe, set_with_dataframe
from google.colab import auth
auth.authenticate_user()  # verify your account to read files which you have access to. Make sure you have permission to read the file!
from oauth2client.client import GoogleCredentials
gc = gspread.authorize(GoogleCredentials.get_application_default()) 

Then I know 3 ways to read Google spreadsheets.

By file name:

spreadsheet = gc.open("goal.csv") # Open file using its name. Use this if the file is already anywhere in your drive
sheet =  spreadsheet.get_worksheet(0)  # 0 means the first sheet in the file
df2 = pd.DataFrame(sheet.get_all_records())
df2.head()

By url:

 spreadsheet = gc.open_by_url('https://docs.google.com/spreadsheets/d/1LCCzsUTqBEq5pemRNA9EGy62aaeIgye4XxwReYg1Pe4/edit#gid=509368585') # use this when you have the complete url (the edit#gid means permission)
    sheet =  spreadsheet.get_worksheet(0)  # 0 means the first sheet in the file
    df2 = pd.DataFrame(sheet.get_all_records())
    df2.head()

By file key/ID:

spreadsheet = gc.open_by_key('1vpukIbGZfK1IhCLFalBI3JT3aobySanJysv0k5A4oMg') # use this when you have the key (the string in the url following spreadsheet/d/)
sheet =  spreadsheet.get_worksheet(0)  # 0 means the first sheet in the file
df2 = pd.DataFrame(sheet.get_all_records())
df2.head()

I shared the code above in a Colab notebook: https://drive.google.com/file/d/1cvur-jpIpoEN3vAO8Fd_yVAT5Qgbr4GV/view?usp=sharing

Source: https://github.com/burnash/gspread




回答2:


!) Set your data to be publicly available then for public spreadsheets:

from StringIO import StringIO  # got moved to io in python3.

import requests
r = requests.get('https://docs.google.com/spreadsheet/ccc? 
key=0Ak1ecr7i0wotdGJmTURJRnZLYlV3M2daNTRubTdwTXc&output=csv')
data = r.content

In [10]: df = pd.read_csv(StringIO(data), index_col=0,parse_dates= 
['Quradate'])

In [11]: df.head()

More here: Getting Google Spreadsheet CSV into A Pandas Dataframe

If private data sort of the same but you will have to do some auth gymnastics...



来源:https://stackoverflow.com/questions/48697643/how-to-import-data-into-google-colab-from-google-drive

易学教程内所有资源均来自网络或用户发布的内容,如有违反法律规定的内容欢迎反馈
该文章没有解决你所遇到的问题?点击提问,说说你的问题,让更多的人一起探讨吧!