问题
I tried running the code to get stock data but it fails, showing the following error:
'DatetimeProperties' object has no attribute 'weekday_name'
'NoneType' object has no attribute 'to_csv'
from pandas_datareader import data as web
import os
import pandas as pd
from pandas.testing import assert_frame_equal
def get_stock(ticker, start_date, end_date, s_window, l_window):
try:
df = web.get_data_yahoo(ticker, start=start_date, end=end_date)
df['Return'] = df['Adj Close'].pct_change()
df['Return'].fillna(0, inplace = True)
df['Date'] = df.index
df['Date'] = pd.to_datetime(df['Date'])
df['Month'] = df['Date'].dt.month
df['Year'] = df['Date'].dt.year
df['Day'] = df['Date'].dt.day
for col in ['Open', 'High', 'Low', 'Close', 'Adj Close']:
df[col] = df[col].round(2)
df['Weekday'] = df['Date'].dt.weekday_name
df['Week_Number'] = df['Date'].dt.strftime('%U')
df['Year_Week'] = df['Date'].dt.strftime('%Y-%U')
df['Short_MA'] = df['Adj Close'].rolling(window=s_window, min_periods=1).mean()
df['Long_MA'] = df['Adj Close'].rolling(window=l_window, min_periods=1).mean()
col_list = ['Date', 'Year', 'Month', 'Day', 'Weekday',
'Week_Number', 'Year_Week', 'Open',
'High', 'Low', 'Close', 'Volume', 'Adj Close',
'Return', 'Short_MA', 'Long_MA']
num_lines = len(df)
df = df[col_list]
print('read ', num_lines, ' lines of data for ticker: ' , ticker)
return df
except Exception as error:
print(error)
return None
try:
ticker='MSFT'
input_dir = r'/Users/sirishpulijala/Desktop'
output_file = os.path.join(input_dir, ticker + '.csv')
df = get_stock(ticker, start_date='2014-01-01', end_date='2019-12-31',
s_window=14, l_window=50)
df.to_csv(output_file, index=False)
print('wrote ' + str(len(df)) + ' lines to file: ' + output_file)
except Exception as e:
print(e)
print('failed to get Yahoo stock data for ticker: ', ticker)
回答1:
Your problem is the following line:
df['Weekday'] = df['Date'].dt.weekday_name
Change it to:
df['Weekday'] = df['Date'].dt.day_name()
and you're fine to go.
回答2:
We can use
df['Weekday'] = df['Date'].dt.strftime("%A")
This will give the weekday names
More formatting options include:
%A
-Full weekday name like MONDAY, TUESDAY etc%w
-Weekday as a decimal number like 1,2,3 etc%a
-Abbreviated weekday name like SUN,MON etc%Y
-year%m
-month%d
-day%H
-hours%M
-minutes%S
-seconds
来源:https://stackoverflow.com/questions/60214194/error-in-reading-stock-data-datetimeproperties-object-has-no-attribute-week