[英]Pandas DataReader Throws a Date Error When Getting Stock Quotes From Yahoo Finance
[英]"TypeError: string indices must be integers" when getting data of a stock from Yahoo Finance using Pandas Datareader
import pandas_datareader
end = "2022-12-15"
start = "2022-12-15"
stock_list = ["TATAELXSI.NS"]
data = pandas_datareader.get_data_yahoo(symbols=stock_list, start=start, end=end)
print(data)
当我运行这段代码时,出现错误"TypeError: string indices must be integers"
。
编辑:我更新了代码并将列表作为符号参数传递,但它仍然显示相同的错误
错误:
Traceback (most recent call last):
File "C:\Users\Deepak Shetter\PycharmProjects\100DAYSOFPYTHON\mp3downloader.py", line 7, in <module>
data = pandas_datareader.get_data_yahoo(symbols=[TATAELXSI], start=start, end=end)
File "C:\Users\Deepak Shetter\PycharmProjects\100DAYSOFPYTHON\venv\lib\site-packages\pandas_datareader\data.py", line 80, in get_data_yahoo
return YahooDailyReader(*args, **kwargs).read()
File "C:\Users\Deepak Shetter\PycharmProjects\100DAYSOFPYTHON\venv\lib\site-packages\pandas_datareader\base.py", line 258, in read
df = self._dl_mult_symbols(self.symbols)
File "C:\Users\Deepak Shetter\PycharmProjects\100DAYSOFPYTHON\venv\lib\site-packages\pandas_datareader\base.py", line 268, in _dl_mult_symbols
stocks[sym] = self._read_one_data(self.url, self._get_params(sym))
File "C:\Users\Deepak Shetter\PycharmProjects\100DAYSOFPYTHON\venv\lib\site-packages\pandas_datareader\yahoo\daily.py", line 153, in _read_one_data
data = j["context"]["dispatcher"]["stores"]["HistoricalPriceStore"]
TypeError: string indices must be integers
这不是答案,但我认为问题与从雅虎本身获取的 pdr 数据阅读器有关
>>> import pandas_datareader as dtr
>>> from datetime import datetime
>>> initial_portfolio=['AAPL', 'MA', 'F', 'MSFT', '^GSPC']
>>> startdate = datetime(2022,12,1)
>>> enddate=datetime(2022,12,10)
>>> stock_data=dtr.yahoo.daily.YahooDailyReader(initial_portfolio,start=startdate,end=enddate).read()
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
File "lib/python3.9/site-packages/pandas_datareader/base.py", line 258, in read
df = self._dl_mult_symbols(self.symbols)
File "lib/python3.9/site-packages/pandas_datareader/base.py", line 268, in _dl_mult_symbols
stocks[sym] = self._read_one_data(self.url, self._get_params(sym))
File "lib/python3.9/site-packages/pandas_datareader/yahoo/daily.py", line 153, in _read_one_data
data = j["context"]["dispatcher"]["stores"]["HistoricalPriceStore"]
TypeError: string indices must be integers
短期解决方案可能是使用 yfinance override 并在此期间查看是否有帮助,直到 yahoo finance 恢复其数据功能?
Python 3.9.1 (default, Dec 28 2020, 11:22:14)
[Clang 11.0.0 (clang-1100.0.33.17)] on darwin
Type "help", "copyright", "credits" or "license" for more information.
>>> from pandas_datareader import data as pdr
>>> import yfinance as yf
>>> yf.pdr_override()
>>> y_symbols = ['SCHAND.NS', 'TATAPOWER.NS', 'ITC.NS']
>>> from datetime import datetime
>>> startdate = datetime(2022,12,1)
>>> enddate = datetime(2022,12,15)
>>> data = pdr.get_data_yahoo(y_symbols, start=startdate, end=enddate)
[*********************100%***********************] 3 of 3 completed
>>> data
Adj Close Close ... Open Volume
ITC.NS SCHAND.NS TATAPOWER.NS ITC.NS SCHAND.NS TATAPOWER.NS ... ITC.NS SCHAND.NS TATAPOWER.NS ITC.NS SCHAND.NS TATAPOWER.NS
Date ...
2022-12-01 339.549988 195.949997 224.850006 339.549988 195.949997 224.850006 ... 341.700012 191.600006 225.250000 16630417 544485 7833074
2022-12-02 337.149994 196.600006 225.250000 337.149994 196.600006 225.250000 ... 339.350006 196.000000 225.449997 8388835 122126 7223274
2022-12-05 336.750000 191.050003 224.199997 336.750000 191.050003 224.199997 ... 337.649994 200.850006 225.250000 9716390 107294 10750610
2022-12-06 337.299988 196.399994 228.800003 337.299988 196.399994 228.800003 ... 334.100006 191.000000 224.199997 6327430 102911 20071039
2022-12-07 340.100006 187.350006 225.850006 340.100006 187.350006 225.850006 ... 338.500000 198.000000 228.800003 9813208 122772 7548312
2022-12-08 338.399994 181.850006 225.050003 338.399994 181.850006 225.050003 ... 340.200012 186.000000 226.000000 6200447 114147 7507975
2022-12-09 341.399994 176.899994 219.399994 341.399994 176.899994 219.399994 ... 339.750000 183.899994 225.899994 8132228 179660 13087278
2022-12-12 343.200012 177.350006 217.699997 343.200012 177.350006 217.699997 ... 341.000000 177.750000 219.750000 11214662 133507 8858525
2022-12-13 345.600006 178.449997 218.850006 345.600006 178.449997 218.850006 ... 344.500000 179.350006 218.800003 10693426 74873 7265105
2022-12-14 345.399994 179.149994 222.699997 345.399994 179.149994 222.699997 ... 346.000000 180.449997 219.800003 7379878 32085 9179593
[10 rows x 18 columns]
>>>
因为get_data_yahoo()
中的 symbols 参数需要一个列表并且给出了一个str
。
import pandas_datareader
end = "2022-12-15"
start = "2022-12-15"
TATAELXSI = "TATAELXSI.NS"
data = pandas_datareader.get_data_yahoo(symbols=[TATAELXSI], start=start, end=end)
print(data)
选择:
TATAELXSI = ["TATAELXSI.NS"]
data = pandas_datareader.get_data_yahoo(symbols=TATAELXSI, start=start, end=end)
我的解决方案很简单,我只是将 pandas_datareader.get_data_yahoo 替换为 yf.download。 不用担心结果,因为 yf.download 也会给你一个 dataframe。我将我的语法简化如下:
import yfinance as yf
df = yf.download(your_ticks_or_a_tick_list, start=start_date, end=end_date)
但是请记住清除所有单元格的输出,然后重新启动,否则会出错。
您正在传递一个字符串值作为 symbols 参数。 那应该是一个符号列表,而不是字符串
end = "2022-12-15"
start = "2022-12-15"
data = pandas_datareader.get_data_yahoo(symbols=["TATAELXSI.NS"], start=start, end=end)
print(data)
到目前为止,这里报告的所有解决方案都不适合我。 根据这里的讨论,雅虎对其 API 进行了更改,破坏了与以前的 pandas datareader 版本的兼容性。
在同一个 Github 线程中报告了一个修复,在 Github 用户 raphi6 的拉取请求中实现。 我确认拉取请求工作正常。 拉取请求的详细安装说明可以在这里找到,为了完整起见复制如下:
git clone https://github.com/raphi6/pandas-datareader.git
git checkout 'Yahoo!_Issue#952'
conda uninstall pandas-datareader
conda install pycryptodome pycryptodomex
python setup.py install --record installed_files.txt
install 命令中的--record
参数是为了获取已安装文件的列表,以便将来轻松卸载(遵循此 SO 线程)。 pycrypto*
文件是我必须安装才能使其工作的依赖项。
改用雅虎财经,它对我有用:
import datetime as dt
import yfinance as yf
company = 'TATAELXSI.NS'
# Define a start date and End Date
start = dt.datetime(2020,1,1)
end = dt.datetime(2022,1,1)
# Read Stock Price Data
data = yf.download(company, start , end)
data.tail(10)
更新 yfinance 它对我有用。
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