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Merge pull request #478 from bashtage/tiingo
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ENH: Add readers for Tiingo data
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bashtage authored Jan 24, 2018
2 parents ad357ca + 8dd3914 commit 4a014c5
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1 change: 1 addition & 0 deletions docs/source/readers/index.rst
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Expand Up @@ -17,5 +17,6 @@ Data Readers
quandl
robinhood
stooq
tiingo
tsp
world-bank
18 changes: 18 additions & 0 deletions docs/source/readers/tiingo.rst
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Tiingo
------

.. py:module:: pandas_datareader.tiingo
.. autoclass:: TiingoDailyReader
:members:
:inherited-members:

.. autoclass:: TiingoQuoteReader
:members:
:inherited-members:

.. autoclass:: TiingoMetaDataReader
:members:
:inherited-members:

.. autofunction:: get_tiingo_symbols
18 changes: 18 additions & 0 deletions docs/source/remote_data.rst
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Expand Up @@ -66,6 +66,24 @@ Google Finance
f = web.DataReader('F', 'google', start, end)
f.ix['2010-01-04']
.. _remote_data.tiingo:

Tiingo
======
`Tiingo <https://www.tiingo.com>`__ is a tracing platform that provides a data
api with historical end-of-day prices on equities, mutual funds and ETFs.
Free registration is required to get an API key. Free accounts are rate
limited and can access a limited number of symbols (500 at the time of
writing).

.. ipython:: python
import os
import pandas_datareader as pdr
df = pdr.get_data_tiingo('GOOG', api_key=os.getenv('TIINGO_API_KEY'))
df.head()
.. _remote_data.morningstar:

Morningstar
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7 changes: 7 additions & 0 deletions docs/source/whatsnew/v0.6.0.txt
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Expand Up @@ -24,6 +24,10 @@ Highlights include:
have been removed. PDR would like to restore these features, and pull
requests are welcome.

- A new connector for Tiingo was introduced. Tiingo provides
historical end-of-day data for a large set of equities, ETFs and mutual
funds. Free registration is required to get an API key (:issue:`478`).

- A new connector for Robinhood was introduced. This provides
up to 1 year of historical end-of-day data. It also provides near
real-time quotes. (:issue:`477`).
Expand Down Expand Up @@ -72,6 +76,9 @@ Enhancements
- A new data connector for stock pricing data provided by
`Robinhood <https://www.robinhood.com>`__ was introduced. (:issue:`477`)

- A new data connector for stock pricing data provided by
`Tiingo <https://api.tiingo.com/docs>`__ was introduced. (:issue:`478`)

.. _whatsnew_060.api_breaking:

Backwards incompatible API changes
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14 changes: 14 additions & 0 deletions pandas_datareader/data.py
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Expand Up @@ -27,6 +27,7 @@
from pandas_datareader.robinhood import RobinhoodHistoricalReader, \
RobinhoodQuoteReader
from pandas_datareader.stooq import StooqDailyReader
from pandas_datareader.tiingo import TiingoDailyReader, TiingoQuoteReader
from pandas_datareader.yahoo.actions import (YahooActionReader, YahooDivReader)
from pandas_datareader.yahoo.components import _get_data as \
get_components_yahoo
Expand Down Expand Up @@ -114,6 +115,14 @@ def get_quotes_robinhood(*args, **kwargs):
return RobinhoodQuoteReader(*args, **kwargs).read()


def get_data_tiingo(*args, **kwargs):
return TiingoDailyReader(*args, **kwargs).read()


def get_quotes_tiingo(*args, **kwargs):
return TiingoQuoteReader(*args, **kwargs).read()


def get_markets_iex(*args, **kwargs):
"""
Returns near-real time volume data across markets segregated by tape
Expand Down Expand Up @@ -384,6 +393,11 @@ def DataReader(name, data_source=None, start=None, end=None,
return RobinhoodHistoricalReader(symbols=name, start=start, end=end,
retry_count=retry_count, pause=pause,
session=session).read()
elif data_source == 'tiingo':
return TiingoDailyReader(symbols=name, start=start, end=end,
retry_count=retry_count, pause=pause,
session=session,
api_key=access_key).read()
else:
msg = "data_source=%r is not implemented" % data_source
raise NotImplementedError(msg)
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44 changes: 44 additions & 0 deletions pandas_datareader/tests/test_tiingo.py
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import os

import pandas as pd
import pytest

from pandas_datareader.tiingo import TiingoDailyReader, TiingoMetaDataReader, \
TiingoQuoteReader

TEST_API_KEY = os.getenv('TIINGO_API_KEY')

syms = ['GOOG', ['GOOG', 'XOM']]
ids = list(map(str, syms))


@pytest.fixture(params=syms, ids=ids)
def symbols(request):
return request.param


@pytest.mark.skipif(TEST_API_KEY is None, reason="TIINGO_API_KEY not set")
def test_tiingo_quote(symbols):
df = TiingoQuoteReader(symbols=symbols).read()
assert isinstance(df, pd.DataFrame)
if isinstance(symbols, str):
symbols = [symbols]
assert df.shape[0] == len(symbols)


@pytest.mark.skipif(TEST_API_KEY is None, reason="TIINGO_API_KEY not set")
def test_tiingo_historical(symbols):
df = TiingoDailyReader(symbols=symbols).read()
assert isinstance(df, pd.DataFrame)
if isinstance(symbols, str):
symbols = [symbols]
assert df.index.levels[0].shape[0] == len(symbols)


@pytest.mark.skipif(TEST_API_KEY is None, reason="TIINGO_API_KEY not set")
def test_tiingo_metadata(symbols):
df = TiingoMetaDataReader(symbols=symbols).read()
assert isinstance(df, pd.DataFrame)
if isinstance(symbols, str):
symbols = [symbols]
assert df.shape[1] == len(symbols)
191 changes: 191 additions & 0 deletions pandas_datareader/tiingo.py
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@@ -0,0 +1,191 @@
import os

import pandas as pd

from pandas_datareader.base import _BaseReader


def get_tiingo_symbols():
"""
Get the set of stock symbols supported by Tiingo
Returns
-------
symbols : DataFrame
DataFrame with symbols (ticker), exchange, asset type, currency and
start and end dates
Notes
-----
Reads https://apimedia.tiingo.com/docs/tiingo/daily/supported_tickers.zip
"""
url = 'https://apimedia.tiingo.com/docs/tiingo/daily/supported_tickers.zip'
return pd.read_csv(url)


class TiingoDailyReader(_BaseReader):
"""
Historical daily data from Tiingo on equities, ETFs and mutual funds
Parameters
----------
symbols : {str, List[str]}
String symbol of like of symbols
start : str, (defaults to '1/1/2010')
Starting date, timestamp. Parses many different kind of date
representations (e.g., 'JAN-01-2010', '1/1/10', 'Jan, 1, 1980')
end : str, (defaults to today)
Ending date, timestamp. Same format as starting date.
retry_count : int, default 3
Number of times to retry query request.
pause : float, default 0.1
Time, in seconds, of the pause between retries.
session : Session, default None
requests.sessions.Session instance to be used
freq : {str, None}
Not used.
api_key : str, optional
Tiingo API key . If not provided the environmental variable
TIINGO_API_KEY is read. The API key is *required*.
"""

def __init__(self, symbols, start=None, end=None, retry_count=3, pause=0.1,
timeout=30, session=None, freq=None, api_key=None):
super(TiingoDailyReader, self).__init__(symbols, start, end,
retry_count, pause, timeout,
session, freq)
if isinstance(self.symbols, str):
self.symbols = [self.symbols]
self._symbol = ''
if api_key is None:
api_key = os.environ.get('TIINGO_API_KEY', None)
if api_key is None:
raise ValueError('The tiingo API key must be provided either '
'through the api_key variable or through the '
'environmental variable TIINGO_API_KEY.')
self.api_key = api_key
self._concat_axis = 0

@property
def url(self):
"""API URL"""
_url = 'https://api.tiingo.com/tiingo/daily/{ticker}/prices'
return _url.format(ticker=self._symbol)

@property
def params(self):
"""Parameters to use in API calls"""
return {'startDate': self.start.strftime('%Y-%m-%d'),
'endDate': self.end.strftime('%Y-%m-%d'),
'format': 'json'}

def _get_crumb(self, *args):
pass

def _read_one_data(self, url, params):
""" read one data from specified URL """
headers = {'Content-Type': 'application/json',
'Authorization': 'Token ' + self.api_key}
out = self._get_response(url, params=params, headers=headers).json()
return self._read_lines(out)

def _read_lines(self, out):
df = pd.DataFrame(out)
df['symbol'] = self._symbol
df['date'] = pd.to_datetime(df['date'])
df = df.set_index(['symbol', 'date'])
return df

def read(self):
"""Read data from connector"""
dfs = []
for symbol in self.symbols:
self._symbol = symbol
try:
dfs.append(self._read_one_data(self.url, self.params))
finally:
self.close()
return pd.concat(dfs, self._concat_axis)


class TiingoMetaDataReader(TiingoDailyReader):
"""
Read metadata about symbols from Tiingo
Parameters
----------
symbols : {str, List[str]}
String symbol of like of symbols
start : str, (defaults to '1/1/2010')
Not used.
end : str, (defaults to today)
Not used.
retry_count : int, default 3
Number of times to retry query request.
pause : float, default 0.1
Time, in seconds, of the pause between retries.
session : Session, default None
requests.sessions.Session instance to be used
freq : {str, None}
Not used.
api_key : str, optional
Tiingo API key . If not provided the environmental variable
TIINGO_API_KEY is read. The API key is *required*.
"""

def __init__(self, symbols, start=None, end=None, retry_count=3, pause=0.1,
timeout=30, session=None, freq=None, api_key=None):
super(TiingoMetaDataReader, self).__init__(symbols, start, end,
retry_count, pause, timeout,
session, freq, api_key)
self._concat_axis = 1

@property
def url(self):
"""API URL"""
_url = 'https://api.tiingo.com/tiingo/daily/{ticker}'
return _url.format(ticker=self._symbol)

@property
def params(self):
return None

def _read_lines(self, out):
s = pd.Series(out)
s.name = self._symbol
return s


class TiingoQuoteReader(TiingoDailyReader):
"""
Read quotes (latest prices) from Tiingo
Parameters
----------
symbols : {str, List[str]}
String symbol of like of symbols
start : str, (defaults to '1/1/2010')
Not used.
end : str, (defaults to today)
Not used.
retry_count : int, default 3
Number of times to retry query request.
pause : float, default 0.1
Time, in seconds, of the pause between retries.
session : Session, default None
requests.sessions.Session instance to be used
freq : {str, None}
Not used.
api_key : str, optional
Tiingo API key . If not provided the environmental variable
TIINGO_API_KEY is read. The API key is *required*.
Notes
-----
This is a special case of the daily reader which automatically selected
the latest data available for each symbol.
"""

@property
def params(self):
return None
1 change: 1 addition & 0 deletions requirements.txt
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Expand Up @@ -10,3 +10,4 @@ matplotlib
ipython
sphinx
sphinx_rtd_theme
requests-cache

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