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Merge pull request #80 from quantopian/add_bars_yahoo
ENH: load_bars_from_yahoo provides OHLC. Based on Brian Cappello's code.
This commit is contained in:
@@ -14,7 +14,7 @@ powering Quantopian (https://www.quantopian.com) -- a free, community-centered
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platform that allows development and real-time backtesting of trading
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algorithms in the web browser.
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Want to contribute? See our [open requests](https://github.com/quantopian/zipline/wiki/Contribution-Requests)
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Want to contribute? See our [open requests](https://github.com/quantopian/zipline/wiki/Contribution-Requests)
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and our [general guidelines](https://github.com/quantopian/zipline#contributions) below.
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Discussion and Help
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@@ -132,6 +132,7 @@ Thank you for all the help so far!
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- @snth
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- @yinhm for integrating zipline with @yinhm/datafeed
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- [Jeremiah Lowin](http://www.lowindata.com) for teaching us the nuances of Sharpe and Sortino Ratios
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- Brian Cappello
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- Quantopian Team
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(alert us if we've inadvertantly missed listing you here!)
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+21
-1
@@ -13,11 +13,12 @@
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# See the License for the specific language governing permissions and
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# limitations under the License.
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import pandas as pd
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import pytz
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from unittest import TestCase
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import zipline.utils.factory as factory
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from zipline.sources import DataFrameSource
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from zipline.sources import DataFrameSource, DataPanelSource
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class TestDataFrameSource(TestCase):
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@@ -52,3 +53,22 @@ class TestDataFrameSource(TestCase):
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self.assertEquals(event['sid'], 0)
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self.assertTrue(isinstance(event['volume'], int))
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self.assertTrue(isinstance(event['arbitrary'], float))
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def test_yahoo_bars_to_panel_source(self):
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stocks = ['AAPL', 'GE']
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start = pd.datetime(1993, 1, 1, 0, 0, 0, 0, pytz.utc)
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end = pd.datetime(2002, 1, 1, 0, 0, 0, 0, pytz.utc)
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data = factory.load_bars_from_yahoo(stocks=stocks,
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start=start,
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end=end)
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source = DataPanelSource(data)
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for event in source:
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self.assertTrue('sid' in event)
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self.assertTrue('open' in event)
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self.assertTrue('high' in event)
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self.assertTrue('low' in event)
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self.assertTrue('close' in event)
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self.assertTrue('volume' in event)
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self.assertTrue('price' in event)
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self.assertTrue(isinstance(event['volume'], (int, long)))
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+21
-1
@@ -14,7 +14,8 @@
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# limitations under the License.
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from unittest import TestCase
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from zipline.utils.factory import load_from_yahoo
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from zipline.utils.factory import (load_from_yahoo,
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load_bars_from_yahoo)
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import pandas as pd
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import pytz
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import numpy as np
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@@ -36,3 +37,22 @@ class TestFactory(TestCase):
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AssertionError, load_from_yahoo, stocks=stocks,
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start=end, end=start
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)
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def test_load_bars_from_yahoo(self):
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stocks = ['AAPL', 'GE']
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start = pd.datetime(1993, 1, 1, 0, 0, 0, 0, pytz.utc)
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end = pd.datetime(2002, 1, 1, 0, 0, 0, 0, pytz.utc)
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data = load_bars_from_yahoo(stocks=stocks, start=start, end=end)
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assert data.major_axis[0] == pd.Timestamp('1993-01-04 00:00:00+0000')
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assert data.major_axis[-1] == pd.Timestamp('2001-12-31 00:00:00+0000')
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for stock in stocks:
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assert stock in data.items
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for ohlc in ['open', 'high', 'low', 'close', 'volume', 'price']:
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assert ohlc in data.minor_axis
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np.testing.assert_raises(
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AssertionError, load_bars_from_yahoo, stocks=stocks,
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start=end, end=start
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)
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@@ -1,3 +1,4 @@
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#
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# Copyright 2012 Quantopian, Inc.
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#
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@@ -357,7 +357,7 @@ def create_test_panel_source(trading_calendar=None):
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return DataPanelSource(panel), panel
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def load_from_yahoo(indexes=None, stocks=None, start=None, end=None):
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def _load_raw_yahoo_data(indexes=None, stocks=None, start=None, end=None):
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"""Load closing prices from yahoo finance.
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:Optional:
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@@ -398,8 +398,21 @@ def load_from_yahoo(indexes=None, stocks=None, start=None, end=None):
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print name
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stkd = DataReader(ticker, 'yahoo', start, end).sort_index()
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data[name] = stkd
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return data
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df = pd.DataFrame({key: d['Close'] for key, d in data.iteritems()})
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def load_from_yahoo(indexes=None, stocks=None, start=None, end=None):
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data = _load_raw_yahoo_data(indexes, stocks, start, end)
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df = pd.DataFrame({key: d['Adj Close'] for key, d in data.iteritems()})
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df.index = df.index.tz_localize(pytz.utc)
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return df
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def load_bars_from_yahoo(indexes=None, stocks=None, start=None, end=None):
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data = _load_raw_yahoo_data(indexes, stocks, start, end)
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panel = pd.Panel(data)
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# Rename columns
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panel.minor_axis = ['open', 'high', 'low', 'close', 'volume', 'price']
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panel.major_axis = panel.major_axis.tz_localize(pytz.utc)
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return panel
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