diff --git a/.gitignore b/.gitignore
index 1c0ceff9..b48152c7 100644
--- a/.gitignore
+++ b/.gitignore
@@ -6,6 +6,9 @@ __pycache__/
*.py[cod]
*$py.class
+# CSV files and doc files used for backtesting
+*.doc
+
# C extensions
*.so
@@ -99,4 +102,17 @@ ENV/
.ropeproject
# mkdocs documentation
-/site
\ No newline at end of file
+/site
+
+# Ignore specific files
+/marketData
+/utils
+positions_put_vertical_01_11_21.csv
+positions_put_vertical_01_11_21.log
+positions_put_vertical_01_12_21.csv
+positions_put_vertical_01_12_21.log
+positions_put_vertical_strat_close_at_50_percent_01_08_21_fixed_pl_percentage.csv
+positions_put_vertical_strat_close_at_50_percent_01_10_21_try_comms_fees.csv
+positions_strangle_01_15_21.csv
+positions_strangle_01_15_21.log
+session.log
\ No newline at end of file
diff --git a/.idea/Backtester.iml b/.idea/Backtester.iml
deleted file mode 100644
index 67116063..00000000
--- a/.idea/Backtester.iml
+++ /dev/null
@@ -1,11 +0,0 @@
-
-
-
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
deleted file mode 100644
index 0ed3b438..00000000
--- a/.idea/misc.xml
+++ /dev/null
@@ -1,4 +0,0 @@
-
-
-
-
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
deleted file mode 100644
index 7f4a9726..00000000
--- a/.idea/modules.xml
+++ /dev/null
@@ -1,8 +0,0 @@
-
-
-
-
-
-
-
-
\ No newline at end of file
diff --git a/LICENSE.md b/LICENSE.md
new file mode 100644
index 00000000..3e371741
--- /dev/null
+++ b/LICENSE.md
@@ -0,0 +1,21 @@
+MIT License
+
+Copyright (c) 2016 Michael Santoro
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.
diff --git a/README.md b/README.md
new file mode 100644
index 00000000..84829c47
--- /dev/null
+++ b/README.md
@@ -0,0 +1,61 @@
+# OptionSuite
+Option / stock strategy backtester and live trader* framework.
+
+[Getting started](#getting-started) decribes what you need in order to get started backtesting.
+
+Please note that you need to purchase a [data package](#getting-the-data) in order to use this library since the sample data is quite limited.
+
+# Objective
+The objective of the OptionSuite library is to create a general framework to backtest options strategies and to be extensible enough to handle live trading.
+
+*Live trader is currently not supported, but the general framework is in place to enable support for live trading.
+
+# Overview of Library
+The library is designed in a modular way, and several abstractions are provided which allow the user to add additional features. The directory structure of the library is as follows:
+
+**base** - contains the abstract options class (option.py) and the two derived classes (call.py and put.py), which serve as the general options types for all other classes.
+
+**dataHandler** - contains the abstract class (dataHandler.py), which is set up to handle loading option data from different sources. The framework has been tested with CSV data, and a CSV data handler class (csvData.py) is provided to load tick data provided through the CSV format. Any example CSV format is provided in the **sampleData** directory. More information on the CSV data needed for back testing is covered in the [getting started section](#getting-started) section.
+
+**dataProviders.json** - this file configures the columns of the CSV data source that you are using for the backtest.
+
+**pricingConfig.json** - this file configures the commission and fee structure for the brokerage used.
+
+**events** - the entire library / framework is event driven, and the abstract event class (event.py) handles the creation and deletion of events. The framework currently supports two different types of events: tick events (tickEvent.py) and signal events (signalEvent.py). The tick events are used to load data from the **dataHandler** and create the base option types (puts and calls). Signal events are generated to indicate that the criteria for the strategy in **strategyManager** has been successfully met.
+
+**optionPrimitives** - option primitives allow for naked puts and calls as well as combinations of puts and calls. For example, an option primtive could describe a naked put, or it could describe a strangle, which is a combination of puts and calls. Since certain trades like strangles are common, the option primitives abstract class (optionPrimitive.py) wraps the base types (calls and puts), and describes the functionality needed to create and update the primitive. The strangle primitive (strangle.py) and put vertical primitive (putVertical.py) are fully functional.
+
+**portfolioManager** - the portfolio manager (portfolio.py) holds and manages all of the open positions. Potential positions are first generated by the **strategyManager**, and the portfolio manager opens a new positions if all risk paramters have been met. The portfolio is current held in memory, but a future implementation would ideally store the positions into a database or other non-volatile source.
+
+**sampleData** - a single file aapl_sample_ivolatility.csv is provided. This file is used for several of the units tests in the different classes, and it also serves as an example of the CSV data format provided by iVolatility.
+
+**strategyManager** - the strategy manager module provides an abstract class (strategy.py) which defines the basic parameters needed for an options strategy. The purpose of the strategy manager module is to filter the incoming tick data (by means of a tick event) to determine if a position should be opened (which would in turn fire a signal event). A strangle stategy (StrangleStrat.py) and put vertical strategy (putVerticalOnDownMoveStrat.py) are provided.
+
+**riskManagement** - the risk management module is used to determine when the trade should be exited. The risk management flag is stored along with each trade and accessed in the portfolio.
+
+**backTester.py** - this is the "main" method for the library. It sets up all parameters for a backtesting session, and initializes the **dataHandler** class, the **portfolioManager** class, the **strategyManager** class, and the **riskManagement** class. It is helpful to start with this file to see how all of the modules work together.
+
+# Getting Started
+*The library has been tested with Python 3.0+*
+
+To get started, you first need some historical data for the backtests.
+
+## Getting the Data
+
+The *combinedCSV.csv* file used during development and testing contains SPX data from 1990 to 2017 provided by [iVolatility](http://www.ivolatility.com/fast_data_sales_form1.j). If you'd like to use the same dataset I did, then you want to request the EOD Raw IV dataset for SPX.
+
+*There is a 10% discount on all orders greater than $100 if you use code SupraCV10PCTOFF in the "Please tell us what data you want to receive:" field.*
+
+You can request different time periods. A large time period such as 1990 to 2017 is broken up into multiple CSVs.
+
+## Loading the Data
+
+Once you have downloaded the data, simply update the two lines below, and you are ready to run *backTester.py*.
+
+```
+dataProvider = 'iVolatility'
+filename = '/Users/msantoro/PycharmProjects/Backtester/marketData/iVolatility/SPX/combinedCSV.csv'
+```
+
+# Troubleshooting
+Please send bugs or any other issues you encounter to [msantoro@gmail.com](mailto:msantoro@gmail.com). I will do my best to help you get up and running. You can also report an issue using GitHub's issue tracker.
diff --git a/backTester.py b/backTester.py
new file mode 100644
index 00000000..0bfc8437
--- /dev/null
+++ b/backTester.py
@@ -0,0 +1,159 @@
+import csv
+import datetime
+import decimal
+import logging
+import queue
+from dataHandler import csvData
+from events import event as event_class
+from optionPrimitives import optionPrimitive
+from riskManagement import putVerticalRiskManagement, strangleRiskManagement
+from strategyManager import strategy, strangleStrat, putVerticalOnDownMoveStrat
+from portfolioManager import portfolio
+from datetime import datetime
+from collections import defaultdict
+
+"""
+This file contains a basic strategy example, and can be thought of
+as an end-to-end test of the whole Backtester project.
+In this example, we actually backtest a strategy and do not use
+the suite for live trading. Live trading is currently not supported.
+"""
+
+class BackTestSession(object):
+ """Class for holding all parameters of backtesting session."""
+
+ def __init__(self):
+ # Create queue to hold events (ticks, signals, etc.).
+ self.eventQueue = queue.Queue()
+
+ # Create CsvData class object.
+ dataProvider = 'iVolatility'
+ filename = '/Users/msantoro/PycharmProjects/Backtester/marketData/iVolatility/SPX/combinedCSV.csv'
+ self.dataHandler = csvData.CsvData(csvPath=filename, dataProvider=dataProvider, eventQueue=self.eventQueue)
+
+ # Parameters for strangle strategy -- TODO: move params to file.
+ optCallDelta = 0.16
+ maxCallDelta = 0.30
+ optPutDelta = -0.16
+ maxPutDelta = -0.30
+ startDateTime = None
+ buyOrSell = optionPrimitive.TransactionType.SELL
+ underlyingTicker = 'SPX'
+ orderQuantity = 1
+ expCycle = strategy.ExpirationTypes.MONTHLY
+ optimalDTE = 45
+ minimumDTE = 35
+ maxBidAsk = 15 # A general rule of thumb is to take 0.001*underlyingPrice. Set to 15 to ignore field.
+ startingCapital = decimal.Decimal(200000)
+ self.maxCapitalToUse = 0.5 # Up to 50% of net liq can be used in trades.
+ maxCapitalToUsePerTrade = 0.10 # 10% max capital to use per trade / strategy.
+ # Set up strategy (strangle strategy) and risk management preference.
+ riskManagement = strangleRiskManagement.StrangleRiskManagement(
+ strangleRiskManagement.StrangleManagementStrategyTypes.CLOSE_AT_50_PERCENT) # strangleRiskManagement.StrangleManagementStrategyTypes.HOLD_TO_EXPIRATION)
+ self.strategyManager = strangleStrat.StrangleStrat(self.eventQueue, optCallDelta, maxCallDelta, optPutDelta,
+ maxPutDelta, buyOrSell, underlyingTicker,
+ orderQuantity, riskManagement, expCycle, optimalDTE,
+ minimumDTE, maxBidAsk=maxBidAsk,
+ maxCapitalToUsePerTrade=maxCapitalToUsePerTrade,
+ startDateTime=startDateTime)
+
+ # Set up portfolio.
+ # Dictionary used to keep track of portfolio value changes.
+ self.positionMonitoring = defaultdict(list)
+ pricingSource = 'tastyworks'
+ pricingSourceConfigFile = './dataHandler/pricingConfig.json'
+ self.portfolioManager = portfolio.Portfolio(startingCapital, self.maxCapitalToUse, maxCapitalToUsePerTrade,
+ positionMonitoring=self.positionMonitoring,
+ pricingSource=pricingSource,
+ pricingSourceConfigFile=pricingSourceConfigFile)
+ # Write params to log file to be able to track experiments.
+ logging.info(
+ 'optCallDelta: {} maxCallDelta: {} optPutDelta: {} maxPutDelta: {} startDateTime: {} underlyingTicker: {} orderQuantity: {} expCycle: {} optimalDTE: {} minimumDTE: {} maxBidAsk: {} riskManagement: {} startingCapital: {} self.maxCapitalToUse: {} maxCapitalToUsePerTrade: {} pricingSource: {}'.format(
+ optCallDelta, maxCallDelta, optPutDelta, maxPutDelta, startDateTime, underlyingTicker, orderQuantity, expCycle,
+ optimalDTE, minimumDTE, maxBidAsk, riskManagement.getRiskManagementType(), startingCapital,
+ self.maxCapitalToUse, maxCapitalToUsePerTrade, pricingSource))
+
+ # Parameters for put vertical strategy -- TODO: move params to file.
+ # optPutToSellDelta = -0.16
+ # maxPutToSellDelta = -0.20
+ # minPutToSellDelta = -0.12
+ # optPutToBuyDelta = -0.10
+ # maxPutToBuyDelta = -0.14
+ # minPutToBuyDelta = -0.06
+ # startDateTime = None # datetime.strptime('01/01/2005', '%m/%d/%Y')
+ # underlyingTicker = 'SPX'
+ # orderQuantity = 1
+ # expCycle = strategy.ExpirationTypes.MONTHLY
+ # optimalDTE = 45
+ # minimumDTE = 35
+ # maxBidAsk = 15 # A general rule of thumb is to take 0.001*underlyingPrice. Set to 15 to ignore field.
+ # percentDownToTrigger = -0.01
+ # numberDaysForMovingAverage = 0
+ # riskManagement = putVerticalRiskManagement.PutVerticalRiskManagement(
+ # putVerticalRiskManagement.PutVerticalManagementStrategyTypes.CLOSE_AT_50_PERCENT)
+ # startingCapital = decimal.Decimal(200000)
+ # self.maxCapitalToUse = 0.5 # Up to 50% of net liq can be used in trades.
+ # maxCapitalToUsePerTrade = 0.10 # 10% max capital to use per trade / strategy.
+ # self.strategyManager = putVerticalOnDownMoveStrat.PutVerticalOnDownMoveStrat(
+ # self.eventQueue, percentDownToTrigger, numberDaysForMovingAverage, optPutToBuyDelta, maxPutToBuyDelta,
+ # minPutToBuyDelta, optPutToSellDelta, maxPutToSellDelta, minPutToSellDelta, underlyingTicker, orderQuantity,
+ # riskManagement, expCycle, optimalDTE, minimumDTE, maxBidAsk=maxBidAsk,
+ # maxCapitalToUsePerTrade=maxCapitalToUsePerTrade, startDateTime=startDateTime)
+
+ # Set up portfolio.
+ # Dictionary used to keep track of portfolio value changes.
+ # self.positionMonitoring = defaultdict(list)
+ # pricingSource = 'tastyworks'
+ # pricingSourceConfigFile = './dataHandler/pricingConfig.json'
+ # self.portfolioManager = portfolio.Portfolio(startingCapital, self.maxCapitalToUse, maxCapitalToUsePerTrade,
+ # positionMonitoring=self.positionMonitoring,
+ # pricingSource=pricingSource,
+ # pricingSourceConfigFile=pricingSourceConfigFile)
+ # # Write params to log file to be able to track experiments.
+ # logging.info('optPutToSellDelta: {} maxPutToSellDelta: {} minPutToSellDelta: {} optPutToBuyDelta: {} maxPutToBuyDelta: {} minPutToBuyDelta: {} startDateTime: {} underlyingTicker: {} orderQuantity: {} expCycle: {} optimalDTE: {} minimumDTE: {} maxBidAsk: {} percentDownToTrigger: {} numberDaysForMovingAverage: {} riskManagement: {} startingCapital: {} self.maxCapitalToUse: {} maxCapitalToUsePerTrade: {} pricingSource: {}'.format(
+ # optPutToSellDelta, maxPutToSellDelta, minPutToSellDelta, optPutToBuyDelta, maxPutToBuyDelta,
+ # minPutToBuyDelta, startDateTime, underlyingTicker, orderQuantity, expCycle, optimalDTE, minimumDTE,
+ # maxBidAsk, percentDownToTrigger, numberDaysForMovingAverage, riskManagement.getRiskManagementType(),
+ # startingCapital, self.maxCapitalToUse, maxCapitalToUsePerTrade, pricingSource))
+
+def run(session):
+ while (1): #Infinite loop to keep processing items in queue.
+ try:
+ event = session.eventQueue.get(False)
+ except queue.Empty:
+ #Get data for tick event.
+ if not session.dataHandler.getNextTick():
+ # Get out of infinite while loop; no more data available.
+ break
+ else:
+ if event is not None:
+ if event.type == event_class.EventTypes.TICK:
+ session.portfolioManager.updatePortfolio(event)
+ # We pass the net liquidity and available buying power to the strategy.
+ availableBuyingPower = decimal.Decimal(
+ session.maxCapitalToUse)*session.portfolioManager.netLiquidity - session.portfolioManager.totalBuyingPower
+ session.strategyManager.checkForSignal(event, session.portfolioManager.netLiquidity, availableBuyingPower)
+ elif event.type == event_class.EventTypes.SIGNAL:
+ session.portfolioManager.onSignal(event)
+ else:
+ raise NotImplemented("Unsupported event.type '%s'." % event.type)
+
+if __name__ == "__main__":
+
+ # Set up basename for output files.
+ baseName = 'positions_strangle_01_15_21'
+
+ # Set up logging for the session.
+ logging.basicConfig(filename=baseName+'.log', level=logging.DEBUG)
+
+ # Create a session and configure the session.
+ session = BackTestSession()
+
+ # Run the session.
+ run(session)
+
+ # Write position monitoring to CSV file.
+ with open(baseName + '.csv', 'w') as outfile:
+ writer = csv.writer(outfile)
+ writer.writerow(session.positionMonitoring.keys())
+ writer.writerows(zip(*session.positionMonitoring.values()))
\ No newline at end of file
diff --git a/base/call.py b/base/call.py
index 205080a8..dcdbe600 100644
--- a/base/call.py
+++ b/base/call.py
@@ -1,25 +1,7 @@
-import option
+import dataclasses
+from base import option
+@dataclasses.dataclass
class Call(option.Option):
- """This class defines a CALL option, which inherits from the Option class"""
- def __init__(self, underlyingTicker, strikePrice, delta, DTE, longOrShort=None, underlyingPrice=None,
- optionSymbol=None, optionAlias=None, bidPrice=None, askPrice=None, openInterest=None,
- volume=None, dateTime=None, theta=None, gamma=None, rho=None, vega=None, impliedVol=None,
- exchangeCode=None, exercisePrice=None, assignPrice=None, openCost=None, closeCost=None, tradeID=None):
-
- __optionType = "CALL"
-
- option.Option.__init__(self, underlyingTicker, strikePrice, __optionType, delta, DTE, longOrShort,
- underlyingPrice, optionSymbol, optionAlias, bidPrice, askPrice, openInterest,
- volume, dateTime, theta, gamma, rho, vega, impliedVol, exchangeCode, exercisePrice,
- assignPrice, openCost, closeCost, tradeID)
-
-
-
- #def getUnderlyingTicker(self):
-
- # return self.getUnderlyingTicker()
-
-
- #def getStrikePrice(self):
- # return self.getStrikePrice()
+ """This class defines a CALL option, which inherits from the Option class."""
+ optionType: option.OptionTypes = option.OptionTypes.CALL
diff --git a/base/callTest.py b/base/callTest.py
index a8512f7b..cbdf785e 100644
--- a/base/callTest.py
+++ b/base/callTest.py
@@ -1,14 +1,17 @@
+import datetime
import unittest
-import call
+from base import call
+from base import option
class TestCallOption(unittest.TestCase):
- def testCallOptionCreation(self):
-
- #Create CALL option
- callOption = call.Call('SPY', 250, 0.3, 45)
-
- self.assertEqual(callOption.getStrikePrice(), 250)
- self.assertEqual(callOption.getUnderlyingTicker(), 'SPY')
+ def testCallOptionCreation(self):
+ """Tests that a CALL option is created successfully."""
+ callOption = call.Call(underlyingTicker='SPY', strikePrice=250, delta=0.3,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/01/2050', "%m/%d/%Y"),
+ bidPrice = 1.50, askPrice = 1.00, tradePrice = 3.00)
+ self.assertEqual(callOption.strikePrice, 250)
+ self.assertEqual(callOption.optionType, option.OptionTypes.CALL)
if __name__ == '__main__':
unittest.main()
diff --git a/base/option.py b/base/option.py
index 6e5f65d1..01ca71b9 100644
--- a/base/option.py
+++ b/base/option.py
@@ -1,174 +1,110 @@
-
-class Option(object):
- """This class defines one the basic types for the backtester or live trader -- an option.
- Other classes such as put or call will be derived from this class
-
- An option has the following internals
- -Underlying price
- -Underlying ticker symbol
- -Option Symbol
- -Alias (old symbol for option if it exists)
- -Strike price
- -Buy/Sell (long/short) -- binary value
- -Bid price
- -Ask price
- -Open interest
- -Volume
- -Quote Date / Time
- -Delta
- -Theta
- -Gamma
- -Rho
- -Vega
- -Implied Volatility
- -Days to Expiration
- -Exchange Code
- -Exercise Price
- -Assignment price
- -Cost to open
- -Cost to close
- -Trade ID: used to keep track of trade / may not be needed
-
- Attributes:
- underlyingPrice: price of the underlying / stock which has option derivatives in dollars
- underlyingTicker: ticker symbol (e.g., SPY) of underlying
- optionSymbol: code different than the underlying ticker used to denote option
- optionAlias: old code used to denote option if it changed; usually blank
- strikePrice: strike price of option
- optionType: put or call
- longOrShort: indicates if we are long or short the option; 'Long' = long and 'Short' = short
- bidPrice: current bid price of option
- askPrice: current asking price of option
- openInterest: number of open option contracts
- volume: number of contracts traded
- dateTime: data / time of quote recieved; would also be data / time bought / sold
- delta: greek for quantifying percent of stock we're long or short (-1 to 1)
- theta: daily return in dollars if no movement in underlying price
- gamma: describes rate of change of delta (float)
- rho: how much option price changes with change in interest rate (dollars)
- vega: change in price of option for every 1% change in volatility
- impliedVol: implied volatility percentage (calculated using Black Scholes & binominal tree
- DTE: days to expiration of option
- exchangeCode: symbol used to denote which exchanged used or where quote came from
- exercisePrice: price to exercise option early
- assignPrice: price you must pay if other party exercises option
- openCost: cost to open the option trade
- closeCost: cost to close out the option trade
- tradeID: used to keep track of the trade that was put on so we can reference it later
- the tradeID is associated with both the strategy and the options in the strategy
+import abc
+import dataclasses
+import datetime
+import decimal
+import enum
+from typing import Optional, Text
+
+class OptionTypes(enum.Enum):
+ PUT = 0
+ CALL = 1
+
+@dataclasses.dataclass
+class Option(abc.ABC):
+ """This class defines the basic type for the backtester or live trader -- an option.
+ Other classes such as put or call are derived from this class.
+
+ Attributes:
+ underlyingTicker: ticker symbol (e.g., SPY) of underlying.
+ strikePrice: strike price of option.
+ expirationDateTime: date/time at which option expires.
+ underlyingPrice: price of the underlying / stock which has option derivatives in dollars.
+ optionSymbol: code different than the underlying ticker used to denote option.
+ bidPrice: current bid price of option.
+ askPrice: current asking price of option.
+ tradePrice: price of option when trade was executed / put on.
+ openInterest: number of open option contracts.
+ volume: number of contracts traded.
+ dateTime: date / time of last updated option chain.
+ tradeDateTime: data/time that option was added.
+ delta: greek for quantifying percent of stock we're long or short (-1 to 1).
+ theta: daily return in dollars if no movement in underlying price.
+ gamma: describes rate of change of delta (float).
+ rho: how much option price changes with change in interest rate (dollars).
+ vega: change in price of option for every 1% change in volatility.
+ impliedVol: implied volatility percentage.
+ exchangeCode: symbol used to denote which exchanged used or where quote came from.
+ exercisePrice: price to exercise option early.
+ assignPrice: price you must pay if other party exercises option.
+ openCost: cost to open the option trade.
+ closeCost: cost to close out the option trade.
"""
-
- def __init__(self, underlyingTicker, strikePrice, optionType, delta, DTE, longOrShort=None,
- underlyingPrice=None, optionSymbol=None, optionAlias=None, bidPrice=None,
- askPrice=None, openInterest=None, volume=None, dateTime=None, theta=None,
- gamma=None, rho=None, vega=None, impliedVol=None, exchangeCode=None,
- exercisePrice=None, assignPrice=None, openCost=None, closeCost=None,
- tradeID=None):
- """Inits Option class with constructor data. We check to make sure that
- the user doesn't try to instantiate the Option class"""
-
- if self.__class__ == Option:
- raise NotImplementedError, "Cannot create object of class Option; must use PUT or CALL " \
- "classes"
-
- self.__underlyingPrice = underlyingPrice
- self.__underlyingTicker = underlyingTicker
- self.__optionSymbol = optionSymbol
- self.__optionAlias = optionAlias
- self.__strikePrice = strikePrice
- self.__optionType = optionType
- self.__longOrShort = longOrShort
- self.__bidPrice = bidPrice
- self.__askPrice = askPrice
- self.__openInterest = openInterest
- self.__volume = volume
- self.__dateTime = dateTime
- self.__delta = delta
- self.__theta = theta
- self.__gamma = gamma
- self.__rho = rho
- self.__vega = vega
- self.__impliedVol = impliedVol
- self.__DTE = DTE
- self.__exchangeCode = exchangeCode
- self.__exercisePrice = exercisePrice
- self.__assignPrice = assignPrice
- self.__openCost = openCost
- self.__closeCost = closeCost
- self.__tradeID = tradeID
-
- def getUnderlyingPrice(self):
- return self.__underlyingPrice
-
- def getUnderlyingTicker(self):
- return self.__underlyingTicker
-
- def getOptionSymbol(self):
- return self.__optionSymbol
-
- def getOptionAlias(self):
- return self.__optionAlias
-
- def getStrikePrice(self):
- return self.__strikePrice
-
- def getOptionType(self):
- return self.__optionType
-
- def getLongOrShort(self):
- return self.__longOrShort
-
- def getBidPrice(self):
- return self.__bidPrice
-
- def getAskPrice(self):
- return self.__askPrice
-
- def getOpenInterest(self):
- return self.__openInterest
-
- def getOptionVolume(self):
- return self.__volume
-
- def getDateTime(self):
- return self.__dateTime
-
- def getDelta(self):
- return self.__delta
-
- def getTheta(self):
- return self.__theta
-
- def getGamma(self):
- return self.__gamma
-
- def getRho(self):
- return self.__rho
-
- def getVega(self):
- return self.__vega
-
- def getImpliedVol(self):
- return self.__impliedVol
-
- def getDTE(self):
- return self.__DTE
-
- def getExchangeCode(self):
- return self.__exchangeCode
-
- def getExercisePrice(self):
- return self.__exercisePrice
-
- def getAssignPrice(self):
- return self.__assignPrice
-
- def getOpenCost(self):
- return self.__openCost
-
- def getCloseCost(self):
- return self.__closeCost
-
- def getTradeID(self):
- return self.__tradeID
-
+ underlyingTicker: Text
+ strikePrice: decimal.Decimal
+ expirationDateTime: datetime.datetime
+ underlyingPrice: Optional[decimal.Decimal] = None
+ optionSymbol: Optional[Text] = None
+ bidPrice: Optional[decimal.Decimal] = None
+ askPrice: Optional[decimal.Decimal] = None
+ tradePrice: decimal.Decimal = None
+ openInterest: Optional[int] = None
+ volume: Optional[int] = None
+ dateTime: Optional[datetime.datetime] = None
+ tradeDateTime: Optional[datetime.datetime] = None
+ delta: Optional[float] = None
+ theta: Optional[float] = None
+ gamma: Optional[float] = None
+ rho: Optional[float] = None
+ vega: Optional[float] = None
+ impliedVol: Optional[float] = None
+ exchangeCode: Optional[Text] = None
+ exercisePrice: Optional[decimal.Decimal] = None
+ assignPrice: Optional[decimal.Decimal] = None
+ openCost: Optional[decimal.Decimal] = None
+ closeCost: Optional[decimal.Decimal] = None
+
+ def __post_init__(self):
+ if self.__class__ == Option:
+ raise TypeError('Cannot instantiate abstract class.')
+
+ def calcOptionPriceDiff(self) -> decimal.Decimal:
+ """Calculate the difference in price of the put/call when the trade was placed versus its current value.
+ Specifically, diff = original price - current price. The current price used is actually the mid price, or
+ the average of the bid price and ask price.
+ :return: price difference (original price - current price).
+ """
+ midPrice = (self.bidPrice + self.askPrice) / decimal.Decimal(2.0)
+ return (self.tradePrice - midPrice) * 100
+
+ def getNumDaysLeft(self) -> int:
+ """Determine the number of days between the current date/time and expiration date / time.
+ :return: number of days between curDateTime and expDateTime.
+ """
+ return (self.expirationDateTime - self.dateTime).days
+
+ def getMidPrice(self) -> decimal.Decimal:
+ """Calculate the mid price for the option."""
+ return (self.bidPrice + self.askPrice) / decimal.Decimal(2.0)
+
+ def updateOption(self, updatedOption: 'Option') -> None:
+ """Update the relevant values of the original option with those of the new option; e.g., update price, delta.
+ :param updatedOption: new option from the latest tick.
+ :raises ValueError: option cannot be updated.
+ """
+ # Check that we are dealing with the same option.
+ if self.underlyingTicker == updatedOption.underlyingTicker and self.strikePrice == updatedOption.strikePrice and (
+ self.expirationDateTime == updatedOption.expirationDateTime):
+ self.underlyingPrice = updatedOption.underlyingPrice
+ self.bidPrice = updatedOption.bidPrice
+ self.askPrice = updatedOption.askPrice
+ self.openInterest = updatedOption.openInterest
+ self.volume = updatedOption.volume
+ self.dateTime = updatedOption.dateTime
+ self.delta = updatedOption.delta
+ self.theta = updatedOption.theta
+ self.gamma = updatedOption.gamma
+ self.rho = updatedOption.rho
+ self.vega = updatedOption.vega
+ self.impliedVol = updatedOption.impliedVol
+ else:
+ raise ValueError('Cannot update option; this option appears to be from a different option chain.')
diff --git a/base/optionTest.py b/base/optionTest.py
index c2c130bd..7e526119 100644
--- a/base/optionTest.py
+++ b/base/optionTest.py
@@ -1,19 +1,13 @@
+import datetime
import unittest
-import option
+from base import option
class TestOptionsClass(unittest.TestCase):
- def testOptionClassCreation(self):
- #Below we test if an exception is thrown when try to instantiate the class
- #We should not be able to instantitate the Option class
- failed = False
- try:
- classObj = option.Option('SPY', 250, 'PUT', 0.3, 45)
- except NotImplementedError:
- failed = True
-
- #This should pass if an exception is raised above
- self.assertEqual(failed, True)
+ def testOptionClassCreation(self):
+ """Tests than an exception is raised when class is instantiated."""
+ with self.assertRaisesRegex(TypeError, "Cannot instantiate abstract class."):
+ option.Option(underlyingTicker='SPY', strikePrice=250, delta=0.3, expirationDateTime=datetime.datetime.now())
if __name__ == '__main__':
unittest.main()
diff --git a/base/put.py b/base/put.py
index 12810e3f..116322ab 100644
--- a/base/put.py
+++ b/base/put.py
@@ -1,18 +1,7 @@
-import option
+import dataclasses
+from base import option
+@dataclasses.dataclass
class Put(option.Option):
- """This class defines a PUT option, which inherits from the Option class"""
- def __init__(self, underlyingTicker, strikePrice, delta, DTE, longOrShort=None, underlyingPrice=None,
- optionSymbol=None, optionAlias=None, bidPrice=None, askPrice=None, openInterest=None,
- volume=None, dateTime=None, theta=None, gamma=None, rho=None, vega=None, impliedVol=None,
- exchangeCode=None, exercisePrice=None, assignPrice=None, openCost=None, closeCost=None, tradeID=None):
-
- __optionType = "PUT"
-
- option.Option.__init__(self, underlyingTicker, strikePrice, __optionType, delta, DTE, longOrShort,
- underlyingPrice, optionSymbol, optionAlias, bidPrice, askPrice, openInterest,
- volume, dateTime, theta, gamma, rho, vega, impliedVol, exchangeCode, exercisePrice,
- assignPrice, openCost, closeCost, tradeID)
-
-
- # def getUnderlyingPrice(self):
\ No newline at end of file
+ """This class defines a PUT option, which inherits from the Option class."""
+ optionType: option.OptionTypes = option.OptionTypes.PUT
diff --git a/base/putTest.py b/base/putTest.py
index 027ae4f3..e47242a3 100644
--- a/base/putTest.py
+++ b/base/putTest.py
@@ -1,14 +1,45 @@
+import datetime
+import decimal
import unittest
-import put
+from base import put
-class TestCallOption(unittest.TestCase):
- def testCallOptionCreation(self):
+class TestPutOption(unittest.TestCase):
+ def setUp(self):
+ self._putOptionToTest = put.Put(underlyingTicker='SPY', strikePrice=decimal.Decimal(250), delta=0.3,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/01/2050', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(1.50), askPrice=decimal.Decimal(1.00),
+ tradePrice=decimal.Decimal(3.00))
- #Create PUT option
- callOption = put.Put('SPY', 250, 0.3, 45)
+ def testCalcOptionPriceDiff(self):
+ """Tests that the difference between current price and trade price is calculated correctly."""
+ expectedPriceDiff = 175
+ self.assertEqual(self._putOptionToTest.calcOptionPriceDiff(), expectedPriceDiff)
- self.assertEqual(callOption.getStrikePrice(), 250)
- self.assertEqual(callOption.getUnderlyingTicker(), 'SPY')
+ def testNumberDaysUntilExpiration(self):
+ """Tests that the number of days to expiration is computed correctly."""
+ expectedDays = 10592
+ self.assertEqual(self._putOptionToTest.getNumDaysLeft(), expectedDays)
+
+ def testUpdateOptionSuccess(self):
+ """Tests that option values are successfully updated with latest data."""
+ updatedPut = put.Put(underlyingTicker='SPY', strikePrice=250, delta=0.3,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/01/2050', "%m/%d/%Y"), bidPrice=0.50,
+ askPrice=0.75, tradePrice=3.00)
+ self._putOptionToTest.updateOption(updatedPut)
+ self.assertEqual(self._putOptionToTest.bidPrice, 0.50)
+ self.assertEqual(self._putOptionToTest.askPrice, 0.75)
+
+ def testUpdateOptionInvalidOptionStrikePrice(self):
+ """Tests that error is raised if we update an option with different parameters (wrong strike price)."""
+ updatedPut = put.Put(underlyingTicker='SPY', strikePrice=255, delta=0.3,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/01/2050', "%m/%d/%Y"), bidPrice=0.50,
+ askPrice=0.75, tradePrice=3.00)
+ with self.assertRaisesRegex(ValueError, ('Cannot update option; this option appears to be from a different option '
+ 'chain.')):
+ self._putOptionToTest.updateOption(updatedPut)
if __name__ == '__main__':
unittest.main()
diff --git a/base/stock.py b/base/stock.py
index 2473d7b9..09957a9a 100644
--- a/base/stock.py
+++ b/base/stock.py
@@ -1,88 +1,32 @@
-
-class Stock(object):
- """This class defines one the basic types for the backtester or live trader -- a stock.
-
- A stock has the following internals
- -Underlying price
- -Underlying ticker symbol
- -Buy/Sell (long/short) -- binary value
- -Bid price
- -Ask price
- -Open interest
- -Volume
- -Quote Date / Time
- -Exchange Code
- -Cost to open
- -Cost to close
- -Trade ID: used to keep track of trade / may not be needed
-
- Attributes:
- underlyingPrice: price of the underlying / stock which has option derivatives in dollars
- underlyingTicker: ticker symbol (e.g., SPY) of underlying
- longOrShort: indicates if we are long or short the stock; 'Long' = long and 'Short' = short
- bidPrice: current bid price of option
- askPrice: current asking price of option
- openInterest: number of open option contracts
- volume: number of contracts traded
- dateTime: data / time of quote recieved; would also be data / time bought / sold
- exchangeCode: symbol used to denote which exchanged used or where quote came from
- openCost: cost to open the option trade
- closeCost: cost to close out the option trade
- tradeID: used to keep track of the trade that was put on so we can reference it later
- the tradeID is associated with both the strategy and the options in the strategy
+import dataclasses
+import datetime
+import decimal
+from typing import Optional, Text
+
+@dataclasses.dataclass
+class Stock:
+ """This class defines one the basic types for the backtester or live trader -- a stock.
+ Attributes:
+ underlyingPrice: price of the underlying / stock which has option derivatives in dollars.
+ underlyingTicker: ticker symbol (e.g., SPY) of underlying.
+ bidPrice: current bid price of option.
+ askPrice: current asking price of option.
+ tradePrice: price of stock when order was executed.
+ openInterest: number of open option contracts.
+ volume: number of contracts traded.
+ dateTime: data / time of quote received; would also be data / time bought / sold.
+ exchangeCode: symbol used to denote which exchanged used or where quote came from.
+ openCost: cost to open the option trade.
+ closeCost: cost to close out the option trade.
"""
-
- def __init__(self, underlyingTicker, longOrShort, underlyingPrice=None, bidPrice=None,
- askPrice=None, openInterest=None, volume=None, dateTime=None, exchangeCode=None,
- openCost=None, closeCost=None, tradeID=None):
- """Inits Stock class with constructor data."""
-
- self.__underlyingPrice = underlyingPrice
- self.__underlyingTicker = underlyingTicker
- self.__longOrShort = longOrShort
- self.__bidPrice = bidPrice
- self.__askPrice = askPrice
- self.__openInterest = openInterest
- self.__volume = volume
- self.__dateTime = dateTime
- self.__exchangeCode = exchangeCode
- self.__openCost = openCost
- self.__closeCost = closeCost
- self.__tradeID = tradeID
-
- def getUnderlyingPrice(self):
- return self.__underlyingPrice
-
- def getUnderlyingTicker(self):
- return self.__underlyingTicker
-
- def getLongOrShort(self):
- return self.__longOrShort
-
- def getBidPrice(self):
- return self.__bidPrice
-
- def getAskPrice(self):
- return self.__askPrice
-
- def getOpenInterest(self):
- return self.__openInterest
-
- def getOptionVolume(self):
- return self.__volume
-
- def getDateTime(self):
- return self.__dateTime
-
- def getExchangeCode(self):
- return self.__exchangeCode
-
- def getOpenCost(self):
- return self.__openCost
-
- def getCloseCost(self):
- return self.__closeCost
-
- def getTradeID(self):
- return self.__tradeID
-
+ underlyingPrice: decimal.Decimal
+ underlyingTicker: Text
+ bidPrice: Optional[decimal.Decimal] = None
+ askPrice: Optional[decimal.Decimal] = None
+ tradePrice: decimal.Decimal = None
+ openInterest: Optional[int] = 0
+ volume: Optional[int] = 0
+ dateTime: Optional[datetime.datetime] = None
+ exchangeCode: Optional[Text] = None
+ openCost: Optional[decimal.Decimal] = None
+ closeCost: Optional[decimal.Decimal] = None
\ No newline at end of file
diff --git a/base/stockTest.py b/base/stockTest.py
index e4b5a0bb..94bdfb2a 100644
--- a/base/stockTest.py
+++ b/base/stockTest.py
@@ -1,15 +1,13 @@
import unittest
-import stock
+from base import stock
class TestStockClass(unittest.TestCase):
- def testStockClassCreation(self):
-
- #Test Stock class creation and getter methods
- classObj = stock.Stock('SPY', 'Long', 250)
-
- self.assertEqual(classObj.getUnderlyingTicker(), 'SPY')
- self.assertEqual(classObj.getLongOrShort(), 'Long')
- self.assertEqual(classObj.getUnderlyingPrice(), 250)
+ def testStockClassCreation(self):
+ # Test Stock class creation and getter methods
+ stockObj = stock.Stock(underlyingTicker='SPY', underlyingPrice=250)
+ # Test that the underlying ticker, direction, and underlying price are populated correctly.
+ self.assertEqual(stockObj.underlyingTicker, 'SPY')
+ self.assertEqual(stockObj.underlyingPrice, 250)
if __name__ == '__main__':
unittest.main()
diff --git a/dataHandler/csvData.py b/dataHandler/csvData.py
index 54506c3b..c245a8d6 100644
--- a/dataHandler/csvData.py
+++ b/dataHandler/csvData.py
@@ -1,178 +1,238 @@
-import pandas as pd
+import csv
import datetime
-from dataHandler import DataHandler
-from base import stock
+import decimal
+import json
+import logging
+import pandas as pd
+import queue
+from dataHandler import dataHandler
from base import call
from base import put
-from event import tickEvent
+from base import option
+from events import tickEvent
+from typing import Iterable, Mapping, Text
+class CsvData(dataHandler.DataHandler):
+ """This class handles data from CSV files which will be used for backtesting sessions."""
-class CsvData(DataHandler):
- """This class handles data from CSV files which will be used
- for backtests. The choice of handling a CSV file is through pandas
- The purpose of this class is to get handle CSV data operations
- """
-
- def __init__(self, csvDir, filename, dataProvider, eventQueue):
- """
- csvDir: input CSV directory of files used in backtesting
- filename: filename of CSV to process
- curRow: current row we are processing in the CSV
- dataAvailable: indicates the data source has been opened successfully
- dataFrame: pandas dataframe which contains the CSV
- dataProvider: historical data provider (e.g, provider of CSV)
- eventQueue: location to place new data tick event
- """
- self.__csvDir = csvDir
- self.__curRow = 0
- self.__dataAvailable = False
- self.__dataFrame = None
- self.__dataProvider = dataProvider
- self.__eventQueue = eventQueue
-
- self.openDataSource(filename)
-
- def openDataSource(self, filename):
- """
- Used to connect to the data source for the first time
- In the case of a CSV, this means opening the file
- The directory used is determined on init
-
- Args:
- filename: input CSV file which contains historical data
-
- Returns:
- pandas dataframe of loaded CSV file
- """
-
- try:
- self.__dataFrame = pd.read_csv(self.__csvDir + '/' + filename)
- self.__dataAvailable = True
- except IOError:
- print("Unable to open data source")
- raise
-
- if len(self.__dataFrame.columns) != 24:
- print("CSV did not have right number of columns")
- raise
-
- def getNextTick(self):
- """
- Used to get the next available piece of data from the data source
- For the CSV example, this would likely be the next row of the CSV
- """
-
- # Check that data source has been opened
- if self.__dataAvailable:
-
- # Attempt to get data from CSV at row __curRow
- try:
- curRowData = self.__dataFrame.ix[self.__curRow]
- except:
- curRowData = None
- #return curRowData
-
- # Create a base data type -- stock, put, or call
- baseType = self.createBaseType(curRowData)
- if baseType != None:
-
- #Create event and add to queue
- event = tickEvent.TickEvent()
- event.createEvent(baseType)
- self.__eventQueue.put(event)
-
- # Increment to the next row
- self.__curRow += 1
-
- #return baseType
- else:
- # Increment to the next row
- self.__curRow += 1
- #TODO: need to do some action here
- #return None
+ def __init__(self, csvPath: Text, dataProvider: Text, eventQueue: queue.Queue) -> None:
+ """Initializes CSV data parameters for file reading.
+ Attributes:
+ csvPath: path to CSV file used in backtesting.
+ dataProvider: historical data provider (e.g, provider of CSV).
+ eventQueue: location to place new data tick event.
+ """
+ self.__csvPath = csvPath
+ self.__curTimeDate = None
+ self.__dataConfig = None
+ self.__csvReader = None
+ self.__csvColumnNames = None
+ self.__dateColumnIndex = None
+ self.__nextTimeDateRow = None
+ self.__dataProvider = dataProvider
+ self.__eventQueue = eventQueue
+
+ # Open data source. Raises exception if failure.
+ self.__dataConfig = self.__openDataSource()
+
+ def __openDataSource(self) -> Mapping[Text, int]:
+ """Used to connect to the data source for the first time. In the case of a CSV, this means opening the file.
+ The directory used is determined during initialization.
+ :return dictionary from dataProvider.json file.
+ :raises FileNotFoundError: Cannot find a CSV at specified location.
+ :raises ValueError: Cannot load data as a JSON file.
+ :raises ValueError: Requested data provider not found in JSON file.
+ :raises ValueError: Number of CSV columns not provided in JSON file.
+ :raises ValueError: Number of columns read from CSV does not match number of columns in JSON file.
+ """
+ try:
+ fileHandle = open(self.__csvPath, 'r')
+ except OSError as e:
+ raise OSError('Unable to open CSV at location: %s.' % self.__csvPath) from e
+
+ # Load data provider information from dataProviders.json file.
+ try:
+ with open('./dataHandler/dataProviders.json') as dataProvider:
+ dataConfig = json.load(dataProvider)
+ except (FileNotFoundError, json.decoder.JSONDecodeError) as e:
+ raise ValueError('Failure when trying to open / load data from JSON file: %s.' % (
+ 'dataHandler/dataProviders.json')) from e
+
+ # Check that data provider in JSON file matches the provided string in self._dataProvider
+ if not self.__dataProvider in dataConfig:
+ raise ValueError('The requested data provider: %s was not found in dataProviders.json' % self.__dataProvider)
+
+ # Check that the number of columns in the CSV matches the number specified by the config file.
+ self.__csvReader = csv.reader(fileHandle)
+ self.__csvColumnNames = next(self.__csvReader)
+ numberCsvColumns = len(self.__csvColumnNames)
+ if 'number_columns' not in dataConfig[self.__dataProvider]:
+ raise ValueError('number_columns not provided in dataProviders.json file')
+ if not numberCsvColumns == dataConfig[self.__dataProvider]['number_columns']:
+ raise ValueError('Number of columns read from CSV did not match the number of columns in dataProviders.json')
+ return dataConfig
+
+ def __getOptionChain(self) -> pd.DataFrame:
+ """Used to get the option chain data for the underlying. The option chain consists of all of the puts and calls
+ at all strikes currently listed for the underlying.
+ :return Pandas dataframe with option chain data.
+ """
+ # Get the first date if self.__curTimeDate is None.
+ dateColumnName = self.__dataConfig[self.__dataProvider]['column_names']['dateTime']
+ if self.__curTimeDate is None:
+ # Find the index of the date column in the header row of the CSV.
+ for index, column in enumerate(self.__csvColumnNames):
+ if column == dateColumnName:
+ self.__dateColumnIndex = index
+ if self.__dateColumnIndex is None:
+ raise TypeError('The dateColumnName was not found in the CSV.')
+
+ rowList = []
+ # Get the next row of the CSV and convert the date column to a datetime object.
+ row = next(self.__csvReader)
+ rowList.append(row)
+ self.__curTimeDate = datetime.datetime.strptime(row[self.__dateColumnIndex],
+ self.__dataConfig[self.__dataProvider]['date_time_format'])
+
+ # Get the rest of the rows that match the curTimeDate.
+ for row in self.__csvReader:
+ if datetime.datetime.strptime(row[self.__dateColumnIndex],
+ self.__dataConfig[self.__dataProvider]['date_time_format']) == self.__curTimeDate:
+ rowList.append(row)
else:
- #TODO: Need to do something here
- pass
- #return None
-
- def getCSVDir(self):
- """
- Used to get the name of the CSV directory
- """
- return self.__csvDir
-
- def createBaseType(self, inputData):
- """
- Used to take a tick (e.g., row from CSV) and create a base type
- such as a stock or option (call or put)
- """
- if self.__dataProvider == "iVolatility":
- #CSV header
- #symbol, exchange, company_name, date, stock_price_close, option_symbol, expiration_date, strike,
- #call_put, style, ask, bid, mean_price, settlement, iv, volume, open_interest, stock_price_for_iv,
- #isinterpolated, delta, vega, gamma, theta, rho
-
- #Do type checking on fields
- underlyingTicker = inputData['symbol']
-
- exchange = inputData['exchange']
- optionSymbol = inputData['option_symbol']
-
- #Check if style is American or European
- style = inputData['style']
- if style != 'A' and style != 'E':
- return None
-
- #Check that underlyingTicker is a character string
- if not underlyingTicker.isalpha():
- return None
-
- #Check that fields below are floating point numbers
- try:
- strikePrice = float(inputData['strike'])
- underlyingPrice = float(inputData['stock_price_close'])
- askPrice = float(inputData['ask'])
- bidPrice = float(inputData['bid'])
- impliedVol = float(inputData['iv'])
- volume = float(inputData['volume'])
- openInterest = int(inputData['open_interest'])
- delta = float(inputData['delta'])
- theta = float(inputData['theta'])
- vega = float(inputData['vega'])
- gamma = float(inputData['gamma'])
- rho = float(inputData['rho'])
-
- except:
- return None
-
- #Convert current date and expiration date to a datetime Python object
- try:
- DTE = datetime.datetime.strptime(inputData['expiration_date'], "%m/%d/%Y")
- dateTime = datetime.datetime.strptime(inputData['date'], "%m/%d/%Y")
- except:
- return None
-
- call_put = inputData['call_put']
-
- if call_put == 'C':
- #def __init__(self, underlyingTicker, strikePrice, delta, DTE, longOrShort=None, underlyingPrice=None,
- # optionSymbol=None, optionAlias=None, bidPrice=None, askPrice=None, openInterest=None,
- # volume=None, dateTime=None, theta=None, gamma=None, rho=None, vega=None, impliedVol=None,
- # exchangeCode=None, exercisePrice=None, assignPrice=None, openCost=None, closeCost=None, tradeID=None)
- return call.Call(underlyingTicker, strikePrice, delta, DTE, None, underlyingPrice, optionSymbol,
- None, bidPrice, askPrice, openInterest, volume, dateTime, theta, gamma, rho, vega,
- impliedVol, exchange)
-
- elif call_put == 'P':
- return put.Put(underlyingTicker, strikePrice, delta, DTE, None, underlyingPrice, optionSymbol,
- None, bidPrice, askPrice, openInterest, volume, dateTime, theta, gamma, rho, vega,
- impliedVol, exchange)
-
- else:
- return None
-
+ # Need to save the last row that doesn't match the curTimeDate so we can use it again.
+ self.__nextTimeDateRow = row
+ break
+
+ # Create a Pandas dataframe from the list of lists.
+ return pd.DataFrame(rowList, columns=self.__csvColumnNames)
+
+ else:
+ if self.__nextTimeDateRow is None:
+ logging.warning('None was returned for the nextTimeDateRow in the CSV reader.')
+ return pd.DataFrame()
+ # Get the date / time from the previously stored row.
+ self.__curTimeDate = datetime.datetime.strptime(self.__nextTimeDateRow[self.__dateColumnIndex],
+ self.__dataConfig[self.__dataProvider]['date_time_format'])
+
+ # Get all of the CSV rows for the curTimeDate.
+ rowList = []
+ rowList.append(self.__nextTimeDateRow)
+ for row in self.__csvReader:
+ if datetime.datetime.strptime(row[self.__dateColumnIndex],
+ self.__dataConfig[self.__dataProvider]['date_time_format']) == self.__curTimeDate:
+ rowList.append(row)
else:
- print("Unrecognized CSV data source provider")
- raise
+ # Need to save the last row that doesn't match the curTimeDate so we can use it again.
+ self.__nextTimeDateRow = row
+ break
+
+ # If no rows were added above, it means that there's no more data to read from the CSV.
+ if len(rowList) == 1:
+ self.__nextTimeDateRow = None
+ return pd.DataFrame()
+ # Create a Pandas dataframe from the list of lists.
+ return pd.DataFrame(rowList, columns=self.__csvColumnNames)
+
+ def __createBaseType(self, optionChain: pd.DataFrame) -> Iterable[option.Option]:
+ """
+ Convert an option chain held in a dataframe to base option types (calls or puts).
+
+ Attributes:
+ optionChain: Pandas dataframe with optionChain data as rows.
+ :raises ValueError: Symbol for put/call in JSON not found in dataframe column.
+ :return: List of Option base type objects (puts or calls).
+ """
+ optionObjects = []
+ # Create a dictionary for the fields that we will read from each row of the dataframe. The fields should also be
+ # specified in the dataProviders.json file.
+ # Instead of manually specifying the fields below, we could read them from the Option class.
+ optionFieldDict = {'underlyingTicker': None, 'strikePrice': None, 'delta': None, 'expirationDateTime': None,
+ 'underlyingPrice': None, 'optionSymbol': None, 'bidPrice': None, 'askPrice': None,
+ 'tradePrice': None, 'openInterest': None, 'volume': None, 'dateTime': None, 'theta': None,
+ 'gamma': None, 'rho': None, 'vega': None, 'impliedVol': None, 'exchangeCode': None,
+ 'exercisePrice': None, 'assignPrice': None, 'openCost': None, 'closeCost': None,
+ }
+ dataProviderConfig = self.__dataConfig[self.__dataProvider]
+ for _, row in optionChain.iterrows():
+ # Defaults to PUT (True).
+ putOrCall = True
+ for option_column_name, dataframe_column_name in dataProviderConfig['column_names'].items():
+ # Check that we need to look up the field.
+ if not dataframe_column_name:
+ continue
+ if option_column_name == 'optionType':
+ optionType = row[dataframe_column_name]
+ # Convert any lowercase symbols to uppercase.
+ optionType = str(optionType).upper()
+ if optionType == dataProviderConfig['call_symbol_abbreviation']:
+ putOrCall = False
+ elif optionType == dataProviderConfig['put_symbol_abbreviation']:
+ putOrCall = True
+ else:
+ raise ValueError('Symbol for put / call in dataProviders.json not found in optionType dataframe column.')
+ else:
+ optionFieldDict[option_column_name] = row[dataframe_column_name]
+
+ if optionFieldDict['bidPrice'] is not None and optionFieldDict['askPrice'] is not None:
+ optionFieldDict['tradePrice'] = (decimal.Decimal(optionFieldDict['bidPrice']) + decimal.Decimal(
+ optionFieldDict['askPrice'])) / decimal.Decimal(2.0)
+
+ argsDict = {'underlyingTicker': optionFieldDict['underlyingTicker'],
+ 'strikePrice': decimal.Decimal(optionFieldDict['strikePrice']),
+ 'delta': float(optionFieldDict['delta']), 'expirationDateTime': datetime.datetime.strptime(
+ optionFieldDict['expirationDateTime'], dataProviderConfig['date_time_format']),
+ 'underlyingPrice': decimal.Decimal(optionFieldDict['underlyingPrice']),
+ 'optionSymbol': optionFieldDict['optionSymbol'],
+ 'bidPrice': decimal.Decimal(optionFieldDict['bidPrice']),
+ 'askPrice': decimal.Decimal(optionFieldDict['askPrice']),
+ 'tradePrice': decimal.Decimal(optionFieldDict['tradePrice']),
+ 'openInterest': int(optionFieldDict['openInterest']), 'volume': int(optionFieldDict['volume']),
+ 'dateTime': datetime.datetime.strptime(optionFieldDict['dateTime'],
+ dataProviderConfig['date_time_format']),
+ 'tradeDateTime': datetime.datetime.strptime(optionFieldDict['dateTime'],
+ dataProviderConfig['date_time_format']),
+ 'theta': float(optionFieldDict['theta']),
+ 'gamma': float(optionFieldDict['gamma']), 'rho': float(optionFieldDict['rho']),
+ 'vega': float(optionFieldDict['vega']), 'impliedVol': float(optionFieldDict['impliedVol']),
+ 'exchangeCode': optionFieldDict['exchangeCode'],
+ 'exercisePrice': decimal.Decimal(optionFieldDict['exercisePrice']) if
+ optionFieldDict['exercisePrice'] else None,
+ 'assignPrice': decimal.Decimal(optionFieldDict['assignPrice']) if optionFieldDict[
+ 'assignPrice'] else None,
+ 'openCost': decimal.Decimal(optionFieldDict['openCost']) if optionFieldDict[
+ 'openCost'] else None,
+ 'closeCost': decimal.Decimal(optionFieldDict['closeCost']) if optionFieldDict[
+ 'closeCost'] else None,
+ }
+ if not putOrCall:
+ optionObjects.append(call.Call(**argsDict))
+ else:
+ optionObjects.append(put.Put(**argsDict))
+
+ # Reset all the dictionary values back to None. This is probably overkill since we can just rewrite them.
+ optionFieldDict = optionFieldDict.fromkeys(optionFieldDict, None)
+ return optionObjects
+
+ def getNextTick(self) -> bool:
+ """Used to get the next available piece of data from the data source. For the CSV example, this would likely be the
+ next row for a stock or group of rows for an option chain.
+ :return True / False indicating if there is data available.
+ """
+ if self.__dataConfig[self.__dataProvider]['data_source_type'] == 'options':
+ # Get optionChain as a dataframe.
+ optionChain = self.__getOptionChain()
+ if len(optionChain.index) == 0:
+ # No more data available.
+ return False
+ # Convert optionChain from a dataframe to Option class objects.
+ optionChainObjs = self.__createBaseType(optionChain)
+ # Create tick event with option chain objects.
+ event = tickEvent.TickEvent()
+ event.createEvent(optionChainObjs)
+ self.__eventQueue.put(event)
+ return True
+ elif self.__dataConfig[self.__dataProvider]['data_source_type'] == 'stocks':
+ pass
diff --git a/dataHandler/csvDataTest.py b/dataHandler/csvDataTest.py
index b9ce63eb..7a2726ca 100644
--- a/dataHandler/csvDataTest.py
+++ b/dataHandler/csvDataTest.py
@@ -1,25 +1,76 @@
import unittest
-import csvData
-import Queue as queue
+import decimal
+from dataHandler import csvData
+import queue
class TestCSVHandler(unittest.TestCase):
- def testCSVLoad(self):
+ def setUp(self):
+ # Create CsvData class object.
+ self._dataProvider = 'iVolatility'
+ self._filename = '/Users/msantoro/PycharmProjects/Backtester/sampleData/aapl_sample_ivolatility.csv'
+ self._eventQueue = queue.Queue()
+ self._csvObj = csvData.CsvData(csvPath=self._filename, dataProvider=self._dataProvider,
+ eventQueue=self._eventQueue)
- #Load sample CSV file from sampleData directory into
- #pandas dataframe
- dataProvider = 'iVolatility'
- directory = './sampleData'
- filename = 'aapl_sample_ivolatility.csv'
- eventQueue = queue.Queue()
+ def testOpenDataSourceNoCSVFound(self):
+ """Tests that an exception is raised when no CSV is found."""
+ with self.assertRaisesRegex(OSError, 'Unable to open CSV at location: bad_path_name.'):
+ csvData.CsvData(csvPath='bad_path_name', dataProvider=self._dataProvider,
+ eventQueue=self._eventQueue)
- csvObj = csvData.CsvData(directory, filename, dataProvider, eventQueue)
+ def testOpenDataSourceInvalidDataProvider(self):
+ """Tests that an exception is rasied if the requested data provider isn't in the config file."""
+ with self.assertRaisesRegex(ValueError, ('The requested data provider: unknown_data_provider was not found in '
+ 'dataProviders.json')):
+ csvData.CsvData(csvPath=self._filename, dataProvider='unknown_data_provider',
+ eventQueue=self._eventQueue)
- #Get row of CSV data
- csvObj.getNextTick()
- event = eventQueue.get()
- dataObj = event.getData()
- self.assertEqual(dataObj.getUnderlyingPrice(), 94.48)
+ def testGetOptionChain(self):
+ """Tests that an option chain is successfully read from CSV file."""
+ # The first and second calls to getNextTick should load one option chain into the queue and return True,
+ # and the third call should return False
+ self.assertTrue(self._csvObj.getNextTick())
+ self.assertTrue(self._eventQueue.qsize(), 1)
+ self.assertTrue(self._csvObj.getNextTick())
+ self.assertTrue(self._eventQueue.qsize(), 2)
+ self.assertFalse(self._csvObj.getNextTick())
+ self.assertTrue(self._eventQueue.qsize(), 2)
+
+ # Check number of option objects in the first and second queue positions.
+ desiredNumObjects = 1822
+ self.assertEqual(len(self._eventQueue.get().getData()), desiredNumObjects)
+ self.assertEqual(len(self._eventQueue.get().getData()), desiredNumObjects)
+ self.assertEqual(self._eventQueue.qsize(), 0)
+
+ def testGetOptionChainBadColumnName(self):
+ """Tests that an exception is raised if column name in the CSV doesn't match the one in dataProviders.json."""
+ # Create CsvData class object.
+ dataProvider = 'iVolatility'
+ filename = '/Users/msantoro/PycharmProjects/Backtester/sampleData/bad_column_name.csv'
+ eventQueue = queue.Queue()
+ csvObj = csvData.CsvData(csvPath=filename, dataProvider=dataProvider, eventQueue=eventQueue)
+
+ with self.assertRaisesRegex(TypeError, ('The dateColumnName was not found in the CSV')):
+ csvObj.getNextTick()
+
+ def testCreateBaseType(self):
+ """Tests that Put and Call objects are created successfully."""
+ # First row in the sample data is a call, and second row is a put.
+ eventQueue = queue.Queue()
+ csvObj = csvData.CsvData(csvPath=self._filename, dataProvider=self._dataProvider, eventQueue=eventQueue)
+ csvObj.getNextTick()
+ optionChainObjs = eventQueue.get().getData()
+ desiredCallAskPrice = decimal.Decimal(40.45)
+ desiredPutAskPrice = decimal.Decimal(0.01)
+ desiredStrikePrice = 55
+ desiredUnderlyingTicker = 'AAPL'
+ self.assertEqual(optionChainObjs[0].underlyingTicker, desiredUnderlyingTicker)
+ self.assertEqual(optionChainObjs[0].strikePrice, desiredStrikePrice)
+ self.assertEqual(optionChainObjs[1].underlyingTicker, desiredUnderlyingTicker)
+ self.assertEqual(optionChainObjs[1].strikePrice, desiredStrikePrice)
+ self.assertAlmostEqual(optionChainObjs[0].askPrice, desiredCallAskPrice)
+ self.assertAlmostEqual(optionChainObjs[1].askPrice, desiredPutAskPrice)
if __name__ == '__main__':
unittest.main()
diff --git a/dataHandler/dataHandler.py b/dataHandler/dataHandler.py
index 85d3a53c..c83ea5d2 100644
--- a/dataHandler/dataHandler.py
+++ b/dataHandler/dataHandler.py
@@ -1,33 +1,13 @@
-from abc import ABCMeta, abstractmethod
+import abc
-class DataHandler(object):
- """This class is a generic type for handling incoming data
- Incoming data sources could be historical data in the form of
- a CSV or a database, or it could be live tick data coming from
- an exchange
- """
- __metaclass__ = ABCMeta
-
- @abstractmethod
- def openDataSource(self):
- """
- Used to connect to the data source for the first time
- In the case of a CSV, this means opening the file
- """
- pass
+class DataHandler(abc.ABC):
+ """This class is a generic type for handling incoming data. Incoming data sources could be historical data in the
+ form of a CSV or a database, or it could be live tick data coming from an exchange."""
- @abstractmethod
- def getNextTick(self):
- """
- Used to get the next available piece of data from the data source
- For the CSV example, this would likely be the next row of the CSV
- """
- pass
-
- @abstractmethod
- def createBaseType(self, inputData):
- """
- Used to take a tick (e.g., row from CSV) and create a base type
- such as a stock or option (call or put)
- """
- pass
\ No newline at end of file
+ @abc.abstractmethod
+ def getNextTick(self) -> bool:
+ """Used to get the next available piece of data from the data source. For the CSV example, this would likely be the
+ next row of the CSV.
+ :return True / False indicating if data is available.
+ """
+ pass
\ No newline at end of file
diff --git a/dataHandler/dataProviders.json b/dataHandler/dataProviders.json
new file mode 100644
index 00000000..5939d22d
--- /dev/null
+++ b/dataHandler/dataProviders.json
@@ -0,0 +1,33 @@
+{"iVolatility": {
+ "number_columns": 25,
+ "column_names": {
+ "dateTime": "date",
+ "underlyingTicker": "symbol",
+ "exchangeCode": "exchange",
+ "optionSymbol": "option_symbol",
+ "optionType": "call/put",
+ "strikePrice": "strike",
+ "underlyingPrice": "stock_price_close",
+ "askPrice": "ask",
+ "bidPrice": "bid",
+ "tradePrice": "",
+ "impliedVol": "iv",
+ "volume": "volume",
+ "openInterest": "open_interest",
+ "delta": "delta",
+ "theta": "theta",
+ "vega": "vega",
+ "gamma": "gamma",
+ "rho": "rho",
+ "expirationDateTime": "option_expiration",
+ "exercisePrice": "",
+ "assignPrice": "",
+ "openCost": "",
+ "closeCost": ""
+ },
+
+ "call_symbol_abbreviation": "C",
+ "put_symbol_abbreviation": "P",
+ "date_time_format": "%m/%d/%Y",
+ "data_source_type": "options"
+}}
\ No newline at end of file
diff --git a/dataHandler/pricingConfig.json b/dataHandler/pricingConfig.json
new file mode 100644
index 00000000..b7e7e4f1
--- /dev/null
+++ b/dataHandler/pricingConfig.json
@@ -0,0 +1,34 @@
+{"tastyworks": {
+ "stock_options": {
+ "index_option": {
+ "open": {
+ "commission_per_contract": 0.65,
+ "max_commission_per_leg": 0.00,
+ "clearing_fee_per_contract": 0.10,
+ "orf_fee_per_contract": 0.02135
+ },
+ "close": {
+ "commission_per_contract": 0.65,
+ "clearing_fee_per_contract": 0.10,
+ "orf_fee_per_contract": 0.02135,
+ "finra_taf_per_contract": 0.002,
+ "sec_fee_per_contract_wo_trade_price": 0.00051
+ }
+ },
+ "equity_or_etf_option": {
+ "open": {
+ "commission_per_contract": 1.00,
+ "max_commission_per_leg": 10.00,
+ "clearing_fee_per_contract": 0.10,
+ "orf_fee_per_contract": 0.02135
+ },
+ "close": {
+ "commission_per_contract": 0.00,
+ "clearing_fee_per_contract": 0.10,
+ "orf_fee_per_contract": 0.02135,
+ "finra_taf_per_contract": 0.002,
+ "sec_fee_per_contract_wo_trade_price": 0.00051
+ }
+ }
+ }
+}}
\ No newline at end of file
diff --git a/event/TickEvent.py b/event/TickEvent.py
deleted file mode 100644
index da0b6fbe..00000000
--- a/event/TickEvent.py
+++ /dev/null
@@ -1,33 +0,0 @@
-from event import EventHandler
-
-class TickEvent(EventHandler):
- """This class handles manages the events for new incoming data
- whether it be from historical data or a new tick from a live trading
- session
- """
-
- def __init__(self):
- self.__data = None
- self.type = 'TICK'
-
- def getData(self):
- return self.__data
-
- def createEvent(self, data):
- """
- Attributes:
- data: input data for the event. e.g., row of CSV data
-
- Create a data tick event
- TODO!!!
- Need to determine what the incoming data represents -- is it
- a stock tick, an option tick (put, call), etc.
- Call data handler to take care of this
- """
- self.__data = data
-
- def deleteEvent(self):
- """
- Delete an event from one of the data handlers
- """
- pass
diff --git a/event/event.py b/event/event.py
deleted file mode 100644
index 93142b30..00000000
--- a/event/event.py
+++ /dev/null
@@ -1,27 +0,0 @@
-from abc import ABCMeta, abstractmethod
-
-class EventHandler(object):
- """This class is a generic type for handling all events for the
- backtester and for live trading
- """
- __metaclass__ = ABCMeta
-
- @abstractmethod
- def createEvent(self, data):
- """
- Attributes:
- data: input data for the event. e.g., row of CSV data
-
- Create an event which will be used for later processing
- e.g., create a data tick event for a row which was just
- read from the CSV handler
- """
- pass
-
- @abstractmethod
- def deleteEvent(self):
- """
- Delete an event
- e.g., delete a data tick event from the CSV handler
- """
- pass
\ No newline at end of file
diff --git a/event/tickEventTest.py b/event/tickEventTest.py
deleted file mode 100644
index 59a0c801..00000000
--- a/event/tickEventTest.py
+++ /dev/null
@@ -1,46 +0,0 @@
-import unittest
-from dataHandler import csvData
-import tickEvent
-
-class TestTickEvent(unittest.TestCase):
- """
- To test the tick event creation, we will test two things:
- 1) Create a simple empty tick event to make sure creation works
- 2) Create an event which uses a row of CSV data
- """
-
- #Used to set up the unittest class
- def setUp(self):
-
- # Create CsvData class object
- dataProvider = 'iVolatility'
- directory = '../sampleData'
- filename = 'aapl_sample_ivolatility.csv'
-
- csvObj = csvData.CsvData(directory, filename, dataProvider)
- #Grab a row of data from the csv
- self.data = csvObj.getNextTick()
-
- def testCreateTickEvent(self):
-
- #Create tick event
- tickObj = tickEvent.TickEvent()
-
- #Check that the data reference attribute is set to none
- self.assertEqual(tickObj.getData(), None)
-
- def testCreateTickCSVEvent(self):
-
- tickObj = tickEvent.TickEvent()
-
- #Create an event and pass in the row of data
- tickObj.createEvent(self.data)
-
- #Get data from the first row of CSV
- data = tickObj.getData()
-
- #Check the underlying price
- self.assertTrue(data.getUnderlyingPrice(), 94.48)
-
-if __name__ == '__main__':
- unittest.main()
diff --git a/event/__init__.py b/events/__init__.py
similarity index 100%
rename from event/__init__.py
rename to events/__init__.py
diff --git a/events/event.py b/events/event.py
new file mode 100644
index 00000000..7dddac32
--- /dev/null
+++ b/events/event.py
@@ -0,0 +1,18 @@
+import abc
+import enum
+
+class EventTypes(enum.Enum):
+ TICK = 0
+ SIGNAL = 1
+
+class EventHandler(abc.ABC):
+ """This class is a generic type for handling all events for the backtester and for live trading."""
+
+ @abc.abstractmethod
+ def createEvent(self, data) -> None:
+ """Create an event which will be used for later processing e.g., create a data tick event for an option chain read
+ from the CSV data handler.
+ Attributes:
+ data: input data for the event. e.g., option chain.
+ """
+ pass
\ No newline at end of file
diff --git a/events/signalEvent.py b/events/signalEvent.py
new file mode 100644
index 00000000..e80adf12
--- /dev/null
+++ b/events/signalEvent.py
@@ -0,0 +1,19 @@
+from events import event
+from typing import Any, Iterable
+
+class SignalEvent(event.EventHandler):
+ """This class handles the events for signals to carry out on tick data."""
+
+ def __init__(self) -> None:
+ self.__data = None
+ self.type = event.EventTypes.SIGNAL
+
+ def getData(self) -> Iterable[Any]:
+ return self.__data
+
+ def createEvent(self, data: Iterable[Any]) -> None:
+ """Create a signal event.
+ Attributes:
+ data: input data for the event.
+ """
+ self.__data = data
diff --git a/events/signalEventTest.py b/events/signalEventTest.py
new file mode 100644
index 00000000..083c8646
--- /dev/null
+++ b/events/signalEventTest.py
@@ -0,0 +1,15 @@
+import unittest
+from events import event
+from events import signalEvent
+
+class TestSignalEvent(unittest.TestCase):
+
+ def testCreateSignalEvent(self):
+ """Tests that a signal event is successfully created."""
+ signalObj = signalEvent.SignalEvent()
+ # Check that the data reference attribute is set to None since there has been no data passed.
+ self.assertEqual(signalObj.getData(), None)
+ self.assertEqual(signalObj.type, event.EventTypes.SIGNAL)
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/events/tickEvent.py b/events/tickEvent.py
new file mode 100644
index 00000000..84a4c931
--- /dev/null
+++ b/events/tickEvent.py
@@ -0,0 +1,19 @@
+from events import event
+from typing import Any, Iterable
+
+class TickEvent(event.EventHandler):
+ """This class handles the events for new incoming data whether it be from historical data or from live trading."""
+
+ def __init__(self) -> None:
+ self.__data = None
+ self.type = event.EventTypes.TICK
+
+ def getData(self) -> Iterable[Any]:
+ return self.__data
+
+ def createEvent(self, data: Iterable[Any]) -> None:
+ """Create a tick event.
+ Attributes:
+ data: input data for the event. e.g., row of CSV data.
+ """
+ self.__data = data
\ No newline at end of file
diff --git a/events/tickEventTest.py b/events/tickEventTest.py
new file mode 100644
index 00000000..105987d5
--- /dev/null
+++ b/events/tickEventTest.py
@@ -0,0 +1,15 @@
+import unittest
+from events import event
+from events import tickEvent
+
+class TestTickEvent(unittest.TestCase):
+
+ def testCreateTickEvent(self):
+ """Tests that a signal event is successfully created."""
+ tickObj = tickEvent.TickEvent()
+ # Check that the data reference attribute is set to None since there has been no data passed.
+ self.assertEqual(tickObj.getData(), None)
+ self.assertEqual(tickObj.type, event.EventTypes.TICK)
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/marketData/iVolatility/SPX/SPX_2011_2017/RawIV_5day_sample_updated.csv b/marketData/iVolatility/SPX/SPX_2011_2017/RawIV_5day_sample_updated.csv
new file mode 100644
index 00000000..8fafb2ef
--- /dev/null
+++ b/marketData/iVolatility/SPX/SPX_2011_2017/RawIV_5day_sample_updated.csv
@@ -0,0 +1,8185 @@
+symbol,exchange,company_name,date,stock_price_close,option_symbol,option_expiration,strike,call/put,style,ask,bid,mean_price,settlement,iv,volume,open_interest,stock_price_for_iv,forward_price,isinterpolated,delta,vega,gamma,theta,rho
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122C00200000,1/21/11,200,C,E,1070.5,1066.2,1068.35,0,0.448957,0,250,1271.87,1270.724,*,0.999032,0,0,0,0.097077
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122P00200000,1/21/11,200,P,E,0.05,0,0,0,0.448957,0,251,1271.87,1270.724,*,0,0,0,0,0
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122C00300000,1/21/11,300,C,E,970.5,966.2,968.35,0,0.448957,0,0,1271.87,1270.724,*,0.999032,0,0,0,0.145615
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122P00300000,1/21/11,300,P,E,0.05,0,0,0,0.448957,0,0,1271.87,1270.724,*,0,0,0,0,0
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122C00350000,1/21/11,350,C,E,920.5,916.2,918.35,0,0.448957,0,0,1271.87,1270.724,*,0.999032,0,0,0,0.169884
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122P00350000,1/21/11,350,P,E,0.05,0,0,0,0.448957,0,0,1271.87,1270.724,*,0,0,0,0,0
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122C00400000,1/21/11,400,C,E,870.5,866.2,868.35,0,0.448957,0,9,1271.87,1270.724,*,0.999032,0,0,0,0.194153
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122P00400000,1/21/11,400,P,E,0.05,0,0,0,0.448957,0,0,1271.87,1270.724,*,0,0,0,0,0
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122C00450000,1/21/11,450,C,E,820.5,816.2,818.35,0,0.448957,0,0,1271.87,1270.724,*,0.999032,0,0,0,0.218422
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122P00450000,1/21/11,450,P,E,0.05,0,0,0,0.448957,0,383,1271.87,1270.724,*,0,0,0,0,0
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122C00500000,1/21/11,500,C,E,770.6,766.2,768.4,0,0.448957,0,4365,1271.87,1270.724,*,0.999032,0,0,0,0.242691
+SPX,CBOE,S&P 500 Index (SPX),1/3/11,1271.87,SPX 110122P00500000,1/21/11,500,P,E,0.05,0,0,0,0.448957,0,5128,1271.87,1270.724,*,0,0,0,0,0
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01075000,1/21/11,1075,P,E,0.25,0.15,0.2,0,0.338363,242,58269,1276.56,1275.531,,-0.006715,0.049756,0.00021,-0.053958,-0.003778
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01080000,1/21/11,1080,P,E,0.3,0.15,0.225,0,0.333296,50,11326,1276.56,1275.531,*,-0.007311,0.053637,0.000229,-0.057306,-0.004112
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01085000,1/21/11,1085,C,E,191.6,189.6,190.6,0,0.285108,0,86,1276.56,1275.531,*,0.996297,0.023094,0.000115,0,0.465611
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01090000,1/21/11,1090,C,E,186.6,184.6,185.6,0,0.258481,0,0,1276.56,1275.531,*,0.997596,0.013282,0.000073,0,0.468493
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01095000,1/21/11,1095,P,E,0.35,0.2,0.275,0,0.318094,0,2583,1276.56,1275.531,,-0.009486,0.067414,0.000302,-0.068783,-0.005333
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01100000,1/21/11,1100,C,E,176.6,174.6,175.6,0,0.224541,4,22402,1276.56,1275.531,,0.998459,0.006272,0.00004,0,0.473282
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01100000,1/21/11,1100,P,E,0.35,0.2,0.275,0,0.309715,1202,131334,1276.56,1275.531,,-0.009722,0.068878,0.000317,-0.068443,-0.005463
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01105000,1/21/11,1105,C,E,171.6,169.6,170.6,0,0.217254,0,0,1276.56,1275.531,,0.998471,0.006167,0.00004,0,0.475442
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01120000,1/21/11,1120,C,E,156.7,154.7,155.7,0,0.246937,0,38,1276.56,1275.531,,0.993977,0.039421,0.000227,0,0.479388
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01130000,1/21/11,1130,C,E,146.8,144.8,145.8,0,0.25042,0,5,1276.56,1275.531,,0.98997,0.065453,0.000372,0,0.481449
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01140000,1/21/11,1140,C,E,136.8,134.8,135.8,0,0.234164,0,9430,1276.56,1275.531,,0.989436,0.068774,0.000418,0,0.485462
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01150000,1/21/11,1150,C,E,126.9,124.9,125.9,0,0.229945,2166,27810,1276.56,1275.531,,0.985115,0.094679,0.000587,-0.008708,0.487349
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01155000,1/21/11,1155,P,E,0.95,0.6,0.775,0,0.256239,306,2104,1276.56,1275.531,,-0.029058,0.175515,0.000976,-0.144811,-0.016308
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01160000,1/21/11,1160,C,E,117,115,116,0,0.22218,0,499,1276.56,1275.531,,0.980556,0.120494,0.000773,-0.024961,0.489107
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01160000,1/21/11,1160,P,E,1,0.6,0.8,0,0.248268,1366,23588,1276.56,1275.531,,-0.030733,0.183868,0.001055,-0.147059,-0.01724
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01165000,1/21/11,1165,C,E,112,110,111,0,0.213501,0,56,1276.56,1275.531,,0.9799,0.124103,0.000828,-0.024162,0.490899
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01165000,1/21/11,1165,P,E,1.2,0.65,0.925,0,0.245206,129,4174,1276.56,1275.531,,-0.035278,0.206002,0.001197,-0.162806,-0.019793
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01170000,1/21/11,1170,C,E,107.1,105.1,106.1,0,0.212094,0,993,1276.56,1275.531,,0.975615,0.147103,0.000988,-0.039418,0.490654
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01170000,1/21/11,1170,P,E,1.1,0.7,0.9,0,0.234436,2603,20415,1276.56,1275.531,,-0.035847,0.208717,0.001269,-0.157808,-0.020094
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01175000,1/21/11,1175,C,E,102.2,100.2,101.2,0,0.209403,43,24891,1276.56,1275.531,,0.971246,0.169654,0.001154,-0.05348,0.490362
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01175000,1/21/11,1175,P,E,1.35,0.85,1.1,0,0.233641,2209,93209,1276.56,1275.531,,-0.0428,0.241113,0.00147,-0.181777,-0.024003
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01180000,1/21/11,1180,C,E,97,95.2,96.1,0,0.194256,0,4440,1276.56,1275.531,,0.973741,0.15688,0.001151,-0.037299,0.49393
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01185000,1/21/11,1185,C,E,92.2,90.3,91.25,0,0.193834,0,1798,1276.56,1275.531,,0.967145,0.190094,0.001397,-0.058001,0.492392
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01190000,1/21/11,1190,C,E,87.3,85.4,86.35,0,0.190585,0,453,1276.56,1275.531,*,0.96133,0.218024,0.00163,-0.073356,0.491295
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01195000,1/21/11,1195,C,E,82.4,80.6,81.5,0,0.187335,0,769,1276.56,1275.531,*,0.954478,0.249546,0.001898,-0.090336,0.489618
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01205000,1/21/11,1205,C,E,72.8,71,71.9,0,0.180498,3,186,1276.56,1275.531,,0.937289,0.323101,0.002551,-0.128251,0.484312
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01220000,1/21/11,1220,C,E,58.7,56.8,57.75,0,0.169641,55,3653,1276.56,1275.531,,0.899608,0.463225,0.003891,-0.195089,0.469691
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01220000,1/21/11,1220,P,E,3.1,2.3,2.7,0,0.180982,3206,18854,1276.56,1275.531,,-0.113895,0.510556,0.00402,-0.300797,-0.063777
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01225000,1/21/11,1225,P,E,3.3,2.75,3.025,0,0.175004,3265,51110,1276.56,1275.531,,-0.128525,0.555849,0.004526,-0.317184,-0.071959
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01230000,1/21/11,1230,C,E,49.5,47.8,48.65,0,0.163018,18,9403,1276.56,1275.531,,0.8621,0.580956,0.005078,-0.248716,0.45299
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01235000,1/21/11,1235,C,E,45.1,43.3,44.2,0,0.159248,38,3062,1276.56,1275.531,,0.839533,0.643339,0.005757,-0.274746,0.4425
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01240000,1/21/11,1240,C,E,40.8,38.9,39.85,0,0.155473,154,16805,1276.56,1275.531,,0.813547,0.70831,0.006492,-0.300758,0.430087
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01245000,1/21/11,1245,C,E,36.5,34.7,35.6,0,0.151473,23,13862,1276.56,1275.531,,0.784092,0.773874,0.00728,-0.325149,0.415725
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01245000,1/21/11,1245,P,E,6.1,4.7,5.4,0,0.156661,537,6792,1276.56,1275.531,,-0.222439,0.789062,0.007177,-0.406635,-0.124611
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01250000,1/21/11,1250,C,E,32.5,30.6,31.55,0,0.148258,3726,85813,1276.56,1275.531,,0.749373,0.841079,0.008084,-0.351059,0.398382
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01250000,1/21/11,1250,P,E,6.4,5.8,6.1,0,0.150108,7673,38292,1276.56,1275.531,,-0.252294,0.845565,0.008027,-0.418969,-0.141326
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01255000,1/21/11,1255,C,E,28.6,26.6,27.6,0,0.144312,320,8471,1276.56,1275.531,,0.711259,0.903277,0.008919,-0.37139,0.37913
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01255000,1/21/11,1255,P,E,8.3,6.3,7.3,0,0.147695,1610,1087,1276.56,1275.531,,-0.292024,0.909343,0.008773,-0.444838,-0.163684
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01260000,1/21/11,1260,C,E,24.9,22.9,23.9,0,0.141088,2397,31578,1276.56,1275.531,,0.667699,0.960556,0.009701,-0.390496,0.356776
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01260000,1/21/11,1260,P,E,9.6,8.3,8.95,0,0.147902,898,9125,1276.56,1275.531,,-0.338238,0.968222,0.009328,-0.475921,-0.189801
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01265000,1/21/11,1265,C,E,21.4,19.4,20.4,0,0.137727,41,14984,1276.56,1275.531,,0.619853,1.007493,0.010424,-0.403713,0.33198
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01265000,1/21/11,1265,P,E,11,9.4,10.2,0,0.14177,45,2574,1276.56,1275.531,,-0.382301,1.009908,0.010151,-0.478493,-0.214563
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01270000,1/21/11,1270,C,E,18.1,16.4,17.25,0,0.13545,743,29568,1276.56,1275.531,,0.567334,1.040647,0.010948,-0.413901,0.304464
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01270000,1/21/11,1270,P,E,12.8,10.8,11.8,0,0.136971,1285,4938,1276.56,1275.531,,-0.432429,1.040928,0.010829,-0.479615,-0.24281
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01275000,1/21/11,1275,C,E,15.1,13.1,14.1,0,0.130662,5536,51529,1276.56,1275.531,,0.511992,1.055431,0.01151,-0.407568,0.275396
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01275000,1/21/11,1275,P,E,14.3,13.3,13.8,0,0.133588,2313,1841,1276.56,1275.531,,-0.487182,1.055433,0.011258,-0.477878,-0.273772
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01280000,1/21/11,1280,C,E,12.6,10.6,11.6,0,0.129365,1154,16128,1276.56,1275.531,,0.453998,1.049035,0.011555,-0.404112,0.244591
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01280000,1/21/11,1280,P,E,17.2,15.2,16.2,0,0.131362,81,4643,1276.56,1275.531,,-0.54429,1.049291,0.011382,-0.471276,-0.306201
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01285000,1/21/11,1285,C,E,10.3,8.3,9.3,0,0.127173,1658,14637,1276.56,1275.531,,0.395265,1.01958,0.011424,-0.388453,0.213292
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01285000,1/21/11,1285,P,E,19.7,17.8,18.75,0,0.127762,8,182,1276.56,1275.531,,-0.60336,1.019941,0.011375,-0.450889,-0.339772
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01290000,1/21/11,1290,C,E,8.3,6.3,7.3,0,0.124991,4845,20414,1276.56,1275.531,,0.337121,0.966985,0.011024,-0.363999,0.182189
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01290000,1/21/11,1290,P,E,22.9,21,21.95,0,0.12768,1076,1755,1276.56,1275.531,,-0.658586,0.970759,0.010834,-0.433971,-0.371511
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01295000,1/21/11,1295,C,E,6.4,4.8,5.6,0,0.122849,237,5856,1276.56,1275.531,,0.281037,0.892961,0.010357,-0.331891,0.152089
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01295000,1/21/11,1295,P,E,26,24.3,25.15,0,0.124649,0,2858,1276.56,1275.531,,-0.715152,0.897454,0.010259,-0.398946,-0.403987
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01300000,1/21/11,1300,C,E,4.8,3.9,4.35,0,0.122748,22858,80925,1276.56,1275.531,,0.232244,0.808466,0.009385,-0.301577,0.125803
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01300000,1/21/11,1300,P,E,29.8,28,28.9,0,0.12474,1648,5152,1276.56,1275.531,,-0.763194,0.815576,0.009316,-0.369598,-0.432013
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01305000,1/21/11,1305,C,E,4,3,3.5,0,0.125035,107,6857,1276.56,1275.531,,0.193373,0.726427,0.008279,-0.277189,0.1048
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01305000,1/21/11,1305,P,E,33.7,31.9,32.8,0,0.123824,0,25,1276.56,1275.531,,-0.808149,0.720945,0.008296,-0.332641,-0.458407
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01310000,1/21/11,1310,C,E,2.95,1.75,2.35,0,0.119991,1692,15533,1276.56,1275.531,,0.145374,0.604675,0.007181,-0.221976,0.078908
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01310000,1/21/11,1310,P,E,37.9,36.1,37,0,0.124254,0,23,1276.56,1275.531,,-0.845133,0.6284,0.007206,-0.299258,-0.480547
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01315000,1/21/11,1315,C,E,2.25,1.7,1.975,0,0.124654,1476,11324,1276.56,1275.531,,0.122361,0.537109,0.00614,-0.205551,0.066418
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01315000,1/21/11,1315,P,E,42.3,40.5,41.4,0,0.125368,0,15,1276.56,1275.531,,-0.875403,0.541338,0.006153,-0.268566,-0.499083
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01320000,1/21/11,1320,C,E,1.5,0.75,1.125,0,0.128085,1024,13211,1276.56,1275.531,*,0.101302,0.469216,0.00522,-0.185027,0.054996
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122P01320000,1/21/11,1320,P,E,46.9,45.1,46,0,0.128085,0,0,1276.56,1275.531,,-0.897839,0.469216,0.00522,-0.245185,-0.513398
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110122C01325000,1/21/11,1325,C,E,1.1,0.8,0.95,0,0.121615,861,24631,1276.56,1275.531,,0.067711,0.346623,0.004061,-0.129985,0.036815
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01100000,2/18/11,1100,C,E,176.6,174.6,175.6,0,0.245675,1,10813,1276.56,1273.858,,0.959264,0.367728,0.000767,-0.04432,1.256414
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01100000,2/18/11,1100,P,E,2.3,1.9,2.1,0,0.255355,7075,68661,1276.56,1273.858,,-0.043966,0.410811,0.000824,-0.122602,-0.069741
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01105000,2/18/11,1105,C,E,171.7,169.7,170.7,0,0.241997,0,19,1276.56,1273.858,,0.956827,0.386618,0.000818,-0.048185,1.258558
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01105000,2/18/11,1105,P,E,2.85,1.7,2.275,0,0.253006,0,1978,1276.56,1273.858,,-0.047495,0.437108,0.000885,-0.129319,-0.075346
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01110000,2/18/11,1110,C,E,166.9,164.9,165.9,0,0.240581,0,34,1276.56,1273.858,,0.952782,0.41732,0.000889,-0.056287,1.258122
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01110000,2/18/11,1110,P,E,3,2.1,2.55,0,0.252484,14,4475,1276.56,1273.858,,-0.05248,0.473312,0.00096,-0.13981,-0.083297
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01115000,2/18/11,1115,C,E,162,160,161,0,0.23647,0,9,1276.56,1273.858,,0.950186,0.436617,0.000946,-0.059736,1.260022
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01115000,2/18/11,1115,P,E,3.2,2.1,2.65,0,0.24792,424,66,1276.56,1273.858,,-0.055118,0.492055,0.001017,-0.142811,-0.087451
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01120000,2/18/11,1120,C,E,157.2,155.2,156.2,0,0.234383,0,68,1276.56,1273.858,,0.945991,0.467168,0.001021,-0.067172,1.259357
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01120000,2/18/11,1120,P,E,3.4,2.15,2.775,0,0.24373,1,3679,1276.56,1273.858,,-0.058198,0.51359,0.00108,-0.146641,-0.092311
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01125000,2/18/11,1125,C,E,152.4,150.4,151.4,0,0.231937,0,82,1276.56,1273.858,,0.941715,0.497553,0.001099,-0.074218,1.258568
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01125000,2/18/11,1125,P,E,3,2.1,2.55,0,0.23264,7273,45895,1276.56,1273.858,,-0.056414,0.501163,0.001104,-0.136714,-0.089314
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01130000,2/18/11,1130,C,E,147.6,145.6,146.6,0,0.22917,0,1,1276.56,1273.858,,0.937342,0.527882,0.00118,-0.080891,1.257631
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01130000,2/18/11,1130,P,E,3.9,2.3,3.1,0,0.236248,0,678,1276.56,1273.858,,-0.065719,0.56468,0.001225,-0.156499,-0.1042
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01135000,2/18/11,1135,C,E,142.8,140.8,141.8,0,0.226108,0,1,1276.56,1273.858,,0.932859,0.558246,0.001265,-0.087201,1.256525
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01135000,2/18/11,1135,P,E,4.1,2.9,3.5,0,0.236167,436,785,1276.56,1273.858,,-0.072841,0.61125,0.001326,-0.169451,-0.115568
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01140000,2/18/11,1140,C,E,138,136,137,0,0.222777,0,1,1276.56,1273.858,,0.928248,0.588736,0.001354,-0.093155,1.255225
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01140000,2/18/11,1140,P,E,4.3,2.8,3.55,0,0.23001,69,3862,1276.56,1273.858,,-0.07543,0.627771,0.001398,-0.169648,-0.119587
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01145000,2/18/11,1145,C,E,133.3,131.3,132.3,0,0.220798,0,0,1276.56,1273.858,,0.922092,0.628354,0.001458,-0.102233,1.251442
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01145000,2/18/11,1145,P,E,4.6,3,3.8,0,0.22687,48,1438,1276.56,1273.858,,-0.080824,0.661528,0.001494,-0.176475,-0.128133
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01150000,2/18/11,1150,C,E,128.6,126.6,127.6,0,0.218414,1,574,1276.56,1273.858,,0.915814,0.667546,0.001566,-0.110723,1.247472
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01150000,2/18/11,1150,P,E,4.9,3.3,4.1,0,0.224168,9527,37842,1276.56,1273.858,,-0.087022,0.699262,0.001598,-0.184475,-0.13797
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01155000,2/18/11,1155,C,E,123.9,121.9,122.9,0,0.215663,0,1,1276.56,1273.858,,0.909388,0.706467,0.001678,-0.118644,1.243276
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01155000,2/18/11,1155,P,E,5.2,3.6,4.4,0,0.221135,49,95,1276.56,1273.858,,-0.093379,0.736848,0.001707,-0.191935,-0.14805
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01160000,2/18/11,1160,C,E,119.2,117.2,118.2,0,0.212576,0,0,1276.56,1273.858,,0.902788,0.745256,0.001796,-0.126012,1.238813
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01160000,2/18/11,1160,P,E,5.3,3.9,4.6,0,0.216497,244,9478,1276.56,1273.858,,-0.098659,0.767251,0.001816,-0.195871,-0.156363
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01165000,2/18/11,1165,C,E,114.5,112.5,113.5,0,0.209177,0,0,1276.56,1273.858,,0.895985,0.784038,0.00192,-0.132837,1.234042
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01165000,2/18/11,1165,P,E,5.9,4.3,5.1,0,0.215393,37,33,1276.56,1273.858,,-0.107897,0.818754,0.001947,-0.20814,-0.171087
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01170000,2/18/11,1170,C,E,109.9,107.9,108.9,0,0.206695,0,36,1276.56,1273.858,,0.887681,0.829827,0.002057,-0.14197,1.226853
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01170000,2/18/11,1170,P,E,6.2,4.6,5.4,0,0.211438,72,2857,1276.56,1273.858,,-0.114869,0.856267,0.002075,-0.213925,-0.182107
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01175000,2/18/11,1175,C,E,105.3,103.3,104.3,0,0.203819,0,15666,1276.56,1273.858,,0.87916,0.875122,0.0022,-0.150346,1.219334
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01175000,2/18/11,1175,P,E,6.1,5.1,5.6,0,0.206105,547,52404,1276.56,1273.858,,-0.120912,0.887881,0.002207,-0.216517,-0.191586
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01180000,2/18/11,1180,C,E,100.6,98.8,99.7,0,0.200577,0,2850,1276.56,1273.858,,0.870382,0.920089,0.00235,-0.157978,1.211423
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01180000,2/18/11,1180,P,E,7.2,5.2,6.2,0,0.204903,44,7822,1276.56,1273.858,,-0.131988,0.943765,0.00236,-0.229053,-0.20924
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01185000,2/18/11,1185,C,E,96.1,94.3,95.2,0,0.198024,0,42,1276.56,1273.858,,0.86013,0.970543,0.002511,-0.167369,1.201137
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01185000,2/18/11,1185,P,E,7.7,5.7,6.7,0,0.202148,0,3216,1276.56,1273.858,,-0.142112,0.992618,0.002516,-0.237979,-0.225318
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01190000,2/18/11,1190,C,E,91.6,89.8,90.7,0,0.195049,0,2771,1276.56,1273.858,,0.849591,1.020209,0.00268,-0.175813,1.190412
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01190000,2/18/11,1190,P,E,8.2,6.2,7.2,0,0.198993,254,4165,1276.56,1273.858,,-0.152532,1.0408,0.00268,-0.245986,-0.241851
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01195000,2/18/11,1195,C,E,87.2,85.4,86.3,0,0.19261,0,0,1276.56,1273.858,,0.837612,1.07408,0.002857,-0.185588,1.177367
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01195000,2/18/11,1195,P,E,8,7.5,7.75,0,0.195919,2,1857,1276.56,1273.858,,-0.163832,1.090746,0.002852,-0.254193,-0.259787
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01200000,2/18/11,1200,C,E,82.8,81,81.9,0,0.189711,1502,87343,1276.56,1273.858,,0.8253,1.126734,0.003043,-0.194225,1.163811
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01200000,2/18/11,1200,P,E,8.6,7.5,8.05,0,0.190241,6767,119787,1276.56,1273.858,,-0.172939,1.129332,0.003041,-0.256051,-0.274071
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01205000,2/18/11,1205,C,E,78.5,76.7,77.6,0,0.187226,0,24,1276.56,1273.858,,0.811576,1.18233,0.003235,-0.203785,1.147978
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01205000,2/18/11,1205,P,E,10.1,8.6,9.35,0,0.192761,16,5292,1276.56,1273.858,,-0.192446,1.207217,0.003209,-0.277639,-0.305455
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01210000,2/18/11,1210,C,E,74.2,72.4,73.3,0,0.184255,0,1041,1276.56,1273.858,,0.79745,1.236311,0.003438,-0.212024,1.131529
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01210000,2/18/11,1210,P,E,10.8,8.8,9.8,0,0.187577,928,4376,1276.56,1273.858,,-0.204027,1.250517,0.003415,-0.280463,-0.323701
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01215000,2/18/11,1215,C,E,70,68.2,69.1,0,0.181597,0,35,1276.56,1273.858,,0.781925,1.292007,0.003645,-0.220798,1.112821
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01215000,2/18/11,1215,P,E,11.6,10,10.8,0,0.18632,12,246,1276.56,1273.858,,-0.221076,1.310473,0.003603,-0.29246,-0.350968
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01220000,2/18/11,1220,C,E,65.9,64.3,65.1,0,0.179915,1,322,1276.56,1273.858,,0.764213,1.351105,0.003847,-0.231569,1.09053
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01220000,2/18/11,1220,P,E,12.5,11.1,11.8,0,0.18445,1385,3813,1276.56,1273.858,,-0.238414,1.367001,0.003797,-0.302616,-0.378676
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01225000,2/18/11,1225,C,E,61.8,60,60.9,0,0.176209,42,13769,1276.56,1273.858,,0.747667,1.402215,0.004077,-0.237168,1.070261
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01225000,2/18/11,1225,P,E,12.8,11.4,12.1,0,0.17705,3331,28270,1276.56,1273.858,,-0.25087,1.404952,0.004065,-0.299478,-0.398081
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01230000,2/18/11,1230,C,E,57.9,56.1,57,0,0.174094,0,2098,1276.56,1273.858,,0.728191,1.4575,0.004289,-0.245985,1.045153
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01230000,2/18/11,1230,P,E,14.4,12.4,13.4,0,0.176282,107,24359,1276.56,1273.858,,-0.271689,1.463597,0.004254,-0.31131,-0.431471
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01235000,2/18/11,1235,C,E,54,52.1,53.05,0,0.171043,4,619,1276.56,1273.858,,0.708495,1.508239,0.004518,-0.252038,1.019769
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01235000,2/18/11,1235,P,E,15.3,13.6,14.45,0,0.173169,9,1053,1276.56,1273.858,,-0.291195,1.513292,0.004477,-0.317106,-0.462554
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01240000,2/18/11,1240,C,E,50.2,48.3,49.25,0,0.168389,70,1604,1276.56,1273.858,,0.687143,1.557578,0.004739,-0.258275,0.991672
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01240000,2/18/11,1240,P,E,15.9,14.8,15.35,0,0.168536,5476,43827,1276.56,1273.858,,-0.310605,1.557869,0.004736,-0.318841,-0.493311
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01245000,2/18/11,1245,C,E,46.5,44.6,45.55,0,0.165743,10,360,1276.56,1273.858,,0.664521,1.603618,0.004957,-0.263676,0.961514
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01245000,2/18/11,1245,P,E,18,16,17,0,0.168076,60,79,1276.56,1273.858,,-0.334967,1.607149,0.004899,-0.328946,-0.532537
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01250000,2/18/11,1250,C,E,42.9,41,41.95,0,0.163061,1567,53943,1276.56,1273.858,,0.64065,1.645444,0.00517,-0.26802,0.929327
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01250000,2/18/11,1250,P,E,18.9,17.5,18.2,0,0.164132,12183,16359,1276.56,1273.858,,-0.357712,1.646644,0.00514,-0.330468,-0.568752
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01255000,2/18/11,1255,C,E,39.5,37.5,38.5,0,0.1606,5,224,1276.56,1273.858,,0.615372,1.682369,0.005367,-0.271717,0.894808
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01255000,2/18/11,1255,P,E,21,19,20,0,0.163142,8,1126,1276.56,1273.858,,-0.383675,1.684237,0.005289,-0.337166,-0.610606
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01260000,2/18/11,1260,C,E,36.3,34.3,35.3,0,0.158888,52,2316,1276.56,1273.858,,0.588575,1.713416,0.005525,-0.2757,0.857667
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01260000,2/18/11,1260,P,E,22.6,20.6,21.6,0,0.160228,3515,3138,1276.56,1273.858,,-0.409598,1.713976,0.00548,-0.338548,-0.65216
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01265000,2/18/11,1265,C,E,33.1,31.1,32.1,0,0.156415,37,3119,1276.56,1273.858,,0.561065,1.736777,0.005689,-0.276711,0.819437
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01265000,2/18/11,1265,P,E,24.4,22.8,23.6,0,0.158897,9,3251,1276.56,1273.858,,-0.437179,1.737211,0.005601,-0.341807,-0.696728
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01270000,2/18/11,1270,C,E,30,28,29,0,0.153742,824,3142,1276.56,1273.858,,0.53249,1.752034,0.005838,-0.275825,0.779458
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01270000,2/18/11,1270,P,E,26.3,24.3,25.3,0,0.155071,1633,87,1276.56,1273.858,,-0.465231,1.752073,0.005788,-0.338513,-0.741656
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01275000,2/18/11,1275,C,E,27.1,25.1,26.1,0,0.151401,2834,22943,1276.56,1273.858,,0.502882,1.758242,0.00595,-0.274011,0.737659
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01275000,2/18/11,1275,P,E,28.4,26.8,27.6,0,0.153872,1464,3353,1276.56,1273.858,,-0.494461,1.75823,0.005854,-0.338934,-0.789104
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01280000,2/18/11,1280,C,E,24,22.4,23.2,0,0.148213,337,3871,1276.56,1273.858,,0.472178,1.754397,0.006064,-0.268818,0.694186
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01280000,2/18/11,1280,P,E,30.6,28.7,29.65,0,0.150414,2,3536,1276.56,1273.858,,-0.524747,1.754598,0.005976,-0.333163,-0.837868
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01285000,2/18/11,1285,C,E,21.8,19.8,20.8,0,0.147,33,893,1276.56,1273.858,,0.441472,1.740056,0.006064,-0.265838,0.65011
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01285000,2/18/11,1285,P,E,33.1,31.1,32.1,0,0.148366,0,85,1276.56,1273.858,,-0.555433,1.740507,0.00601,-0.328489,-0.887723
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01290000,2/18/11,1290,C,E,19.4,17.4,18.4,0,0.144887,10,3159,1276.56,1273.858,,0.410065,1.714441,0.006062,-0.259295,0.604963
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01290000,2/18/11,1290,P,E,35.7,33.7,34.7,0,0.146283,0,1309,1276.56,1273.858,,-0.58653,1.715447,0.006008,-0.322001,-0.938385
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01295000,2/18/11,1295,C,E,17.1,15.2,16.15,0,0.142708,8,2534,1276.56,1273.858,,0.378373,1.677202,0.006021,-0.250865,0.5592
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01295000,2/18/11,1295,P,E,38.6,36.6,37.6,0,0.145037,0,0,1276.56,1273.858,,-0.617061,1.680134,0.005935,-0.315512,-0.988542
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01300000,2/18/11,1300,P,E,41.5,39.6,40.55,0,0.143154,18,2503,1276.56,1273.858,,-0.647978,1.633332,0.005845,-0.306068,-1.039347
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01310000,2/18/11,1310,P,E,48,46.1,47.05,0,0.14019,0,0,1276.56,1273.858,,-0.707539,1.510575,0.00552,-0.284382,-1.138203
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01325000,2/18/11,1325,P,E,58.9,57,57.95,0,0.135971,0,4,1276.56,1273.858,,-0.78962,1.264868,0.004766,-0.243737,-1.276763
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01370000,2/18/11,1370,P,E,98.6,96.8,97.7,0,0.136391,0,0,1276.56,1273.858,,-0.933081,0.556761,0.002091,-0.142215,-1.543731
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01375000,2/18/11,1375,C,E,1.5,0.45,0.975,0,0.135871,1042,1404,1276.56,1273.858,*,0.054666,0.488866,0.001843,-0.072669,0.081949
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01375000,2/18/11,1375,P,E,103.4,101.4,102.4,0,0.135871,5,0,1276.56,1273.858,,-0.942948,0.488866,0.001843,-0.131892,-1.564448
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01380000,2/18/11,1380,C,E,1.05,0.3,0.675,0,0.136595,0,87,1276.56,1273.858,*,0.047537,0.437418,0.001641,-0.065466,0.071285
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01380000,2/18/11,1380,P,E,108.2,106.2,107.2,0,0.136595,0,0,1276.56,1273.858,,-0.950077,0.437418,0.001641,-0.124652,-1.581099
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01385000,2/18/11,1385,C,E,0.95,0.15,0.55,0,0.139139,7500,20,1276.56,1273.858,*,0.043362,0.406254,0.001496,-0.062032,0.06502
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01385000,2/18/11,1385,P,E,113.1,111.1,112.1,0,0.139139,0,0,1276.56,1273.858,,-0.954252,0.406254,0.001496,-0.121179,-1.593351
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01390000,2/18/11,1390,P,E,118,116,117,0,0.141392,0,0,1276.56,1273.858,,-0.958284,0.375363,0.00136,-0.117436,-1.605384
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01395000,2/18/11,1395,C,E,1.05,0.05,0.55,0,0.143323,0,0,1276.56,1273.858,*,0.035418,0.344574,0.001232,-0.054345,0.053108
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01395000,2/18/11,1395,P,E,122.9,120.9,121.9,0,0.143323,0,0,1276.56,1273.858,,-0.962196,0.344574,0.001232,-0.113417,-1.617236
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01400000,2/18/11,1400,C,E,0.65,0.05,0.35,0,0.144891,8516,2806,1276.56,1273.858,*,0.0316,0.313698,0.001109,-0.050076,0.047389
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01400000,2/18/11,1400,P,E,127.8,125.8,126.8,0,0.144891,0,0,1276.56,1273.858,,-0.966014,0.313698,0.001109,-0.109111,-1.628943
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01410000,2/18/11,1410,C,E,1,0.05,0.525,0,0.150473,0,22,1276.56,1273.858,*,0.0272,0.276971,0.000943,-0.046024,0.040776
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01410000,2/18/11,1410,P,E,137.7,135.7,136.7,0,0.150473,0,0,1276.56,1273.858,,-0.970415,0.276971,0.000943,-0.104984,-1.647529
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01420000,2/18/11,1420,P,E,147.7,145.7,146.7,0,0.159244,0,0,1276.56,1273.858,,-0.971608,0.266787,0.000858,-0.105904,-1.661331
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01425000,2/18/11,1425,P,E,152.6,150.6,151.6,0,0.159576,0,0,1276.56,1273.858,,-0.974998,0.23726,0.000762,-0.100783,-1.672385
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01440000,2/18/11,1440,P,E,167.5,165.5,166.5,0,0.167509,0,0,1276.56,1273.858,,-0.979108,0.20019,0.000612,-0.095969,-1.696515
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01450000,2/18/11,1450,P,E,177.4,175.4,176.4,0,0.170111,0,0,1276.56,1273.858,,-0.982624,0.16716,0.000503,-0.090275,-1.71375
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01460000,2/18/11,1460,P,E,187.4,185.4,186.4,0,0.177996,0,0,1276.56,1273.858,,-0.983102,0.162571,0.000468,-0.090802,-1.726458
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01470000,2/18/11,1470,C,E,1,0.05,0.525,0,0.185795,0,276,1276.56,1273.858,*,0.01408,0.158386,0.000437,-0.032806,0.021051
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01470000,2/18/11,1470,P,E,197.4,195.4,196.4,0,0.185795,0,0,1276.56,1273.858,,-0.983535,0.158386,0.000437,-0.091313,-1.739097
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01475000,2/18/11,1475,P,E,203.1,199.7,201.4,0,0.189662,0,0,1276.56,1273.858,,-0.983736,0.156428,0.000423,-0.091564,-1.745395
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01500000,2/18/11,1500,C,E,0.1,0.05,0.075,0,0.208704,5000,3425,1276.56,1273.858,*,0.012993,0.147782,0.000363,-0.03449,0.019378
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01500000,2/18/11,1500,P,E,228.1,224.7,226.4,0,0.208704,5000,0,1276.56,1273.858,,-0.984621,0.147782,0.000363,-0.092772,-1.776692
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219C01550000,2/18/11,1550,C,E,0.1,0.05,0.075,0,0.237311,0,497,1276.56,1273.858,*,0.009437,0.111899,0.000242,-0.0298,0.01404
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110219P01550000,2/18/11,1550,P,E,278,274.6,276.3,0,0.237311,0,0,1276.56,1273.858,,-0.988178,0.111899,0.000242,-0.087706,-1.841899
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C00930000,3/18/11,930,C,E,344.5,341.1,342.8,0,0.315403,0,0,1276.56,1272.234,*,0.985752,0.155193,0.000154,0,1.798019
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01010000,3/18/11,1010,C,E,265.8,262.4,264.1,0,0.286099,0,0,1276.56,1272.234,,0.966462,0.380746,0.000416,-0.016462,1.904149
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01060000,3/18/11,1060,P,E,4.6,3,3.8,0,0.269515,0,4990,1276.56,1272.234,,-0.055889,0.636783,0.000738,-0.123008,-0.147567
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01070000,3/18/11,1070,C,E,207.6,204.3,205.95,0,0.257734,0,0,1276.56,1272.234,,0.938503,0.652014,0.000791,-0.059829,1.948252
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01070000,3/18/11,1070,P,E,5,3.4,4.2,0,0.264344,0,1406,1276.56,1272.234,,-0.061915,0.69004,0.000816,-0.130886,-0.16346
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01075000,3/18/11,1075,C,E,202.8,199.5,201.15,0,0.255139,0,10464,1276.56,1272.234,,0.935398,0.679412,0.000832,-0.063748,1.949895
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01075000,3/18/11,1075,P,E,5.2,3.6,4.4,0,0.261534,1010,50657,1276.56,1272.234,,-0.065019,0.716804,0.000856,-0.134599,-0.171633
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01080000,3/18/11,1080,C,E,197.3,195.3,196.3,0,0.25168,0,75,1276.56,1272.234,,0.932724,0.702647,0.000872,-0.066386,1.952716
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01080000,3/18/11,1080,P,E,5.4,3.8,4.6,0,0.258585,0,2099,1276.56,1272.234,,-0.06819,0.743705,0.000899,-0.138163,-0.179975
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01085000,3/18/11,1085,C,E,192.6,190.6,191.6,0,0.250175,0,0,1276.56,1272.234,,0.928501,0.738683,0.000923,-0.072225,1.951359
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01085000,3/18/11,1085,P,E,5.7,4.1,4.9,0,0.256795,0,0,1276.56,1272.234,,-0.072363,0.778447,0.000947,-0.143704,-0.191025
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01090000,3/18/11,1090,C,E,187.8,185.8,186.8,0,0.247119,0,0,1276.56,1272.234,,0.925189,0.766403,0.000969,-0.075665,1.952482
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01090000,3/18/11,1090,P,E,5.9,4.3,5.1,0,0.253546,0,3115,1276.56,1272.234,,-0.075681,0.805563,0.000993,-0.14693,-0.199737
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01100000,3/18/11,1100,C,E,178.4,176.4,177.4,0,0.243037,0,27577,1276.56,1272.234,,0.916404,0.837745,0.001077,-0.086175,1.948919
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01100000,3/18/11,1100,P,E,5.8,5.5,5.65,0,0.248431,13419,82464,1276.56,1272.234,,-0.083942,0.87119,0.001096,-0.155916,-0.221524
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01110000,3/18/11,1110,C,E,169,167,168,0,0.238138,0,0,1276.56,1272.234,,0.907293,0.908622,0.001192,-0.095703,1.944537
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01110000,3/18/11,1110,P,E,7.2,5.2,6.2,0,0.242653,0,2432,1276.56,1272.234,,-0.092565,0.937024,0.001207,-0.164056,-0.244221
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01120000,3/18/11,1120,C,E,159.6,157.6,158.6,0,0.232518,0,18,1276.56,1272.234,,0.897777,0.979521,0.001316,-0.104281,1.939143
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01120000,3/18/11,1120,P,E,7.8,5.8,6.8,0,0.236772,0,4466,1276.56,1272.234,,-0.102055,1.006549,0.001328,-0.172253,-0.269191
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01125000,3/18/11,1125,C,E,155,153,154,0,0.230442,53,26938,1276.56,1272.234,,0.891953,1.021444,0.001385,-0.109985,1.933576
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01125000,3/18/11,1125,P,E,8.2,6.2,7.2,0,0.234554,6358,66319,1276.56,1272.234,,-0.107838,1.047495,0.001396,-0.177736,-0.284473
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01130000,3/18/11,1130,C,E,150.4,148.4,149.4,0,0.228139,0,85,1276.56,1272.234,,0.886019,1.063065,0.001456,-0.115358,1.927733
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01130000,3/18/11,1130,P,E,8.6,6.6,7.6,0,0.232121,20,272,1276.56,1272.234,,-0.113735,1.088197,0.001465,-0.182895,-0.300042
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01135000,3/18/11,1135,C,E,145.8,143.8,144.8,0,0.225623,19,24,1276.56,1272.234,,0.879959,1.104469,0.00153,-0.120405,1.921576
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01135000,3/18/11,1135,P,E,9,7,8,0,0.229484,0,279,1276.56,1272.234,,-0.11976,1.128725,0.001537,-0.187736,-0.315931
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01140000,3/18/11,1140,C,E,141.2,139.2,140.2,0,0.222904,0,0,1276.56,1272.234,,0.873761,1.145725,0.001606,-0.12513,1.91507
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01140000,3/18/11,1140,P,E,9.4,7.4,8.4,0,0.226654,130,9,1276.56,1272.234,,-0.125927,1.169146,0.001612,-0.192261,-0.332177
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01145000,3/18/11,1145,C,E,136.7,134.7,135.7,0,0.220832,0,0,1276.56,1272.234,,0.86658,1.192178,0.001687,-0.131093,1.905906
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01145000,3/18/11,1145,P,E,9.9,7.9,8.9,0,0.224463,0,45,1276.56,1272.234,,-0.133051,1.214541,0.001691,-0.198001,-0.351017
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01150000,3/18/11,1150,C,E,132.1,130.1,131.1,0,0.217707,241,18839,1276.56,1272.234,,0.860065,1.233122,0.00177,-0.135136,1.898608
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01150000,3/18/11,1150,P,E,10.3,8.3,9.3,0,0.221242,9829,54705,1276.56,1272.234,,-0.139539,1.25472,0.001772,-0.201856,-0.368066
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01155000,3/18/11,1155,C,E,127.7,125.7,126.7,0,0.215968,0,20,1276.56,1272.234,,0.851772,1.283657,0.001857,-0.141782,1.886458
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01155000,3/18/11,1155,P,E,10.8,8.9,9.85,0,0.219006,0,0,1276.56,1272.234,,-0.147373,1.301808,0.001857,-0.207553,-0.388786
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01160000,3/18/11,1160,C,E,123.2,121.2,122.2,0,0.2132,0,5,1276.56,1272.234,,0.844103,1.328856,0.001948,-0.146517,1.876071
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01160000,3/18/11,1160,P,E,11.4,9.4,10.4,0,0.216529,0,15,1276.56,1272.234,,-0.155376,1.348349,0.001946,-0.212804,-0.409927
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01165000,3/18/11,1165,C,E,118.8,116.8,117.8,0,0.210947,0,0,1276.56,1272.234,,0.835475,1.378017,0.002041,-0.15221,1.863083
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01165000,3/18/11,1165,P,E,12,10,11,0,0.21418,0,1498,1276.56,1272.234,,-0.163933,1.396436,0.002037,-0.218282,-0.432557
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01170000,3/18/11,1170,C,E,114.4,112.4,113.4,0,0.208441,0,5,1276.56,1272.234,,0.826654,1.426497,0.002139,-0.15741,1.849608
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01170000,3/18/11,1170,P,E,12.6,10.6,11.6,0,0.211586,10,1000,1276.56,1272.234,,-0.172687,1.443892,0.002132,-0.223275,-0.455681
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01175000,3/18/11,1175,C,E,110.1,108.1,109.1,0,0.206371,66,14790,1276.56,1272.234,,0.816902,1.478057,0.002238,-0.163387,1.833606
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01175000,3/18/11,1175,P,E,13.3,11.3,12.3,0,0.209428,810,38177,1276.56,1272.234,,-0.182351,1.494312,0.00223,-0.229036,-0.481282
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01180000,3/18/11,1180,C,E,105.7,103.7,104.7,0,0.20337,0,32,1276.56,1272.234,,0.807626,1.525187,0.002344,-0.167564,1.818995
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01180000,3/18/11,1180,P,E,14,12.5,13.25,0,0.208616,10,1423,1276.56,1272.234,,-0.193868,1.551789,0.002324,-0.23723,-0.512019
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01185000,3/18/11,1185,C,E,101.5,99.5,100.5,0,0.201413,0,0,1276.56,1272.234,,0.796739,1.578204,0.002449,-0.173612,1.799951
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01185000,3/18/11,1185,P,E,14.7,12.7,13.7,0,0.204315,0,810,1276.56,1272.234,,-0.202346,1.592343,0.002435,-0.238854,-0.534154
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01190000,3/18/11,1190,C,E,97.2,95.3,96.25,0,0.198853,0,7147,1276.56,1272.234,,0.785942,1.62841,0.002559,-0.178433,1.78123
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01190000,3/18/11,1190,P,E,15.4,13.4,14.4,0,0.20138,0,14729,1276.56,1272.234,,-0.212742,1.640109,0.002545,-0.242915,-0.561591
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01195000,3/18/11,1195,C,E,93,91.2,92.1,0,0.196621,0,0,1276.56,1272.234,,0.774244,1.680224,0.00267,-0.183733,1.760053
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01195000,3/18/11,1195,P,E,16.3,14.3,15.3,0,0.199384,0,27,1276.56,1272.234,,-0.22464,1.69219,0.002652,-0.248575,-0.593185
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01200000,3/18/11,1200,C,E,88.9,87.1,88,0,0.194385,1,85692,1276.56,1272.234,,0.761972,1.731774,0.002784,-0.188864,1.737341
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01200000,3/18/11,1200,P,E,17.1,15.1,16.1,0,0.196509,3407,71262,1276.56,1272.234,,-0.236231,1.740351,0.002767,-0.252465,-0.623814
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01205000,3/18/11,1205,C,E,84.8,83,83.9,0,0.191846,0,0,1276.56,1272.234,,0.749399,1.781704,0.002902,-0.193259,1.713874
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01205000,3/18/11,1205,P,E,18.1,16.1,17.1,0,0.194486,0,0,1276.56,1272.234,,-0.249252,1.791506,0.002878,-0.257715,-0.658417
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01210000,3/18/11,1210,C,E,80.8,79,79.9,0,0.18956,0,0,1276.56,1272.234,,0.735955,1.831956,0.00302,-0.197893,1.688026
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01210000,3/18/11,1210,P,E,19.1,17.1,18.1,0,0.192145,0,232,1276.56,1272.234,,-0.262564,1.840678,0.002994,-0.262161,-0.693753
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01215000,3/18/11,1215,C,E,76.9,75.1,76,0,0.18749,0,37,1276.56,1272.234,,0.721678,1.881863,0.003136,-0.202654,1.659894
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01215000,3/18/11,1215,P,E,20.2,18.2,19.2,0,0.190022,0,520,1276.56,1272.234,,-0.276694,1.8895,0.003107,-0.266737,-0.731335
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01220000,3/18/11,1220,C,E,73,71.1,72.05,0,0.184824,8,435,1276.56,1272.234,,0.707285,1.928667,0.003261,-0.206075,1.631569
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01220000,3/18/11,1220,P,E,21.3,19.3,20.3,0,0.187568,0,1638,1276.56,1272.234,,-0.291164,1.935993,0.003225,-0.270438,-0.76977
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01225000,3/18/11,1225,C,E,69.2,67.2,68.2,0,0.182347,13,38425,1276.56,1272.234,,0.692034,1.974509,0.003384,-0.20951,1.600899
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01225000,3/18/11,1225,P,E,22.4,20.4,21.4,0,0.18479,17162,26780,1276.56,1272.234,,-0.306039,1.980178,0.003349,-0.273256,-0.809219
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01230000,3/18/11,1230,C,E,65.4,63.6,64.5,0,0.180275,1,13763,1276.56,1272.234,,0.675774,2.019235,0.0035,-0.213277,1.567403
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01230000,3/18/11,1230,P,E,23.7,21.7,22.7,0,0.18268,72,16265,1276.56,1272.234,,-0.322122,2.02393,0.003462,-0.27686,-0.852089
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01235000,3/18/11,1235,C,E,61.8,59.8,60.8,0,0.177837,0,23544,1276.56,1272.234,,0.659106,2.060733,0.003621,-0.216011,1.532884
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01235000,3/18/11,1235,P,E,25,23,24,0,0.180208,0,22994,1276.56,1272.234,,-0.338609,2.064536,0.00358,-0.279444,-0.895973
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01240000,3/18/11,1240,C,E,58.2,56.3,57.25,0,0.175752,0,32443,1276.56,1272.234,,0.641504,2.099874,0.003734,-0.218885,1.49573
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01240000,3/18/11,1240,P,E,26.4,24.4,25.4,0,0.177855,0,35989,1276.56,1272.234,,-0.355869,2.10253,0.003694,-0.281782,-0.941989
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01245000,3/18/11,1245,C,E,54.7,52.8,53.75,0,0.173512,0,4926,1276.56,1272.234,,0.623319,2.13535,0.003846,-0.221007,1.457017
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01245000,3/18/11,1245,P,E,27.9,26,26.95,0,0.175828,0,4347,1276.56,1272.234,,-0.373986,2.137534,0.003799,-0.284167,-0.99045
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01250000,3/18/11,1250,C,E,51,49.5,50.25,0,0.170878,1628,52564,1276.56,1272.234,,0.604622,2.166659,0.003962,-0.221954,1.417019
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01250000,3/18/11,1250,P,E,29.5,27.5,28.5,0,0.173405,11659,33008,1276.56,1272.234,,-0.392563,2.168324,0.003907,-0.285369,-1.040063
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01255000,3/18/11,1255,C,E,48.1,46.2,47.15,0,0.169669,4,21692,1276.56,1272.234,,0.584691,2.194349,0.004041,-0.224613,1.373143
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01255000,3/18/11,1255,P,E,31.2,29.2,30.2,0,0.171266,1,21307,1276.56,1272.234,,-0.411926,2.194996,0.004005,-0.286457,-1.091942
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01260000,3/18/11,1260,C,E,44.9,43,43.95,0,0.167564,2327,4769,1276.56,1272.234,,0.564521,2.216471,0.004133,-0.225201,1.328865
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01260000,3/18/11,1260,P,E,33,31,32,0,0.169159,2302,4801,1276.56,1272.234,,-0.431919,2.216798,0.004095,-0.286976,-1.145596
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01265000,3/18/11,1265,C,E,41.8,39.8,40.8,0,0.165246,9886,10866,1276.56,1272.234,,0.543767,2.233102,0.004223,-0.224791,1.283022
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01265000,3/18/11,1265,P,E,34.8,32.8,33.8,0,0.166618,9939,11342,1276.56,1272.234,,-0.452463,2.233191,0.004188,-0.286157,-1.200634
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01270000,3/18/11,1270,C,E,38.8,36.8,37.8,0,0.163146,14099,14560,1276.56,1272.234,,0.522388,2.243779,0.004298,-0.224028,1.23532
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01270000,3/18/11,1270,P,E,36.8,34.8,35.8,0,0.164524,13557,13190,1276.56,1272.234,,-0.473669,2.243765,0.004262,-0.285351,-1.257721
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01275000,3/18/11,1275,C,E,35.9,33.9,34.9,0,0.161021,2365,32433,1276.56,1272.234,,0.500466,2.247955,0.004362,-0.222497,1.186058
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01275000,3/18/11,1275,P,E,38.9,36.9,37.9,0,0.16241,5929,3500,1276.56,1272.234,,-0.495406,2.247947,0.004325,-0.28379,-1.316337
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01280000,3/18/11,1280,C,E,33.1,31.1,32.1,0,0.158857,4,21,1276.56,1272.234,,0.478029,2.245144,0.004416,-0.220146,1.135313
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01280000,3/18/11,1280,P,E,41.1,39.1,40.1,0,0.16026,0,2,1276.56,1272.234,,-0.517644,2.245263,0.004378,-0.281421,-1.376405
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01285000,3/18/11,1285,C,E,30.5,28.5,29.5,0,0.157083,0,75,1276.56,1272.234,,0.455307,2.234982,0.004446,-0.217626,1.083458
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01285000,3/18/11,1285,P,E,43.5,41.5,42.5,0,0.158506,0,0,1276.56,1272.234,,-0.540157,2.235364,0.004407,-0.278897,-1.437554
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01290000,3/18/11,1290,C,E,28,26,27,0,0.155244,0,103,1276.56,1272.234,,0.432263,2.217123,0.004463,-0.214214,1.030598
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01290000,3/18/11,1290,P,E,45.9,44,44.95,0,0.156466,2,2,1276.56,1272.234,,-0.563112,2.217797,0.004429,-0.275142,-1.499909
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01295000,3/18/11,1295,C,E,25.6,23.6,24.6,0,0.153328,0,305,1276.56,1272.234,,0.408929,2.191227,0.004466,-0.209885,0.976817
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01295000,3/18/11,1295,P,E,48.5,46.6,47.55,0,0.154577,0,0,1276.56,1272.234,,-0.586244,2.1924,0.004432,-0.270834,-1.563004
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01300000,3/18/11,1300,C,E,23.3,21.4,22.35,0,0.151552,2203,62274,1276.56,1272.234,,0.385546,2.157297,0.004448,-0.20499,0.922617
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01300000,3/18/11,1300,P,E,51.4,49.5,50.45,0,0.153528,752,7628,1276.56,1272.234,,-0.608807,2.160102,0.004397,-0.267088,-1.625261
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01305000,3/18/11,1305,C,E,21.2,19.2,20.2,0,0.149681,112,17,1276.56,1272.234,,0.362015,2.114961,0.004415,-0.199168,0.867851
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01305000,3/18/11,1305,P,E,54.3,52.4,53.35,0,0.151945,0,0,1276.56,1272.234,,-0.631758,2.119507,0.004359,-0.26174,-1.688491
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01310000,3/18/11,1310,C,E,19.2,17.2,18.2,0,0.147943,0,1167,1276.56,1272.234,,0.338659,2.064652,0.004361,-0.192816,0.813228
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01310000,3/18/11,1310,P,E,57.3,55.4,56.35,0,0.150276,0,0,1276.56,1272.234,,-0.65472,2.070932,0.004306,-0.255519,-1.751944
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01315000,3/18/11,1315,C,E,17.3,15.3,16.3,0,0.146099,0,30,1276.56,1272.234,,0.315313,2.005911,0.00429,-0.185575,0.758434
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01315000,3/18/11,1315,P,E,60.4,58.6,59.5,0,0.148761,0,0,1276.56,1272.234,,-0.67733,2.015138,0.004233,-0.248858,-1.81481
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01320000,3/18/11,1320,C,E,15.6,13.6,14.6,0,0.144651,2,1179,1276.56,1272.234,,0.292762,1.940914,0.004193,-0.178344,0.705241
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01320000,3/18/11,1320,P,E,63.7,61.9,62.8,0,0.147415,0,0,1276.56,1272.234,,-0.699417,1.952793,0.004139,-0.24184,-1.876659
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01325000,3/18/11,1325,C,E,14.1,12.1,13.1,0,0.143648,338,11730,1276.56,1272.234,,0.271319,1.871332,0.004071,-0.171298,0.654432
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01325000,3/18/11,1325,P,E,67.1,65.3,66.2,0,0.145997,200,2025,1276.56,1272.234,,-0.721199,1.883478,0.004031,-0.234115,-1.937939
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01330000,3/18/11,1330,C,E,12,10.6,11.3,0,0.140361,0,66,1276.56,1272.234,,0.246706,1.781746,0.003967,-0.159713,0.596265
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01330000,3/18/11,1330,P,E,70.6,68.8,69.7,0,0.144506,0,0,1276.56,1272.234,,-0.74261,1.807483,0.003909,-0.225739,-1.998486
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01340000,3/18/11,1340,C,E,10.1,8.1,9.1,0,0.139785,2902,9,1276.56,1272.234,,0.209352,1.624769,0.003632,-0.145926,0.506945
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319P01340000,3/18/11,1340,P,E,78.1,76.2,77.15,0,0.142231,0,1,1276.56,1272.234,,-0.782429,1.644251,0.003612,-0.208979,-2.112937
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110319C01350000,3/18/11,1350,C,E,7.9,6,6.95,0,0.137153,1004,25529,1276.56,1272.234,,0.171708,1.438671,0.003278,-0.12739,0.416799
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 110917P01400000,9/16/11,1400,P,E,165.2,160.7,162.95,0,0.175475,0,500,1276.56,1264.236,,-0.723607,3.446995,0.001734,-0.151762,-7.552476
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C00950000,12/16/11,950,C,E,334.9,328.9,331.9,0,0.278539,0,6434,1276.56,1261.914,,0.865536,2.409092,0.000562,-0.05352,7.300564
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P00950000,12/16/11,950,P,E,27.6,23.6,25.6,0,0.292362,2,21970,1276.56,1261.914,,-0.124497,2.53226,0.000563,-0.11216,-1.742741
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C00975000,12/16/11,975,C,E,313.3,307.3,310.3,0,0.272597,0,2,1276.56,1261.914,,0.849669,2.634423,0.000628,-0.061478,7.313261
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P00975000,12/16/11,975,P,E,30.8,26.9,28.85,0,0.285403,2,13818,1276.56,1261.914,,-0.139947,2.743995,0.000625,-0.118961,-1.959715
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01000000,12/16/11,1000,C,E,292,286,289,0,0.266411,0,19535,1276.56,1261.914,,0.832345,2.863659,0.000698,-0.069154,7.305562
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01000000,12/16/11,1000,P,E,33,30.6,31.8,0,0.276305,1301,57992,1276.56,1261.914,,-0.155555,2.94427,0.000692,-0.12397,-2.175747
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01025000,12/16/11,1025,C,E,271.2,265.2,268.2,0,0.260573,155,2027,1276.56,1261.914,,0.813065,3.099832,0.000773,-0.07691,7.269563
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01025000,12/16/11,1025,P,E,38.5,34.6,36.55,0,0.272033,0,9871,1276.56,1261.914,,-0.175781,3.184958,0.000761,-0.132407,-2.464458
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01050000,12/16/11,1050,C,E,250.7,244.7,247.7,0,0.254298,0,14872,1276.56,1261.914,,0.792242,3.334188,0.000852,-0.084047,7.212125
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01050000,12/16/11,1050,P,E,42.9,39,40.95,0,0.265215,3340,40041,1276.56,1261.914,,-0.196131,3.407144,0.000835,-0.13858,-2.751356
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01075000,12/16/11,1075,C,E,230.8,224.8,227.8,0,0.2484,0,8421,1276.56,1261.914,,0.769232,3.569899,0.000934,-0.091082,7.122658
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01075000,12/16/11,1075,P,E,48,44,46,0,0.258977,0,24615,1276.56,1261.914,,-0.218642,3.631159,0.000911,-0.144768,-3.070452
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01090000,12/16/11,1090,C,E,219.1,213.3,216.2,0,0.245105,0,0,1276.56,1261.914,,0.754312,3.710448,0.000984,-0.09525,7.052322
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01090000,12/16/11,1090,P,E,51.2,47.2,49.2,0,0.255049,0,0,1276.56,1261.914,,-0.232948,3.762264,0.000958,-0.148092,-3.273144
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01095000,12/16/11,1095,C,E,215.2,209.4,212.3,0,0.243797,0,0,1276.56,1261.914,,0.7493,3.755563,0.001001,-0.096436,7.028738
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01095000,12/16/11,1095,P,E,52.3,48.3,50.3,0,0.25372,0,0,1276.56,1261.914,,-0.237862,3.805354,0.000975,-0.14914,-3.342777
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01100000,12/16/11,1100,C,E,211.3,205.3,208.3,0,0.24217,1,70466,1276.56,1261.914,,0.744391,3.798764,0.001019,-0.09736,7.007325
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01100000,12/16/11,1100,P,E,53.5,49.5,51.5,0,0.252596,2502,82304,1276.56,1261.914,,-0.242966,3.849077,0.00099,-0.150314,-3.415648
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01125000,12/16/11,1125,C,E,192,187.4,189.7,0,0.236792,0,20894,1276.56,1261.914,,0.716951,4.022525,0.001104,-0.103638,6.852172
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01125000,12/16/11,1125,P,E,59.5,55.5,57.5,0,0.246112,0,19661,1276.56,1261.914,,-0.269224,4.057779,0.001071,-0.155139,-3.788885
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01140000,12/16/11,1140,C,E,181,176.2,178.6,0,0.232973,0,0,1276.56,1261.914,,0.699768,4.147875,0.001157,-0.106609,6.749838
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01140000,12/16/11,1140,P,E,63.4,59.4,61.4,0,0.242276,0,80,1276.56,1261.914,,-0.285992,4.177286,0.00112,-0.157715,-4.027882
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01150000,12/16/11,1150,C,E,173.7,169.1,171.4,0,0.230602,0,34803,1276.56,1261.914,,0.687779,4.228823,0.001192,-0.108552,6.673294
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01150000,12/16/11,1150,P,E,66.1,62.2,64.15,0,0.239783,400,41724,1276.56,1261.914,,-0.297615,4.254027,0.001153,-0.159312,-4.193989
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01175000,12/16/11,1175,C,E,156.2,151.5,153.85,0,0.224612,0,17364,1276.56,1261.914,,0.656269,4.416863,0.001278,-0.112712,6.459149
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01175000,12/16/11,1175,P,E,73.3,69.5,71.4,0,0.233364,29,25903,1276.56,1261.914,,-0.328082,4.432183,0.001234,-0.162531,-4.629778
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01180000,12/16/11,1180,C,E,152.7,148.1,150.4,0,0.223358,0,0,1276.56,1261.914,,0.649715,4.451579,0.001295,-0.113384,6.412719
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01180000,12/16/11,1180,P,E,74.9,70.9,72.9,0,0.232011,0,24,1276.56,1261.914,,-0.334413,4.465117,0.00125,-0.163008,-4.720272
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01200000,12/16/11,1200,C,E,139.3,134.6,136.95,0,0.21846,0,72248,1276.56,1261.914,,0.622547,4.579777,0.001362,-0.115722,6.212192
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01200000,12/16/11,1200,P,E,80,77.5,78.75,0,0.225662,372,55237,1276.56,1261.914,,-0.36045,4.586137,0.00132,-0.163846,-5.089423
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01225000,12/16/11,1225,C,E,123.3,118.4,120.85,0,0.212355,0,10725,1276.56,1261.914,,0.586548,4.711507,0.001442,-0.117594,5.930234
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01225000,12/16/11,1225,P,E,90.2,86.2,88.2,0,0.220906,0,4851,1276.56,1261.914,,-0.395485,4.713154,0.001386,-0.16605,-5.601063
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01250000,12/16/11,1250,C,E,108.1,103.1,105.6,0,0.206274,250,27224,1276.56,1261.914,,0.548358,4.804961,0.001514,-0.11818,5.613832
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01250000,12/16/11,1250,P,E,99.7,96,97.85,0,0.214825,0,12398,1276.56,1261.914,,-0.432258,4.80334,0.001453,-0.16607,-6.135553
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01275000,12/16/11,1275,C,E,93.1,89.1,91.1,0,0.199884,1301,8746,1276.56,1261.914,,0.508023,4.852906,0.001577,-0.117138,5.264485
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01275000,12/16/11,1275,P,E,110.9,106,108.45,0,0.208924,1000,4201,1276.56,1261.914,,-0.470856,4.851366,0.001509,-0.164841,-6.701011
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01300000,12/16/11,1300,C,E,79.9,76.1,78,0,0.194402,1402,109416,1276.56,1261.914,,0.466171,4.848064,0.00162,-0.1152,4.883629
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01300000,12/16/11,1300,P,E,122.4,117.7,120.05,0,0.203196,0,25259,1276.56,1261.914,,-0.510992,4.85114,0.001551,-0.162274,-7.294451
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01325000,12/16/11,1325,C,E,67.8,64,65.9,0,0.188897,250,7637,1276.56,1261.914,,0.423024,4.784797,0.001646,-0.111687,4.477718
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01325000,12/16/11,1325,P,E,135.2,130.5,132.85,0,0.197961,0,0,1276.56,1261.914,,-0.552071,4.797938,0.001575,-0.158549,-7.910601
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01350000,12/16/11,1350,C,E,56.9,53.1,55,0,0.183707,400,25644,1276.56,1261.914,,0.37931,4.659556,0.001648,-0.106839,4.053624
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01350000,12/16/11,1350,P,E,149.1,144.5,146.8,0,0.193059,0,756,1276.56,1261.914,,-0.593576,4.68915,0.001578,-0.153571,-8.542745
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01375000,12/16/11,1375,C,E,47.3,43.3,45.3,0,0.178799,0,5744,1276.56,1261.914,,0.335707,4.471679,0.001625,-0.10071,3.619552
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01375000,12/16/11,1375,P,E,164.3,159.7,162,0,0.188689,0,0,1276.56,1261.914,,-0.634657,4.525738,0.001558,-0.147563,-9.181586
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01400000,12/16/11,1400,C,E,38.8,34.8,36.8,0,0.174186,4100,44340,1276.56,1261.914,,0.292992,4.224092,0.001576,-0.093461,3.184841
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01400000,12/16/11,1400,P,E,180.7,176.1,178.4,0,0.184794,0,8328,1276.56,1261.914,,-0.674615,4.31168,0.001516,-0.140631,-9.818221
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01425000,12/16/11,1425,C,E,31.4,27.4,29.4,0,0.16969,0,5140,1276.56,1261.914,,0.251671,3.921245,0.001501,-0.085169,2.756546
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01425000,12/16/11,1425,P,E,198.2,193.7,195.95,0,0.181363,0,5,1276.56,1261.914,,-0.712752,4.054185,0.001452,-0.132974,-10.443762
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01450000,12/16/11,1450,C,E,25.1,21.1,23.1,0,0.165412,102,19826,1276.56,1261.914,,0.212581,3.573015,0.001404,-0.076179,2.344777
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01450000,12/16/11,1450,P,E,217.8,211.8,214.8,0,0.178978,0,1100,1276.56,1261.914,,-0.74757,3.770898,0.001369,-0.125311,-11.041564
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01475000,12/16/11,1475,C,E,19.9,15.9,17.9,0,0.161557,600,3094,1276.56,1261.914,,0.176729,3.195737,0.001285,-0.066977,1.961637
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01475000,12/16/11,1475,P,E,237.5,231.5,234.5,0,0.176745,0,5,1276.56,1261.914,,-0.779861,3.463945,0.001273,-0.117188,-11.616927
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01500000,12/16/11,1500,C,E,14.2,11.7,12.95,0,0.155454,402,91833,1276.56,1261.914,,0.140039,2.745204,0.001147,-0.055657,1.566041
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01500000,12/16/11,1500,P,E,258.1,252.1,255.1,0,0.175056,0,3172,1276.56,1261.914,,-0.808759,3.150006,0.001169,-0.109172,-12.159878
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01550000,12/16/11,1550,C,E,8.7,6.8,7.75,0,0.152527,0,7107,1276.56,1261.914,,0.09285,2.051634,0.000874,-0.041268,1.046228
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01550000,12/16/11,1550,P,E,301.9,295.9,298.9,0,0.174702,0,12,1276.56,1261.914,,-0.853841,2.576648,0.000958,-0.095494,-13.117064
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01600000,12/16/11,1600,C,E,4.8,3.2,4,0,0.146717,0,34218,1276.56,1261.914,,0.054511,1.364983,0.000604,-0.02664,0.619424
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01600000,12/16/11,1600,P,E,348,342,345,0,0.177377,0,527,1276.56,1261.914,,-0.884915,2.111853,0.000774,-0.084903,-13.927085
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01700000,12/16/11,1700,C,E,1.5,0.45,0.975,0,0.194127,1,6720,1276.56,1261.914,*,0.067483,1.61244,0.00054,-0.042386,0.750595
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01700000,12/16/11,1700,P,E,444.6,438.6,441.6,0,0.194127,0,2097,1276.56,1261.914,,-0.914011,1.61244,0.00054,-0.075205,-15.190198
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01800000,12/16/11,1800,C,E,0.55,0,0,0,0.218482,0,798,1276.56,1261.914,*,0.057539,1.424321,0.000424,-0.042554,0.635302
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01800000,12/16/11,1800,P,E,543.4,537.4,540.4,0,0.218482,0,119,1276.56,1261.914,,-0.923955,1.424321,0.000424,-0.073311,-16.243185
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C01900000,12/16/11,1900,C,E,0.4,0,0,0,0.245262,0,309,1276.56,1261.914,*,0.054044,1.355743,0.000359,-0.045792,0.591152
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P01900000,12/16/11,1900,P,E,642.9,636.9,639.9,0,0.245262,0,107,1276.56,1261.914,,-0.927449,1.355743,0.000359,-0.074485,-17.225027
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C02000000,12/16/11,2000,C,E,0.35,0,0,0,0.27109,0,5121,1276.56,1261.914,*,0.052043,1.315858,0.000315,-0.049381,0.564067
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P02000000,12/16/11,2000,P,E,742.5,736.5,739.5,0,0.27109,0,239,1276.56,1261.914,,-0.92945,1.315858,0.000315,-0.076011,-18.189808
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217C02250000,12/16/11,2250,C,E,0.5,0,0,0,0.32817,0,0,1276.56,1261.914,*,0.048179,1.237491,0.000245,-0.056698,0.511961
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 111217P02250000,12/16/11,2250,P,E,991.3,985.3,988.3,0,0.32817,0,70,1276.56,1261.914,,-0.933314,1.237491,0.000245,-0.07817,-20.586147
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P00900000,6/15/12,900,P,E,37.7,33.8,35.75,0,0.299039,0,2512,1276.56,1255.136,,-0.130614,3.225897,0.000459,-0.096104,-2.921784
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C00925000,6/15/12,925,C,E,365.1,359.1,362.1,0,0.281316,0,0,1276.56,1255.136,,0.834236,3.345296,0.000506,-0.047425,10.141808
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P00925000,6/15/12,925,P,E,41.4,37.5,39.45,0,0.29266,0,104,1276.56,1255.136,,-0.144011,3.446694,0.000501,-0.100748,-3.22194
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C00950000,6/15/12,950,C,E,344.5,338.5,341.5,0,0.276026,0,100,1276.56,1255.136,,0.819259,3.583925,0.000552,-0.053062,10.16318
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P00950000,6/15/12,950,P,E,45.5,41.6,43.55,0,0.286613,0,656,1276.56,1255.136,,-0.158581,3.672953,0.000545,-0.105427,-3.549496
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C00975000,6/15/12,975,C,E,324,318,321,0,0.270095,0,0,1276.56,1255.136,,0.803529,3.818703,0.000601,-0.058156,10.169243
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P00975000,6/15/12,975,P,E,49.9,46,47.95,0,0.280537,0,66,1276.56,1255.136,,-0.174188,3.90023,0.000591,-0.1099,-3.900464
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01000000,6/15/12,1000,C,E,304,298,301,0,0.264567,0,0,1276.56,1255.136,,0.786397,4.057099,0.000652,-0.063278,10.142248
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01000000,6/15/12,1000,P,E,54.6,50.7,52.65,0,0.274389,202,3481,1276.56,1255.136,,-0.190863,4.126837,0.00064,-0.114101,-4.27543
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01025000,6/15/12,1025,C,E,284.4,278.4,281.4,0,0.259089,0,0,1276.56,1255.136,,0.768014,4.29398,0.000705,-0.068174,10.086453
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01025000,6/15/12,1025,P,E,59.7,55.9,57.8,0,0.268476,0,155,1276.56,1255.136,,-0.208816,4.353115,0.00069,-0.118167,-4.680436
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01050000,6/15/12,1050,C,E,265.1,259.1,262.1,0,0.253378,0,2550,1276.56,1255.136,,0.748478,4.525437,0.00076,-0.072634,10.005097
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01050000,6/15/12,1050,P,E,65.3,61.4,63.35,0,0.262601,0,8657,1276.56,1255.136,,-0.227993,4.575598,0.000741,-0.121944,-5.113765
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01075000,6/15/12,1075,C,E,246.4,240.4,243.4,0,0.248041,0,2550,1276.56,1255.136,,0.727432,4.752612,0.000815,-0.076959,9.887259
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01075000,6/15/12,1075,P,E,71.3,67.4,69.35,0,0.256813,158,1056,1276.56,1255.136,,-0.248459,4.792198,0.000794,-0.12541,-5.577338
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01100000,6/15/12,1100,P,E,77.9,73.9,75.9,0,0.251246,150,9857,1276.56,1255.136,,-0.270299,5.000666,0.000846,-0.128593,-6.074139
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01125000,6/15/12,1125,C,E,210.3,204.3,207.3,0,0.237117,0,781,1276.56,1255.136,,0.681355,5.17466,0.000928,-0.084201,9.559412
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01125000,6/15/12,1125,P,E,84.9,80.9,82.9,0,0.245629,0,680,1276.56,1255.136,,-0.293425,5.196967,0.0009,-0.13129,-6.601126
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01150000,6/15/12,1150,C,E,192.6,187.9,190.25,0,0.232087,0,1375,1276.56,1255.136,,0.656082,5.364655,0.000983,-0.08732,9.339904
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01150000,6/15/12,1150,P,E,92.4,88.4,90.4,0,0.240004,0,2475,1276.56,1255.136,,-0.317883,5.378252,0.000953,-0.133475,-7.159879
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01175000,6/15/12,1175,C,E,175.9,171.3,173.6,0,0.226748,0,617,1276.56,1255.136,,0.629503,5.534264,0.001038,-0.089701,9.090561
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01175000,6/15/12,1175,P,E,100.5,96.5,98.5,0,0.234498,1100,2801,1276.56,1255.136,,-0.343712,5.541301,0.001005,-0.135165,-7.752537
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01200000,6/15/12,1200,C,E,159.8,155.2,157.5,0,0.221332,0,2901,1276.56,1255.136,,0.601517,5.680401,0.001091,-0.091419,8.807378
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01200000,6/15/12,1200,P,E,109.5,104.7,107.1,0,0.228867,0,1923,1276.56,1255.136,,-0.370873,5.682211,0.001056,-0.136179,-8.376924
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01225000,6/15/12,1225,C,E,144.5,139.5,142,0,0.215869,0,145,1276.56,1255.136,,0.572117,5.798996,0.001142,-0.092442,8.48949
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01225000,6/15/12,1225,P,E,119,114.1,116.55,0,0.223664,0,2117,1276.56,1255.136,,-0.399354,5.797178,0.001102,-0.136763,-9.037906
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01250000,6/15/12,1250,C,E,129.7,124.8,127.25,0,0.210554,0,1502,1276.56,1255.136,,0.54136,5.885543,0.001189,-0.092822,8.135762
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01250000,6/15/12,1250,P,E,129.1,124.2,126.65,0,0.218472,0,1504,1276.56,1255.136,,-0.429048,5.881998,0.001145,-0.13665,-9.730618
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01275000,6/15/12,1275,C,E,115.8,110.8,113.3,0,0.205403,0,1410,1276.56,1255.136,,0.509377,5.935436,0.001229,-0.092525,7.747921
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01275000,6/15/12,1275,P,E,139.8,134.9,137.35,0,0.213151,0,101,1276.56,1255.136,,-0.459935,5.932807,0.001184,-0.135726,-10.453952
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616C01300000,6/15/12,1300,C,E,102.2,98.2,100.2,0,0.200437,0,8596,1276.56,1255.136,,0.476356,5.944406,0.001261,-0.09153,7.328705
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 120616P01300000,6/15/12,1300,P,E,151.5,146.5,149,0,0.208236,1001,502,1276.56,1255.136,,-0.491718,5.945598,0.001214,-0.134247,-11.207503
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+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P00900000,12/21/12,900,P,E,53.3,49.3,51.3,0,0.293688,0,48960,1276.56,1248.06,,-0.152338,4.156384,0.000443,-0.09016,-4.819207
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C00925000,12/21/12,925,C,E,374.4,369.4,371.9,0,0.282747,0,2,1276.56,1248.06,,0.799031,4.348013,0.000481,-0.045793,12.708628
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P00925000,12/21/12,925,P,E,57.8,53.8,55.8,0,0.287779,2,1903,1276.56,1248.06,,-0.165671,4.388373,0.000477,-0.093536,-5.24121
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C00950000,12/21/12,950,C,E,354.6,349.6,352.1,0,0.277166,0,4736,1276.56,1248.06,,0.784696,4.585419,0.000518,-0.04971,12.738048
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P00950000,12/21/12,950,P,E,62.7,58.7,60.7,0,0.282159,500,13416,1276.56,1248.06,,-0.179939,4.622285,0.000513,-0.096879,-5.69444
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C00975000,12/21/12,975,C,E,335.2,330.2,332.7,0,0.271799,0,7,1276.56,1248.06,,0.769403,4.822896,0.000555,-0.053545,12.735668
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P00975000,12/21/12,975,P,E,67,63.9,65.45,0,0.275624,0,454,1276.56,1248.06,,-0.194638,4.848537,0.000551,-0.099601,-6.155508
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01000000,12/21/12,1000,C,E,316.2,311.2,313.7,0,0.266588,0,12582,1276.56,1248.06,,0.753159,5.058193,0.000594,-0.057244,12.701609
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01000000,12/21/12,1000,P,E,73.4,69.4,71.4,0,0.270927,0,22411,1276.56,1248.06,,-0.211007,5.083769,0.000587,-0.102977,-6.681933
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01025000,12/21/12,1025,C,E,297.5,292.5,295,0,0.26129,0,3401,1276.56,1248.06,,0.736041,5.288103,0.000633,-0.06067,12.63981
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01025000,12/21/12,1025,P,E,79.3,75.3,77.3,0,0.265444,0,2704,1276.56,1248.06,,-0.227924,5.309171,0.000626,-0.105748,-7.221085
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01050000,12/21/12,1050,C,E,279.2,274.2,276.7,0,0.256066,0,14502,1276.56,1248.06,,0.717954,5.511798,0.000674,-0.063873,12.545903
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01050000,12/21/12,1050,P,E,84.2,81.1,82.65,0,0.258336,0,17885,1276.56,1248.06,,-0.245191,5.52147,0.000669,-0.107507,-7.758217
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01075000,12/21/12,1075,C,E,261.4,256.4,258.9,0,0.251051,0,4028,1276.56,1248.06,,0.698837,5.72762,0.000714,-0.066887,12.416406
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01075000,12/21/12,1075,P,E,91.4,87.9,89.65,0,0.253585,400,6086,1276.56,1248.06,,-0.264284,5.736148,0.000708,-0.110077,-8.373414
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01100000,12/21/12,1100,C,E,243.9,238.9,241.4,0,0.24585,200,38680,1276.56,1248.06,,0.678803,5.931916,0.000755,-0.069505,12.258072
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01100000,12/21/12,1100,P,E,100,95,97.5,0,0.249563,5,48158,1276.56,1248.06,,-0.284477,5.941096,0.000745,-0.112662,-9.032803
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01125000,12/21/12,1125,C,E,226.9,221.9,224.4,0,0.240776,0,7629,1276.56,1248.06,,0.657739,6.123404,0.000796,-0.071843,12.064136
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01125000,12/21/12,1125,P,E,107.6,102.6,105.1,0,0.244375,0,7853,1276.56,1248.06,,-0.305283,6.129327,0.000785,-0.114376,-9.702648
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01150000,12/21/12,1150,C,E,210.4,205.4,207.9,0,0.235783,0,23516,1276.56,1248.06,,0.63566,6.299254,0.000836,-0.073851,11.835022
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01150000,12/21/12,1150,P,E,114,110.7,112.35,0,0.237934,200,28117,1276.56,1248.06,,-0.326928,6.301192,0.000829,-0.115169,-10.386625
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01175000,12/21/12,1175,C,E,194.3,189.3,191.8,0,0.230673,0,8480,1276.56,1248.06,,0.612589,6.456591,0.000876,-0.075417,11.573205
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01175000,12/21/12,1175,P,E,124.2,119.2,121.7,0,0.23409,0,8506,1276.56,1248.06,,-0.349864,6.457378,0.000863,-0.11673,-11.144076
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01200000,12/21/12,1200,C,E,178.8,173.8,176.3,0,0.225723,0,25729,1276.56,1248.06,,0.588508,6.592713,0.000914,-0.076636,11.274346
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01200000,12/21/12,1200,P,E,133.3,128.3,130.8,0,0.229071,2,63032,1276.56,1248.06,,-0.37363,6.591754,0.000901,-0.117353,-11.917423
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01220000,12/21/12,1220,C,E,166.8,161.8,164.3,0,0.221799,0,1170,1276.56,1248.06,,0.568542,6.684227,0.000943,-0.077309,11.009882
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01220000,12/21/12,1220,P,E,141,136,138.5,0,0.225132,0,1277,1276.56,1248.06,,-0.393323,6.682329,0.000929,-0.117571,-12.561367
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01225000,12/21/12,1225,C,E,163.9,158.9,161.4,0,0.220886,0,3900,1276.56,1248.06,,0.563466,6.704447,0.00095,-0.077462,10.93968
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01225000,12/21/12,1225,P,E,142.9,137.9,140.4,0,0.22403,0,2756,1276.56,1248.06,,-0.398358,6.7025,0.000936,-0.117529,-12.724658
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01250000,12/21/12,1250,C,E,149.5,144.5,147,0,0.215974,1475,22727,1276.56,1248.06,,0.537473,6.788804,0.000984,-0.07779,10.571403
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01250000,12/21/12,1250,P,E,153.1,148.1,150.6,0,0.219081,100,6411,1276.56,1248.06,,-0.424006,6.786557,0.000969,-0.117285,-13.566673
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01275000,12/21/12,1275,C,E,135.7,130.7,133.2,0,0.211099,500,100,1276.56,1248.06,,0.510584,6.842596,0.001014,-0.07765,10.168907
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01275000,12/21/12,1275,P,E,164,159,161.5,0,0.214329,300,0,1276.56,1248.06,,-0.450468,6.840809,0.000999,-0.116648,-14.442793
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01300000,12/21/12,1300,C,E,122.8,117.8,120.3,0,0.206661,1300,28103,1276.56,1248.06,,0.483073,6.862672,0.001039,-0.077201,9.733217
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01300000,12/21/12,1300,P,E,175.7,172,173.85,0,0.210829,1,6711,1276.56,1248.06,,-0.477073,6.862368,0.001019,-0.11607,-15.350942
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01350000,12/21/12,1350,C,E,99,94,96.5,0,0.197944,0,11260,1276.56,1248.06,,0.426283,6.792519,0.001074,-0.074841,8.778364
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01350000,12/21/12,1350,P,E,201,196,198.5,0,0.201052,0,1090,1276.56,1248.06,,-0.533559,6.798744,0.001058,-0.112172,-17.248234
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01400000,12/21/12,1400,C,E,77.7,73.7,75.7,0,0.189774,0,37207,1276.56,1248.06,,0.368371,6.564399,0.001082,-0.070707,7.736584
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01400000,12/21/12,1400,P,E,229.3,224.3,226.8,0,0.192837,0,8402,1276.56,1248.06,,-0.590649,6.581755,0.001068,-0.106973,-19.232229
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01450000,12/21/12,1450,C,E,60.2,56.2,58.2,0,0.18255,0,11645,1276.56,1248.06,,0.311448,6.180731,0.00106,-0.065155,6.654849
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01450000,12/21/12,1450,P,E,261,256,258.5,0,0.185802,0,701,1276.56,1248.06,,-0.646538,6.215748,0.001047,-0.100488,-21.252821
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01500000,12/21/12,1500,C,E,45,41.6,43.3,0,0.175226,0,43583,1276.56,1248.06,,0.255869,5.64408,0.001008,-0.057964,5.555789
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01500000,12/21/12,1500,P,E,295.4,290.4,292.9,0,0.178955,0,4110,1276.56,1248.06,,-0.700679,5.707728,0.000998,-0.092535,-23.282604
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01550000,12/21/12,1550,C,E,34,30,32,0,0.16987,0,4397,1276.56,1248.06,,0.206538,5.021247,0.000925,-0.050673,4.542512
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01550000,12/21/12,1550,P,E,333,328,330.5,0,0.173462,0,10,1276.56,1248.06,,-0.749744,5.105512,0.000921,-0.084144,-25.248072
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01600000,12/21/12,1600,C,E,24,20.7,22.35,0,0.163212,2450,76476,1276.56,1248.06,,0.15949,4.282471,0.000821,-0.041998,3.554049
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01600000,12/21/12,1600,P,E,372.9,367.9,370.4,0,0.168192,0,25,1276.56,1248.06,,-0.794154,4.430431,0.000824,-0.075193,-27.142117
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01700000,12/21/12,1700,C,E,12.4,9.3,10.85,0,0.155118,0,8389,1276.56,1248.06,,0.091099,2.899967,0.000585,-0.027567,2.067608
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01700000,12/21/12,1700,P,E,459.4,454.4,456.9,0,0.161011,0,126,1276.56,1248.06,,-0.861781,3.116821,0.000606,-0.058924,-30.531097
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01800000,12/21/12,1800,C,E,5.8,3.8,4.8,0,0.148344,0,37582,1276.56,1248.06,,0.046888,1.737912,0.000367,-0.016042,1.079555
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01800000,12/21/12,1800,P,E,551.7,546.7,549.2,0,0.157421,0,68,1276.56,1248.06,,-0.903975,2.066184,0.000411,-0.046177,-33.397167
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C01900000,12/21/12,1900,C,E,2.8,1,1.9,0,0.15743,0,8037,1276.56,1248.06,*,0.034988,1.371357,0.000273,-0.013612,0.804642
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P01900000,12/21/12,1900,P,E,648.7,640.7,644.7,0,0.15743,0,161,1276.56,1248.06,,-0.927338,1.371357,0.000273,-0.037306,-35.85463
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C02000000,12/21/12,2000,C,E,1.6,1,1.3,0,0.148481,0,49324,1276.56,1248.06,,0.014718,0.662424,0.00014,-0.006258,0.342925
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P02000000,12/21/12,2000,P,E,746,738,742,0,0.163148,0,340,1276.56,1248.06,,-0.937609,1.028447,0.000197,-0.032156,-38.019642
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C02250000,12/21/12,2250,C,E,2,0.4,1.2,0,0.185907,0,225,1276.56,1248.06,*,0.015867,0.706535,0.000119,-0.008507,0.36304
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P02250000,12/21/12,2250,P,E,991.2,983.2,987.2,0,0.185907,0,172,1276.56,1248.06,,-0.946459,0.706535,0.000119,-0.024424,-43.049255
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C02500000,12/21/12,2500,C,E,0.45,0.2,0.325,0,0.210022,0,688,1276.56,1248.06,*,0.012911,0.591741,0.000088,-0.008135,0.292791
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P02500000,12/21/12,2500,P,E,1237,1229,1233,0,0.210022,3,745,1276.56,1248.06,,-0.949416,0.591741,0.000088,-0.018497,-47.943092
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222C03000000,12/21/12,3000,C,E,2,0,0,0,0.210022,0,0,1276.56,1248.06,*,0.002213,0.123766,0.000018,-0.001723,0.050939
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 121222P03000000,12/21/12,3000,P,E,1727.9,1720.6,1724.25,0,0.210022,0,0,1276.56,1248.06,*,-0.960114,0.123766,0.000018,-0.000975,-57.832123
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00100000,12/20/13,100,C,E,1103.8,1095.4,1099.6,0,0.483689,1650,300,1276.56,1251.993,*,0.943975,0.021183,0.000001,0,2.833889
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00100000,12/20/13,100,P,E,2,0.3,1.15,0,0.483689,0,0,1276.56,1251.993,*,-0.00026,0.021183,0.000001,-0.000477,-0.012414
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00200000,12/20/13,200,C,E,1009.4,1001,1005.2,0,0.483689,0,1000,1276.56,1251.993,*,0.940102,0.266264,0.000011,0,5.483321
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00200000,12/20/13,200,P,E,3.2,1.15,2.175,0,0.483689,0,25,1276.56,1251.993,*,-0.004134,0.266264,0.000011,-0.005992,-0.209285
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00250000,12/20/13,250,C,E,962.7,954.4,958.55,0,0.483689,0,0,1276.56,1251.993,*,0.935448,0.518876,0.000022,0,6.659696
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00250000,12/20/13,250,P,E,4.6,3.8,4.2,0,0.483689,0,70,1276.56,1251.993,,-0.008787,0.518876,0.000022,-0.011668,-0.456061
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00300000,12/20/13,300,C,E,916.5,908.1,912.3,0,0.448296,0,0,1276.56,1251.993,*,0.932367,0.674064,0.000031,0,7.932465
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00300000,12/20/13,300,P,E,6.4,4.3,5.35,0,0.448296,0,5,1276.56,1251.993,,-0.011869,0.674064,0.000031,-0.014067,-0.606444
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00350000,12/20/13,350,C,E,870.7,862.3,866.5,0,0.428754,0,0,1276.56,1251.993,*,0.92728,0.915863,0.000044,0,9.096966
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00350000,12/20/13,350,P,E,8.7,6.5,7.6,0,0.428754,0,0,1276.56,1251.993,,-0.016955,0.915863,0.000044,-0.018291,-0.865094
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00400000,12/20/13,400,C,E,825.3,817,821.15,0,0.267705,0,0,1276.56,1251.993,,0.941055,0.210469,0.000016,0,11.245755
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00400000,12/20/13,400,P,E,12.9,7.8,10.35,0,0.411302,0,20,1276.56,1251.993,,-0.023193,1.193838,0.00006,-0.022886,-1.181977
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00450000,12/20/13,450,C,E,780.5,772.2,776.35,0,0.310472,0,0,1276.56,1251.993,,0.930573,0.761146,0.000051,0,12.175159
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00450000,12/20/13,450,P,E,16.1,11,13.55,0,0.394825,0,0,1276.56,1251.993,,-0.030552,1.501661,0.000079,-0.027653,-1.554543
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00500000,12/20/13,500,C,E,736.3,728,732.15,0,0.318699,0,0,1276.56,1251.993,,0.920057,1.236221,0.00008,0,13.085541
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00500000,12/20/13,500,P,E,19.9,14.8,17.35,0,0.3799,0,10,1276.56,1251.993,,-0.039283,1.844364,0.000101,-0.032703,-1.996636
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00550000,12/20/13,550,C,E,692.7,684.3,688.5,0,0.318098,0,0,1276.56,1251.993,,0.908646,1.702048,0.000111,0,13.945872
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00550000,12/20/13,550,P,E,24.3,19.2,21.75,0,0.365951,0,1,1276.56,1251.993,,-0.049425,2.217524,0.000126,-0.037904,-2.509782
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00600000,12/20/13,600,C,E,649.7,641.4,645.55,0,0.314173,0,0,1276.56,1251.993,,0.895811,2.181774,0.000144,0,14.731704
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00600000,12/20/13,600,P,E,29.4,24.3,26.85,0,0.35302,0,0,1276.56,1251.993,,-0.061146,2.620994,0.000154,-0.043251,-3.103267
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00650000,12/20/13,650,C,E,607.5,599.2,603.35,0,0.308512,0,0,1276.56,1251.993,,0.881375,2.677792,0.00018,0,15.434898
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00650000,12/20/13,650,P,E,35.3,30.1,32.7,0,0.340896,0,0,1276.56,1251.993,,-0.074543,3.051286,0.000186,-0.048662,-3.782245
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00700000,12/20/13,700,C,E,565.6,558.2,561.9,0,0.301704,0,0,1276.56,1251.993,,0.865266,3.186981,0.000219,-0.005195,16.052736
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00700000,12/20/13,700,P,E,42.4,36.2,39.3,0,0.329275,0,1,1276.56,1251.993,,-0.089661,3.502806,0.000221,-0.054006,-4.548348
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00750000,12/20/13,750,C,E,525,517.7,521.35,0,0.294479,0,0,1276.56,1251.993,,0.847231,3.710522,0.000261,-0.013117,16.571203
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00750000,12/20/13,750,P,E,49.8,43.7,46.75,0,0.31821,0,0,1276.56,1251.993,,-0.106649,3.972737,0.000259,-0.059249,-5.410258
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00800000,12/20/13,800,C,E,485.3,478,481.65,0,0.286752,0,1,1276.56,1251.993,,0.827285,4.240324,0.000307,-0.020686,16.992384
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00800000,12/20/13,800,P,E,58.2,52,55.1,0,0.307588,0,0,1276.56,1251.993,,-0.1256,4.455666,0.0003,-0.064297,-6.37288
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00850000,12/20/13,850,C,E,446.6,439.3,442.95,0,0.278897,0,0,1276.56,1251.993,,0.805216,4.773863,0.000355,-0.027908,17.303785
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00850000,12/20/13,850,P,E,67.6,61.4,64.5,0,0.29752,0,4,1276.56,1251.993,,-0.146678,4.947224,0.000345,-0.069127,-7.44691
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00900000,12/20/13,900,C,E,409,401.7,405.35,0,0.27104,0,11,1276.56,1251.993,,0.780902,5.304748,0.000406,-0.034718,17.497906
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00900000,12/20/13,900,P,E,78,71.8,74.9,0,0.287691,0,1,1276.56,1251.993,,-0.169874,5.438173,0.000392,-0.073561,-8.630498
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00925000,12/20/13,925,C,E,390.6,383.3,386.95,0,0.267056,0,0,1276.56,1251.993,,0.767906,5.566118,0.000432,-0.037918,17.551441
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00925000,12/20/13,925,P,E,84.1,77,80.55,0,0.282951,0,0,1276.56,1251.993,,-0.182329,5.681812,0.000417,-0.075635,-9.267962
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00950000,12/20/13,950,C,E,372.5,365.2,368.85,0,0.263079,0,0,1276.56,1251.993,,0.754319,5.823727,0.000459,-0.04098,17.573803
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00950000,12/20/13,950,P,E,90.1,82.9,86.5,0,0.278293,0,0,1276.56,1251.993,,-0.195356,5.922554,0.000441,-0.07759,-9.935888
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C00975000,12/20/13,975,C,E,354.8,347.5,351.15,0,0.259261,0,0,1276.56,1251.993,,0.740081,6.077305,0.000486,-0.043943,17.559708
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P00975000,12/20/13,975,P,E,96.3,89.1,92.7,0,0.273613,0,0,1276.56,1251.993,,-0.208931,6.158737,0.000467,-0.079381,-10.63192
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01000000,12/20/13,1000,C,E,337.3,330,333.65,0,0.255252,0,1,1276.56,1251.993,,0.725313,6.323317,0.000514,-0.046677,17.519712
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01000000,12/20/13,1000,P,E,102.9,95.7,99.3,0,0.269136,3,416,1276.56,1251.993,,-0.223131,6.390364,0.000493,-0.081071,-11.363397
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01025000,12/20/13,1025,C,E,320.2,312.9,316.55,0,0.251364,0,0,1276.56,1251.993,,0.709899,6.562357,0.000542,-0.049275,17.443497
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01025000,12/20/13,1025,P,E,109.8,102.6,106.2,0,0.264677,0,0,1276.56,1251.993,,-0.237905,6.615198,0.000518,-0.08259,-12.125398
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01050000,12/20/13,1050,C,E,303.4,296.1,299.75,0,0.247424,0,8,1276.56,1251.993,,0.693893,6.792117,0.000569,-0.051666,17.336025
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01050000,12/20/13,1050,P,E,117,109.8,113.4,0,0.26022,0,304,1276.56,1251.993,,-0.253257,6.831985,0.000545,-0.083922,-12.918117
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01075000,12/20/13,1075,C,E,287,279.7,283.35,0,0.243564,0,0,1276.56,1251.993,,0.677256,7.011653,0.000597,-0.053884,17.192921
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01075000,12/20/13,1075,P,E,124.6,117.4,121,0,0.255893,0,0,1276.56,1251.993,,-0.269217,7.039726,0.000571,-0.085099,-13.745625
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01100000,12/20/13,1100,C,E,270.9,263.6,267.25,0,0.239624,0,0,1276.56,1251.993,,0.660024,7.218982,0.000625,-0.055864,17.018457
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01100000,12/20/13,1100,P,E,132.5,125.3,128.9,0,0.251533,0,4,1276.56,1251.993,,-0.285757,7.2366,0.000597,-0.086058,-14.603872
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01125000,12/20/13,1125,C,E,255.2,247.9,251.55,0,0.235731,0,0,1276.56,1251.993,,0.642172,7.412859,0.000652,-0.057637,16.808746
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01125000,12/20/13,1125,P,E,140.9,133.7,137.3,0,0.247397,0,0,1276.56,1251.993,,-0.302899,7.421429,0.000622,-0.086871,-15.499712
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01150000,12/20/13,1150,C,E,239.9,232.6,236.25,0,0.231867,0,100,1276.56,1251.993,,0.623712,7.591546,0.000679,-0.059186,16.564224
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01150000,12/20/13,1150,P,E,149.6,142.4,146,0,0.243192,0,100,1276.56,1251.993,,-0.320611,7.592339,0.000648,-0.087435,-16.425903
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01175000,12/20/13,1175,C,E,225,217.7,221.35,0,0.228015,0,0,1276.56,1251.993,,0.604653,7.753315,0.000705,-0.060497,16.285295
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01175000,12/20/13,1175,P,E,158.7,151.5,155.1,0,0.239037,0,0,1276.56,1251.993,,-0.338895,7.747877,0.000672,-0.087778,-17.385536
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01200000,12/20/13,1200,C,E,210.5,203.2,206.85,0,0.224158,0,350,1276.56,1251.993,,0.585006,7.896435,0.000731,-0.061553,15.972315
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01200000,12/20/13,1200,P,E,168.2,161,164.6,0,0.234914,0,0,1276.56,1251.993,,-0.35774,7.88642,0.000696,-0.087887,-18.378195
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01225000,12/20/13,1225,C,E,196.4,189.1,192.75,0,0.220282,0,0,1276.56,1251.993,,0.564779,8.019161,0.000755,-0.062341,15.62559
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01225000,12/20/13,1225,P,E,178.1,170.9,174.5,0,0.230807,0,0,1276.56,1251.993,,-0.377136,8.006341,0.00072,-0.087747,-19.403494
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01250000,12/20/13,1250,C,E,182.7,175.4,179.05,0,0.216372,0,200,1276.56,1251.993,,0.543978,8.119714,0.000778,-0.062849,15.245361
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01250000,12/20/13,1250,P,E,188.5,181.3,184.9,0,0.226823,0,354,1276.56,1251.993,,-0.397036,8.105832,0.000741,-0.087387,-20.462603
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01275000,12/20/13,1275,C,E,169.5,162.3,165.9,0,0.212596,0,100,1276.56,1251.993,,0.522682,8.196042,0.0008,-0.063124,14.830166
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01275000,12/20/13,1275,P,E,199.4,192.1,195.75,0,0.222882,0,0,1276.56,1251.993,,-0.417424,8.183335,0.000762,-0.086775,-21.553467
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01300000,12/20/13,1300,C,E,156.9,149.7,153.3,0,0.208936,0,0,1276.56,1251.993,,0.500948,8.24643,0.000819,-0.063157,14.382155
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01300000,12/20/13,1300,P,E,210.8,203.5,207.15,0,0.21909,1,1,1276.56,1251.993,,-0.438216,8.237149,0.00078,-0.08594,-22.675852
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01325000,12/20/13,1325,C,E,144.9,137.7,141.3,0,0.205436,0,0,1276.56,1251.993,,0.478873,8.269335,0.000835,-0.062958,13.903528
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01325000,12/20/13,1325,P,E,222.8,215.6,219.2,0,0.215552,0,1,1276.56,1251.993,,-0.459281,8.265863,0.000795,-0.084917,-23.827761
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01350000,12/20/13,1350,C,E,133.5,126.3,129.9,0,0.202083,0,0,1276.56,1251.993,,0.456541,8.263593,0.000848,-0.062525,13.397442
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01350000,12/20/13,1350,P,E,235.4,228.1,231.75,0,0.212074,0,0,1276.56,1251.993,,-0.480643,8.268547,0.000809,-0.08364,-25.005699
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01375000,12/20/13,1375,C,E,122.6,115.4,119,0,0.198746,0,0,1276.56,1251.993,,0.433939,8.228151,0.000859,-0.061814,12.866392
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01375000,12/20/13,1375,P,E,248.6,241.3,244.95,0,0.208828,0,0,1276.56,1251.993,,-0.502109,8.244438,0.000819,-0.082171,-26.20677
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01400000,12/20/13,1400,C,E,112.4,105.2,108.8,0,0.195661,0,0,1276.56,1251.993,,0.411353,8.162824,0.000865,-0.060914,12.31519
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01400000,12/20/13,1400,P,E,262.3,255.1,258.7,0,0.205686,0,0,1276.56,1251.993,,-0.523675,8.193078,0.000826,-0.080472,-27.427889
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01425000,12/20/13,1425,C,E,102.7,95.5,99.1,0,0.19258,0,0,1276.56,1251.993,,0.388664,8.06686,0.000869,-0.059745,11.745351
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01425000,12/20/13,1425,P,E,276.7,269.4,273.05,0,0.202708,0,0,1276.56,1251.993,,-0.5452,8.11452,0.00083,-0.078571,-28.66522
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01450000,12/20/13,1450,C,E,93.6,86.4,90,0,0.189627,0,300,1276.56,1251.993,,0.366083,7.940798,0.000869,-0.058363,11.161828
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01450000,12/20/13,1450,P,E,291.6,284.3,287.95,0,0.199832,0,0,1276.56,1251.993,,-0.566647,8.008866,0.000831,-0.076459,-29.915859
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01475000,12/20/13,1475,C,E,85.1,77.9,81.5,0,0.186804,0,0,1276.56,1251.993,,0.343726,7.785482,0.000865,-0.056783,10.569016
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01475000,12/20/13,1475,P,E,307.1,299.8,303.45,0,0.197126,0,0,1276.56,1251.993,,-0.587848,7.877203,0.000829,-0.074173,-31.174976
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01500000,12/20/13,1500,C,E,76.6,70.5,73.55,0,0.184056,0,850,1276.56,1251.993,,0.321628,7.601547,0.000857,-0.055,9.969737
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221P01500000,12/20/13,1500,P,E,323.2,315.9,319.55,0,0.1946,0,30,1276.56,1251.993,,-0.608683,7.721008,0.000823,-0.071733,-32.438015
+SPX,CBOE,S&P 500 Index (SPX),1/5/11,1276.56,SPX 131221C01525000,12/20/13,1525,C,E,69.2,63.1,66.15,0,0.181394,0,0,1276.56,1251.993,,0.2999,7.390483,0.000845,-0.053038,9.368131
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+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01125000,12/20/13,1125,P,E,141.8,136.8,139.3,0,0.250039,0,0,1271.5,1250.299,,-0.304177,7.398553,0.00062,-0.086377,-15.532774
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01150000,12/20/13,1150,C,E,232.7,227.7,230.2,0,0.226342,0,100,1271.5,1250.299,,0.622684,7.565069,0.0007,-0.058715,16.580406
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01150000,12/20/13,1150,P,E,150.7,145.7,148.2,0,0.246026,0,100,1271.5,1250.299,,-0.321786,7.566301,0.000644,-0.086915,-16.456659
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01175000,12/20/13,1175,C,E,217.8,212.8,215.3,0,0.222514,0,0,1271.5,1250.299,,0.603145,7.728481,0.000728,-0.060001,16.286808
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01175000,12/20/13,1175,P,E,159.9,154.9,157.4,0,0.241931,0,0,1271.5,1250.299,,-0.339938,7.71874,0.000668,-0.087187,-17.409771
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+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01200000,12/20/13,1200,P,E,169.6,164.6,167.1,0,0.237998,0,200,1271.5,1250.299,,-0.358606,7.854255,0.000691,-0.087266,-18.397017
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01225000,12/20/13,1225,C,E,189.4,184.4,186.9,0,0.215035,0,0,1271.5,1250.299,,0.562262,7.994583,0.000779,-0.06184,15.590497
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+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01250000,12/20/13,1250,C,E,175.8,170.8,173.3,0,0.211224,150,200,1271.5,1250.299,,0.540934,8.093586,0.000803,-0.062324,15.191343
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01250000,12/20/13,1250,P,E,190.2,185.2,187.7,0,0.230167,150,354,1271.5,1250.299,,-0.397442,8.06865,0.000734,-0.086665,-20.463299
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01275000,12/20/13,1275,C,E,162.8,157.8,160.3,0,0.20759,0,100,1271.5,1250.299,,0.519122,8.167083,0.000824,-0.062581,14.756276
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01275000,12/20/13,1275,P,E,201.3,196.3,198.8,0,0.226488,0,0,1271.5,1250.299,,-0.417487,8.144249,0.000753,-0.086045,-21.5436
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01300000,12/20/13,1300,C,E,150.4,145.4,147.9,0,0.204114,0,0,1271.5,1250.299,,0.496901,8.213352,0.000843,-0.062601,14.288182
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01300000,12/20/13,1300,P,E,213,208,210.5,0,0.223024,0,2,1271.5,1250.299,,-0.437838,8.196903,0.00077,-0.085228,-22.65308
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01325000,12/20/13,1325,C,E,138.5,133.5,136,0,0.20066,0,0,1271.5,1250.299,,0.474277,8.230969,0.000859,-0.062336,13.790181
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01325000,12/20/13,1325,P,E,225.3,220.3,222.8,0,0.219764,0,1,1271.5,1250.299,,-0.458413,8.225613,0.000784,-0.084208,-23.788698
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01350000,12/20/13,1350,C,E,127.3,122.3,124.8,0,0.197458,0,0,1271.5,1250.299,,0.451478,8.218684,0.000872,-0.061865,13.264917
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01350000,12/20/13,1350,P,E,238.1,233.1,235.6,0,0.216575,0,0,1271.5,1250.299,,-0.479209,8.229661,0.000796,-0.082945,-24.947378
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01375000,12/20/13,1375,C,E,116.7,111.7,114.2,0,0.194378,0,0,1271.5,1250.299,,0.428531,8.175826,0.000881,-0.061148,12.716426
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01375000,12/20/13,1375,P,E,251.6,246.6,249.1,0,0.213696,0,0,1271.5,1250.299,,-0.499981,8.208655,0.000805,-0.081524,-26.125847
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01400000,12/20/13,1400,C,E,106.6,101.6,104.1,0,0.191293,0,200,1271.5,1250.299,,0.405416,8.101558,0.000887,-0.060147,12.146827
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01400000,12/20/13,1400,P,E,265.6,260.6,263.1,0,0.210879,0,0,1271.5,1250.299,,-0.520811,8.162387,0.000811,-0.079866,-27.321236
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01425000,12/20/13,1425,C,E,97.1,92.1,94.6,0,0.188321,0,0,1271.5,1250.299,,0.382328,7.995937,0.000889,-0.058912,11.560514
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01425000,12/20/13,1425,P,E,280.3,275.3,277.8,0,0.208372,0,0,1271.5,1250.299,,-0.541395,8.091732,0.000813,-0.078071,-28.528061
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01450000,12/20/13,1450,C,E,88.3,83.3,85.8,0,0.185591,0,300,1271.5,1250.299,,0.359531,7.860421,0.000887,-0.057506,10.964509
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01450000,12/20/13,1450,P,E,295.5,290.5,293,0,0.205936,0,0,1271.5,1250.299,,-0.561851,7.996748,0.000813,-0.076064,-29.744843
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01475000,12/20/13,1475,C,E,80,75,77.5,0,0.182857,0,0,1271.5,1250.299,,0.336858,7.694322,0.000881,-0.055851,10.358367
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01475000,12/20/13,1475,P,E,311.3,306.3,308.8,0,0.203703,0,0,1271.5,1250.299,,-0.581958,7.879035,0.00081,-0.073909,-30.966246
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01500000,12/20/13,1500,C,E,72.2,67.2,69.7,0,0.180123,0,850,1271.5,1250.299,,0.314388,7.498231,0.000872,-0.053965,9.745071
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01500000,12/20/13,1500,P,E,327.7,322.7,325.2,0,0.201689,0,30,1271.5,1250.299,,-0.601596,7.740423,0.000804,-0.07163,-32.187737
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01525000,12/20/13,1525,C,E,65.1,60.1,62.6,0,0.177668,0,0,1271.5,1250.299,,0.29262,7.277612,0.000858,-0.051981,9.137483
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01525000,12/20/13,1525,P,E,344.6,339.6,342.1,0,0.199784,0,0,1271.5,1250.299,,-0.620809,7.581789,0.000795,-0.069202,-33.408043
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01550000,12/20/13,1550,C,E,58.5,53.5,56,0,0.175245,0,0,1271.5,1250.299,,0.271313,7.031545,0.000841,-0.049823,8.532401
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01550000,12/20/13,1550,P,E,362.1,357.1,359.6,0,0.198142,0,0,1271.5,1250.299,,-0.639319,7.406975,0.000783,-0.066708,-34.619682
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01600000,12/20/13,1600,C,E,46.9,41.9,44.4,0,0.170721,0,425,1271.5,1250.299,,0.230786,6.477372,0.000795,-0.045178,7.353414
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01600000,12/20/13,1600,P,E,398.7,393.7,396.2,0,0.195504,0,0,1271.5,1250.299,,-0.674094,7.018342,0.000752,-0.061553,-37.005913
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01650000,12/20/13,1650,C,E,37.2,32.2,34.7,0,0.166472,0,0,1271.5,1250.299,,0.193324,5.857398,0.000737,-0.040202,6.233373
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01650000,12/20/13,1650,P,E,437.2,432.2,434.7,0,0.193634,0,0,1271.5,1250.299,,-0.705627,6.594861,0.000713,-0.056282,-39.326542
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01700000,12/20/13,1700,C,E,29.3,24.3,26.8,0,0.162636,0,0,1271.5,1250.299,,0.159662,5.202807,0.00067,-0.035168,5.202874
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01700000,12/20/13,1700,P,E,477.5,472.5,475,0,0.192711,0,2,1271.5,1250.299,,-0.733352,6.163138,0.00067,-0.051141,-41.557346
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C01800000,12/20/13,1800,C,E,17.8,12.8,15.3,0,0.155643,0,0,1271.5,1250.299,,0.103815,3.877968,0.000522,-0.025425,3.445787
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01800000,12/20/13,1800,P,E,562.4,557.4,559.9,0,0.193433,0,0,1271.5,1250.299,,-0.777611,5.348291,0.000579,-0.041657,-45.725754
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+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P01900000,12/20/13,1900,P,E,653.8,645.5,649.65,0,0.198597,0,0,1271.5,1250.299,,-0.806543,4.722445,0.000498,-0.034316,-49.461964
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C02000000,12/20/13,2000,C,E,6.2,5.3,5.75,0,0.152376,300,178,1271.5,1250.299,,0.045641,2.071023,0.000285,-0.013545,1.543725
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P02000000,12/20/13,2000,P,E,746.8,738.4,742.6,0,0.207658,0,170,1271.5,1250.299,,-0.823607,4.3143,0.000435,-0.029162,-52.847073
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C02250000,12/20/13,2250,C,E,2.4,0.75,1.575,0,0.152376,0,1978,1271.5,1250.299,*,0.016415,0.886533,0.000122,-0.005883,0.562678
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P02250000,12/20/13,2250,P,E,984.4,976.1,980.25,0,0.207658,0,310,1271.5,1250.299,*,-0.877074,2.807416,0.000283,-0.006996,-61.592182
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C02500000,12/20/13,2500,C,E,2,0.25,1.125,0,0.152376,0,0,1271.5,1250.299,*,0.005644,0.349624,0.000048,-0.002342,0.195365
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P02500000,12/20/13,2500,P,E,1224.5,1216.1,1220.3,0,0.207658,0,1039,1271.5,1250.299,*,-0.907472,1.742961,0.000176,0,-69.644287
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221C03000000,12/20/13,3000,C,E,2,0,0,0,0.152376,0,0,1271.5,1250.299,*,0.000627,0.047665,0.000007,-0.000323,0.02199
+SPX,CBOE,S&P 500 Index (SPX),1/7/11,1271.5,SPX 131221P03000000,12/20/13,3000,P,E,1706.2,1697.9,1702.05,0,0.207658,12,714,1271.5,1250.299,*,-0.93346,0.621724,0.000063,0,-84.659775
\ No newline at end of file
diff --git a/optionPrimitives/nakedPut.py b/optionPrimitives/nakedPut.py
deleted file mode 100644
index 69ed1bc1..00000000
--- a/optionPrimitives/nakedPut.py
+++ /dev/null
@@ -1,34 +0,0 @@
-from base import put
-from optionPrimitive import OptionPrimitive
-
-class NakedPut(OptionPrimitive):
-
- def __init__(self, underlyingTicker, strikePrice, longOrShort, delta, DTE, numContracts):
-
- self.__numContracts = numContracts
-
- self.__primitiveElems = []
-
- #Create multiple objects of class Put
- for i in range(self.__numContracts):
- self.__primitiveElems.append(put.Put(underlyingTicker, strikePrice,
- longOrShort, delta, DTE))
-
- def addPrimitive(self):
- pass
-
- def removePrimitive(self):
- pass
-
- def getNumContracts(self):
- """This function returns the number of contracts for the overall
- primitive, and it should not confused with the number of option
- contracts; e.g., number of iron condors or number of strangles.
- For this particular class, we are only dealing with puts, so it
- will return the number of put contracts"""
- return self.__numContracts
-
- def getPrimitiveElements(self):
- """This function returns the array which contains all of the
- options making up a primitive"""
- return self.__primitiveElems
diff --git a/optionPrimitives/nakedPutTest.py b/optionPrimitives/nakedPutTest.py
deleted file mode 100644
index e915d861..00000000
--- a/optionPrimitives/nakedPutTest.py
+++ /dev/null
@@ -1,24 +0,0 @@
-import unittest
-import nakedPut
-
-class TestNakedPutStrategy(unittest.TestCase):
- def testNakedPutCreation(self):
- """Create naked put object and perform tests
- Params for creating object:
- underlyingTicker -- stock ticker symbol
- strikePrice - strike price of the PUT option
- longOrShort - indicates if we want to buy or sell a PUT
- delta - Greek value of PUT (negative or positive value between 0 - 1
- DTE - Days until expiration; TBD: do we find the value closes to this in the historical data?
- numContracts -- number of PUT contracts to buy
- """
-
- #Create NAKED PUT strategy
- curStrategy = nakedPut.NakedPut('SPY', 200, 'Short', 0.16, 45, 2)
-
- self.assertEqual(curStrategy.getNumContracts(), 2)
- primitiveElement = curStrategy.getPrimitiveElements()
- self.assertEqual(primitiveElement[0].getUnderlyingPrice(), None)
-
-if __name__ == '__main__':
- unittest.main()
diff --git a/optionPrimitives/optionPrimitive.py b/optionPrimitives/optionPrimitive.py
index ce98a6b5..10d13c1d 100644
--- a/optionPrimitives/optionPrimitive.py
+++ b/optionPrimitives/optionPrimitive.py
@@ -1,31 +1,69 @@
-from abc import ABCMeta, abstractmethod
-
-class OptionPrimitive(object):
- """This class is a generic type for any primitive that can be made using
- a PUT or CALL option and/or stock, e.g., iron condor or strangle
- Since the primitive is often created prior to having historical data or
- live data, many of the Option fields will be blank until the trade
- is executed
+import abc
+import decimal
+import enum
+from base import option
+from typing import Iterable
+
+class TransactionType(enum.Enum):
+ BUY = 0
+ SELL = 1
+
+class TradeDirection(enum.Enum):
+ LONG = 0
+ SHORT = 1
+
+class OptionPrimitive(abc.ABC):
+ """This class is a generic type for any primitive that can be made using a PUT or CALL option and/or stock,
+ e.g., iron condor or strangle.
+ """
+
+ @abc.abstractmethod
+ def getBuyingPower(self) -> decimal.Decimal:
+ """Used to calculate the buying power needed for the option primitive."""
+ pass
+
+ @abc.abstractmethod
+ def getDelta(self) -> float:
+ """Used to get the delta for the option primitive."""
+ pass
+
+ @abc.abstractmethod
+ def getVega(self) -> float:
+ """Used to get the vega for the option primitive."""
+ pass
+
+ @abc.abstractmethod
+ def getTheta(self) -> float:
+ """Used to get the theta for the option primitive."""
+ pass
+
+ @abc.abstractmethod
+ def getGamma(self) -> float:
+ """Used to get the gamma for the option primitive."""
+ pass
+
+ @abc.abstractmethod
+ def calcProfitLoss(self) -> decimal.Decimal:
+ """Calculate the profit and loss for the option primitive based on option values when the trade was placed and new
+ option values.
+
+ :return: Profit / loss (positive decimal for profit, negative decimal for loss).
+ """
+ pass
+
+ @abc.abstractmethod
+ def calcProfitLossPercentage(self) -> float:
+ """Calculate the profit and loss for the option primitive based on option values when the trade was placed and new
+ option values.
+
+ :return: Profit / loss as a percentage of the initial option prices. Returns negative percentage for a loss.
+ """
+ pass
+
+ @abc.abstractmethod
+ def updateValues(self, tickData: Iterable[option.Option]) -> bool:
+ """Based on the latest pricing data, update the option values.
+ :param tickData: option chain with pricing information.
+ :return True if we were able to update values, false otherwise.
"""
- __metaclass__ = ABCMeta
-
- @abstractmethod
- def addPrimitive(self):
- """Used to add the strategy to the order book
- This is not closing out an order, and it can
- only be used if the strategy hasn't been executed
- This will probably need to add the strategy to the
- database
- """
- pass
-
- @abstractmethod
- def removePrimitive(self):
- """Used to remove the strategy from order book
- This is not closing out an order, and it can
- only be used if the strategy hasn't been executed
- Is this needed here? We will probably need to save the
- strategy to a database, and we can probably remove it
- through a different module.
- """
- pass
+ pass
diff --git a/optionPrimitives/putVertical.py b/optionPrimitives/putVertical.py
new file mode 100644
index 00000000..74c5a9b9
--- /dev/null
+++ b/optionPrimitives/putVertical.py
@@ -0,0 +1,238 @@
+from base import option
+from base import put
+from optionPrimitives import optionPrimitive
+from typing import Any, Dict, Iterable, Optional, Text
+import datetime
+import decimal
+import logging
+
+class PutVertical(optionPrimitive.OptionPrimitive):
+ """This class sets up the put vertical option primitive.
+
+ Attributes:
+ orderQuantity: number of put verticals.
+ putToBuy: put option
+ putToSell: put option
+ buyOrSell: Indicates if we want to the vertical to be long (buy) or short (sell).
+ """
+ def __init__(self, orderQuantity: int, putToBuy: put.Put, putToSell: put.Put,
+ buyOrSell: optionPrimitive.TransactionType) -> None:
+
+ if orderQuantity < 1:
+ raise ValueError('Order quantity must be a positive (> 0) number.')
+ if putToBuy.expirationDateTime != putToSell.expirationDateTime:
+ raise ValueError('Both put options must have the same expiration.')
+ self.__numContracts = orderQuantity
+ self.__putToBuy = putToBuy
+ self.__putToSell = putToSell
+ self.__buyOrSell = buyOrSell
+
+ def getDateTime(self) -> Optional[datetime.datetime]:
+ """Get the current date/time for the options in the vertical."""
+ if self.__putToBuy.dateTime is not None:
+ return self.__putToBuy.dateTime
+ return None
+
+ def getUnderlyingTicker(self) -> Optional[Text]:
+ """Get the name of the underlying being used for the vertical."""
+ if self.__putToBuy.underlyingTicker is not None:
+ return self.__putToBuy.underlyingTicker
+ return None
+
+ def getUnderlyingPrice(self) -> Optional[decimal.Decimal]:
+ """Get the price of the underlying being used for the vertical."""
+ if self.__putToBuy.underlyingPrice is not None:
+ return self.__putToBuy.underlyingPrice
+ return None
+
+ def getDelta(self) -> Optional[float]:
+ """Get the delta for the vertical.
+
+ :return Delta of vertical or None if deltas don't exist for both options.
+ """
+ if self.__putToBuy.delta is not None and self.__putToSell.delta is not None:
+ return self.__numContracts * (self.__putToBuy.delta + self.__putToSell.delta)
+ return None
+
+ def getVega(self) -> Optional[float]:
+ """Get the vega for the vertical.
+
+ :return Vega of vertical or None if vegas don't exist for both options.
+ """
+ if self.__putToBuy.vega is not None and self.__putToSell.vega is not None:
+ return self.__numContracts * (self.__putToBuy.vega + self.__putToSell.vega)
+ return None
+
+ def getTheta(self) -> Optional[float]:
+ """Get the theta for the vertical.
+
+ :return Theta of vertical or None if thetas don't exist for both options.
+ """
+ if self.__putToBuy.theta is not None and self.__putToSell.theta is not None:
+ return self.__numContracts * (self.__putToBuy.theta + self.__putToSell.theta)
+ return None
+
+ def getGamma(self) -> Optional[float]:
+ """Get the gamma for the vertical.
+
+ :return Gamma of vertical or None if gammas don't exist for both options.
+ """
+ if self.__putToBuy.gamma is not None and self.__putToSell.gamma is not None:
+ return self.__numContracts * (self.__putToBuy.gamma + self.__putToSell.gamma)
+ return None
+
+ def getNumContracts(self) -> int:
+ """Returns the total number of put verticals."""
+ return self.__numContracts
+
+ def setNumContracts(self, numContracts: int) -> None:
+ """Sets the number of contracts for the put vertical.
+ :param numContracts: Number of put vertical contracts we want to put on.
+ """
+ self.__numContracts = numContracts
+
+ def calcProfitLoss(self) -> decimal.Decimal:
+ """Calculate the profit and loss for the vertical position using option values when the trade
+ was placed and new option values.
+
+ :return: Profit / loss (positive decimal for profit, negative decimal for loss).
+ """
+ putToBuyProfitLoss = -self.__putToBuy.calcOptionPriceDiff()
+ putToSellProfitLoss = self.__putToSell.calcOptionPriceDiff()
+
+ # Add the profit / loss of put and call, and multiply by the number of contracts.
+ totProfitLoss = (putToBuyProfitLoss + putToSellProfitLoss) * self.__numContracts
+ return totProfitLoss
+
+ def calcProfitLossPercentage(self) -> float:
+ """Calculate the profit and loss for the vertical position as a percentage of the initial trade price.
+
+ :return: Profit / loss as a percentage of the initial option prices. Returns negative percentage for a loss.
+ """
+ # Add the profit / loss of put and call.
+ totProfitLoss = self.calcProfitLoss()
+
+ # Get the initial credit or debit paid for selling or buying the vertical, respectively.
+ putToBuyCreditDebit = -self.__putToBuy.tradePrice
+ putToSellCreditDebit = self.__putToSell.tradePrice
+ totCreditDebit = (putToBuyCreditDebit + putToSellCreditDebit) * 100 * self.__numContracts
+
+ # Express totProfitLoss as a percentage.
+ percentProfitLoss = (totProfitLoss / totCreditDebit) * 100
+ return percentProfitLoss
+
+ def getBuyingPower(self) -> decimal.Decimal:
+ """The formula for calculating buying power is based off of TastyWorks. Note that this only applies to equity
+ options (not futures options).
+ buying power short put vertical = distance between strikes * 100 + (short put option price - long put option price)
+ buying power long put vertical = difference between cost of two options * 100
+
+ :return: Amount of buying power required to put on the trade.
+ """
+ currentPutToBuyPrice = (self.__putToBuy.askPrice + self.__putToBuy.bidPrice) / decimal.Decimal(2.0)
+ currentPutToSellPrice = (self.__putToSell.askPrice + self.__putToSell.bidPrice) / decimal.Decimal(2.0)
+ if self.__buyOrSell == optionPrimitive.TransactionType.BUY:
+ buyingPower = (currentPutToBuyPrice - currentPutToSellPrice) * self.__numContracts * 100
+ if buyingPower <= 0:
+ logging.warning('Buying power cannot be less <= 0; check strikes in long putVertical')
+ else:
+ buyingPower = ((self.__putToSell.strikePrice - self.__putToBuy.strikePrice) - (
+ currentPutToSellPrice - currentPutToBuyPrice)) * self.__numContracts * 100
+ if buyingPower <= 0:
+ logging.warning('Buying power cannot be <= 0; check strikes for short putVertical')
+ return buyingPower
+
+ def getCommissionsAndFees(self, openOrClose: Text, pricingSourceConfig: Dict[Any, Any]) -> decimal.Decimal:
+ """Compute / apply the commissions and fees necessary to put on the trade.
+
+ :param openOrClose: indicates whether we are opening or closing a trade, where the commissions can be different.
+ :param pricingSourceConfig: JSON object for the pricing source. See the pricingConfig.json file for the structure.
+ :return total commission and fees for opening or closing the trade.
+ """
+ # TODO(msantoro): At the moment, we only support SPX index options; add support for other options.
+ if openOrClose == 'open':
+ indexOptionConfig = pricingSourceConfig['stock_options']['index_option']['open']
+ # Multiply by 2 to handle both puts in the vertical.
+ return decimal.Decimal(2*self.getNumContracts() * (indexOptionConfig['commission_per_contract'] +
+ indexOptionConfig['clearing_fee_per_contract'] +
+ indexOptionConfig['orf_fee_per_contract']))
+ elif openOrClose == 'close':
+ indexOptionConfig = pricingSourceConfig['stock_options']['index_option']['close']
+ putToBuyMidPrice = (self.__putToBuy.bidPrice + self.__putToBuy.askPrice) / decimal.Decimal(2.0)
+ putToBuyFees = decimal.Decimal(indexOptionConfig['commission_per_contract'] +
+ indexOptionConfig['clearing_fee_per_contract'] +
+ indexOptionConfig['orf_fee_per_contract'] +
+ indexOptionConfig['finra_taf_per_contract']) +\
+ decimal.Decimal(
+ indexOptionConfig['sec_fee_per_contract_wo_trade_price'])*putToBuyMidPrice
+ putToSellMidPrice = (self.__putToSell.bidPrice + self.__putToSell.askPrice) / decimal.Decimal(2.0)
+ putToSellFees = decimal.Decimal(indexOptionConfig['commission_per_contract'] +
+ indexOptionConfig['clearing_fee_per_contract'] +
+ indexOptionConfig['orf_fee_per_contract'] +
+ indexOptionConfig['finra_taf_per_contract']) +\
+ decimal.Decimal(
+ indexOptionConfig['sec_fee_per_contract_wo_trade_price'])*putToSellMidPrice
+ return decimal.Decimal(self.getNumContracts()) * (putToBuyFees + putToSellFees)
+ else:
+ raise TypeError('Only open or close types can be provided to getCommissionsAndFees().')
+
+ def updateValues(self, tickData: Iterable[option.Option]) -> bool:
+ """Based on the latest pricing data, update the option values for the vertical.
+
+ :param tickData: option chain with pricing information (puts, calls)
+ :return: returns True if we were able to update the options; false otherwise.
+ """
+ putToSell = self.__putToSell
+ putStrike = putToSell.strikePrice
+ putExpiration = putToSell.expirationDateTime
+
+ # Go through the tickData to find the PUT option with a strike price that matches the putStrike above.
+ # Note that this should not return more than one option since we specify the strike price, expiration,
+ # and option type (PUT).
+ # TODO: we can speed this up by indexing / keying the options by option symbol.
+ matchingPutToSellOption = None
+ for currentOption in tickData:
+ if (currentOption.strikePrice == putStrike and currentOption.expirationDateTime == putExpiration and (
+ currentOption.optionType == option.OptionTypes.PUT)):
+ matchingPutToSellOption = currentOption
+ break
+
+ if matchingPutToSellOption is None:
+ logging.warning("No matching short PUT was found in the option chain for the vertical; cannot update vertical.")
+ return False
+
+ putToBuy = self.__putToBuy
+ putStrike = putToBuy.strikePrice
+ putExpiration = putToBuy.expirationDateTime
+
+ # Go through the tickData to find the PUT option with a strike price that matches the putStrike above
+ # Note that this should not return more than one option since we specify the strike price, expiration,
+ # and the option type (PUT).
+ # TODO: we can speed this up by indexing / keying the options by option symbol.
+ matchingPutToBuyOption = None
+ for currentOption in tickData:
+ if (currentOption.strikePrice == putStrike and currentOption.expirationDateTime == putExpiration and (
+ currentOption.optionType == option.OptionTypes.PUT)):
+ matchingPutToBuyOption = currentOption
+ break
+
+ if matchingPutToBuyOption is None:
+ logging.warning("No matching long PUT was found in the option chain for the vertical; cannot update vertical.")
+ return False
+
+ # Update option intrinsics.
+ putToSell.updateOption(matchingPutToSellOption)
+ putToBuy.updateOption(matchingPutToBuyOption)
+ return True
+
+ def getNumberOfDaysLeft(self) -> int:
+ """
+ Determine the number of days between the dateTime and the expirationDateTime.
+ :return: number of days between curDateTime and expDateTime.
+ """
+ # Since we require both put options to have the same dateTime and expirationDateTime, we can use either option to
+ # get the number of days until expiration.
+ putOpt = self.__putToBuy
+ currentDateTime = putOpt.dateTime
+ expirationDateTime = putOpt.expirationDateTime
+ return (expirationDateTime - currentDateTime).days
diff --git a/optionPrimitives/putVerticalTest.py b/optionPrimitives/putVerticalTest.py
new file mode 100644
index 00000000..3bf33f98
--- /dev/null
+++ b/optionPrimitives/putVerticalTest.py
@@ -0,0 +1,249 @@
+import unittest
+from optionPrimitives import optionPrimitive
+from optionPrimitives import putVertical
+from base import put
+import datetime
+import decimal
+import json
+
+class TestPutVertical(unittest.TestCase):
+
+ def setUp(self):
+ orderQuantity = 1
+ # For short put vertical
+ putToBuy = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(325), delta=-0.46, vega=0.07974, theta=-0.069166, gamma=0.004462,
+ dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(0.438), askPrice=decimal.Decimal(0.563),
+ tradePrice=decimal.Decimal(0.5005))
+ putToSell = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(345), delta=-0.142391, vega=0.173239, theta=-0.094256,
+ gamma=0.0148523, dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(1.0), askPrice=decimal.Decimal(1.25),
+ tradePrice=decimal.Decimal(1.125))
+ self.__shortPutVertical = putVertical.PutVertical(orderQuantity, putToBuy, putToSell,
+ optionPrimitive.TransactionType.SELL)
+ # For long put vertical.
+ temp = putToSell
+ self.putToSell = putToBuy
+ self.putToBuy = temp
+ self.__longPutVertical = putVertical.PutVertical(orderQuantity, self.putToBuy, self.putToSell,
+ optionPrimitive.TransactionType.BUY)
+
+ # The parameters below are used to update the prices of the put verticals above.
+ # Update prices of short put vertical. We only updated the underlying price and bid/ask prices We did not touch the
+ # Greeks, though they will also change.
+ self.__shortPutVerticalTickData = []
+ putToBuyUpdate = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(358.76),
+ strikePrice=decimal.Decimal(325), delta=-0.046858, vega=0.072881, theta=-0.066132,
+ gamma=0.004438, dateTime=datetime.datetime.strptime('01/03/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(0.375), askPrice=decimal.Decimal(0.5),
+ tradePrice=decimal.Decimal(0.4375))
+ self.__shortPutVerticalTickData.append(putToBuyUpdate)
+ putToSellUpdate = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(358.76),
+ strikePrice=decimal.Decimal(345), delta=-0.15608, vega=0.178138, theta=-0.105865,
+ gamma=0.015931, dateTime=datetime.datetime.strptime('01/03/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(1.125), askPrice=decimal.Decimal(1.375),
+ tradePrice=decimal.Decimal(1.25))
+ self.__shortPutVerticalTickData.append(putToSellUpdate)
+
+ # Load the JSON config for calculating commissions and fees. Test with Tastyworks as the brokerage.
+ self.pricingSourceConfig = None
+ with open('./dataHandler/pricingConfig.json') as config:
+ fullConfig = json.load(config)
+ self.pricingSourceConfig = fullConfig['tastyworks']
+
+ def testThatObjectCreationFailsForDifferentExpirations(self):
+ """Tests that object creation fails when puts have different expiration cycles."""
+ putToBuy = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(325), delta=-0.46, vega=0.07974, theta=-0.069166, gamma=0.004462,
+ dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(0.438), askPrice=decimal.Decimal(0.563),
+ tradePrice=decimal.Decimal(0.5005))
+ putToSell = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(345), delta=-0.142391, vega=0.173239, theta=-0.094256,
+ gamma=0.0148523, dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(1.0), askPrice=decimal.Decimal(1.25),
+ tradePrice=decimal.Decimal(1.125))
+ orderQuantity = 1
+ with self.assertRaisesRegex(ValueError, ('Both put options must have the same expiration.')):
+ putVertical.PutVertical(orderQuantity, putToBuy, putToSell, optionPrimitive.TransactionType.SELL)
+
+ def testGetDelta(self):
+ """Tests that delta values are summed for the verticals."""
+ self.assertAlmostEqual(self.__shortPutVertical.getDelta(), -0.602391)
+ self.assertAlmostEqual(self.__longPutVertical.getDelta(), -0.602391)
+
+ def testGetDeltaNoneValue(self):
+ """Tests that a value of None is returned if one of the delta is None."""
+ putToBuy = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(325), delta=None, vega=0.07974, theta=-0.069166, gamma=0.004462,
+ dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(0.438), askPrice=decimal.Decimal(0.563),
+ tradePrice=decimal.Decimal(0.5005))
+ putToSell = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(345), delta=-0.142391, vega=0.173239, theta=-0.094256,
+ gamma=0.0148523, dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(1.0), askPrice=decimal.Decimal(1.25),
+ tradePrice=decimal.Decimal(1.125))
+ putVerticalObj = putVertical.PutVertical(orderQuantity=1, putToBuy=putToBuy, putToSell=putToSell,
+ buyOrSell=optionPrimitive.TransactionType.BUY)
+ self.assertIsNone(putVerticalObj.getDelta())
+
+ def testGetVega(self):
+ """Tests that vega values are summed for the verticals."""
+ self.assertAlmostEqual(self.__shortPutVertical.getVega(), 0.252979)
+
+ def testGetVegaNoneValue(self):
+ """Tests that a value of None is returned if one of the vega is None."""
+ putToBuy = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(325), delta=-0.46, vega=0.07974, theta=-0.069166, gamma=0.004462,
+ dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(0.438), askPrice=decimal.Decimal(0.563),
+ tradePrice=decimal.Decimal(0.5005))
+ putToSell = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(345), delta=-0.142391, vega=None, theta=-0.094256,
+ gamma=0.0148523, dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(1.0), askPrice=decimal.Decimal(1.25),
+ tradePrice=decimal.Decimal(1.125))
+ putVerticalObj = putVertical.PutVertical(orderQuantity=1, putToBuy=putToBuy, putToSell=putToSell,
+ buyOrSell=optionPrimitive.TransactionType.BUY)
+ self.assertIsNone(putVerticalObj.getVega())
+
+ def testGetTheta(self):
+ """Tests that theta values are summed for the verticals."""
+ self.assertAlmostEqual(self.__shortPutVertical.getTheta(), -0.163422)
+
+ def testGetThetaNoneValue(self):
+ """Tests that a value of None is returned if one of the theta is None."""
+ putToBuy = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(325), delta=-0.46, vega=0.07974, theta=None, gamma=0.004462,
+ dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(0.438), askPrice=decimal.Decimal(0.563),
+ tradePrice=decimal.Decimal(0.5005))
+ putToSell = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(345), delta=-0.142391, vega=0.173239, theta=-0.094256,
+ gamma=0.0148523, dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(1.0), askPrice=decimal.Decimal(1.25),
+ tradePrice=decimal.Decimal(1.125))
+ orderQuantity = 1
+ shortPutVertical = putVertical.PutVertical(orderQuantity, putToBuy, putToSell, optionPrimitive.TransactionType.SELL)
+ self.assertIsNone(shortPutVertical.getTheta())
+
+ def testGetGamma(self):
+ """Tests that gamma values are summed for the verticals."""
+ self.assertAlmostEqual(self.__shortPutVertical.getGamma(), 0.0193143)
+
+ def testGetGammaNoneValue(self):
+ """Tests that a value of None is returned if one of the theta is None."""
+ putToBuy = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(325), delta=-0.46, vega=0.07974, theta=-0.069166, gamma=None,
+ dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(0.438), askPrice=decimal.Decimal(0.563),
+ tradePrice=decimal.Decimal(0.5005))
+ putToSell = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(359.69),
+ strikePrice=decimal.Decimal(345), delta=-0.142391, vega=0.173239, theta=-0.094256,
+ gamma=0.0148523, dateTime=datetime.datetime.strptime('01/02/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(1.0), askPrice=decimal.Decimal(1.25),
+ tradePrice=decimal.Decimal(1.125))
+ orderQuantity = 1
+ shortPutVertical = putVertical.PutVertical(orderQuantity, putToBuy, putToSell, optionPrimitive.TransactionType.SELL)
+ self.assertIsNone(shortPutVertical.getGamma())
+
+ def testPutVerticalCalcProfitLossNoDataUpdate(self):
+ """Tests that the profit / loss is zero if we haven't updated the option."""
+ self.assertAlmostEqual(self.__shortPutVertical.calcProfitLoss(), decimal.Decimal(0.0))
+
+ def testPutVerticalCalcProfitLossPercentageNoDataUpdate(self):
+ """Tests that the profit / loss is zero percent if we haven't updated the option."""
+ self.assertAlmostEqual(self.__shortPutVertical.calcProfitLossPercentage(), decimal.Decimal(0.0))
+
+ def testVerticalCalcProfitLossWithDataUpdate(self):
+ """Tests that the profit / loss is calculated correctly when new data is available."""
+ self.__shortPutVertical.updateValues(self.__shortPutVerticalTickData)
+ self.assertAlmostEqual(self.__shortPutVertical.calcProfitLoss(), decimal.Decimal(-18.8))
+
+ def testVerticalCalcProfitLossPercentage(self):
+ """Tests that the profit / loss percentage is calculated correctly."""
+ self.__shortPutVertical.updateValues(self.__shortPutVerticalTickData)
+ self.assertAlmostEqual(self.__shortPutVertical.calcProfitLossPercentage(), decimal.Decimal(-30.1040832666))
+
+ def testVerticalBuyingPower(self):
+ # Tests the buying power calculation for the vertical.
+ self.assertAlmostEqual(self.__shortPutVertical.getBuyingPower(), decimal.Decimal(1937.55))
+
+ def testVerticalUpdateValuesNoMatchingOptionFound(self):
+ """Tests that the profit loss calculation is unchanged if no option is available to update."""
+ initialProfitLoss = self.__shortPutVertical.calcProfitLoss()
+ tickData = []
+ # Changed the putToBuy strike price from 325 to 327 to prevent a match.
+ putToBuy = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(358.76),
+ strikePrice=decimal.Decimal(327), delta=-0.046858, vega=0.072881, theta=-0.066132,
+ gamma=0.004438, dateTime=datetime.datetime.strptime('01/03/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(0.375), askPrice=decimal.Decimal(0.5),
+ tradePrice=decimal.Decimal(0.4375))
+ tickData.append(putToBuy)
+ putToSell = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(358.76),
+ strikePrice=decimal.Decimal(345), delta=-0.15608, vega=0.178138, theta=-0.105865,
+ gamma=0.015931, dateTime=datetime.datetime.strptime('01/03/1990', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/19/1990', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(1.125), askPrice=decimal.Decimal(1.375),
+ tradePrice=decimal.Decimal(1.25))
+ tickData.append(putToSell)
+ self.__shortPutVertical.updateValues(tickData)
+
+ # The profit / loss should be the same since the option wasn't updated.
+ self.assertAlmostEqual(self.__shortPutVertical.calcProfitLoss(), initialProfitLoss)
+
+ def testVerticalGetNumberOfDaysLeft(self):
+ """Tests that we calculate the number of days between two date / times correctly."""
+ self.assertEqual(self.__shortPutVertical.getNumberOfDaysLeft(), 17)
+
+ def testVerticalGetCommissionsAndFeesOpen(self):
+ """Tests that the commissions and fees are calculated correctly on trade open."""
+ indexOptionOpen = self.pricingSourceConfig['stock_options']['index_option']['open']
+ self.assertAlmostEqual(self.__shortPutVertical.getCommissionsAndFees('open', self.pricingSourceConfig),
+ 2*self.__shortPutVertical.getNumContracts()*(indexOptionOpen['commission_per_contract'] +
+ indexOptionOpen['clearing_fee_per_contract'] +
+ indexOptionOpen['orf_fee_per_contract']))
+
+ def testVerticalGetCommissionsAndFeesClose(self):
+ """Tests that the commissions and fees are calculated correctly on trade close."""
+ indexOptionClose = self.pricingSourceConfig['stock_options']['index_option']['close']
+ putToBuyMidPrice = (self.putToBuy.askPrice + self.putToBuy.bidPrice) / decimal.Decimal(2.0)
+ putToBuyCommissionsFees = decimal.Decimal(indexOptionClose['commission_per_contract'] +
+ indexOptionClose['clearing_fee_per_contract'] + indexOptionClose['orf_fee_per_contract']
+ + indexOptionClose['finra_taf_per_contract']) + putToBuyMidPrice*decimal.Decimal(
+ indexOptionClose['sec_fee_per_contract_wo_trade_price'])
+ putToSellMidPrice = (self.putToSell.askPrice + self.putToSell.bidPrice) / decimal.Decimal(2.0)
+ putToSellCommissionsFees = decimal.Decimal(indexOptionClose['commission_per_contract'] +
+ indexOptionClose['clearing_fee_per_contract'] + indexOptionClose['orf_fee_per_contract']
+ + indexOptionClose['finra_taf_per_contract']) + putToSellMidPrice*decimal.Decimal(
+ indexOptionClose['sec_fee_per_contract_wo_trade_price'])
+ self.assertAlmostEqual(self.__shortPutVertical.getCommissionsAndFees('close', self.pricingSourceConfig),
+ self.__shortPutVertical.getNumContracts()*(putToBuyCommissionsFees +
+ putToSellCommissionsFees))
+
+ def testVerticalGetCommissionsAndFeesInvalidOpenOrCloseType(self):
+ """Tests that an exception is raised if the type is not 'open' or 'close'."""
+ with self.assertRaisesRegex(TypeError, 'Only open or close types can be provided to getCommissionsAndFees().'):
+ self.__shortPutVertical.getCommissionsAndFees('invalid_type', self.pricingSourceConfig)
+
+
+if __name__ == '__main__':
+ unittest.main()
\ No newline at end of file
diff --git a/optionPrimitives/strangle.py b/optionPrimitives/strangle.py
index e1b1b11e..b010de8e 100644
--- a/optionPrimitives/strangle.py
+++ b/optionPrimitives/strangle.py
@@ -1,43 +1,258 @@
+from base import call
+from base import option
from base import put
-from optionPrimitive import OptionPrimitive
+from optionPrimitives import optionPrimitive
+from typing import Any, Dict, Iterable, Optional, Text
+import datetime
+import decimal
+import logging
-class Strangle(OptionPrimitive):
- """This class sets up the strangle option primitive
-
- Other attributes which must be provided:
- buyOrSell: do we buy a strangle or sell a strangle?
- underlying: which underlying to use for the strategy
- orderQuantity: number of strangles, iron condors, etc
+class Strangle(optionPrimitive.OptionPrimitive):
+ """This class sets up the strangle option primitive.
+
+ Attributes:
+ orderQuantity: number of strangles
+ callOpt: call option
+ putOpt: put option
+ buyOrSell: Indicates if we want to buy or sell the strangle.
+ """
+ def __init__(self, orderQuantity: int, callOpt: call.Call, putOpt: put.Put,
+ buyOrSell: optionPrimitive.TransactionType) -> None:
+
+ if orderQuantity < 1:
+ raise ValueError('Order quantity must be a positive (> 0) number.')
+ self.__numContracts = orderQuantity
+ self.__putOpt = putOpt
+ self.__callOpt = callOpt
+ self.__buyOrSell = buyOrSell
+
+ def getDateTime(self) -> Optional[datetime.datetime]:
+ """Get the current date/time for the options in the strange."""
+ if self.__putOpt.dateTime is not None:
+ return self.__putOpt.dateTime
+ return None
+
+ def getUnderlyingTicker(self) -> Optional[Text]:
+ """Get the name of the underlying being used for the strangle."""
+ if self.__putOpt.underlyingTicker is not None:
+ return self.__putOpt.underlyingTicker
+ return None
+
+ def getUnderlyingPrice(self) -> Optional[decimal.Decimal]:
+ """Get the price of the underlying being used for the strangle."""
+ if self.__putOpt.underlyingPrice is not None:
+ return self.__putOpt.underlyingPrice
+ return None
+
+ def getDelta(self) -> Optional[float]:
+ """Get the delta for the strangle.
+
+ :return Delta of strangle or None if deltas don't exist for both options.
+ """
+ if self.__putOpt.delta is not None and self.__callOpt.delta is not None:
+ return self.__numContracts * (self.__putOpt.delta + self.__callOpt.delta)
+ return None
+
+ def getVega(self) -> Optional[float]:
+ """Get the vega for the strangle.
+
+ :return Vega of strangle or None if vegas don't exist for both options.
+ """
+ if self.__putOpt.vega is not None and self.__callOpt.vega is not None:
+ return self.__numContracts * (self.__putOpt.vega + self.__callOpt.vega)
+ return None
+
+ def getTheta(self) -> Optional[float]:
+ """Get the theta for the strangle.
+
+ :return Theta of strange or None if thetas don't exist for both options.
+ """
+ if self.__putOpt.theta is not None and self.__callOpt.theta is not None:
+ return self.__numContracts * (self.__putOpt.theta + self.__callOpt.theta)
+ return None
+
+ def getGamma(self) -> Optional[float]:
+ """Get the gamma for the strangle.
+
+ :return Gamma of strange or None if gammas don't exist for both options.
+ """
+ if self.__putOpt.gamma is not None and self.__callOpt.gamma is not None:
+ return self.__numContracts * (self.__putOpt.gamma + self.__callOpt.gamma)
+ return None
+
+ def setNumContracts(self, numContracts: int) -> None:
+ """Sets the number of contracts for the strangle primitive.
+ :param numContracts: Number of strangle contracts we want to put on.
+ """
+ self.__numContracts = numContracts
+
+ def calcProfitLoss(self) -> decimal.Decimal:
+ """Calculate the profit and loss for the strangle position using option values when the trade
+ was placed and new option values. Note that profit and loss are reversed if we buy or sell a put/call;
+ if we buy a put/call, we want the option value to increase; if we sell a put/call, we want the option value
+ to decrease.
+
+ :return: Profit / loss (positive decimal for profit, negative decimal for loss).
"""
- def __init__(self, underlying, delta,
- DTE, orderQuantity, buyOrSell):
+ # Handle profit / loss for put first.
+ putProfitLoss = self.__putOpt.calcOptionPriceDiff()
+ callProfitLoss = self.__callOpt.calcOptionPriceDiff()
- self.__numContracts = orderQuantity
+ # If we're buying the strangle, we have the opposite of the selling case.
+ if self.__buyOrSell == optionPrimitive.TransactionType.BUY:
+ putProfitLoss = -putProfitLoss
+ callProfitLoss = -callProfitLoss
- self.__primitiveElems = []
+ # Add the profit / loss of put and call, and multiply by the number of contracts.
+ totProfitLoss = (putProfitLoss + callProfitLoss) * self.__numContracts
+ return totProfitLoss
- #TODO: need to specify delta for put or call and not strike price
+ def calcProfitLossPercentage(self) -> float:
+ """Calculate the profit and loss for the strangle position as a percentage of the initial trade price.
- #Create multiple objects of class Put and class Call
- #for i in range(self.__numContracts):
- # self.__primitiveElems.append(put.Put(underlying, strikePrice,
- # longOrShort, delta, DTE))
+ :return: Profit / loss as a percentage of the initial option prices. Returns negative percentage for a loss.
+ """
+ # Add the profit / loss of put and call.
+ totProfitLoss = self.calcProfitLoss()
+
+ # Get the initial credit or debit paid for selling or buying the strangle, respectively.
+ callCreditDebit = self.__callOpt.tradePrice
+ putCreditDebit = self.__putOpt.tradePrice
+ totCreditDebit = (callCreditDebit + putCreditDebit) * 100 * self.__numContracts
+
+ # Express totProfitLoss as a percentage.
+ percentProfitLoss = (totProfitLoss / totCreditDebit) * 100
+ return percentProfitLoss
- def addPrimitive(self):
- pass
+ def getNumContracts(self) -> int:
+ """Returns the total number of strangles."""
+ return self.__numContracts
+
+ def getBuyingPower(self) -> decimal.Decimal:
+ """The formula for calculating buying power is based off of TastyWorks. This is for cash settled indices!
+ There are two possible methods to calculate buying power, and the method which generates the maximum possible
+ buying power is the one chosen.
+
+ :return: Amount of buying power required to put on the trade.
+ """
+ currentCallPrice = (self.__callOpt.askPrice + self.__callOpt.bidPrice) / decimal.Decimal(2.0)
+ currentPutPrice = (self.__putOpt.askPrice + self.__putOpt.bidPrice) / decimal.Decimal(2.0)
+ # Method 1 - 25% rule -- 25% of the underlying, less the difference between the strike price and the stock
+ # price, plus the option value, multiplied by number of contracts. Use one of the options to get underlying
+ # price (call option used here).
+ underlyingPrice = self.__callOpt.underlyingPrice
- def removePrimitive(self):
- pass
+ # Handle call side of strangle.
+ callBuyingPower1 = ((decimal.Decimal(0.25) * underlyingPrice)-(
+ self.__callOpt.strikePrice - underlyingPrice) + currentCallPrice) * self.__numContracts * 100
+ # Handle put side of strangle.
+ putBuyingPower1 = ((decimal.Decimal(0.25) * underlyingPrice)-(
+ underlyingPrice - self.__putOpt.strikePrice) + currentPutPrice) * self.__numContracts * 100
+ methodOneBuyingPower = max(callBuyingPower1, putBuyingPower1)
+
+ # Method 2 - 15% rule -- 15% of the exercise value plus premium value.
+ # Handle call side of strangle.
+ callBuyingPower2 = (decimal.Decimal(0.15) * self.__callOpt.strikePrice + currentCallPrice) * (
+ self.__numContracts * 100)
+ # Handle put side of strangle.
+ putBuyingPower2 = (decimal.Decimal(0.15) * self.__putOpt.strikePrice + currentPutPrice) * self.__numContracts * 100
+ methodTwoBuyingPower = max(callBuyingPower2, putBuyingPower2)
+
+ return max(methodOneBuyingPower, methodTwoBuyingPower)
+
+ def getCommissionsAndFees(self, openOrClose: Text, pricingSourceConfig: Dict[Any, Any]) -> decimal.Decimal:
+ """Compute / apply the commissions and fees necessary to put on the trade.
+
+ :param openOrClose: indicates whether we are opening or closing a trade, where the commissions can be different.
+ :param pricingSourceConfig: JSON object for the pricing source. See the pricingConfig.json file for the structure.
+ :return total commission and fees for opening or closing the trade.
+ """
+ # TODO(msantoro): At the moment, we only support SPX index options; add support for other options.
+ if openOrClose == 'open':
+ indexOptionConfig = pricingSourceConfig['stock_options']['index_option']['open']
+ # Multiply by 2 to handle put and call.
+ return decimal.Decimal(2*self.getNumContracts() * (indexOptionConfig['commission_per_contract'] +
+ indexOptionConfig['clearing_fee_per_contract'] +
+ indexOptionConfig['orf_fee_per_contract']))
+ elif openOrClose == 'close':
+ indexOptionConfig = pricingSourceConfig['stock_options']['index_option']['close']
+ putMidPrice = (self.__putOpt.bidPrice + self.__putOpt.askPrice) / decimal.Decimal(2.0)
+ putFees = decimal.Decimal(indexOptionConfig['commission_per_contract'] +
+ indexOptionConfig['clearing_fee_per_contract'] +
+ indexOptionConfig['orf_fee_per_contract'] +
+ indexOptionConfig['finra_taf_per_contract']) +\
+ decimal.Decimal(
+ indexOptionConfig['sec_fee_per_contract_wo_trade_price'])*putMidPrice
+ callMidPrice = (self.__callOpt.bidPrice + self.__callOpt.askPrice) / decimal.Decimal(2.0)
+ callFees = decimal.Decimal(indexOptionConfig['commission_per_contract'] +
+ indexOptionConfig['clearing_fee_per_contract'] +
+ indexOptionConfig['orf_fee_per_contract'] +
+ indexOptionConfig['finra_taf_per_contract']) +\
+ decimal.Decimal(
+ indexOptionConfig['sec_fee_per_contract_wo_trade_price'])*callMidPrice
+ return decimal.Decimal(self.getNumContracts()) * (putFees + callFees)
+ else:
+ raise TypeError('Only open or close types can be provided to getCommissionsAndFees().')
- def getNumContracts(self):
- """This function returns the number of contracts for the overall
- primitive, and it should not confused with the number of option
- contracts; e.g., number of strangles.
- For this particular class, we are only dealing with puts, so it
- will return the number of put contracts"""
- return self.__numContracts
+ def updateValues(self, tickData: Iterable[option.Option]) -> bool:
+ """Based on the latest pricing data, update the option values for the strangle.
- def getPrimitiveElements(self):
- """This function returns the array which contains all of the
- options making up a primitive"""
- return self.__primitiveElems
+ :param tickData: option chain with pricing information (puts, calls)
+ :return: returns True if we were able to update the options; false otherwise.
+ """
+ # Work with put option first.
+ putOpt = self.__putOpt
+ putStrike = putOpt.strikePrice
+ putExpiration = putOpt.expirationDateTime
+
+ # Go through the tickData to find the PUT option with a strike price that matches the putStrike above.
+ # Note that this should not return more than one option since we specify the strike price, expiration,
+ # option type (PUT), and option symbol.
+ # TODO: we can speed this up by indexing / keying the options by option symbol.
+ matchingPutOption = None
+ for currentOption in tickData:
+ if (currentOption.strikePrice == putStrike and currentOption.expirationDateTime == putExpiration and (
+ currentOption.optionType == option.OptionTypes.PUT)):
+ matchingPutOption = currentOption
+ break
+
+ if not matchingPutOption:
+ logging.warning("No matching PUT was found in the option chain for the strangle; cannot update strangle.")
+ return False
+
+ # Work with call option.
+ callOpt = self.__callOpt
+ callStrike = callOpt.strikePrice
+ callExpiration = callOpt.expirationDateTime
+
+ # Go through the tickData to find the CALL option with a strike price that matches the callStrike above
+ # Note that this should not return more than one option since we specify the strike price, expiration,
+ # the option type (CALL), and option symbol.
+ # TODO: we can speed this up by indexing / keying the options by option symbol.
+ matchingCallOption = None
+ for currentOption in tickData:
+ if (currentOption.strikePrice == callStrike and currentOption.expirationDateTime == callExpiration and (
+ currentOption.optionType == option.OptionTypes.CALL)):
+ matchingCallOption = currentOption
+ break
+
+ if not matchingCallOption:
+ logging.warning("No matching CALL was found in the option chain for the strangle; cannot update strangle.")
+ return False
+
+ # Update option intrinsics
+ putOpt.updateOption(matchingPutOption)
+ callOpt.updateOption(matchingCallOption)
+ return True
+
+ def getNumberOfDaysLeft(self) -> int:
+ """
+ Determine the number of days between the dateTime and the expirationDateTime.
+ :return: number of days between curDateTime and expDateTime.
+ """
+ # Since we require the put and call options to have the same dateTime and expirationDateTime, we can use either
+ # option to get the number of days until expiration.
+ putOpt = self.__putOpt
+ currentDateTime = putOpt.dateTime
+ expirationDateTime = putOpt.expirationDateTime
+ return (expirationDateTime - currentDateTime).days
diff --git a/optionPrimitives/strangleTest.py b/optionPrimitives/strangleTest.py
new file mode 100644
index 00000000..7621307f
--- /dev/null
+++ b/optionPrimitives/strangleTest.py
@@ -0,0 +1,256 @@
+import unittest
+from optionPrimitives import optionPrimitive
+from optionPrimitives import strangle
+from base import put
+from base import call
+import datetime
+import decimal
+
+class TestStrangle(unittest.TestCase):
+
+ def setUp(self):
+ orderQuantity = 1
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(2690), delta=0.15, vega=0.04, theta=-0.07, gamma=0.11,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(7.45), askPrice=decimal.Decimal(7.50), tradePrice=decimal.Decimal(7.475))
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(2855), delta=-0.16, vega=0.05, theta=-0.06, gamma=0.12,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(5.20), askPrice=decimal.Decimal(5.40),
+ tradePrice=decimal.Decimal(5.30))
+ self.__strangleObj = strangle.Strangle(orderQuantity=orderQuantity, callOpt=callOpt, putOpt=putOpt,
+ buyOrSell=optionPrimitive.TransactionType.SELL)
+ # The parameters below are used to update the prices of the initial strangle above.
+ self.__tickData = []
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2790.0), strikePrice=decimal.Decimal(2690),
+ delta=0.13, vega=0.03, theta=-0.06, gamma=0.12,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(7.25), askPrice=decimal.Decimal(7.350))
+ self.__tickData.append(putOpt)
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2790.0),
+ strikePrice=decimal.Decimal(2855), delta=-0.20, vega=0.06, theta=-0.07, gamma=0.14,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(5.60), askPrice=decimal.Decimal(5.80))
+ self.__tickData.append(callOpt)
+
+ def testGetDelta(self):
+ """Tests that delta values are summed for the strangle."""
+ self.assertAlmostEqual(self.__strangleObj.getDelta(), -0.01)
+
+ def testGetDeltaMultipleContracts(self):
+ """Tests that delta values are summed for the strangle."""
+ self.__strangleObj.setNumContracts(2)
+ self.assertAlmostEqual(self.__strangleObj.getDelta(), -0.02)
+ self.__strangleObj.setNumContracts(1)
+
+ def testGetDeltaNoneValue(self):
+ """Tests that a value of None is returned if one of the delta is None."""
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=2786.24, strikePrice=2690, delta=None,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"), bidPrice=7.45,
+ askPrice=7.50, tradePrice=7.475)
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=2786.24, strikePrice=2855, delta=-0.16,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"), bidPrice=5.20,
+ askPrice=5.40, tradePrice=5.30)
+ strangleObj = strangle.Strangle(orderQuantity=1, callOpt=callOpt, putOpt=putOpt,
+ buyOrSell=optionPrimitive.TransactionType.SELL)
+ self.assertIsNone(strangleObj.getDelta())
+
+ def testGetVega(self):
+ """Tests that vega values are summed for the strangle."""
+ self.assertAlmostEqual(self.__strangleObj.getVega(), 0.09)
+
+ def testGetVegaMultipleContracts(self):
+ """Tests that vega values are summed for the strangle."""
+ self.__strangleObj.setNumContracts(2)
+ self.assertAlmostEqual(self.__strangleObj.getVega(), 0.18)
+ self.__strangleObj.setNumContracts(1)
+
+ def testGetVegaNoneValue(self):
+ """Tests that a value of None is returned if one of the vega is None."""
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=2786.24, strikePrice=2690, delta=0.15, vega=None,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"), bidPrice=7.45,
+ askPrice=7.50, tradePrice=7.475)
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=2786.24, strikePrice=2855, delta=-0.16, vega=0.05,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"), bidPrice=5.20,
+ askPrice=5.40, tradePrice=5.30)
+ strangleObj = strangle.Strangle(orderQuantity=1, callOpt=callOpt, putOpt=putOpt,
+ buyOrSell=optionPrimitive.TransactionType.SELL)
+ self.assertIsNone(strangleObj.getVega())
+
+ def testGetTheta(self):
+ """Tests that theta values are summed for the strangle."""
+ self.assertAlmostEqual(self.__strangleObj.getTheta(), -0.13)
+
+ def testGetThetaMultipleContracts(self):
+ """Tests that theta values are summed for the strangle."""
+ self.__strangleObj.setNumContracts(2)
+ self.assertAlmostEqual(self.__strangleObj.getTheta(), -0.26)
+ self.__strangleObj.setNumContracts(1)
+
+ def testGetThetaNoneValue(self):
+ """Tests that a value of None is returned if one of the theta is None."""
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=2786.24, strikePrice=2690, delta=0.15, vega=None,
+ theta=None, dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"), bidPrice=7.45,
+ askPrice=7.50, tradePrice=7.475)
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=2786.24, strikePrice=2855, delta=-0.16, vega=0.05,
+ theta=-0.06, dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"), bidPrice=5.20,
+ askPrice=5.40, tradePrice=5.30)
+ strangleObj = strangle.Strangle(orderQuantity=1, callOpt=callOpt, putOpt=putOpt,
+ buyOrSell=optionPrimitive.TransactionType.SELL)
+ self.assertIsNone(strangleObj.getTheta())
+
+ def testGetGamma(self):
+ """Tests that gamma values are summed for the strangle."""
+ self.assertAlmostEqual(self.__strangleObj.getGamma(), 0.23)
+
+ def testGetGammaMultipleContracts(self):
+ """Tests that theta values are summed for the strangle."""
+ self.__strangleObj.setNumContracts(2)
+ self.assertAlmostEqual(self.__strangleObj.getGamma(), 0.46)
+ self.__strangleObj.setNumContracts(1)
+
+ def testGetGammaNoneValue(self):
+ """Tests that a value of None is returned if one of the theta is None."""
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=2786.24, strikePrice=2690, delta=0.15, vega=None,
+ theta=None, gamma=None, dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"), bidPrice=7.45,
+ askPrice=7.50, tradePrice=7.475)
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=2786.24, strikePrice=2855, delta=-0.16, vega=0.05,
+ theta=-0.06, gamma=0.12, dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"), bidPrice=5.20,
+ askPrice=5.40, tradePrice=5.30)
+ strangleObj = strangle.Strangle(orderQuantity=1, callOpt=callOpt, putOpt=putOpt,
+ buyOrSell=optionPrimitive.TransactionType.SELL)
+ self.assertIsNone(strangleObj.getGamma())
+
+ def testStrangleCalcProfitLossNoDataUpdate(self):
+ """Tests that the profit / loss is zero if we haven't updated the option."""
+ self.assertAlmostEqual(self.__strangleObj.calcProfitLoss(), decimal.Decimal(0.0))
+
+ def testStrangleCalcProfitLossWithDataUpdateSellingStrangle(self):
+ """Tests that the profit / loss is calculated correctly when new data is available."""
+ self.__strangleObj.updateValues(self.__tickData)
+ self.assertAlmostEqual(self.__strangleObj.calcProfitLoss(), decimal.Decimal(-22.5))
+
+ def testStrangleCalcProfitLossWithDataUpdateBuyingStrangle(self):
+ """Tests that the profit / loss is calculated correctly when buying a strangle."""
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(2690),
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(7.45), askPrice=decimal.Decimal(7.50), tradePrice=decimal.Decimal(7.475))
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(2855),
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(5.20), askPrice=decimal.Decimal(5.40),
+ tradePrice=decimal.Decimal(5.30))
+ strangleObj = strangle.Strangle(orderQuantity=1, callOpt=callOpt, putOpt=putOpt,
+ buyOrSell=optionPrimitive.TransactionType.BUY)
+ # The parameters below are used to update the prices of the initial strangle above.
+ tickData = []
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2790.0),
+ strikePrice=decimal.Decimal(2690),
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(7.25), askPrice=decimal.Decimal(7.350))
+ tickData.append(putOpt)
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2790.0),
+ strikePrice=decimal.Decimal(2855),
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(5.60), askPrice=decimal.Decimal(5.80))
+ tickData.append(callOpt)
+ strangleObj.updateValues(tickData)
+ self.assertAlmostEqual(strangleObj.calcProfitLoss(), decimal.Decimal(22.5))
+
+ def testStrangeCalcProfitLossPercentage(self):
+ """Tests that the profit / loss percentage is calculated correctly."""
+ self.__strangleObj.updateValues(self.__tickData)
+ self.assertAlmostEqual(self.__strangleObj.calcProfitLossPercentage(), decimal.Decimal(-1.76125244618395))
+
+ def testStrangleBuyingPower25PercentRule(self):
+ # Tests the buying power calculation for the 25% rule.
+ buyingPower = self.__strangleObj.getBuyingPower()
+ self.assertAlmostEqual(buyingPower, decimal.Decimal(63309.99999999997))
+
+ def testStrangleBuyingPower15PercentRule(self):
+ # Tests the buying power calculation for the 15% rule.
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(2500), delta=0.01,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(1.45), askPrice=decimal.Decimal(1.50), tradePrice=decimal.Decimal(1.475))
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(3200), delta=-0.01,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(1.20), askPrice=decimal.Decimal(1.40),
+ tradePrice=decimal.Decimal(1.30))
+ strangleObj = strangle.Strangle(orderQuantity=1, callOpt=callOpt, putOpt=putOpt,
+ buyOrSell=optionPrimitive.TransactionType.SELL)
+ buyingPower = strangleObj.getBuyingPower()
+ self.assertAlmostEqual(buyingPower, decimal.Decimal(48130.0))
+
+ def testStrangleUpdateValuesNoMatchingOption(self):
+ """Tests that the profit loss calculation is unchanged if no option is available to update."""
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(2690),
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(7.45), askPrice=decimal.Decimal(7.50), tradePrice=decimal.Decimal(7.475))
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(2855),
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(5.20), askPrice=decimal.Decimal(5.40),
+ tradePrice=decimal.Decimal(5.30))
+ strangleObj = strangle.Strangle(orderQuantity=1, callOpt=callOpt, putOpt=putOpt,
+ buyOrSell=optionPrimitive.TransactionType.BUY)
+ initialProfitLoss = strangleObj.calcProfitLoss()
+
+ tickData = []
+ # Changed the PUT strike price from 2690 to 2790 to prevent a match.
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2790.0), strikePrice=decimal.Decimal(2790),
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(7.25), askPrice=decimal.Decimal(7.350))
+ tickData.append(putOpt)
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2790.0),
+ strikePrice=decimal.Decimal(2855),
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(5.60), askPrice=decimal.Decimal(5.80))
+ tickData.append(callOpt)
+ strangleObj.updateValues(tickData)
+
+ # The profit / loss should be the same since the option wasn't updated.
+ self.assertAlmostEqual(strangleObj.calcProfitLoss(), initialProfitLoss)
+
+ def testStrangeGetNumberOfDaysLeft(self):
+ """Tests that we calculate the number of days between two date / times correctly."""
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=2786.24, strikePrice=2690, delta=0.15, vega=None,
+ theta=None, gamma=None, dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"), bidPrice=7.45,
+ askPrice=7.50, tradePrice=7.475)
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=2786.24, strikePrice=2855, delta=-0.16, vega=0.05,
+ theta=-0.06, gamma=0.12, dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"), bidPrice=5.20,
+ askPrice=5.40, tradePrice=5.30)
+ strangleObj = strangle.Strangle(orderQuantity=1, callOpt=callOpt, putOpt=putOpt,
+ buyOrSell=optionPrimitive.TransactionType.SELL)
+ self.assertEqual(strangleObj.getNumberOfDaysLeft(), 19)
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/portfolioManager/__init__.py b/portfolioManager/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/portfolioManager/portfolio.py b/portfolioManager/portfolio.py
new file mode 100644
index 00000000..57e77087
--- /dev/null
+++ b/portfolioManager/portfolio.py
@@ -0,0 +1,199 @@
+import dataclasses
+import decimal
+import json
+import logging
+import typing
+from events import signalEvent, tickEvent
+from optionPrimitives import optionPrimitive
+
+@dataclasses.dataclass()
+class Portfolio(object):
+ """This class creates a portfolio to hold all open positions.
+ At the moment, the portfolio runs live, but in the future we should migrate the portfolio to be stored in a
+ database.
+
+ Attributes:
+ startingCapital -- How much capital we have when starting.
+ maxCapitalToUse -- Max percent of portfolio to use (decimal between 0 and 1).
+ maxCapitalToUsePerTrade -- Max percent of portfolio to use on one trade (same underlying), 0 to 1.
+ positionMonitoring -- Used to keep track of portfolio values over time.
+ pricingSource -- Used to indicate which brokerage to use for commissions / fees.
+ pricingSourceConfig -- File path to the JSON config file for commission / fees.
+
+ Portfolio intrinsics:
+ realizedCapital: Updated when positions are actually closed.
+ netLiquidity: Net liquidity of total portfolio (ideally includes commissions, fees, etc.).
+ totalBuyingPower: Total buying power being used in portfolio.
+ openProfitLoss: Current value of open positions in dollars (positive or negative).
+ dayProfitLoss: Amount of money gained / lost for the current day in dollars (positive or negative).
+ openProfitLossPercent: Same as PLopen, but expressed as a percent of total capital being used.
+ dayProfitLossPercent: Same as PLday, but expressed as a percentage of total capital being used.
+ totalDelta: Sum of deltas for all positions (positive or negative).
+ totalVega: Sum of vegas for all positions (positive or negative).
+ totalTheta: Sum of thetas for all positions (positive or negative).
+ totalGamma: Sum of gammas for all positions (positive or negative).
+ """
+
+ startingCapital: decimal.Decimal
+ maxCapitalToUse: float
+ maxCapitalToUsePerTrade: float
+ positionMonitoring: typing.Optional[typing.DefaultDict[typing.Text, list]] = None
+ pricingSource: typing.Optional[typing.Text] = None
+ pricingSourceConfigFile: typing.Optional[typing.Text] = None
+ realizedCapital: typing.ClassVar[decimal.Decimal]
+ netLiquidity: typing.ClassVar[decimal.Decimal]
+ totalBuyingPower: typing.ClassVar[decimal.Decimal] = decimal.Decimal(0.0)
+ openProfitLoss: typing.ClassVar[decimal.Decimal] = decimal.Decimal(0.0)
+ dayProfitLoss: typing.ClassVar[decimal.Decimal] = decimal.Decimal(0.0)
+ openProfitLossPercent: typing.ClassVar[float] = 0.0
+ dayProfitLossPercent: typing.ClassVar[float] = 0.0
+ totalDelta: typing.ClassVar[float] = 0.0
+ totalVega: typing.ClassVar[float] = 0.0
+ totalTheta: typing.ClassVar[float] = 0.0
+ totalGamma: typing.ClassVar[float] = 0.0
+ totalNumberContracts: typing.ClassVar[int] = 0
+ activePositions: typing.ClassVar[list] = []
+
+ def __post_init__(self):
+ self.realizedCapital = self.startingCapital
+ self.netLiquidity = self.startingCapital
+ self.activePositions = []
+
+ # Open JSON file and select the pricingSource.
+ self.pricingSourceConfig = None
+ if self.pricingSource is not None and self.pricingSourceConfigFile is not None:
+ with open(self.pricingSourceConfigFile) as config:
+ fullConfig = json.load(config)
+ self.pricingSourceConfig = fullConfig[self.pricingSource]
+
+ def onSignal(self, event: signalEvent) -> None:
+ """Handle a new signal event; indicates that a new position should be added to the portfolio if portfolio risk
+ management conditions are satisfied.
+
+ :param event: Event to be handled by portfolio; a signal event in this case.
+ """
+ # Get the data from the tick event
+ eventData = event.getData()
+
+ # Return if there's no data
+ if not eventData:
+ return
+
+ positionData = eventData[0]
+
+ # Determine if the eventData meets the portfolio criteria for adding a position.
+ tradeCapitalRequirement = positionData.getBuyingPower()
+
+ # Determine the commissions that the trade requires.
+ openCommissionFeeCapitalRequirement = positionData.getCommissionsAndFees('open', self.pricingSourceConfig)
+
+ # Amount of buying power that would be used with this strategy.
+ tentativeBuyingPower = self.totalBuyingPower + tradeCapitalRequirement + openCommissionFeeCapitalRequirement
+
+ # If we have not used too much total buying power in the portfolio, and the current trade is using less
+ # than the maximum allowed per trade, we add the position to the portfolio.
+ if ((tentativeBuyingPower < self.netLiquidity*decimal.Decimal(self.maxCapitalToUse)) and
+ (tradeCapitalRequirement < self.netLiquidity*decimal.Decimal(self.maxCapitalToUsePerTrade))):
+ self.activePositions.append(eventData)
+ self.totalBuyingPower += tentativeBuyingPower
+ # Reduce the realized capital by the commissions and fees.
+ self.realizedCapital -= openCommissionFeeCapitalRequirement
+
+ # Update delta, vega, theta and gamma for portfolio.
+ self.totalDelta += positionData.getDelta()
+ self.totalGamma += positionData.getGamma()
+ self.totalTheta += positionData.getTheta()
+ self.totalVega += positionData.getVega()
+ else:
+ if tentativeBuyingPower >= self.netLiquidity * decimal.Decimal(self.maxCapitalToUse):
+ logging.info("Not enough buying power available based on maxCapitalToUse threshold.")
+ else:
+ logging.info("Trade uses too much buying power based on maxCapitalToUsePerTrade threshold.")
+
+ def updatePortfolio(self, event: tickEvent) -> None:
+ """ Updates the intrinsics of the portfolio by updating the values of the options used in the different
+ optionPrimitives.
+ :param event: Tick event with the option chain which will be be used to update the portfolio.
+ """
+ # Get the data from the tick event.
+ tickData = event.getData()
+
+ # If we did not get any tick data or there are no positions in the portfolio, return.
+ if not tickData or not self.activePositions:
+ return
+
+ # Go through the positions currently in the portfolio and update the prices.
+ # We first reset the entire portfolio and recalculate the values.
+ self.totalDelta = 0
+ self.totalGamma = 0
+ self.totalVega = 0
+ self.totalTheta = 0
+ self.totalBuyingPower = 0
+ self.netLiquidity = 0
+ self.openProfitLoss = 0
+ self.dayProfitLoss = 0
+ self.openProfitLossPercent = 0
+ self.dayProfitLossPercent = 0
+ self.totalNumberContracts = 0
+
+ # Array / list used to keep track of which positions we should remove.
+ idxsToDelete = []
+
+ # Go through all positions in portfolio and update the values.
+ currentDateTime = None
+ for idx, curPosition in enumerate(self.activePositions):
+ positionData = curPosition[0]
+ riskMangementStrategy = curPosition[1]
+
+ # Update the position values and check if we need to manage the position.
+ if not positionData.updateValues(tickData) or riskMangementStrategy.managePosition(positionData):
+ # If we can't update the values, we have to remove the position. Sometimes this happens when we have
+ # incomplete option data. Otherwise, we see if we need to manage the position.
+ self.realizedCapital += positionData.calcProfitLoss() - positionData.getCommissionsAndFees(
+ 'close', self.pricingSourceConfig)
+ idxsToDelete.append(idx)
+ else:
+ self.netLiquidity += positionData.calcProfitLoss()
+ # Update greeks and total buying power.
+ self.__calcPortfolioValues(positionData)
+ self.totalNumberContracts += positionData.getNumContracts()
+
+ currentDateTime = positionData.getDateTime()
+ underlyingPrice = positionData.getUnderlyingPrice()
+
+ # Add the realized capital to the profit / loss of all open positions to get final net liq.
+ self.netLiquidity += self.realizedCapital
+
+ # Go through and delete any positions which were added to the idxsToDelete array.
+ for idx in reversed(idxsToDelete):
+ logging.info('The %s position was closed.', self.activePositions[idx][0].getUnderlyingTicker())
+ del(self.activePositions[idx])
+
+ if self.positionMonitoring is not None:
+ # Update the position monitoring dictionary.
+ self.positionMonitoring['Date'].append(currentDateTime)
+ self.positionMonitoring['UnderlyingPrice'].append(underlyingPrice)
+ self.positionMonitoring['NetLiq'].append(self.netLiquidity)
+ self.positionMonitoring['RealizedCapital'].append(self.realizedCapital)
+ self.positionMonitoring['NumPositions'].append(len(self.activePositions))
+ self.positionMonitoring['TotNumContracts'].append(self.totalNumberContracts)
+ self.positionMonitoring['BuyingPower'].append(self.totalBuyingPower)
+ self.positionMonitoring['TotalDelta'].append(self.totalDelta)
+
+ logging.info(
+ 'Date: {} UnderlyingPrice: {} NetLiq: {} RealizedCapital: {} NumPositions: {} TotNumContracts: {} BuyingPower: {} TotalDelta: {}'.format(
+ currentDateTime, underlyingPrice, self.netLiquidity, self.realizedCapital, len(self.activePositions),
+ self.totalNumberContracts, self.totalBuyingPower, self.totalDelta))
+
+ def __calcPortfolioValues(self, curPosition: optionPrimitive.OptionPrimitive) -> None:
+ """Updates portfolio values for current position.
+
+ :param curPosition: Current position in portfolio being processed.
+ """
+ self.totalDelta += curPosition.getDelta()
+ self.totalGamma += curPosition.getGamma()
+ self.totalTheta += curPosition.getTheta()
+ self.totalVega += curPosition.getVega()
+ self.totalBuyingPower += curPosition.getBuyingPower()
+
+ # TODO: Add self.openProfitLoss,self.dayProfitLoss,self.openProfitLossPercent, and self.dayProfitLossPercent.
\ No newline at end of file
diff --git a/portfolioManager/portfolioTest.py b/portfolioManager/portfolioTest.py
new file mode 100644
index 00000000..46c387d2
--- /dev/null
+++ b/portfolioManager/portfolioTest.py
@@ -0,0 +1,162 @@
+import unittest
+import datetime
+import decimal
+import json
+from portfolioManager import portfolio
+from optionPrimitives import optionPrimitive, strangle
+from base import put
+from base import call
+from events import signalEvent, tickEvent
+from riskManagement import strangleRiskManagement
+
+class TestPortfolio(unittest.TestCase):
+
+ def setUp(self):
+ """Create portfolio object to be shared among tests."""
+
+ # Strangle object to be shared among tests.
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(2690), delta=-0.16, gamma=0.01, theta=0.02, vega=0.03,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(7.45), askPrice=decimal.Decimal(7.50), tradePrice=decimal.Decimal(7.475))
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(2855), delta=0.16, gamma=0.01, theta=0.02, vega=0.03,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(5.20), askPrice=decimal.Decimal(5.40),
+ tradePrice=decimal.Decimal(5.30))
+ self.strangleObj = strangle.Strangle(orderQuantity=1, callOpt=callOpt, putOpt=putOpt,
+ buyOrSell=optionPrimitive.TransactionType.SELL)
+ self.riskManagement = strangleRiskManagement.StrangleRiskManagement(
+ strangleRiskManagement.StrangleManagementStrategyTypes.HOLD_TO_EXPIRATION)
+
+ # Load the JSON config for calculating commissions and fees. Test with Tastyworks as the brokerage.
+ self.pricingSourceConfigFile = './dataHandler/pricingConfig.json'
+ self.pricingSource = 'tastyworks'
+
+ startingCapital = decimal.Decimal(1000000)
+ maxCapitalToUse = 0.5
+ maxCapitalToUsePerTrade = 0.5
+ self.portfolioObj = portfolio.Portfolio(startingCapital, maxCapitalToUse, maxCapitalToUsePerTrade,
+ pricingSource=self.pricingSource,
+ pricingSourceConfigFile=self.pricingSourceConfigFile)
+
+ def testOnSignalSucess(self):
+ """Tests that onSignal event successfully updates portfolio."""
+ # Create signal event.
+ event = signalEvent.SignalEvent()
+ event.createEvent([self.strangleObj, self.riskManagement])
+
+ # Test portfolio onSignal event.
+ self.portfolioObj.onSignal(event)
+
+ # Check that positions array in portfolio is not empty.
+ self.assertNotEqual(len(self.portfolioObj.activePositions), 0)
+
+ # Check that the buying power used by the strangle is correct.
+ self.assertAlmostEqual(self.portfolioObj.totalBuyingPower, decimal.Decimal(63311.5427))
+
+ # Get the total delta value of the portfolio and check that it is 0.01.
+ self.assertAlmostEqual(self.portfolioObj.totalDelta, 0.0)
+
+ def testOnSignalNotEnoughBuyingPower(self):
+ """Tests that total buying power is not updated if there's not enough buying power."""
+ startingCapital = decimal.Decimal(100000)
+ maxCapitalToUse = 0.1
+ maxCapitalToUsePerTrade = 0.1
+ portfolioObj = portfolio.Portfolio(startingCapital, maxCapitalToUse, maxCapitalToUsePerTrade,
+ pricingSource=self.pricingSource,
+ pricingSourceConfigFile=self.pricingSourceConfigFile)
+
+ event = signalEvent.SignalEvent()
+ event.createEvent([self.strangleObj, self.riskManagement])
+ portfolioObj.onSignal(event)
+
+ def testUpdatePortfolio(self):
+ """Tests the ability to update option values for a position in the portfolio."""
+ # Create strangle event.
+ event = signalEvent.SignalEvent()
+ event.createEvent([self.strangleObj, self.riskManagement])
+
+ # Create portfolio onSignal event, which adds the position to the portfolio.
+ startingCapital = decimal.Decimal(1000000)
+ maxCapitalToUse = 0.5
+ maxCapitalToUsePerTrade = 0.5
+ portfolioObj = portfolio.Portfolio(startingCapital, maxCapitalToUse, maxCapitalToUsePerTrade,
+ pricingSource=self.pricingSource,
+ pricingSourceConfigFile=self.pricingSourceConfigFile)
+ portfolioObj.onSignal(event)
+
+ # Next, create a strangle with the next days prices and update the portfolio values.
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(2690), delta=-0.16, gamma=0.01, theta=0.02, vega=0.03,
+ dateTime=datetime.datetime.strptime('01/02/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(6.45), askPrice=decimal.Decimal(6.50), tradePrice=decimal.Decimal(6.475))
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2786.24),
+ strikePrice=decimal.Decimal(2855), delta=0.16, gamma=0.01, theta=0.02, vega=0.03,
+ dateTime=datetime.datetime.strptime('01/02/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/20/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(4.20), askPrice=decimal.Decimal(4.40),
+ tradePrice=decimal.Decimal(4.30))
+
+ # Create tick event and update portfolio values.
+ testOptionChain = [callOpt, putOpt]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ portfolioObj.updatePortfolio(event)
+
+ # Check that the new portfolio values are correct (e.g., buying power, total delta, total gamma, etc).
+ self.assertAlmostEqual(portfolioObj.totalBuyingPower, decimal.Decimal(63210.0))
+ self.assertAlmostEqual(portfolioObj.totalVega, 0.06)
+ self.assertAlmostEqual(portfolioObj.totalDelta, 0.0)
+ self.assertAlmostEqual(portfolioObj.totalGamma, 0.02)
+ self.assertAlmostEqual(portfolioObj.totalTheta, 0.04)
+ self.assertAlmostEqual(portfolioObj.netLiquidity, decimal.Decimal(1000198.4573))
+
+ def testUpdatePortfolioRiskManagementHoldToExpiration(self):
+ """Tests that the position is removed from the portfolio when expiration occurs."""
+ # Create a new position in addition to the default self.strangleObj position.
+ startingCapital = decimal.Decimal(1000000)
+ maxCapitalToUse = 0.5
+ maxCapitalToUsePerTrade = 0.25
+ portfolioObj = portfolio.Portfolio(startingCapital, maxCapitalToUse, maxCapitalToUsePerTrade,
+ pricingSource=self.pricingSource,
+ pricingSourceConfigFile=self.pricingSourceConfigFile)
+
+ # Add first position to the portfolio
+ event = signalEvent.SignalEvent()
+ event.createEvent([self.strangleObj, self.riskManagement])
+ portfolioObj.onSignal(event)
+
+ putOpt = put.Put(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2800.00),
+ strikePrice=decimal.Decimal(2700), delta=-0.16, gamma=0.01, theta=0.02, vega=0.03,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(8.00), askPrice=decimal.Decimal(8.50), tradePrice=decimal.Decimal(8.25))
+ callOpt = call.Call(underlyingTicker='SPX', underlyingPrice=decimal.Decimal(2800.00),
+ strikePrice=decimal.Decimal(3000), delta=0.16, gamma=0.01, theta=0.02, vega=0.03,
+ dateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ expirationDateTime=datetime.datetime.strptime('01/01/2021', "%m/%d/%Y"),
+ bidPrice=decimal.Decimal(6.00), askPrice=decimal.Decimal(6.50),
+ tradePrice=decimal.Decimal(6.25))
+ strangleObj = strangle.Strangle(orderQuantity=1, callOpt=callOpt, putOpt=putOpt,
+ buyOrSell=optionPrimitive.TransactionType.SELL)
+
+ # Add second position to the portfolio.
+ event = signalEvent.SignalEvent()
+ event.createEvent([strangleObj, self.riskManagement])
+ portfolioObj.onSignal(event)
+
+ # Update the portfolio, which should remove the second event. We do not change the prices of the putOpt or callOpt.
+ testOptionChain = [callOpt, putOpt]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ portfolioObj.updatePortfolio(event)
+ # Only one position should be left in the portfolio after removing the expired position.
+ self.assertEqual(len(portfolioObj.activePositions), 1)
+
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/riskManagement/putVerticalRiskManagement.py b/riskManagement/putVerticalRiskManagement.py
new file mode 100644
index 00000000..866aca48
--- /dev/null
+++ b/riskManagement/putVerticalRiskManagement.py
@@ -0,0 +1,40 @@
+import enum
+from riskManagement import riskManagement
+from optionPrimitives import optionPrimitive
+
+class PutVerticalManagementStrategyTypes(enum.Enum):
+ HOLD_TO_EXPIRATION = 0
+ CLOSE_AT_50_PERCENT = 1
+ CLOSE_AT_50_PERCENT_OR_21_DAYS = 2
+
+class PutVerticalRiskManagement(riskManagement.RiskManagement):
+ """This class handles risk management strategies for put verticals."""
+
+ def __init__(self, managementType: PutVerticalManagementStrategyTypes) -> None:
+ self.__managementType = managementType
+
+ def managePosition(self, currentPosition:optionPrimitive) -> bool:
+ """Manages the current position in the portfolio.
+ Managing the position means indicating whether the position should be removed from the portfolio. In addition, we
+ could create another signalEvent here if we want to do something like roll the strategy to the next month.
+ :param currentPosition: Current position in the portfolio.
+ """
+ if self.__managementType == PutVerticalManagementStrategyTypes.HOLD_TO_EXPIRATION:
+ # Setting this to '1' since I've been using SPX data, which has European style options where trading ends
+ # the say before expiration.
+ if currentPosition.getNumberOfDaysLeft() == 1:
+ # Indicates that the options are expiring on (or near) this date.
+ return True
+ elif self.__managementType == PutVerticalManagementStrategyTypes.CLOSE_AT_50_PERCENT:
+ if currentPosition.calcProfitLossPercentage() >= 50 or currentPosition.getNumberOfDaysLeft() == 1:
+ return True
+ elif self.__managementType == PutVerticalManagementStrategyTypes.CLOSE_AT_50_PERCENT_OR_21_DAYS:
+ if currentPosition.calcProfitLossPercentage() >= 50 or currentPosition.getNumberOfDaysLeft() == 21:
+ return True
+ else:
+ raise NotImplementedError('No management strategy was specified or has not yet been implemented.')
+ return False
+
+ def getRiskManagementType(self) -> int:
+ """Returns the risk management type being used."""
+ return self.__managementType
\ No newline at end of file
diff --git a/riskManagement/riskManagement.py b/riskManagement/riskManagement.py
new file mode 100644
index 00000000..50349756
--- /dev/null
+++ b/riskManagement/riskManagement.py
@@ -0,0 +1,18 @@
+import abc
+from optionPrimitives import optionPrimitive
+
+class RiskManagement(abc.ABC):
+ """This class is a generic type for handling risk management strategies."""
+
+ @abc.abstractmethod
+ def managePosition(self, currentPosition:optionPrimitive) -> bool:
+ """Manages the current position in the portfolio.
+ Managing the position means indicating whether the position should be removed from the portfolio. In addition, we
+ could create another signalEvent here if we want to do something like roll the strategy to the next month.
+ :param currentPosition: Current position in the portfolio.
+ """
+ pass
+
+ def getRiskManagementType(self) -> int:
+ """Returns the risk management type being used."""
+ pass
\ No newline at end of file
diff --git a/riskManagement/strangleRiskManagement.py b/riskManagement/strangleRiskManagement.py
new file mode 100644
index 00000000..19c59f40
--- /dev/null
+++ b/riskManagement/strangleRiskManagement.py
@@ -0,0 +1,40 @@
+import enum
+from riskManagement import riskManagement
+from optionPrimitives import optionPrimitive
+
+class StrangleManagementStrategyTypes(enum.Enum):
+ HOLD_TO_EXPIRATION = 0
+ CLOSE_AT_50_PERCENT = 1
+ CLOSE_AT_50_PERCENT_OR_21_DAYS = 2
+
+class StrangleRiskManagement(riskManagement.RiskManagement):
+ """This class handles risk management strategies for strangles."""
+
+ def __init__(self, managementType: StrangleManagementStrategyTypes) -> None:
+ self.__managementType = managementType
+
+ def managePosition(self, currentPosition:optionPrimitive) -> bool:
+ """Manages the current position in the portfolio.
+ Managing the position means indicating whether the position should be removed from the portfolio. In addition, we
+ could create another signalEvent here if we want to do something like roll the strategy to the next month.
+ :param currentPosition: Current position in the portfolio.
+ """
+ if self.__managementType == StrangleManagementStrategyTypes.HOLD_TO_EXPIRATION:
+ # Setting this to '1' since I've been using SPX data, which has European style options where trading ends
+ # the say before expiration.
+ if currentPosition.getNumberOfDaysLeft() == 1:
+ # Indicates that the options are expiring on (or near) this date.
+ return True
+ elif self.__managementType == StrangleManagementStrategyTypes.CLOSE_AT_50_PERCENT:
+ if currentPosition.calcProfitLossPercentage() >= 50 or currentPosition.getNumberOfDaysLeft() == 1:
+ return True
+ elif self.__managementType == StrangleManagementStrategyTypes.CLOSE_AT_50_PERCENT_OR_21_DAYS:
+ if currentPosition.calcProfitLossPercentage() >= 50 or currentPosition.getNumberOfDaysLeft() == 21:
+ return True
+ else:
+ raise NotImplementedError('No management strategy was specified or has not yet been implemented.')
+ return False
+
+ def getRiskManagementType(self) -> int:
+ """Returns the risk management type being used."""
+ return self.__managementType
diff --git a/sampleData/aapl_sample_ivolatility.csv b/sampleData/aapl_sample_ivolatility.csv
index e8e562a6..ee747cd1 100644
--- a/sampleData/aapl_sample_ivolatility.csv
+++ b/sampleData/aapl_sample_ivolatility.csv
@@ -1,1823 +1,3645 @@
-symbol,exchange,company_name,date,stock_price_close,option_symbol,expiration_date,strike,call_put,style,ask,bid,mean_price,settlement,iv,volume,open_interest,stock_price_for_iv,isinterpolated,delta,vega,gamma,theta,rho
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00055000,08/08/2014,55.00,C,A,40.450,38.400,39.425,0.000,0.577382,0,0,94.480,*,1.000000,0.000000,0.000000,-0.000242,0.001507
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00055000,08/08/2014,55.00,P,A,0.010,0.000,0.000,0.000,0.577382,0,0,94.480,*,0.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00060000,08/08/2014,60.00,C,A,35.450,33.400,34.425,0.000,0.577382,0,0,94.480,*,1.000000,0.000000,0.000000,-0.000264,0.001644
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00060000,08/08/2014,60.00,P,A,0.010,0.000,0.000,0.000,0.577382,0,0,94.480,*,0.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00065000,08/08/2014,65.00,C,A,29.950,29.000,29.475,0.000,0.577382,0,0,94.480,*,1.000000,0.000000,0.000000,-0.000286,0.001781
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00065000,08/08/2014,65.00,P,A,0.010,0.000,0.000,0.000,0.577382,0,40,94.480,*,0.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00070000,08/08/2014,70.00,C,A,24.950,24.000,24.475,0.000,0.577382,0,0,94.480,*,1.000000,0.000000,0.000000,-0.000308,0.001918
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00070000,08/08/2014,70.00,P,A,0.010,0.000,0.000,0.000,0.577382,0,1011,94.480,*,0.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00075000,08/08/2014,75.00,C,A,19.550,19.150,19.350,0.000,0.577382,25,42,94.480,*,1.000000,0.000000,0.000000,-0.000330,0.002055
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00075000,08/08/2014,75.00,P,A,0.010,0.000,0.000,0.000,0.577382,0,10084,94.480,*,0.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00076000,08/08/2014,76.00,C,A,18.950,18.000,18.475,0.000,0.577382,0,0,94.480,*,1.000000,0.000000,0.000000,-0.000335,0.002082
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00076000,08/08/2014,76.00,P,A,0.010,0.000,0.000,0.000,0.577382,0,2440,94.480,*,0.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00077000,08/08/2014,77.00,C,A,17.950,17.000,17.475,0.000,0.577382,0,0,94.480,*,1.000000,0.000000,0.000000,-0.000339,0.002110
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00077000,08/08/2014,77.00,P,A,0.010,0.000,0.000,0.000,0.577382,0,5234,94.480,*,0.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00078000,08/08/2014,78.00,C,A,16.950,16.000,16.475,0.000,0.577382,0,60,94.480,*,1.000000,0.000000,0.000000,-0.000343,0.002137
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00078000,08/08/2014,78.00,P,A,0.010,0.000,0.000,0.000,0.577382,0,1906,94.480,*,0.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00079000,08/08/2014,79.00,C,A,15.650,15.150,15.400,0.000,0.577382,8,210,94.480,*,1.000000,0.000000,0.000000,-0.000348,0.002164
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00079000,08/08/2014,79.00,P,A,0.010,0.000,0.000,0.000,0.577382,5,8178,94.480,*,0.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00080000,08/08/2014,80.00,C,A,14.650,14.150,14.400,0.000,0.577382,3,17,94.480,*,1.000000,0.000000,0.000000,-0.000352,0.002192
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00080000,08/08/2014,80.00,P,A,0.010,0.000,0.000,0.000,0.577382,5,751,94.480,*,0.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00081000,08/08/2014,81.00,C,A,13.550,13.150,13.350,0.000,0.577382,0,0,94.480,*,1.000000,0.000000,0.000000,-0.000358,0.002219
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00081000,08/08/2014,81.00,P,A,0.010,0.000,0.000,0.000,0.577382,60,476,94.480,*,0.000000,0.000000,0.000000,-0.000001,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00082000,08/08/2014,82.00,C,A,12.550,12.150,12.350,0.000,0.577382,1,10,94.480,*,0.999999,0.000000,0.000002,-0.000370,0.002247
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00082000,08/08/2014,82.00,P,A,0.010,0.000,0.000,0.000,0.577382,100,5561,94.480,*,-0.000001,0.000000,0.000002,-0.000009,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00083000,08/08/2014,83.00,C,A,11.550,11.100,11.325,0.000,0.577382,0,0,94.480,*,0.999992,0.000002,0.000013,-0.000420,0.002274
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00083000,08/08/2014,83.00,P,A,0.010,0.000,0.000,0.000,0.577382,275,3047,94.480,*,-0.000008,0.000002,0.000013,-0.000055,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00084000,08/08/2014,84.00,C,A,10.550,10.200,10.375,0.000,0.577382,0,3,94.480,*,0.999953,0.000010,0.000068,-0.000647,0.002301
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00084000,08/08/2014,84.00,P,A,0.010,0.000,0.000,0.000,0.577382,0,3376,94.480,*,-0.000047,0.000010,0.000068,-0.000277,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00085000,08/08/2014,85.00,C,A,9.550,9.200,9.375,0.000,0.577382,2,41,94.480,*,0.999779,0.000041,0.000291,-0.001560,0.002328
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00085000,08/08/2014,85.00,P,A,0.010,0.000,0.000,0.000,0.577382,1070,4881,94.480,*,-0.000221,0.000041,0.000291,-0.001186,-0.000001
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00086000,08/08/2014,86.00,C,A,8.550,8.200,8.375,0.000,0.577382,0,1,94.480,*,0.999117,0.000149,0.001052,-0.004666,0.002354
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00086000,08/08/2014,86.00,P,A,0.020,0.000,0.000,0.000,0.577382,68,7085,94.480,*,-0.000883,0.000149,0.001052,-0.004288,-0.000002
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00087000,08/08/2014,87.00,C,A,7.550,7.200,7.375,0.000,0.577382,0,6,94.480,*,0.996969,0.000457,0.003234,-0.013564,0.002376
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00087000,08/08/2014,87.00,P,A,0.020,0.010,0.015,0.000,0.577382,1145,7984,94.480,*,-0.003031,0.000457,0.003234,-0.013181,-0.000008
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00088000,08/08/2014,88.00,C,A,6.550,6.300,6.425,0.000,0.577382,3,44,94.480,*,0.991016,0.001200,0.008499,-0.035031,0.002387
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00088000,08/08/2014,88.00,P,A,0.020,0.010,0.015,0.000,0.577382,632,7331,94.480,*,-0.008984,0.001200,0.008499,-0.034644,-0.000023
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00089000,08/08/2014,89.00,C,A,5.550,5.300,5.425,0.000,0.577382,0,44,94.480,*,0.976836,0.002711,0.019199,-0.078644,0.002378
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00089000,08/08/2014,89.00,P,A,0.030,0.020,0.025,0.000,0.577382,2832,6379,94.480,,-0.023164,0.002711,0.019199,-0.078252,-0.000061
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00090000,08/08/2014,90.00,C,A,4.550,4.350,4.450,0.000,0.496874,292,560,94.480,*,0.970016,0.003363,0.027678,-0.083942,0.002387
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00090000,08/08/2014,90.00,P,A,0.040,0.020,0.030,0.000,0.496874,11439,16134,94.480,*,-0.029984,0.003363,0.027678,-0.083545,-0.000078
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00091000,08/08/2014,91.00,C,A,3.550,3.300,3.425,0.000,0.416365,261,450,94.480,*,0.958462,0.004394,0.043152,-0.091860,0.002385
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00091000,08/08/2014,91.00,P,A,0.040,0.030,0.035,0.000,0.416365,7667,16490,94.480,,-0.041538,0.004394,0.043152,-0.091459,-0.000108
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00092000,08/08/2014,92.00,C,A,2.640,2.400,2.520,0.000,0.324085,523,758,94.480,,0.942579,0.005691,0.071807,-0.092604,0.002371
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00092000,08/08/2014,92.00,P,A,0.060,0.040,0.050,0.000,0.341265,4859,18355,94.480,,-0.067028,0.006421,0.076940,-0.109542,-0.000175
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00093000,08/08/2014,93.00,C,A,1.680,1.480,1.580,0.000,0.280974,2765,1028,94.480,,0.860199,0.010996,0.160029,-0.154837,0.002183
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00093000,08/08/2014,93.00,P,A,0.120,0.110,0.115,0.000,0.294594,9122,19102,94.480,,-0.150679,0.011615,0.161047,-0.170843,-0.000375
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00094000,08/08/2014,94.00,C,A,0.730,0.700,0.715,0.000,0.220066,17695,9518,94.480,,0.673041,0.017843,0.331526,-0.196604,0.001723
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00094000,08/08/2014,94.00,P,A,0.300,0.270,0.285,0.000,0.247950,27860,16587,94.480,,-0.344642,0.018525,0.301741,-0.226696,-0.000834
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00095000,08/08/2014,95.00,C,A,0.240,0.230,0.235,0.000,0.226273,40986,17617,94.480,,0.323788,0.017772,0.321148,-0.201196,0.000832
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00095000,08/08/2014,95.00,P,A,0.850,0.790,0.820,0.000,0.262544,27457,12553,94.480,,-0.652550,0.018268,0.284519,-0.239537,-0.001712
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00096000,08/08/2014,96.00,C,A,0.070,0.060,0.065,0.000,0.247669,49361,28765,94.480,,0.110416,0.009324,0.153940,-0.115510,0.000284
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00096000,08/08/2014,96.00,P,A,1.690,1.570,1.630,0.000,0.290921,14508,9149,94.480,,-0.851214,0.011449,0.161676,-0.166961,-0.001799
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00097000,08/08/2014,97.00,C,A,0.030,0.020,0.025,0.000,0.291207,21137,25742,94.480,,0.042805,0.004502,0.063217,-0.065571,0.000110
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00097000,08/08/2014,97.00,P,A,2.610,2.370,2.490,0.000,0.291207,3241,9694,94.480,*,-0.957195,0.004502,0.063217,-0.065144,-0.002547
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00098000,08/08/2014,98.00,C,A,0.020,0.010,0.015,0.000,0.291207,8605,29378,94.480,*,0.008380,0.001129,0.015855,-0.016444,0.000022
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00098000,08/08/2014,98.00,P,A,3.700,3.500,3.600,0.000,0.291207,1297,5783,94.480,*,-0.992070,0.001222,0.015285,-0.015422,-0.001116
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00099000,08/08/2014,99.00,C,A,0.010,0.000,0.000,0.000,0.291207,2059,16815,94.480,*,0.001114,0.000184,0.002582,-0.002678,0.000003
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00099000,08/08/2014,99.00,P,A,4.700,4.500,4.600,0.000,0.291207,730,5061,94.480,*,-0.999095,0.000183,0.002409,-0.002063,-0.000262
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00100000,08/08/2014,100.00,C,A,0.010,0.000,0.000,0.000,0.291207,448,14444,94.480,*,0.000101,0.000020,0.000277,-0.000287,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00100000,08/08/2014,100.00,P,A,5.700,5.450,5.575,0.000,0.291207,304,3167,94.480,*,-1.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00101000,08/08/2014,101.00,C,A,0.010,0.000,0.000,0.000,0.291207,208,7156,94.480,*,0.000006,0.000001,0.000020,-0.000020,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00101000,08/08/2014,101.00,P,A,6.800,6.450,6.625,0.000,0.291207,1,762,94.480,*,-1.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00102000,08/08/2014,102.00,C,A,0.010,0.000,0.000,0.000,0.291207,25,7995,94.480,*,0.000000,0.000000,0.000001,-0.000001,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00102000,08/08/2014,102.00,P,A,7.700,7.450,7.575,0.000,0.291207,159,833,94.480,*,-1.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808C00103000,08/08/2014,103.00,C,A,0.010,0.000,0.000,0.000,0.291207,301,8112,94.480,*,0.000000,0.000000,0.000000,0.000000,0.000000
-AAPL,NASDAQ,APPLE INC,08/07/2014,94.480,AAPL 140808P00103000,08/08/2014,103.00,P,A,8.700,8.500,8.600,0.000,0.291207,20,885,94.480,*,-1.000000,0.000000,0.000000,0.000000,0.000000
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+SPY,NASDAQ,S&P 500,8/8/2014,94.48,SPY 160115P00108570,1/15/2016,108.57,P,A,23.05,22.75,22.9,0,0.287691,0,175,94.48,,,-0.611532,0.42903,0.01212,-0.010439,-1.019092
+SPY,NASDAQ,S&P 500,8/8/2014,94.48,SPY 160115C00110000,1/15/2016,110,C,A,7.15,6.9,7.025,0,0.289635,166,8558,94.48,,,0.379318,0.424476,0.012021,-0.012162,0.390069
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+SPY,NASDAQ,S&P 500,8/8/2014,94.48,SPY 160115C00112860,1/15/2016,112.86,C,A,6.45,6.2,6.325,0,0.289417,5,1103,94.48,,,0.351113,0.41758,0.011705,-0.011807,0.36653
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+SPY,NASDAQ,S&P 500,8/8/2014,94.48,SPY 160115P00113570,1/15/2016,113.57,P,A,26.85,26.5,26.675,0,0.2885,0,1082,94.48,,,-0.660073,0.412256,0.011563,-0.009837,-1.120528
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+SPY,NASDAQ,S&P 500,8/8/2014,94.48,SPY 160115P00135710,1/15/2016,135.71,P,A,45.55,45.1,45.325,0,0.291986,0,43,94.48,,,-0.820001,0.307035,0.008184,-0.006241,-1.491301
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\ No newline at end of file
diff --git a/sampleData/bad_column_name.csv b/sampleData/bad_column_name.csv
new file mode 100644
index 00000000..244a3fbf
--- /dev/null
+++ b/sampleData/bad_column_name.csv
@@ -0,0 +1,2 @@
+symbol,exchange,company_name,bad_date_col_name,stock_price_close,option_symbol,option_expiration,strike,call/put,style,ask,bid,mean_price,settlement,iv,volume,open_interest,stock_price_for_iv,forward_price,isinterpolated,delta,vega,gamma,theta,rho
+AAPL,NASDAQ,APPLE INC,8/7/2014,94.48,AAPL 140808C00055000,8/8/2014,55,C,A,40.45,38.4,39.425,0,0.577382,0,0,94.48,,*,1,0,0,-0.000242,0.001507
\ No newline at end of file
diff --git a/strategyManager/StrangleStrat.py b/strategyManager/StrangleStrat.py
index 3a14d30d..abe966d7 100644
--- a/strategyManager/StrangleStrat.py
+++ b/strategyManager/StrangleStrat.py
@@ -1,66 +1,198 @@
-import strategy
+from strategyManager import strategy
+from events import tickEvent, signalEvent
+from optionPrimitives import optionPrimitive, strangle
+from base import option
+from riskManagement import riskManagement
+from typing import Optional, Text, Tuple
+import datetime
+import decimal
+import logging
+import queue
class StrangleStrat(strategy.Strategy):
- """This class sets up the basics for a SPECIFIC strategy that will be used;
- In this case, we set up the strangle strategy, which involves buying or
- selling strangles with certain parameters
-
- Strangle specific attributes:
- optCallDelta: optimal delta for call, usually around 16 delta
- maxCallDelta: max delta for call, usually around 30 delta
- optPutDelta: optimal delta for put, usually around 16 delta
- maxPutDelta: max delta for put, usually around 30 delta
-
-
- General strategy attributes:
- startDateTime: date/time to start the live trading or backtest
- strategy: option strategy to use -- e.g., iron condor, strangle
- buyOrSell: do we buy an iron condor or sell an iron condor? 0 = buy, 1 = sell
- underlying: which underlying to use for the strategy
- orderQuantity: number of strangles, iron condors, etc
- daysBeforeClose: number of days before expiration to close the trade
-
- optional attributes:
-
- optimalDTE: optimal number of days before expiration to put on strategy
- minimumDTE: minimum number of days before expiration to put on strategy
- roc: return on capital for overall trade
- minDaysToEarnings: minimum number of days to put on trade before earnings
- minCredit: minimum credit to collect on overall trade
- maxBuyingPower: maximum buying power to use on overall trade
- profitTargetPercent: percentage of initial credit to use when closing trade
- avoidAssignment: boolean -- closes out trade using defined rules to avoid stock assignment
- maxBidAsk: maximum price to allow between bid and ask prices of option (for any strike or put/call)
- maxMidDev: maximum deviation from midprice on opening and closing of trade (e.g., 0.02 cents from midprice)
- minDaysSinceEarnings: minimum number of days to wait after last earnings before putting on strategy
- minIVR: minimum implied volatility rank needed to put on strategy
+ """This class sets up strangle strategy, which involves buying or selling strangles.
+
+ Strangle specific attributes:
+ optCallDelta: Optimal delta for call.
+ maxCallDelta: Max delta for call.
+ optPutDelta: Optimal delta for put.
+ maxPutDelta: Max delta for put.
+
+ General strategy attributes:
+ startDateTime: Date/time to start the backtest.
+ buyOrSell: Do we buy a strangle or sell a strangle.
+ underlyingTicker: Which underlying to use for the strategy.
+ orderQuantity: Number of strangles.
+ riskManagement: Risk management strategy (how to manage the trade; e.g., close, roll, hold to expiration).
+
+ Optional attributes:
+ expCycle: Specifies if we want to do monthly, weekly, quarterly, etc.
+ optimalDTE: Optimal number of days before expiration to put on strategy.
+ minimumDTE: Minimum number of days before expiration to put on strategy.
+ minimumROC: Minimal return on capital for overall trade as a decimal.
+ minCredit: Minimum credit to collect on overall trade.
+ maxBidAsk: Maximum price to allow between bid and ask prices of option (for any strike or put/call).
+ maxCapitalToUsePerTrade: percent (as a decimal) of portfolio value we want to use per trade.
+"""
+
+ def __init__(self, eventQueue:queue.Queue, optCallDelta: float, maxCallDelta: float, optPutDelta: float,
+ maxPutDelta: float, buyOrSell: optionPrimitive.TransactionType,
+ underlyingTicker: Text, orderQuantity: int, riskManagement: riskManagement.RiskManagement,
+ expCycle: Optional[strategy.ExpirationTypes]=None, optimalDTE: Optional[int]=None,
+ minimumDTE: Optional[int]=None, minimumROC: Optional[float]=None,
+ minCredit: Optional[decimal.Decimal]=None, maxBidAsk: Optional[decimal.Decimal]=None,
+ maxCapitalToUsePerTrade: Optional[decimal.Decimal]=None,
+ startDateTime: Optional[datetime.datetime]=None):
+
+ self.__eventQueue = eventQueue
+ self.__optCallDelta = optCallDelta
+ self.__maxCallDelta = maxCallDelta
+ self.__optPutDelta = optPutDelta
+ self.__maxPutDelta = maxPutDelta
+
+ self.startDateTime=startDateTime
+ self.buyOrSell=buyOrSell
+ self.underlyingTicker=underlyingTicker
+ self.orderQuantity=orderQuantity
+ self.riskManagement = riskManagement
+ self.expCycle=expCycle
+ self.optimalDTE=optimalDTE
+ self.minimumDTE=minimumDTE
+ self.minimumROC=minimumROC
+ self.minCredit=minCredit
+ self.maxBidAsk=maxBidAsk
+ self.maxCapitalToUsePerTrade=maxCapitalToUsePerTrade
+
+ def __updateWithOptimalOption(self, currentOption: option.Option,
+ optimalOption: option.Option) -> Tuple[bool, option.Option]:
+ """Find the option that is closest to the requested parameters (delta, expiration).
+
+ :param currentOption: current option from the option chain.
+ :param optimalOption: current optimal option based on expiration and delta.
+ :return: tuple of (updateOption: bool, optimalOpt: option.Option). updateOption bool is used to indicate if we
+ should update the optimal option with the current option.
+ """
+ # noUpdateRule means we don't update the optimal option with the current option.
+ noUpdateRule = (False, optimalOption)
+ # TODO: Add support for expiration cycles other than monthly.
+ if self.expCycle == strategy.ExpirationTypes.MONTHLY:
+ if not self.isMonthlyExp(currentOption.expirationDateTime):
+ return noUpdateRule
+ else:
+ return noUpdateRule
+
+ if self.minimumDTE:
+ if not self.hasMinimumDTE(currentOption.dateTime, currentOption.expirationDateTime):
+ return noUpdateRule
+
+ # Check that delta is less or equal to max delta specified.
+ if currentOption.optionType == option.OptionTypes.CALL:
+ if currentOption.delta > self.__maxCallDelta:
+ return noUpdateRule
+ else:
+ # PUT option.
+ if currentOption.delta < self.__maxPutDelta:
+ return noUpdateRule
+
+ # Check if bid / ask of option < maxBidAsk specific in strangle strategy.
+ if self.maxBidAsk:
+ if self.calcBidAskDiff(currentOption.bidPrice, currentOption.askPrice) > self.maxBidAsk:
+ return noUpdateRule
+
+ # Get current DTE in days.
+ currentDTE = self.getNumDays(currentOption.dateTime, currentOption.expirationDateTime)
+ optimalDTE = self.getNumDays(optimalOption.dateTime, optimalOption.expirationDateTime) if optimalOption else None
+ requestedDTE = self.optimalDTE
+
+ # Check if there is no current optimal DTE or an expiration closer to the requested expiration.
+ newOptimalOption = optimalOption
+ if optimalDTE is None or (abs(currentDTE - requestedDTE) < abs(optimalDTE - requestedDTE)):
+ newOptimalOption = currentOption
+ # Option has same DTE as optimalOpt; check deltas to choose best option.
+ elif currentDTE == optimalDTE:
+ currentDelta = currentOption.delta
+ optimalDelta = optimalOption.delta
+ if currentOption.optionType == option.OptionTypes.CALL:
+ requestedDelta = self.__optCallDelta
+ else:
+ requestedDelta = self.__optPutDelta
+
+ if abs(currentDelta - requestedDelta) < abs(optimalDelta - requestedDelta):
+ newOptimalOption = currentOption
+ else:
+ return (False, newOptimalOption)
+
+ return (True, newOptimalOption)
+
+ def checkForSignal(self, event: tickEvent, portfolioNetLiquidity: decimal.Decimal,
+ availableBuyingPower: decimal.Decimal) -> None:
+ """Criteria that we need to check before generating a signal event.
+ We go through each option in the option chain and find all of the options that meet the criteria. If there are
+ multiple options that meet the criteria, we choose the first one, but we could use some other type of rule.
+
+ Attributes:
+ event - Tick data we parse through to determine if we want to create a strangle for the strategy.
+ portfolioNetLiquidity: Net liquidity of portfolio.
+ availableBuyingPower: Amount of buying power available to use.
"""
+ # These variables will be used to keep track of the optimal options as we go through the option chain.
+ optimalCallOpt = None
+ optimalPutOpt = None
+
+ # Get the data from the tick event.
+ eventData = event.getData()
+
+ if not eventData:
+ return
+
+ if self.startDateTime is not None:
+ if eventData[0].dateTime < self.startDateTime:
+ return
+
+ # Process one option at a time from the option chain (objects of option class).
+ for currentOption in eventData:
+ if currentOption.optionType == option.OptionTypes.CALL:
+ updateOption, callOpt = self.__updateWithOptimalOption(currentOption, optimalCallOpt)
+ if updateOption:
+ optimalCallOpt = callOpt
+ else:
+ # PUT option
+ updateOption, putOpt = self.__updateWithOptimalOption(currentOption, optimalPutOpt)
+ if updateOption:
+ optimalPutOpt = putOpt
- def __init__(self, optCallDelta, maxCallDelta, optPutDelta, maxPutDelta, startTime, buyOrSell,
- underlying, orderQuantity, daysBeforeClose, optimalDTE=None,
- minimumDTE=None, roc=None, minDaysToEarnings=None, minCredit=None, maxBuyingPower=None,
- profitTargetPercent=None, avoidAssignment=None, maxBidAsk=None, minDaysSinceEarnings=None,
- minIVR=None):
+ # Must check that both a CALL and PUT were found which meet criteria and are in the same expiration.
+ if optimalPutOpt and optimalCallOpt and optimalPutOpt.expirationDateTime == optimalCallOpt.expirationDateTime:
+ strangleObj = strangle.Strangle(self.orderQuantity, optimalCallOpt, optimalPutOpt, self.buyOrSell)
- self.__strategy = "strangle"
- self.__optCallDelta = optCallDelta
- self.__maxCallDelta = maxCallDelta
- self.__optPutDelta = optPutDelta
- self.__maxPutDelta = maxPutDelta
+ # There is a case in the input data where the delta values are incorrect, and this results the strike price
+ # of the short put being greater than the strike price of the short call, and this results in negative buying
+ # power. To handle this error case, we return if the buying power is zero or negative.
+ buyingPowerUsed = strangleObj.getBuyingPower()
+ if buyingPowerUsed <= 0:
+ return
- strategy.Strategy.__init__(self, startTime, self.__strategy, buyOrSell, underlying, orderQuantity,
- daysBeforeClose, optimalDTE=None, minimumDTE=None, roc=None, minDaysToEarnings=None,
- minCredit=None, maxBuyingPower=None, profitTargetPercent=None, avoidAssignment=None,
- maxBidAsk=None, minDaysSinceEarnings=None, minIVR=None)
+ # There is an error case in the input data where the options may will have zero credit / debit when put on.
+ if optimalPutOpt.tradePrice <= 0 or optimalCallOpt.tradePrice <= 0:
+ logging.warning('Optimal put or optimal call had a zero tradePrice, which should not happen.')
+ return
- def getOptimalCallDelta(self):
- return self.__optCallDelta
+ if self.maxCapitalToUsePerTrade:
+ portfolioToUsePerTrade = decimal.Decimal(self.maxCapitalToUsePerTrade) * portfolioNetLiquidity
+ maxBuyingPowerPerTrade = min(availableBuyingPower, portfolioToUsePerTrade)
+ else:
+ maxBuyingPowerPerTrade = availableBuyingPower
- def getMaxCallDelta(self):
- return self.__maxCallDelta
+ numContractsToAdd = int(maxBuyingPowerPerTrade / buyingPowerUsed)
+ if numContractsToAdd < 1:
+ return
- def getOptimalPutDelta(self):
- return self.__optPutDelta
+ strangleObj.setNumContracts(numContractsToAdd)
- def getMaxPutDelta(self):
- return self.__maxPutDelta
\ No newline at end of file
+ # Create signal event to put on strangle strategy and add to queue.
+ signalObj = [strangleObj, self.riskManagement]
+ event = signalEvent.SignalEvent()
+ event.createEvent(signalObj)
+ self.__eventQueue.put(event)
+ else:
+ logging.info('Could not execute strategy for this option chain.')
\ No newline at end of file
diff --git a/strategyManager/putVerticalOnDownMoveStrat.py b/strategyManager/putVerticalOnDownMoveStrat.py
new file mode 100644
index 00000000..a6f81c08
--- /dev/null
+++ b/strategyManager/putVerticalOnDownMoveStrat.py
@@ -0,0 +1,242 @@
+from strategyManager import strategy
+from events import tickEvent, signalEvent
+from optionPrimitives import optionPrimitive, putVertical
+from base import option
+from riskManagement import riskManagement
+from typing import Optional, Text, Tuple
+import collections
+import datetime
+import decimal
+import logging
+import queue
+
+# Class to compute moving average with a queue. Taken from https://zhenyu0519.github.io/2020/07/08/lc346/.
+class MovingAverage:
+
+ def __init__(self, size: int):
+ self.queue = collections.deque()
+ self.size = size
+
+ def add(self, value: int):
+ """Add value to the queue or replace current value."""
+ if len(self.queue) == self.size:
+ self.queue.popleft()
+ self.queue.append(value)
+ else:
+ self.queue.append(value)
+
+class PutVerticalOnDownMoveStrat(strategy.Strategy):
+ """This class sets up the strategy which sells put verticals when there is a % down move in the underlying.
+ This strategy currently assumes that we are using EOD data for the backtesting.
+
+ Specific strategy attributes:
+ percentageDownToTrigger: Percentage the underlying should move down in order to trigger the selling of the vertical.
+ Expressed as a decimal.
+ numberDaysForMovingAverage: We could use only the previous day or the average down percentage over several days in
+ deciding when to trigger the selling of the vertical.
+ optPutToBuyDelta: Optimal delta for the put to buy.
+ maxPutToBuyDelta: Maximum delta for the put to buy.
+ minPutToBuyDelta: Minimum delta for the put to buy
+ optPutToSellDelta: Optimal delta for the put to sell.
+ maxPutToSellDelta: Maximum delta for the put to sell.
+ minPutToSellDelta: Minimum delta for the put to sell.
+
+ General strategy attributes:
+ startDateTime: Date/time to start the backtest.
+ underlyingTicker: Which underlying to use for the strategy.
+ orderQuantity: Number of verticals to sell.
+ riskManagement: Risk management strategy (how to manage the trade; e.g., close, roll, hold to expiration).
+
+ Optional attributes:
+ expCycle: Specifies if we want to do monthly, weekly, quarterly, etc.
+ optimalDTE: Optimal number of days before expiration to put on strategy.
+ minimumDTE: Minimum number of days before expiration to put on strategy.
+ minimumROC: Minimal return on capital for overall trade as a decimal.
+ minCredit: Minimum credit to collect on overall trade.
+ maxBidAsk: Maximum price to allow between bid and ask prices of option (for any strike or put/call).
+ maxCapitalToUsePerTrade: percent (as a decimal) of portfolio value we want to use per trade.
+"""
+
+ def __init__(self, eventQueue:queue.Queue, percentDownToTrigger: float, numberDaysForMovingAverage: int,
+ optPutToBuyDelta: float, maxPutToBuyDelta: float, minPutToBuyDelta: float, optPutToSellDelta: float,
+ maxPutToSellDelta: float, minPutToSellDelta: float, underlyingTicker: Text, orderQuantity: int,
+ riskManagement: riskManagement.RiskManagement, expCycle: Optional[strategy.ExpirationTypes]=None,
+ optimalDTE: Optional[int]=None, minimumDTE: Optional[int]=None, minimumROC: Optional[float]=None,
+ minCredit: Optional[decimal.Decimal]=None, maxBidAsk: Optional[decimal.Decimal]=None,
+ maxCapitalToUsePerTrade: Optional[decimal.Decimal]=None,
+ startDateTime: Optional[datetime.datetime]=None):
+
+ self.__eventQueue = eventQueue
+ self.__percentDownToTrigger = percentDownToTrigger
+ self.__numberDaysForMovingAverage = numberDaysForMovingAverage
+ self.__optPutToBuyDelta = optPutToBuyDelta
+ self.__maxPutToBuyDelta = maxPutToBuyDelta
+ self.__minPutToBuyDelta = minPutToBuyDelta
+ self.__optPutToSellDelta = optPutToSellDelta
+ self.__maxPutToSellDelta = maxPutToSellDelta
+ self.__minPutToSellDelta = minPutToSellDelta
+
+ self.startDateTime=startDateTime
+ self.buyOrSell=optionPrimitive.TransactionType.SELL
+ self.underlyingTicker=underlyingTicker
+ self.orderQuantity=orderQuantity
+ self.riskManagement = riskManagement
+ self.expCycle=expCycle
+ self.optimalDTE=optimalDTE
+ self.minimumDTE=minimumDTE
+ self.minimumROC=minimumROC
+ self.minCredit=minCredit
+ self.maxBidAsk=maxBidAsk
+ self.maxCapitalToUsePerTrade=maxCapitalToUsePerTrade
+
+ # Set up moving average queue.
+ self.__movingAverageFilter = MovingAverage(self.__numberDaysForMovingAverage)
+
+ def __updateWithOptimalOption(self, currentOption: option.Option,
+ optimalOption: option.Option, maxPutDelta: float, optPutDelta: float,
+ minPutDelta: float) -> Tuple[bool, option.Option]:
+ """Find the option that is closest to the requested parameters (delta, expiration).
+
+ :param currentOption: current option from the option chain.
+ :param optimalOption: current optimal option based on expiration and delta.
+ :param maxPutDelta: maximum delta of the put option.
+ :param optPutDelta: optimal delta of the put option.
+ :param minPutDelta: minimum delta of the put option.
+ :return: tuple of (updateOption: bool, optimalOpt: option.Option). updateOption bool is used to indicate if we
+ should update the optimal option with the current option.
+ """
+ # noUpdateRule means we don't update the optimal option with the current option.
+ noUpdateRule = (False, optimalOption)
+ # TODO: Add support for expiration cycles other than monthly.
+ if self.expCycle == strategy.ExpirationTypes.MONTHLY:
+ if not self.isMonthlyExp(currentOption.expirationDateTime):
+ return noUpdateRule
+ else:
+ return noUpdateRule
+
+ if self.minimumDTE:
+ if not self.hasMinimumDTE(currentOption.dateTime, currentOption.expirationDateTime):
+ return noUpdateRule
+
+ # Check that delta is between the minimum and maximum delta.
+ if currentOption.delta < maxPutDelta or currentOption.delta > minPutDelta:
+ return noUpdateRule
+
+ # Check if bid / ask of option < maxBidAsk specific in strangle strategy.
+ if self.maxBidAsk:
+ if self.calcBidAskDiff(currentOption.bidPrice, currentOption.askPrice) > self.maxBidAsk:
+ return noUpdateRule
+
+ # Get current DTE in days.
+ currentDTE = self.getNumDays(currentOption.dateTime, currentOption.expirationDateTime)
+ optimalDTE = self.getNumDays(optimalOption.dateTime, optimalOption.expirationDateTime) if optimalOption else None
+ requestedDTE = self.optimalDTE
+
+ # Check if there is no current optimal DTE or an expiration closer to the requested expiration.
+ newOptimalOption = optimalOption
+ if optimalDTE is None or (abs(currentDTE - requestedDTE) < abs(optimalDTE - requestedDTE)):
+ newOptimalOption = currentOption
+ # Option has same DTE as optimalOpt; check deltas to choose best option.
+ elif currentDTE == optimalDTE:
+ currentDelta = currentOption.delta
+ optimalDelta = optimalOption.delta
+ if abs(currentDelta - optPutDelta) < abs(optimalDelta - optPutDelta):
+ newOptimalOption = currentOption
+ else:
+ return (False, newOptimalOption)
+
+ return (True, newOptimalOption)
+
+ def checkForSignal(self, event: tickEvent, portfolioNetLiquidity: decimal.Decimal,
+ availableBuyingPower: decimal.Decimal) -> None:
+ """Criteria that we need to check before generating a signal event.
+ We go through each option in the option chain and find all of the options that meet the criteria. If there are
+ multiple options that meet the criteria, we choose the first one, but we could use some other type of rule.
+
+ Attributes:
+ event: Tick data we parse through to determine if we want to create a putVertical for the strategy.
+ portfolioNetLiquidity: Net liquidity of portfolio.
+ availableBuyingPower: Amount of buying power available to use.
+ """
+ # These variables will be used to keep track of the optimal options as we go through the option chain.
+ optimalPutOptionToSell = None
+ optimalPutOptionToBuy = None
+
+ # Get the data from the tick event.
+ eventData = event.getData()
+
+ if not eventData:
+ return
+
+ if self.startDateTime is not None:
+ if eventData[0].dateTime < self.startDateTime:
+ return
+
+ if self.__numberDaysForMovingAverage > 0:
+ # Check if we have enough data in the queue to perform the strategy.
+ if not len(self.__movingAverageFilter.queue) == self.__numberDaysForMovingAverage:
+ self.__movingAverageFilter.add(eventData[0].underlyingPrice)
+ return
+
+ # Check if the current price has moved down by self.__percentDownToTrigger of the movingAverage price.
+ averagePrice = sum(self.__movingAverageFilter.queue) / len(self.__movingAverageFilter.queue)
+ currentPrice = eventData[0].underlyingPrice
+ self.__movingAverageFilter.add(eventData[0].underlyingPrice)
+ if ((currentPrice - averagePrice) / averagePrice) > self.__percentDownToTrigger:
+ return
+
+ # Process one option at a time from the option chain (objects of option class).
+ for currentOption in eventData:
+ if currentOption.optionType == option.OptionTypes.PUT:
+ # Handle put to buy first.
+ updateOption, putOptToBuy = self.__updateWithOptimalOption(currentOption, optimalPutOptionToBuy,
+ self.__maxPutToBuyDelta, self.__optPutToBuyDelta,
+ self.__minPutToBuyDelta)
+ if updateOption:
+ optimalPutOptionToBuy = putOptToBuy
+
+ # Handle put to sell.
+ updateOption, putOptToSell = self.__updateWithOptimalOption(currentOption, optimalPutOptionToSell,
+ self.__maxPutToSellDelta, self.__optPutToSellDelta,
+ self.__minPutToSellDelta)
+ if updateOption:
+ optimalPutOptionToSell = putOptToSell
+
+ # Must check that both PUTs were found which are in the same expiration but do not have the same strike price.
+ if (optimalPutOptionToBuy and optimalPutOptionToSell) and (
+ optimalPutOptionToBuy.expirationDateTime == optimalPutOptionToSell.expirationDateTime) and not(
+ optimalPutOptionToBuy.strikePrice == optimalPutOptionToSell.strikePrice):
+ putVerticalObj = putVertical.PutVertical(self.orderQuantity, optimalPutOptionToBuy, optimalPutOptionToSell,
+ self.buyOrSell)
+
+ # There is a case in the input data where the delta values are incorrect, and this results the strike price
+ # of the long put being greater than the strike price of the short put, and this results in negative buying
+ # power. To handle this error case, we return if the buying power is zero or negative.
+ buyingPowerUsed = putVerticalObj.getBuyingPower()
+ if buyingPowerUsed <= 0:
+ return
+
+ # There is an error case in the input data where the options may will have zero credit / debit when put on.
+ if optimalPutOptionToBuy.tradePrice <= 0 or optimalPutOptionToSell.tradePrice <= 0:
+ logging.warning('Optimal put or optimal call had a zero tradePrice, which should not happen.')
+ return
+
+ if self.maxCapitalToUsePerTrade:
+ portfolioToUsePerTrade = decimal.Decimal(self.maxCapitalToUsePerTrade)*portfolioNetLiquidity
+ maxBuyingPowerPerTrade = min(availableBuyingPower, portfolioToUsePerTrade)
+ else:
+ maxBuyingPowerPerTrade = availableBuyingPower
+
+ numContractsToAdd = int(maxBuyingPowerPerTrade / buyingPowerUsed)
+ if numContractsToAdd < 1:
+ return
+
+ putVerticalObj.setNumContracts(numContractsToAdd)
+
+ # Create signal event to put on put vertical strategy and add to queue.
+ signalObj = [putVerticalObj, self.riskManagement]
+ event = signalEvent.SignalEvent()
+ event.createEvent(signalObj)
+ self.__eventQueue.put(event)
+ else:
+ logging.info('Could not execute strategy for this option chain.')
diff --git a/strategyManager/putVerticalOnDownMoveStratTest.py b/strategyManager/putVerticalOnDownMoveStratTest.py
new file mode 100644
index 00000000..6c197046
--- /dev/null
+++ b/strategyManager/putVerticalOnDownMoveStratTest.py
@@ -0,0 +1,284 @@
+import unittest
+import decimal
+import pytz
+import queue
+from datetime import datetime
+from dataHandler import csvData
+from events import tickEvent
+from riskManagement import strangleRiskManagement
+from strategyManager import strategy, putVerticalOnDownMoveStrat
+
+class TestPutVerticalOnDownMoveStrategy(unittest.TestCase):
+
+ def setUp(self):
+ """Create instance of put vertical on down move strategy.
+
+ Specific strategy attributes:
+ percentageDownToTrigger: Percentage the underlying should move down in order to trigger the selling of the vertical.
+ Expressed as a decimal.
+ numberDaysForMovingAverage: We could use only the previous day or the average down percentage over several days in
+ deciding when to trigger the selling of the vertical.
+ optPutToBuyDelta: Optimal delta for the put to buy.
+ maxPutToBuyDelta: Maximum delta for the put to buy.
+ minPutToBuyDelta: Minimum delta for the put to buy
+ optPutToSellDelta: Optimal delta for the put to sell.
+ maxPutToSellDelta: Maximum delta for the put to sell.
+ minPutToSellDelta: Minimum delta for the put to sell.
+
+ General strategy attributes:
+ startDateTime: Date/time to start the live trading or backtest.
+ underlyingTicker: Which underlying to use for the strategy.
+ orderQuantity: Number of verticals to sell.
+ riskManagement: Risk management strategy (how to manage the trade; e.g., close, roll, hold to expiration).
+
+ Optional attributes:
+ expCycle: Specifies if we want to do monthly, weekly, quarterly, etc.
+ optimalDTE: Optimal number of days before expiration to put on strategy.
+ minimumDTE: Minimum number of days before expiration to put on strategy.
+ minimumROC: Minimal return on capital for overall trade as a decimal.
+ minCredit: Minimum credit to collect on overall trade.
+ maxBidAsk: Maximum price to allow between bid and ask prices of option (for any strike or put/call).
+ minBuyingPower: Minimum investment we want for the strategy -- since prices vary greatly over a range like
+ 1990 to 2017, we would like to have the same amount of money in the market at any given
+ time, so we increase the number of contracts to reach this minBuyingPower.
+ """
+ # Use CSV data source to test.
+ tickEventQueue = queue.Queue()
+ dataProvider = 'iVolatility'
+ filename = '/Users/msantoro/PycharmProjects/Backtester/sampleData/aapl_sample_ivolatility.csv'
+ csvObj = csvData.CsvData(csvPath=filename, dataProvider=dataProvider, eventQueue=tickEventQueue)
+ csvObj.getNextTick()
+ self.optionChain = tickEventQueue.get()
+
+ # Create put vertical on down move strategy object.
+ self.signalEventQueue = queue.Queue()
+ self.percentDownToTrigger = 0.01 # This is a hack for the unit test. This value should be negative.
+ self.numberDaysForMovingAverage = 1
+ self.optPutToBuyDelta = -0.10
+ self.maxPutToBuyDelta = -0.12
+ self.minPutToBuyDelta = -0.06
+ self.optPutToSellDelta = -0.16
+ self.maxPutToSellDelta = -0.18
+ self.minPutToSellDelta = -0.12
+ self.underlyingTicker = 'SPX'
+ self.orderQuantity = 1
+ self.riskManagement = strangleRiskManagement.StrangleRiskManagement(
+ strangleRiskManagement.StrangleManagementStrategyTypes.HOLD_TO_EXPIRATION)
+ self.expCycle = strategy.ExpirationTypes.MONTHLY
+ self.optimalDTE = 45
+ self.minimumDTE = 25
+ self.maxBidAsk = 0.15
+ self.maxCapitalToUsePerTrade = 0.10 # 10% max capital to use per trade / strategy.
+ self.curStrategy = putVerticalOnDownMoveStrat.PutVerticalOnDownMoveStrat(self.signalEventQueue,
+ self.percentDownToTrigger,
+ self.numberDaysForMovingAverage,
+ self.optPutToBuyDelta,
+ self.maxPutToBuyDelta,
+ self.minPutToBuyDelta,
+ self.optPutToSellDelta,
+ self.maxPutToSellDelta,
+ self.minPutToSellDelta,
+ self.underlyingTicker,
+ self.orderQuantity,
+ self.riskManagement,
+ self.expCycle,
+ self.optimalDTE,
+ self.minimumDTE,
+ maxBidAsk=self.maxBidAsk,
+ maxCapitalToUsePerTrade=self.maxCapitalToUsePerTrade)
+ self.portfolioNetLiquidity = decimal.Decimal(100000)
+ self.availableBuyingPower = decimal.Decimal(50000)
+
+ def testUpdateWithOptimalOptionNonSupportedExpiration(self):
+ """Tests that no signal event is created if we choose an unsupported expiration."""
+ expCycle = strategy.ExpirationTypes.QUARTERLY
+ curStrategy = putVerticalOnDownMoveStrat.PutVerticalOnDownMoveStrat(self.signalEventQueue,
+ self.percentDownToTrigger,
+ self.numberDaysForMovingAverage,
+ self.optPutToBuyDelta, self.maxPutToBuyDelta,
+ self.optPutToSellDelta, self.maxPutToSellDelta,
+ self.underlyingTicker, self.orderQuantity,
+ self.riskManagement, expCycle, self.optimalDTE,
+ self.minimumDTE, maxBidAsk=self.maxBidAsk,
+ maxCapitalToUsePerTrade=self.maxCapitalToUsePerTrade)
+ curStrategy.checkForSignal(self.optionChain, self.portfolioNetLiquidity, self.availableBuyingPower)
+ # Need to call a second time since the first call put the data into the moving average filter.
+ curStrategy.checkForSignal(self.optionChain, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+ def testUpdateWithOptimalOptionNotMonthlyExpiration(self):
+ """Tests that no signal event is created if we do not have a monthly expiration."""
+ # These options do not have a monthly expiration.
+ testOptionChain = [self.optionChain.getData()[0], self.optionChain.getData()[1]]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ # Need to call a second time since the first call put the data into the moving average filter.
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+ def testUpdateWithOptimalOptionDTELessThanMinimum(self):
+ """Tests that no signal event is created if the number of days to expiration is less than minimum."""
+ callOption = self.optionChain.getData()[0]
+ putOption = self.optionChain.getData()[1]
+ # Modify expiration to be a monthly expiration, but set the number of days such that it is less than
+ # self.minimumDTE.
+ callOption.expirationDateTime = datetime.fromisoformat('2014-08-15')
+ putOption.expirationDateTime = datetime.fromisoformat('2014-08-15')
+ testOptionChain = [callOption, putOption]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ # Need to call a second time since the first call put the data into the moving average filter.
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+ def testUpdateWithOptimalOptionDeltaGreaterThanMaxPutDelta(self):
+ """Tests that no signal event is created if the put delta is greater than the max delta."""
+ putOptionToSell = self.optionChain.getData()[1]
+ putOptionToBuy = self.optionChain.getData()[3]
+ # Set expiration to be monthly and less than self.minimumDTE.
+ putOptionToSell.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionToBuy.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ # Modify delta of put option to be greater than max delta.
+ putOptionToSell.delta = self.maxPutToSellDelta * 2
+ putOptionToBuy.delta = self.maxPutToBuyDelta * 2
+ testOptionChain = [putOptionToSell, putOptionToBuy]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ # Need to call a second time since the first call put the data into the moving average filter.
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+ def testUpdateWithOptimalOptionBidAskDiffGreaterThanMax(self):
+ """Tests that no signal event is created if the bid/ask difference is greater than the max bid/ask."""
+ putOptionToSell = self.optionChain.getData()[1]
+ putOptionToBuy = self.optionChain.getData()[3]
+ # Set expiration to be monthly and less than self.minimumDTE.
+ putOptionToSell.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionToBuy.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ # Set put deltas to be the desired values.
+ putOptionToSell.delta = self.optPutToSellDelta
+ putOptionToBuy.delta = self.optPutToBuyDelta
+ # Set the bidPrice and askPrice such that the difference is greater than self.maxBidAsk.
+ putOptionToSell.bidPrice = 0.00
+ putOptionToSell.askPrice = self.maxBidAsk*2
+ putOptionToBuy.bidPrice = 0.00
+ putOptionToBuy.askPrice = self.maxBidAsk*2
+ testOptionChain = [putOptionToSell, putOptionToBuy]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ # Need to call a second time since the first call put the data into the moving average filter.
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+ def testUpdateWithOptimalOptionChooseCloserExpiration(self):
+ """Tests that we choose the option with the expiration date closer to self.optimalDTE."""
+ putOptionToSellNonOptimalDTE = self.optionChain.getData()[5]
+ putOptionToSellOptimalDTE = self.optionChain.getData()[7]
+ putOptionToBuyNonOptimalDTE = self.optionChain.getData()[1]
+ putOptionToBuyOptimalDTE = self.optionChain.getData()[3]
+
+ # Set expiration to be monthly and less than self.minimumDTE.
+ putOptionToSellNonOptimalDTE.expirationDateTime = datetime.fromisoformat('2014-10-17')
+ putOptionToSellOptimalDTE.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionToBuyNonOptimalDTE.expirationDateTime = datetime.fromisoformat('2014-10-17')
+ putOptionToBuyOptimalDTE.expirationDateTime = datetime.fromisoformat('2014-09-19')
+
+ # Set put deltas. We use these delta values to check that the options with the optimal DTE were chosen.
+ putOptionToSellNonOptimalDTE.delta = self.maxPutToSellDelta
+ putOptionToSellOptimalDTE.delta = self.optPutToSellDelta
+ putOptionToBuyNonOptimalDTE.delta = self.optPutToBuyDelta
+ putOptionToBuyOptimalDTE.delta = self.maxPutToBuyDelta
+
+ # Set the bidPrice and askPrice such that the difference is less than self.maxBidAsk.
+ epsilon = 0.001
+ putOptionToSellNonOptimalDTE.bidPrice = decimal.Decimal(0.00)
+ putOptionToSellNonOptimalDTE.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionToSellOptimalDTE.bidPrice = decimal.Decimal(0.00)
+ putOptionToSellOptimalDTE.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionToBuyNonOptimalDTE.bidPrice = decimal.Decimal(0.00)
+ putOptionToBuyNonOptimalDTE.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionToBuyOptimalDTE.bidPrice = decimal.Decimal(0.00)
+ putOptionToBuyOptimalDTE.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+
+ testOptionChain = [putOptionToSellNonOptimalDTE, putOptionToBuyNonOptimalDTE, putOptionToSellOptimalDTE,
+ putOptionToBuyOptimalDTE]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ # Need to call a second time since the first call put the data into the moving average filter.
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ putVerticalObj = self.signalEventQueue.get().getData()[0]
+ # We use delta to check since we can't access the expiration date from putVerticalObj.
+ self.assertAlmostEqual(putVerticalObj.getDelta(), 10*(
+ putOptionToSellOptimalDTE.delta + putOptionToBuyOptimalDTE.delta))
+
+ def testUpdateWithOptimalOptionChooseCloserDelta(self):
+ """Tests that if options have the same DTE, chose option with the delta closer to requested delta."""
+ putOptionToSellNonOptimalDelta = self.optionChain.getData()[5]
+ putOptionToSellOptimalDelta = self.optionChain.getData()[7]
+ putOptionToBuyNonOptimalDelta = self.optionChain.getData()[1]
+ putOptionToBuyOptimalDelta = self.optionChain.getData()[3]
+
+ # Set expiration to be the same, monthly, and less than self.minimumDTE.
+ putOptionToSellNonOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionToSellOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionToBuyNonOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionToBuyOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+
+ # Set put deltas. We use these delta values to check that the options with the optimal DTE were chosen.
+ putOptionToSellNonOptimalDelta.delta = -0.19
+ putOptionToSellOptimalDelta.delta = self.optPutToSellDelta
+ putOptionToBuyNonOptimalDelta.delta = -0.13
+ putOptionToBuyOptimalDelta.delta = self.optPutToBuyDelta
+
+ # Set the bidPrice and askPrice such that the difference is less than self.maxBidAsk.
+ epsilon = 0.001
+ putOptionToSellNonOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ putOptionToSellNonOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionToSellOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ putOptionToSellOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionToBuyNonOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ putOptionToBuyNonOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionToBuyOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ putOptionToBuyOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+
+ testOptionChain = [putOptionToSellNonOptimalDelta, putOptionToBuyNonOptimalDelta, putOptionToSellOptimalDelta,
+ putOptionToBuyOptimalDelta]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ # Need to call a second time since the first call put the data into the moving average filter.
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ putVerticalObj = self.signalEventQueue.get().getData()[0]
+ self.assertAlmostEqual(putVerticalObj.getDelta(),
+ 10*(putOptionToSellOptimalDelta.delta + putOptionToBuyOptimalDelta.delta))
+
+ def testCheckForSignalPutsWithDifferentExpirations(self):
+ """Tests that no signal event is created if put options have different expirations."""
+ putOptionToSell = self.optionChain.getData()[1]
+ putOptionToBuy = self.optionChain.getData()[3]
+ # Set expiration to be monthly and less than self.minimumDTE.
+ putOptionToSell.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionToBuy.expirationDateTime = datetime.fromisoformat('2014-10-17')
+ # Set put and call delta to be the desired values.
+ putOptionToSell.delta = self.optPutToSellDelta
+ putOptionToBuy.delta = self.optPutToBuyDelta
+ # Set the bidPrice and askPrice such that the difference is less than self.maxBidAsk.
+ putOptionToSell.bidPrice = 0.00
+ putOptionToSell.askPrice = self.maxBidAsk
+ putOptionToBuy.bidPrice = 0.00
+ putOptionToBuy.askPrice = self.maxBidAsk
+ testOptionChain = [putOptionToSell, putOptionToBuy]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ # Need to call a second time since the first call put the data into the moving average filter.
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/strategyManager/strangeStratTest.py b/strategyManager/strangeStratTest.py
deleted file mode 100644
index 95227f29..00000000
--- a/strategyManager/strangeStratTest.py
+++ /dev/null
@@ -1,72 +0,0 @@
-import unittest
-import strangleStrat
-from datetime import datetime
-from pytz import timezone
-
-class TestStrangleStrategy(unittest.TestCase):
- def testStrangleStratCreation(self):
- """Create instance of strangle strategy
- Strangle specific attributes:
- optCallDelta: optimal delta for call, usually around 16 delta
- maxCallDelta: max delta for call, usually around 30 delta
- optPutDelta: optimal delta for put, usually around 16 delta
- maxPutDelta: max delta for put, usually around 30 delta
-
-
- General strategy attributes:
- startDateTime: date/time to start the live trading or backtest
- strategy: option strategy to use -- e.g., iron condor, strangle
- buyOrSell: do we buy an iron condor or sell an iron condor? 0 = buy, 1 = sell
- underlying: which underlying to use for the strategy
- orderQuantity: number of strangles, iron condors, etc
- daysBeforeClose: number of days before expiration to close the trade
-
- optional attributes:
-
- optimalDTE: optimal number of days before expiration to put on strategy
- minimumDTE: minimum number of days before expiration to put on strategy
- roc: return on capital for overall trade
- minDaysToEarnings: minimum number of days to put on trade before earnings
- minCredit: minimum credit to collect on overall trade
- maxBuyingPower: maximum buying power to use on overall trade
- profitTargetPercent: percentage of initial credit to use when closing trade
- avoidAssignment: boolean -- closes out trade using defined rules to avoid stock assignment
- maxBidAsk: maximum price to allow between bid and ask prices of option (for any strike or put/call)
- maxMidDev: maximum deviation from midprice on opening and closing of trade (e.g., 0.02 cents from midprice)
- minDaysSinceEarnings: minimum number of days to wait after last earnings before putting on strategy
- minIVR: minimum implied volatility rank needed to put on strategy
- """
-
- #Create strangle strategy object
- optCallDelta = 16 # integers or floats?
- maxCallDelta = 30
- optPutDelta = 16
- maxPutDelta = 30
- startTime = datetime.now(timezone('US/Eastern'))
- buyOrSell = 1 # 0 = buy, 1 = sell (currently only support selling)
- underlying = 'AAPL'
- orderQuantity = 1
- daysBeforeClose = 5
- optimalDTE = 45
- minimumDTE = 25
- minCredit = 0.5
- maxBuyingPower = 4000
- profitTargetPercent = 50
- maxBidAsk = 0.05
- minDaysToEarnings = 25
- minDaysSinceEarnings = 3
- minIVR = 15
- curStrategy = strangleStrat.StrangleStrat(optCallDelta, maxCallDelta, optPutDelta, maxPutDelta,
- startTime, buyOrSell, underlying, orderQuantity,
- daysBeforeClose, optimalDTE=optimalDTE, minimumDTE=minimumDTE,
- minDaysToEarnings=minDaysToEarnings, minCredit=minCredit,
- maxBuyingPower=maxBuyingPower,
- profitTargetPercent=profitTargetPercent,
- maxBidAsk=maxBidAsk,
- minDaysSinceEarnings=minDaysSinceEarnings, minIVR=minIVR)
-
-
- self.assertEqual(curStrategy.getOptimalCallDelta(), 16)
-
-if __name__ == '__main__':
- unittest.main()
diff --git a/strategyManager/strangleStratTest.py b/strategyManager/strangleStratTest.py
new file mode 100644
index 00000000..6a35067a
--- /dev/null
+++ b/strategyManager/strangleStratTest.py
@@ -0,0 +1,305 @@
+import unittest
+import decimal
+import pytz
+import queue
+from datetime import datetime
+from dataHandler import csvData
+from events import tickEvent
+from optionPrimitives import optionPrimitive
+from riskManagement import strangleRiskManagement
+from strategyManager import strangleStrat
+
+class TestStrangleStrategy(unittest.TestCase):
+
+ def setUp(self):
+ """Create instance of strangle strategy
+ Strangle specific attributes:
+ optCallDelta: Optimal delta for call, usually around 16 delta.
+ maxCallDelta: Max delta for call, usually around 30 delta.
+ optPutDelta: Optimal delta for put, usually around 16 delta.
+ maxPutDelta: Max delta for put, usually around 30 delta.
+
+ General strategy attributes:
+ startDateTime: Date/time to start the live trading or backtest.
+ strategy: Option strategy to use -- e.g., iron condor, strangle
+ buyOrSell: Do we buy an iron condor or sell an iron condor? 0 = buy, 1 = sell.
+ underlying: Which underlying to use for the strategy.
+ orderQuantity: Number of strangles, iron condors, etc.
+ daysBeforeClose: Number of days before expiration to close the trade.
+
+ Optional attributes:
+ expCycle: Specifies if we want to do monthly ('m'); unspecified means we can do weekly, quarterly, etc.
+ optimalDTE: Optimal number of days before expiration to put on strategy.
+ minimumDTE: Minimum number of days before expiration to put on strategy.
+ roc: Minimal return on capital for overall trade as a decimal.
+ minDaysToEarnings: Minimum number of days to put on trade before earnings.
+ minCredit: Minimum credit to collect on overall trade.
+ maxBuyingPower: Maximum buying power to use on overall trade.
+ profitTargetPercent: Percentage of initial credit to use when closing trade.
+ maxBidAsk: Maximum price to allow between bid and ask prices of option (for any strike or put/call).
+ maxMidDev: Maximum deviation from midprice on opening and closing of trade (e.g., 0.02 cents from midprice).
+ minDaysSinceEarnings: Minimum number of days to wait after last earnings before putting on strategy.
+ minIVR: Minimum implied volatility rank needed to put on strategy.
+ """
+ # Use CSV data source to test.
+ tickEventQueue = queue.Queue()
+ dataProvider = 'iVolatility'
+ filename = '/Users/msantoro/PycharmProjects/Backtester/sampleData/aapl_sample_ivolatility.csv'
+ csvObj = csvData.CsvData(csvPath=filename, dataProvider=dataProvider, eventQueue=tickEventQueue)
+ csvObj.getNextTick()
+ self.optionChain = tickEventQueue.get()
+
+ # Create strangle strategy object.
+ self.signalEventQueue = queue.Queue()
+ self.optCallDelta = 0.16
+ self.maxCallDelta = 0.30
+ self.optPutDelta = -0.16
+ self.maxPutDelta = -0.30
+ self.startDateTime = None
+ self.buyOrSell = optionPrimitive.TransactionType.SELL
+ self.underlyingTicker = 'AAPL'
+ self.orderQuantity = 1
+ self.riskManagement = strangleRiskManagement.StrangleRiskManagement(
+ strangleRiskManagement.StrangleManagementStrategyTypes.HOLD_TO_EXPIRATION)
+ self.expCycle = strangleStrat.strategy.ExpirationTypes.MONTHLY
+ self.optimalDTE = 45
+ self.minimumDTE = 25
+ self.minimumROC = 0.001
+ self.minCredit = 0.5
+ self.maxBidAsk = 0.15
+ self.minBuyingPower = None
+ self.curStrategy = strangleStrat.StrangleStrat(self.signalEventQueue, self.optCallDelta, self.maxCallDelta,
+ self.optPutDelta, self.maxPutDelta, self.buyOrSell,
+ self.underlyingTicker, self.orderQuantity, self.riskManagement,
+ self.expCycle, self.optimalDTE, self.minimumDTE, self.minimumROC,
+ self.minCredit, self.maxBidAsk, self.minBuyingPower,
+ startDateTime=self.startDateTime)
+ self.portfolioNetLiquidity = decimal.Decimal(100000)
+ self.availableBuyingPower = decimal.Decimal(50000)
+
+ def testUpdateWithOptimalOptionNonSupportedExpiration(self):
+ """Tests that no signal event is created if we choose an unsupported expiration."""
+ expCycle = strangleStrat.strategy.ExpirationTypes.QUARTERLY
+ curStrategy = strangleStrat.StrangleStrat(self.signalEventQueue, self.optCallDelta, self.maxCallDelta,
+ self.optPutDelta, self.maxPutDelta, self.buyOrSell, self.underlyingTicker,
+ self.orderQuantity, expCycle, self.optimalDTE, self.minimumDTE,
+ self.minimumROC, self.minCredit, self.maxBidAsk, self.minBuyingPower,
+ startDateTime=self.startDateTime)
+ curStrategy.checkForSignal(self.optionChain, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+ def testUpdateWithOptimalOptionNotMonthlyExpiration(self):
+ """Tests that no signal event is created if we do not have a monthly expiration."""
+ # These options do not have a monthly expiration.
+ testOptionChain = [self.optionChain.getData()[0], self.optionChain.getData()[1]]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+ def testUpdateWithOptimalOptionDTELessThanMinimum(self):
+ """Tests that no signal event is created if the number of days to expiration is less than minimum."""
+ callOption = self.optionChain.getData()[0]
+ putOption = self.optionChain.getData()[1]
+ # Modify expiration to be a monthly expiration, but set the number of days such that it is less than
+ # self.minimumDTE.
+ callOption.expirationDateTime = datetime.fromisoformat('2014-08-15')
+ putOption.expirationDateTime = datetime.fromisoformat('2014-08-15')
+ testOptionChain = [callOption, putOption]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+ def testUpdateWithOptimalOptionDeltaGreaterThanMaxCallDelta(self):
+ """Tests that no signal event is created if the call delta is greater than the max delta."""
+ callOption = self.optionChain.getData()[0]
+ putOption = self.optionChain.getData()[1]
+ # Set expiration to be monthly and less than self.minimumDTE.
+ callOption.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOption.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ # Modify delta of call option to be greater than max delta.
+ callOption.delta = self.maxCallDelta*2
+ putOption.delta = self.optPutDelta
+ testOptionChain = [callOption, putOption]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+ def testUpdateWithOptimalOptionDeltaGreaterThanMaxPutDelta(self):
+ """Tests that no signal event is created if the put delta is greater than the max delta."""
+ callOption = self.optionChain.getData()[0]
+ putOption = self.optionChain.getData()[1]
+ # Set expiration to be monthly and less than self.minimumDTE.
+ callOption.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOption.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ # Modify delta of put option to be greater than max delta.
+ putOption.delta = self.maxPutDelta * 2
+ callOption.delta = self.optCallDelta
+ testOptionChain = [callOption, putOption]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+ def testUpdateWithOptimalOptionBidAskDiffGreaterThanMax(self):
+ """Tests that no signal event is created if the bid/ask difference is greater than the max bid/ask."""
+ callOption = self.optionChain.getData()[0]
+ putOption = self.optionChain.getData()[1]
+ # Set expiration to be monthly and less than self.minimumDTE.
+ callOption.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOption.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ # Set put and call delta to be the desired values.
+ putOption.delta = self.optPutDelta
+ callOption.delta = self.optCallDelta
+ # Set the bidPrice and askPrice such that the difference is greater than self.maxBidAsk.
+ putOption.bidPrice = 0.00
+ putOption.askPrice = self.maxBidAsk*2
+ callOption.bidPrice = 0.00
+ callOption.askPrice = self.maxBidAsk
+ testOptionChain = [callOption, putOption]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+ def testUpdateWithOptimalOptionChooseCloserExpiration(self):
+ """Tests that we choose the option with the expiration date closer to self.optimalDTE."""
+ callOptionNonOptimalDTE = self.optionChain.getData()[0]
+ callOptionOptimalDTE = self.optionChain.getData()[2]
+ putOptionNonOptimalDTE = self.optionChain.getData()[1]
+ putOptionOptimalDTE = self.optionChain.getData()[3]
+
+ # Set expiration to be monthly and less than self.minimumDTE.
+ callOptionNonOptimalDTE.expirationDateTime = datetime.fromisoformat('2014-10-17')
+ callOptionOptimalDTE.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionNonOptimalDTE.expirationDateTime = datetime.fromisoformat('2014-10-17')
+ putOptionOptimalDTE.expirationDateTime = datetime.fromisoformat('2014-09-19')
+
+ # Set put and call delta. We use these delta values to check that the options with the optimal DTE
+ # were chosen.
+ callOptionNonOptimalDTE.delta = self.optCallDelta
+ callOptionOptimalDTE.delta = 0.20
+ putOptionNonOptimalDTE.delta = self.optPutDelta
+ putOptionOptimalDTE.delta = -0.10
+
+ # Set the bidPrice and askPrice such that the difference is less than self.maxBidAsk.
+ epsilon = 0.001
+ callOptionNonOptimalDTE.bidPrice = decimal.Decimal(0.00)
+ callOptionNonOptimalDTE.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ callOptionOptimalDTE.bidPrice = decimal.Decimal(0.00)
+ callOptionOptimalDTE.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionNonOptimalDTE.bidPrice = decimal.Decimal(0.00)
+ putOptionNonOptimalDTE.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionOptimalDTE.bidPrice = decimal.Decimal(0.00)
+ putOptionOptimalDTE.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+
+ testOptionChain = [callOptionNonOptimalDTE, putOptionNonOptimalDTE, callOptionOptimalDTE, putOptionOptimalDTE]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ strangleObj = self.signalEventQueue.get().getData()[0]
+ self.assertAlmostEqual(strangleObj.getDelta(), 8*(callOptionOptimalDTE.delta + putOptionOptimalDTE.delta))
+
+ def testUpdateWithOptimalOptionChooseCloserDelta(self):
+ """Tests that if options have the same DTE, chose option with the delta closer to requested delta."""
+ callOptionNonOptimalDelta = self.optionChain.getData()[0]
+ callOptionOptimalDelta = self.optionChain.getData()[2]
+ putOptionNonOptimalDelta = self.optionChain.getData()[1]
+ putOptionOptimalDelta = self.optionChain.getData()[3]
+
+ # Set expiration to be the same, monthly, and less than self.minimumDTE.
+ callOptionNonOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ callOptionOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionNonOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+
+ # Set put and call delta. We use these delta values to check that the options with the optimal DTE
+ # were chosen.
+ callOptionNonOptimalDelta.delta = 0.20
+ callOptionOptimalDelta.delta = self.optCallDelta
+ putOptionNonOptimalDelta.delta = -0.10
+ putOptionOptimalDelta.delta = self.optPutDelta
+
+ # Set the bidPrice and askPrice such that the difference is less than self.maxBidAsk.
+ epsilon = 0.001
+ callOptionNonOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ callOptionNonOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ callOptionOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ callOptionOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionNonOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ putOptionNonOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ putOptionOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+
+ testOptionChain = [callOptionNonOptimalDelta, putOptionNonOptimalDelta, callOptionOptimalDelta, putOptionOptimalDelta]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ strangleObj = self.signalEventQueue.get().getData()[0]
+ self.assertAlmostEqual(strangleObj.getDelta(), callOptionOptimalDelta.delta + putOptionOptimalDelta.delta)
+
+ def testUpdateWithOptimalOptionCurrentOptionHasFurtherDTE(self):
+ """Tests second put[3] and call[2] options are not chosen as the optimal options because their deltas are further
+ from the requested delta. All put and call options have the same expiration."""
+ callOptionOptimalDelta = self.optionChain.getData()[0]
+ callOptionNonOptimalDelta = self.optionChain.getData()[2]
+ putOptionOptimalDelta = self.optionChain.getData()[1]
+ putOptionNonOptimalDelta = self.optionChain.getData()[3]
+
+ # Set expiration to be the same, monthly, and less than self.minimumDTE.
+ callOptionOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ callOptionNonOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOptionNonOptimalDelta.expirationDateTime = datetime.fromisoformat('2014-09-19')
+
+ # Set put and call delta. We use these delta values to check that the options with the optimal DTE
+ # were chosen.
+ callOptionOptimalDelta.delta = self.optCallDelta
+ callOptionNonOptimalDelta.delta = 0.05
+ putOptionOptimalDelta.delta = self.optPutDelta
+ putOptionNonOptimalDelta.delta = -0.1
+
+ # Set the bidPrice and askPrice such that the difference is less than self.maxBidAsk.
+ epsilon = 0.001
+ callOptionOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ callOptionOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ callOptionNonOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ callOptionNonOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ putOptionOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+ putOptionNonOptimalDelta.bidPrice = decimal.Decimal(0.00)
+ putOptionNonOptimalDelta.askPrice = decimal.Decimal(self.maxBidAsk - epsilon)
+
+ testOptionChain = [callOptionOptimalDelta, putOptionOptimalDelta, callOptionNonOptimalDelta,
+ putOptionNonOptimalDelta]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ strangleObj = self.signalEventQueue.get().getData()[0]
+ self.assertAlmostEqual(strangleObj.getDelta(), callOptionOptimalDelta.delta + putOptionOptimalDelta.delta)
+
+ def testCheckForSignalCallAndPutWithDifferentExpirations(self):
+ """Tests that no signal event is created if put and call options have different expirations."""
+ callOption = self.optionChain.getData()[0]
+ putOption = self.optionChain.getData()[1]
+ # Set expiration to be monthly and less than self.minimumDTE.
+ callOption.expirationDateTime = datetime.fromisoformat('2014-09-19')
+ putOption.expirationDateTime = datetime.fromisoformat('2014-10-17')
+ # Set put and call delta to be the desired values.
+ putOption.delta = self.optPutDelta
+ callOption.delta = self.optCallDelta
+ # Set the bidPrice and askPrice such that the difference is less than self.maxBidAsk.
+ putOption.bidPrice = 0.00
+ putOption.askPrice = self.maxBidAsk
+ callOption.bidPrice = 0.00
+ callOption.askPrice = self.maxBidAsk
+ testOptionChain = [callOption, putOption]
+ event = tickEvent.TickEvent()
+ event.createEvent(testOptionChain)
+ self.curStrategy.checkForSignal(event, self.portfolioNetLiquidity, self.availableBuyingPower)
+ self.assertEqual(self.signalEventQueue.qsize(), 0)
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/strategyManager/strategy.py b/strategyManager/strategy.py
index 11001972..002773dd 100644
--- a/strategyManager/strategy.py
+++ b/strategyManager/strategy.py
@@ -1,108 +1,83 @@
-class Strategy(object):
- """This class sets up the basics for every strategy that will be used;
- For example, if we want to do an iron condor or a strangle, there
- are certain parameters that must be define.
- Attributes:
- startDateTime: date/time to start the live trading or backtest
- strategy: option strategy to use -- e.g., iron condor, strangle
- buyOrSell: do we buy an iron condor or sell an iron condor? 0 = buy, 1 = sell
- underlying: which underlying to use for the strategy
- orderQuantity: number of strangles, iron condors, etc
- daysBeforeClose: number of days before expiration to close the trade
-
- optional attributes:
-
- optimalDTE: optimal number of days before expiration to put on strategy
- minimumDTE: minimum number of days before expiration to put on strategy
- roc: return on capital for overall trade
- minDaysToEarnings: minimum number of days to put on trade before earnings
- minCredit: minimum credit to collect on overall trade
- maxBuyingPower: maximum buying power to use on overall trade
- profitTargetPercent: percentage of initial credit to use when closing trade
- avoidAssignment: boolean -- closes out trade using defined rules to avoid stock assignment
- maxBidAsk: maximum price to allow between bid and ask prices of option (for any strike or put/call)
- maxMidDev: maximum deviation from midprice on opening and closing of trade (e.g., 0.02 cents from midprice)
- minDaysSinceEarnings: minimum number of days to wait after last earnings before putting on strategy
- minIVR: minimum implied volatility rank needed to put on strategy
- """
-
- def __init__(self, startTime, strategy, buyOrSell, underlying, orderQuantity, daysBeforeClose, optimalDTE=None,
- minimumDTE=None, roc=None, minDaysToEarnings=None, minCredit=None, maxBuyingPower=None,
- profitTargetPercent=None, avoidAssignment=None, maxBidAsk=None, minDaysSinceEarnings=None,
- minIVR=None):
-
- """Inits Strategy class with constructor data. We check to make sure that
- the user doesn't try to instantiate the Strategy class"""
-
- if self.__class__ == Strategy:
- raise NotImplementedError, "Cannot create object of class Strategy; must use derived classes such " \
- "as StrangleStrat or ICStrat"
-
- self.__startTime = startTime
- self.__strategy = strategy
- self.__buyOrSell = buyOrSell
- self.__underlying = underlying
- self.__orderQuantity = orderQuantity
- self.__daysBeforeClose = daysBeforeClose
- self.__optimalDTE = optimalDTE
- self.__minimumDTE = minimumDTE
- self.__roc = roc
- self.__minDaysToEarnings = minDaysToEarnings
- self.__minCredit = minCredit
- self.__maxBuyingPower = maxBuyingPower
- self.__profitTargetPercent = profitTargetPercent
- self.__avoidAssignment = avoidAssignment
- self.__maxBidAsk = maxBidAsk
- self.__minDaysSinceEarnings = minDaysSinceEarnings
- self.__minIVR = minIVR
-
- def getStartTime(self):
- return self.__startTime
-
- def getStrategyName(self):
- return self.__strategy
-
- def getBuyOrSell(self):
- return self.__buyOrSell
-
- def getUnderlying(self):
- return self.__underlying
-
- def getOrderQuantity(self):
- return self.__orderQuantity
-
- def getDaysBeforeClose(self):
- return self.__daysBeforeClose
-
- def getOptimalDTE(self):
- return self.__optimalDTE
-
- def getMinimumDTE(self):
- return self.__minimumDTE
-
- def getROC(self):
- return self.__roc
-
- def getMinDaysToEarnings(self):
- return self.__minDaysToEarnings
-
- def getMinCredit(self):
- return self.__minCredit
-
- def getMaxBuyingPower(self):
- return self.__maxBuyingPower
-
- def getProfitTargetPercent(self):
- return self.__profitTargetPercent
-
- def getAvoidAssignmentFlag(self):
- return self.__avoidAssignment
-
- def getMaxBidAsk(self):
- return self.__maxBidAsk
-
- def getMinDaysSinceEarnings(self):
- return self.__minDaysSinceEarnings
-
- def getMinIVR(self):
- return self.__minIVR
+import dataclasses
+import datetime
+import decimal
+import enum
+from events import tickEvent
+from optionPrimitives import optionPrimitive
+from typing import Optional, Text
+
+class ExpirationTypes(enum.Enum):
+ MONTHLY = 0
+ WEEKLY = 1
+ QUARTERLY = 2
+
+@dataclasses.dataclass
+class Strategy:
+ """This class sets up the basics for every strategy that will be used; For example, if we want to do an iron condor
+ or a strangle, there are certain parameters that must be defined.
+
+ Attributes:
+ startDateTime: Date/time to start the backtest.
+ buyOrSell: Do we buy or sell the strategy? E.g. sell a strangle.
+ underlyingTicker: Which underlying to use for the strategy.
+ orderQuantity: Number of the strategy, e.g. number of strangles.
+ expCycle: Specifies if we want to do monthly, weekly, quarterly, etc.
+ optimalDTE: Optimal number of days before expiration to put on strategy.
+ minimumDTE: Minimum number of days before expiration to put on strategy.
+ minimumROC: Minimum return on capital for overall trade as a decimal.
+ minCredit: Minimum credit to collect on overall trade.
+ maxBidAsk: Maximum price to allow between bid and ask prices of option (for any strike or put/call).
+ maxCapitalToUsePerTrade: percent (as a decimal) of portfolio value we want to use per trade.
+ """
+
+ startDateTime: datetime.datetime
+ buyOrSell: optionPrimitive.TransactionType
+ underlyingTicker: Text
+ orderQuantity: int
+ expCycle: Optional[ExpirationTypes] = None
+ optimalDTE: Optional[int] = None
+ minimumDTE: Optional[int] = None
+ minimumROC: Optional[float] = None
+ minCredit: Optional[decimal.Decimal] = None
+ maxBidAsk: Optional[decimal.Decimal] = None
+ maxCapitalToUsePerTrade: Optional[decimal.Decimal] = None
+
+ def __post_init__(self):
+ if self.__class__ == Strategy:
+ raise TypeError('Cannot instantiate class.')
+
+ def calcBidAskDiff(self, bidPrice: decimal.Decimal, askPrice: decimal.Decimal):
+ """ Calculate the absolute difference between the bid and ask price.
+ If any of the arguments are <= 0, return a very large difference (100).
+ :param bidPrice: price at which the option can be sold.
+ :param askPrice: price at which the option can be bought.
+ :return: Absolute difference;
+ """
+ return abs(bidPrice - askPrice)
+
+ def isMonthlyExp(self, dateTime: datetime.datetime):
+ """
+ Check if the option expiration falls on the third Friday of the month, or if the third Friday is a holiday,
+ check if the expiration falls on the Thursday that precedes it.
+ :param dateTime: option expiration date in mm/dd/yy format.
+ :return: True if it's a monthly option; False otherwise.
+ """
+ return (dateTime.weekday() == 4 and 14 < dateTime.day < 22)
+
+ def hasMinimumDTE(self, curDateTime: datetime.datetime, expDateTime: datetime.datetime):
+ """"
+ Determine if the current expiration date of the option is >= self.minimumDTE days from the current date.
+ :param curDateTime: current date in mm/dd/yy format.
+ :param expDateTime: option expiration date in mm/dd/yy format.
+ :return: True if difference between current date and dateTime is >= self.minimumDTE; else False.
+ """
+ return (expDateTime - curDateTime).days >= self.minimumDTE
+
+ def getNumDays(self, curDateTime: datetime.datetime, expDateTime: datetime.datetime):
+ """"
+ Determine the number of days between the curDateTime and the expDateTime.
+ :param curDateTime: current date in mm/dd/yy format.
+ :param expDateTime: option expiration date in mm/dd/yy format.
+ :return: Number of days between curDateTime and expDateTime.
+ """
+ return (expDateTime - curDateTime).days
\ No newline at end of file
diff --git a/strategyManager/strategyTest.py b/strategyManager/strategyTest.py
new file mode 100644
index 00000000..db4d7911
--- /dev/null
+++ b/strategyManager/strategyTest.py
@@ -0,0 +1,15 @@
+import datetime
+import unittest
+from optionPrimitives import optionPrimitive
+from strategyManager import strategy
+
+class TestStrategyClass(unittest.TestCase):
+
+ def testStrategyClassCreation(self):
+ """Tests than an exception is raised when class is instantiated."""
+ with self.assertRaisesRegex(TypeError, 'Cannot instantiate class.'):
+ strategy.Strategy(startDateTime=datetime.datetime.now(), buyOrSell=optionPrimitive.TransactionType.SELL,
+ underlyingTicker='SPY', orderQuantity=1)
+
+if __name__ == '__main__':
+ unittest.main()
diff --git a/strategyManager/testStrategy.py b/strategyManager/testStrategy.py
deleted file mode 100644
index 62d1bba7..00000000
--- a/strategyManager/testStrategy.py
+++ /dev/null
@@ -1,94 +0,0 @@
-import Queue as queue
-from dataHandler import csvData
-import strangleStrat
-from datetime import datetime
-from pytz import timezone
-
-"""
-This file contains a basic strategy example, and can be though of
-as an end-to-end test of the whole Backtester project
-In this example, we actually backtest a strategy and do not use
-the suite for live trading
-"""
-
-class BackTestSession(object):
- """Class for holding all parameters of backtesting session"""
-
- def __init__(self):
-
- #Parameters for CSV data for backtesting session
- inputDir = '../sampleData'
- fileSource = 'aapl_sample_ivolatility.csv'
- dataProvider = 'iVolatility'
- self.eventQueue = queue.Queue()
- self.dataHandler = csvData.CsvData(inputDir, fileSource, dataProvider, self.eventQueue)
-
- #Parameters for strangle strategy -- TODO: move params to file
- optCallDelta = 16 #integers or floats?
- maxCallDelta = 30
- optPutDelta = 16
- maxPutDelta = 30
- startTime = datetime.now(timezone('US/Eastern'))
- buyOrSell = 1 #0 = buy, 1 = sell (currently only support selling)
- underlying = 'AAPL'
- orderQuantity = 1
- daysBeforeClose = 5
- optimalDTE = 45
- minimumDTE = 25
- minCredit = 0.5
- maxBuyingPower = 4000
- profitTargetPercent = 50
- maxBidAsk = 0.05
- minDaysToEarnings = 25
- minDaysSinceEarnings = 3
- minIVR = 15
- self.strategyManager = strangleStrat.StrangleStat(optCallDelta, maxCallDelta, optPutDelta, maxPutDelta,
- startTime, buyOrSell, underlying, orderQuantity,
- daysBeforeClose, optimalDTE=optimalDTE, minimumDTE=minimumDTE,
- minDaysToEarnings=minDaysToEarnings, minCredit=minCredit,
- maxBuyingPower=maxBuyingPower,
- profitTargetPercent=profitTargetPercent,
- maxBidAsk=maxBidAsk,
- minDaysSinceEarnings=minDaysSinceEarnings, minIVR=minIVR)
- #self.__portfolio = portfolio()
- #self.__orderExecution = orderExecution()
- #self.__riskManagement = riskManagement()
-
-
-def run(session):
-
- while (1): #Infinite loop to keep processing items in queue
- try:
- event = session.eventQueue.get(False)
- except queue.Empty:
- #Get data for tick event
- session.dataHandler.getNextTick()
- else:
- if event is not None:
- if event.type == 'TICK':
- pass
- #self.cur_time = event.time
- #self.strategyManager.checkForSignal(event)
- #self.portfolio_handler.update_portfolio_value()
- #self.statistics.update(event.time, self.portfolio_handler)
- elif event.type == 'SIGNAL':
- pass
- #self.riskManager.checkRisk(event)
- #self.portfolio_handler.on_signal(event)
- elif event.type == 'ORDER':
- pass
- #self.execution_handler.execute_order(event)
- elif event.type == 'FILL':
- pass
- #self.portfolio_handler.on_fill(event)
- else:
- raise NotImplemented("Unsupported event.type '%s'" % event.type)
-
-
-if __name__ == "__main__":
-
- #Create a session and configure the session
- session = BackTestSession()
-
- #Create a backtester run
- run(session)
\ No newline at end of file