SDK for working with Intrinio's realtime options feed via WebSocket
Intrinio provides real-time and delayed stock option prices via a two-way WebSocket connection. To get started, subscribe to a real-time data feed and follow the instructions below.
- Python 3.10+
- You need https://pypi.org/project/websocket-client/, not https://pypi.org/project/websocket/.
Add your API key to the example_app.py file, then
docker compose build
docker compose run client
Go to Release, download the zip, extract client.py, and reference it in your project.
For a sample Python application see: intrinio-realtime-options-python-sdk
- Receive streaming, real-time option price updates:
- every trade
- conflated bid and ask
- open interest, open, close, high, low
- unusual activity(block trades, sweeps, whale trades (large), unusual sweep trades)
- Subscribe to updates from individual options contracts (or option chains)
- Subscribe to updates for the entire univers of option contracts (~1.5M option contracts)
import threading
import signal
import time
import sys
from threading import Event, Lock
import client
trade_count = 0
trade_count_lock = Lock()
quote_count = 0
quote_count_lock = Lock()
refresh_count = 0
refresh_count_lock = Lock()
block_count = 0
block_count_lock = Lock()
sweep_count = 0
sweep_count_lock = Lock()
large_trade_count = 0
large_trade_count_lock = Lock()
unusual_sweep_count = 0
unusual_sweep_count_lock = Lock()
def on_quote(quote: client.Quote):
global quote_count
global quote_count_lock
with quote_count_lock:
quote_count += 1
def on_trade(trade: client.Trade):
global trade_count
global trade_count_lock
with trade_count_lock:
trade_count += 1
def on_refresh(refresh: client.Refresh):
global refresh_count
global refresh_count_lock
with refresh_count_lock:
refresh_count += 1
def on_unusual_activity(ua: client.UnusualActivity):
global block_count
global block_count_lock
global sweep_count
global sweep_count_lock
global large_trade_count
global large_trade_count_lock
global unusual_sweep_count
global unusual_sweep_count_lock
if ua.activity_type == client.UnusualActivityType.BLOCK:
with block_count_lock:
block_count += 1
elif ua.activity_type == client.UnusualActivityType.SWEEP:
with sweep_count_lock:
sweep_count += 1
elif ua.activity_type == client.UnusualActivityType.LARGE:
with large_trade_count_lock:
large_trade_count += 1
elif ua.activity_type == client.UnusualActivityType.UNUSUAL_SWEEP:
with unusual_sweep_count_lock:
unusual_sweep_count += 1
else:
client.log("on_unusual_activity - Unknown activity_type {0}", ua.activity_type)
class Summarize(threading.Thread):
def __init__(self, stop_flag: threading.Event, intrinio_client: client.Client):
threading.Thread.__init__(self, args=(), kwargs=None, daemon=True)
self.__stop_flag: threading.Event = stop_flag
self.__client = intrinio_client
def run(self):
while not self.__stop_flag.is_set():
time.sleep(10.0)
(dataMsgs, txtMsgs, queueDepth) = self.__client.get_stats()
client.log("Client Stats - Data Messages: {0}, Text Messages: {1}, Queue Depth: {2}".format(dataMsgs, txtMsgs, queueDepth))
client.log(
"App Stats - Trades: {0}, Quotes: {1}, Refreshes: {2}, Blocks: {3}, Sweeps: {4}, Large Trades: {5}, Unusual Sweeps: {6}"
.format(
trade_count,
quote_count,
refresh_count,
block_count,
sweep_count,
large_trade_count,
unusual_sweep_count))
# Your config object MUST include the 'api_key' and 'provider', at a minimum
config: client.Config = client.Config(
api_key="",
provider=client.Providers.OPRA,
num_threads=8,
symbols=["AAPL"],
# this is a static list of symbols (options contracts or option chains) that will automatically be subscribed to when the client starts
log_level=client.LogLevel.INFO,
delayed=False) #set delayed parameter to true if you have realtime access but want the data delayed 15 minutes anyway)
# Register only the callbacks that you want.
# Take special care when registering the 'on_quote' handler as it will increase throughput by ~10x
intrinioRealtimeOptionsClient: client.Client = client.Client(config, on_trade=on_trade, on_quote=on_quote, on_refresh=on_refresh, on_unusual_activity=on_unusual_activity)
# Use this to subscribe to the entire universe of symbols (option contracts). This requires special permission.
# intrinioRealtimeOptionsClient.join_firehose()
# Use this to subscribe, dynamically, to an option chain (all option contracts for a given underlying contract).
# intrinioRealtimeOptionsClient.join("AAPL")
# Use this to subscribe, dynamically, to a specific option contract.
# intrinioRealtimeOptionsClient.join("AAP___230616P00250000")
# Use this to subscribe, dynamically, a list of specific option contracts or option chains.
# intrinioRealtimeOptionsClient.join("GOOG__220408C02870000", "MSFT__220408C00315000", "AAPL__220414C00180000", "TSLA", "GE")
stop_event = Event()
def on_kill_process(sig, frame):
client.log("Sample Application - Stopping")
stop_event.set()
intrinioRealtimeOptionsClient.stop()
sys.exit(0)
signal.signal(signal.SIGINT, on_kill_process)
summarize_thread = Summarize(stop_event, intrinioRealtimeOptionsClient)
summarize_thread.start()
intrinioRealtimeOptionsClient.start()
time.sleep(60 * 60)
# sigint, or ctrl+c, during the thread wait will also perform the same below code.
on_kill_process(None, None)
There are millions of options contracts, each with their own feed of activity. We highly encourage you to make your onTrade, onQuote, onUnusualActivity, and onRefresh methods as short as possible and follow a queue pattern so your app can handle the large volume of activity. Note that quotes (ask and bid updates) comprise 99% of the volume of the entire feed. Be cautious when deciding to receive quote updates.
Currently, Intrinio offers realtime and delayed data for this SDK from the following providers:
- OPRA - Homepage
class Trade:
def __init__(self, contract: str, exchange: Exchange, price: float, size: int, timestamp: float, total_volume: int, qualifiers: tuple, ask_price_at_execution: float, bid_price_at_execution: float, underlying_price_at_execution: float):
self.contract: str = contract
self.exchange: Exchange = exchange
self.price: float = price
self.size: int = size
self.timestamp: float = timestamp
self.total_volume: int = total_volume
self.qualifiers: tuple = qualifiers
self.ask_price_at_execution = ask_price_at_execution
self.bid_price_at_execution = bid_price_at_execution
self.underlying_price_at_execution = underlying_price_at_execution
- contract - Identifier for the options contract. This includes the ticker symbol, put/call, expiry, and strike price.
- exchange - Exchange(IntEnum): the specific exchange through which the trade occurred
- price - the price in USD
- size - the size of the last trade in hundreds (each contract is for 100 shares).
- total_volume - The number of contracts traded so far today.
- timestamp - a Unix timestamp (with microsecond precision)
- qualifiers - a tuple containing 4 ints: each item represents one trade qualifier. see list of possible Trade Qualifiers, below.
- ask_price_at_execution - the contract ask price in USD at the time of execution.
- bid_price_at_execution - the contract bid price in USD at the time of execution.
- underlying_price_at_execution - the contract's underlying security price in USD at the time of execution.
Value | Description |
---|---|
0 | Transaction is a regular trade |
1 | Out-of-sequence cancellation |
2 | Transaction is being reported late and is out-of-sequence |
3 | In-sequence cancellation |
4 | Transaction is being reported late, but is in correct sequence. |
5 | Cancel the first trade of the day |
6 | Late report of the opening trade and is out -of-sequence. Send an open price. |
7 | Transaction was the only one reported this day for the particular option contract and is now to be cancelled. |
8 | Late report of an opening trade and is in correct sequence. Process as regular trade. |
9 | Transaction was executed electronically. Process as regular trade. |
10 | Re-opening of a contract which was halted earlier. Process as regular trade. |
11 | Transaction is a contract for which the terms have been adjusted to reflect stock dividend, stock split or similar event. Process as regular trade. |
12 | Transaction represents a trade in two options of same class (a buy and a sell in the same class). Process as regular trade. |
13 | Transaction represents a trade in two options of same class (a buy and a sell in a put and a call.). Process as regular trade. |
14 | Transaction is the execution of a sale at a price agreed upon by the floor personnel involved, where a condition of the trade is that it reported following a non -stopped trade of the same series at the same price. |
15 | Cancel stopped transaction. |
16 | Transaction represents the option portion of buy/write (buy stock, sell call options). Process as regular trade. |
17 | Transaction represents the buying of a call and selling of a put for same underlying stock or index. Process as regular trade. |
18 | Transaction was the execution of an order which was “stopped” at a price that did not constitute a Trade-Through on another market at the time of the stop. Process like a normal transaction. |
19 | Transaction was the execution of an order identified as an Intermarket Sweep Order. Updates open, high, low, and last. |
20 | Transaction reflects the execution of a “benchmark trade”. A “benchmark trade” is a trade resulting from the matching of “benchmark orders”. A “benchmark order” is an order for which the price is not based, directly or indirectly, on the quoted price of th e option at the time of the order’s execution and for which the material terms were not reasonably determinable at the time a commitment to trade the order was made. Updates open, high, and low, but not last unless the trade is the first of the day. |
24 | Transaction is trade through exempt, treat like a regular trade. |
27 | “a” (Single leg auction non ISO) |
28 | “b” (Single leg auction ISO) |
29 | “c” (Single leg cross Non ISO) |
30 | “d” (Single leg cross ISO) |
31 | “e” (Single leg floor trade) |
32 | “f” (Multi leg auto electronic trade) |
33 | “g” (Multi leg auction trade) |
34 | “h” (Multi leg Cross trade) |
35 | “i” (Multi leg floor trade) |
36 | “j” (Multi leg auto electronic trade against single leg) |
37 | “k” (Stock options Auction) |
38 | “l” (Multi leg auction trade against single leg) |
39 | “m” (Multi leg floor trade against single leg) |
40 | “n” (Stock options auto electronic trade) |
41 | “o” (Stock options cross trade) |
42 | “p” (Stock options floor trade) |
43 | “q” (Stock options auto electronic trade against single leg) |
44 | “r” (Stock options auction against single leg) |
45 | “s” (Stock options floor trade against single leg) |
46 | “t” (Multi leg floor trade of proprietary products) |
47 | “u” (Multilateral Compression Trade of Proprietary Data Products)Transaction represents an execution in a proprietary product done as part of a multilateral compression. Trades are executed outside of regular trading hours at prices derived from end of day markets. Trades do not update Open, High, Low, and Closing Prices, but will update total volume. |
48 | “v” (Extended Hours Trade )Transaction represents a trade that was executed outside of regular market hours. Trades do not update Open, High, Low, and Closing Prices but will update total volume. |
class Quote:
def __init__(self, contract: str, ask_price: float, ask_size: int, bid_price: float, bid_size: int, timestamp: float):
self.contract: str = contract
self.ask_price: float = ask_price
self.bid_price: float = bid_price
self.ask_size: int = ask_size
self.bid_size: int = bid_size
self.timestamp: float = timestamp
- contract - Identifier for the options contract. This includes the ticker symbol, put/call, expiry, and strike price.
- ask_price - the ask price in USD
- ask_size - the size of the last ask in hundreds (each contract is for 100 shares).
- bid_price - the bid price in USD
- bid_size - the size of the last bid in hundreds (each contract is for 100 shares).
- timestamp - a Unix timestamp (with microsecond precision)
class Refresh:
def __init__(self, contract: str, open_interest: int, open_price: float, close_price: float, high_price: float, low_price: float):
self.contract: str = contract
self.open_interest: int = open_interest
self.open_price: float = open_price
self.close_price: float = close_price
self.high_price: float = high_price
self.low_price: float = low_price
- contract - Identifier for the options contract. This includes the ticker symbol, put/call, expiry, and strike price.
- openInterest - the total quantity of opened contracts as reported at the start of the trading day
- open_price - the open price in USD
- close_price - the close price in USD
- high_price - the daily high price in USD
- low_price - the daily low price in USD
class UnusualActivity:
def __init__(self,
contract: str,
activity_type: UnusualActivityType,
sentiment: UnusualActivitySentiment,
total_value: float,
total_size: int,
average_price: float,
ask_price_at_execution: float,
bid_price_at_execution: float,
underlying_price_at_execution: float,
timestamp: float):
self.contract: str = contract
self.activity_type: UnusualActivityType = activity_type
self.sentiment: UnusualActivitySentiment = sentiment
self.total_value: float = total_value
self.total_size: int = total_size
self.average_price: float = average_price
self.ask_price_at_execution: float = ask_price_at_execution
self.bid_price_at_execution: float = bid_price_at_execution
self.underlying_price_at_execution: float = underlying_price_at_execution
self.timestamp: float = timestamp
- contract - Identifier for the options contract. This includes the ticker symbol, put/call, expiry, and strike price.
- activity_type - The type of unusual activity that was detected
Block
- represents an 'block' tradeSweep
- represents an intermarket sweepLarge
- represents a trade of at least $100,000UnusualSweep
- represents an unusually large sweep near market open
- sentiment - The sentiment of the unusual activity event
Neutral
- Reflects a minimal expected price changeBullish
- Reflects an expected positive (upward) change in priceBearish
- Reflects an expected negative (downward) change in price
- total_value - The total value of the trade in USD. 'Sweeps' and 'blocks' can be comprised of multiple trades. This is the value of the entire event.
- total_size - The total size of the trade in number of contracts. 'Sweeps' and 'blocks' can be comprised of multiple trades. This is the total number of contracts exchanged during the event.
- average_price - The average price at which the trade was executed. 'Sweeps' and 'blocks' can be comprised of multiple trades. This is the average trade price for the entire event.
- ask_price_at_execution - The 'ask' price of the underlying at execution of the trade event.
- bid_price_at_execution - The 'bid' price of the underlying at execution of the trade event.
- underlying_price_at_execution - The last trade price of the underlying at execution of the trade event.
- Timestamp - a Unix timestamp (with microsecond precision).
You will receive your Intrinio API Key after creating an account. You will need a subscription to a realtime data feed as well.
The Intrinio Realtime Client will handle authorization as well as establishment and management of all necessary WebSocket connections. All you need to get started is your API key.
The first thing that you'll do is create a new Client
object, passing in a series of callbacks. These callback methods tell the client what types of subscriptions you will be setting up.
After a Client
object has been created, you may subscribe to receive feed updates from the server.
You may subscribe to static list of symbols (a mixed list of option contracts and/or option chains).
Or, you may subscribe, dynamically, to option contracts, option chains, or a mixed list thereof.
It is also possible to subscribe to the entire universe of option contracts by switching the Provider
to "OPRA_FIREHOSE" (in the config object) and calling join_firehose
.
The volume of data provided by the Firehose
exceeds 100Mbps and requires special authorization.
After subscribing, using your starting list of symbols, you will call the start
method. The client will immediately attempt to authorize your API key (provided in the config object). If authoriztion is successful, the necessary connection(s) will be opened.
If you are using the non-firehose feed, you may update your subscriptions on the fly, using the join
and leave
methods.
The WebSocket client is designed for near-indefinite operation. It will automatically reconnect if a connection drops/fails and when then servers turn on every morning.
If you wish to perform a graceful shutdown of the application, please call the stop
method.
Realtime vs delayed is automatically handled by your account authorization, but if you have realtime and wish to force delayed, you may do so via the configuration setting.
client : Client = Client(config : Config, on_trade : Callable[[Trade], None], on_quote : Callable[[Quote], None] = None, on_refresh : Callable[[Refresh], None] = None, on_unusual_activity : Callable[[UnusualActivity],None] = None)
- Creates an Intrinio Real-Time client.
- Parameter
config
: The configuration to be used by the client. - Parameter
on_trade
: The Callable accepting trades. If noon_trade
callback is provided, you will not receive trade updates from the server. - Parameter
on_quote
: The Callable accepting quotes. If noon_quote
callback is provided, you will not receive quote (ask, bid) updates from the server. - Parameter
on_refresh
: The Callable accepting refresh messages. If noon_refresh
callback is provided, you will not receive open interest, high, low, open, or close data from the server. Note: open interest data is only updated at the beginning of every trading day. If this callback is provided you will recieve an update immediately, as well as every 15 minutes (approx). - Parameter
on_unusual_activity
: The Callable accepting unusual activity events. If noon_unusual_activity
callback is provided, you will not receive unusual activity updates from the server.
client.start()
- Starts the Intrinio Realtime WebSocket Client.
This method will immediately attempt to authorize the API key (provided in config).
After successful authorization, all of the data processing threads will be started, and the websocket connections will be opened.
If a subscription has already been created with one of the join
methods, data will begin to flow.
client.join()
- Joins channel(s) configured in config.json.
client.join(*channels)
- Joins the provided channel or channels. E.g. "AAPL", "GOOG__210917C01040000"
client.join_firehose()
- Joins the firehose channel. This requires special account permissions.
client.leave()
- Leaves all joined channels/subscriptions, including firehose.
client.leave(*channels)
- Leaves the specified channel or channels. E.g. "AAPL" or "GOOG__210917C01040000"
client.leave_firehose()
Leaves the firehose channel
client.stop();
- Stops the Intrinio Realtime WebSocket Client. This method will leave all joined channels, stop all threads, and gracefully close the websocket connection(s).
class Config:
def __init__(self, apiKey : str, provider : Providers, numThreads : int = 4, logLevel : LogLevel = LogLevel.INFO, manualIpAddress : str = None, symbols : set[str] = None):
self.apiKey : str = apiKey
self.provider : Providers = provider # Providers.OPRA or Providers.MANUAL
self.numThreads : int = numThreads # At least 4 threads are recommended for 'FIREHOSE' connections
self.manualIpAddress : str = manualIpAddress
self.symbols : list[str] = symbols # Static list of symbols to use
self.logLevel : LogLevel = logLevel