Interface to providers of securities trading data
Project description
Python wrapper for stock exchange API providers
stockdata77 module provides Securities class to simplify interfacing with stock exchnage API providers. It currently supports APIs of Financial Modeling Prep, Alpha Vantage and MOEX. It is designed primarily to be used with shares, bonds and ETF symbols.
Please note that FMP and AV providers will require an API key. Also note that Yahoo Finance API support has been discontinued since version 0.0.5 as the provider has shut down its API.
Usage summary
Securities class creates and maintains a dictionary of securities quotes. Stored values are security long name, current price and change to previous close. The price is stored in the currency of the security. The change is a fraction of the price, i.e. a change of 2% will be stored as 0.02.
Use append(symbol, api, api_key) method to fill it with individual stock quotes.
Once you have all the quotes you need, you can use Securities[key] to obtain trading data as a list of values. Alternatively, call individual getXXXXXX() methods to obtain various components of the list. Prior to calling any of these you can use the in operator to check if a key has a corresponding record.
The key is composed out of the stock symbol and the name of the API provider. makeKey(symbol, api) will
get you the key. Or you can simply store the value returned by append() or update(). Use splitKey() to reverse makeKey().
The instances of the Securities class are iterable. Trying this code
import stockdata77
stocks = Securities()
stocks.append(symbol="TSLA", api="AV", api_key="YOUR_API_KEY_HERE")
stocks.append(symbol="NVDA", api="AV", api_key="YOUR_API_KEY_HERE")
for entry in stocks:
print(entry)
will print tuples of (key, [name, price, change]) like this:
('TSLA:AV', ['TSLA', 417.78, 0.068245, 'YOUR_API_KEY_HERE'])
('NVDA:AV', ['NVDA', 182.55, 0.020516999999999997, 'YOUR_API_KEY_HERE'])
Attempting to cast the whole instance to str type will get you a formatted table with the current quotes. For instance appending
print(stocks)
to the example above will get you this:
SYMBOL NAME PRICE CHANGE API
------------------- ------------------- -------- --------- ---------
TSLA TSLA 417.78 6.82% AV
NVDA NVDA 182.55 2.05% AV
Company NAME in the examples above is not a long name but the same as the stock symbol beacause of the API provider used. Other providers like FMP and MOEX will give full company names.
Use maintain(interval) to fork a thread that updates the quotes at the given intervals in seconds. Invoking desist() will stop the updates. See the included simple_demo.py script for an example.
Demo code
See the included samples\simple_demo.py for a very simple demo.
The other script in the samples folder privides a more comprehensive example. It reads and updates an Excel file with prices and price changes for various shares, ETFs and bonds.
Securities class methods
Securitiesclass does not expose any fields. Use the methods described below to obtain the necessary. In addition to these you can iterate through an instance ofSecurities, read individual records by indexing it with akey(seeappend()for the explanation of keys), and cast it tostrtype which returns a formatted text table with full stored data primarily for debugging purposes.
append(symbol:str, api:str, api_key:str = "", forceUpdate = False) - appends the internal dictionary with the current trading data for the symbol. How close it is to real-time depends on the API provider and, in case you supply api_key, on your subscription plan. symbol must be a valid symbol like "AAPL", api must be one of "FMP, "AV", "MOEX" or "MOEXBONDS". The information is appended only in case the internal dictionary does not yet have an entry with the same key. Otherwise, it is neither appended nor updated, which allows skipping web API calls. To force the update set forceUpdate to True. It is mandatory to provide api_key if either "FMP" or "AV" is used.
Using append() is the way to fill the Securities instance initially. The symbols can come from a source that might contain duplicates and sticking with forceUpdate = False and thus skiping web API calls for duplicate symbols will optimise your code for speed and minimise the impact on the API providers.
The returned value is the key to the the internal dictionary for the record of this symbol/api pair. If the returned key is not stored in the calling code it can be constructed again by calling the makeKey() menthod. If either the supplied symbol or the api names are invalid, append() returns None.
update(symbol:str, api:str, api_key:str = "") - same as append() but with forceUpdate set to True.
remove(symbol:str, api:str) - removes the quote for the symbol. The supplied symbol and api are the same as when calling append(). If there is no entry for the symbol/api pair in the internal database, remove() returns silently.
maintain(interval:int) - start updating stock quotes at regular intervals (in seconds). This method forks a thread that keeps calling the relevant APIs and updating the internal dictionary with new data. Use desist() to stop. Mind that your API provider may impose limits on the number of calls per a period of time. Such quotas will usually depend on your subscription plan, so make sure you do not exhaust it while debugging.
desist() - stop updating stock quotes.
makeKey(symbol:str, api:str) - makes a key used in the internal dictionary maintained by Securities to index the trading data records. Returns a str value of the key.
splitKey(key:str) - reverses makeKey() and returns a tuple of (symbol, api).
getCompanyName(key:str) - obtains a long company name for the symbol used to make the key.
getPrice(key:str) - obtains a float value of the last known price for the symbol used to make the key.
getPriceChng(key:str) - obtains a float value of the last known price change from previous close for the symbol used to make the key. The change is stored as a fraction of the price, i.e. a change of 2% will be stored as 0.02.
getAPIKey(key:str) - obtains a str value of the API key used to obtain the security's parameters.
Final notes
Usage scenarios
Note: The examples below use "AV" simply to avoid using a specific
api_keyparamater as AV API works without errors with just something like "YOUR_API_KEY_HERE" for demo purposes.
There are at least two scenarios the Securities class was designed for.
Static
Add quotes with append() and then use them without updating. Sample code:
#!/usr/bin/env python3
from stockdata77 import Securities
shares = Securities()
key = stocks.append("AAPL", "AV", "YOUR_API_KEY_HERE")
if key is not None:
print("Stock quote for AAPL")
print("Name = " + shares.getCompanyName(key))
print("Price = {0:.2f}".format(shares.getPrice(key)))
print("Change = {0:.2f}%".format(shares.getPriceChng(key)*100))
else:
print("Quote not found")
Dynamic
Add quotes with append() and then keep them alive to use in some dymnamic way like plotting real-time price graphs or directing business logic. The API provider and your subscription plan should allow real-time quotes of course. Sample code:
#!/usr/bin/env python3
from time import sleep
from stockdata77 import Securities
shares = Securities()
shares.append("AAPL", "AV", "YOUR_API_KEY_HERE")
print(shares)
shares.maintain(2) # start updating the quotes at 2 second intervals
for i in range(4):
sleep(2) # wait for updates
print(shares) # display updated quotes
shares.desist() # stop updating the quotes
Thread safety
Avoid remove()-ing in more than one thread at a time. If you maintain() and you need to remove() a quote, call desist() first to pause the updates, then call remove() and invoke maintain() again.
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