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f_md_get_api.py
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f_md_get_api.py
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# Add API KEY to the Token Header or import from a .py file
# Get A Series of Historical Option Quotes from the API
# Example usage:
# get_options_quote_from('IBM', '2023-02-10', 'C', '140', '2023-01-01')
import requests
import pandas as pd
import numpy as np
import json
from datetime import datetime
import api_key
def build_option_symbol(symbol, expiry_date, option_type, strike):
"""
Build an Option Symbol
example : build_option_symbol('IBM', '2023-02-10', 'C', 140)
symbol : Symbol of the underlying asset
expiry_date : Expiry date of the option in the format 'YYYY-MM-DD'
option_type : Option type, either 'C' (Call) or 'P' (Put)
strike_price : Strike price of the option, enter as number ('no quotes', ie 100)
"""
# Remove hyphens from the expiry date
expiry_date = expiry_date.replace('-', '')
# Format the year as '23'
year_formatted = expiry_date[2:]
# Pad the strike price to a 7-digit string with leading zeroes
# By converting to cents and padding it with a 0
strike_formatted = f"{int(strike * 100):07d}0"
option_symbol = f'{symbol}{year_formatted}{option_type[0].upper()}{strike_formatted}'
return option_symbol
def get_option_chain_live(symbol):
"""
get_options_chain_live('AAPL')
symbol :'AAPL'
"""
# https://api.marketdata.app/v1/options/chain/AAPL/?dateformat=timestamp
url = 'https://api.marketdata.app/v1/options/chain/'
headers = {'Authorization': api_key.API_KEY}
path = f'{symbol}/?dateformat=timestamp'
final_url = url + path
chain_expr = requests.get(final_url, headers=headers)
return chain_expr.text
def get_options_chain_from(symbol, from_date):
"""
get_options_chain_expr('AAPL', '2023-02-17')
symbol :'AAPL'
from_date :'2023-02-17'
"""
#https://api.marketdata.app/v1/options/chain/AAPL/?date=2020-01-06&dateformat=timestamp
url = 'https://api.marketdata.app/v1/options/chain/'
date_format = 'timestamp'
headers = {'Authorization': api_key.API_KEY}
path = f'{symbol}/?date={from_date}&dateformat=timestamp'
final_url = url + path
chain_expr = requests.get(final_url, headers=headers)
return chain_expr.text
def get_options_chain_expr(symbol, expiry_date):
"""
Current Option Chains, See
get_options_chain_expr_from(symbol, expiry_date, from_date
for Expr Chains
get_options_chain_expr('AAPL', '2023-02-17')
symbol :'AAPL'
expiry_date :'2023-02-17'
"""
# https://api.marketdata.app/v1/options/chain/AAPL/?expiration=2024-01-19&dateformat=timestamp
url = 'https://api.marketdata.app/v1/options/chain/'
date_format = 'timestamp'
headers = {'Authorization': api_key.API_KEY}
path = f'{symbol}/?expiration={expiry_date}&dateformat=timestamp'
final_url = url + path
chain_expr = requests.get(final_url, headers=headers)
return chain_expr.text
def get_options_chain_expr_from(symbol, expiry_date, from_date):
"""
Expired Option Chains, See
get_options_chain_expr(symbol, expiry_date)
for Current Chains
get_options_chain_expr('AAPL', '2023-02-17')
symbol :'AAPL'
expiry_date :'2023-02-17'
"""
# https://api.marketdata.app/v1/options/chain/AAPL/?expiration=2024-01-19&dateformat=timestamp #Current Chains
# https://api.marketdata.app/v1/options/chain/AAPL/?expiration=2023-03-10&date=2023-03-10&dateformat=timestamp #Expr Chains
url = 'https://api.marketdata.app/v1/options/chain/'
date_format = 'timestamp'
headers = {'Authorization': api_key.API_KEY}
path = f'{symbol}/?expiration={expiry_date}&date={from_date}&dateformat=timestamp'
final_url = url + path
chain_expr = requests.get(final_url, headers=headers)
return chain_expr.text
def get_options_chain_weekly(symbol):
"""
get_options_chain_weekly('SPX')
symbol: :'SPX'
"""
# https://api.marketdata.app/v1/options/chain/AAPL/?monthly=false&dateformat=timestamp
url = 'https://api.marketdata.app/v1/options/chain/' #AAPL/?monthly=true&dateformat=timestamp
headers = {'Authorization': api_key.API_KEY}
path = f'{symbol}/?monthly=false&dateformat=timestamp'
final_url = url + path
chain_expr = requests.get(final_url, headers=headers)
return chain_expr.text
def get_options_chain_monthly(symbol):
"""
get_options_chain_monthly('SPX')
symbol: :'SPX'
"""
# https://api.marketdata.app/v1/options/chain/AAPL/?monthly=true&dateformat=timestamp
url = 'https://api.marketdata.app/v1/options/chain/' #AAPL/?monthly=true&dateformat=timestam
headers = {'Authorization': api_key.API_KEY}
path = f'{symbol}/?monthly=true&dateformat=timestamp'
final_url = url + path
chain_expr = requests.get(final_url, headers=headers)
return chain_expr.text
def get_options_chain_year(symbol, year):
"""
get_options_chain_year('IBM', '2022')
symbol :'IBM'
year :'2023'
"""
# https://api.marketdata.app/v1/options/chain/AAPL/?year=2022&dateformat=timestamp
url = 'https://api.marketdata.app/v1/options/chain/' #AAPL/?monthly=true&dateformat=timestamp
headers = {'Authorization': api_key.API_KEY}
path = f'{symbol}/?year={year}&dateformat=timestamp'
final_url = url + path
chain_expr = requests.get(final_url, headers=headers)
return chain_expr.text
def get_options_chain_strike(symbol, strike):
"""
get_options_chain_strike('IBM', '150')
symbol :'IBM'
strike :'150'
"""
# https://api.marketdata.app/v1/options/chain/AAPL/?strike=150&dateformat=timestamp
url = 'https://api.marketdata.app/v1/options/chain/' #AAPL/?monthly=true&dateformat=timest
headers = {'Authorization': api_key.API_KEY}
path = f'{symbol}/?strike={strike}&dateformat=timestamp'
final_url = url + path
chain_expr = requests.get(final_url, headers=headers)
return chain_expr.text
def get_hist_quotes_from_to(symbol_list, from_date, to_date):
"""
get_options_chain_strike(spx_list, '2023-01-26', '2023-02-04')
symbol_list :['SPX230217C04100000','SPX230217P04100000']
from_date :'2023-01-26'
to_date :'2023-02-04'
"""
# This function still needs a bit of work. Getting an error message when going to far out on the term. thinking it may be that
# the OptionSymbol is listed, but no quote... Need to study future... But Seems to work ok except for those exceptions.
# https://api.marketdata.app/v1/options/quotes/AAPL250117C00150000/?from=2023-01-01&to=2023-01-31&dateformat=timestamp
url = 'https://api.marketdata.app/v1/options/quotes/'
headers = {'Authorization': api_key.API_KEY}
symbols = symbol_list
# Initialize an empty DataFrame to hold the data
df = pd.DataFrame()
# Iterate through the symbols, making a request for each one
for symbol in symbols:
# Build the path by concatenating the symbol, date and date_format
path = f'{symbol}/?from={from_date}&to={to_date}&dateformat=timestamp'
# Concatenate the base URL and the path
final_url = url + path
# Make the request
response = requests.get(final_url, headers=headers)
# Extract the data from the response
data = response.json()
# Create a new DataFrame with the data and a column for the symbol
symbol_df = pd.DataFrame({'updated': data.get('updated', np.nan),
'symbol': symbol,
'bid': data.get('bid', np.nan),
'bidSize': data.get('bidSize', np.nan),
'mid': data.get('mid', np.nan),
'ask': data.get('ask',np.nan),
'askSize': data.get('askSize', np.nan),
'last': data.get('last', np.nan),
'openInterest': data.get('openInterest', np.nan),
'volume': data.get('volume', np.nan),
'inTheMoney': data.get('inTheMoney', np.nan),
'intrinsicValue': data.get('intrinsicValue', np.nan),
'extrinsicValue': data.get('extrinsicValue', np.nan),
'underlyingPrice': data.get('underlyingPrice', np.nan)})
# Add a new column to symbol_df with the id and date values concatenated
symbol_df['id'] = symbol + '_' + symbol_df['updated'].astype(str)
# Use the new column as the index when concatenating with df
df = pd.concat([df, symbol_df.set_index('id')], ignore_index=False, sort=False, axis=0)
return df
def get_hist_quotes_from(symbol_list, from_date):
"""
get_options_chain_strike(spx_list, '2023-01-26')
symbol_list :['SPX230217C04100000','SPX230217P04100000']
from_date :'2023-01-26'
"""
# This function still needs a bit of work. Getting an error message when going to far out on the term. th
# the OptionSymbol is listed, but no quote... Need to study future... But Seems to work ok except for tho
# https://api.marketdata.app/v1/options/quotes/AAPL250117C00150000/?from=2023-01-01&to=2023-01-31&dateformat=timestamp
url = 'https://api.marketdata.app/v1/options/quotes/'
headers = {'Authorization': api_key.API_KEY}
symbols = symbol_list
# Initialize an empty DataFrame to hold the data
df = pd.DataFrame()
# Iterate through the symbols, making a request for each one
for symbol in symbols:
# Build the path by concatenating the symbol, date and date_format
path = f'{symbol}/?from={from_date}&dateformat=timestamp'
# Concatenate the base URL and the path
final_url = url + path
# Make the request
response = requests.get(final_url, headers=headers)
# Extract the data from the response
data = response.json()
# Create a new DataFrame with the data and a column for the symbol
symbol_df = pd.DataFrame({'updated': data.get('updated', np.nan),
'symbol': symbol,
'bid': data.get('bid', np.nan),
'bidSize': data.get('bidSize', np.nan),
'mid': data.get('mid', np.nan),
'ask': data.get('ask',np.nan),
'askSize': data.get('askSize', np.nan),
'last': data.get('last', np.nan),
'openInterest': data.get('openInterest', np.nan),
'volume': data.get('volume', np.nan),
'inTheMoney': data.get('inTheMoney', np.nan),
'intrinsicValue': data.get('intrinsicValue', np.nan),
'extrinsicValue': data.get('extrinsicValue', np.nan),
'underlyingPrice': data.get('underlyingPrice', np.nan)})
# Add a new column to symbol_df with the id and date values concatenated
symbol_df['id'] = symbol + '_' + symbol_df['updated'].astype(str)
# Use the new column as the index when concatenating with df
df = pd.concat([df, symbol_df.set_index('id')], ignore_index=False, sort=False, axis=0)
return df
def get_options_quote_live(symbol, expiry_date, option_type, strike_price):
"""
Get Live quotes of an option from a beginning date.
example : options_quote_live('IBM', '2023-02-10', 'C', '140')
symbol : Symbol of the underlying asset
expiry_date : Expiry date of the option in the format 'YYYY-MM-DD'
option_type : Option type, either 'C' (Call) or 'P' (Put)
strike_price : Strike price of the option
Returns:
JSON response from the API.
"""
expiry_date = datetime.strptime(expiry_date, '%Y-%m-%d')
expiry_date = expiry_date.strftime('%y%m%d')
strike_price = '{:0>8}'.format(int(strike_price) * 1000)
option_symbol = f'{symbol}{expiry_date}{option_type}{strike_price}'
url = 'https://api.marketdata.app/v1/options/quotes/'
headers = {'Authorization': api_key.API_KEY}
path = f'{option_symbol}/?dateformat=timestamp'
final_url = url + path
chain_response = requests.get(final_url, headers=headers)
return chain_response.text
#print(final_url)
def get_candles_from_to(switch, symbol, from_date, to_date, res):
"""
:get_candles('s', 'MSFT', '2023-02-03', '2023-02-04', 'D')
:switch : 's', stocks | 'i', indices
:Date Format: ('2023-01-15')
:Minutely Resolutions: (minutely, 1, 3, 5, 15, 30, 45, ...)
:Hourly Resolutions: (hourly, H, 1H, 2H, ...)
:Daily Resolutions: (daily, D, 1D, 2D, ...)
:Weekly Resolutions: (weekly, W, 1W, 2W, ...)
:Monthly Resolutions: (monthly, M, 1M, 2M, ...)
:Yearly Resolutions:(yearly, Y, 1Y, 2Y, ...)
"""
def url_switch(switch):
if switch == 's':
url = 'https://api.marketdata.app/v1/stocks/candles/'
elif switch == 'i':
url = 'https://api.marketdata.app/v1/indices/candles/'
else:
return "Invalid switch parameter"
return url
# https://api.marketdata.app/v1/stocks/candles/D/AAPL?from=2020-01-01&to=2020-12-31
url = url_switch(switch)
headers = {'Authorization': api_key.API_KEY}
path = f'{res}/{symbol}/?from={from_date}&to={to_date}&dateformat=timestamp'
final_url = url + path
candles = requests.get(final_url, headers=headers)
candles = candles.text
candles_pd = json.loads(candles)
candles_hist = pd.DataFrame(candles_pd)
candles_hist['symbol'] = symbol
# rename the columns
columns = {
'c': 'close',
'h': 'high',
'l': 'low',
'o': 'open',
'v': 'volume',
't': 'date'
}
candles_hist.rename(columns=columns, inplace=True)
candles_hist.drop(['s'], axis=1, inplace=True)
candles_hist = candles_hist.reindex(columns=['symbol','date', 'close', 'high', 'low', 'open', 'volume'])
return candles_hist
def get_candles_from(switch, symbol, from_date, res):
"""
:get_candles('s', 'MSFT', '2023-02-03', 'D')
:switch : 's', stocks | 'i', indices
:Date Format: ('2023-01-15')
:Minutely Resolutions: (minutely, 1, 3, 5, 15, 30, 45, ...)
:Hourly Resolutions: (hourly, H, 1H, 2H, ...)
:Daily Resolutions: (daily, D, 1D, 2D, ...)
:Weekly Resolutions: (weekly, W, 1W, 2W, ...)
:Monthly Resolutions: (monthly, M, 1M, 2M, ...)
:Yearly Resolutions:(yearly, Y, 1Y, 2Y, ...)
"""
def url_switch(switch):
if switch == 's':
url = 'https://api.marketdata.app/v1/stocks/candles/'
elif switch == 'i':
url = 'https://api.marketdata.app/v1/indices/candles/'
else:
return "Invalid switch parameter"
return url
# url = 'https://api.marketdata.app/v1/stocks/candles/'
url = url_switch(switch)
# https://api.marketdata.app/v1/stocks/candles/D/AAPL/?from=2023-02-01&dateformat=timestamp
headers = {'Authorization': api_key.API_KEY}
path = f'{res}/{symbol}/?from={from_date}&dateformat=timestamp'
final_url = url + path
candles = requests.get(final_url, headers=headers)
candles = candles.text
candles_pd = json.loads(candles)
candles_hist = pd.DataFrame(candles_pd)
candles_hist['symbol'] = symbol
# rename the columns
columns = {
'c': 'close',
'h': 'high',
'l': 'low',
'o': 'open',
'v': 'volume',
't': 'date'
}
candles_hist.rename(columns=columns, inplace=True)
candles_hist.drop(['s'], axis=1, inplace=True)
candles_hist = candles_hist.reindex(columns=['symbol','date', 'close', 'high', 'low', 'open', 'volume'])
return candles_hist
def get_stock_quote_live(switch, symbol):
"""
get_stock_quote_live('s', 'AAPL')
switch :'s', stock | 'i', indices
symbol :'AAPL'
"""
def url_switch(switch):
if switch == 's':
url = 'https://api.marketdata.app/v1/stocks/quotes/'
elif switch == 'i':
url = 'https://api.marketdata.app/v1/indices/quotes/'
else:
return "Invalid switch parameter"
return url
# https://api.marketdata.app/v1/stocks/quotes/AAPL/?dateformat=timestamp
url = url_switch(switch)
headers = {'Authorization': api_key.API_KEY}
path = f'{symbol}/?dateformat=timestamp'
final_url = url + path
chain_expr = requests.get(final_url, headers=headers)
return chain_expr.text