Hitoshi Harada umitanuki

## Pipefile
[[source]]
url = "https://pypi.org/simple"
verify_ssl = true
name = "pypi"

[packages]
pipeline-live = ""
ipython = "*"
ta-lib = "*"

## Code.gs

var PositionRowStart = 17;

function _request(path, params) {
  var headers = {
    "APCA-API-KEY-ID": "*** API key ID ***",
    "APCA-API-SECRET-KEY": "*** API secret key",
  };

  var endpoint = "https://api.alpaca.markets";

## main.py
import backtrader as bt
import alpaca_backtrader_api
import pandas as pd

class SmaCross(bt.SignalStrategy):
    def __init__(self):
        sma1, sma2 = bt.ind.SMA(period=10), bt.ind.SMA(period=30)
        crossover = bt.ind.CrossOver(sma1, sma2)
        self.signal_add(bt.SIGNAL_LONG, crossover)

## algo.py
from pylivetrader.api import (
    attach_pipeline,
    date_rules,
    time_rules,
    order,
    get_open_orders,
    cancel_order,
    pipeline_output,
    schedule_function,
)

## Pipfile
[[source]]
url = "https://pypi.org/simple"
verify_ssl = true
name = "pypi"

[packages]
requests = "*"
BeautifulSoup4 = "*"
IPython = "*"
pandas = "*"

## Program.cs
using System;
using System.Configuration;
using Alpaca.Markets;

namespace example
{
    class Program
    {
        static void Main(string[] args)
        {

## new_portfolio.csv

          
            
            shares
            price
            dollar

            
              AAPL
              2.0
              190.9403
              381.8806

            
              MSFT
              3.0
              107.556
              322.668

            
              FB
              1.0
              210.91
              210.91

            
              JPM
              1.0
              113.35
              113.35

            
              JNJ
              1.0
              126.63
              126.63

            
              XOM
              1.0
              80.569
              80.569

            
              BAC
              3.0
              30.75
              92.25

            
              WFC
              1.0
              57.5786
              57.5786

## compare.csv

          
            epoch
            replicated
            original

            
              2018-07-23 00:00:00-04:00
              0.0
              0.0

            
              2018-07-24 00:00:00-04:00
              0.004842152599199184
              0.005032119914346984

            
              2018-07-25 00:00:00-04:00
              0.014004961318249324
              0.013597430406852257

            
              2018-07-26 00:00:00-04:00
              0.010925193556577603
              0.011206281227694456

            
              2018-07-27 00:00:00-04:00
              0.004277340381589269
              0.004354032833690319

            
              2018-07-30 00:00:00-04:00
              -0.0014288588707714984
              -0.0008922198429693077

            
              2018-07-31 00:00:00-04:00
              0.0034754019979314626
              0.004032833690221255

            
              2018-08-01 00:00:00-04:00
              0.0024404618505173285
              0.0023554603854390615

            
              2018-08-02 00:00:00-04:00
              0.007497095460409252
              0.007815845824411126

## iex_prices.py
import iexfinance
import pandas as pd

def iex_charts(symbols):
    partlen = 99
    result = {}
    for i in range(0, len(symbols), partlen):
        charts = iexfinance.Stock(symbols[i:i+partlen]).get_chart(range='1m')
        if type(charts) == list:
            charts = {symbols[i]: charts}

## selenium.py
import pandas as pd
'''
brew install phantomjs
or
brew tap homebrew/cask
brew cask install chromedriver
'''
# from selenium import webdriver
from selenium.webdriver.chrome.webdriver import WebDriver
	[[source]]
	url = "https://pypi.org/simple"
	verify_ssl = true
	name = "pypi"

	[packages]
	pipeline-live = ""
	ipython = "*"
	ta-lib = "*"

	var PositionRowStart = 17;

	function _request(path, params) {
	var headers = {
	"APCA-API-KEY-ID": "* API key ID *",
	"APCA-API-SECRET-KEY": "*** API secret key",
	};

	var endpoint = "https://api.alpaca.markets";
	import backtrader as bt
	import alpaca_backtrader_api
	import pandas as pd

	class SmaCross(bt.SignalStrategy):
	def __init__(self):
	sma1, sma2 = bt.ind.SMA(period=10), bt.ind.SMA(period=30)
	crossover = bt.ind.CrossOver(sma1, sma2)
	self.signal_add(bt.SIGNAL_LONG, crossover)
	from pylivetrader.api import (
	attach_pipeline,
	date_rules,
	time_rules,
	order,
	get_open_orders,
	cancel_order,
	pipeline_output,
	schedule_function,
	)
	using System;
	using System.Configuration;
	using Alpaca.Markets;

	namespace example
	{
	class Program
	{
	static void Main(string[] args)
	{
	shares	price	dollar
AAPL	2.0	190.9403	381.8806
MSFT	3.0	107.556	322.668
FB	1.0	210.91	210.91
JPM	1.0	113.35	113.35
JNJ	1.0	126.63	126.63
XOM	1.0	80.569	80.569
BAC	3.0	30.75	92.25
WFC	1.0	57.5786	57.5786
epoch	replicated	original
2018-07-23 00:00:00-04:00	0.0	0.0
2018-07-24 00:00:00-04:00	0.004842152599199184	0.005032119914346984
2018-07-25 00:00:00-04:00	0.014004961318249324	0.013597430406852257
2018-07-26 00:00:00-04:00	0.010925193556577603	0.011206281227694456
2018-07-27 00:00:00-04:00	0.004277340381589269	0.004354032833690319
2018-07-30 00:00:00-04:00	-0.0014288588707714984	-0.0008922198429693077
2018-07-31 00:00:00-04:00	0.0034754019979314626	0.004032833690221255
2018-08-01 00:00:00-04:00	0.0024404618505173285	0.0023554603854390615
2018-08-02 00:00:00-04:00	0.007497095460409252	0.007815845824411126
	import iexfinance
	import pandas as pd

	def iex_charts(symbols):
	partlen = 99
	result = {}
	for i in range(0, len(symbols), partlen):
	charts = iexfinance.Stock(symbols[i:i+partlen]).get_chart(range='1m')
	if type(charts) == list:
	charts = {symbols[i]: charts}
	import pandas as pd
	'''
	brew install phantomjs
	or
	brew tap homebrew/cask
	brew cask install chromedriver
	'''
	# from selenium import webdriver
	from selenium.webdriver.chrome.webdriver import WebDriver