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@omkardash
Created January 21, 2018 05:06
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import json\n",
"from bs4 import BeautifulSoup\n",
"import requests\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Acquisition - Select Cryptocurrencies of Interest\n",
"1. Get all coin data from http://coincap.io/front\n",
"2. Select coins with Market cap more than selected threshold"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Portfolio coins with MCAP > 5 Billion :\n",
" ['BTC' 'ETH' 'XRP' 'BCH' 'ADA' 'LTC' 'XEM' 'NEO' 'XLM' 'EOS' 'IOT' 'DASH'\n",
" 'XMR' 'TRX']\n"
]
}
],
"source": [
"all_coins_dict = json.loads(BeautifulSoup(\n",
" requests.get('http://coincap.io/front').content, \"html.parser\").prettify())\n",
"all_coins_df = pd.DataFrame(all_coins_dict)\n",
"coins_by_mcap = all_coins_df[all_coins_df.mktcap > 5e9]\n",
"coin_portfolio = coins_by_mcap['short']\n",
"print(\"Portfolio coins with MCAP > 5 Billion :\\n\",coin_portfolio.values)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Acquire Data - Get Historical Prices\n",
"1. Get all the price data for a particular coin from http://coincap.io/history/180day/<coin>\n",
"2. Create a master dataframe to hold historical price data for all the selected coins"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"#Create a DataFrame that will hold all the price & data for all the selected coins\n",
"combined_df = pd.DataFrame()\n",
"\n",
"#Loop thru all the coins in the portfolio & get their historical prices. (180 days)\n",
"for coin in coin_portfolio:\n",
" dic_t = json.loads(BeautifulSoup(\n",
" requests.get('http://coincap.io/history/180day/'+coin).\n",
" content, \"html.parser\").prettify())\n",
" prices = dic_t.get('price')\n",
" coindf = pd.DataFrame.from_records(prices,columns=['time','price'])\n",
" coindf['coin'] = coin\n",
" combined_df = combined_df.append(coindf, ignore_index=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Wrangling \n",
"\n",
"Clean the historical price data, and find the returns and covariance"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"#Change the time formart\n",
"combined_df['time'] = pd.to_datetime(combined_df['time'],unit='ms')\n",
"combined_df['time'] = [d.date() for d in combined_df['time']]\n",
"\n",
"operational_df = combined_df.groupby(['time', 'coin'],as_index=False)[['price']].mean()\n",
"operational_df = operational_df.set_index('time')\n",
"\n",
"pivoted_portfolio = operational_df.pivot(columns='coin')\n",
"\n",
"# get covariance & returns of the coin - daily & for the period \n",
"\n",
"daily_returns = pivoted_portfolio.pct_change()\n",
"period_returns = daily_returns.mean()*180\n",
"\n",
"daily_covariance = daily_returns.cov()\n",
"period_covariance = daily_covariance*180"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Optimize portfolio"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"p_returns, p_volatility, p_sharpe_ratio, p_coin_weights=([] for i in range(4))\n",
"\n",
"# portfolio combinations to probe\n",
"number_of_cryptoassets = len(coin_portfolio)\n",
"number_crypto_portfolios = 50000\n",
"\n",
"# for each portoflio, get returns, risk and weights\n",
"for a_crypto_portfolio in range(number_crypto_portfolios):\n",
" weights = np.random.random(number_of_cryptoassets)\n",
" weights /= np.sum(weights)\n",
" \n",
" #print(weights)\n",
" returns = np.dot(weights, period_returns)*100\n",
" \n",
" #print(weights)\n",
" volatility = np.sqrt(np.dot(weights.T, np.dot(period_covariance, weights)))*100\n",
" \n",
" p_sharpe_ratio.append(returns/volatility)\n",
" p_returns.append(returns)\n",
" p_volatility.append(volatility)\n",
" p_coin_weights.append(weights)\n",
"\n",
"# a dictionary for Returns and Risk values of each portfolio\n",
"portfolio = {'volatility': p_volatility,\n",
" 'sharpe_ratio': p_sharpe_ratio, 'returns': p_returns}\n",
"\n",
"# extend original dictionary to accomodate each ticker and weight in the portfolio\n",
"for counter,symbol in enumerate(coin_portfolio):\n",
" portfolio[symbol+'-%'] = [Weight[counter] for Weight in p_coin_weights]\n",
"\n",
"# make a nice dataframe of the extended dictionary\n",
"df = pd.DataFrame(portfolio)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualize - Efficient Frontier"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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dunH69OlHlar/REWKiIiIiMhjwmQyMWTIEAYPHoydnd0D+965c4eZM2fi6enJzJkzqVy5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oNBp0et1v5qXX61Cr1Zy/dRZBEDhz4gwD3h5MeMvOWFpZUqd+bXZu2Um+pgB7BzvycjXka/K5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B44BwOFASnpSUgkUkYs7MfcTZMJuHGCEsVK4u7mxbiFwzEyNGT/Gn9uHnvA9JGz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\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JvNLnn7j7upObkYu1lTWrVn1pSRD0ej2tWz/0QPcwdux4+vZ9hD17vsNgMNCgQUMGDOiN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\nJClCCCGEEEKIGuX/AU3tbdAB0oIHAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x108829cf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"order_cols = ['returns', 'volatility', 'sharpe_ratio']+[coin+'-%' for coin in coin_portfolio]\n",
"df = df[order_cols]\n",
"\n",
"sharpe_portfolio = df.loc[df['sharpe_ratio'] == df['sharpe_ratio'].max()]\n",
"min_variance_port = df.loc[df['volatility'] == df['volatility'].min()]\n",
"max_returns_port = df.loc[df['returns'] == df['returns'].max()]\n",
"\n",
"plt.style.use('seaborn-dark')\n",
"df.plot.scatter(x='volatility', y='returns', c='sharpe_ratio', cmap='PRGn_r', \n",
" edgecolors='black', figsize=(10, 7), grid=True)\n",
"\n",
"plt.xlabel('Volatility (Std. Deviation)')\n",
"plt.ylabel('Expected Returns')\n",
"plt.title('Efficient Frontier')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"****Portfolio llocations*****\n",
" 30485\n",
"returns 408.505284\n",
"volatility 86.933811\n",
"sharpe_ratio 4.699038\n",
"BTC-% 0.149927\n",
"ETH-% 0.087094\n",
"XRP-% 0.141943\n",
"BCH-% 0.019183\n",
"ADA-% 0.015808\n",
"LTC-% 0.035945\n",
"XEM-% 0.053047\n",
"NEO-% 0.014573\n",
"XLM-% 0.115310\n",
"EOS-% 0.100890\n",
"IOT-% 0.031353\n",
"DASH-% 0.070901\n",
"XMR-% 0.127235\n",
"TRX-% 0.036790\n"
]
}
],
"source": [
"print('****Portfolio llocations*****')\n",
"print(sharpe_portfolio.T)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda root]",
"language": "python",
"name": "conda-root-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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