{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "YLfja-xpryfA"
},
"source": [
"# Standard market methods for optimizing the cryptocurrency portfolio.\n",
"\n",
"> Standard market methods for optimizing the cryptocurrency portfolio.\n",
"\n",
"- toc: true\n",
"- branch: master\n",
"- badges: true\n",
"- comments: true\n",
"- author: Zmey56\n",
"- categories: [cryptocurrency, portfolio]"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZsC_J-7n0Kvw"
},
"source": [
"For a long time I have been engaged in the formation of portfolios for clients consisting of stocks and ETFs. I stayed away from the cryptocurrency market, as many warned about its unreliability. The same Warren Buffett. But times are changing and I decided to see what's going on on it. The first task I tried to look at was the prospect of portfolio investment in cryptocurrencies. For analysis, I took cryptocurrencies with maximum capitalization as of [December 30, 2020](https://coinmarketcap.com/historical/20201231/) and for which there is data for at least three years:\n",
"\n",
"* BTC-USD\n",
"* ETH-USD\n",
"* USDT-USD\n",
"* XRP-USD\n",
"* LTC-USD\n",
"* BCH-USD\n",
"* ADA-USD\n",
"* BNB-USD\n",
"* LINK-USD"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "EhLR0oSz25-H"
},
"source": [
"At the beginning, I connect the necessary libraries and get data for analysis from yahoo finance."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "qRxJdOSmm84L"
},
"outputs": [],
"source": [
"import yfinance as yf\n",
"import pandas as pd\n",
"import numpy as np\n",
"from scipy.stats import norm\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "rmJpxwWAPJZJ"
},
"outputs": [],
"source": [
"cryptocurrency = ['BTC-USD', 'ETH-USD', 'USDT-USD', 'XRP-USD', 'LTC-USD', 'BCH-USD', 'ADA-USD', 'BNB-USD', 'LINK-USD']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "nOgPx_bcnBC0",
"outputId": "cc60d69c-070d-4a8e-b86e-a0b7e7982dd0"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[*********************100%***********************] 9 of 9 completed\n"
]
}
],
"source": [
"data= yf.download(cryptocurrency, start=\"2018-01-01\", end=\"2020-12-31\")['Close']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 237
},
"id": "p058hartnGcy",
"outputId": "d61a95ac-69b5-4f42-cc15-bd6952585a20"
},
"outputs": [
{
"data": {
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"\n",
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\n",
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\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" ADA-USD \n",
" BCH-USD \n",
" BNB-USD \n",
" BTC-USD \n",
" ETH-USD \n",
" LINK-USD \n",
" LTC-USD \n",
" USDT-USD \n",
" XRP-USD \n",
" \n",
" \n",
" Date \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" 2018-01-01 \n",
" 0.728657 \n",
" 2432.540039 \n",
" 8.41461 \n",
" 13657.200195 \n",
" 772.640991 \n",
" 0.733563 \n",
" 229.033005 \n",
" 1.007280 \n",
" 2.39103 \n",
" \n",
" \n",
" 2018-01-02 \n",
" 0.782587 \n",
" 2711.000000 \n",
" 8.83777 \n",
" 14982.099609 \n",
" 884.443970 \n",
" 0.673712 \n",
" 255.684006 \n",
" 1.004900 \n",
" 2.48090 \n",
" \n",
" \n",
" 2018-01-03 \n",
" 1.079660 \n",
" 2608.689941 \n",
" 9.53588 \n",
" 15201.000000 \n",
" 962.719971 \n",
" 0.681167 \n",
" 245.367996 \n",
" 1.013440 \n",
" 3.10537 \n",
" \n",
" \n",
" 2018-01-04 \n",
" 1.114120 \n",
" 2430.179932 \n",
" 9.21399 \n",
" 15599.200195 \n",
" 980.921997 \n",
" 0.984368 \n",
" 241.369995 \n",
" 1.002530 \n",
" 3.19663 \n",
" \n",
" \n",
" 2018-01-05 \n",
" 0.999559 \n",
" 2584.479980 \n",
" 14.91720 \n",
" 17429.500000 \n",
" 997.719971 \n",
" 0.907486 \n",
" 249.270996 \n",
" 0.998634 \n",
" 3.04871 \n",
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\n",
" "
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"text/plain": [
" ADA-USD BCH-USD BNB-USD BTC-USD ETH-USD \\\n",
"Date \n",
"2018-01-01 0.728657 2432.540039 8.41461 13657.200195 772.640991 \n",
"2018-01-02 0.782587 2711.000000 8.83777 14982.099609 884.443970 \n",
"2018-01-03 1.079660 2608.689941 9.53588 15201.000000 962.719971 \n",
"2018-01-04 1.114120 2430.179932 9.21399 15599.200195 980.921997 \n",
"2018-01-05 0.999559 2584.479980 14.91720 17429.500000 997.719971 \n",
"\n",
" LINK-USD LTC-USD USDT-USD XRP-USD \n",
"Date \n",
"2018-01-01 0.733563 229.033005 1.007280 2.39103 \n",
"2018-01-02 0.673712 255.684006 1.004900 2.48090 \n",
"2018-01-03 0.681167 245.367996 1.013440 3.10537 \n",
"2018-01-04 0.984368 241.369995 1.002530 3.19663 \n",
"2018-01-05 0.907486 249.270996 0.998634 3.04871 "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "9B-8heFD3U3Y"
},
"source": [
"Next, I will plot the price change of the received cryptocurrencies from 2018 to 2020."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 893
},
"id": "qW52D1Bp1S-A",
"outputId": "6db28e3d-3e31-4f6c-eff3-5e9cc88be449"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(5, 2, figsize=(15,15))\n",
"\n",
"axs[0, 0].plot(data.index, data['BTC-USD'], 'tab:blue' )\n",
"axs[0, 0].set_title('BTC')\n",
"axs[0, 1].plot(data.index, data['ETH-USD'], 'tab:orange')\n",
"axs[0, 1].set_title('ETH')\n",
"axs[1, 0].plot(data.index, data['USDT-USD'], 'tab:green')\n",
"axs[1, 0].set_title('USDT')\n",
"axs[1, 1].plot(data.index, data['XRP-USD'], 'tab:red')\n",
"axs[1, 1].set_title('XRP')\n",
"axs[2, 0].plot(data.index, data['LTC-USD'], 'tab:grey')\n",
"axs[2, 0].set_title('LTC')\n",
"axs[2, 1].plot(data.index, data['BCH-USD'], 'tab:purple')\n",
"axs[2, 1].set_title('BCH')\n",
"axs[3, 0].plot(data.index, data['ADA-USD'], 'tab:purple')\n",
"axs[3, 0].set_title('ADA')\n",
"axs[3, 1].plot(data.index, data['BNB-USD'], 'tab:purple')\n",
"axs[3, 1].set_title('BNB')\n",
"axs[4, 0].plot(data.index, data['LINK-USD'], 'tab:purple')\n",
"axs[4, 0].set_title('LINK')\n",
"fig.delaxes(axs[4,1])\n",
"\n",
"\n",
"for ax in axs.flat:\n",
" ax.set(xlabel='Data', ylabel='Price')\n",
"\n",
"for ax in axs.flat:\n",
" ax.label_outer()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "s0SYYO8z3lbH"
},
"source": [
"Next, you need to get the percentage change in the value of the asset for the trading day. It is calculated using the pct_change() function from the Pandas package. The profitability indicator allows you to better understand and investigate changes over time. It also allows you to compare different assets with each other."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 237
},
"id": "O2ciDlCHnIqG",
"outputId": "7a42a9a4-fa7b-4f90-d6a4-ae77d4b584fe"
},
"outputs": [
{
"data": {
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"text/plain": [
" ADA-USD BCH-USD BNB-USD BTC-USD ETH-USD LINK-USD \\\n",
"Date \n",
"2018-01-01 NaN NaN NaN NaN NaN NaN \n",
"2018-01-02 0.074013 0.114473 0.050289 0.097011 0.144702 -0.081589 \n",
"2018-01-03 0.379604 -0.037739 0.078992 0.014611 0.088503 0.011066 \n",
"2018-01-04 0.031917 -0.068429 -0.033756 0.026196 0.018907 0.445120 \n",
"2018-01-05 -0.102826 0.063493 0.618973 0.117333 0.017125 -0.078103 \n",
"\n",
" LTC-USD USDT-USD XRP-USD \n",
"Date \n",
"2018-01-01 NaN NaN NaN \n",
"2018-01-02 0.116363 -0.002363 0.037586 \n",
"2018-01-03 -0.040347 0.008498 0.251711 \n",
"2018-01-04 -0.016294 -0.010765 0.029388 \n",
"2018-01-05 0.032734 -0.003886 -0.046274 "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"return_data = data.pct_change()\n",
"return_data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "OjAn3M__41kn"
},
"source": [
"In order to analyze the dependence, we construct a covariance matrix. It will be needed in the future for the study of portfolios."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 332
},
"id": "u7F9cVKqppTg",
"outputId": "e0eb78ef-6243-457c-f675-d30f4246138e"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" ADA-USD \n",
" BCH-USD \n",
" BNB-USD \n",
" BTC-USD \n",
" ETH-USD \n",
" LINK-USD \n",
" LTC-USD \n",
" USDT-USD \n",
" XRP-USD \n",
" \n",
" \n",
" \n",
" \n",
" ADA-USD \n",
" 0.003499 \n",
" 0.002599 \n",
" 0.001866 \n",
" 0.001644 \n",
" 0.002345 \n",
" 2.325575e-03 \n",
" 0.002292 \n",
" -1.432984e-05 \n",
" 0.002447 \n",
" \n",
" \n",
" BCH-USD \n",
" 0.002599 \n",
" 0.003890 \n",
" 0.002003 \n",
" 0.001872 \n",
" 0.002409 \n",
" 2.261358e-03 \n",
" 0.002552 \n",
" -1.056895e-05 \n",
" 0.002285 \n",
" \n",
" \n",
" BNB-USD \n",
" 0.001866 \n",
" 0.002003 \n",
" 0.003237 \n",
" 0.001412 \n",
" 0.001790 \n",
" 1.875681e-03 \n",
" 0.001888 \n",
" -1.071456e-05 \n",
" 0.001596 \n",
" \n",
" \n",
" BTC-USD \n",
" 0.001644 \n",
" 0.001872 \n",
" 0.001412 \n",
" 0.001504 \n",
" 0.001576 \n",
" 1.501832e-03 \n",
" 0.001628 \n",
" -2.623424e-06 \n",
" 0.001373 \n",
" \n",
" \n",
" ETH-USD \n",
" 0.002345 \n",
" 0.002409 \n",
" 0.001790 \n",
" 0.001576 \n",
" 0.002435 \n",
" 2.151127e-03 \n",
" 0.002132 \n",
" -1.504240e-05 \n",
" 0.002014 \n",
" \n",
" \n",
" LINK-USD \n",
" 0.002326 \n",
" 0.002261 \n",
" 0.001876 \n",
" 0.001502 \n",
" 0.002151 \n",
" 5.462779e-03 \n",
" 0.001945 \n",
" -3.780223e-07 \n",
" 0.001991 \n",
" \n",
" \n",
" LTC-USD \n",
" 0.002292 \n",
" 0.002552 \n",
" 0.001888 \n",
" 0.001628 \n",
" 0.002132 \n",
" 1.945389e-03 \n",
" 0.002717 \n",
" -1.060501e-05 \n",
" 0.001995 \n",
" \n",
" \n",
" USDT-USD \n",
" -0.000014 \n",
" -0.000011 \n",
" -0.000011 \n",
" -0.000003 \n",
" -0.000015 \n",
" -3.780223e-07 \n",
" -0.000011 \n",
" 2.541547e-05 \n",
" -0.000017 \n",
" \n",
" \n",
" XRP-USD \n",
" 0.002447 \n",
" 0.002285 \n",
" 0.001596 \n",
" 0.001373 \n",
" 0.002014 \n",
" 1.990731e-03 \n",
" 0.001995 \n",
" -1.685244e-05 \n",
" 0.003213 \n",
" \n",
" \n",
"
\n",
"
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"
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" \n",
" \n",
" \n",
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" \n",
" \n",
" \n",
"\n",
" \n",
"
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"
\n",
" "
],
"text/plain": [
" ADA-USD BCH-USD BNB-USD BTC-USD ETH-USD LINK-USD \\\n",
"ADA-USD 0.003499 0.002599 0.001866 0.001644 0.002345 2.325575e-03 \n",
"BCH-USD 0.002599 0.003890 0.002003 0.001872 0.002409 2.261358e-03 \n",
"BNB-USD 0.001866 0.002003 0.003237 0.001412 0.001790 1.875681e-03 \n",
"BTC-USD 0.001644 0.001872 0.001412 0.001504 0.001576 1.501832e-03 \n",
"ETH-USD 0.002345 0.002409 0.001790 0.001576 0.002435 2.151127e-03 \n",
"LINK-USD 0.002326 0.002261 0.001876 0.001502 0.002151 5.462779e-03 \n",
"LTC-USD 0.002292 0.002552 0.001888 0.001628 0.002132 1.945389e-03 \n",
"USDT-USD -0.000014 -0.000011 -0.000011 -0.000003 -0.000015 -3.780223e-07 \n",
"XRP-USD 0.002447 0.002285 0.001596 0.001373 0.002014 1.990731e-03 \n",
"\n",
" LTC-USD USDT-USD XRP-USD \n",
"ADA-USD 0.002292 -1.432984e-05 0.002447 \n",
"BCH-USD 0.002552 -1.056895e-05 0.002285 \n",
"BNB-USD 0.001888 -1.071456e-05 0.001596 \n",
"BTC-USD 0.001628 -2.623424e-06 0.001373 \n",
"ETH-USD 0.002132 -1.504240e-05 0.002014 \n",
"LINK-USD 0.001945 -3.780223e-07 0.001991 \n",
"LTC-USD 0.002717 -1.060501e-05 0.001995 \n",
"USDT-USD -0.000011 2.541547e-05 -0.000017 \n",
"XRP-USD 0.001995 -1.685244e-05 0.003213 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"var_matrix = return_data.cov()\n",
"var_matrix"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jtwfpLjK6pff"
},
"source": [
"After that, you can analyze by generating random weights of each cryptocurrency in the portfolio and calculating profitability and volatility for them. The execution may take a long time."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "PPYIQx5Wpsi5"
},
"outputs": [],
"source": [
"# Initialize an empty list for storing the portfolio return\n",
"port_return = []\n",
"\n",
"# Initialize an empty list for storing the portfolio volatility\n",
"port_volatility = []\n",
"\n",
"# Initialize an empty list for storing the Sharpo Ratio\n",
"# port_sharpo = []\n",
"\n",
"# Initialize an empty list for storing the portfolio weights\n",
"port_weights = []\n",
"\n",
"\n",
"num_assets = len(data.columns)\n",
"num_portfolio = 1000000\n",
"\n",
"individual_rets = data.resample('Y').last().pct_change().mean()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "TuTl_xGxpwJw"
},
"outputs": [],
"source": [
"for port in range(num_portfolio):\n",
" # Randomly generate weigh combination\n",
" weights = np.random.random(num_assets)\n",
" # Normalize weight so that they sum to 1\n",
" weights = weights/np.sum(weights)\n",
" port_weights.append(weights)\n",
" # Return are the dot product of individual expected returns of asset and its weights\n",
" returns = np.dot(weights, individual_rets)\n",
" port_return.append(returns)\n",
" # Computing Portfolio Volatility\n",
" portfolio_volatility = np.sqrt(np.dot(weights.T,np.dot(var_matrix*252,weights))) \n",
" port_volatility.append(portfolio_volatility)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "g_D4HnYlp1AK"
},
"outputs": [],
"source": [
"# Creating dictionary of returns and volatility\n",
"portfolio = {'Returns': port_return,'Volatility': port_volatility}\n",
"\n",
"for counter, symbol in enumerate(data.columns.tolist()):\n",
" portfolio[symbol] = [w[counter] for w in port_weights]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "eAKbtAK_xJwk",
"outputId": "f7696052-5982-4817-e9b4-81d394f8c4c2"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Returns \n",
" Volatility \n",
" ADA-USD \n",
" BCH-USD \n",
" BNB-USD \n",
" BTC-USD \n",
" ETH-USD \n",
" LINK-USD \n",
" LTC-USD \n",
" USDT-USD \n",
" XRP-USD \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 1.275088 \n",
" 0.602960 \n",
" 0.017891 \n",
" 0.039905 \n",
" 0.200064 \n",
" 0.242443 \n",
" 0.067836 \n",
" 0.020042 \n",
" 0.167108 \n",
" 0.122166 \n",
" 0.122545 \n",
" \n",
" \n",
" 1 \n",
" 1.610102 \n",
" 0.728987 \n",
" 0.145538 \n",
" 0.129820 \n",
" 0.159796 \n",
" 0.051294 \n",
" 0.176501 \n",
" 0.057838 \n",
" 0.161469 \n",
" 0.024209 \n",
" 0.093534 \n",
" \n",
" \n",
" 2 \n",
" 1.499318 \n",
" 0.635478 \n",
" 0.095152 \n",
" 0.109144 \n",
" 0.132523 \n",
" 0.044551 \n",
" 0.154209 \n",
" 0.084376 \n",
" 0.141027 \n",
" 0.147222 \n",
" 0.091795 \n",
" \n",
" \n",
" 3 \n",
" 1.889512 \n",
" 0.605490 \n",
" 0.297959 \n",
" 0.005144 \n",
" 0.138898 \n",
" 0.012262 \n",
" 0.217998 \n",
" 0.094497 \n",
" 0.009871 \n",
" 0.222222 \n",
" 0.001150 \n",
" \n",
" \n",
" 4 \n",
" 1.992998 \n",
" 0.646593 \n",
" 0.188491 \n",
" 0.004146 \n",
" 0.115700 \n",
" 0.178634 \n",
" 0.062736 \n",
" 0.165734 \n",
" 0.054014 \n",
" 0.111589 \n",
" 0.118957 \n",
" \n",
" \n",
"
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"
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" \n",
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" \n",
" \n",
" \n",
"\n",
" \n",
"
\n",
"
\n",
" "
],
"text/plain": [
" Returns Volatility ADA-USD BCH-USD BNB-USD BTC-USD ETH-USD \\\n",
"0 1.275088 0.602960 0.017891 0.039905 0.200064 0.242443 0.067836 \n",
"1 1.610102 0.728987 0.145538 0.129820 0.159796 0.051294 0.176501 \n",
"2 1.499318 0.635478 0.095152 0.109144 0.132523 0.044551 0.154209 \n",
"3 1.889512 0.605490 0.297959 0.005144 0.138898 0.012262 0.217998 \n",
"4 1.992998 0.646593 0.188491 0.004146 0.115700 0.178634 0.062736 \n",
"\n",
" LINK-USD LTC-USD USDT-USD XRP-USD \n",
"0 0.020042 0.167108 0.122166 0.122545 \n",
"1 0.057838 0.161469 0.024209 0.093534 \n",
"2 0.084376 0.141027 0.147222 0.091795 \n",
"3 0.094497 0.009871 0.222222 0.001150 \n",
"4 0.165734 0.054014 0.111589 0.118957 "
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Converting dictionarity to DataFrame\n",
"portfolios_V1 = pd.DataFrame(portfolio)\n",
"portfolios_V1.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wsa-wo4r7u2Q"
},
"source": [
"After that, you can choose a portfolio with minimal volatility, maximum Sharpe ratio and maximum profitability."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "LVnupATuxQMf"
},
"outputs": [],
"source": [
"# risk factor\n",
"rf = 0.02\n",
"min_vol_port = portfolios_V1.iloc[portfolios_V1['Volatility'].idxmin()]\n",
"optimal_risky_port = portfolios_V1.iloc[((portfolios_V1['Returns']-rf)/portfolios_V1['Volatility']).idxmax()]\n",
"max_ret_port = portfolios_V1.iloc[portfolios_V1['Returns'].idxmax()]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "93Ap-glQ80k4"
},
"outputs": [],
"source": [
"#weights in a portfolio with minimal volatility\n",
"weights_min_vol = np.array(min_vol_port[2:])\n",
"\n",
"#weights in a portfolio with max Sharpe Ratio\n",
"weights_opt_sr = np.array(optimal_risky_port[2:])\n",
"\n",
"#weights in a portfolio with max Returns\n",
"weights_max_ret = np.array(max_ret_port[2:])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Rhnmyzdx8UMq"
},
"source": [
"We keep for these portfolios the weights that will be required in the analysis in 2021."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "llc1Jw0T5_B1"
},
"outputs": [],
"source": [
"df_weights = pd.DataFrame(columns=portfolios_V1.columns)\n",
"df_weights = df_weights.append(min_vol_port.rename(\"Minimum Volatility\").to_frame().T)\n",
"df_weights = df_weights.append(max_ret_port.rename(\"Maximum Returns\").to_frame().T)\n",
"df_weights = df_weights.append(optimal_risky_port.rename(\"Maximum Sharpe Ratio\").to_frame().T)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "p98lCLIt8gzH"
},
"source": [
"We also calculate weights for a portfolio with maximum diversification and store weights for it in a separate variable."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "wAvpLiPxxzYQ"
},
"outputs": [],
"source": [
"# convert to array return_data and var_matrix\n",
"array_returns = np.asarray(return_data.dropna())\n",
"array_cov = np.asarray(var_matrix)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ZdNo9pGNx2fP"
},
"outputs": [],
"source": [
"mean_returns = np.mean(array_returns, axis = 0)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "x1JtY6Nmx4oE"
},
"outputs": [],
"source": [
"portfolios_V1_div = portfolios_V1.copy()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Eo3eU_fWx9oG"
},
"outputs": [],
"source": [
"# list for diversification ratio\n",
"div_ratio = []"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "uc8jgzWJyBPC"
},
"outputs": [],
"source": [
"for i in range(portfolios_V1.shape[0]):\n",
" weight_vector = list(portfolios_V1.iloc[i])[2:]\n",
" portfolio_risk = np.sqrt(np.matmul((np.matmul(weight_vector,array_cov)), np.transpose(weight_vector)))\n",
" ann_portfolio_risk = portfolio_risk*np.sqrt(252)*100\n",
" portfolio_return = np.matmul(weight_vector, np.transpose(mean_returns))\n",
" ann_portfolio_return = 252*portfolio_return * 100\n",
"\n",
" portfolio_asset_sdv = np.sqrt(np.diagonal(array_cov))\n",
" portfolio_div_ratio = np.sum(np.multiply(portfolio_asset_sdv, weight_vector)) \\\n",
" / portfolio_risk\n",
" div_ratio.append(portfolio_div_ratio)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "D6uU2kUWyDfl"
},
"outputs": [],
"source": [
"portfolios_V1_div['Diversification Ratio'] = div_ratio"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "hjZT2qahzF-T"
},
"outputs": [],
"source": [
"div_port = portfolios_V1_div.iloc[portfolios_V1_div['Diversification Ratio'].idxmax()]\n",
"df_weights = df_weights.append(div_port[:-1].rename(\"Maximum Diversification\").to_frame().T)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "gUJIUEQSAa8U",
"outputId": "e304215d-3892-4033-91ee-6f5be07f3bb0"
},
"outputs": [
{
"data": {
"text/plain": [
"1.327768493018246"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"div_port[-1]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "irGraI5TXefJ"
},
"outputs": [],
"source": [
"weights_div = np.array(portfolios_V1_div.iloc[portfolios_V1_div['Diversification Ratio'].idxmax()][2:-1])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "iOjf75ih81gj"
},
"source": [
"All weights are added to the shared DataFrame."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 175
},
"id": "Cb3ZVM4VIpe7",
"outputId": "b856a2f2-30d3-4dbc-fd5b-98eb47f59e7d"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Returns \n",
" Volatility \n",
" ADA-USD \n",
" BCH-USD \n",
" BNB-USD \n",
" BTC-USD \n",
" ETH-USD \n",
" LINK-USD \n",
" LTC-USD \n",
" USDT-USD \n",
" XRP-USD \n",
" \n",
" \n",
" \n",
" \n",
" Minimum Volatility \n",
" 0.644970 \n",
" 0.338505 \n",
" 0.039403 \n",
" 0.032176 \n",
" 0.125483 \n",
" 0.025616 \n",
" 0.110709 \n",
" 0.013273 \n",
" 0.000806 \n",
" 0.539546 \n",
" 0.112987 \n",
" \n",
" \n",
" Maximum Returns \n",
" 3.404571 \n",
" 0.836631 \n",
" 0.054534 \n",
" 0.042329 \n",
" 0.084251 \n",
" 0.105939 \n",
" 0.002381 \n",
" 0.526967 \n",
" 0.139040 \n",
" 0.037424 \n",
" 0.007135 \n",
" \n",
" \n",
" Maximum Sharpe Ratio \n",
" 3.386314 \n",
" 0.772965 \n",
" 0.037133 \n",
" 0.016446 \n",
" 0.031833 \n",
" 0.288221 \n",
" 0.081801 \n",
" 0.474756 \n",
" 0.003064 \n",
" 0.056841 \n",
" 0.009905 \n",
" \n",
" \n",
" Maximum Diversification \n",
" 1.001002 \n",
" 0.395160 \n",
" 0.062588 \n",
" 0.038603 \n",
" 0.095675 \n",
" 0.125148 \n",
" 0.000771 \n",
" 0.083197 \n",
" 0.033849 \n",
" 0.446510 \n",
" 0.113658 \n",
" \n",
" \n",
"
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"
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"
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" \n",
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" \n",
" \n",
" \n",
"\n",
" \n",
"
\n",
"
\n",
" "
],
"text/plain": [
" Returns Volatility ADA-USD BCH-USD BNB-USD \\\n",
"Minimum Volatility 0.644970 0.338505 0.039403 0.032176 0.125483 \n",
"Maximum Returns 3.404571 0.836631 0.054534 0.042329 0.084251 \n",
"Maximum Sharpe Ratio 3.386314 0.772965 0.037133 0.016446 0.031833 \n",
"Maximum Diversification 1.001002 0.395160 0.062588 0.038603 0.095675 \n",
"\n",
" BTC-USD ETH-USD LINK-USD LTC-USD USDT-USD \\\n",
"Minimum Volatility 0.025616 0.110709 0.013273 0.000806 0.539546 \n",
"Maximum Returns 0.105939 0.002381 0.526967 0.139040 0.037424 \n",
"Maximum Sharpe Ratio 0.288221 0.081801 0.474756 0.003064 0.056841 \n",
"Maximum Diversification 0.125148 0.000771 0.083197 0.033849 0.446510 \n",
"\n",
" XRP-USD \n",
"Minimum Volatility 0.112987 \n",
"Maximum Returns 0.007135 \n",
"Maximum Sharpe Ratio 0.009905 \n",
"Maximum Diversification 0.113658 "
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_weights"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-nyzEnER89uC"
},
"source": [
"For a visual representation, we will display pie charts with asset weights in portfolios."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "ni2nIoJOBtxu"
},
"outputs": [],
"source": [
"df_weights_circle = df_weights.drop(['Returns', 'Volatility'], axis = 1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 175
},
"id": "NhDhtHitkxgL",
"outputId": "e05a6b00-040c-4acd-bfc0-d956205293c3"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" ADA-USD \n",
" BCH-USD \n",
" BNB-USD \n",
" BTC-USD \n",
" ETH-USD \n",
" LINK-USD \n",
" LTC-USD \n",
" USDT-USD \n",
" XRP-USD \n",
" \n",
" \n",
" \n",
" \n",
" Minimum Volatility \n",
" 0.039403 \n",
" 0.032176 \n",
" 0.125483 \n",
" 0.025616 \n",
" 0.110709 \n",
" 0.013273 \n",
" 0.000806 \n",
" 0.539546 \n",
" 0.112987 \n",
" \n",
" \n",
" Maximum Returns \n",
" 0.054534 \n",
" 0.042329 \n",
" 0.084251 \n",
" 0.105939 \n",
" 0.002381 \n",
" 0.526967 \n",
" 0.139040 \n",
" 0.037424 \n",
" 0.007135 \n",
" \n",
" \n",
" Maximum Sharpe Ratio \n",
" 0.037133 \n",
" 0.016446 \n",
" 0.031833 \n",
" 0.288221 \n",
" 0.081801 \n",
" 0.474756 \n",
" 0.003064 \n",
" 0.056841 \n",
" 0.009905 \n",
" \n",
" \n",
" Maximum Diversification \n",
" 0.062588 \n",
" 0.038603 \n",
" 0.095675 \n",
" 0.125148 \n",
" 0.000771 \n",
" 0.083197 \n",
" 0.033849 \n",
" 0.446510 \n",
" 0.113658 \n",
" \n",
" \n",
"
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"
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"
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" \n",
" \n",
" \n",
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"\n",
" \n",
"
\n",
"
\n",
" "
],
"text/plain": [
" ADA-USD BCH-USD BNB-USD BTC-USD ETH-USD \\\n",
"Minimum Volatility 0.039403 0.032176 0.125483 0.025616 0.110709 \n",
"Maximum Returns 0.054534 0.042329 0.084251 0.105939 0.002381 \n",
"Maximum Sharpe Ratio 0.037133 0.016446 0.031833 0.288221 0.081801 \n",
"Maximum Diversification 0.062588 0.038603 0.095675 0.125148 0.000771 \n",
"\n",
" LINK-USD LTC-USD USDT-USD XRP-USD \n",
"Minimum Volatility 0.013273 0.000806 0.539546 0.112987 \n",
"Maximum Returns 0.526967 0.139040 0.037424 0.007135 \n",
"Maximum Sharpe Ratio 0.474756 0.003064 0.056841 0.009905 \n",
"Maximum Diversification 0.083197 0.033849 0.446510 0.113658 "
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_weights_circle"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 590
},
"id": "Bjay6Bw0CsGv",
"outputId": "2e312018-2725-4e7f-c6a0-ea753c72e4b6"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"color_pie = ['Grey', 'Purple', 'Blue', 'Green', 'Orange', 'Red', 'Yellow', 'magenta', 'cyan']\n",
"color_pie_dict = dict(zip(df_weights_circle.columns, color_pie))\n",
"\n",
"fig, axes = plt.subplots(2, 2, figsize=(15, 10))\n",
"\n",
"for i, (idx, row) in enumerate(df_weights_circle.iterrows()):\n",
" ax = axes[i//2, i%2]\n",
" row = row[row.gt(row.sum() * .01)]\n",
" ax.pie(row, labels=row.index, colors=[color_pie_dict.get(i) for i in row.index], startangle=30)\n",
" ax.set_title(idx)\n",
"\n",
"fig.subplots_adjust(wspace=.2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BKNp6FnTCtPQ"
},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nWuHt9XeIWto"
},
"source": [
"Now comes the most interesting moment - to see how the portfolios behaved in 2021. Let's carry out the same steps - download the data, calculate their daily profitability."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "HshbG0IfzIpS",
"outputId": "3e93af27-f980-4567-a50a-bb2c3f2bd4aa"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[*********************100%***********************] 9 of 9 completed\n"
]
}
],
"source": [
"data_2021= yf.download(cryptocurrency, start=\"2020-12-31\", end=\"2021-12-31\")['Adj Close']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 237
},
"id": "cmznMDzo_axK",
"outputId": "9a6b0afa-7498-4c6a-ff82-8ef6295903b9"
},
"outputs": [
{
"data": {
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" \n",
" ADA-USD \n",
" BCH-USD \n",
" BNB-USD \n",
" BTC-USD \n",
" ETH-USD \n",
" LINK-USD \n",
" LTC-USD \n",
" USDT-USD \n",
" XRP-USD \n",
" \n",
" \n",
" Date \n",
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" 774.534973 \n",
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" 2021-01-03 \n",
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" \n",
" \n",
" 2021-01-04 \n",
" 0.224762 \n",
" 407.936920 \n",
" 40.926353 \n",
" 31971.914062 \n",
" 1040.233032 \n",
" 13.571063 \n",
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"text/plain": [
" ADA-USD BCH-USD BNB-USD BTC-USD ETH-USD \\\n",
"Date \n",
"2020-12-31 0.181397 343.052643 37.376034 29001.720703 737.803406 \n",
"2021-01-01 0.175350 341.985657 37.905010 29374.152344 730.367554 \n",
"2021-01-02 0.177423 354.599945 38.241592 32127.267578 774.534973 \n",
"2021-01-03 0.204995 421.789856 41.148979 32782.023438 975.507690 \n",
"2021-01-04 0.224762 407.936920 40.926353 31971.914062 1040.233032 \n",
"\n",
" LINK-USD LTC-USD USDT-USD XRP-USD \n",
"Date \n",
"2020-12-31 11.270538 124.690323 1.000598 0.219846 \n",
"2021-01-01 11.872555 126.230347 1.001916 0.237444 \n",
"2021-01-02 12.220137 136.944885 1.000600 0.221655 \n",
"2021-01-03 13.650172 160.190582 1.000514 0.225848 \n",
"2021-01-04 13.571063 154.807327 1.000128 0.236677 "
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_2021.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "rsgE5EZIAN7d"
},
"outputs": [],
"source": [
"return_data_2021 = data_2021.pct_change()\n",
"cum_daily_return = (1 + return_data_2021).cumprod()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 206
},
"id": "rBM41tnLE2A-",
"outputId": "81e85a4a-0ab9-49e3-b8a6-f32215c3e304"
},
"outputs": [
{
"data": {
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" BCH-USD \n",
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" BTC-USD \n",
" ETH-USD \n",
" LINK-USD \n",
" LTC-USD \n",
" USDT-USD \n",
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" ADA-USD \n",
" 0.004716 \n",
" 0.002768 \n",
" 0.002637 \n",
" 0.001665 \n",
" 0.002368 \n",
" 0.003228 \n",
" 0.002598 \n",
" 0.000002 \n",
" 0.002582 \n",
" \n",
" \n",
" BCH-USD \n",
" 0.002768 \n",
" 0.004877 \n",
" 0.002842 \n",
" 0.002032 \n",
" 0.002843 \n",
" 0.003672 \n",
" 0.003561 \n",
" -0.000002 \n",
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" 0.005985 \n",
" 0.001942 \n",
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" 0.003302 \n",
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" 0.001665 \n",
" 0.002032 \n",
" 0.001942 \n",
" 0.001772 \n",
" 0.001794 \n",
" 0.002110 \n",
" 0.001998 \n",
" -0.000001 \n",
" 0.001828 \n",
" \n",
" \n",
" ETH-USD \n",
" 0.002368 \n",
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" 0.002571 \n",
" 0.001794 \n",
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" 0.003224 \n",
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" ADA-USD BCH-USD BNB-USD BTC-USD ETH-USD LINK-USD LTC-USD \\\n",
"ADA-USD 0.004716 0.002768 0.002637 0.001665 0.002368 0.003228 0.002598 \n",
"BCH-USD 0.002768 0.004877 0.002842 0.002032 0.002843 0.003672 0.003561 \n",
"BNB-USD 0.002637 0.002842 0.005985 0.001942 0.002571 0.003302 0.002818 \n",
"BTC-USD 0.001665 0.002032 0.001942 0.001772 0.001794 0.002110 0.001998 \n",
"ETH-USD 0.002368 0.002843 0.002571 0.001794 0.003136 0.003224 0.002733 \n",
"\n",
" USDT-USD XRP-USD \n",
"ADA-USD 0.000002 0.002582 \n",
"BCH-USD -0.000002 0.003195 \n",
"BNB-USD 0.000001 0.002922 \n",
"BTC-USD -0.000001 0.001828 \n",
"ETH-USD -0.000001 0.002385 "
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"var_matrix_2021 = return_data_2021.cov()\n",
"var_matrix_2021.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1AIK_M5BJHIi"
},
"source": [
"Then, using the previously obtained weights, we will calculate the profitability of portfolios at the end of the year and their volatility."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "To0uviixFJS0"
},
"outputs": [],
"source": [
"individual_rets_2021 = data_2021.resample('Y').last().pct_change().mean()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "odK0gX0Go1WZ"
},
"outputs": [],
"source": [
"result_2021 = pd.DataFrame()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "FWlbfRVGkjPc"
},
"outputs": [],
"source": [
"for i in range(df_weights_circle.shape[0]):\n",
" weight = np.array(df_weights_circle.iloc[i])\n",
" ret = (np.dot(weight, individual_rets_2021))\n",
" vol = np.sqrt(np.dot(weight.T,np.dot(var_matrix*252,weight))) \n",
" result_2021 = result_2021.append(pd.Series([ret, vol]).rename(df_weights_circle.iloc[[i]].index[0]).to_frame().T)\n",
"result_2021.columns = ['Returns', 'Volatility']"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 175
},
"id": "APjcsgrkp8o-",
"outputId": "bf758c71-36ce-4904-a13c-2252d548ae20"
},
"outputs": [
{
"data": {
"text/html": [
"\n",
" \n",
"
\n",
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Returns \n",
" Volatility \n",
" \n",
" \n",
" \n",
" \n",
" Minimum Volatility \n",
" 2.626962 \n",
" 0.338505 \n",
" \n",
" \n",
" Maximum Returns \n",
" 1.925349 \n",
" 0.836631 \n",
" \n",
" \n",
" Maximum Sharpe Ratio \n",
" 1.516337 \n",
" 0.772965 \n",
" \n",
" \n",
" Maximum Diversification \n",
" 2.074494 \n",
" 0.395160 \n",
" \n",
" \n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
" \n",
"\n",
" \n",
"
\n",
"
\n",
" "
],
"text/plain": [
" Returns Volatility\n",
"Minimum Volatility 2.626962 0.338505\n",
"Maximum Returns 1.925349 0.836631\n",
"Maximum Sharpe Ratio 1.516337 0.772965\n",
"Maximum Diversification 2.074494 0.395160"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result_2021"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CYiRVcyQJtX6"
},
"source": [
"We will also plot the price change of portfolios during the year."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 633
},
"id": "_6AhzNnyFJCf",
"outputId": "d2addd30-0551-416c-c8d9-fe0f188f162f"
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, axs = plt.subplots(figsize=(15,10))\n",
"\n",
"(cum_daily_return.multiply(weights_min_vol, axis=1).sum(axis=1) - 1).plot(label = 'Minimum volatility')\n",
"(cum_daily_return.multiply(weights_opt_sr, axis=1).sum(axis=1) - 1).plot(label = 'Maximum Sharp')\n",
"(cum_daily_return.multiply(weights_div, axis=1).sum(axis=1) - 1).plot(label = 'Maximum Diversification')\n",
"(cum_daily_return.multiply(weights_max_ret, axis=1).sum(axis=1) - 1).plot(label = 'Maximum Returns')\n",
"\n",
"plt.title('2021 year')\n",
"\n",
"plt.ylim(0)\n",
"\n",
"plt.legend()\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xIaO3Ku9q5c5"
},
"source": [
"As can be seen from the results obtained, the portfolio showed the greatest profitability, which over the past years showed minimal volatility. In second place was a portfolio with maximum diversification. At the same time, all portfolios experienced maximum drawdown from May to June. I would like to warn you, this study is not an investment idea. Moreover, additional analyses using machine learning and time series analysis are still required."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"background_save": true
},
"id": "KNMMqmAQjZ2_"
},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"name": "Portfolios_cryptocurrency.ipynb",
"provenance": []
},
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.12"
}
},
"nbformat": 4,
"nbformat_minor": 1
}