{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "선택한 가상화폐의 5일 이동평균을 1일 1회 체크\n", "\n", "현재 가격이 이동평균보다 높으면 매수 또는 보유\n", "\n", "현재 가격이 이동평균보다 낮으면 매도 또는 투자 보류\n", "\n", "현금 비중은 80%로 유지\n", "\n", "자금 관리 : 가상화폐별 투입 금액은 자산의 20% / 가상화폐 수 (5개 화폐를 포함할 경우 각 화폐에 자산의 20% / 5 = 4% 를 투자)\n", "\n", "\n", "필요한 데이터를 불러온다" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "#필요한 데이터를 불러온다\n", "\n", "import pybithumb\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "일단 비트코인 하나로만 가지고 해보자. " ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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openhighlowclosevolume
time
2013-12-27 00:00:00737000.0755000.0737000.0755000.03.780000
2013-12-28 00:00:00750000.0750000.0750000.0750000.012.000000
2013-12-29 00:00:00750000.0750000.0728000.0739000.019.058000
2013-12-30 00:00:00740000.0772000.0740000.0768000.09.488973
2013-12-31 00:00:00768000.0800000.0763000.0768000.018.650350
..................
2022-03-31 00:00:0056857000.057185000.056265000.056643000.03987.703359
2022-04-01 00:00:0056643000.056699000.054268000.056167000.04367.598752
2022-04-02 00:00:0056158000.057361000.055973000.056658000.03203.250023
2022-04-03 00:00:0056630000.056850000.055800000.056705000.02407.050967
2022-04-04 12:00:0056708000.057500000.056064000.056417000.0899.094351
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" ], "text/plain": [ " open high low close \\\n", "time \n", "2013-12-27 00:00:00 737000.0 755000.0 737000.0 755000.0 \n", "2013-12-28 00:00:00 750000.0 750000.0 750000.0 750000.0 \n", "2013-12-29 00:00:00 750000.0 750000.0 728000.0 739000.0 \n", "2013-12-30 00:00:00 740000.0 772000.0 740000.0 768000.0 \n", "2013-12-31 00:00:00 768000.0 800000.0 763000.0 768000.0 \n", "... ... ... ... ... \n", "2022-03-31 00:00:00 56857000.0 57185000.0 56265000.0 56643000.0 \n", "2022-04-01 00:00:00 56643000.0 56699000.0 54268000.0 56167000.0 \n", "2022-04-02 00:00:00 56158000.0 57361000.0 55973000.0 56658000.0 \n", "2022-04-03 00:00:00 56630000.0 56850000.0 55800000.0 56705000.0 \n", "2022-04-04 12:00:00 56708000.0 57500000.0 56064000.0 56417000.0 \n", "\n", " volume \n", "time \n", "2013-12-27 00:00:00 3.780000 \n", "2013-12-28 00:00:00 12.000000 \n", "2013-12-29 00:00:00 19.058000 \n", "2013-12-30 00:00:00 9.488973 \n", "2013-12-31 00:00:00 18.650350 \n", "... ... \n", "2022-03-31 00:00:00 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btc_invested\n", " \n", " # 만약 btc 가격이 5일이평선보다 커지면 매수한다\n", " if (btc_df.iloc[i]['close'] >= btc_df.iloc[i]['ma_5']) and (btc_invested == 0):\n", " \n", " print('buy')\n", " \n", " # 현금은 80% 남긴다\n", " cash = total_capital * (1 - investing_weight)\n", " \n", " # 비트코인에는 20%만 투자한다(수수료비용은 차감한다)\n", " btc_invested = total_capital * (investing_weight) * (1 - fee)\n", " total_capital = cash + btc_invested # 전체 투자금액은 현금에 비트코인에 투자된 금액이다\n", " \n", " # 만약 btc 가격이 5일이평선보다 작아지면 매도한다\n", " elif (btc_df.iloc[i]['close'] < btc_df.iloc[i]['ma_5']) and (btc_invested != 0):\n", " \n", " print('sell')\n", " \n", " # 비트코인을 매도한다 (매도할때 수수료 차감한다)\n", " btc_invested = btc_invested * (1 - fee)\n", " total_capital = cash + btc_invested # 전체 투자금액은 현금에 비트코인에 투자된 금액이다\n", " cash = total_capital #전체 투자금액은 현금으로 보유한다 \n", " \n", " # 비트코인 투자금액을 0으로 만든다\n", " btc_invested = 0\n", " \n", " \n", " btc_close_price_list.append(btc_close)\n", " total_capital_list.append(total_capital)\n", " \n", " print(btc_close, total_capital)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "ror_df = pd.DataFrame({\"btc_close\" : btc_close_price_list, \"total_capital\" : total_capital_list}, index = btc_df.index)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [], "source": [ "ror_df['ror'] = ror_df['total_capital'].pct_change() + 1\n", "ror_df['cum_ror'] = ror_df['ror'].cumprod()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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btc_closetotal_capitalrorcum_ror
time
2013-12-31 00:00:00768000.09.996000e+07NaNNaN
2014-01-01 00:00:00777000.01.001939e+081.0023401.002340
2014-01-02 00:00:00778000.01.002199e+081.0002591.002600
2014-01-03 00:00:00834000.01.016753e+081.0145221.017160
2014-01-04 00:00:00846000.01.019872e+081.0030671.020280
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2022-03-31 00:00:0056643000.05.456760e+080.9992605.458943
2022-04-01 00:00:0056167000.05.444633e+080.9977785.446812
2022-04-02 00:00:0056658000.05.444633e+081.0000005.446812
2022-04-03 00:00:0056705000.05.442455e+080.9996005.444633
2022-04-04 12:00:0056417000.05.434773e+080.9985895.436948
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2927 rows × 4 columns

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" ], "text/plain": [ " btc_close total_capital ror cum_ror\n", "time \n", "2013-12-31 00:00:00 768000.0 9.996000e+07 NaN NaN\n", "2014-01-01 00:00:00 777000.0 1.001939e+08 1.002340 1.002340\n", "2014-01-02 00:00:00 778000.0 1.002199e+08 1.000259 1.002600\n", "2014-01-03 00:00:00 834000.0 1.016753e+08 1.014522 1.017160\n", "2014-01-04 00:00:00 846000.0 1.019872e+08 1.003067 1.020280\n", "... ... ... ... ...\n", "2022-03-31 00:00:00 56643000.0 5.456760e+08 0.999260 5.458943\n", "2022-04-01 00:00:00 56167000.0 5.444633e+08 0.997778 5.446812\n", "2022-04-02 00:00:00 56658000.0 5.444633e+08 1.000000 5.446812\n", "2022-04-03 00:00:00 56705000.0 5.442455e+08 0.999600 5.444633\n", "2022-04-04 12:00:00 56417000.0 5.434773e+08 0.998589 5.436948\n", "\n", "[2927 rows x 4 columns]" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ror_df" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "# 전 고점(HWM : High Water Mark)\n", "ror_df['highwatermark'] = ror_df['cum_ror'].cummax()\n", "ror_df['drawdown'] = (ror_df['cum_ror'] / ror_df['highwatermark']) - 1" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "# mdd를 구한다\n", "ror_df['max_drawdown'] = ror_df['drawdown'].cummin()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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btc_closetotal_capitalrorcum_rorhighwatermarkdrawdownmax_drawdown
time
2013-12-31 00:00:00768000.09.996000e+07NaNNaNNaNNaNNaN
2014-01-01 00:00:00777000.01.001939e+081.0023401.0023401.0023400.0000000.000000
2014-01-02 00:00:00778000.01.002199e+081.0002591.0026001.0026000.0000000.000000
2014-01-03 00:00:00834000.01.016753e+081.0145221.0171601.0171600.0000000.000000
2014-01-04 00:00:00846000.01.019872e+081.0030671.0202801.0202800.0000000.000000
........................
2022-03-31 00:00:0056643000.05.456760e+080.9992605.4589435.764905-0.053073-0.131403
2022-04-01 00:00:0056167000.05.444633e+080.9977785.4468125.764905-0.055178-0.131403
2022-04-02 00:00:0056658000.05.444633e+081.0000005.4468125.764905-0.055178-0.131403
2022-04-03 00:00:0056705000.05.442455e+080.9996005.4446335.764905-0.055556-0.131403
2022-04-04 12:00:0056417000.05.434773e+080.9985895.4369485.764905-0.056889-0.131403
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2927 rows × 7 columns

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" ], "text/plain": [ " btc_close total_capital ror cum_ror \\\n", "time \n", "2013-12-31 00:00:00 768000.0 9.996000e+07 NaN NaN \n", "2014-01-01 00:00:00 777000.0 1.001939e+08 1.002340 1.002340 \n", "2014-01-02 00:00:00 778000.0 1.002199e+08 1.000259 1.002600 \n", "2014-01-03 00:00:00 834000.0 1.016753e+08 1.014522 1.017160 \n", "2014-01-04 00:00:00 846000.0 1.019872e+08 1.003067 1.020280 \n", "... ... ... ... ... \n", "2022-03-31 00:00:00 56643000.0 5.456760e+08 0.999260 5.458943 \n", "2022-04-01 00:00:00 56167000.0 5.444633e+08 0.997778 5.446812 \n", "2022-04-02 00:00:00 56658000.0 5.444633e+08 1.000000 5.446812 \n", "2022-04-03 00:00:00 56705000.0 5.442455e+08 0.999600 5.444633 \n", "2022-04-04 12:00:00 56417000.0 5.434773e+08 0.998589 5.436948 \n", "\n", " highwatermark drawdown max_drawdown \n", "time \n", "2013-12-31 00:00:00 NaN NaN NaN \n", "2014-01-01 00:00:00 1.002340 0.000000 0.000000 \n", "2014-01-02 00:00:00 1.002600 0.000000 0.000000 \n", "2014-01-03 00:00:00 1.017160 0.000000 0.000000 \n", "2014-01-04 00:00:00 1.020280 0.000000 0.000000 \n", "... ... ... ... \n", "2022-03-31 00:00:00 5.764905 -0.053073 -0.131403 \n", "2022-04-01 00:00:00 5.764905 -0.055178 -0.131403 \n", "2022-04-02 00:00:00 5.764905 -0.055178 -0.131403 \n", "2022-04-03 00:00:00 5.764905 -0.055556 -0.131403 \n", "2022-04-04 12:00:00 5.764905 -0.056889 -0.131403 \n", "\n", "[2927 rows x 7 columns]" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ror_df" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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