plot_binance_yearplot.ipynb

{"cells":[{"cell_type":"code","execution_count":454,"metadata":{},"outputs":[],"source":["import calmap # https://pythonhosted.org/calmap/\n","import numpy as np; np.random.seed(sum(map(ord, 'calmap')))\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","sns.set_style('whitegrid')\n","from scipy import stats\n","from datetime import datetime\n","\n",""]},{"cell_type":"code","execution_count":455,"metadata":{},"outputs":[],"source":["# Binanceの日足データで騰落率の計算\n","# MOVE contract用なので、絶対値を取る。\n","df = pd.read_csv('Binance_BTCUSDT_1d_all.csv')\n","# calculate up-down ratio to check day-of-week abnormality of BTCUSDT\n","df['updown'] = (df.Close - df.Open)/df.Open * 100\n","df['Datetime'] = [datetime.strptime(i, '%Y-%m-%d %H:%M:%S') for i in df.Date]\n","df.index = df.Datetime\n","# remove last Thu,Fri,Sat as the first date of Binance trade started from Thursday \n","df = df.head(len(df)-3)\n","\n",""]},{"cell_type":"code","execution_count":456,"metadata":{},"outputs":[{"data":{"image/png":"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\n","calmap.calendarplot(np.abs(df.updown), monthticks=3, daylabels='MTWTFSS',\n","                    cmap='Blues', vmin=0, vmax=5,\n","                    fillcolor='white', linewidth=0,\n","                    fig_kws=dict(figsize=(12, 8)))\n","plt.savefig('BTCUSDT-updownratio_all.png')\n",""]},{"cell_type":"markdown","metadata":{},"source":[" ### 2019年からのデータのみ対象とする"]},{"cell_type":"code","execution_count":457,"metadata":{},"outputs":[],"source":["df = pd.read_csv('Binance_BTCUSDT_1d_all.csv')\n","# calculate up-down ratio to check day-of-week abnormality of BTCUSDT\n","df['updown'] = (df.Close - df.Open)/df.Open * 100\n","df['Datetime'] = [datetime.strptime(i, '%Y-%m-%d %H:%M:%S') for i in df.Date]\n","# pick data from 2019 Jan\n","df.index = df.Datetime\n","dt = datetime.strptime('2019/01/01', '%Y/%m/%d')\n","dt64 = np.datetime64(dt)\n","df2019 = df.query('Datetime > @dt64')\n","# remove last Wed-Sat as the first date starts with Tuesday\n","df2019 = df2019.head(len(df2019)-5)\n",""]},{"cell_type":"code","execution_count":458,"metadata":{},"outputs":[],"source":["# 曜日ごとに集計\n","poc = df2019.updown.values.reshape(int(len(df2019)/7),7)\n","pocdf = pd.DataFrame(poc, columns=['Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun', 'Mon']) # column : as the first date starts from Thursday \n","pocdf = pocdf[['Mon', 'Tue', 'Wed', 'Thu', 'Fri', 'Sat', 'Sun']]\n",""]},{"cell_type":"code","execution_count":459,"metadata":{},"outputs":[{"data":{"image/png":"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the week', fontsize=18)\n","plt.ylabel('Percent of change', fontsize=18)\n","colors = ['tab:blue', 'tab:orange', 'tab:green', 'tab:red', 'tab:purple', 'tab:brown', 'tab:pink']\n","for i in range(7):\n","    mybox = bplot.artists[i]\n","    mybox.set_facecolor(colors[i])\n","plt.savefig('BTCUSDT-yearplot_boxplot.png')\n",""]},{"cell_type":"code","execution_count":460,"metadata":{},"outputs":[{"data":{"image/png":"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