{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import xlrd\n", "from plotly.graph_objs import Scatter, layout\n", "import plotly\n", "import plotly.offline as py\n", "import plotly.graph_objs as go\n", "import cufflinks as cf\n", "from urllib.request import urlopen\n", "import json\n", "import re\n", "cf.go_offline()###这两句是离线生成图片的设置\n", "cf.set_config_file(offline=True, world_readable=True)\n", "plotly.offline.init_notebook_mode(connected=True)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df1 = pd.read_csv('BCHAIN-MKPRU.csv')\n", "df2 = pd.read_csv('LBMA-GOLD.csv')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "df2 = df2.interpolate(method='linear', limit_direction='forward')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DateValue
09/11/16621.65
19/12/16609.67
29/13/16610.92
39/14/16608.82
49/15/16610.38
\n", "
" ], "text/plain": [ " Date Value\n", "0 9/11/16 621.65\n", "1 9/12/16 609.67\n", "2 9/13/16 610.92\n", "3 9/14/16 608.82\n", "4 9/15/16 610.38" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df1.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DateUSD (PM)
09/12/161324.60
19/13/161323.65
29/14/161321.75
39/15/161310.80
49/16/161308.35
\n", "
" ], "text/plain": [ " Date USD (PM)\n", "0 9/12/16 1324.60\n", "1 9/13/16 1323.65\n", "2 9/14/16 1321.75\n", "3 9/15/16 1310.80\n", "4 9/16/16 1308.35" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df2.head()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "data1 = df1['Value']\n", "data2 = df2['USD (PM)']" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(-0.23774252687897476, 0.9338707177253291, 24, 1801, {'1%': -3.4339861159726306, '5%': -2.863146142843122, '10%': -2.5676250581282964}, 29168.935944417746)\n", "(-8.537735567344068, 9.973933990343592e-14, 23, 1802, {'1%': -3.4339840952648695, '5%': -2.8631452508003057, '10%': -2.567624583142913}, 29166.993491682755)\n", "(-7.6592535830552855, 1.7059734924782906e-11, 24, 1801, {'1%': -3.4339861159726306, '5%': -2.863146142843122, '10%': -2.5676250581282964}, 29212.440500169047)\n" ] } ], "source": [ "from statsmodels.tsa.stattools import adfuller\n", "print(adfuller(data1))\n", "print(adfuller(df1['Value'].diff(1).fillna(0)))\n", "print(adfuller(df1['Value'].diff(2).fillna(0)))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(-0.5079488932343523, 0.8904559666874652, 22, 1242, {'1%': -3.4356260602190356, '5%': -2.863869899335344, '10%': -2.5680104683371323}, 10021.010556670537)\n", "(-7.957540057520856, 3.0090552229481678e-12, 21, 1243, {'1%': -3.435621806786881, '5%': -2.8638680226791444, '10%': -2.5680094689100477}, 10019.265250961456)\n", "(-8.180001258817041, 8.179822010278522e-13, 21, 1243, {'1%': -3.435621806786881, '5%': -2.8638680226791444, '10%': -2.5680094689100477}, 10048.910459012992)\n" ] } ], "source": [ "print(adfuller(data2))\n", "print(adfuller(df2['USD (PM)'].diff(1).fillna(0)))\n", "print(adfuller(df2['USD (PM)'].diff(2).fillna(0)))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def f(x : str)->str:\n", " p = []\n", " for m in re.finditer('/', x):\n", " p.append(m.start())\n", " return \"20\" + x[-2:] + \"-\" + x[:p[0]].zfill(2) + \"-\" + x[p[0] + 1 : p[1]].zfill(2)\n", "df2['date'] = df2['Date'].apply(lambda x : f(x))" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "df1['date'] = df1['Date'].apply(lambda x : f(x))" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "legendgroup": "group0", "marker": { "color": "MediumPurple" }, "mode": "lines", "name": "BCHAIN-MKPRU", "type": "scatter", "x": [ "2016-09-11", "2016-09-12", "2016-09-13", "2016-09-14", "2016-09-15", "2016-09-16", "2016-09-17", "2016-09-18", "2016-09-19", "2016-09-20", "2016-09-21", "2016-09-22", "2016-09-23", 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DateUSD (PM)date
7412/23/16NaN2016-12-23
7712/30/16NaN2016-12-30
32612/22/17NaN2017-12-22
32912/29/17NaN2017-12-29
57912/24/18NaN2018-12-24
58212/31/18NaN2018-12-31
83212/24/19NaN2019-12-24
83512/31/19NaN2019-12-31
108612/24/20NaN2020-12-24
108912/31/20NaN2020-12-31
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" ], "text/plain": [ " Date USD (PM) date\n", "74 12/23/16 NaN 2016-12-23\n", "77 12/30/16 NaN 2016-12-30\n", "326 12/22/17 NaN 2017-12-22\n", "329 12/29/17 NaN 2017-12-29\n", "579 12/24/18 NaN 2018-12-24\n", "582 12/31/18 NaN 2018-12-31\n", "832 12/24/19 NaN 2019-12-24\n", "835 12/31/19 NaN 2019-12-31\n", "1086 12/24/20 NaN 2020-12-24\n", "1089 12/31/20 NaN 2020-12-31" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "missingPlace = (df2.isnull().values == True)\n", "df2[missingPlace]" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "df2 = df2.interpolate(method='linear', limit_direction='forward')" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "legendgroup": "group0", "marker": { "color": "Crimson" }, "mode": "lines", "name": "LBMA-GOLD", "type": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig2 = go.Figure()\n", "fig2.add_trace(Scatter(\n", " x=df2['date'],\n", " y=df2['USD (PM)'],\n", " legendgroup='group0',\n", " mode='lines',\n", " name='LBMA-GOLD',\n", " marker=dict(color='Crimson')\n", "))\n", "fig2.update_layout(title={'text':'Time - Value Overview of Gold','y' : 0.9,'x' : 0.5, },\n", " xaxis_title='date',\n", " yaxis_title='U.S. dollars($)',\n", ")\n", "fig2.show()" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [], "source": [ "df1 = df1.drop('Date', axis=1)\n", "df1.index = df1['date']" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "df1 = df1.drop('date', axis=1)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "df2.index = df2['date']\n", "df2 = df2.drop(['date', 'Date'], axis=1)" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [], "source": [ "df = df1.join([df2], how='outer')" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "# 添加表示黄金是否售卖的特征, 1就是不能买\n", "df['stopTrade'] = np.array(df['USD (PM)'].isnull().values == True, dtype=np.int)\n", "df = df.fillna(method='ffill')" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [], "source": [ "df['bitcoinMargin'] = np.append( \n", " np.array([(df['Value'][i + 1] - df['Value'][i]) / df['Value'][i] for i in range(len(df['Value']) - 1)]),\n", " np.array([0])\n", ")" ] }, { "cell_type": "code", "execution_count": 124, "metadata": {}, "outputs": [], "source": [ "df['bitcoinMargin'] = df['bitcoinMargin'].shift(1)" ] }, { "cell_type": "code", "execution_count": 126, "metadata": {}, "outputs": [], "source": [ "df['goldMargin'] = np.append( \n", " np.array([(df['USD (PM)'][i + 1] - df['USD (PM)'][i]) / df['USD (PM)'][i] for i in range(len(df['USD (PM)']) - 1)]),\n", " np.array([0])\n", ")\n", "df['goldMargin'] = df['goldMargin'].shift(1)" ] }, { "cell_type": "code", "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.0041929000740916055" ] }, "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(np.abs(df['goldMargin'].values[2:]))" ] }, { "cell_type": "code", "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.026655062733986674" ] }, "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.mean(np.abs(df['bitcoinMargin'].values[1:]))" ] }, { "cell_type": "code", "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1826, 5)" ] }, "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [], "source": [ "goldPrice, bitcoinPrice = df['USD (PM)'].values, df['Value'].values\n", "df['bitcoinFive'] = np.append(\n", " np.array([np.mean(np.array(bitcoinPrice[i : i + 5])) for i in range(len(bitcoinPrice) - 4)]),\n", " np.array([0] * 4)\n", ")\n", "df['bitcoinFive'] = df['bitcoinFive'].shift(4)" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [], "source": [ "df['goldTwenty'] = np.append(\n", " np.array([np.mean(np.array(goldPrice[i : i + 20])) for i in range(1, len(goldPrice) - 19)]),\n", " np.array([0] * 20)\n", ")\n", "df['goldTwenty'] = df['goldTwenty'].shift(20)" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ValueUSD (PM)stopTradebitcoinMargingoldMarginbitcoinFivegoldTwenty
2016-09-11621.65NaN1NaNNaNNaNNaN
2016-09-12609.671324.600-0.019271NaNNaNNaN
2016-09-13610.921323.6500.002050-0.000717NaNNaN
2016-09-14608.821321.750-0.003437-0.001435NaNNaN
2016-09-15610.381310.8000.002562-0.008284612.288NaN
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" ], "text/plain": [ " Value USD (PM) stopTrade bitcoinMargin goldMargin \\\n", "2016-09-11 621.65 NaN 1 NaN NaN \n", "2016-09-12 609.67 1324.60 0 -0.019271 NaN \n", "2016-09-13 610.92 1323.65 0 0.002050 -0.000717 \n", "2016-09-14 608.82 1321.75 0 -0.003437 -0.001435 \n", "2016-09-15 610.38 1310.80 0 0.002562 -0.008284 \n", "\n", " bitcoinFive goldTwenty \n", "2016-09-11 NaN NaN \n", "2016-09-12 NaN NaN \n", "2016-09-13 NaN NaN \n", "2016-09-14 NaN NaN \n", "2016-09-15 612.288 NaN " ] }, "execution_count": 156, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [], "source": [ "df.to_csv('data.csv')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "73e8fb81fc9d21637ba62ed4f9412d39843bbeeb61edb8163afd2f9314d52c65" }, "kernelspec": { "display_name": "Python 3.7.6 64-bit (system)", "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": "3.7.6" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }