255 lines
113 KiB
Plaintext
255 lines
113 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
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"%matplotlib inline\n",
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"\n",
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"from vnpy.trader.app.ctaStrategy.ctaBacktesting import BacktestingEngine, OptimizationSetting, MINUTE_DB_NAME\n",
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"from vnpy.trader.app.ctaStrategy.strategy.strategyAtrRsi import AtrRsiStrategy\n",
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"#from vnpy.trader.app.ctaStrategy.strategy.strategyMultiTimeframe import MultiTimeframeStrategy\n",
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"from vnpy.trader.app.ctaStrategy.strategy.strategyMultiSignal import MultiSignalStrategy"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"collapsed": true
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},
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"outputs": [],
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"source": [
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"# 创建回测引擎对象\n",
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"engine = BacktestingEngine()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
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"# 设置回测使用的数据\n",
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"engine.setBacktestingMode(engine.BAR_MODE) # 设置引擎的回测模式为K线\n",
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"engine.setDatabase(MINUTE_DB_NAME, 'IF0000') # 设置使用的历史数据库\n",
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"engine.setStartDate('20130101') # 设置回测用的数据起始日期"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
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"# 配置回测引擎参数\n",
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"engine.setSlippage(0.2) # 设置滑点为股指1跳\n",
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"engine.setRate(0.3/10000) # 设置手续费万0.3\n",
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"engine.setSize(300) # 设置股指合约大小 \n",
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"engine.setPriceTick(0.2) # 设置股指最小价格变动 \n",
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"engine.setCapital(1000000) # 设置回测本金"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {
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"collapsed": false
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},
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"outputs": [],
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"source": [
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"# 在引擎中创建策略对象\n",
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"d = {'atrLength': 11} # 策略参数配置\n",
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"engine.initStrategy(AtrRsiStrategy, d) # 创建策略对象\n",
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"#ngine.initStrategy(MultiTimeframeStrategy, d) \n",
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"#engine.initStrategy(MultiSignalStrategy, {}) "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {
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"collapsed": false
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"2018-01-09 10:00:06.236000\t开始载入数据\n",
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"2018-01-09 10:00:06.408000\t载入完成,数据量:285480\n",
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"2018-01-09 10:00:06.408000\t开始回测\n",
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"2018-01-09 10:00:06.457000\t策略初始化完成\n",
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"2018-01-09 10:00:06.458000\t策略启动完成\n",
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"2018-01-09 10:00:06.458000\t开始回放数据\n",
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"2018-01-09 10:00:33.335000\t数据回放结束\n"
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]
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}
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],
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"source": [
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"# 运行回测\n",
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"engine.runBacktesting() # 运行回测"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {
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"collapsed": false,
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"2018-01-09 10:00:33.341000\t计算按日统计结果\n",
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"2018-01-09 10:00:33.425000\t------------------------------\n",
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"2018-01-09 10:00:33.425000\t首个交易日:\t2013-01-11\n",
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"2018-01-09 10:00:33.425000\t最后交易日:\t2017-07-14\n",
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"2018-01-09 10:00:33.425000\t总交易日:\t1095\n",
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"2018-01-09 10:00:33.425000\t盈利交易日\t541\n",
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"2018-01-09 10:00:33.425000\t亏损交易日:\t554\n",
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"2018-01-09 10:00:33.425000\t起始资金:\t1000000\n",
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"2018-01-09 10:00:33.425000\t结束资金:\t1,696,649.0\n",
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"2018-01-09 10:00:33.425000\t总收益率:\t69.66%\n",
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"2018-01-09 10:00:33.425000\t年化收益:\t15.27%\n",
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"2018-01-09 10:00:33.425000\t总盈亏:\t696,649.0\n",
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"2018-01-09 10:00:33.425000\t最大回撤: \t-185,949.45\n",
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"2018-01-09 10:00:33.425000\t百分比最大回撤: \t-10.7%\n",
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"2018-01-09 10:00:33.425000\t总手续费:\t201,671.0\n",
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"2018-01-09 10:00:33.425000\t总滑点:\t406,020.0\n",
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"2018-01-09 10:00:33.425000\t总成交金额:\t6,722,366,580.0\n",
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"2018-01-09 10:00:33.425000\t总成交笔数:\t6,767.0\n",
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"2018-01-09 10:00:33.425000\t日均盈亏:\t636.21\n",
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"2018-01-09 10:00:33.425000\t日均手续费:\t184.17\n",
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"2018-01-09 10:00:33.425000\t日均滑点:\t370.79\n",
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"2018-01-09 10:00:33.425000\t日均成交金额:\t6,139,147.56\n",
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"2018-01-09 10:00:33.425000\t日均成交笔数:\t6.18\n",
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"2018-01-09 10:00:33.425000\t日均收益率:\t0.05%\n",
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"2018-01-09 10:00:33.425000\t收益标准差:\t1.03%\n",
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"2018-01-09 10:00:33.425000\tSharpe Ratio:\t0.72\n"
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]
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},
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{
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"data": {
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Dq1bNtsSIyWRb3qJhQ1lfriBGCDSZrlwJ/PPPvK8LGuemisfPz/Z3oyTdfbdr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egCGP38xowZA5A1XJfL5SGZzHfDEjc3Vc3v8ClKnKqqKqBrncBQyBSBqtqgf1d25uTs2bNJJBJc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\ntw6/38+qVatYs2YNa9eu5cknn6S+vp6NGzfS1tbGu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EIIIYqQhEAhhBBCiCIkIVAIIYQQ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\nDHgZR5zazK6dzdu67V92efbmWnK39otVb8dEt+1iDdTM+5qXsiQyEPUy9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rK7caq/1Ycq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AAGktYBiGkexCxEtDQ4PKysqSXQz0Ap9mU18gEJDkNlx4W2cADTsDAsdf+qLv0luy45ak3ycQ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\nEQIBAAA8RAgEAADwECEQAADAQy9RZjslfNJPJgAAAABJRU5ErkJggg==\n",
|
||
"text/plain": [
|
||
"<matplotlib.figure.Figure at 0xb085ab0>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 显示逐日回测结果\n",
|
||
"engine.showDailyResult()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 显示逐笔回测结果\n",
|
||
"engine.showBacktestingResult()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 显示前10条成交记录\n",
|
||
"for i in range(10):\n",
|
||
" d = engine.tradeDict[str(i+1)].__dict__\n",
|
||
" print 'TradeID: %s, Time: %s, Direction: %s, Price: %s, Volume: %s' %(d['tradeID'], d['dt'], d['direction'], d['price'], d['volume'])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 优化配置\n",
|
||
"setting = OptimizationSetting() # 新建一个优化任务设置对象\n",
|
||
"setting.setOptimizeTarget('totalNetPnl') # 设置优化排序的目标是策略净盈利\n",
|
||
"setting.addParameter('atrLength', 12, 16, 2) # 增加第一个优化参数atrLength,起始12,结束20,步进2\n",
|
||
"setting.addParameter('atrMa', 20, 30, 5) # 增加第二个优化参数atrMa,起始20,结束30,步进5\n",
|
||
"setting.addParameter('rsiLength', 5) # 增加一个固定数值的参数\n",
|
||
"\n",
|
||
"# 执行多进程优化\n",
|
||
"import time\n",
|
||
"start = time.time()\n",
|
||
"resultList = engine.runParallelOptimization(AtrRsiStrategy, setting)\n",
|
||
"print u'耗时:%s' %(time.time()-start)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"collapsed": false
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"# 显示优化的所有统计数据\n",
|
||
"for result in resultList:\n",
|
||
" print '-' * 30\n",
|
||
" print u'参数:%s,目标:%s' %(result[0], result[1])\n",
|
||
" print u'统计数据:'\n",
|
||
" for k, v in result[2].items():\n",
|
||
" print u'%s:%s' %(k, v)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {
|
||
"collapsed": true
|
||
},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 2",
|
||
"language": "python",
|
||
"name": "python2"
|
||
},
|
||
"language_info": {
|
||
"codemirror_mode": {
|
||
"name": "ipython",
|
||
"version": 2
|
||
},
|
||
"file_extension": ".py",
|
||
"mimetype": "text/x-python",
|
||
"name": "python",
|
||
"nbconvert_exporter": "python",
|
||
"pygments_lexer": "ipython2",
|
||
"version": "2.7.13"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 0
|
||
}
|