diff --git a/.gitignore b/.gitignore
index 734d6cac..6ae11622 100644
--- a/.gitignore
+++ b/.gitignore
@@ -20,6 +20,7 @@
.pyproject
.vscode
.vs
+.ipynb_checkpoints
temp.txt
release.x64.version.h
release.x86.version.h
diff --git a/hikyuu/examples/notebook/000-Index.ipynb b/hikyuu/examples/notebook/000-Index.ipynb
new file mode 100644
index 00000000..3cc804d6
--- /dev/null
+++ b/hikyuu/examples/notebook/000-Index.ipynb
@@ -0,0 +1,75 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Hikyuu Quant Framework是一款基于C++/Python的开源量化交易研究框架,用于策略分析及回测。其核心思想基于当前成熟的系统化交易方法,将整个系统化交易策略抽象为由市场环境判断策略、系统有效条件、信号指示器、止损/止盈策略、资金管理策略、盈利目标策略、移滑价差算法七大组件,你可以分别构建这些组件的策略资产库,在实际研究中对它们自由组合来观察系统的有效性、稳定性以及单一种类策略的效果。在系统策略之上,对交易对象选择、系统策略选择、资产组合资金分配进行了进一步封装,能够灵活支持更高层级的策略组合。\n",
+ "\n",
+ "更多信息,请参见:"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 入门篇\n",
+ "\n",
+ "* [001 交互式工具示例](001-overview.ipynb?flush_cache=True)\n",
+ "* [002 获取股票对象](002-HowToGetStock.ipynb?flush_cache=True)\n",
+ "* [003 获取并绘制K线数据](003-HowToGetKDataAndDraw.ipynb?flush_cache=True)\n",
+ "* [004 计算并绘制技术指标](004-IndicatorOverview.ipynb?flush_cache=True)\n",
+ "* [005 绘制组合图形](005-Drawplot.ipynb?flush_cache=True)\n",
+ "* [006 TradeManager应用](006-TradeManager.ipynb?flush_cache=True)\n",
+ "* [007 系统策略演示](007-SystemDetails.ipynb?flush_cache=True)\n",
+ "* [008 序列化说明](008-Pickle.ipynb?flush_cache=True)\n",
+ "* [009_获取实时日线数据](009-RealData.ipynb?flush_cache=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 示例\n",
+ "\n",
+ "* [Demo1](Demo/Demo1.ipynb?flush_cache=True)\n",
+ "* [Demo2](Demo/Demo2.ipynb?flush_cache=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/hikyuu/examples/notebook/001-overview.ipynb b/hikyuu/examples/notebook/001-overview.ipynb
new file mode 100644
index 00000000..b6a17d49
--- /dev/null
+++ b/hikyuu/examples/notebook/001-overview.ipynb
@@ -0,0 +1,339 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Hikyuu 交互式工具示例\n",
+ "=============="
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "1、引入交互式工具\n",
+ "-----------------\n",
+ "需从hikyuu.interactive.interactive引入,而不是直接从hikyuu库中引入(hikyuu是一个库,可用于编制其他的工具,而hikyuu.interactive.interactive是基于hikyuu库实现的交互式探索工具)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "std::cout are redirected to python::stdout\n",
+ "std::cerr are redirected to python::stderr\n",
+ "[2019-04-01 21:31:19.271] [trace] SQLITE3: c:\\stock/stock.db\n",
+ "[2019-04-01 21:31:19.274] [info] Loading market information...\n",
+ "[2019-04-01 21:31:19.276] [info] Loading stock type information...\n",
+ "[2019-04-01 21:31:19.279] [info] Loading stock information...\n",
+ "[2019-04-01 21:31:23.346] [info] Loading KData...\n",
+ "[2019-04-01 21:31:23.366] [info] Preloading all day kdata to buffer!\n",
+ "[2019-04-01 21:31:34.663] [info] 11.3159s Loaded Data.\n",
+ "Wall time: 18.2 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "%time from hikyuu.interactive.interactive import *\n",
+ "#use_draw_engine('echarts') #use_draw_engine('matplotlib') #默认为'matplotlib'绘图"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "2、创建交易系统并运行\n",
+ "--------------------"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#创建模拟交易账户进行回测,初始资金30万\n",
+ "my_tm = crtTM(initCash = 300000)\n",
+ "\n",
+ "#创建信号指示器(以5日EMA为快线,5日EMA自身的10日EMA最为慢线,快线向上穿越慢线时买入,反之卖出)\n",
+ "my_sg = SG_Flex(EMA(n=5), slow_n=10)\n",
+ "\n",
+ "#固定每次买入1000股\n",
+ "my_mm = MM_FixedCount(1000)\n",
+ "\n",
+ "#创建交易系统并运行\n",
+ "sys = SYS_Simple(tm = my_tm, sg = my_sg, mm = my_mm)\n",
+ "sys.run(sm['sz000001'], Query(-150))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "3、绘制曲线观察\n",
+ "---------------"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制系统信号\n",
+ "sys.plot()\n",
+ "\n",
+ "k = sm['sz000001'].getKData(Query(-150))\n",
+ "c = CLOSE(k)\n",
+ "fast = EMA(c, 5)\n",
+ "slow = EMA(fast, 10)\n",
+ "\n",
+ "#绘制信号指示器使用两个指标\n",
+ "fast.plot(new=False)\n",
+ "slow.plot(new=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "4、绘制资金收益曲线\n",
+ "---------------------"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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wUvlGB18nsA8kvFm3V5vbIpL+RtJ/sdaekfSM5toW7pR0ehXXAAAAGqpatapW7Zo+dzpT9DRAGmPUEws39BALt+Lb69GGPMmp+M7my6qs8c9xJcY9rviGPLmL9NOSXinp140xvy7pzyT9lDFmm6Tvl3SPJCvpyRVcAwAAaKif+8yz6uoI6YM/dueqP3cqW/Rshq+rN9bYY4unM0V1dYQ825AnzfUmp/PleruG1ybTRSWiIXWEg57cz5Pga639mKSPzb9mjPknSW+U9EFr7Uzt2kMruQYAANBIZyazCgbMqj8vV6woX6p62uMrOX2+jWx1cDbkebvm7g4nRqbypYYF34l0wbM2B8m7iu8i1tppzU1sWNU1AACARiqUK8oWV39EsNfHFbt6Y2FNpBvb6uDlxjbJaXWQpJlcSTs9vfOcyUzBszYHic1kAADAhwrlqibTRVm7uv7UqUxjgm9PrLEV32S25H2VuglHLU/MFjXg4boJvgAAwHcK5aqKleqq59DOHVfscY9vZ6ShB1g4FV+vWx1qwbeBkx0mMwUNdlHxBQAAWLNCyWlzWO2JYFMNOAhCcqqnqQZOSEhmS/UT4rzSHXM6ZhtVqa5UraYyRQ1S8QUAAFi7YqUqSavuq512Wx08Dr5uKG1E20CxXFW6UG5Ie4YkpXKNOb1tOltU1UoD9PgCAACsjbVWhbITfFdb8W3EPFxpLvg24tjis1MZSd4dAuGKR0IKmMZVfN3DK9jcBgAAsEalipW7p20is/qKb7fH83AlqTfmhNJG9Pn+5bfOKhw0evjmEU/vGwgY59jiBvX4TtS+KfEysBN8AQCArxTKc2PMJmZXW/Eted7fK6k+B9fr6mkqX9LfHDynH7xjm0a6Ozy9t1Q7trhBFd8Jj09tkwi+AADAZ4q1NgfJmRqwGtNZb48rdvXEGhN8P/v0OWWKFb3vtdd7el9XdyzUsFaHiXqrAxVfAACANSnMC74Ts6trLZjKFBtS8XV7hr08trhStfrzb57Wq3f36fYdPZ7ddz53GkUjTKYLCgVM/ZsCLxB8AQCArxTWUfFtxFgwaa7i62XwffTwqM5P5/TT9zem2is1vtVhIBGRMas/Wno5BF8AAOArbo9vKGBWPc5sKlNUfwNaHULBgLqiISVz3m1u++TXT2lHX0xvvGWLZ/e8UndH406cm0wXNRD3rr9XIvgCAACfcXt8t/R01DdQrUS+VFGuVPF8hq+rpzOsGY8qvs+fn9F3Tk/pf7pvt4IB7yqmV+rpbOBUh0zR01PbJIIvAADwGbfVYXtvTLP58oIpD1fjzvD1+iAIV2+nd9XTP/vGKcUjQb3z1Ts9ud9yujtCypeqK/4zXI2J2YKnp7ZJBF8AAOAzhdJc8JXmDkq4lqmMe1yx9z2+ktPn68UBFmOpvP750EX9uwM71d3RmLW6uht0epu1VpOZAhVfAACA9XCrk9tWGXynM04obVjFNxbx5ACL/+/Jk6pUrf7DfbvXv6hrqB9b7HG7Q6ZYUb5U1QAVXwAAgLVzWx3c4LvSPt96q0Mje3zXWfEdS+X1qafO6G2v2K7rB+MerWx5bkXZ68kOkw04vEIi+AIAAJ8p1oOvc5LZqoNvwyq+YSWzJVn3POU1+KOvnVC5avXzb9jn4cqW1x0LSfL+4I1GHFcsEXwBAIDPuK0OO/pqrQ6Zxe0F1lqdGE8vCKFuq0Mj5vi69y1XrTLFtW0UuzST02e+fVbveOV27W5CtVea3+rgbY/v3KltVHwBAADWzG116O2MqCMc0MTs4orvwTPTesPvP65PfP1U/dp0tqiujpDCwcbEp96YU91ca/X0o185Liur//z65lR7pblWB68rvpMEXwAAgPVzpzpEQwENJqJLVnwPX0xJkv7vL7ykg6enJDXuuGJXd/30ttVvcDs3ldVnD57TOw/s1M7+Tq+Xtqy5qQ6NaXXw+s+b4AsAAHylWHGDb1ADieiSPb4nx9PqjAS1oy+mn/vMs5pIFzSdLaq3Qf290lwLxVoOsfjoV47LGKP/9PobvF7WVXWEg4qEAp5PdZhMF9QTCysS8jaqEnwBAICvFEoVGSOFg0ZDiciSxxafnMho71BCf/TuVymZLekX/vo5TaSL6m9Qf680F3xXO8v39ERGn3v2vH7y7l3a2hNrxNKuqrsj3ICKb9HzjW2SFPL8jgAAABtYoVxVNBSQMUYD8ai+d35m0XNOjmf06t19umVbt37rbbfplz93SJJ089btDVuX2+ObXEHFt1Sp6lsnJ/WFFy7ryy9eVjho9L98396Gre1qemIhzw+wmEgXPO/vlQi+AADAZwrlqiK1DWoDiYimMkVVq1aBgJEkZYtlXUjm9ONDznG/7zywUwdPT+mzB883bJSZNL/iu3yPr7VWv//lo/rLb59RMltSZySo77tpWO+55zoNd3U0bG1X0x0Le97qMJEu6MYtXZ7eUyL4AgAAnymUK4qGg5KcqQGVqtVMrlQ/mOLUREaStGdobiTYb/7IbcqXqnr9TcMNW1dHOKhoKHDVCQmfeuqMPvrV43rTLSN6x6t26MH9Q+qo/X9ple6OcH3GsVcmM0UNxKn4AgAArIvb6iDNHZAwkS7Ug+/JcSf47h1K1D+nIxzU//sTdzV8bT2x8LKb2547O63f/tfDevjmYf3xv39VvULdaj2xsM5MZjy7X6lSVTJbakirA5vbAACAr8wPvkO1cDV/g9vJ8YyMUVOO/L1Sb2d4yR7f6UxRP/ffn9VId4d+/9+9YsOEXsk5vc3LAyymauPlGrG5jeALAAB8pVCqKhJy2gMG6sF3bqTZifG0tvXEWtJC0BuLLOrxrVatfvF/fFcT6aI+9u5XqaeBkyXWorsjrJnc+o5ans99Laj4AgAArFOhXKlXfAdrVcXJecH35ER6QX9vM/UsUfH96FeP6/Gj4/q/fvgW3b6jpyXrupqeWFiVqlV2jUctX2nuuGIqvgAAAOtSnNfq0NsZUcDMhS1rrU6NZxb09zZTbyxc39yWLZb1gX9+UR9+7Kjeftd2/eTdu1qypmupn97m0WSHyQZWfNncBgAAfKVQrtbDWjBg1B+PaDLjhK3RVEGZYkV7W1Tx7e10gu83jk/oV//ukM5N5fSee6/Tr/3AzTJm4/T1ztfdUTtxLlfy5AANt9WBAywAAADWaf4cX8mpLLoV35PjaUnSnhZVfHtiYWWLFb37T7+t6wfj+ux/vFd3X9/fkrWsVI9b8fXoEIvJdFGRUECJqPcxleALAAB8xZnjOxd8BxKRepXxRC34tqrV4YbhhAJG+tkH9uh/fXh/y2f0rkR3zImTXh1bPJ4uaCgRbUiFm+ALAAB8pVCa6/GVnIrvc2eTkqQT4xnFI0GNdHvfX7oSb751i178wFsUi2z8wOtyK75XO3hjNSbTxYa0OUhsbgMAAD5TrFQVDc0Fy4F4tF7xPTmR0fVD8Zb10xpj2ir0SnM9vp5tbssUGrKxTSL4AgAAnymUKgsrvl0RZYsVZYtlnRxPa89ga9oc2lVXh9NA4FXFd2K2qIE4FV8AAIB1m39ymyQNxp3q4oXpnC4kcy3r721XoaCzEc2LzW3WWqfi20XFFwAAYF2stYuCr9tPevDMtKxVyw6vaGfdHSFPWh1SubJKFUvFFwAAYL1KFedY3ei8aQluP+nTp6YkEXzXonvewRvrMZFp3OEVEsEXAAD4SKHsHKu7VMX3O6drwZce31XrjoU9GWc2MUvwBQAA8EShXJUkRa4YZyZJ56dz2t4ba7upChtBd0dYqfz6e3wnM85BIo0aZ8YcXwAA4Btu8J1f8e0IB5WIhpQulGlzWKPuWEhHLi2s+M7mS/rgF19WrlRZ8X1OTWQkNa7iS/AFAAC+UawH34VV3cFExAm+gwTftehZotXhiy9c1qe/dUZbezoUWMVc5Hv29Ku/QZvbCL4AAMA3lurxlaSBRFSnJ7PaO0x/71p0d4Q1WyirUrUKBpyQ+9SJSQ3EI/rGr7xegUBrDgS5Ej2+AADANwqlxT2+kurjs9jYtjbdtWOLZ2sjzay1eurkpO7ZM7BhQq9E8AUAAD5SWK7VoXZgAj2+a9NTC77uIRZnJrO6NJPXvXsHWrmsRQi+AADAN+qtDuGFEeiO7T3aOxTXlu6OViyr7XXXji12D7H45olJSdpwwZceXwAA4BvFJaY6SNK77t6ld929qxVL2hTciq97iMVTJyc13BXdcJsFqfgCAADfWK7VAevTXW91KDn9vScmdd/eAZlVTHNoBoIvAADwDbfV4crNbVif7nkV3+NjaU2kCxuuzUEi+AIAAB9xpzpc2eqA9alvbsuX9NRJp7/3vr2DrVzSkujxBQAAvlGsEHwbIR4JKmCcqQ7Pnklqe29MO/s7W72sRXjVAQCAb9QrvmF6fL1kjFF3LKzpbFHfOjW5IdscJIIvAADwkXqPb5AI5LWeWFjfOTWlZLak+wi+AAAArVUoV2WMFA5urGkDm0F3R1jHxtKSNt78XhfBFwAA+EahXFU0FNhwY7Y2g+6Ys3Xs+sG4tvbEWryapRF8AQCAbxTLVWb4Nog72eGePRuz2isRfAEAgI8UyhVm+DZId4cTfDdqm4NE8AUAAD5SKFUZZdYgPZ1uxbe/xStZHnN8AQCAb7g9vvDeT969Szdt6dJwV0erl7IsT195Y8yIMebJ2sfbjTHnjTFfq/0aql3/hDHmKWPMb8z7vEXXAAAAvFagx7dhrhuI60fv2tHqZVyVZ8HXGNMn6S8kxWuXXiPpd6y1D9V+jRtj3i4paK29V9IeY8y+pa55tSYAAID56PH1Ny9f+YqkH5eUqv3+Hkk/Y4x51hjzX2vXHpL02drHX5Z0/zLXAAAAPEerg7959spba1PW2pl5l74gJ9S+WtK9xpg75FSDL9Qen5I0ssy1BYwxjxhjDhpjDo6Pj3u1ZAAA4DOFcpXjin2skd/yfNNaO2utrUh6TtI+SWlJ7kTjRO3rL3VtAWvtx621B6y1B4aGhhq4ZAAAsJkVqfj6WiNf+S8ZY7YaYzolvUnSC5Ke0Vwrw52STi9zDQAAwHOFcoXg62ONHGf2AUlflVSU9MfW2peNMZckPWmM2Sbp++X0AdslrgEAAHiuUKqyuc3HPA++1tqHav/7VUk3XfFYyhjzkKQ3Svqg2xO81DUAAACvMc7M35p+gIW1dlpzUxyWvQYAAOA1Wh38jVceAAD4RrFcVTRM/PErXnkAAOAL1lqn1SFI/PErXnkAAOALxUpVkpjj62MEXwAA4AuFci340uPrW7zyAADAF4oEX9/jlQcAAL7gVnyZ4+tfvPIAAMAXCqWKJDHH18cIvgAAwBfo8QWvPAAA8IV68GWOr2/xygMAAF+Y29xGq4NfEXwBAIAvFMpOjy+b2/yLVx4AAPhCoUSPr9/xygMAAF8o0OrgewRfAADgC8WKO86M+ONXvPIAAMAX3FYHenz9i1ceAAD4AnN8wSsPAAB8wZ3qEA3T4+tXBF8AAOALRSq+vscrDwAAfKFQrsoYKRQwrV4KWoTgCwAAfKFQrioaCsgYgq9fEXwBAIAvFEoVZvj6HMEXAAD4glvxhX/x6gMAAF8olquKhok+fsarDwAAfKFQrioSJPr4Ga8+AADwhUKZHl+/I/gCAABfKNDq4Hu8+gAAwBfY3AZefQAA4AuFclURWh18jeALAAB8wZnjS/TxM159AADgC0VaHXyPVx8AAPiC0+NLq4OfEXwBAIAvOD2+RB8/49UHAAC+4MzxJfr4Ga8+AADwBeb4glcfAABsetba2uY2enz9jOALAAA2vWKlKkm0Ovgcrz4AANj0CmWCLwi+AADABwolgi8IvgAAwAcK5Yok0ePrcwRfAACw6RXdVgemOvgarz4AANj03B7fSJDo42e8+gAAYNMrUPGFCL4AAMAHCiV6fEHwBQAAPsA4M0gEXwAA4APu5rYIwdfXePUBAMCmN1fxpdXBzwi+AABg05ub40v08TNefQAAsOkx1QESwRcAAPhAkVYHiOALAAB8wG11YHObv/HqAwCATa9QYpwZCL4AAMAHCuWqAkYKBUyrl4IWIvgCAIBNr1CuKBoKyhiCr58RfAEAwKZXLFfp7wXBFwAAbH6FcpX+XhB8AQDA5lcoV5nhC4KR7ZtUAAAgAElEQVQvAADY/NweX/gbwRcAAGx6xXJVkSCxx+/4GwAAADY9Wh0gEXwBAIAPFEpsbgPBFwAA+AA9vpA8Dr7GmBFjzJO1j8PGmH82xnzDGPO+1VwDAADwEuPMIHkYfI0xfZL+QlK8duk/S3rGWvtaST9mjOlaxTUAAADPcIAFJG8rvhVJPy4pVfv9Q5I+W/v4CUkHVnFtAWPMI8aYg8aYg+Pj4x4uGQAA+IFT8aXVwe88C77W2pS1dmbepbikC7WPpySNrOLalff+uLX2gLX2wNDQkFdLBgAAPlEoV5jqgIZubktLitU+TtS+1kqvAQAAeIapDpAaGzKfkXR/7eM7JZ1exTUAAADPFCr0+EIKNfDefyHp88aY10m6RdK35bQ0rOQaAACAJ6y1KtLjCzWg4mutfaj2v2ckvVHSNyQ9bK2trPSa12sCAAD+VShXJYlWBzS04itr7UXNTWxY1TUAAAAvjKbykqSBeKTFK0Gr8a0PAADY1I6OpiVJ+7dwVIDfEXwBAMCmdnR0VpK0bzjR4pWg1Qi+AABgUzs6OqvtvTF1dYRbvRS0GMEXAABsai9fntX+Eaq9IPgCAIBNrFyp6uR4RvtH6O8FwRcAAGxipyezKlaqBF9IIvgCAIBNzN3YRvCFRPAFAACb2NHRWRkj3cBEB4jgCwAANrGjo7O6rr9TsQjHFYPgCwAANrGXL89qH20OqCH4AgCATalQruj0ZFY3EnxRQ/AFAACb0snxjCpVq33M8EUNwRcAAGxK7kSHG7dQ8YWD4AsAADalo6OzCgWM9gxS8YWD4AsAADally+ntXswrkiIuAMHfxMAAMCmdGxslo1tWIDgCwAA2tr3ziX1ya+fWnAtV6zo7FSWjW1YINTqBQAAAKzHHz9+Ql944bJ2D3bq9TeNSJKOj6Vlraj4YgEqvgAAoK09dzYpSfo///FF5YoVSdLLtYkO+5nogHkIvgAAoG1dmsnpciqv779ti85P5/TRrx6T5Ex0iAQDuq6/s8UrxEZCqwMAAGiap09PaaSrQ7sGvAmkbrX3/Q/uVSwc1MefOKkfvWu7jo7Oau9wQqEgNT7M4W8DAABoCmutHvnUQf3O5w97ds/nzk4rEgro5q3d+rW33qxYOKjf+IcXdPTyrPazsQ1XIPgCAICmGE8XNJ0t6enT07LWenLP584mdfv2HkVCAQ0movrlt9ykb52c0sWZvPazsQ1XIPiibR2+mNLHnzjR6mUAAFbo+FhakjSVKerkRGZFn1OtWv3uF47o7GR20WPFclXPX5jRXTt769d+8u5durP2eyY64EoEX7Stv3nmnP7r519StepN1QAA0FgnasFXkp4+NbWizzk/ndOfPH5Sf7JEoeOlyykVylXdtauvfi0QMPq9d9yuB/YP6dW7+9e/aGwqBF+0rbFUQZKUKZZbvBIAwEocG0srEQ1pIB7R06enV/Q509miJOkLL1xWuVJd8Ji7se2uXb0Lrt+0pVufet/d6ukMe7BqbCYEX7Stsdm8JClTqLR4JQCAlTg+ltbe4YQO7O7T06dXVvF1g+9Upqhvnphc8NhzZ6c10h3V1p4Oz9eKzYngi7Y1Wqv4pgtUfAGgHRwfS+uGoYRevbtfZ6eyGk3lr/k5bvA1RvqXQxcXPPbcuaReuatPxpiGrBebD8EXbclaO6/iS/AFgI1uJlfS2GxB+0YS9d7blVR9pzMlSdJD+4f0xRcuq1h22h0m0wWdmcwuanMArobgi7Y0WygrX3Le/Ai+ALDxuRMdbhhK6JZt3YqFgzq4gj7fZLYoY6R3v+Y6pfJlPXlsXJL03XNuf2/f1T4dWIDgi7Y0Nu/HY7MEXwDY8NyJDvtGEgoHA7prV+/KKr7ZknpiYT2wf0g9sbD+5dAlSc7GtlDA6LZtPQ1dNzYXgi/akjvRQaLiCwDt4NjYrCKhgHb0OUcVv3p3v45cSmk2X7rq501ni+rrjCgSCujNt47o0cOjypcqevbstG7e2q1YJNiM5WOTIPiiLY3NEnwBoJ0cH0trz2BcwYCzEe3Vu/tVtdKztZFky0lmS+qtjSX7oTu3KV0o6ysvjel755L092LVCL5oS/N3AqcZZwYAG97x8bT2zTtJ7a5dvQoGzDUPspjKOBVfSbp3z4AG4hF95LFjyhQrBF+sGsEXbWlstqBYOKhgwFDxBYANLles6Px0TjcMJerX4tGQbt3Wfc0+32S2WK/4hoIBveW2LXp5dFaSdNdONrZhdQi+aEtjswWNdEfVGQkyxxcANrgT42lZK90wnFhw/cB1/fruuWR9RNlSprMl9dcqvpL0g3dskyT1xyO6bqCzMQvGpkXwRVsaTeU13NWhRDRExRcANrgT43MTHea7+/o+FcpVPX9hZsnPy5cqypUq6otH5n1Ov7Z0d+hV13FwBVYv1OoFAGsxPlvQLdu6NZUtKlMk+ALARnZsNK1gwGj3QHzB9Vdd5xxkcfD0lF513eK2hWTWmfjgtjpIUjBg9NeP3KPOKNMcsHpUfNGWxlJ5jdQqvmxuA4CN7fhYWtf1dyoSWhg7hrqiun4wvmyfr3tccd+8VgdJ2j0Y13BXR2MWi02N4Iu2ky6UlSlWNNwdpdUBANrA8fH0ov5e1107e5dtdXCD7/yKL7AeBF+0HffUtuGuqOLRIMEXADawUqWq0xOZZYPv9r6YxmcLqlTtosemM06rw5UVX2CtCL5oO+7hFSPdHYpHQ5rNE3wBYKM6M5lRuWqXDb7D3R2qWmkyXVj02HKtDsBaEXzRdkbnVXwT0RCb2wBgAzs2WpvoMNy15OMjXVFJ0mhqcfBN0uoAjxF80XbGaxXf4S6n4kurAwBsXMfHnOC7dzi+5OMj3c4mtcvzTuR0TWdL6owE1RFmggO8wTgztJ2x2YKioYC6YyEloiGVKlaFckXREG+MANAK5UpV3zo5pS+8cEnnp3P6hYf36ZW7nPFkx8fT2t4bU2dk6cjhBt/RJYNvkTYHeIrgi7YzmspruDsqY4ziESfsZgoEXwBotlMTGX3sa8f16OFRTWdLioWDikdDesfHvqn33ne9funN+3VsdPmJDpI0mIgoYOY2Ls+XzJZoc4CnCL5oO2OpQn1+Yzzq/BXOFMrqj1MVAIBm+uXPfU8vXkzpTbeM6C23bdWD+4dUsVa/94WX9MlvnNKjRy5rNFXQvXsHlr1HKBjQYCK6ZI/vVIaKL7xFjy/azthsXiPdzmaIRC34punzBYCmmkgXdPDMtB55YI/+4F136S23bVEsElQiGtJvve02/Y9H7lEoEFCxXNX+keUrvpLT7jA6u1TFt0jFF56i4ou2M5Yq6HX7hiQtrPgCAJrnKy+NyVrp4ZtHlnz8NXsG9IVfeJ2+9OJlvfnWLVe910h3VBeSS29uo+ILL1HxRVvJFSuaLZQ1VBt/E6fiCwAt8ejhUW3r6dCt27qXfU5HOKgfecX2a05lGO7uWNTjW6lapfIl9dHGBg8RfNFWxmo/CnN3ASfqFd9Ky9YEAH6TK1b05LFxPXzLiIwx677fSFeHJjNFFcpz7+UzuZKslfpodYCHCL5oK+7mh+F6xdepIqQLpZatCQD85hvHJ5QvVfXGW5Zuc1itLT3Oe7o7p13i1DY0BsEXbcWt+A7XNrd1RZ1KQJqKLwA0zaOHR9UVDek11y8/rWE1huuzfOcF3wyntsF7BF+0lbHam+JIfZyZO8eXHl8AaIZq1erfXhrVgzcOKRLyJka47+nz+3yns85P8qj4wksEX7SV0dm8IsFAvQIQCgYUDQUIvgDQJM+dS2oiXfSszUFSfUTl6ILgS6sDvEfwRVsZTxU01BVdsJkiEQ0x1QEAmuSxI6MKBYwe2j/s2T37OiMKB41G5/X4JmvBtzdOqwO8Q/BFWxmbLdT7e13xaIiKLwA0yaOHR3X39f3q8bD3NhAwGu7quKLiW1IoYNQV5cgBeIfgi7YymsrXJzq44tEQm9sAoAlOTWR0fCztaZuDa6Q7uiD4Oqe2RTwZlwa4CL5oK2OzBQ3XNkG4EtEgFV8AaILHDo9KWv60tvUY6e64YqpDiRm+8BzBF20jX6poJleqb4JwxaMhZYoEXwBotEePjOqmLV3a2d/p+b2d4DtX8Z3KFtnYBs81LPgaY0LGmLPGmK/Vft1ujPmAMeZpY8x/m/e8RdeApbiDza+s+MbZ3AYADZcvVfTsmWl9303ebWqbb7g7qtl8WdlaIcNpdaDiC281suJ7h6S/stY+ZK19SFJE0v2S7pY0Zox52BjzqiuvNXA9aHNXHl7hSkTY3AYAjXbkUkrlqtUrdvY25P5zs3ydIsd0tkTFF55rZPC9R9IPGmO+Y4z5hKQ3SPpba62V9CVJr5P04BLXgCWNpa5S8c0TfAGgkQ6dn5Ek3bGjpyH3H6mf3paXtdap+DLKDB5rZPB9WtLD1tq7JYUlxSRdqD02JWlEUnyJa4sYYx4xxhw0xhwcHx9v4JKxkbm9X4sqvtGgMsWKqlXbimUBgC8cOj+jwURUW7o7rv3kNdjS47y3X07llSlWVKpY9VPxhccaGXwPWWsv1T4+KCktJ/xKUqL2tZe6toi19uPW2gPW2gNDQ0MNXDI2srHZgkIBs+iNMF6b8ZgtMdIMABrl0Pmk7tzR07DxYsPdc60O0xlObUNjNDL4ftoYc6cxJijpbXKqu/fXHrtT0mlJzyxxDVjS2KxzalsgsPBNN9HhBF/6fAGgMTKFso6Pp3V7g9ocJKkrGlIsHNRoKl8/rpjNbfBaI49D+U1Jn5FkJP2TpN+W9KQx5iOS3lL7dUbS715xDVjSpZncosMrJOfIYklKF8pL98oAANblxYspWdu4/l5JMsY4h1jMFjSdLUmS+uJUfOGthlV8rbUvWGvvsNbebq39dWttVdLDkp6U9P3W2lNLXWvUetDe/vTJk/rG8Um98rq+RY/FI1R8AaCRDp1PSpJu396YiQ6u4dos32TWbXWg4gtvNfUAbGttTtLnrnUNmO+PvnZcH/ziy3rr7Vv1az9w86LH4/MqvgAA7x06P6NtPR0aWuKnbl4a6e7Q8+eT9R7fXnp84TFObsOG9pHHjumDX3xZP/KKbfrIu16hcHDxX1m31SFTYHMbADTC8xdmGtrf69rSHdVoaq7VoTdGxRfeIvhiw/rwo0f14ceO6u2v3K4PvfMVCi0ReiUpHg1KotUBABphJlfSqYmM7tjR2DYHyan45koVnZvKqrsjtOz7PrBW/I3ChjQ+W9BH/u2YfuQV2/T//NidCgaWH5+ToNUBABrmhQuNPbhiPnek2ZHLs2xsQ0MQfLEhvXDReaP9ibt3XTX0SvT4AkAjuSe23b698cF3pNZDfGIsTX8vGoLgiw3p8MWUJOmWbd3XfG5nJChjaHUAgKv50ydP6sil1LKPn5rI6E8eP7HoFMxD55Pa1d/ZlCDqHltcrFSZ6ICGaOpUB2ClXrw4o139neruuPYbnzFG8UiIii8ALKNUqeq3//WI7tjRo3/8udcuOn3NWqtf+dtD+s6pKXV1hPWTr9lVf+zQ+Rndtavx/b3SXPCVOLUNjUHFFxvSixdTunUF1V5XPBqk4gsAy0jlnCkJh87P6LEjY4se/8bxSX3n1JS6O0L6vS++pIl0QZI0mS7oQjLXlP5eSYpFguquncbJqW1oBIIvWuKLL1zSr/7toSUfS+VLOjOZXWXwDTHODACWkcrPFQY+9OjRBe0M1lp96NGXta2nQ3/1yD3KFMr63c+/JEk6dMHt721OxVeaq/pS8UUjEHzREl95aUx//fQ5XZ7JL3rsSK2/99ZtK68wJKK0OgDAcmZqFd8funObjlxK6YsvXq4/9rWj43r2bFL/6fX7dOu2Hv3sA3v0t8+e17dPTur58zMyRrpt+8oLEetVD75MdUADEHzREsnacPKnTk4seuzFevBd+RttIhqi1QEAluG2OvzUPddp71BcH370qCpVK2utPvzoUe3oi+nHXrVDkvTzr9+n7b0x/cY/vKBnzkxrz2BcXSvYb+GV4W5nsgOb29AIBF+0RLL2JvzN45OLHnvxYkqDiWh9nuNKxKn4AsCyUnnnPbevM6xffHi/jo2l9S+HLurRw6M6dH5GP/+GfYqEnEgQiwT1gR++VcfG0nr86HhTDq6Yj1YHNBLBFy0xU6/4LhV8Z1ZV7ZVqFd8iwRcAluK2OnTHwnrr7Vt105Yu/cFjx/Thx47p+sG43n7X9gXPf/iWEb3xlhFJzTm4Yj53li+b29AIBF+0RDJXVDhodH46p3NT2fr1Qrmi42PpVQdfZ6oDm9sAYCmpnFMY6ImFFQgY/eLD+3VqIqMjl1L6hTfsW/Jo4A/88K16YP+QHr55pKlrfWD/kN50y4j2DiWa+nXhDwRftMRMrqT7bxiUJD11Yq7qe/RyWuWqXdXGNolWBwC4mplcSZFgQNFaO8Obbx3RnTt6tH8koR+6c9uSn7OtN6ZPve9u7ezvbOZStWcooY+/54A6wsGmfl34AwdYoOnypYrypaoO7O7X8xdm9M0TE3rnq3dKctocpNVtbJOkRCSkYrmqYrla71MDADhS+ZK6Y6H6wRXGGH36Z14ja3XNY+GBzYTgi6Zze816O8O6Z8+Anjo5KWutjDF68WJKiWhIu1ZZYYhHnb/KmUJZkRAbIgBgvlSupO7Ywp7ZlZyMCWw2lMbQdO4os95YRPftHdRoqqCTExlJTsX3lq3dCqyyApGoBV/aHQBgsZlciaALiOCLFkhmi5Kciu+9ewckOX2+larVkUuzumWVbQ7SvIovkx0AYJFUvryo4gv4EcEXTefO8O2JhbV7oFNbujv01IlJnZrIKFeq6Lbtqx+dE486myA4xAIAFpvNldRD8AUIvmi++T2+xhjdt3dA3zo5ueaNbdL8VgdGmgHAlZxWB7b1AARfNJ17eEVv7VSee/YOaDJT1N8/d0GRUEA3DK9+duP8zW0AgDnW2tpUByq+AMEXTZfMFRUMGMUjTnvCvXucPt+vvTyuG0e6FF5ikPq1sLkNAJaWL1VVqlhaHQARfNECyWxJvbFwfZ7kzv5O7eyPSVpbm4M0F3yvrPh+7pnzOjOZWcdqAaC91Y8rZqoDQPBF8yVzJfVccQa7W/Vda/BdqtXhYjKnX/qb7+kPv3J8jSsFgPaXyteCb4weX4Dgi6abqVV853vdviFJ0p07e9d0z0gooEgwoNl5wffJY+OSpCeOjstau8bVAkB7S82bpAP4Hd/+oelmciUNdUUXXHvr7Vu1vS+mO3asLfhKzkiz+RXfx486wXdstqCXLs/q5q1rqyYDQDuj1QGYQ8UXTZfMFRdVfAMBo1fu6lvXfePRkDK1cWblSlVfPzahB/Y7leQnaiEYAPxmrtWB4AsQfNF0yWxjxuokoqH6VIfvnZ9RKl/WOw/s0I0jXfXqLwD4jTtCklYHgOCLJitXqprNl9Xb6f0bsFPxdYLvE0fHFTDS/TcM6sEbh3Tw9LSyHGcMwIdSeee9r4sDLACCL5rLfQO+stXBC/OD7+NHx3Xnzl71dkb0wL4hFStVfevkpOdfEwA2ulSupM5IcE0z0oHNhn8FaKpktihp7tQ2LyWiQaULZSWzRR06n9QDtUkRB3b3qSMc0OMv0+4AwH9mciXaHIAagi+ayt1dfOUcXy/EI87mtq8fn1DVqr6xrSMc1L17BvTEsQnPvyYAbHSpfImJDkANwRdNlawF30a2Ojz+8rh6YmHduaOn/tgD+4d0aiKjs5NZz78uAGxkqVyZwyuAGoIvmsrdXdyYVoeQ0sWynjg2rvtvGFRoXj+bW/19/BjtDgD8hVYHYA7BF03l9vg24k04Hg3JWmk0VdAD+wcXPLZnMK4dfTH6fAH4Dq0OwByCL5oqWT9ByPsfuyXm3dOt8LqMMXpg/5CeOjGhYrnq+dcGgI0qlWvM7HSgHRF80VTJbEldHaEFbQheSUSDkqT9Iwlt7YktevzB/UPKFCt69uy0518bADaiatVqtlAm+AI1BF801Uyu1JDDKyRnqoOk+hizK923d0ChgGnbU9zGZvP1qRgAsBKzhbKsbcxP2YB2RPBFU83kSuqNeb+xTVK9yvvGW0aWfLyrI6w7dvTomdPtWfF97589rV/53KFWLwNAG0nlOK4YmI9vAdFUyWyxYRXf23f06Mlf/j7t7O9c9jlDXVGdnmi/kWbWWh0fS+vUREaFckXRULDVSwLQBtyfEtHqADio+KKpkg0eq3O10Cs5kx/StWON28lEuqhCuapssdK2FWsAzZfKuxuKCb6ARPBFk81kWztPsisaUqbYfsH3QjJX/5hZxABWilYHYCGCL5rGWqtkAze3rUQ8GlI6X5a1tmVrWIvz0057xmAiyixiACuWyjnf6HNyG+Ag+KJp0oWyKlXbsM1tKxGPhlSuWhXabJbvhWmn4vvOAzv00uVZjaXyLV4RgHZQb3Wg4gtIIviiidxNFj0trPh21Ub6ZNqsz/f8dE7dHSG99Y6tkqQnjk20eEUA2sFMrqSAkRIRKr6ARPBFEyWzTvDtbWHlwZ31224b3C4kc9re16mbt3Q77Q5tOosYQHOlciV1dYQVCJhWLwXYEAi+aBq34tvb2dpWB6kNg+90Tjv6YgoEjB7YN6ivHxtXpdpefcoAmi+VL9PfC8xD8EXTuBXfVu4uTkTdVodKy9awWtZanZ/Oanuvc0DHgzcOaTpb0gsXZlq8MgAb3UyDR0gC7Ybgi6ZJ5oqS1NKpDokOt+LbPkf/zuRKyhQr2tHnBN/7bxiUMaLdAcA1pXIlZvgC8xB80TQbo+LrnHiWbqOK7/naRAc3+A4korp9e4+eIPgCuIZUnuALzEfwRdOkciV1hAPqCLfuuN14tP2mOrjBd3vv3Kl0D+wb0nPnkvW+aQBYCq0OwEIEXzRNMltq6Qxfaa7HN51vn+DrntrmVnwl6YH9Q6pUrb55nLFmAJaXyrG5DZiP4IumSeaKLe3vldpznNn56aw6I8EFf3Z37epVVzSkJzi+GMAyiuWqcqUKrQ7APARfNE0y2/ofuQUCRp2RYFu1OlyYzml7b0zGzM3hDAcDuu+GAX2dii+AZbintrXy0CBgoyH4omk2Sq9ZIhpqq4rvhWRuQZuDa+9QQpeSeVnLPF8Ai6VqewCo+AJzCL5ommS21PJWB6n9gu/56Zy2LxF8ezvDKldtW/1/AdA87uZXenyBOQRfNM1MrtTSU9tc8WiobVodZvMlzeRK2tHXuegx98/SHRMHAPOlapt4N8JP2oCNguCLpsiXKsqVKhviDTgeDbb85LbPP39Jv//ll6/5PHeig3tq23y9tT9Lgi+ApdDqACxG8EVTuG/AG6PVIazZFld8//G7F/Tn3zx9zeddcGf4LtnqUKv41k7EA4D55lodWv++C2wUBF80RdINvi2e4ys5p7e1utVhIl3UbL6sfOnqleelZvi63G8iqPgCWEp9qgPBF6gj+KIp3HC2ESq+G6HHdyJdkCSNpQpXfd756ZwioYAG49FFj9WDL6e3AVhCKldWJBhQNMR/6gHXhvjXYIz5hDHmKWPMb7R6LWiMZNb5cfxGqDwkOkItb3WYmHUC7+hs/qrPc2f4BgJm0WPun2UyQ6sDgMVmciV1x0ILZoADftfyGSfGmLdLClpr7zXGfNIYs89ae2wlnzuayuvMZLbBK8RaREIB3bG9px7Y3Krkhgi+kZCK5apKlarCweZ/75ctlpUpOi0O1674Zpdsc5CkaCiozkiQii+AJaXyJfp7gSu0PPhKekjSZ2sff1nS/ZJWFHy/fHhU/8c/vNCgZWG93v2aXfqdH71d0sba3BaPOn/tM4VyS8arTczOVWjHrlXxTeZ089buZR/v64zQ4wtgSalciYkOwBU2QvCNS7pQ+3hK0iuvfIIx5hFJj0jSrl276tcfvnlYewZf04QlYrW++MJlffpbZ3Rgd59+9K4dSmZLCgaMEtHW/5VLdDhrmM23JviOp+eqvKNXqfjmSxVNpIvLVnwlp4I+w1QHAEtI5Urq2QCz04GNpPUpREpLcv/LntASfcfW2o9L+rgkHThwoH4+69aemLb2LB8K0Dqvub5fL4/O6tf+7gXduq1HyVxRvbHwhug1c8N3ptiaPt+JecH3ahXf81cZZebq7Qxr2sOKb6Vq9a/PX9Jbb9+q4BJ9xQDaRypf1q6BeKuXAWwoG2Fz2zNy2hsk6U5Jp1u3FHglFAzooz9xl+LRkN7/l8/ownROPRugzUFa2OrQCm7w3dLdofHZ5Su+c4dXLD61zdXbGa5vHPTC149P6Of/6jk9cXTcs3sCaI2ZXEndHRuhvgVsHBsh+P6DpJ8yxnxI0jsl/WuL1wOPDHd36A9/4i6dnsjoqy+Pb4iNbZIzx1dyWh1awe3xvXlr11U3t52fdjZuXq3VobczUh9S74VzU87XPHwp5dk9ATSftdbp8d0g77vARtHy4GutTcnZ4PYtSd9nrZ1p7YrgpXv3DuiX3nyjpLkjdlstEXXW0apjiyfSBfV2hrW9L3bVcWYXpnMKBYxGujuWfU5vLKxktiRr7bLPWY2LtSrzEYIv0NZypYrKVbthCg7ARrEhfgZirZ3W3GQHbDLvf2CvLiXzum378tMJmileq/i2stVhMBHVcFeHktmSCuWKoqHgouddSOa0tbfjqr22vZ1hlatW6UJZXR7s3naD70uXZ9d9LwCtUz+umKkOwAIbIvhicwsEjH7rbbe1ehl17ua2Vh1i4QTfiIa7nNPYxmcL2tG3uI/3fO3wiqtxj4BOZkseBV+nAn1yPK18qaKO8OJADmDjS+Wc97fuGP+ZB+ZreasD0Gyt39xW1GAiWm9hWG6kmXNq2/Ib26S5uche9fleSOaUiIZUtdLxsbQn9wTQfFR8gaURfOE74drZ9S0LvrNOq8NQveK7uM+3WK5qdDZ/1Y1tkupziL04xKJcqepyKq8H9g9Kos8XaGenJpxvXHf1X/2bZ8BvCKXEVgYAACAASURBVL7wpUQ01JJWh3ypotlCWUNdUQ13O8F3bImRZuens7L26hMdpLmK77QHI83GZguqVK3u3TuojnBARy7R5wu0qyOXZtUZCRJ8gSsQfOFLiY5QSyq+7gzfwUREA/GoggGj0dTiiu/J8Ywkae9w4qr3cydlJD1odXA3tu3si+nGLd166TIVX6BdvXQ5pRu3dCnAQTTAAgRf+FI80prg6x5YMZhwQu9gIrLkLN+TtR9T7h28evB1DwWZ8aDiO3dgRkw3b+nSkUspz8akAWgea61eujyrm7ZsjEk6wEZC8IUvJaIhpVtS8XUC6mDCaXMY7upYstXhxFhGA/HINU+7i4aC6owEPenxdSc6bO2N6aYtXZrOlq56shyAtTk7mW3ov63RVEHJbEk3b+1q2NcA2hXBF76U6GhV8K1VfGsb20a6o0u3OkyktWcovqJ79sbCmvYg+F5IZtUTCysRDemmrU6l6AjzfAHP/cynntYH/vnFht3/SK1NiYovsBjBF74Uj4ZacnLbRK3KMxB3pjEMdXUsWfk5OZ7R3qGrtzm4ejojmsmtv9XhYjJfnxt80xanUvQSkx0AT1WqVqcmMg0dF+hOZLlxCxVf4EoEX/hSIhpsWcW3qyNUPxhiuCuqyUxRpUq1/pxktqjJTHHFFd++zrBHrQ45basF397OiLb2dDDSDPDY2GxepYrVualsw3roX7o0q+29MY4rBpZA8IUvxSMhpfOt6fEdqvX3SqofYjG/6nuiNtFhzzU2trl6O8OeTHW4kMxpe29H/fc3b+3m6GLAY+emnE2kmWJFU5n1/6RmKS9dTtHfCyyD4AtfSnSElCtVVKk2d2rBeLpQ39gmqX5s8fwNbifHnR+BrrTi2xOLKLnOqQ6pfEmz+XK94is57Q7Hx9IqlqtX+UwAq3FuKlv/+Oy8j71SKFd0YjxDfy+wDIIvfCnhHltcbG7VdyJdqJ/YJmnuEIt5G9xOTmQUDhrtXOHg+d5aq8N6fmzqzvBdEHy3dqtctToxztHFgFfOT+fqHzci+B4fS6tStbqJii+wJIIvfCleC77NbndwjiuO1H/vtjpcWfHd1d+pcHBl/zz7OsMqV60yxbVv1nOD7/Z5J8Xd7G5w4yALwDPnprP1ExfPTi4dfMuVqp44Or6mb2Zfqp24SMUXWBrBF75Ur/g2cYNboVxRKl9e0OowEI/ImIUV3xPjGe1Z4UQHSeqNOUF6eh39ghdqM3y3z6v4Xj8YVyQYqP+HFMD6nZvKau9QQiPd0WUrvl8+PKr3fPI7euLYxKrvf+RSStFQQLsHOKoYWArBF77kBt9mTnaYdA+vmNfqEAoGNBCP1iu+5UpVZyYzK+7vlead3raODW4XkzmFg2bBxrtQMKB9IwkdZrID4Jnz0znt7ItpV3/nssH38EXn39w/f+/iqu//0uVZ7R/pUmiFPzEC/IZ/GfCleAuCb/3winnhUnIOsXCD7/np3P/f3p1Ht3Vf+QH/XqwkFpIgAVKkSC3UZksWFUuUxo432bE9iS2PM0mcuDOe6bHbSabHTZplTpuceJJTN9OkPelMZ9LJTNWxc9JlktpTJ01kp7Zk2dbETmxTXqRoo0VqIymRoLgCXLD9+gfeA0ESFEkQwAMevp9zdAT+AEGXv0OQF5f33R+icbXkGb5A8gALACsaadY3MolV1RWwWGTW+nWrONmBKFei8QQuj06ipdaFllrXrAvd0nX2J19zL564gunY8lqYONGB6NqY+FJZMqLVYSbxdcxar/fOnN7WPZi8kGzDMiq+Pu0wjJEVHGLROzw5q81Bd32jF8Hx6VTsRJS9yyNTSCigxefCmloXLo9NZUxsO/vH4fc4MD4Vw5HOpbc7JF+rEfb3El0DE18qSzOtDoU7vU2f1Tu34lvvrUhVfLsGljfDF5ip+K7k2OL0wyvSXa8dXXyGVV+iFbs0nKzwNmutDkol33Smm4zEcWFoAg/vXgOfy44Dx5be7qBfiMqJDkQLY+JLZcntTJ6cFppa+cEPSzWo9fimjzMDkq0OV0PTiMUT6B4Mweeyp6q4S1GlJb6jWc7yjcUTuDI2lbHiqx9dfKJvNKvnJqIZPVri21KbrPgC80eadQVDUArY2lSFj96wCodO9mMqurQ36JzoQLQ4Jr5UltypOb6Frfh6nDPHFesCVRVIKOBqOIKuYHhZ/b0AUGG3otJuXbTHdzISx0snrsyr3vaPTyOhkLHiW+dxYkuDFy8cv7KsmIhovktDk7BaBI3VFQsmvvrrc3ODF/vamhCOxPHK6YElPf+py2NoqHKidhlvnInKjc3oAIiM4LRZYLdKwS9um9vfC6Sd3jY2je5gCHddV7/s5/YtcGxxaDqGl0/14//95gpePRPEZDSO1oAbL3/5DogkL2TLdHhFuofam/Gt50+hsz95tTgRZefS8ARWVVXAZrUg4HWiwm6ZN8u3c2AcDmtyHNm6Ohf8Hgd+fqwPH9veuOjzn7oyzmov0SJY8aWyJCJwO20FPcBicM5xxTr9EIuzwXEMhiLLmuGrq3bNP7Z4KhrHb//FEfyrH7+HjgvDeKi9GZ+9vRXdwTDeuTicepzeY5ip1QEAfvfG1bBZBM92XFp2XEQ0o2d4Ei21ydeZiGQcadZ5ZRytATdsVgtsVgvu296Iw6cHFr0QNxpP4OzAeKovn4gyY+JLZcvtsBV4qkMkY+KrV3x/3TUEAGj1L32ig66m0j6v1eFE3xh6Rybx5IPb8ObXPoInH7wBX/jIJrgcVjzzdk/qcb2pim9Fxueu8zhx9/UNeO6dXkTjiUVjCU/H8O9fOIXRFVxsR2RGl4Ym0OKbOVgiY+LbH5r1m5V9bU2YiiZw6FT/NZ+7OxhGNK44yoxoEUx8qWx5K2yFb3Xwzm910JPhX3VfBQBsqF9+xbcmQ6vD8Z4RAMC9W1el5vN6nDbsa2vEgWN9qaS/b2QSPpcdLsfCnU+f3t2Mq+EIDi+h1/C5d3qw/0g3jnwQXPbnQWRWU9E4Bsan0VI7k/jqs3z1o4nHp6LoHZnEllUzyWv7Wh9WVVXgwLHL13z+1EQHtjoQXRMTXypbbqcN4UhhEt9oPIGRiWjGiq/DZkGd24GLQxOwWSR10cty1Lgc8yq+x3pGEfA60VA1+//8dHsLwpE4Xjie/EG60CizdLdvCqDe68Qzby/e7vBMR7KazNm/RDN6tJaiZt/Ma21NrQvhSBxD2nHjHwwk53inV3wtFsF92xvx2pkgxq4xhebX3VdRYbcs69RHonLExJfKViF7fFPHFWdIfIGZEWdral2wZ3HUaI3LjpGJSKpyBADHekexo7k6dRGbbtdaH1r9bjyrJah9I1OLJr42qwWf3NWMV84MpA7byORk3xiO9yZHnzHxJZqRPspMN3eyQ2dqosPs3/rs29GISDyBXxzPXPUdDkfwk3d78bs3rs7q+wdROeErhMqW11m4Vgc9CZw7w1enX+CWbbWmptKOWEKlxrOFpmPoCoawfXXNvMeKCB5qb8Fb54fQHQyhdyTzqW1zPbSrGQkFPPdO74KPefboJTisFngrbBgcz/4kOSKzuaRVfOf2+AJpiW9/CBV2y6zHAMCNLTW4vrEKf/taN2IZ+ux/9PZFTEUTePSW9fkKn8g0mPhS2XI7rQgX6OS2YCjzqW06/QK35c7w1flc2rHF2mSH3/SOQimgrbk64+M/uXM1rBbBU788h9B0bEmJb2vAgz3ravFsx6VZlWXddCyOn77bi3u2NqDF52LFlyhNz9AEHFZL6rUOzFR/9ZFm+shAvSdfJyL40t2bcG4wjOfenf3GMxpP4L+/cQG3bfJz3CDREjDxpbLlLmTFVzuSOLBQ4qv14WZb8a12JU9v0/t8j/ck2w22L5D41ldVYO/mAJ7RRpQt1uqge6i9Gd2DYRy9MDzvvpdPDWB4IopP726B3+tk4kuUpmd4Eqt9lbOS2gq7FQ1VzrSK7zg21WdOXu/Z2oC25mr81csfIBKbqfq+cPwyroxN4TFWe4mWhIkvlS2PdnFbpuplrunHFWea6gCktzpkV/GtqZyd+B7rHcXqmsoFK8wA8FB7C6Lx5Oe+0Cizue7b3gi3w4ofvHF+3r7977cvobG6Ardu9MPvcaQ+ZyJKHl6RfmGbTh9pNhyOYGB8GltWZf4eICL40j2b0TM8iWePJt+wKqXw9C/PodXvxh2bA3mNn8gsmPhS2fI4bVAKmCjAscXB8Wm4HNYFR4bdvimA+9sasX115grtYmr0VofJZLJ5rGdk0ee667p61GlHmy6l1QFIVskfvWU9nj92Gf/uwKlU8ts3MokjHwTxqV3NsFoEAY8TwdB0Qd5UEJWCS0MTsy5s0+kjzTr7Z44qXsjezQHcuKYG/+XwWUxF43jn4gje7xnFo7esm9ceQUSZMfGlsuV2JpPQQrQ7LHRqm26d342//r2dqLBbs3p+X1qrw+hEFBeuTqCt5dqJr8NmwcN7WlDrdlwztrm+cu9mPHrLOjz9+jl882cnkEgoPPdOD5QCHtrVAiDZyxyJJTBWwJPxiIpVaDqG4YnoghXfy2NT+E1fcg7vtRJfEcFX7tmCy6NT+PFbF/H06+dQVWHDJ3Y25y12IrNZeGI9kcl50hLfhjz/X8nEN3ObQy5Uaa0Oo5PR1DixtgwTHeb60t2b8Ue3tS6rWiQi+Ma+rbBbLdh/pBvRuMIbXYO4ubUOa+qSFS29pWMwNI1qLTaicpUaZeabX/FdU+uCUsArpwfgddrQWH3ttqNbNtZhz/pa/NXhsxidjOKf37o+9SaeiBbHVwuVLT3xTT+2OBJLYP+RLoznuArc2T+OnWt8OX3OdBV2KyrtVgyHI3hfO7FtKW0TNqsl1SaxHCKCr33sOtitgr9+pQsA8MW7N6Xu1yvIg+PTWU+qIDKLS0PaKLMMrQ76SLM3z11FW3PNvLnbc4kIvnzPZjy8/9ewWgR/+OF1OY+XyMyY+FLZSrU6pP06/tUzA/juS51wWC1Y5OfPsu1ZX5vbJ5xDP7a4Z3gS6+pcqUkP+SIi+JN7t8DlsOGlE1fw0W2Nqfv0ecW8wI0o2d8LYMFWBwCIxtW8gysWclNrHR7Y0QSfy77k/nwiSmLiS2XLk6HH97XOINwOK979xr1w2EqrBV4/tvjU5THsXJu/6nI6EcHjd27E43dunLWeqvhypBkReoYnUWm3pi4mTRfwOlFht2AqmljWHN7v/ZMbcxkiUdkorZ/sRDnkqdBaHSLJxFcphdc6g/jwRn/JJb1AcqRZl3YSW1uW0yFyxedywCJMfImA5CizltrKjG0MIpKq+m7hARREeVd6P92JcsTtTE5Q0Fsdzg2G0TM8idtLdB5mjcuOc4NhAAuf2FYoVoug1s1DLIgAbZRZhgvbdHriu4mJL1HeMfGlsjXT6pCc43ukMwgAuGNT6Sa+ACACbDO44gsAfo8DwXH2+FJ5U0qhZ3gyY3+vrq25Buv97rxOfiGiJPb4UtmqtFthkZmpDkc+GMR6vzs1kqvU6NMZNgQ8qaTeSAEeW0yE4YkoQtOxjBMddI/fuRGfvb110YkORLRyrPhS2RIRuJ02hKZjmI7F8auuq7h9k9/osLKmH1tsdJuDzu9h4kv03qVhAMC2poVfl1aLZH14DREtDxNfKmseLfHtOD+MyWgcd2wpzTYHYKbVwegL23R+jwODPLaYytzb54dhswg+1LL4gTJElH9MfKmsuZ02hKdjeK0zCIfVgpta64wOKWuN1ckewl1r8zsveKn8HiemogmEI3GjQyEyTMf5IdywuhqVDlZ0iYoBE18qa3rF90hnEO3rfHA5jO+NzdZtm/x4/gu3YnsRtToAQHCc7Q5Unqaicbx/aTTvh9cQ0dIx8aWy5nHa0B0M4/SVcdxRomPMdCJyzT7CQvN7eYgFmV/vyCTevzSS8b7jvaOIxBNoL9CBMkS0OCa+VNbcTit6RyYBoGTn9xargH56Gyu+ZGJP/OQ4Hvm7NzEVnd/S89a5IQBA+zpWfImKBRNfKmseZ/KCsHqvE9et4vD4XPJ7k+PVWPElswpPx/D62asYn47h1TPBefd3nB/CxnoPajMcVUxExmDiS2XNo53edvvmAGdo5litywERIBjiIRZkTkc6g4jEE7BaBAeO9c26L5FQ6LgwjN3r2OZAVEyY+FJZc2sHPbDNIfdsVgtqXQ5WfMm0Dp7qR43Ljod2NePlUwOYiMRS953pH8f4VAy72eZAVFSY+FJZW1VdAafNgls3lu7BFcXM73Gyx5dMKRZP4PDpAdy1pR4Pfmg1JqNxHD49kLq/43yyv5eJL1FxYeJLZe3h3Wvw8lfuYA9envi9rPiSOR29MIyRiSju3tqAPetrEfA6ceD9y6n73zo/jIYqJ5p9lQZGSURzMfGlsuawWdDscxkdhmkljy1mjy+Zz8GT/XBYLbh9cwBWi+D+7Y04fGYA41NRKKXw9rkh7F5Xy2sHiIoME18iyptk4suKL5mLUgoHT/Xj5g118GjXCexra0QklsChU/3oHZnElbEptjkQFaHSPaaKiIqe3+PERCSOiUispE/FI0p3diCEC1cn8Ee3tabWdq7xoam6Yla7QzsnOhAVHVZ8iShv/B5tlu842x3IPA6e6gcA3H19Q2rNYhHc39aIIx8EcejUALxOG65bVWVUiES0ACa+RJQ3+rHFwdCUwZEQ5c7Bk/1oa67GquqKWev72poQjSs8f+wydq71wWphfy9RsWHiS0R5ox9bHGTFl0xiYHwK710amVXt1bU1V2NNbfJi2T3r2d9LVIyY+BJR3gS0ii8vcCOzeOX0AJQC7tk6P/EVEexrawQAtK9lfy9RMeLVJkSUN/p8ZCa+ZBYHT/ZjdU0lrlvlzXj/Y7euh9tpQzsnOhAVpawSXxE5dI1/26OUeiT7kIjILOxWC3wuOxNfMoVEQuHX3UN48ENNC87n9XucePzOjQWOjIiWKtuK73eUUocy3SEiHxcRG4Bu7Q8AfF4pdVxE/i2A+wC8pZR6XHv8vDUiMo/kscXs8aXSd2FoAqHpGNqaq40OhYiylK8e3zYAP1JK7dX+HBeRXQBuBbAHwICI3J1pLU/xEJFBeIgFmcWJvlEAwLYmJr5EpSpfie9NAPaJyFsi8pRWAb4DwP9RSikALwK4bYG1eUTksyLSISIdwWAwTyETUT74vUx8yRxO9I3BZhFsavAYHQoRZSlfie/bAO5WSu0BYEeylcENoFe7fwhAwwJr8yil9iul2pVS7YFAIE8hE1E++D0ODIbY6kCl70TfGDY1eOG0WY0OhYiylK/E95hSSj+3sQPAJgAhAJXamkf7vzOtEZGJ+D1OhKZjmIrGjQ6FKGtKKZzsG8W2Jp7GRlTK8pVo/g8R2SEiVgAfB/A+gKNI9vMCwA4A5xdYIyITmTnEgu0OVLoGxqcxGIrgBia+RCUtX3N8nwTw9wAEwM+UUodExALg2yLylwA+qv25kGGNiEzE752Z5duinWpFVGpSF7at5oVtRKUs28T3cyLyxAL3vaeU+imSkx1SlFIJbWrD/QD+Uil1DgAyrRGRefhZ8SUTONE7BhHg+kZWfIlKWVaJr1LqoSz/3SSAf1hsjYjMY+bYYl7gRqXrRN8Y1tW54XHywFOiUsaLyYgor+rceuLLii+VrhOXR7GV/b1EJY+JLxHllcNmQb3Xic7+caNDIcrK6GQUl4YmOdGByASY+BJR3n3k+gYcPj2AyQhHmlHpOdk3BoAnthGZARNfIsq7B3Y0YiISx+HTA0aHQrRsM0cVs+JLVOqY+BJR3v3W+joEvE78/P0+o0MhWrYTfWNoqHKmJpQQUeli4ktEeWe1CO67YRVeOTOA0HTM6HCIluVE3yjbHIhMgokvERXEvh1NmI4lcOhkv9GhEC3ZVDSOrmCYbQ5EJsHEl4gKYtcaH1ZVVeDAMbY7UOk4fWUc8YRi4ktkEkx8iaggLBbBvrZGvNYZxOhE1OhwiJZk5sI2tjoQmQETXyIqmH07mhCNK7x48orRoRAtyYm+MVRV2NDsqzQ6FCLKASa+RFQwO5qr0VJbiQPHLhsdCtGSnOgbw7amaoiI0aEQUQ4w8SWighER3L+9Ca+fHcRQOGJ0OETXFIsncPryGPt7iUyEiS8RFdS+tkbEEwq/+A2rvlTczl8NYzqWwFYmvkSmYTM6ACIqL9uaqtDqd+PPnj+F77/SZXQ4RaPZV4m/fWQXfG6H0aGQ5uxAGACwsd5jcCRElCtMfImooEQE33hgK/t80ySUwoH3L+PLz7yHp/7pblgs7CctBt2DIQDAer/b4EiIKFeY+BJRwe3dUo+9W+qNDqOo3NhSgz/9vyfwN6914fE7NxodDgHoDobRUOWEt8JudChElCPs8SUiKgKP3LQWv7OjCf/ppTN44+yg0eEQgK5gCK1+tjkQmQkTXyKiIiAi+PYntqM14MEXfvwuroxOGR1SWVNKoTsYRmuAbQ5EZsLEl4ioSLidNvzN7+/ERCSOf/n37yAaTxgdUtkaCkcwOhlFa4AVXyIzYeJLRFRENjV48eSDN6DjwjBePRM0Opyy1T2YnOiwgRVfIlNh4ktEVGR+e1sDAOCDgXGDIylfXQPJiQ4bWPElMhUmvkRERcZbYUe914nuYNjoUMpW92AYDpsFTTWVRodCRDnExJeIqAhtCHjQFQwZHUbZ6g6GsL7ODStnKhOZChNfIqIi1BpwozsYhlLK6FDKUncwjA317O8lMhsmvkRERag14MHoZBRD4YjRoZSdSCyBC0MTnOFLZEJMfImIipA+P1afLkCFc3FoAvGE4gxfIhNi4ktEVIQ2atME9OkCVDjdWm81Z/gSmQ8TXyKiItRUUwmHzcKKrwH0PWfFl8h8mPgSERUhq0Wwvs6dqj5S4XQNhBDwOlFVYTc6FCLKMSa+RERFqjXgRhdn+RZc92AYrX5We4nMiIkvEVGR2hDw4OLQBCKxhNGhlJXuYAgb6tnfS2RGTHyJiIpUa8CNeELh4tCE0aGUjaFwBMMTUVZ8iUyKiS8RUZHSpwqwz7dw9L3ewIkORKbExJeIqEjpUwXY51s43UFOdCAyMya+RERFqqrCjoDXyYpvAXUNhuCwWtDscxkdChHlARNfIqIi1up3c5ZvAXUHw1jnd8FqEaNDIaI8YOJLRFTEWgMeVnwLqCsYQquf/b1EZsXEl4ioiG0IuDE8EcVQOGJ0KKYXjSdw8eoE+3uJTIyJLxFREdvAyQ4Fc2loArGE4kQHIhOzGR0AEREtTK8+dgfDaF9Xm1o/OxDCwZP9RoVlSucHOdGByOyY+BIRFbFmnwsOqwVdgzMV39B0DI/83Zu4MjZlYGTm5HPZsanBa3QYRJQnTHyJiIqY1SJYW+dC18DMZIf/fLAT/eNTeOZzN6OtudrA6MzHZhHYrOwCJDIrJr5EREVuQ8CDzoFxAMDJvjH84I3zeHj3GuxZX7vIvyQionR8W0tEVORaA25cvDqBSCyBJ356HDWVdvybj24xOiwiopLDxJeIqMi1BjyIJRS++9IZvHNxBF+773rUuBxGh0VEVHKY+BIRFTl9ysD+I93Ys74Wn9y52uCIiIhKExNfIqIit0E7ScxmEXzr4zdAhMfpEhFlgxe3EREVuWqXHbvX+bB3Sz02c9QWEVHWmPgSEZWAZ//4w0aHQERU8tjqQERERERlgYkvEREREZUFJr5EREREVBaY+BIRERFRWWDiS0RERERlgYkvEREREZUFJr5EREREVBaY+BIRERFRWWDiS0RERERlgYkvEREREZWFRY8sFpFD13hcj1LqkdyGRERERESUe4smvgC+o5Q6lOkOEfm49ncDgH9QSt2mfWwH8ByAWgBPKaWeXuraij8jIiIiIqIMVtzqICI+AD8E4E5b/jyAo0qpWwB8SkS8y1gjIiIiIsq5XPT4xgF8BsBY2tpeAM9ot48AaF/GGhERERFRzq048VVKjSmlRucsuwH0areHADQsY20eEfmsiHSISEcwGFxpyERERERUhvI11SEEoFK77dH+n6WuzaOU2q+UaldKtQcCgTyFTERERERmlq/E9yiAW7XbOwCcX8YaEREREVHOLWWqQzZ+COAFEbkNwFYAbyLZ0rCUNSIiIiKinBOl1LUfIPIsgIX6C95TSn1xgX/XhGQ190W9B3ipa9fS3t6uOjo6FnsYEREREZUJETmqlFp0SMKiiW+xYeJLREREROmWmvjyyGIiIiIiKgtMfImIiIioLJRcq4OIBAFcSFvyAxg0KBwz477mHvc097inucc9zQ/ua+5xT3OvlPd0rVJq0Zm3JZf4ziUiHUvp6aDl4b7mHvc097inucc9zQ/ua+5xT3OvHPaUrQ5EREREVBaY+BIRERFRWTBD4rvf6ABMivuae9zT3OOe5h73ND+4r7nHPc090+9pyff4EhEREREthRkqvkREREREi2LiS0RERERloaQTXxF5SkR+JSJPGB1LKRORahH5hYi8JCI/EREH9zY3RKRBRN7VbnNPc0REvi8iD2i3ua8rICI+EXlBRDpE5L9qa9zTLGmv+X/UbttF5Oci8rqIPLbQGl3bnD1dIyKvishhEdkvSdzTLKTva9raDSJyULttyn0t2cRXRD4BwKqUuhlAq4hsMjqmEvb7AP5cKXUvgCsAHgb3Nle+C6CSX6+5IyK3AVillPo59zUn/gDA/9Jmd3pF5F+De5oVEfEB+CEAt7b0eQBHlVK3APiUiHgXWKMFZNjTzwH4F0qpuwC0ANgO7umyZdhXiIgA+HMAdm3JlPtasokvgL0AntFuvwTgVuNCKW1Kqe8rpQ5qHwYAPALu7YqJyF0Awki+mdgL7umKiYgdwH8DcF5EHgT3NReuArhBRGqQTCTWg3uarTiAzwAY0z7ei5m9PAKgfYE1WtisPVVKfV0pdUq7rw7JU8b2gnu6XHO/VgHgUQCvpH28Fybc11JOfN0AerXbQwAaDIzFUwS4vgAAAiBJREFUFETkZgA+AJfAvV0REXEA+FMAX9WW+PWaG38I4CSA/whgD4DHwX1dqV8CWAvgCwBOAXCAe5oVpdSYUmo0bSnT657fC5Yhw54CAETkMwBOKKX6wD1dtrn7KiJ1SBa9vpv2MFPuayknviEAldptD0r7czGciNQC+B6Ax8C9zYWvAvi+UmpE+5h7mhs3AtivlLoC4H8iWYXgvq7MNwH8sVLqSQCnAfweuKe5kul1z+8FKyQirQD+BMAXtSXu6cp9B8DXlFLRtDVT7mspfxJHMfMruB0AzhsXSmnTqpPPIvlFfwHc21y4G8DjIvIqgA8BeADc01w4C6BVu90OYB24ryvlA7BdRKwAfgvJH4Dc09zI9L2U319XQOtN/RGAx9IqltzTlbsDwH/Qf2aJyLdg0n21GR3ACvwUwD+KSBOAjwG4yeB4Stk/A7ATwNdF5OsAfgDgD7i32VNK3a7f1r6R/A749ZoLTwF4WkQeRvICjL0AfsZ9XZFvI/maXwvgVwD+AvxazZUfAnhBuyBzK4A3kfzV8dw1WrqvAlgD4HvJa7HwTWTeZ1oGpdRm/baIvKqUekJE1sKE+1rSJ7dp7/zuAXBE+9Un5Qj3Nve4p/nBfc097mnuaG8gbgXwol6hzLRGK8M9zQ8z7mtJJ75EREREREtVyj2+RERERERLxsSXiIiIiMoCE18iIiIiKgtMfImIiIioLDDxJSIiIqKy8P8BeGKlQIOUa2AAAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制资金收益曲线\n",
+ "x = my_tm.getProfitCurve(k.getDatetimeList(), KQuery.DAY)\n",
+ "x = PRICELIST(x)\n",
+ "x.plot()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "5、回测统计报告\n",
+ "----------------------"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "帐户初始金额: 300000.00\n",
+ "累计投入本金: 300000.00\n",
+ "累计投入资产: 0.00\n",
+ "累计借入现金: 0.00\n",
+ "累计借入资产: 0.00\n",
+ "累计红利: 0.00\n",
+ "现金余额: 288820.00\n",
+ "未平仓头寸净值: 13180.00\n",
+ "当前总资产: 302000.00\n",
+ "已平仓交易总成本: 0.00\n",
+ "已平仓净利润总额: 1650.00\n",
+ "单笔交易最大占用现金比例%: 4.25\n",
+ "交易平均占用现金比例%: 3.61\n",
+ "已平仓帐户收益率%: 0.55\n",
+ "帐户年复合收益率%: 1.26\n",
+ "帐户平均年收益率%: 1.26\n",
+ "赢利交易赢利总额: 2490.00\n",
+ "亏损交易亏损总额: -840.00\n",
+ "已平仓交易总数: 4.00\n",
+ "赢利交易数: 1.00\n",
+ "亏损交易数: 3.00\n",
+ "赢利交易比例%: 25.00\n",
+ "赢利期望值: 412.50\n",
+ "赢利交易平均赢利: 2490.00\n",
+ "亏损交易平均亏损: -280.00\n",
+ "平均赢利/平均亏损比例: 8.89\n",
+ "净赢利/亏损比例: 2.96\n",
+ "最大单笔赢利: 2490.00\n",
+ "最大单笔亏损: -350.00\n",
+ "赢利交易平均持仓时间: 76.00\n",
+ "赢利交易最大持仓时间: 76.00\n",
+ "亏损交易平均持仓时间: 15.00\n",
+ "亏损交易最大持仓时间: 22.00\n",
+ "空仓总时间: 73.00\n",
+ "空仓时间/总时间%: 37.00\n",
+ "平均空仓时间: 18.00\n",
+ "最长空仓时间: 32.00\n",
+ "最大连续赢利笔数: 1.00\n",
+ "最大连续亏损笔数: 3.00\n",
+ "最大连续赢利金额: 2490.00\n",
+ "最大连续亏损金额: -840.00\n",
+ "R乘数期望值: 0.05\n",
+ "交易机会频率/年: 7.56\n",
+ "年度期望R乘数: 0.38\n",
+ "赢利交易平均R乘数: 0.26\n",
+ "亏损交易平均R乘数: -0.03\n",
+ "最大单笔赢利R乘数: 0.26\n",
+ "最大单笔亏损R乘数: -0.03\n",
+ "最大连续赢利R乘数: 0.26\n",
+ "最大连续亏损R乘数: -0.03\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "#回测统计\n",
+ "from datetime import datetime\n",
+ "\n",
+ "per = Performance()\n",
+ "print(per.report(my_tm, Datetime(datetime.today())))\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "6、关于性能\n",
+ "---------------\n",
+ "\n",
+ "经常有人问到性能问题,下面这段的代码使用之前的系统示例,遍历指定板块的所有股票,计算他们的“盈利交易比例%”(即胜率)。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def test_func(stock, query):\n",
+ " \"\"\"计算指定stock的系统策略胜率,系统策略为之前的简单双均线交叉系统(每次固定买入100股)\n",
+ " \"\"\"\n",
+ " #创建模拟交易账户进行回测,初始资金30万\n",
+ " my_tm = crtTM(initCash = 1000000)\n",
+ "\n",
+ " #创建信号指示器(以5日EMA为快线,5日EMA自身的10日EMA最为慢线,快线向上穿越慢线时买入,反之卖出)\n",
+ " my_sg = SG_Flex(EMA(n=5), slow_n=10)\n",
+ "\n",
+ " #固定每次买入1000股\n",
+ " my_mm = MM_FixedCount(100)\n",
+ "\n",
+ " #创建交易系统并运行\n",
+ " sys = SYS_Simple(tm = my_tm, sg = my_sg, mm = my_mm)\n",
+ " sys.run(stock, query)\n",
+ " \n",
+ " per = Performance()\n",
+ " per.statistics(my_tm, Datetime(datetime.today()))\n",
+ " return per.get(\"赢利交易比例%\".encode('gb2312'))\n",
+ "\n",
+ "def total_func(blk, query):\n",
+ " \"\"\"遍历指定板块的所有的股票,计算系统胜率\"\"\"\n",
+ " result = {}\n",
+ " for s in blk:\n",
+ " if s.valid and s.type != constant.STOCKTYPE_INDEX:\n",
+ " result[s.name] = test_func(s, query)\n",
+ " return result"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "遍历所有当前有效且并非指数的证券。下面是我的机器执行结果,共计算4151支证券,最近500个交易日,共耗时2.89秒。机器配置:Intel i7-4700HQ 2.G。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Wall time: 4.06 s\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "4491"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "%time a = total_func(sm, Query(-500))\n",
+ "len(a)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/hikyuu/examples/notebook/002-HowToGetStock.ipynb b/hikyuu/examples/notebook/002-HowToGetStock.ipynb
new file mode 100644
index 00000000..959ed159
--- /dev/null
+++ b/hikyuu/examples/notebook/002-HowToGetStock.ipynb
@@ -0,0 +1,280 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "std::cout are redirected to python::stdout\n",
+ "std::cerr are redirected to python::stderr\n",
+ "[2019-03-27 21:33:13.813] [info] Loading market information...\n",
+ "[2019-03-27 21:33:13.816] [info] Loading stock type information...\n",
+ "[2019-03-27 21:33:13.818] [info] Loading stock information...\n",
+ "[2019-03-27 21:33:18.709] [info] Loading KData...\n",
+ "[2019-03-27 21:33:18.720] [info] Preloading all day kdata to buffer!\n",
+ "[2019-03-27 21:33:27.778] [info] 9.068s Loaded Data.\n",
+ "Wall time: 16.6 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "%time from hikyuu.interactive.interactive import *"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "1 全局获取股票对象\n",
+ "==========\n",
+ "\n",
+ "1.1 获取股票对象\n",
+ "-----------------\n",
+ "\n",
+ "通过全局管理对象 sm,或使用函数 getStock。股票标识格式“市场标识+股票代码”,市场标识:沪市sh,深市sz。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Stock(SH, 000001, 上证指数, 指数, 1, 1990-12-19 0:0:0, +infinity)\n"
+ ]
+ }
+ ],
+ "source": [
+ "#s = getStock('sh000001')\n",
+ "s = sm['sh000001']\n",
+ "print(s)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "1.2 遍历所有股票\n",
+ "-----------------"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "全部数量: 5517\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "5517"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "i = 0\n",
+ "#遍历所有股票\n",
+ "for s in sm:\n",
+ " i += 1\n",
+ " #print(s)\n",
+ "print(\"全部数量:\", i)\n",
+ "\n",
+ "len(sm)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "2 通过板块(Block)遍历股票对象\n",
+ "================\n",
+ "\n",
+ "2.1 通过 sm.getStock(\"板块分类\", \"板块名称\") 获取相应板块\n",
+ "------------------------------------------------------------"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Stock(SH, 600270, 外运发展, A股, 0, 2000-12-28 0:0:0, +infinity)\n"
+ ]
+ }
+ ],
+ "source": [
+ "blk = sm.getBlock(\"指数板块\", \"上证380\")\n",
+ "for s in blk:\n",
+ " if not s.valid:\n",
+ " print(s)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "2.1 获取自定义板块\n",
+ "------------------\n",
+ "\n",
+ "自定义板块的板块分类固定为 “self”"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Stock(SZ, 002685, 华东重机, A股, 1, 2012-6-12 0:0:0, +infinity)\n",
+ "Stock(SZ, 002339, 积成电子, A股, 1, 2010-1-22 0:0:0, +infinity)\n",
+ "Stock(SZ, 000728, 国元证券, A股, 1, 1997-5-22 0:0:0, +infinity)\n",
+ "Stock(SZ, 000958, 东方能源, A股, 1, 1999-12-23 0:0:0, +infinity)\n",
+ "Stock(SZ, 000001, 平安银行, A股, 1, 1991-1-2 0:0:0, +infinity)\n",
+ "Stock(SH, 600601, 方正科技, A股, 1, 1990-12-19 0:0:0, +infinity)\n",
+ "Stock(SH, 600050, 中国联通, A股, 1, 2002-10-9 0:0:0, +infinity)\n",
+ "Stock(SH, 601018, 宁波港, A股, 1, 2010-9-28 0:0:0, +infinity)\n",
+ "Stock(SH, 601098, 中南传媒, A股, 1, 2010-10-28 0:0:0, +infinity)\n"
+ ]
+ }
+ ],
+ "source": [
+ "blk = sm.getBlock(\"self\", \"1\")\n",
+ "for s in blk:\n",
+ " print(s)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "2.2 板块信息的配置\n",
+ "-------------------\n",
+ "\n",
+ "板块信息在数据存放路径中 “block” 子目录下,目前采用的是钱龙的格式,你也可从钱龙相应的目录下拷贝最新的板块配置信息。\n",
+ "\n",
+ "![板块配置](images/002_01_block_config.png)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "3 查看权息信息\n",
+ "======="
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Weight(1991-4-3 0:0:0, 0, 0, 0, 0, 0, 150, 68)\n",
+ "Weight(1993-5-24 0:0:0, 3.5, 1, 16, 3, 5, 26941, 17912)\n",
+ "Weight(1994-7-11 0:0:0, 3, 1, 5, 5, 2, 43106, 28659)\n",
+ "Weight(1994-9-2 0:0:0, 0, 0, 0, 0, 0, 43106, 29707)\n",
+ "Weight(1995-9-25 0:0:0, 2, 0, 0, 3, 0, 51728, 35721)\n",
+ "Weight(1996-5-27 0:0:0, 5, 0, 0, 0, 5, 103456, 71393)\n",
+ "Weight(1997-8-25 0:0:0, 5, 0, 0, 2, 0, 155184, 107163)\n",
+ "Weight(1999-10-18 0:0:0, 0, 0, 0, 6, 0, 155184, 107163)\n",
+ "Weight(2000-11-6 0:0:0, 0, 3, 8, 0, 0, 194582, 139312)\n",
+ "Weight(2002-7-23 0:0:0, 0, 0, 0, 1.5, 0, 194582, 140936)\n",
+ "Weight(2003-9-29 0:0:0, 0, 0, 0, 1.5, 0, 194582, 140936)\n",
+ "Weight(2007-6-20 0:0:0, 1, 0, 0, 0, 0, 208676, 155019)\n",
+ "Weight(2007-12-31 0:0:0, 0, 0, 0, 0, 0, 229341, 175682)\n",
+ "Weight(2008-1-21 0:0:0, 0, 0, 0, 0, 0, 229341, 175682)\n",
+ "Weight(2008-6-26 0:0:0, 0, 0, 0, 0, 0, 229341, 204652)\n",
+ "Weight(2008-6-27 0:0:0, 0, 0, 0, 0, 0, 238880, 214200)\n",
+ "Weight(2008-10-31 0:0:0, 3, 0, 0, 0.335, 0, 310543, 278461)\n",
+ "Weight(2009-6-22 0:0:0, 0, 0, 0, 0, 0, 310543, 292367)\n",
+ "Weight(2009-6-30 0:0:0, 0, 0, 0, 0, 0, 310543, 292376)\n",
+ "Weight(2009-10-15 0:0:0, 0, 0, 0, 0, 0, 310543, 292411)\n",
+ "Weight(2010-6-28 0:0:0, 0, 0, 0, 0, 0, 310543, 310537)\n",
+ "Weight(2010-9-17 0:0:0, 0, 0, 0, 0, 0, 348501, 310537)\n",
+ "Weight(2011-8-5 0:0:0, 0, 0, 0, 0, 0, 512335, 310536)\n",
+ "Weight(2011-12-31 0:0:0, 0, 0, 0, 0, 0, 512335, 310536)\n",
+ "Weight(2012-10-19 0:0:0, 0, 0, 0, 1, 0, 512335, 310536)\n",
+ "Weight(2012-12-31 0:0:0, 0, 0, 0, 0, 0, 512335, 310536)\n",
+ "Weight(2013-6-20 0:0:0, 6, 0, 0, 1.7, 0, 819736, 496857)\n",
+ "Weight(2013-11-12 0:0:0, 0, 0, 0, 0, 0, 819736, 557590)\n",
+ "Weight(2014-1-9 0:0:0, 0, 0, 0, 0, 0, 952075, 557590)\n",
+ "Weight(2014-6-12 0:0:0, 0, 0, 0, 1.6, 2, 1.14249e+06, 669106)\n",
+ "Weight(2014-9-1 0:0:0, 0, 0, 0, 0, 0, 1.14249e+06, 983671)\n",
+ "Weight(2015-4-13 0:0:0, 0, 0, 0, 1.74, 2, 1.37099e+06, 1.18041e+06)\n",
+ "Weight(2015-5-21 0:0:0, 0, 0, 0, 0, 0, 1.43087e+06, 1.18041e+06)\n",
+ "Weight(2016-5-23 0:0:0, 0, 0, 0, 0, 0, 1.43087e+06, 1.21927e+06)\n",
+ "Weight(2016-6-16 0:0:0, 0, 0, 0, 1.53, 2, 1.71704e+06, 1.46312e+06)\n",
+ "Weight(2017-1-9 0:0:0, 0, 0, 0, 0, 0, 1.71704e+06, 1.6918e+06)\n",
+ "Weight(2017-7-21 0:0:0, 0, 0, 0, 1.58, 0, 1.71704e+06, 1.6918e+06)\n",
+ "Weight(2017-12-31 0:0:0, 0, 0, 0, 0, 0, 1.71704e+06, 1.6918e+06)\n",
+ "Weight(2018-5-21 0:0:0, 0, 0, 0, 0, 0, 1.71704e+06, 1.71703e+06)\n",
+ "Weight(2018-7-12 0:0:0, 0, 0, 0, 1.36, 0, 1.71704e+06, 1.71703e+06)\n"
+ ]
+ }
+ ],
+ "source": [
+ "ws = sm['sz000001'].getWeight()\n",
+ "for w in ws:\n",
+ " print(w)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/hikyuu/examples/notebook/003-HowToGetKDataAndDraw.ipynb b/hikyuu/examples/notebook/003-HowToGetKDataAndDraw.ipynb
new file mode 100644
index 00000000..ce714cc6
--- /dev/null
+++ b/hikyuu/examples/notebook/003-HowToGetKDataAndDraw.ipynb
@@ -0,0 +1,380 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "std::cout are redirected to python::stdout\n",
+ "std::cerr are redirected to python::stderr\n",
+ "[2019-03-27 21:33:38.882] [info] Loading market information...\n",
+ "[2019-03-27 21:33:38.886] [info] Loading stock type information...\n",
+ "[2019-03-27 21:33:38.887] [info] Loading stock information...\n",
+ "[2019-03-27 21:33:43.917] [info] Loading KData...\n",
+ "[2019-03-27 21:33:43.928] [info] Preloading all day kdata to buffer!\n",
+ "[2019-03-27 21:33:53.843] [info] 9.92529s Loaded Data.\n",
+ "Wall time: 17.6 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "%time from hikyuu.interactive.interactive import *\n",
+ "#use_draw_engine('echarts') #use_draw_engine('matplotlib') #默认为'matplotlib'绘图"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "1 简单示例\n",
+ "========\n",
+ "\n",
+ "查询并绘制上证指数最后100个交易日的K线数据"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "s = sm['sh000001']\n",
+ "k = s.getKData(Query(-100)) \n",
+ "k.plot()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "2 查看与遍历K线数据\n",
+ "==========\n",
+ "\n",
+ "K线数据可以象list一样遍历和查看具体值"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "KData{\n",
+ " size : 100\n",
+ " stock: Stock(SH, 000001, 上证指数, 指数, 1, 1990-12-19 0:0:0, +infinity),\n",
+ " query: KQuery(-100, 9223372036854775807, INDEX, DAY, NO_RECOVER)\n",
+ " }\n"
+ ]
+ }
+ ],
+ "source": [
+ "s = sm['sh000001']\n",
+ "k = s.getKData(Query(-100)) \n",
+ "print(k)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[,\n",
+ " ,\n",
+ " ,\n",
+ " ,\n",
+ " ]"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#查看最后5个交易日的K线值\n",
+ "k[-5:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "3106.42\n"
+ ]
+ }
+ ],
+ "source": [
+ "#遍历查询最大收盘价\n",
+ "max_close = 0\n",
+ "for v in k:\n",
+ " if v.closePrice > max_close:\n",
+ " max_close = v.closePrice\n",
+ "print(max_close)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "K线数据(KData)其实是有KRecord组成的数组,KRecord的属性如下:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "日期 - 2018-10-30 0:0:0\n",
+ "开盘价 - 2538.57\n",
+ "最高价 - 2586.92\n",
+ "最低价 - 2521.78\n",
+ "收盘价 - 2568.05\n",
+ "成交金额 - 15238592.9\n",
+ "成交量 - 1666823.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"日期 - \", k[0].datetime)\n",
+ "print(\"开盘价 - \", k[0].openPrice)\n",
+ "print(\"最高价 - \", k[0].highPrice)\n",
+ "print(\"最低价 - \", k[0].lowPrice)\n",
+ "print(\"收盘价 - \", k[0].closePrice)\n",
+ "print(\"成交金额 - \", k[0].transAmount)\n",
+ "print(\"成交量 - \", k[0].transCount)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "3 Query详解\n",
+ "========\n",
+ "\n",
+ "获取Stock的K线数据,需要指定查询条件,可按索引和日期两种方式查询。\n",
+ "\n",
+ "构建按索引方式查询条件:Query(start=0, end=None , kType=Query.DAY, recoverType=Query.NO_RECOVER)\n",
+ "\n",
+ "构建按日期方式查询条件:QueryByDate(start=None, end=None, kType=Query.DAY, recoverType=Query.NO_RECOVER)\n",
+ "\n",
+ "其中,索引遵循Python的惯用方式,即以0位起始,以[start, end)的方式查询,支持负数表示倒叙; 按日期查询同样遵循[start, end)惯例。\n",
+ "\n",
+ "kType: 为K线数据类型(日线、分钟线、周线等):\n",
+ "\n",
+ " - Query.DAY 日线\n",
+ " - Query.WEEK 周线\n",
+ " - Query.MONTH 月线\n",
+ " - Query.QUARTER 季线\n",
+ " - Query.HALFYEAR 半年线\n",
+ " - Query.YEAR 年线\n",
+ " - Query.MIN 1分钟线\n",
+ " - Query.MIN5 5分钟线\n",
+ " - Query.MIN15 15分钟线\n",
+ " - Query.MIN30 30分钟线\n",
+ " - Query.MIN60 60分钟线\n",
+ " \n",
+ "recoverType:为复权类型(不复权、前向复权、后向复权、等比前向复权、等比后向复权),仅支持日线复权:\n",
+ "\n",
+ " - Query.NO_RECOVER 不复权\n",
+ " - Query.FORWARD 前向复权\n",
+ " - Query.BACKWARD 后向复权\n",
+ " - Query.EQUAL_FORWARD 等比前向复权\n",
+ " - Query.EQUAL_BACKWARD 等比后向复权"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "3.1 按索引方式查询K线数据\n",
+ "-------------------------"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#查询股票前100个交易日的K线数据\n",
+ "k = s.getKData(Query(0, 100))\n",
+ "\n",
+ "#查询股票最后100个交易日K线数据\n",
+ "k = s.getKData(Query(-100))\n",
+ "\n",
+ "#查询股票第199个交易日到第209个交易日的K线数据\n",
+ "k = s.getKData(Query(200, 210))\n",
+ "\n",
+ "#查询股票倒数第100个交易日至倒数第10个交易日的K线数据\n",
+ "k = s.getKData(Query(-100, -10))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "3.2 按日期方式查询K线数据\n",
+ "--------------------------\n",
+ "\n",
+ "按日期查询同样遵循 [start, end) 惯例。\n",
+ "\n",
+ "日期类型为Hikyuu库中定义的 Datetime,其记录的是“年月日时分”。可使用Python的datetime类型、日期字符串或数字表示法进行构建:\n",
+ "\n",
+ "- Datetime(datetime.date(2017,1,1)) - 从Python的datetime构建\n",
+ "- Datetime('2017-1-1 9:35') - 通过日期字符串构建\n",
+ "- Datetime(201701010935) - 通过数字进行构建,数字格式须如“yyyymmddhhmm”(4位年份2位月份2位小时数2位分钟数)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#查询2017年1月1日至今的日线数据\n",
+ "k = s.getKData(QueryByDate(Datetime(201701010000)))\n",
+ "\n",
+ "#查询2017年1月1日至3月31日日线数据\n",
+ "k = s.getKData(QueryByDate(Datetime(201701010000), Datetime(201704010000)))\n",
+ "\n",
+ "#查询2017年1月5日1分钟线数据\n",
+ "k = s.getKData(QueryByDate(Datetime(201701050000), Datetime(201701060000), kType=Query.MIN))\n",
+ "k.plot()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "3.3 查询复权日线\n",
+ "----------------"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "s = sm['sz000603']\n",
+ "\n",
+ "#查询股票最后100个交易日K线数据,不复权\n",
+ "k = s.getKData(Query(-100))\n",
+ "k.plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#查询股票最后100个交易日K线数据,后向复权\n",
+ "k = s.getKData(Query(-100, recoverType=Query.BACKWARD))\n",
+ "k.plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/hikyuu/examples/notebook/004-IndicatorOverview.ipynb b/hikyuu/examples/notebook/004-IndicatorOverview.ipynb
new file mode 100644
index 00000000..bfac303c
--- /dev/null
+++ b/hikyuu/examples/notebook/004-IndicatorOverview.ipynb
@@ -0,0 +1,422 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Wall time: 1e+03 µs\n"
+ ]
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "%time from hikyuu.interactive.interactive import *"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 1 绘制指标"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "s = sm['sz000001']\n",
+ "k = s.getKData(Query(-200))\n",
+ "\n",
+ "\n",
+ "#抽取K线收盘价指标,一般指标计算参数只能是指标类型,所以必须先将K线数据生成指标类型\n",
+ "c = CLOSE(k)\n",
+ "\n",
+ "#计算收盘价的EMA指标\n",
+ "a = EMA(c)\n",
+ "\n",
+ "#绘制指标\n",
+ "c.plot(legend_on=True)\n",
+ "a.plot(new=False, legend_on=True)\n",
+ "\n",
+ "#绘制柱状图\n",
+ "a.bar()\n",
+ "\n",
+ "#修正下柱状图,使其更美观\n",
+ "PRICELIST([x-9 for x in a]).bar()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 2 指标(Indicator)\n",
+ "\n",
+ "在 Hikyuu 中,Indicator 的实例是用于计算的主要数据结构,一般 ind(如无说明,ind代表Indicator的实例)计算的参数为另一个ind,如EMA(x),x应是一个Indicator的实例。可以简单的理解为类似 numpy.array。\n",
+ "\n",
+ "## 2.1 特殊的Indicator\n",
+ "\n",
+ "其中存在一类特殊的Indicator,用于将K线数据或普通数组转换为ind,才能供其他ind进行计算,如 KDATA 将 KData 转化为一个ind。其他包括: OPEN,HIGH,LOW,CLOSE,AMO(成交金额),VOL(成交量),KDATA_PART。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "k is a instance of KData:\n",
+ " KData{\n",
+ " size : 200\n",
+ " stock: Stock(SZ, 000001, 平安银行, A股, 1, 1991-1-2 0:0:0, +infinity),\n",
+ " query: KQuery(-200, 9223372036854775807, INDEX, DAY, NO_RECOVER)\n",
+ " }\n",
+ "--------------------------\n",
+ "\n",
+ "kind is a instance of Indicator:\n",
+ " Indicator(KDATA, params[kdata(KData): SZ000001, kpart(string): KDATA, ])\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(\"k is a instance of KData:\\n\", k)\n",
+ "print(\"--------------------------\\n\")\n",
+ "\n",
+ "kind = KDATA(k)\n",
+ "print(\"kind is a instance of Indicator:\\n\", kind)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "result_num: 6\n",
+ "Indicator(IndicatorImp, params[kdata(KData): Null, ])\n"
+ ]
+ }
+ ],
+ "source": [
+ "#获取 ind 的结果集数量,如MACD通常返回3个结果集\n",
+ "r = kind.getResultNumber()\n",
+ "print(\"result_num: \", r)\n",
+ "\n",
+ "#获取第一个结果集\n",
+ "x = kind.getResult(0)\n",
+ "print(x)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#以下效果相同\n",
+ "c1 = CLOSE(k)\n",
+ "c2 = KDATA_PART(k, 'close')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "另外一个常用的特殊指标 PRICELIST将 Python 中的类 list 对象包装成ind。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "100 Indicator(PRICELIST, params[data(PriceList): 100, discard(int): 0, kdata(KData): Null, result_index(int): 0, ])\n"
+ ]
+ }
+ ],
+ "source": [
+ "x = PRICELIST([i for i in range(100)])\n",
+ "print(len(x), x)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 2.2 Indicator的特性与参数\n",
+ "\n",
+ "每一个指标函数,如EMA、HHV,调用后生成一个ind对象,该对象本身可以再次调用生成新的ind。无论指标函数还是 ind 对象调用生成 ind,都是立刻进行计算。如需延迟计算,需使用 Operand 进行包装,可以将 Operand 理解为指标公式进行四则运算的原型,详见后续章节。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Indicator(IndicatorImp, params[kdata(KData): Null, ])\n"
+ ]
+ }
+ ],
+ "source": [
+ "e1 = EMA(CLOSE(k), n=5)\n",
+ "e2 = e1(CLOSE(k))\n",
+ "e3 = e2\n",
+ "print(e1 == e2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "除在指标函数中指定参数外,可以通过 getParam、setParam 方法来获取和修改 ind 对象的参数。修改参数后,ind 本身并不会发生变化,需要调用生成新的 ind,新的 ind 才是使用新参数计算的结果。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Indicator(EMA, params[kdata(KData): Null, n(int): 22, ])\n",
+ "22\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "e = EMA(c)\n",
+ "print(e)\n",
+ "print(e.getParam('n'))\n",
+ "e.plot(legend_on=True)\n",
+ "\n",
+ "e.setParam('n', 30)\n",
+ "e = e(c)\n",
+ "e.plot(new=False, legend_on=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "查看 ind 参数。ind 参数支持:\n",
+ "\n",
+ "- i : int\n",
+ "- s : str\n",
+ "- b : bool\n",
+ "- d : float"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Indicator(EMA, params[kdata(KData): Null, n(int): 22, ])\n"
+ ]
+ }
+ ],
+ "source": [
+ "#EMA指标有参数 \"n\",类型\"i\"代表整数\n",
+ "print(EMA())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 2.3 TA-Lib包装指标\n",
+ "\n",
+ "由于内建指标还不完整,在交互工具里对TA-Lib进行了包装,命名方式统一为 TA_FUNC名称。其中,ta-lib指标的lookback属性,用discard属性代替。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Indicator(TA_SMA, params[kdata(KData): Null, timeperiod(int): 30, ])\n",
+ "29\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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AgLT2QIWk0D4a92SUWgAAgAC09kCFMhKjNTgtznUUv0CpBQAACDAn5mnLNXtImoxhnlai1AIAAAScnNJaldc2axajBx+h1AIAAASYtbkn9qdlnvZfKLUAAAABZu2BCvVP6aF+ybGuo/gNSi0AAEAA8fqs1uVVaPZgtvI6GaUWAAAggOwuqlZ1o0ezhzJ6cDJKLQAAQABZn39if9qZgym1J6PUAgAABJBNBcc0ICVWGYkxrqP4FUotAABAgLDWatPBSk3NSnYdxe9QagEAAAJEfnmdymubNS0rxXUUv0OpBQAACBCbCo5JkqaxUvsfKLUAAAABYmNBpZJjIzUkPd51FL9DqQUAAAgQmw4e09SsFBljXEfxO5RaAACAAFBa06j88jpGD06DUgsAABAANrfO007lJrFTotQCAAAEgI0FxxQTGaaxfZJcR/FLlFoAAIAAsLGgUhP791RUBPXtVPhbAQAA8HO1TR7tKjrO/rSfgFILAADg57YeqpLPMk/7SSi1AAAAfm5jQaXCjDR5QE/XUfwWpRYAAMDPbSyo1KjeiUqIiXQdxW9RagEAAPxYi9enLYeqmKc9A0otAACAH9tdVK2GFq+mcujCJ6LUAgAA+LGNBZWSxErtGVBqAQAA/NjGgkoNSIlVRmKM6yh+jVILAADgp6y12lRwjNGDNqDUAgAA+Kn88jpV1DUzetAGlFoAAAA/tangmCRpGiu1Z0SpBQAA8FMbCiqVHBupIenxrqP4PUotAACAn9pUUKmpWSkyxriO4vcotQAAAH6otKZRBRX1jB60EaUWAADAD21unaedyk1ibUKpBQAA8EMbCioVExmmsX2SXEcJCJRaAAAAP7Q+r1IT+/dUVAR1rS34WwIAAPAzlXXN2l1crTlD0lxHCRiUWgAAAD/zwYEKSdLsoZTatqLUAgAA+JnVueWKj47QhH7M07YVpRYAAMDPrD1QrhmDUhQRTlVrK/6mAAAA/EjhsXodrKjXHEYPzgqlFgAAwI+szT0xT0upPTuUWgAAAD+y5kC50uKjNTwj3nWUgEKpBQAA8BPWWq09UKHZQ1JljHEdJ6BQagEAAPxETmmtymqaNGdoqusoAYdSCwAA4CfW5JZLkmZz6MJZo9QCAAD4iTW5FRqQEqv+KbGuowQcSi0AAIAfaPb4tD6vgtGDdqLUAgAA+IFNBZWqafLovBG9XEcJSJRaAAAAP7Bib6miIsLYn7adKLUAAAB+4J29pZo1OFVx0RGuowQkSi0AAIBjeWW1yi+v0wWjGD1oL0otAACAY+/sLZUk5mk7gFILAADg2Dt7SzUiI4GtvDqgTaXWGJNhjFl10sejjDGvnuE5PY0xK40xa4wxCzoaFAAAIBhVN7ZoQ36lzhvJKm1HnLHUGmOSJT0tKa714yGS/ldS0hme+pCkpySdI+k7hgOMAQAA/sOq/eXy+CzztB3UlpVar6QbJVW3flwj6do2PO8cSYustV5J+yRlffwCY8xdxphNxphNZWVlbUsMAAAQRFbsLVHP2EhN6t/TdZSAdsZSa62tttYeP+njUmttUxte22OtrW19XCkp4xSv/bi1dqq1dmp6enqbQwMAAAQDr8/qvX1lmj88XRHh3OrUEV35t+c96XF8F78XAABAwNlx5Lgq65qZp+0EXVk0dxljprY+niDpYBe+FwAAQMBZnXNi/JJTxDquU46sMMZ8WlKztXbRSb/8mKQnjTHrJdVYa490xnsBAAAEi1U55RrdO1Fp8dGuowS8Npdaa+38031srX3uFNdvNMZcK2mipMXtjwgAABB86ps9yj50THfMGeQ6SlDo0sOFrbW5knK78j0AAAAC0fr8SrV4LaMHnYSbtwAAABxYnVOuqIgwTR+U4jpKUKDUAgAAOLAmt1zTspIVExnuOkpQoNQCAAB0s9KaRu09WsPoQSei1AIAAHSzNbnlkqR5Qzl8qrNQagEAALrZ6pwK9YyN1Jg+ia6jBA1KLQAAQDey1mp1bpnmDElTWJhxHSdoUGoBAAC60YGyWpVUN2nuMOZpOxOlFgAAoButyjkxTzuXm8Q6FaUWAACgG63OKdfA1Fj1T4l1HSWoUGoBAAC6SYvXp3V5FazSdgFKLQAAQDfZerhKdc1ezWOettNRagEAALrJqpxyhRlp1mBKbWej1AIAAHSTNbnlGtevp5JiI11HCTqUWgAAgG5Q3diirYerNI952i5BqQUAAOgG6/Mq5fVZzaHUdglKLQAAQDdYnVOmHpHhmjywp+soQYlSCwAA0A1W5ZZrxuAURUeEu44SlCi1AAAAXayoqkF5ZXXsT9uFKLUAAABdbHVu69G47E/bZSi1AAAAXWzdgQqlxUdpREaC6yhBi1ILAADQxTYUVGpaVoqMMa6jBC1KLQAAQBcqPt6gwmMNmpaV4jpKUKPUAgAAdKEN+ZWSpOmDKLVdiVILAADQhTYWVCo+OkKjeie6jhLUKLUAAABdaEN+pSYPTFZ4GPO0XYlSCwAA0EWO1TVrf0mtpmclu44S9Ci1AAAAXWTTwWOSpOmDUh0nCX6UWgAAgC6ysaBSUeFhGt8vyXWUoEepBQAA6CIb8is1oX+SYiLDXUcJepRaAACALlDf7NHOI8fZn7abUGoBAAC6wNZDVfL4rKaxP223oNQCAAB0gQ0FlTJGmjKQnQ+6A6UWAACgC6zNrdCozEQlxkS6jhISIlwHAACEptLqRr2xo1iLtxWpvLZZc4am6tzhvTRrSKqSevyrBPh8VoXHGpRfUaexfRKVGh/tMDXQNocr67WhoFLfuni46yghg1ILAOhyNY0t+sGru5RfXqdmj0+NLV7lV9TJWmlU70SNyEzQ69uK9fyGw5Kk6IgwJcdGKS46XEeqGtTY4pMkJcRE6JsXDdetMwcqIpxvNsJ/vZJ9RMZIn5rcz3WUkEGpBYAQ0+L1adnOo2ry+DSsV7yG9IpXfHTXfTmoa/Lo9j9v1NbDVZo1JFXREeGKjgjTwgl9tHBCbw3tlfBRruyDx5R9qErH6pt1rK5ZNY0enTeil4ZlxCszqYeeWJWnBxbv1gsbD+un14zT5AHMKsL/+HxWi7IPa/aQVPXt2cN1nJBBqQWAENHY4tWLGw/r8ZV5OlLV8G+/lxATocjwMIUZo9S4KH1qcl9dN6Wf0jr4rf6GZq/ufHqTsg8d029vnqzLx/c+7bWR4WGaMThVMwaf/uSlc4aladnOo/rR67t14x8/0E8+NU43TO3foYxAZ9tYUKnDlQ36xkWMHnQnSi0AhIDdRdW6/S8bVFLdpCkDk/Xjq8dqYGqsckprlVNSo/LaZnl9Vh6fVW5pjR5Zule/eGufLh6dqSkDkzWyd4JGZSYqOS6qTe/X5PFqe+Fx/Xp5jtblV+hXN0z8xELbVsYYLRjXW7OHpOnLz2XrO4u2K7e0Vt+9dKTCw0yHXx/oDIs2Fyo+OkKXjMl0HSWkUGoBIMhtL6zSZ57coNiocD3/hZmaOThFxpwogIPT40/5hTenpEbPbTikxduK9MaO4o9+/bop/fTAlWM+Glfw+qxe3nRYaw9UtJZinyrrmrWt8LiaPT6Fhxn97JrxunpS3079MyXFRurPt0/Tj17frcdX5mlH4XF9fu4gnTsiXZHM2sKhuiaP3thRrIXj+yg2iprVnYy11nUGSdLUqVPtpk2bXMcAgKCy+eAxfe6pDUqKjdTzX5ip/imxZ/V8a63Kapu0t7hGK/eX6ak1+eqfEqtf3zRJPmv1w1d3aceR4+qTFKPY6AhFhBnFRUdo8oCempaVomlZKW1e3W2vZ9cf1K/e3q/y2malxUfp2sn99LULh1Eo4MTfNxfqmy9v08tfnMVJYp3AGLPZWju1TddSagEgOG0+eEyfeXK9MhJj9OydM9SnE25Y2ZBfqf96YYtKaprk9VllJEbr/stG6coJfT5a/XWhxevT+/vK9PfsQi3bdVTj+/XUk7dN7fBMMHC2bn58nYqON+i9b813+v9EsKDUAkCI23e0Rtf/Ya1S46P14l0z1SsxptNe+3h9ix5Ztkc9Y6P05fOGdunOCe3x5q6j+urzW5SZFKO/3D5dg9LiXEdCiCitbtSMh1foq+cP09e5SaxTnE2pZfAIAILM4cp6ffap9eoRFa6/3jG9UwutdGKe9eFrxuu7l470u0IrSZeMydTzd81UTaNH1z62VjklNa4jIUS8ubtE1qpTborE2aPUAkAQKa9t0meeXK/GFp/+eseMs56hDRaTByTr7/fMlpH0rZe3yevzj+9KIrgt21mswelxGtYr3nWUkESpBYAgcv8rO1R8vFFPfW6qRmQmuI7j1KC0OP3wyjHaVnhcf16T7zoOgtyxumaty6vUpWMymaV1hFILAEFidU653tpdoq9eMExTBnLXtSQtHN9bF4zspZ+/tU+HKupdx0EQe3tPibw+qwVjGT1whVILAEGgxevTg4t3aUBKrD4/d5DrOH7DGKMff2qsIsLCdP8/dshfbo5G8Hlz51H17dlDY/smuo4Ssii1ABAEnll3UDmltfre5aMUExnuOo5f6Z3UQ/ctGKnVueV6ceNh13EQhGoaW7Qqp1yXjmX0wCVKLQAEuIraJv3q7f2aOzRNF4/OcB3HL316+gDNHpKqBxfvZjcEdLp395Wp2evTgrEci+sSpRYAAtzP39qvumavfrhwNKtEpxEWZvSrGycqNipcX34uWw3NXteREESW7SxWekK0Jg9Idh0lpFFqASCAZR86phc2HtJts7I0LCO0dzs4k4zEGP3qxonKKa3Vg4t3uY6DINHY4tW7e8t0yZgMhYXxj0qXKLUAEKBavD7d/8oOZSbG6BsXc3pRW5wzPF1fmj9EL2w8rFeyC13HQRBYnVOuhhavLhnD6IFrlFoACFB/XpOvvUdr9MCVY/zyZC9/9fULh2v6oBR9e9F2Pbv+oOs4CHAr9pYoITpCMwaluo4S8ii1ABCACo/V61dv5+jCURmsEJ2liPAwPfW5aTpnWJq+94+denjpHvk4cQzt4PNZLd9TqnNGpCsqgkrlGv8FACAAPfDaLhkjPXjVGNdRAlJ8dIT+9NmpunXmAP3x/Tzd+8IWNXt8rmMhwOw4clxlNU26cFQv11Egie9XAUCAWbGnRMv3lOr+y0aqb88eruMErIjwMP3oqrEakBKrny7ZqxaPT7/79GRW3NBmy/eUKMxI84dTav0B/+cCQABpbPHqodd3a2iveN0+h5PDOsoYo7vOGaIHrxyjt3aX6CvPZbNiizZbvqdUUwemKDkuynUUiFILAAHliVV5OlhRrwcWjlFkOJ/CO8tts7MotjgrR6oatKe4WheOZpXWX/AZEQACxJGqBv3u3VxdNi5Tc4eluY4TdCi2OBsr9pRIki4YxSl+/oJSCwAB4idv7JYkfe/y0Y6TBK/bZmfpoasotjiz5XtKNSgtTkPS411HQStKLQAEgDd3HdWSHUf15flDuTmsi3121r+K7ZcptjiF2iaP1h2oYNcDP0OpBQA/V1rdqPv+vl1j+ybq7nOHuI4TEj4stm/vLtGVv1utHYXHXUeCH1m5v0zNXh+jB36mTaXWGJNhjFnV+jjSGLPYGLPGGHPHJzynrzGm0BjzXuuP9M4KDQChwuez+tai7Wpo8erRGyex3VQ3+uysLD1521Qdq2/W1b9fo58t26vGFq/rWPADr20tUlp8tKYOTHYdBSc542dHY0yypKclxbX+0r2SNltr50i6zhiTcJqnzpD0E2vt/NYfZZ2SGABCyNMfFGjl/jJ97/LRGtqL2b3udsGoDL319XN13eR+euy9A/rSs9myltPHQtnxhha9s7dUCyf0VgQ7kPiVtvzX8Eq6UVJ168fzJb3U+nilpKmned5MSXcaY7KNMT/tSEgACEU5JTV6eOlenT+yl26dMcB1nJCV1CNSP7tuvH5wxWi9s7dUT60pcB0JDi3bWaxmr09XTezrOgo+5oyl1lpbba09eZgoTtKR1seVkk43ULJUJwrwNEmzjDHjP36BMeYuY8wmY8ymsjIWcgHgQx6vT996eZvioyP0s2vHyxjjOlLIu31Oli4claFHlu7RziPM2IaqV7cWKSs1VhP6JbmOgo9pz7p5raQPb72N/4TXWGutrbHWeiVtkTTs4xdYax8hvxjiAAAgAElEQVS31k611k5NT2fkFgA+9KdV+dpWeFwPXTVG6QnRruNAJ04f+9/rxis1Llr3Pr9FdU0e15HQzY4eb9QHeRW6amJf/qHph9pTajdLmtv6eIKkgtNc96YxprcxJlbSxZJ2tuO9ACDk5JTU6Fdv79eCsZm6fFxv13FwkuS4KD1600QVVNTpu3/fLq+P+dpQsnhbkayVrp7E6IE/imjHc56WtMQYM0/SaEnrjTHnSxptrf3dSdc9KOldSc2S/mCt3dfhtAAQ5Dxen761aLviosP10FVjWQ3yQzMHp+o7l4zUz5btlbXSr26cyK4UIeKfW49oQr8kDUqLO/PF6HZtLrXW2vmtPx80xlykE6u1P2gdL3in9cfJ178raWTnRQWA4Pfk6nxtO1yl39w8ibEDP3bP/CGKCDP6yZI9qmv26LFbpqhHVLjrWOhCuaU12lVUrR9cwYl+/qpd/7S01hZZa1/62A1kAIAOyC2t1S/e3q9LxmRo4XjGDvzdF84ZrEeuGaf395fptqc2qL6ZGdtg9trWIoUZ6YoJ/L/pr/h+CQD4Aa/P6tuLtik2Klw/upqxg0Bx0/QB+s1Nk7TpYKXu/ttmNXk4nCFYLdl5VDMGpapXQozrKDgNSi0A+IGnVudry6EqPXjlGL5oBpiFE/rokWvGa1VOub7x4jZuHgtCuaU1yi2t1YJxma6j4BO050YxAEAnOlBWq5+/tU8Xjc7QlRP6uI6DdrhhWn9VN7box2/sUXx0hB65dhyr7UFk2c6jkqRLxlBq/RmlFgAcqm3y6GsvbFFMZLh+wthBQLtz3mBV1bfod+/makivON11zhDXkdBJlu48qskDeiojke+i+DPGDwDAkWaPT/c8s1l7imv0qxsnqBdfMAPeNy8ersvGZepny/ZpfV6F6zjoBIcr67WrqFoLxnKDmL+j1AKAAz6f1bde3qZVOeV65JpxOn/k6U4cRyAxxuhn147XwJRYfeX5LSqtaXQdCR304ejBpWMZPfB3lFoAcOCnS/botW1F+u6lI3X91P6u46ATJcRE6ve3TlZNY4vufW6LPF6f60jogKU7izWmT6L6p8S6joIzoNQCQDfLPnRMT6zO12dmDtQXzx3sOg66wMjMRD18zTitz6/UH1fmuY6DdiqpblT2oSpdyg1iAYFSCwDdyFqrh5fsUVp8tO5bMJIbw4LYpyb108WjM/T7d3NVWs0YQiB6c9eJ0QO28goMlFoA6EZv7y7RxoJj+vpFwxQXzQY0we7+y0ap2evTz9/a5zoK2uGN7cUakh6nob0SXEdBG1BqAaCbtHh9emTZXg1Jj9ONzNGGhKy0OH1udpZe3lyonUc4WT6QHCir1fr8Sn1qUl/XUdBGlFoA6CYvbjysvLI63bdglCLC+fQbKr5y/jAlx0bpR6/vlrWcNhYonl9/SBFhRjdM4x+ggYLPqgDQDWqbPHp0+X5Nz0rRhaN6uY6DbpTUI1Jfv2i41udX6s1dJa7joA0aW7xalF2oS8Zkcmx1AKHUAkA3+NPKPJXXNuv/XcbNYaHo5mn9NSIjQT9+Y7caW7yu4+AMluwoVlV9i26ZMcB1FJwFSi0AdLHS6kb9aVWeLh/XW5MGJLuOAwciwsP0wJVjVHisQb9/74DrODiDZ9cf0uC0OM0akuo6Cs4CpRYAutijK3LU7PHp25eMcB0FDs0akqorJ/TRH94/oIMVda7j4DT2FFdr88Fj+vSMAXxXJcBQagGgC+WW1ujFjYd168yBykqLcx0Hjn3v8lGKDDN6aPFu11FwGs+tP6SoiDBdO7mf6yg4S5RaAOhCjyzdpx6R4br3/KGuo8APZCTG6L8uHK4Ve0u1fDc3jfmbxhav/rHliC4f11vJcVGu4+AsUWoBoIu8teuolu8p0T3zhyg1Ptp1HPiJz83J0rBe8Xrw9V3cNOZnVuwpVW2TR9dNYZU2EFFqAaALvJJdqC89m62xfRN1x5xBruPAj0SGh+nBq8bocGWD/vA+N435k9e2HVF6QrRmDuYGsUBEqQWATvanlXn6xkvbNH1Qip7/wkz1iAp3HQl+ZvaQNC2c0EePvXdAhyrqXceBpOrGFr27r0yXj+ut8DBuEAtElFoA6CTWWv3Psr36yZI9unxcb/359mlKiIl0HQt+6nuXjVJEmNFDr+9yHQWS3tpVomaPT1dO7OM6CtqJUgsAncBaqx+9vke/f++Abp4+QL+5eZKiI1ihxellJsXoqxcM0/I9pXpnLzeNufbatiL1S+6hSf17uo6CdqLUAkAH+XxW//3qTj21Jl+3z8nSTz81lm9fok1unzNIQ9Lj9MBru9Xk4aYxVypqm7Qmt1wLJ/Rhb9oARqkFgA56YPEuPbPukO4+d7B+cMVoviiizaIiwvTglWN1qLJeT68tcB0nZC3ZeVRen9WVExg9CGSUWgDogHf3leqvHxzUHXMG6b5LR1JocdbmDkvTeSPS9dt3clVZ1+w6TkhavLVIQ3vFa2Rmguso6ABKLQC0U3Vji+5/ZYeG9YrXdxeMoNCi3e6/bJTqm7369fL9rqOEnKKqBm0oqNSVjB4EPEotALTTw0v2qqS6Uf9z3XhuCkOHDMtI0E3T+uvZ9Yd0oKzWdZyQ8sb2Ykli9CAIUGoBoB3W5Jbr+Q2HdOe8wZo0INl1HASBr180XDGR4Xp4yV7XUULKa9uKNL5fkrLS4lxHQQdRagHgLBVVNeg7i7ZrUFqcvnHRcNdxECTS4qP1pfOGaPmeEq3NLXcdJyTkl9dpx5HjWjieVdpgQKkFgLNwsKJO1//hA1U3tOjRGycqJpKxA3SeO+YMUv+UHnpg8S61eH2u4wS9xduKZIx0xYTerqOgE0S4DgAALry3r1RbD1epqKpBRVWNkqS0+CilxUcrJjJcNY0tqm70yEiaNihFc4emqcnj1S1PrFeTx6fnvjBT4/oluf1DIOjERIbr+5eP1t1/26xn1h3U7XMGuY4UtKy1em1bkaZlpah3Ug/XcdAJKLUAQs7SHcW659lsSVKvhGj16XniC1pBRZ3Ka5vU7PEpPjpCiT0i1dji0ytbjkiSIsKMkuOi9OJdszSCrX/QRS4enaF5w9L0y7f3a+GEPkqLj3YdKSjtKa5RbmmtfnT1WNdR0EkotQBCSvHxBt33yg5N6JekF++edcrxAWvtR1v7WGt1oKxWq3LKdaCsVp+fO1iDuKEEXcgYox8uHKNLH12pn7+5T49cO951pKD02rYihYcZXTY203UUdBJKLYCQ4fNZfePFbWrx+vToTZNOOw978l6VxhgN7ZWgob1YmUX3GdorXrfPydITq/P16RkDNL5fT9eRgoq1Vou3FWnu0DSlshIeNLhRDEDIeHxVnj7Iq9ADC8ew2gq/99ULhiklNkr/++Y+11GCTvahKh2pamBv2iBDqQUQElbsKdEv3tqnBWMzdf3Ufq7jAGeUEBOpu88drFU55dp8sNJ1nKDySnahYiLDdNGYDNdR0IkotQCCmrVWT63O1xf+ukkjMxP18DXjOAoTAePWmQOVGhelR5fnuI4SNBqavXpta5EuG9tbiTGRruOgE1FqAQQtj9enH7y6Sw+9vlsXjc7Qi3fPVM/YKNexgDaLjYpgtbaTLd1ZrJomj66f2t91FHQySi2AoPXo8hz9bd1BffHcIXrslimKjeLeWAQeVms710ubDmtgaqxmDk5xHQWdjFILICgVVTXoT6vydPXEPrpvwUiFhTFygMDEam3nOVhRp3V5lbp+Sj/GkIIQpRZAUPrFW/tlJX3rkhGuowAd9uFq7c/f3C9rres4AevlTYUKM9J1Uxg9CEaUWgBBZ3dRtV7ZUqjbZ2epX3Ks6zhAh8VGRehrFw7TB3kVWr6n1HWcgOT1WS3aXKhzh6crMynGdRx0AUotgKDz8NI9SoyJ1JfmD3UdBeg0N08foCHpcfrpkj1q9vhcxwk4K/eX6Wh1o27gBrGgRakFEFRW7i/Tqpxy3Xv+UCXFsl0PgkdkeJi+f/lo5ZfX6dn1B13HCTjPrj+klLgoXTCKvWmDFaUWQFB5dPl+9Uvuoc/MGug6CtDp5o9I17xhaXp0eY6q6ptdxwkY+eV1WrG3RLfOGKCoCKpPsOK/LICgse1wlbIPVemOOYMUHRHuOg7Q6Ywx+t7lo1TT2KJfr2CLr7Z6anW+IsPCdCv/2A1qlFoAQePptQWKiwrXdRyDiyA2MjNR10/pr2fXH9KxOlZrz+RYXbNe3nxYV0/qo14J3CAWzCi1AIJCaU2jFm8v0nVT+nH0JYLe5+Zkqdnj09+zC11H8XvPbTikxhafPj93sOso6GKUWgBB4fn1h9XitbptdpbrKECXG9U7UZMG9NRzGw6xb+0naPJ49Ze1BZo3LE0jMhNcx0EXo9QCCHjNHp+eWX9Q80eka3B6vOs4QLe4ZcZA5ZXVaX0+p4ydzuJtxSqradIX5rFKGwootQAC3pIdJ75wfY5VWoSQK8b3VmJMhJ5df8h1FL/k9Vk9vvKARmQkaN6wNNdx0A0otQAC3l/WFmhwWpzOGZbuOgrQbWIiw3XN5H5atrNY5bVNruP4nVe3HtH+klp95fyhMsa4joNuQKkFENB2HjmurYerdOvMgQoL4wsXQsstMwaoxXvi+Ff8S5PHq1++vV9j+ybq8nG9XcdBN6HUAghoz6w7qJjIMF07hW28EHqGZSRoelaKnt9wSD4fN4x96Pn1h1R4rEHfuWQk/9gNIZRaAAGrurFFr24t0pUT+iipB9t4ITR9ZtZAHayo15Kdxa6j+IXaJo9++06uZg1OZZY2xFBqAQSsf2QfUUOLV7fO5JQghK7LxvXW8Ix4/fKt/fJ4fa7jOPfU6nxV1DXruwtGMksbYii1AAKStVbPrj+ocX2TNL5fT9dxAGfCw4y+cdEI5ZXX6ZUtR1zHcaqoqkGPr8zTpWMyNbE/nxdCDaUWQEDaWHBM+0tqdevMAa6jAM5dMiZD4/sl6dfLc9Tk8bqO44TPZ/WdRdvls1b3XzbKdRw4QKkFEJCeXX9QCTERWjihj+sogHPGGH3z4hE6UtWgFzcedh3HiWfWH9Tq3HJ9//LRGpAa6zoOHKDUAgg4x+tbtHTHUV07uZ9ioyJcxwH8wjnD0jQ9K0W/fSdXDc2htVqbX16nny7Zo/kj0nXz9P6u48ARSi2AgPPe/lI1e326ciKrtMCHjDH69qUjVFbTpB+/sdt1nG7j8fr0jZe2KjoiXD+7djw3h4UwSi2AgPPO3lKlxkVpAjeIAf9mWlaK7j5nsJ5dfygkDmTweH36+kvbtOVQlR66aowyEmNcR4JDbSq1xpgMY8yq1seRxpjFxpg1xpg7PuE5bboOAM6Gx+vT+/vLdO6IdIWzqTrwH759yQjNHJyi7/1jh3YVHXcdp8u0eH362gtbtXhbke5bMFJXTezrOhIcO2OpNcYkS3paUlzrL90rabO1do6k64wxCad5aluvA4A223K4SlX1LbpgZIbrKIBfiggP029vnqzk2Cjd80y2jte3uI7U6Zo9Pn3luWy9saNY3798lL547hDXkeAH2rJS65V0o6Tq1o/nS3qp9fFKSVNP87y2XgcAbbZiT6kiwozmDeekIOB00hOi9X+3TFbx8Qbd+8KWoDqUwVqr+/+xQ2/uKtEPF47WnfMGu44EP3HGUmutrbbWnvz9izhJH+7uXCnpdMslZ7zOGHOXMWaTMWZTWVlZ21MDCFnv7i3VtKwUJcZwLC7wSaYMTNaPrhqrlfvL9PDSva7jdJq/rC3Qos2F+uoFw3T7nEGu48CPtOdGsVpJPVofx3/Ca5zxOmvt49baqdbaqenp6e2IAiCUFB6r176SGl0wqpfrKEBAuGn6AN0+J0tPrs7XixsPuY7TYWtzy/XjN/bootEZ+q8LhrmOAz/TnlK7WdLc1scTJBV08DoAaJN395ZKks4bSakF2up7l43SvGFp+v4/d2p9XoXrOO12uLJeX34uW4PS4vTLGyYojBtF8THtKbVPS3rQGPNrSaMlrTfGnG+M+cqZrutYVAChbsXeUmWlxmpwWtyZLwYg6cSNY7/79GT1T4nVnU9vUvahY64jnbXdRdW66fF18vis/vTZqUpg/Ain0OZSa62d3/rzQUkXSVoj6UJrrdda+4619ncfu/4/ruu01ABCTn2zR2sPVOj8kRlsrg6cpaQekXrm8zOUEh+lzz65QZsKKl1HarOlO4p17WNr5fVZPXfnTA3iH7U4jXYdvmCtLbLWvvSxG8jafR0AnMmqnHI1e3w6n9EDoF369OyhF++apfSEaH32qQ0BMYrwf+/m6p5nszWyd4Je+8ocjeuX5DoS/BgnigEICK9vL1ZKXJRmDE5xHQUIWJlJMXrxrpnqnRSjW55Yr58u2aPaJo/rWKf09NoC/e+b+3T1xD56/gsz1YvTwnAGlFoAfq++2aPlu0u0YGymIsP5tAV0RK/EGC364mxdO7mfHl+Zp/N//p5e3HhIOSU1qm/2j4K7bOdRPbB4ly4claFf3DBRMZHhriMhAES4DgAAZ7JiT6kaWrxaOKGP6yhAUEiOi9LPrhuvm2cM0A9e3anv/n3HR7+XGhelvsk91C+5h/olx7b+fOJx/+RY9Yjq2oK5+eAxfe2FLZrQr6d+e/MkjsNGm1FqAfi9xduKlJEYrWlZjB4AnWli/576x5fmaFthlQ5X1qvwWEPrj3rtLa7R8j2lavb86zQyY6SBKbEanpGgEZkJH/08KC2uw99FOXq8Uc+sO6inPyhQ76QYPXnb1C4v0AgulFoAfq26sUXv7SvTrTMHsmIDdIHwMKPJA5I1eUDyf/yez2dVXtekwmMNOlxZr/zyOu0vqdG+ozVasbdUXp+VJPWIDNdnZg3U3ecMVmp8dJvfu7KuWWsPlGvZzqNatvOovNbqwlEZ+sEVo8/qdQCJUgvAz721q0TNXp8WTujtOgoQcsLCjHolxKhXQsx/lN7GFq/yyuqUU1qj9/aV6YlVeXpm3UF9ZuZAje6TqOiIcEVFGFXUNutwZb0OVdbreEPLR88vrWnS7uJqWXtiy7HbZmfptllZGpAa291/TAQJSi0Av7Z4W5H6JffQxP49XUcBcJKYyHCN7pOo0X0SddXEvvrK+UP1mxU5enxVnqz992vDzIktxZJjo/ThNtNJPSL19QuHa+6wNI3vm6QIbgJFB1FqAfityrpmrc4t113nDObABcDPDUmP169vmqT/vmK0qupb1OzxqcnjVXJslPr07KGoCEoruhalFoDfWrKjWF6f1cLx7HoABIq0+GilMQ8LB/hnEwC/9fLmQg3PiNeo3gmuowAA/BylFoBf2lNcrW2Hq3TTtAGMHgAAzohSC8AvvbjxsKIiwnTN5L6uowAAAgClFoDfaWzx6pXsQl06JlM9Y6NcxwEABABKLQC/s2znUVU3enTTtP6uowAAAgSlFoDfeWHjIQ1MjdXMwamuowAAAgSlFoBfyS+v07q8St0wtb/COBYXANBGlFoAfuWFjYcUHmZ0/ZR+rqMAAAIIpRaA32ho9urFjYd14ahe6pUY4zoOACCAUGoB+I1F2YWqqm/RnfMGu44CAAgwlFoAfsHns3pqdb4m9EvS1IHJruMAAAIMpRaAX1ixt1T55XW6c95gThADAJw1Si0Av/DEqjz17dlDC8Zmuo4CAAhAlFoAzu0oPK71+ZW6fU6WIsL5tAQAOHt89QDg3BOr8xQfHaEbOEEMANBOlFoAThUeq9fr24t107T+SoyJdB0HABCgKLUAnHpiVb7CjPT5eYNcRwEABDBKLQBnKuua9cLGQ7pqYl/1TurhOg4AIIBRagE48/TaAjW2+PTFczlsAQDQMZRaAE7UN3v09AcFunBUhob2SnAdBwAQ4Ci1AJx4ceNhVdW36J75rNICADqOUgug2zV7fHpiVb6mZ6VoysAU13EAAEGAUgug2/3irX06UtWgey8Y6joKACBIUGoBdKs1ueX648o83TJjgOYNS3cdBwAQJCi1ALrNsbpmfeOlrRqSHqfvXz7adRwAQBCJcB0AQGiw1uq+V7arsq5ZT942TT2iwl1HAgAEEVZqAXSL17YV6c1dJfrOJSM1tm+S6zgAgCBDqQXQ5RqavXpk6V6N65ukz8/lOFwAQOej1ALock+sylPx8UZ9//JRCgszruMAAIIQpRZAlyqtbtRj7x/QpWMyNWNwqus4AIAgRakF0KV+/tY+tXh9um/BSNdRAABBjFILoMvsKjqulzcX6nOzs5SVFuc6DgAgiFFqAXSJxhavvv3ydiXHRukr5w1zHQcAEOTYpxZAl3h4yR7tLq7Wk7dNVVJspOs4AIAgx0otgE735q6jevqDg7pjziBdMCrDdRwAQAig1ALoVEeqGvSdRds1rm+SvrtghOs4AIAQQakF0Gnqmz360jOb5fVZ/fbmSYqO4ChcAED3oNQC6BQer09ffjZbO44c1y9vmMBuBwCAbsWNYgA6zFqr+/+xQ+/uK9NPPjVWF4/JdB0JABBiWKkF0GG/Wp6jlzYV6qvnD9UtMwa6jgMACEGUWgAd8u6+Uv1mRY6un9JPX79ouOs4AIAQRakF0G6lNY361kvbNDIzQT+6eqyMMa4jAQBCFDO1ANrF57P65kvbVNvk0Qt3zVRMJDsdAADcYaUWQLs8tSZfq3LK9d9XjNawjATXcQAAIY5SC+Cs7Smu1s+W7dXFozN0y4wBruMAAECpBXB2PF6fvr1om5J6ROqRa8czRwsA8AvM1AI4K4+vytPOI9V67JbJSomLch0HAABJrNQCOAu5pTV6dHmOLhuXqQXjeruOAwDARyi1ANrE67P69qLtiosK14NXjnUdBwCAf8P4AYA2+Z8392rLoSr9+qaJSk+Idh0HAIB/w0otgDN6fOUB/fH9PN0yY4CunNDHdRwAAP4DpRbAJ3p502H9dMleXT6+tx66ilPDAAD+iVIL4LRe3XpE972yQ3OHpumXN0xQeBiFFgDgn856ptYYM0jS7yQlStpgrf3mKa6JkJTX+kOS7rXW7uhIUADdp6HZq4de36XnNxzW1IHJ+uNnpig6gmNwAQD+qz03iv1M0o+steuMMS8aY+Zba9/72DXjJT1vrf1uhxMC6Fb7jtboK89lK6e0Vl88d4i+efFwRYbzTR0AgH9rT6kdLim79XGppKRTXDNT0hXGmPMk7ZB0t7XW076IALqDtVbPrj+kH72+Wwkxkfrb56dr3rB017EAAGiT9iy/LJL0Q2PMQkmXSlpxims2SrrQWjtdUqSky071QsaYu4wxm4wxm8rKytoRBZ3lQFmt6whw6Hh9i+55Jlvf/+dOzRicqqVfm0ehBQAElLMutdbaH0taKulOSU9ba0/VhrZba4tbH2+SNOw0r/W4tXaqtXZqejpfQF3555YjuuAX72vnkeOuo8CBkupGXfG7VVq+p0T3XzZSf/ncNPahBQAEnPYOym2VNEDSL0/z+38zxkwwxoRLulrStna+D7rBeSN7KT46Qo+vzDvzxQgqNY0t+tyfN6qytlkv3j1Ld50zRGHscAAACEDtLbXflvRLa229MWa0MebHH/v9hyT9TSfK7wfW2uUdCYmuldQjUjdP7683dhTrcGW96zjoJs0en+55Jls5JTV67NYpmjIw2XUkAADarV2l1lr7Q2vt31of77bWfv9jv7/TWjveWjvOWvu9zgiKrnXH3EEykp5cne86CrqBtVb3vbJdq3PL9fA143TOcMZ/AACBjX16IEnqndRDV03sqxc3HtaxumbXcdCFrLV6ZOlevZJ9RF+/cLiun9rfdSQAADqMUouP3HXOYDW0ePXMuoOuo6ALPfb+Af1xZZ4+O2ugvnrBUNdxAADoFJRafGREZoLOG5Guv6wtUGOL13UcdIFn1h3U/yzbp6sm9tEDC8fIGG4KAwAEB0ot/s1d5wxRRV2zXsk+4joKOtk/txzRf7+6UxeM7KWfXz+BXQ4AAEGFUot/M3Nwisb0SdRf1ubLWus6DjrJP7cc0Tde2qqZg1L1f7dM5thbAEDQ4Ssb/o0xRrfPGaT9JbX6/+3dZ5hV1aHG8f+axgy9IwJDR0WKIiig6OQqGst97CVqbMlVo0ksKZqrN7mxJZrEx1hintxgTyzRxIYlomIBiQJSRJCidJUivU1b98OMOhkHnJkzzD4H/r9PZ845wMt61uz9zpp91p64YHXScdQAPi+0B/Vsxz3nDSM/NzvpSJIkNThLrb7iuEGdadcsj3snuL1Xpntu5sf/VmgL8iy0kqRdk6VWX5Gfm82ZBxXy8pwVLFq9Kek4qqdP12/lqidmsF+31hZaSdIuz1KrGp09vDvZIfDAW27vlYlijFz75HsUl5bzu9P2s9BKknZ5llrVqFPLfI4Z2JnH3lnCxm2lScdRHY2d+TEvvf8pPzqyHz3bN0s6jiRJO52lVtt13sE92LCtlL9PXZp0FNXBZ5uK+cVTsxjUtRUXHNwz6TiSJDUKS622a0hhGwZ3a819ExZSXu72XpkgxsjPn3qP9VtLuOWUQeS4dZckaTfhGU87dP7IHny4ahOvz1uZdBTVwu9fnsezMz7m8iP6sfceLZOOI0lSo7HUaoeOGdiZDi2acO+EhUlH0dd4fMpSbhs3j1MO6MolRb2TjiNJUqOy1GqH8nKyOPug7rw2dyULVm5MOo62Y8L8VVz9xAwO7tOOm04cSAjeAleStHux1OprnXlQIXnZWTwwcWHSUVSD5Wu3cPFDU+jdoTl3n30AeTl+W0uSdj+e/fS1OrRownGDO/P4lKWs31qSdBxVEWPkv/8xk9KyyP+dM5SW+blJR5IkKRGWWtXK+SN7sqm4jL9NdnuvdPLE1GWM/2AlV31zLwrbNU06jiRJibHUqlYGdm3F0O5tuHfCR5SWlScdR8CK9Vu57plZDOvRhnNG9Eg6jiRJibLUqtYuOqw3S9ds4dkZHycdZbcXY+SaJ99jW2k5N588iH8QnSAAABBdSURBVKwsPxgmSdq9WWpVa4fv3ZF+nZrzh/HzvRlDwsbPXclL73/KlaP70atD86TjSJKUOEutai0rK3BJUR/mfrqRcbM/TTrObivGyB0vz6NL6wIuOMTb4EqSBJZa1dFxgzrTrW0Bd41fQIyu1ibhrQ9XM3XxWi4u6k2ut8GVJAmw1KqOcrKzuOjQ3kxfspa3FqxOOs5u6c5X5tOxRRNOPaBr0lEkSUobllrV2SkHdKVDiybcNX5+0lF2O1MWrWHigtVceGgv8nOzk44jSVLasNSqzvJzs7lwVC8mzF/Nvz50tbYx3fXqfNo0zeXMgwqTjiJJUlqx1Kpezh7enU4tm3DzC3O8traRzFq+jlfmrOA7h/SkaV5O0nEkSUorllrVS0FeNpcf0Y+pi9cybvaKpOPsFsa88RHNm+TwbW+0IEnSV1hqVW+nHtCVXu2b8ZsX51DmvrU71coN23hmxnJOOaArrQpyk44jSVLasdSq3nKys/jRkXsx99ONPPnusqTj7NIefnsxJWWRc0Z0TzqKJElpyVKrlBwzcA8GdmnFrS/NZWtJWdJxdknFpeU8NGkRh/Xr4N3DJEnaDkutUhJC4GdH782ytVv4/l+nUlJWnnSkXc4Lsz5hxYZtnDeyR9JRJElKW5ZapWxkn/Zcf/y+jJu9giseneb1tQ3s/okL6dGuKYf165B0FEmS0pb7AqlBfHtED7aUlHHTc3PIz83mlpMHkZUVko6V8WYuXceURWv4+XH9HU9JknbAUqsGc+GhvdlcXMZt4+aRFeBXJw0i2yKWkvsmLqRpXjanDPWWuJIk7YilVg3qssP7Ul4euf2V+WwpKefW0waTm+1VLvWxauM2npm+nNOHdaNlvtt4SZK0I5ZaNagQAlceuRdNm+Tw6+fnsKW4jDvP3J/83Oyko2WcR95eTHFZOeeOdBsvSZK+jkto2ikuPqw31x2/L+Nmf8pFD05hW6nbfdVFSVk5D01azKi+7enTsUXScSRJSnuWWu0054zowa9PGshrc1dy6V+mUlzqdl+19eKsT/hk/VbO9Za4kiTViqVWO9UZBxZWrtiu4LJH3qXUfWxr5f6JC+nWtoBv7N0x6SiSJGUES612unNG9ODaY/fh+fc+4crHpruP7dd4b9k63lm4hnNH9HD3CEmSaskPiqlRfHdUL4rLyrnlhQ/Iy8lyH9sduH/iQgpyszl1aLeko0iSlDEstWo0lxT1obi0nNvGzSM3O4ubThxACBbbqtZtLuHp6cs5aUhXWhW4jZckSbVlqVWjuuzwvmwrLefu8QtokpPFL/6zv8W2iienLWNbaTlnHVSYdBRJkjKKpVaNKoTAT4/ai+LScsa8+RHd2jblO4f0TDpWWogx8vDbixnQpSUDurRKOo4kSRnFD4qp0YUQuOaYfThq307cOPZ93pi3MulIaWH60nXM+WQDZwxzlVaSpLqy1CoRWVmBW0/bj74dW/D9v77LwlWbko6UuEffWUxBbjbH77dn0lEkSco4llolplmTHP587lCyAnz3gcms31qSdKTEbNpWytPTlnPcoM60yPcDYpIk1ZWlVonq1rYpd501hIWrNnHpX6ZSspvenOGZ6cvZVFzGGQd66YEkSfVhqVXiRvZuz40nDuCNeav4+VOziHH3uznDw+8soV+n5gwpbJ10FEmSMpKlVmnh9GGFXFLUm4ffXsyfXv8w6TiN6s15q5i+ZC1nHljo9maSJNWTW3opbfz4yL1Y/NlmfvX8HHKyszh/ZI9d/q5jJWXl/PKZWRS2beqlB5IkpcCVWqWNrKzAb08dzOF7d+T6Z9/nzD9PYslnm5OOtVM9NGkR81Zs5Npj9yE/NzvpOJIkZSxLrdJKfm42fz53KDefPJD3lq3nqNte56lpy5KOtVOs3riNW1+ay6i+7Rndv1PScSRJymiWWqWdEAKnDyvkxSsOZcCerbjysem8MufTpGM1uN/+cy5bisu8VbAkSQ3AUqu01aV1AfeeP4x9Orfg0r+8y4yla5OO1GCefHcZj7yzmHNG9KBPxxZJx5EkKeNZapXWmjXJ4Z7zhtGueR4X3PcOi1dn9jW2G7aWcMWj07j80WkMKWzD5aP7Jh1JkqRdgqVWaa9ji3zuO/9ASsoi59/3NpuLS5OOVC/TlqzlmNvf4Klpy7j8iL48euFwWnr3MEmSGoSlVhmhT8fm3H3WED5ctYnrnnk/6Th1EmPkvgkfceofJ1JeDo9dNILLj+hHTrbffpIkNRT3qVXGGNmnPd87rDd/GL+AQ/t14JiBnZOO9LU2bC3h6idmMnbmxxyxT0d+d+p+tGrq6qwkSQ3NUquMcsXofkxYsJqrn5jB4G6t6dK6IOlIAGzaVkoIkJ+TTQgwedEanpiylLEzPmZzSRk/O3pv/mtUr13+ZhKSJCXFUquMkpudxe1n7Mext7/JFY9M4+ELh5PdyEUxxsjizzYzccFqpixaw9TFa/hw5aYvXs/LyaK4tJymedkcPaAz547szqCurRs1oyRJuxtLrTJO93bNuP6Efbni0enc9ep8fnj4zt9BYM2mYiYsWMWE+at4Y94qlq7ZAkDbZnkMKWzNift1ITcni83bStlcXMbenVty9IA9aNbEbzFJkhqDZ1xlpBP378prH6zk9y/P4+A+7Tige9sG/zc2bC3hoUmLGTtzObOWrydGaJGfw4he7bjo0F4c3Kc9Pds388YJkiSlAUutMtb1JwxgyuI1/PDhaTx32ShaFTTMB7DWbSnh/okLGfPmR6zbUsLQ7m244oh+HNK3PYO6tHLXAkmS0lCdS20IoSdwJ9ASeDvG+KPtvG8M0B8YG2O8IaWUUg1a5Ofy+zP259Q/vsU1/5jJHd/aP6VV0xgjT09fzv8+PYs1m0sY3b8TP/yPvgzs2qoBU0uSpJ2hPiu1NwPXxxgnhRAeDSEUxRjHV31DCOEkIDvGOCKEcE8IoW+McV5DBJaqGlLYhitH9+M3L35Au2Z5XHNsf/Jy6r6S+sm6rVz75EzGzV7B/oWtefD4AQzoYpmVJClT1KfU9gOmVj5eAdR05i8CHqt8/E/gEOArpTaEcCFwIUBhYWE9okhw8WG9+WxTMWPe/IiZy9Zx11lD6Nxqx1t9bS0p49U5K5i2dC3Tl6xl+pJ1RCL/c1x/zhvZo9F3VJAkSakJMca6/YEQrgUKgEnArcD+McaN1d4zBrg9xjg9hHAkMCTG+Osd/b1Dhw6NkydPrlMWqapnZyznp4/PoCA3m+8V9aZor4707vDvH+QqL488M2M5t7zwAcvWbiE3O9C/c0sGd2vNBQf3pEf7Zgn+DyRJUlUhhCkxxqG1eW+dV2pjjDeEEA4BfgLcX73QVtpIRfEFaI6341UjOG7Qnuy9RwuueHQ6N4ydzQ1jZ9O1TQH77tmSlvm5tMjPZfKiz5ixdB39O7fkxhMHMKJ3O5rkZCcdXZIkpai+ux9MAwqBb23n9SlUXHIwCRgMfFDPf0eqkz4dW/DMDw5hyWebeW3uSl6bu5KPVm1iw9ZSNmwtpU2zXG49bTAn7NfFu3tJkrQLqW+p/Qlwa4xxcwihP3BmjPHaKq8/CbwRQtgTOBoYnmJOqU66tW3K2cO7c/bw7klHkSRJjaBepTbG+Isqj98Hrq32+voQQhEwGrglxrgulZCSJEnSjuy0my/EGNfw5Q4IkiRJ0k7jB7gkSZKU8Sy1kiRJyniWWkmSJGU8S60kSZIynqVWkiRJGc9SK0mSpIxnqZUkSVLGs9RKkiQp41lqJUmSlPEstZIkScp4llpJkiRlPEutJEmSMp6lVpIkSRnPUitJkqSMZ6mVJElSxrPUSpIkKeNZaiVJkpTxLLWSJEnKeJZaSZIkZTxLrSRJkjJeiDEmnQGAEMJKYFHll+2BVQnG2RU4hqlx/FLj+KXG8UuN45c6xzA1jl9qqo5f9xhjh9r8obQptVWFECbHGIcmnSOTOYapcfxS4/ilxvFLjeOXOscwNY5fauo7fl5+IEmSpIxnqZUkSVLGS9dS+6ekA+wCHMPUOH6pcfxS4/ilxvFLnWOYGscvNfUav7S8plaSJEmqi3RdqZUkSZJqLSfpAEpdCKEV8AiQDWwCTgfmAx9WvuUHMcaZCcXTLi6E8D0q5hxAa2AKMBrnnxpBCKET8HiMcVQIoRB4ACin4hh4EbAn8K/KrwFOjTGuTCSsdjnV5t8vgcMqX9oDuJ+K+ej8ayRpd/lBCGEM0B8YG2O8Iek8mSCEcAkwL8b4UgjhbuBjoFmM8aqEo2WEEEIOFQXsixIGnAIcA7wdY7w0qWyZJoRwB/AgcLLzr3aqnRRzgb8DbYExMcZ7anouwbhpJYTQBngY6BhjHBJCuBF4KMY4O4TwPHAV0AfoFGO8O8ms6ara/OtCDQXM83LNqs+/aq89DlwGHITzr0bbWZC7m2pzrS7zL60uPwghnARkxxhHAL1CCH2TzpQJYox/iDG+VPllB6AUOC6E8HYIYUxladP2DQIejjEWxRiLgDzgEOBAYEUI4Ygkw2WKyhNiJ2Aozr9aqTwp3g80q3zqB8CUGOPBwCkhhBbbeU4Vyqg4Ea4HiDFeE2OcXflaOyo2bx8OfDeEMDWEcFMyMdNTDfPvIODGz4+FlYXW8/L2/dv8+1wIYRiwNMa4DOffjpwF3BpjPBL4BDiDanOtrvMvrUotUAQ8Vvn4n1QUC9VSCGEE0AZ4CTgixnggkEvFiqO2bzhVShhwOPBErPg1xovAqETTZY5Lqfgp+x2cf7VV/aRYxJfHwNep+AGhpucExBjXxxjXVX8+hHA6MCvGuBx4nooxHAaMCCEMatyUaa36/KupgBXheblG25t/VKzQ3lH52Pm3HTUsyJ3NV+daUQ3PbVe6ldpmwLLKx59RseqjWgghtKXim+gCYEaM8ePKlyYD/mS9Y9VLWAHOwzoJIWQB3wDG4/yrtRpOijUdAz0u1kEIoRfwY+Dyyqcmxhg3xBjLgHdxPn6hhvlXUwFz/tVBCKE1FZcjLKh8yvn3NaosyC0hxeNfupXajVQUCoDmpF++tBRCyAP+BvwsxrgIeDCEMDiEkA2cAExPNGD6q17CnId1Nwr4V+XqtvOv/mqae87HWqpyjeMFVcraiyGEziGEpsCRwHuJBUx/NRUw51/dHA88V+Vr598OVFuQS/n4l26TcwpfLi0PBhYmFyWjfAcYAlwTQhgPzKLiwzrTgLdijOMSzJYJqpewZjgP6+ooKn41DnAdzr/6qukY6HGx9q4GCoE7QgjjQwiHAb8EXgUmAX+MMX6QZMA0V1MBc/7VTdVjITj/tquGBbmUj39ptftBCKEl8AbwMnA0MHw716tIDSaEMAD4KxCAp4H/oWIeTga+CXwzxvhRcgm1qwshjI8xFoUQulOxyjMOGEnFNY5dqz9XuZImNYgq8+8bVFwXXwz8KcZ4p+dl7SyV20HexJe/zbsXuJIqcw2I1GH+pVWphS9+fTQaeD3G+EnSebR7CiEUAMcCU2OMH37d+6WGEkLYk4qViRc/P3jX9JzUWDwvq7HUNNfqMv/SrtRKkiRJdZVu19RKkiRJdWaplSRJUsaz1EqSJCnjWWolSZKU8Sy1kiRJynj/D8IhV21FL8ZvAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "x = TA_SMA(CLOSE(k))\n",
+ "print(x)\n",
+ "x.plot()\n",
+ "\n",
+ "print(x.discard)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "个别的Ta-Lib函数需要两个数组参数,比如BETA、CORREL。此时需要利用特殊的 Indicator WEAVE 将两个数组包装到一个 ind 对象中。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "query = Query(-200)\n",
+ "k1 = sm['sh000001'].getKData(query)\n",
+ "k2 = sm['sz000001'].getKData(query)\n",
+ "\n",
+ "w = WEAVE(CLOSE(k1), CLOSE(k2))\n",
+ "print(w.getResultNumber())\n",
+ "\n",
+ "cr = TA_CORREL(w)\n",
+ "cr.plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/hikyuu/examples/notebook/005-Drawplot.ipynb b/hikyuu/examples/notebook/005-Drawplot.ipynb
new file mode 100644
index 00000000..b04d4b97
--- /dev/null
+++ b/hikyuu/examples/notebook/005-Drawplot.ipynb
@@ -0,0 +1,354 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "std::cout are redirected to python::stdout\n",
+ "std::cerr are redirected to python::stderr\n",
+ "[2019-03-28 21:06:57.166] [trace] SQLITE3: c:\\stock/stock.db\n",
+ "[2019-03-28 21:06:57.168] [info] Loading market information...\n",
+ "[2019-03-28 21:06:57.170] [info] Loading stock type information...\n",
+ "[2019-03-28 21:06:57.172] [info] Loading stock information...\n",
+ "[2019-03-28 21:07:01.286] [info] Loading KData...\n",
+ "[2019-03-28 21:07:01.298] [info] Preloading all day kdata to buffer!\n",
+ "[2019-03-28 21:07:11.410] [info] 10.1222s Loaded Data.\n",
+ "Wall time: 16.8 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "%time from hikyuu.interactive.interactive import *"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 绘制组合窗口\n",
+ "\n",
+ "使用 create_figure 函数快速创建查看证券K线信息的常见组合窗口\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Help on function create_figure in module hikyuu.interactive.drawplot:\n",
+ "\n",
+ "create_figure(n=1, figsize=None)\n",
+ " 生成含有指定坐标轴数量的窗口,最大只支持4个坐标轴。\n",
+ " \n",
+ " :param int n: 坐标轴数量\n",
+ " :param figsize: (宽, 高)\n",
+ " :return: (ax1, ax2, ...) 根据指定的坐标轴数量而定,超出[1,4]个坐标轴时,返回None\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "help(create_figure)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(,\n",
+ " ,\n",
+ " ,\n",
+ " )"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#不同坐标轴数量,其显示窗口布局\n",
+ "create_figure(figsize=(6,4))\n",
+ "create_figure(2, figsize=(6,4))\n",
+ "create_figure(3, figsize=(6,4))\n",
+ "create_figure(4, figsize=(6,4))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "s = sm['sh000001']\n",
+ "k = s.getKData(Query(-200))\n",
+ "\n",
+ "#创建两个显示坐标轴的窗口\n",
+ "ax1,ax2 = create_figure(2)\n",
+ "\n",
+ "#在第一个坐标轴中绘制K线和EMA\n",
+ "k.plot(axes=ax1)\n",
+ "ma = EMA(CLOSE(k))\n",
+ "ma.plot(axes=ax1, legend_on=True)\n",
+ "\n",
+ "#在第二个坐标轴中绘制艾尔德力度指标\n",
+ "v = VIGOR(KDATA(k))\n",
+ "v.plot(axes=ax2, legend_on=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "# 绘制MACD\n",
+ "\n",
+ "绘制MACD:\n",
+ "- ax_draw_macd\n",
+ "- ax_draw_macd2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax1,ax2, ax3 = create_figure(3)\n",
+ "\n",
+ "k.plot(axes=ax1)\n",
+ "ma.plot(axes=ax1, legend_on=True)\n",
+ "\n",
+ "ax_draw_macd(axes=ax2, kdata=k)\n",
+ "ax_draw_macd2(axes=ax3, ref=ma, kdata=k)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "# 内建的三个较复杂示例\n",
+ "\n",
+ "- el.draw 绘制亚历山大.艾尔德交易系统图形\n",
+ "- kf.draw 绘制佩里.J.考夫曼(Perry J.Kaufman) 自适应移动平均系统(AMA)\n",
+ "- kf.draw2 绘制佩里.J.考夫曼(Perry J.Kaufman) 自适应移动平均系统(AMA)\n",
+ "- vl.draw 绘制普通K线图 + 成交量(成交金额)\n",
+ "- vl.draw2 绘制普通K线图 + 成交量(成交金额)+ MACD\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "el.draw(s)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "vl.draw(s)\n",
+ "vl.draw2(s)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "kf.draw(s)\n",
+ "kf.draw2(blocka)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/hikyuu/examples/notebook/006-TradeManager.ipynb b/hikyuu/examples/notebook/006-TradeManager.ipynb
new file mode 100644
index 00000000..c6289bab
--- /dev/null
+++ b/hikyuu/examples/notebook/006-TradeManager.ipynb
@@ -0,0 +1,330 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "std::cout are redirected to python::stdout\n",
+ "std::cerr are redirected to python::stderr\n",
+ "[2019-03-27 21:36:20.830] [info] Loading market information...\n",
+ "[2019-03-27 21:36:20.834] [info] Loading stock type information...\n",
+ "[2019-03-27 21:36:20.836] [info] Loading stock information...\n",
+ "[2019-03-27 21:36:25.799] [info] Loading KData...\n",
+ "[2019-03-27 21:36:25.810] [info] Preloading all day kdata to buffer!\n",
+ "[2019-03-27 21:36:35.496] [info] 9.69635s Loaded Data.\n",
+ "Wall time: 17.6 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "%time from hikyuu.interactive.interactive import *"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "# 1 利用 TM 实现简单的记账本\n",
+ "\n",
+ "TradeManager对象可以理解为一个模拟的交易账户,负责交易的买/卖操作、记录交易记录以及持仓情况,也可以通过修改其买/卖操作的接口实现实盘接入。创建一个模拟交易账户,通常使用快捷创建函数 crtTM。TM对象的基本操作:\n",
+ "\n",
+ "- buy 买入\n",
+ "- sell 卖出\n",
+ "- checkin 存入现金\n",
+ "- checkout 取出现金\n",
+ "\n",
+ "可以利用 TM 实现简单的记账本,手工记录自己的操作情况,例如:"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "TradeManager {\n",
+ " params: params[precision(int): 2, reinvest(bool): 0, save_action(bool): 1, support_borrow_cash(bool): 0, support_borrow_stock(bool): 0, ],\n",
+ " name: SYS,\n",
+ " init_date: 2017-1-1 0:0:0,\n",
+ " init_cash: 100000.00,\n",
+ " firstDatetime: 2017-1-3 0:0:0,\n",
+ " lastDatetime: 2017-1-3 0:0:0,\n",
+ " TradeCostFunc: TradeCostFunc(TC_Zero, params[]),\n",
+ " current cash: 99089.00,\n",
+ " current market_value: 916.00,\n",
+ " current short_market_value: 0.00,\n",
+ " current base_cash: 100000.00,\n",
+ " current base_asset: 0.00,\n",
+ " current borrow_cash: 0.00,\n",
+ " current borrow_asset: 0.00,\n",
+ " Position: \n",
+ " SZ000001 平安银行 2017-1-3 0:0:0 543 100 911.00 1238.00 327.00 35.89% 0.33%\n",
+ " Short Position: \n",
+ " Borrow Stock: \n",
+ "}\n"
+ ]
+ }
+ ],
+ "source": [
+ "#创建一个初始资金10万元,起始日期2017年1月1日的模拟账户\n",
+ "my_tm = crtTM(initCash=100000, datetime=Datetime(201701010000))\n",
+ "\n",
+ "#2017年1月3日以9.11的价格买入100股\n",
+ "td = my_tm.buy(Datetime(201701030000), sm['sz000001'], 9.11, 100)\n",
+ "\n",
+ "#查看当前资金及持仓情况\n",
+ "print(my_tm)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 证券名称 \n",
+ " 买入日期 \n",
+ " 已持仓天数 \n",
+ " 持仓数量 \n",
+ " 投入金额 \n",
+ " 当前市值 \n",
+ " 盈亏金额 \n",
+ " 盈亏比例 \n",
+ " \n",
+ " \n",
+ " 证券代码 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " SZ000001 \n",
+ " 平安银行 \n",
+ " 2017-01-03 \n",
+ " 543 \n",
+ " 100 \n",
+ " 911.0 \n",
+ " 1238.0 \n",
+ " 327.0 \n",
+ " 35.894621 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " 证券名称 买入日期 已持仓天数 持仓数量 投入金额 当前市值 盈亏金额 盈亏比例\n",
+ "证券代码 \n",
+ "SZ000001 平安银行 2017-01-03 543 100 911.0 1238.0 327.0 35.894621"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#转化为pandas的DataFrame显示当前持仓情况 \n",
+ "position = my_tm.getPositionList()\n",
+ "position.to_df()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#2017年2月21日以9.60的价格卖出100股\n",
+ "td = my_tm.sell(Datetime(201702210000), sm['sz000001'], 9.60)\n",
+ "\n",
+ "my_tm"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 2 利用 Excel 查看交易详情\n",
+ "\n",
+ "使用 tocsv 方法将 TM 的交易记录、当前持仓及已平仓详细情况分别保存为 csv 文件,以便用 Excel 查看详情。\n",
+ "\n",
+ "tocsv方法参数为一个指定的目录,目录必须以存在。其输出会在指定目录中,生成三个文件,“TM名称_交易记录.csv”、“TM名称_未平仓记录.csv”、“TM名称_已平仓记录.csv”。TM名称可在crtTM创建TM对象时指定,默认为“SYS”,如下图所示。\n",
+ "\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#在 hikyuu_XXX.ini 文件中配置的临时路径中输出\n",
+ "my_tm.tocsv(sm.tmpdir())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "使用 Excel 查看 csv,如:\n",
+ "\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 3 使用序列化保存或重新载入已有TM对象"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Can't open file(c:\\stock/tmp/my_trade/my_trade_record_2019-03-27.xml)!\n",
+ "output stream error\n"
+ ]
+ }
+ ],
+ "source": [
+ "#保存至指定文件\n",
+ "from datetime import date\n",
+ "filename = \"{}/my_trade/my_trade_record_{}.xml\".format(sm.tmpdir(), date.today());\n",
+ "hku_save(my_tm, filename)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Can't open file(c:\\stock/tmp/my_trade/my_trade_record_2019-03-27.xml)!\n",
+ "unrecognized XML syntax\n"
+ ]
+ }
+ ],
+ "source": [
+ "#载入已保存的TM对象\n",
+ "#filename = \"{}/my_trade/my_trade_record_{}.xml\".format(sm.tmpdir(), date.today())\n",
+ "new_my_tm = crtTM()\n",
+ "hku_load(new_my_tm, filename)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "使用 hku_save 保存的对象,其格式为XML文件,可直接使用 XML 工具或浏览器查看:\n",
+ "\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/hikyuu/examples/notebook/007-SystemDetails.ipynb b/hikyuu/examples/notebook/007-SystemDetails.ipynb
new file mode 100644
index 00000000..9ab20c8e
--- /dev/null
+++ b/hikyuu/examples/notebook/007-SystemDetails.ipynb
@@ -0,0 +1,290 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "std::cout are redirected to python::stdout\n",
+ "std::cerr are redirected to python::stderr\n",
+ "[2019-03-27 21:36:50.872] [info] Loading market information...\n",
+ "[2019-03-27 21:36:50.877] [info] Loading stock type information...\n",
+ "[2019-03-27 21:36:50.878] [info] Loading stock information...\n",
+ "[2019-03-27 21:36:55.588] [info] Loading KData...\n",
+ "[2019-03-27 21:36:55.599] [info] Preloading all day kdata to buffer!\n",
+ "[2019-03-27 21:37:05.163] [info] 9.5737s Loaded Data.\n",
+ "Wall time: 16.9 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "%time from hikyuu.interactive.interactive import *\n",
+ "\n",
+ "from pylab import plot"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "# 示例:通道突破系统\n",
+ "\n",
+ "当价格突破20日高点时买入,当价格低于10日低点时卖出。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#创建一个从2001年1月1日开始的账户,初始资金20万元\n",
+ "my_tm = crtTM(Datetime(200101010000), 200000)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "my_sys = SYS_Simple(tm=my_tm)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def TurtleSG(self):\n",
+ " n1 = self.getParam(\"n1\")\n",
+ " n2 = self.getParam(\"n2\")\n",
+ " k = self.getTO()\n",
+ " c = CLOSE(k)\n",
+ " h = REF(HHV(c, n1), 1) #前n日高点\n",
+ " L = REF(LLV(c, n2), 1) #前n日低点\n",
+ " for i in range(h.discard, len(k)):\n",
+ " if (c[i] >= h[i]):\n",
+ " self._addBuySignal(k[i].datetime)\n",
+ " elif (c[i] <= L[i]):\n",
+ " self._addSellSignal(k[i].datetime)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "my_sg = crtSG(TurtleSG, {'n1': 20, 'n2': 10}, 'TurtleSG')\n",
+ "\n",
+ "my_mm = MM_FixedCount(1000)\n",
+ "\n",
+ "s = sm['sz000001']\n",
+ "query = QueryByDate(Datetime(200101010000), Datetime(201705010000))\n",
+ "\n",
+ "my_sys.mm = my_mm\n",
+ "my_sys.sg = my_sg\n",
+ "my_sys.run(s, query)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "calendar = sm.getTradingCalendar(query, 'SZ')\n",
+ "calendar"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "x1 = my_tm.getFundsCurve(calendar, Query.DAY)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "PRICELIST(x1).plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "my_sys.mm = MM_FixedPercent(0.03)\n",
+ "my_sys.run(s, query)\n",
+ "\n",
+ "x2 = my_tm.getFundsCurve(calendar, Query.DAY)\n",
+ "PRICELIST(x2).plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "my_sys.mm = MM_FixedRisk(1000)\n",
+ "my_sys.run(s, query)\n",
+ "\n",
+ "x3 = my_tm.getFundsCurve(calendar, Query.DAY)\n",
+ "PRICELIST(x3).plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "my_sys.mm = MM_FixedCapital(1000)\n",
+ "my_sys.run(s, query)\n",
+ "\n",
+ "x4 = my_tm.getFundsCurve(calendar, Query.DAY)\n",
+ "PRICELIST(x4).plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = create_figure(1)\n",
+ "\n",
+ "def x_plot(x, name, ax):\n",
+ " px = PRICELIST(x)\n",
+ " px.name = name\n",
+ " px.plot(axes=ax, legend_on=True)\n",
+ "\n",
+ "x_plot(x1, 'MM_FixedCount', ax)\n",
+ "x_plot(x2, 'MM_FixedPercent', ax)\n",
+ "x_plot(x3, 'MM_FixedRisk', ax)\n",
+ "x_plot(x3, 'MM_FixedCapital', ax)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 1
+}
diff --git a/hikyuu/examples/notebook/008-Pickle.ipynb b/hikyuu/examples/notebook/008-Pickle.ipynb
new file mode 100644
index 00000000..bae335c3
--- /dev/null
+++ b/hikyuu/examples/notebook/008-Pickle.ipynb
@@ -0,0 +1,46 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "%time from hikyuu.interactive.interactive import *"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python [default]",
+ "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": "3.5.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/hikyuu/examples/notebook/009-RealData.ipynb b/hikyuu/examples/notebook/009-RealData.ipynb
new file mode 100644
index 00000000..bbc18f20
--- /dev/null
+++ b/hikyuu/examples/notebook/009-RealData.ipynb
@@ -0,0 +1,124 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Wall time: 6.67 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "%time from hikyuu.interactive.interactive import *"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 获取实时日线数据\n",
+ "\n",
+ "目前仅支持获取实时日线数据,使用函数 realtimeUpdate(source, delta=60)。其中,source支持 'sina' | 'qq' | 'tushare',默认使用 tushare。\n",
+ "\n",
+ "tushare 需安装 Python tushare 库,pip install tushare.\n",
+ "\n",
+ "**使用 sina 或 qq 时,应注意控制两次获取数据之间的间隔时长(使用参数delta,默认时长60s),以免 ip 被 sina 或 qq 列入黑名单。**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Wall time: 4.42 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%time realtimeUpdate('tushare')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Wall time: 2.46 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%time realtimeUpdate('sina')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Wall time: 20.3 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%time realtimeUpdate('qq')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python [conda root]",
+ "language": "python",
+ "name": "conda-root-py"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.5.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/hikyuu/examples/notebook/Demo/Demo1.ipynb b/hikyuu/examples/notebook/Demo/Demo1.ipynb
new file mode 100644
index 00000000..12d29f64
--- /dev/null
+++ b/hikyuu/examples/notebook/Demo/Demo1.ipynb
@@ -0,0 +1,594 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Wall time: 0 ns\n",
+ "std::cout are redirected to python::stdout\n",
+ "std::cerr are redirected to python::stderr\n"
+ ]
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "%time from hikyuu.interactive.interactive import *\n",
+ "iodog.open()\n",
+ "#use_draw_engine('echarts')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 一、策略分析\n",
+ "\n",
+ "## 原始描述\n",
+ "\n",
+ "买入条件:周线MACD零轴下方底部金叉买入30%\n",
+ "\n",
+ "卖出条件:日线级别 跌破 20日线 卖出50%持仓\n",
+ "\n",
+ "\n",
+ "## 策略分析\n",
+ "\n",
+ "市场环境:无\n",
+ "\n",
+ "系统有效性:无\n",
+ "\n",
+ "信号指示器:\n",
+ "- 买入信号:周线MACD零轴下方底部金叉,即周线的DIF>DEA金叉时买入(快线:DIF,慢线DEA)\n",
+ "- 卖出信号:日线级别 跌破 20日均线\n",
+ "\n",
+ "止损/止盈:无\n",
+ "\n",
+ "资金管理:\n",
+ "- 买入:30% (不明确,暂且当做当前现金的30%)\n",
+ "- 卖出:已持仓股票数的50%\n",
+ "\n",
+ "盈利目标:\n",
+ "\n",
+ "移滑价差:\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 二、实现系统部件\n",
+ "\n",
+ "## 定义信号指示器"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def getNextWeekDate(week):\n",
+ " \"\"\"获取指定日期的下一周周一日期\"\"\"\n",
+ " from datetime import timedelta\n",
+ " py_week = week.datetime()\n",
+ " next_week_start = py_week + timedelta(days = 7 - py_week.weekday())\n",
+ " return Datetime(next_week_start)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def DEMO_SG(self):\n",
+ " \"\"\"\n",
+ " 买入信号:周线MACD零轴下方底部金叉,即周线的DIF>DEA金叉时买入\n",
+ " 卖出信号:日线级别 跌破 20日均线\n",
+ " \n",
+ " 参数:\n",
+ " week_macd_n1:周线dif窗口\n",
+ " week_macd_n2: 周线dea窗口\n",
+ " week_macd_n3: 周线macd平滑窗口\n",
+ " day_n: 日均线窗口\n",
+ " \"\"\"\n",
+ " k = self.getTO()\n",
+ " if (len(k) == 0):\n",
+ " return\n",
+ " \n",
+ " stk = k.getStock()\n",
+ " \n",
+ " #-----------------------------\n",
+ " #计算日线级别的卖出信号 \n",
+ " #-----------------------------\n",
+ " day_c = CLOSE(k)\n",
+ " day_ma = MA(day_c, self.getParam(\"day_n\"))\n",
+ " day_x = day_c < day_ma #收盘价小于均线\n",
+ " for i in range(day_x.discard, len(day_x)):\n",
+ " if day_x[i] >= 1.0:\n",
+ " self._addSellSignal(k[i].datetime)\n",
+ "\n",
+ " #-----------------------------\n",
+ " #计算周线级别的买入信号 \n",
+ " #-----------------------------\n",
+ " week_q = QueryByDate(k[0].datetime, k[-1].datetime.nextDay(), kType=Query.WEEK)\n",
+ " week_k = k.getStock().getKData(week_q)\n",
+ " \n",
+ " n1 = self.getParam(\"week_macd_n1\")\n",
+ " n2 = self.getParam(\"week_macd_n2\")\n",
+ " n3 = self.getParam(\"week_macd_n3\")\n",
+ " m = MACD(CLOSE(week_k), n1, n2, n3)\n",
+ " fast = m.getResult(0)\n",
+ " slow = m.getResult(1)\n",
+ " \n",
+ " discard = m.discard if m.discard > 1 else 1\n",
+ " for i in range(discard, len(m)):\n",
+ " if (fast[i-1] < slow[i-1] and fast[i] > slow[i]):\n",
+ " #当周计算的结果,只能作为下周一的信号\n",
+ " self._addBuySignal(week_k[i].datetime.nextWeek())\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 定义资金管理策略"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "class DEMO_MM(MoneyManagerBase):\n",
+ " \"\"\"\n",
+ " 买入:30% (不明确,暂且当做当前现金的30%)\n",
+ " 卖出:已持仓股票数的50%\n",
+ " \"\"\"\n",
+ " def __init__(self):\n",
+ " super(DEMO_MM, self).__init__(\"MACD_MM\")\n",
+ " \n",
+ " def _reset(self):\n",
+ " pass\n",
+ " \n",
+ " def _clone(self):\n",
+ " return DEMO_MM()\n",
+ " \n",
+ " def _getBuyNumber(self, datetime, stk, price, risk, part_from):\n",
+ " tm = self.getTM()\n",
+ " cash = tm.currentCash\n",
+ " \n",
+ " #可以不用考虑最小交易单位的问题,已经自动处理\n",
+ " #num = int((cash * 0.3 // price // stk.atom) * stk.atom)\n",
+ " return int(cash*0.3/price) #返回类型必须是int\n",
+ " \n",
+ " def _getSellNumber(self, datetime, stk, price, risk, part_from):\n",
+ " tm = self.getTM()\n",
+ " position = tm.getPosition(stk)\n",
+ " total_num = position.number\n",
+ " num = int(total_num * 0.5)\n",
+ " return num if num >= 100 else 0"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 三、构建并运行系统\n",
+ "\n",
+ "## 设定系统参数\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#账户参数\n",
+ "init_cash = 100000 #账户初始资金\n",
+ "init_date = Datetime('1990-1-1') #账户建立日期\n",
+ "\n",
+ "#信号指示器参数\n",
+ "week_n1 = 12\n",
+ "week_n2 = 26\n",
+ "week_n3 = 9\n",
+ "day_n = 20\n",
+ "\n",
+ "#选定标的,及测试区间\n",
+ "stk = sm['sz000001']\n",
+ "start_date = Datetime('2017-01-01') #如果是同一级别K线,可以使用索引号,使用了不同级别的K线数据,建议还是使用日期作为参数\n",
+ "end_date = Datetime()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 构建系统实例"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#创建账户\n",
+ "my_tm = crtTM(datetime=init_date, initCash = init_cash, costFunc=TC_FixedA())\n",
+ "\n",
+ "#创建系统实例\n",
+ "my_sys = SYS_Simple()\n",
+ "\n",
+ "#绑定账户\n",
+ "my_sys.tm = my_tm\n",
+ "\n",
+ "#绑定信号指示器\n",
+ "my_sys.sg = crtSG(DEMO_SG, \n",
+ " {'week_macd_n1': week_n1, 'week_macd_n2': week_n2, 'week_macd_n3': week_n3, 'day_n': day_n}, \n",
+ " 'DEMO_SG') \n",
+ "my_sys.sg.setParam('alternate', False)\n",
+ "\n",
+ "#绑定资金管理策略\n",
+ "my_sys.mm = DEMO_MM()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 运行系统"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "iodog.close()\n",
+ "q = QueryByDate(start_date, end_date, kType=Query.DAY)\n",
+ "my_sys.run(stk, q)\n",
+ "\n",
+ "#将交易记录及持仓情况,保存在临时目录,可用Excel查看\n",
+ "#临时目录一般设置在数据所在目录下的 tmp 子目录\n",
+ "#如果打开了excel记录,再次运行系统前,记得先关闭excel文件,否则新的结果没法保存\n",
+ "my_tm.tocsv(sm.tmpdir())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 四、查看资金曲线及绩效统计"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制资金收益曲线(净收益)\n",
+ "x = my_tm.getProfitCurve(stk.getDatetimeList(q), KQuery.DAY)\n",
+ "#x = my_tm.getFundsCurve(stk.getDatetimeList(q), KQuery.DAY) #总资产曲线\n",
+ "x = PRICELIST(x)\n",
+ "x.plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "帐户初始金额: 100000.00\n",
+ "累计投入本金: 100000.00\n",
+ "累计投入资产: 0.00\n",
+ "累计借入现金: 0.00\n",
+ "累计借入资产: 0.00\n",
+ "累计红利: 0.00\n",
+ "现金余额: 98258.95\n",
+ "未平仓头寸净值: 2178.88\n",
+ "当前总资产: 100437.83\n",
+ "已平仓交易总成本: 0.00\n",
+ "已平仓净利润总额: 0.00\n",
+ "单笔交易最大占用现金比例%: 29.68\n",
+ "交易平均占用现金比例%: 29.45\n",
+ "已平仓帐户收益率%: 0.00\n",
+ "帐户年复合收益率%: 0.23\n",
+ "帐户平均年收益率%: 0.24\n",
+ "赢利交易赢利总额: 0.00\n",
+ "亏损交易亏损总额: 0.00\n",
+ "已平仓交易总数: 0.00\n",
+ "赢利交易数: 0.00\n",
+ "亏损交易数: 0.00\n",
+ "赢利交易比例%: 0.00\n",
+ "赢利期望值: 0.00\n",
+ "赢利交易平均赢利: 0.00\n",
+ "亏损交易平均亏损: 0.00\n",
+ "平均赢利/平均亏损比例: 0.00\n",
+ "净赢利/亏损比例: 0.00\n",
+ "最大单笔赢利: 0.00\n",
+ "最大单笔亏损: 0.00\n",
+ "赢利交易平均持仓时间: 0.00\n",
+ "赢利交易最大持仓时间: 0.00\n",
+ "亏损交易平均持仓时间: 0.00\n",
+ "亏损交易最大持仓时间: 0.00\n",
+ "空仓总时间: 681.00\n",
+ "空仓时间/总时间%: 100.00\n",
+ "平均空仓时间: 681.00\n",
+ "最长空仓时间: 680.00\n",
+ "最大连续赢利笔数: 0.00\n",
+ "最大连续亏损笔数: 0.00\n",
+ "最大连续赢利金额: 0.00\n",
+ "最大连续亏损金额: 0.00\n",
+ "R乘数期望值: 0.00\n",
+ "交易机会频率/年: 0.00\n",
+ "年度期望R乘数: 0.00\n",
+ "赢利交易平均R乘数: 0.00\n",
+ "亏损交易平均R乘数: 0.00\n",
+ "最大单笔赢利R乘数: 0.00\n",
+ "最大单笔亏损R乘数: 0.00\n",
+ "最大连续赢利R乘数: 0.00\n",
+ "最大连续亏损R乘数: 0.00\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "#回测统计\n",
+ "per = Performance()\n",
+ "print(per.report(my_tm, Datetime.now()))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 五、或许想看下图形"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "my_sys.plot()\n",
+ "MA(CLOSE(my_sys.getTO()), 20).plot(new=False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 六、或许想看看所有股票的情况"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Wall time: 13.9 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "def calTotal(blk, q):\n",
+ " per = Performance()\n",
+ " s_name = []\n",
+ " s_code = []\n",
+ " x = []\n",
+ " for stk in blk:\n",
+ " my_sys.run(stk, q)\n",
+ " per.statistics(my_tm, Datetime.now())\n",
+ " s_name.append(stk.name)\n",
+ " s_code.append(stk.market_code)\n",
+ " x.append(per.get(\"当前总资产\".encode('gb2312')))\n",
+ " return pd.DataFrame({'代码': s_code, '股票': s_name, '当前总资产': x})\n",
+ "\n",
+ "%time data = calTotal(blocka, q)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 代码 \n",
+ " 股票 \n",
+ " 当前总资产 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " SZ000532 \n",
+ " 华金资本 \n",
+ " 101255.21 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " SH601777 \n",
+ " 力帆股份 \n",
+ " 100000.00 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " SZ300238 \n",
+ " 冠昊生物 \n",
+ " 100000.00 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " SH600781 \n",
+ " 辅仁药业 \n",
+ " 100498.77 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " SH600770 \n",
+ " 综艺股份 \n",
+ " 100000.00 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " SH600671 \n",
+ " 天目药业 \n",
+ " 100000.00 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " SZ002888 \n",
+ " 惠威科技 \n",
+ " 100526.75 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " SH600086 \n",
+ " 东方金钰 \n",
+ " 98972.76 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " SH603599 \n",
+ " 广信股份 \n",
+ " 99363.81 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " SH600363 \n",
+ " 联创光电 \n",
+ " 99807.15 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " 代码 股票 当前总资产\n",
+ "0 SZ000532 华金资本 101255.21\n",
+ "1 SH601777 力帆股份 100000.00\n",
+ "2 SZ300238 冠昊生物 100000.00\n",
+ "3 SH600781 辅仁药业 100498.77\n",
+ "4 SH600770 综艺股份 100000.00\n",
+ "5 SH600671 天目药业 100000.00\n",
+ "6 SZ002888 惠威科技 100526.75\n",
+ "7 SH600086 东方金钰 98972.76\n",
+ "8 SH603599 广信股份 99363.81\n",
+ "9 SH600363 联创光电 99807.15"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#保存到CSV文件\n",
+ "#data.to_csv(sm.tmpdir() + '/统计.csv')\n",
+ "data[:10]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/hikyuu/examples/notebook/Demo/Demo2.ipynb b/hikyuu/examples/notebook/Demo/Demo2.ipynb
new file mode 100644
index 00000000..f85995de
--- /dev/null
+++ b/hikyuu/examples/notebook/Demo/Demo2.ipynb
@@ -0,0 +1,722 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Wall time: 1.01 ms\n"
+ ]
+ }
+ ],
+ "source": [
+ "%matplotlib inline\n",
+ "%time from hikyuu.interactive.interactive import *\n",
+ "use_draw_engine('matplotlib')\n",
+ "#use_draw_engine('echarts')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 一、策略分析\n",
+ "\n",
+ "## 原始描述\n",
+ "\n",
+ "建仓条件:expma周线exp1跟exp2金叉向上使用使用 B=50% 的资金买入股票,建仓成功后,卖出条件才能起作用\n",
+ "\n",
+ "卖出条件S1:expma日线exp1和exp2死叉向下时卖出持仓股 S=50%\n",
+ "\n",
+ "买入条件B1:expma日线exp1和exp2金叉向上时买入股票数为S(卖出条件S1卖出股数)\n",
+ "\n",
+ "S1和B1就这样循环\n",
+ "\n",
+ "清仓条件为:expma周线exp1和exp2死叉时\n",
+ "\n",
+ "\n",
+ "## 策略分析\n",
+ "\n",
+ "市场环境:无\n",
+ "\n",
+ "系统有效性:周线EMA1(快线)和EMA2(慢线)金叉向上直到两者死叉,系统有效时建立初始仓位\n",
+ "\n",
+ "信号指示器:\n",
+ "- 买入:日线EMA1(快线)和EMA2(慢线)金叉向上\n",
+ "- 卖出:日线EMA1(快线)和EMA2(慢线)死叉向下\n",
+ "\n",
+ "止损/止盈:无\n",
+ "\n",
+ "资金管理:\n",
+ "- 初次建仓:使用50%的资金\n",
+ "- 买入:初次建仓时持股数的50%\n",
+ "- 卖出:初次建仓时持股数的50%\n",
+ "\n",
+ "盈利目标:无\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 二、实现系统部件\n",
+ "\n",
+ "## 自定义系统有效性策略"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def getNextWeekDateList(week):\n",
+ " from datetime import timedelta\n",
+ " py_week = week.datetime()\n",
+ " next_week_start = py_week + timedelta(days = 7 - py_week.weekday())\n",
+ " next_week_end = next_week_start + timedelta(days=5)\n",
+ " return getDateRange(Datetime(next_week_start), Datetime(next_week_end))\n",
+ "#ds = getNextWeekDateList(Datetime(201801010000))\n",
+ "#for d in ds:\n",
+ "# print(d)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def DEMO_CN(self):\n",
+ " \"\"\" DIF > DEA 时,系统有效\n",
+ " 参数:\n",
+ " fast_n:周线dif窗口\n",
+ " slow_n: 周线dea窗口\n",
+ " \"\"\"\n",
+ " k = self.getTO()\n",
+ " if (len(k) <= 1):\n",
+ " return\n",
+ " \n",
+ " #-----------------------------\n",
+ " # 周线 \n",
+ " #-----------------------------\n",
+ " week_q = QueryByDate(k[0].datetime, k[-1].datetime, kType=Query.WEEK)\n",
+ " week_k = k.getStock().getKData(week_q)\n",
+ " \n",
+ " n1 = self.getParam(\"week_macd_n1\")\n",
+ " n2 = self.getParam(\"week_macd_n2\")\n",
+ " n3 = self.getParam(\"week_macd_n3\")\n",
+ " m = MACD(CLOSE(week_k), n1, n2, n3)\n",
+ " fast = m.getResult(0)\n",
+ " slow = m.getResult(1)\n",
+ "\n",
+ " x = fast > slow\n",
+ " for i in range(x.discard, len(x)-1):\n",
+ " if (x[i] >= 1.0):\n",
+ " #需要被扩展到日线(必须是后一周)\n",
+ " date_list = getNextWeekDateList(week_k[i].datetime)\n",
+ " for d in date_list:\n",
+ " self._addValid(d)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 自定义信号指示器"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#这个例子不需要,已经有内建的SG_Cross函数可直接使用"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 自定义资金管理策略"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "class DEMO_MM(MoneyManagerBase):\n",
+ " \"\"\"\n",
+ " 初次建仓:使用50%的资金\n",
+ " 买入:初次建仓时持股数的50%\n",
+ " 卖出:初次建仓时持股数的50%\n",
+ " \"\"\"\n",
+ " def __init__(self):\n",
+ " super(DEMO_MM, self).__init__(\"MACD_MM\")\n",
+ " self.setParam(\"init_position\", 0.5) #自定义初始仓位参数,占用资金百分比\n",
+ " self.next_buy_num = 0\n",
+ " \n",
+ " def _reset(self):\n",
+ " self.next_buy_num = 0\n",
+ " #pass\n",
+ " \n",
+ " def _clone(self):\n",
+ " mm = DEMO_MM()\n",
+ " mm.next_buy_num = self.next_buy_num\n",
+ " #return DEMO_MM()\n",
+ " \n",
+ " def _getBuyNumber(self, datetime, stk, price, risk, part_from):\n",
+ " tm = self.getTM()\n",
+ " cash = tm.currentCash\n",
+ " \n",
+ " #如果信号来源于系统有效条件,建立初始仓位\n",
+ " if part_from == System.Part.CONDITION:\n",
+ " #return int((cash * 0.5 // price // stk.atom) * stk.atom) #MoneyManagerBase其实已经保证了买入是最小交易数的整数\n",
+ " self.next_buy_num = 0 #清理掉上一周期建仓期间滚动买卖的股票数\n",
+ " return int(cash * self.getParam(\"init_position\") // price)\n",
+ " \n",
+ " #非初次建仓,买入同等数量\n",
+ " return self.next_buy_num\n",
+ " \n",
+ " def _getSellNumber(self, datetime, stk, price, risk, part_from):\n",
+ " tm = self.getTM()\n",
+ " position = tm.getPosition(stk)\n",
+ " current_num = int(position.number * 0.5)\n",
+ " \n",
+ " #记录第一次卖出时的股票数,以便下次以同等数量买入\n",
+ " if self.next_buy_num == 0:\n",
+ " self.next_buy_num = current_num \n",
+ " \n",
+ " return current_num #返回类型必须是整数"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 三、构建并运行系统\n",
+ "\n",
+ "## 修改设定公共参数\n",
+ "\n",
+ "每个系统部件以及TradeManager都有自己的公共参数会影响系统运行,具体可以查看帮助及试验。\n",
+ "\n",
+ "比如:这个例子当前使用系统有效条件进行初始建仓,那么必须设置系统公共参数cn_open_position为True。否则,没有建立初始仓位的话,后续没有卖出,不会有任何交易。"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#System参数\n",
+ "#delay=True #(bool) : 是否延迟到下一个bar开盘时进行交易\n",
+ "#delay_use_current_price=True #(bool) : 延迟操作的情况下,是使用当前交易时bar的价格计算新的止损价/止赢价/目标价还是使用上次计算的结果\n",
+ "#max_delay_count=3 #(int) : 连续延迟交易请求的限制次数\n",
+ "#tp_monotonic=True #(bool) : 止赢单调递增\n",
+ "#tp_delay_n=3 #(int) : 止盈延迟开始的天数,即止盈策略判断从实际交易几天后开始生效\n",
+ "#ignore_sell_sg=False #(bool) : 忽略卖出信号,只使用止损/止赢等其他方式卖出\n",
+ "#ev_open_position=False #(bool): 是否使用市场环境判定进行初始建仓\n",
+ "\n",
+ "cn_open_position=True #(bool): 是否使用系统有效性条件进行初始建仓\n",
+ "\n",
+ "#MoneyManager公共参数\n",
+ "#auto-checkin=False #(bool) : 当账户现金不足以买入资金管理策略指示的买入数量时,自动向账户中补充存入(checkin)足够的现金。\n",
+ "#max-stock=20000 #(int) : 最大持有的证券种类数量(即持有几只股票,而非各个股票的持仓数)\n",
+ "#disable_ev_force_clean_position=False #(bool) : 禁用市场环境失效时强制清仓\n",
+ "#disable_cn_force_clean_position=False #(bool) : 禁用系统有效条件失效时强制清仓\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 设定私有参数及待测试标的"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#账户参数\n",
+ "init_cash = 500000 #账户初始资金\n",
+ "init_date = '1990-1-1' #账户建立日期\n",
+ "\n",
+ "#信号指示器参数\n",
+ "week_n1 = 12\n",
+ "week_n2 = 26\n",
+ "week_n3 = 9\n",
+ "\n",
+ "#选定标的,及测试区间\n",
+ "stk = sm['sz000002']\n",
+ "\n",
+ "#如果是同一级别K线,可以使用索引号,使用了不同级别的K线数据,建议还是使用日期作为参数\n",
+ "#另外,数据量太大的话,matplotlib绘图会比较慢\n",
+ "start_date = Datetime('2016-01-01') \n",
+ "end_date = Datetime()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "## 构建系统实例"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#创建模拟交易账户进行回测,初始资金30万\n",
+ "my_tm = crtTM(datetime=Datetime(init_date), initCash = init_cash)\n",
+ "\n",
+ "#创建系统实例\n",
+ "my_sys = SYS_Simple()\n",
+ "\n",
+ "my_sys.setParam(\"cn_open_position\", cn_open_position)\n",
+ "\n",
+ "my_sys.tm = my_tm\n",
+ "my_sys.cn = crtCN(DEMO_CN, \n",
+ " {'week_macd_n1': week_n1, 'week_macd_n2': week_n2, 'week_macd_n3': week_n3}, \n",
+ " 'DEMO_CN') \n",
+ "my_sys.sg = SG_Cross(EMA(n=week_n1), EMA(n=week_n2))\n",
+ "my_sys.mm = DEMO_MM()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## 运行系统"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "q = QueryByDate(start_date, end_date, kType=Query.DAY)\n",
+ "my_sys.run(stk, q)\n",
+ "\n",
+ "#将交易记录及持仓情况,保存在临时目录,可用Excel查看\n",
+ "#临时目录一般设置在数据所在目录下的 tmp 子目录\n",
+ "#如果打开了excel记录,再次运行系统前,记得先关闭excel文件,否则新的结果没法保存\n",
+ "my_tm.tocsv(sm.tmpdir())"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 四、查看资金曲线及绩效统计"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#绘制资金收益曲线\n",
+ "x = my_tm.getProfitCurve(stk.getDatetimeList(q), KQuery.DAY)\n",
+ "#x = my_tm.getFundsCurve(stk.getDatetimeList(q), KQuery.DAY) #资金净值曲线\n",
+ "PRICELIST(x).plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "帐户初始金额: 500000.00\n",
+ "累计投入本金: 500000.00\n",
+ "累计投入资产: 0.00\n",
+ "累计借入现金: 0.00\n",
+ "累计借入资产: 0.00\n",
+ "累计红利: 0.00\n",
+ "现金余额: 722279.50\n",
+ "未平仓头寸净值: 0.00\n",
+ "当前总资产: 722279.50\n",
+ "已平仓交易总成本: 0.00\n",
+ "已平仓净利润总额: 222279.50\n",
+ "单笔交易最大占用现金比例%: 49.94\n",
+ "交易平均占用现金比例%: 43.77\n",
+ "已平仓帐户收益率%: 44.46\n",
+ "帐户年复合收益率%: 14.67\n",
+ "帐户平均年收益率%: 16.54\n",
+ "赢利交易赢利总额: 296681.50\n",
+ "亏损交易亏损总额: -74402.00\n",
+ "已平仓交易总数: 5.00\n",
+ "赢利交易数: 4.00\n",
+ "亏损交易数: 1.00\n",
+ "赢利交易比例%: 80.00\n",
+ "赢利期望值: 44455.90\n",
+ "赢利交易平均赢利: 74170.38\n",
+ "亏损交易平均亏损: -74402.00\n",
+ "平均赢利/平均亏损比例: 1.00\n",
+ "净赢利/亏损比例: 3.99\n",
+ "最大单笔赢利: 130416.00\n",
+ "最大单笔亏损: -74402.00\n",
+ "赢利交易平均持仓时间: 75.50\n",
+ "赢利交易最大持仓时间: 141.00\n",
+ "亏损交易平均持仓时间: 119.00\n",
+ "亏损交易最大持仓时间: 119.00\n",
+ "空仓总时间: 561.00\n",
+ "空仓时间/总时间%: 57.00\n",
+ "平均空仓时间: 112.00\n",
+ "最长空仓时间: 327.00\n",
+ "最大连续赢利笔数: 2.00\n",
+ "最大连续亏损笔数: 1.00\n",
+ "最大连续赢利金额: 192882.00\n",
+ "最大连续亏损金额: -74402.00\n",
+ "R乘数期望值: 0.15\n",
+ "交易机会频率/年: 1.86\n",
+ "年度期望R乘数: 0.28\n",
+ "赢利交易平均R乘数: 0.22\n",
+ "亏损交易平均R乘数: -0.15\n",
+ "最大单笔赢利R乘数: 0.52\n",
+ "最大单笔亏损R乘数: -0.15\n",
+ "最大连续赢利R乘数: 0.33\n",
+ "最大连续亏损R乘数: -0.15\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "#回测统计\n",
+ "per = Performance()\n",
+ "print(per.report(my_tm, Datetime.now()))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# 五、或许想看下图形"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#自己写吧"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "collapsed": true
+ },
+ "source": [
+ "# 六、或许想看看所有股票的情况"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[2019-03-27 21:40:29.664] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:29.806] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:29.867] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:29.868] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:29.949] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:29.965] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:30.112] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:30.215] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:30.517] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:30.777] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:30.852] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:30.910] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:31.147] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:31.307] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:31.712] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:31.832] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:31.972] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:32.112] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:32.174] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:32.370] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:32.387] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:32.810] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:32.900] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:32.955] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:33.184] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:33.344] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:33.910] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:34.318] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:34.382] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:34.460] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:34.923] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:35.093] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:35.194] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:35.327] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:35.481] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:35.566] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:35.774] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:36.124] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:36.278] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:36.576] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:37.053] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:37.131] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:37.818] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:37.879] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.150] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.161] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.202] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.210] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.346] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.389] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.552] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.553] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.731] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.732] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.733] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.781] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:38.908] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:39.406] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:39.430] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:39.463] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:39.600] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:39.894] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:40.046] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:40.063] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:40.113] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:40.173] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:40.256] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:40.258] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:40.329] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:40.653] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:40.940] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:40.982] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:41.114] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:41.171] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:41.276] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:41.323] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:41.437] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:41.465] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:41.555] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:41.842] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:41.964] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:42.085] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:42.226] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:42.282] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:43.369] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:43.370] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:43.424] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:44.174] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:44.244] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:46.515] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:48.114] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:48.827] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:50.505] [info] KData is empty! [System::run]\n",
+ "[2019-03-27 21:40:50.762] [info] KData is empty! [System::run]\n",
+ "Wall time: 21.3 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "def calTotal(blk, q):\n",
+ " per = Performance()\n",
+ " s_name = []\n",
+ " s_code = []\n",
+ " x = []\n",
+ " for stk in blk:\n",
+ " my_sys.run(stk, q)\n",
+ " per.statistics(my_tm, Datetime.now())\n",
+ " s_name.append(stk.name)\n",
+ " s_code.append(stk.market_code)\n",
+ " x.append(per.get(\"当前总资产\".encode('gb2312')))\n",
+ " return pd.DataFrame({'代码': s_code, '股票': s_name, '当前总资产': x})\n",
+ "\n",
+ "%time data = calTotal(blocka, q)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 代码 \n",
+ " 股票 \n",
+ " 当前总资产 \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " SZ000532 \n",
+ " 华金资本 \n",
+ " 469648.70 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " SH601777 \n",
+ " 力帆股份 \n",
+ " 411624.04 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " SZ300238 \n",
+ " 冠昊生物 \n",
+ " 572131.00 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " SH600781 \n",
+ " 辅仁药业 \n",
+ " 495012.25 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " SH600770 \n",
+ " 综艺股份 \n",
+ " 451413.04 \n",
+ " \n",
+ " \n",
+ " 5 \n",
+ " SH600671 \n",
+ " 天目药业 \n",
+ " 408328.75 \n",
+ " \n",
+ " \n",
+ " 6 \n",
+ " SZ002888 \n",
+ " 惠威科技 \n",
+ " 643861.50 \n",
+ " \n",
+ " \n",
+ " 7 \n",
+ " SH600086 \n",
+ " 东方金钰 \n",
+ " 440287.42 \n",
+ " \n",
+ " \n",
+ " 8 \n",
+ " SH603599 \n",
+ " 广信股份 \n",
+ " 412215.16 \n",
+ " \n",
+ " \n",
+ " 9 \n",
+ " SH600363 \n",
+ " 联创光电 \n",
+ " 522211.94 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " 代码 股票 当前总资产\n",
+ "0 SZ000532 华金资本 469648.70\n",
+ "1 SH601777 力帆股份 411624.04\n",
+ "2 SZ300238 冠昊生物 572131.00\n",
+ "3 SH600781 辅仁药业 495012.25\n",
+ "4 SH600770 综艺股份 451413.04\n",
+ "5 SH600671 天目药业 408328.75\n",
+ "6 SZ002888 惠威科技 643861.50\n",
+ "7 SH600086 东方金钰 440287.42\n",
+ "8 SH603599 广信股份 412215.16\n",
+ "9 SH600363 联创光电 522211.94"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "#保存到CSV文件\n",
+ "#data.to_csv(sm.tmpdir() + '/统计.csv')\n",
+ "data[:10]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "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": "3.7.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/hikyuu/examples/notebook/LICENSE b/hikyuu/examples/notebook/LICENSE
new file mode 100644
index 00000000..022672d7
--- /dev/null
+++ b/hikyuu/examples/notebook/LICENSE
@@ -0,0 +1,20 @@
+The MIT License (MIT)
+
+Copyright (c) 2017 fasiondog
+
+Permission is hereby granted, free of charge, to any person obtaining a copy of
+this software and associated documentation files (the "Software"), to deal in
+the Software without restriction, including without limitation the rights to
+use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of
+the Software, and to permit persons to whom the Software is furnished to do so,
+subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS
+FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR
+COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER
+IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN
+CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
\ No newline at end of file
diff --git a/hikyuu/examples/notebook/README.md b/hikyuu/examples/notebook/README.md
new file mode 100644
index 00000000..63f82569
--- /dev/null
+++ b/hikyuu/examples/notebook/README.md
@@ -0,0 +1 @@
+#hikyuu_examples
diff --git a/hikyuu/examples/notebook/images/002_01_block_config.png b/hikyuu/examples/notebook/images/002_01_block_config.png
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diff --git a/hikyuu/examples/notebook/images/008_03_pickle.png b/hikyuu/examples/notebook/images/008_03_pickle.png
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