doc/samples/ETFanalysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, \"../../\")\n",
    "from pyecharts import online\n",
    "online()\n",
    "#  演示必要的准备代码，使用该库时不需重复此单元格命令"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xalpha as xa\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ETF拯救世界的指数投资计划"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "path='../../tests/etf.csv'\n",
    "read = xa.record(path,skiprows=1) \n",
    "# 读取E大的发车记录，该记录采取且慢的发车记录，但由于早期有些仓位是按点数不定时买入的，可能买入时点与E大和且慢记录稍有出入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "sysopen = xa.mulfix(status=read.status, totmoney=150*1000) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>基金名称</th>\n",
       "      <th>基金代码</th>\n",
       "      <th>当日净值</th>\n",
       "      <th>单位成本</th>\n",
       "      <th>持有份额</th>\n",
       "      <th>基金现值</th>\n",
       "      <th>基金总申购</th>\n",
       "      <th>历史最大占用</th>\n",
       "      <th>基金持有成本</th>\n",
       "      <th>基金分红与赎回</th>\n",
       "      <th>换手率</th>\n",
       "      <th>基金收益总额</th>\n",
       "      <th>投资收益率</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>华夏上证50ETF联接A</td>\n",
       "      <td>001051</td>\n",
       "      <td>0.851000</td>\n",
       "      <td>0.7060</td>\n",
       "      <td>11206.23</td>\n",
       "      <td>9536.50</td>\n",
       "      <td>9000.00</td>\n",
       "      <td>8000.00</td>\n",
       "      <td>7911.17</td>\n",
       "      <td>1088.83</td>\n",
       "      <td>0.207906</td>\n",
       "      <td>1625.33</td>\n",
       "      <td>20.3166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>华夏恒生ETF联接</td>\n",
       "      <td>000071</td>\n",
       "      <td>1.490300</td>\n",
       "      <td>0.8942</td>\n",
       "      <td>6852.82</td>\n",
       "      <td>10212.76</td>\n",
       "      <td>9000.00</td>\n",
       "      <td>9000.00</td>\n",
       "      <td>6127.61</td>\n",
       "      <td>2872.39</td>\n",
       "      <td>0.223119</td>\n",
       "      <td>4085.15</td>\n",
       "      <td>45.3906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>华安标普石油指数</td>\n",
       "      <td>160416</td>\n",
       "      <td>1.100000</td>\n",
       "      <td>0.8720</td>\n",
       "      <td>1146.73</td>\n",
       "      <td>1261.40</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.175312</td>\n",
       "      <td>261.40</td>\n",
       "      <td>26.1400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>广发养老指数A</td>\n",
       "      <td>000968</td>\n",
       "      <td>0.951300</td>\n",
       "      <td>0.9715</td>\n",
       "      <td>8234.85</td>\n",
       "      <td>7833.81</td>\n",
       "      <td>8000.00</td>\n",
       "      <td>8000.00</td>\n",
       "      <td>8000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.196026</td>\n",
       "      <td>-166.19</td>\n",
       "      <td>-2.0774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>华夏中证500ETF联接</td>\n",
       "      <td>001052</td>\n",
       "      <td>0.550000</td>\n",
       "      <td>0.6135</td>\n",
       "      <td>9779.61</td>\n",
       "      <td>5378.79</td>\n",
       "      <td>6000.00</td>\n",
       "      <td>6000.00</td>\n",
       "      <td>6000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.203456</td>\n",
       "      <td>-621.21</td>\n",
       "      <td>-10.3535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>广发中证环保ETF联接A</td>\n",
       "      <td>001064</td>\n",
       "      <td>0.572100</td>\n",
       "      <td>0.7175</td>\n",
       "      <td>11149.05</td>\n",
       "      <td>6378.37</td>\n",
       "      <td>8000.00</td>\n",
       "      <td>8000.00</td>\n",
       "      <td>8000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.217780</td>\n",
       "      <td>-1621.63</td>\n",
       "      <td>-20.2704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>华夏沪深300ETF联接A</td>\n",
       "      <td>000051</td>\n",
       "      <td>1.119000</td>\n",
       "      <td>0.9662</td>\n",
       "      <td>1035.03</td>\n",
       "      <td>1158.20</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.226427</td>\n",
       "      <td>158.20</td>\n",
       "      <td>15.8200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>南方原油</td>\n",
       "      <td>501018</td>\n",
       "      <td>1.233500</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>-94.26</td>\n",
       "      <td>1094.26</td>\n",
       "      <td>0.514404</td>\n",
       "      <td>94.26</td>\n",
       "      <td>9.4260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>华安德国30(DAX)联接</td>\n",
       "      <td>000614</td>\n",
       "      <td>1.174000</td>\n",
       "      <td>1.0945</td>\n",
       "      <td>1827.26</td>\n",
       "      <td>2145.20</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.260714</td>\n",
       "      <td>145.20</td>\n",
       "      <td>7.2600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>博时信用债纯债债券A</td>\n",
       "      <td>050027</td>\n",
       "      <td>1.076000</td>\n",
       "      <td>1.0289</td>\n",
       "      <td>1849.63</td>\n",
       "      <td>1990.20</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>1964.21</td>\n",
       "      <td>1903.17</td>\n",
       "      <td>96.83</td>\n",
       "      <td>0.313219</td>\n",
       "      <td>87.03</td>\n",
       "      <td>4.4308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>广发医药卫生联接A</td>\n",
       "      <td>001180</td>\n",
       "      <td>0.812600</td>\n",
       "      <td>0.7934</td>\n",
       "      <td>11344.23</td>\n",
       "      <td>9218.32</td>\n",
       "      <td>9000.00</td>\n",
       "      <td>9000.00</td>\n",
       "      <td>9000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.306208</td>\n",
       "      <td>218.32</td>\n",
       "      <td>2.4258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>富国中证红利指数增强</td>\n",
       "      <td>100032</td>\n",
       "      <td>1.027000</td>\n",
       "      <td>1.0429</td>\n",
       "      <td>9274.34</td>\n",
       "      <td>9524.75</td>\n",
       "      <td>11000.00</td>\n",
       "      <td>9671.79</td>\n",
       "      <td>9671.79</td>\n",
       "      <td>1328.21</td>\n",
       "      <td>0.390310</td>\n",
       "      <td>-147.04</td>\n",
       "      <td>-1.5203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>广发中债7-10年国开债指数A</td>\n",
       "      <td>003376</td>\n",
       "      <td>0.998000</td>\n",
       "      <td>0.8963</td>\n",
       "      <td>3184.84</td>\n",
       "      <td>3178.47</td>\n",
       "      <td>6000.00</td>\n",
       "      <td>6000.00</td>\n",
       "      <td>2854.52</td>\n",
       "      <td>3145.48</td>\n",
       "      <td>0.509478</td>\n",
       "      <td>323.95</td>\n",
       "      <td>5.3992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>华宝标普油气上游股票</td>\n",
       "      <td>162411</td>\n",
       "      <td>0.697000</td>\n",
       "      <td>0.5475</td>\n",
       "      <td>3653.21</td>\n",
       "      <td>2546.29</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.378631</td>\n",
       "      <td>546.29</td>\n",
       "      <td>27.3145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>建信中证500指数增强A</td>\n",
       "      <td>000478</td>\n",
       "      <td>1.948200</td>\n",
       "      <td>2.3362</td>\n",
       "      <td>4708.47</td>\n",
       "      <td>9173.04</td>\n",
       "      <td>11000.00</td>\n",
       "      <td>11000.00</td>\n",
       "      <td>11000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.385835</td>\n",
       "      <td>-1826.96</td>\n",
       "      <td>-16.6087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>易方达创业板ETF联接A</td>\n",
       "      <td>110026</td>\n",
       "      <td>1.581200</td>\n",
       "      <td>1.8858</td>\n",
       "      <td>530.29</td>\n",
       "      <td>838.49</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.445122</td>\n",
       "      <td>-161.51</td>\n",
       "      <td>-16.1510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>广发创业板ETF联接A</td>\n",
       "      <td>003765</td>\n",
       "      <td>0.867000</td>\n",
       "      <td>0.9612</td>\n",
       "      <td>1040.42</td>\n",
       "      <td>902.04</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.481530</td>\n",
       "      <td>-97.96</td>\n",
       "      <td>-9.7960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>华夏海外收益债券A</td>\n",
       "      <td>001061</td>\n",
       "      <td>1.247000</td>\n",
       "      <td>1.2129</td>\n",
       "      <td>3297.78</td>\n",
       "      <td>4112.33</td>\n",
       "      <td>4000.00</td>\n",
       "      <td>4000.00</td>\n",
       "      <td>4000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.501374</td>\n",
       "      <td>112.33</td>\n",
       "      <td>2.8083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>华安黄金易ETF联接A</td>\n",
       "      <td>000216</td>\n",
       "      <td>0.979100</td>\n",
       "      <td>1.0296</td>\n",
       "      <td>971.23</td>\n",
       "      <td>950.93</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.572100</td>\n",
       "      <td>-49.07</td>\n",
       "      <td>-4.9070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>广发纯债债券A</td>\n",
       "      <td>270048</td>\n",
       "      <td>1.202000</td>\n",
       "      <td>1.1549</td>\n",
       "      <td>1687.15</td>\n",
       "      <td>2027.95</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>1992.44</td>\n",
       "      <td>1948.57</td>\n",
       "      <td>51.43</td>\n",
       "      <td>0.622196</td>\n",
       "      <td>79.38</td>\n",
       "      <td>3.9841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>易方达证券公司分级</td>\n",
       "      <td>502010</td>\n",
       "      <td>0.790800</td>\n",
       "      <td>0.9443</td>\n",
       "      <td>3176.89</td>\n",
       "      <td>2512.28</td>\n",
       "      <td>3000.00</td>\n",
       "      <td>3000.00</td>\n",
       "      <td>3000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.751029</td>\n",
       "      <td>-487.72</td>\n",
       "      <td>-16.2573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>广发中证传媒ETF联接A</td>\n",
       "      <td>004752</td>\n",
       "      <td>0.763600</td>\n",
       "      <td>0.9262</td>\n",
       "      <td>4318.73</td>\n",
       "      <td>3297.78</td>\n",
       "      <td>4000.00</td>\n",
       "      <td>4000.00</td>\n",
       "      <td>4000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.881643</td>\n",
       "      <td>-702.22</td>\n",
       "      <td>-17.5555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>富国量化沪深300</td>\n",
       "      <td>100038</td>\n",
       "      <td>1.671000</td>\n",
       "      <td>1.6982</td>\n",
       "      <td>1766.60</td>\n",
       "      <td>2951.99</td>\n",
       "      <td>3000.00</td>\n",
       "      <td>3000.00</td>\n",
       "      <td>3000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.433333</td>\n",
       "      <td>-48.01</td>\n",
       "      <td>-1.6003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>广发中证全指金融地产联接A</td>\n",
       "      <td>001469</td>\n",
       "      <td>0.875300</td>\n",
       "      <td>0.9044</td>\n",
       "      <td>2211.40</td>\n",
       "      <td>1935.64</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>2000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.991803</td>\n",
       "      <td>-64.36</td>\n",
       "      <td>-3.2180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>兴全可转债混合</td>\n",
       "      <td>340001</td>\n",
       "      <td>1.024400</td>\n",
       "      <td>1.0050</td>\n",
       "      <td>995.02</td>\n",
       "      <td>1019.30</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.258929</td>\n",
       "      <td>19.30</td>\n",
       "      <td>1.9300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>富国中证500</td>\n",
       "      <td>161017</td>\n",
       "      <td>1.929000</td>\n",
       "      <td>1.9519</td>\n",
       "      <td>512.31</td>\n",
       "      <td>988.25</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.038462</td>\n",
       "      <td>-11.75</td>\n",
       "      <td>-1.1750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>广发中证500ETF联接C</td>\n",
       "      <td>002903</td>\n",
       "      <td>0.877200</td>\n",
       "      <td>0.8407</td>\n",
       "      <td>1189.48</td>\n",
       "      <td>1043.41</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>1000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.812500</td>\n",
       "      <td>43.41</td>\n",
       "      <td>4.3410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>货币基金</td>\n",
       "      <td>mf</td>\n",
       "      <td>1.273397</td>\n",
       "      <td>1.0073</td>\n",
       "      <td>49317.98</td>\n",
       "      <td>62801.35</td>\n",
       "      <td>152039.31</td>\n",
       "      <td>149000.00</td>\n",
       "      <td>49677.34</td>\n",
       "      <td>102361.97</td>\n",
       "      <td>0.281480</td>\n",
       "      <td>13124.01</td>\n",
       "      <td>8.8081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>总计</td>\n",
       "      <td>total</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>164917.84</td>\n",
       "      <td>262039.31</td>\n",
       "      <td>150000.00</td>\n",
       "      <td>149999.91</td>\n",
       "      <td>112039.40</td>\n",
       "      <td>0.164860</td>\n",
       "      <td>14917.93</td>\n",
       "      <td>9.9453</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "               基金名称    基金代码      当日净值    单位成本      持有份额       基金现值      基金总申购  \\\n",
       "0      华夏上证50ETF联接A  001051  0.851000  0.7060  11206.23    9536.50    9000.00   \n",
       "1         华夏恒生ETF联接  000071  1.490300  0.8942   6852.82   10212.76    9000.00   \n",
       "2          华安标普石油指数  160416  1.100000  0.8720   1146.73    1261.40    1000.00   \n",
       "3           广发养老指数A  000968  0.951300  0.9715   8234.85    7833.81    8000.00   \n",
       "4      华夏中证500ETF联接  001052  0.550000  0.6135   9779.61    5378.79    6000.00   \n",
       "5      广发中证环保ETF联接A  001064  0.572100  0.7175  11149.05    6378.37    8000.00   \n",
       "6     华夏沪深300ETF联接A  000051  1.119000  0.9662   1035.03    1158.20    1000.00   \n",
       "7              南方原油  501018  1.233500  0.0000      0.00       0.00    1000.00   \n",
       "8     华安德国30(DAX)联接  000614  1.174000  1.0945   1827.26    2145.20    2000.00   \n",
       "9        博时信用债纯债债券A  050027  1.076000  1.0289   1849.63    1990.20    2000.00   \n",
       "10        广发医药卫生联接A  001180  0.812600  0.7934  11344.23    9218.32    9000.00   \n",
       "11       富国中证红利指数增强  100032  1.027000  1.0429   9274.34    9524.75   11000.00   \n",
       "12  广发中债7-10年国开债指数A  003376  0.998000  0.8963   3184.84    3178.47    6000.00   \n",
       "13       华宝标普油气上游股票  162411  0.697000  0.5475   3653.21    2546.29    2000.00   \n",
       "14     建信中证500指数增强A  000478  1.948200  2.3362   4708.47    9173.04   11000.00   \n",
       "15     易方达创业板ETF联接A  110026  1.581200  1.8858    530.29     838.49    1000.00   \n",
       "16      广发创业板ETF联接A  003765  0.867000  0.9612   1040.42     902.04    1000.00   \n",
       "17        华夏海外收益债券A  001061  1.247000  1.2129   3297.78    4112.33    4000.00   \n",
       "18      华安黄金易ETF联接A  000216  0.979100  1.0296    971.23     950.93    1000.00   \n",
       "19          广发纯债债券A  270048  1.202000  1.1549   1687.15    2027.95    2000.00   \n",
       "20        易方达证券公司分级  502010  0.790800  0.9443   3176.89    2512.28    3000.00   \n",
       "21     广发中证传媒ETF联接A  004752  0.763600  0.9262   4318.73    3297.78    4000.00   \n",
       "22        富国量化沪深300  100038  1.671000  1.6982   1766.60    2951.99    3000.00   \n",
       "23    广发中证全指金融地产联接A  001469  0.875300  0.9044   2211.40    1935.64    2000.00   \n",
       "24          兴全可转债混合  340001  1.024400  1.0050    995.02    1019.30    1000.00   \n",
       "25          富国中证500  161017  1.929000  1.9519    512.31     988.25    1000.00   \n",
       "26    广发中证500ETF联接C  002903  0.877200  0.8407   1189.48    1043.41    1000.00   \n",
       "27             货币基金      mf  1.273397  1.0073  49317.98   62801.35  152039.31   \n",
       "28               总计   total       NaN     NaN       NaN  164917.84  262039.31   \n",
       "\n",
       "       历史最大占用     基金持有成本    基金分红与赎回        换手率    基金收益总额    投资收益率  \n",
       "0     8000.00    7911.17    1088.83   0.207906   1625.33  20.3166  \n",
       "1     9000.00    6127.61    2872.39   0.223119   4085.15  45.3906  \n",
       "2     1000.00    1000.00       0.00   0.175312    261.40  26.1400  \n",
       "3     8000.00    8000.00       0.00   0.196026   -166.19  -2.0774  \n",
       "4     6000.00    6000.00       0.00   0.203456   -621.21 -10.3535  \n",
       "5     8000.00    8000.00       0.00   0.217780  -1621.63 -20.2704  \n",
       "6     1000.00    1000.00       0.00   0.226427    158.20  15.8200  \n",
       "7     1000.00     -94.26    1094.26   0.514404     94.26   9.4260  \n",
       "8     2000.00    2000.00       0.00   0.260714    145.20   7.2600  \n",
       "9     1964.21    1903.17      96.83   0.313219     87.03   4.4308  \n",
       "10    9000.00    9000.00       0.00   0.306208    218.32   2.4258  \n",
       "11    9671.79    9671.79    1328.21   0.390310   -147.04  -1.5203  \n",
       "12    6000.00    2854.52    3145.48   0.509478    323.95   5.3992  \n",
       "13    2000.00    2000.00       0.00   0.378631    546.29  27.3145  \n",
       "14   11000.00   11000.00       0.00   0.385835  -1826.96 -16.6087  \n",
       "15    1000.00    1000.00       0.00   0.445122   -161.51 -16.1510  \n",
       "16    1000.00    1000.00       0.00   0.481530    -97.96  -9.7960  \n",
       "17    4000.00    4000.00       0.00   0.501374    112.33   2.8083  \n",
       "18    1000.00    1000.00       0.00   0.572100    -49.07  -4.9070  \n",
       "19    1992.44    1948.57      51.43   0.622196     79.38   3.9841  \n",
       "20    3000.00    3000.00       0.00   0.751029   -487.72 -16.2573  \n",
       "21    4000.00    4000.00       0.00   0.881643   -702.22 -17.5555  \n",
       "22    3000.00    3000.00       0.00   2.433333    -48.01  -1.6003  \n",
       "23    2000.00    2000.00       0.00   2.991803    -64.36  -3.2180  \n",
       "24    1000.00    1000.00       0.00   3.258929     19.30   1.9300  \n",
       "25    1000.00    1000.00       0.00  14.038462    -11.75  -1.1750  \n",
       "26    1000.00    1000.00       0.00  22.812500     43.41   4.3410  \n",
       "27  149000.00   49677.34  102361.97   0.281480  13124.01   8.8081  \n",
       "28  150000.00  149999.91  112039.40   0.164860  14917.93   9.9453  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysopen.combsummary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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       "        \"#61a0a8\",\n",
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       "        \"#6e7074\",\n",
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       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
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       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
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       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_178dc09a8dfd4791a29ca714bdbb6923.setOption(option_178dc09a8dfd4791a29ca714bdbb6923);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.pie.Pie at 0x1112b3048>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysopen.v_positions() # 仓位比例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "sysopen.bcmkset(xa.indexinfo('0000300'), start='2015-09-01')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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       "    ],\n",
       "    \"dataZoom\": [\n",
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       "            \"show\": true,\n",
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       "};\n",
       "myChart_fa32acc9c2ed4126ba07af30328f376c.setOption(option_fa32acc9c2ed4126ba07af30328f376c);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.line.Line at 0x1103c1748>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysopen.v_netvalue()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2018-01-24 00:00:00'),\n",
       " Timestamp('2018-08-06 00:00:00'),\n",
       " -0.0721818298973396)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysopen.max_drawdown()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.040025785136265236"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysopen.algorithm_volatility()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.07676051798959628"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysopen.sharpe() # 和且慢差距较大，是因为选取的无风险利率不同，而现在组合收益特别接近该值造成的"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.03253466309936915"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysopen.xirrrate('2018-08-09') # 基于现金流计算的标准年化收益率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "sysnomf = xa.mul(*sysopen.fundtradeobj[:-2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
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       "    <div id=\"8db656e292f143c7a9087e75b4816e13\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
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       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_8db656e292f143c7a9087e75b4816e13 = echarts.init(document.getElementById('8db656e292f143c7a9087e75b4816e13'), 'light', {renderer: 'canvas'});\n",
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      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x110fec6a0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysnomf.v_tradevolume(freq='M') # E大每月的买入数量和节奏"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.018350130931254528"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sysnomf.xirrrate('2018-08-09') # 去掉货币基金部分投资的年化收益"
   ]
  }
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