{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-02-23T13:55:26.847970Z",
     "start_time": "2025-02-23T13:55:26.843343Z"
    }
   },
   "source": [
    "import math\n",
    "import os\n",
    "import platform\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "root_path = \"C:\\\\Users\\\\lanyuanxiaoyao\\\\SynologyDrive\\\\data\\\\Tushare\" \\\n",
    "    if platform.processor().startswith(\"AMD\") \\\n",
    "    else \"/Users/lanyuanxiaoyao/SynologyDrive/data/Tushare\""
   ],
   "outputs": [],
   "execution_count": 150
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-23T13:55:26.864248Z",
     "start_time": "2025-02-23T13:55:26.859869Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def load_stock(code):\n",
    "    source_df = pd.read_csv(os.path.join(root_path, \"日线行情 1990-2024\", \"分组行情\", f\"{code}.csv\")) \\\n",
    "        [[\"trade_date\", \"vol\", \"open_qfq\", \"close_qfq\", \"high_qfq\", \"low_qfq\"]]\n",
    "    temp_df = pd.DataFrame()\n",
    "    temp_df[[\"date\", \"Volume\", \"Open\", \"Close\", \"High\", \"Low\"]] = \\\n",
    "        source_df[[\"trade_date\", \"vol\", \"open_qfq\", \"close_qfq\", \"high_qfq\", \"low_qfq\"]]\n",
    "    temp_df[\"datetime\"] = pd.to_datetime(temp_df[\"date\"], format=\"%Y%m%d\")\n",
    "    temp_df[\"datetime_text\"] = temp_df[\"datetime\"].apply(lambda x: x.strftime(\"%Y%m%d\"))\n",
    "    temp_df = temp_df[temp_df[\"datetime\"].dt.year > 2023]\n",
    "    temp_df.sort_values(by='datetime', inplace=True)\n",
    "    temp_df.set_index('datetime', inplace=True)\n",
    "    return temp_df"
   ],
   "id": "414a7a0a199096a2",
   "outputs": [],
   "execution_count": 151
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-23T13:55:26.923472Z",
     "start_time": "2025-02-23T13:55:26.875905Z"
    }
   },
   "cell_type": "code",
   "source": "df = load_stock(\"000001.SZ\")",
   "id": "bdcc7bfcec324577",
   "outputs": [],
   "execution_count": 152
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-23T13:55:26.939116Z",
     "start_time": "2025-02-23T13:55:26.933781Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from backtesting import Strategy\n",
    "from backtesting.lib import crossover\n",
    "import talib\n",
    "\n",
    "\n",
    "class MACDStrategy(Strategy):\n",
    "    def init(self):\n",
    "        self.dif, self.dea, self.macd = self.I(talib.MACD, self.data.Close, 12, 26, 9)\n",
    "\n",
    "    def next(self):\n",
    "        curr_dif = self.dif[-1]\n",
    "        curr_dea = self.dea[-1]\n",
    "        curr_macd = self.macd[-1]\n",
    "        if crossover(self.dif, self.dea) and curr_macd > 0 and (curr_dif > curr_macd and curr_dea > curr_macd):\n",
    "            self.buy(size=100)\n",
    "        elif crossover(self.dea, self.dif):\n",
    "            if self.position.size > 0:\n",
    "                self.position.close()"
   ],
   "id": "1b47368c3b916b9b",
   "outputs": [],
   "execution_count": 153
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-23T13:55:26.966319Z",
     "start_time": "2025-02-23T13:55:26.961967Z"
    }
   },
   "cell_type": "code",
   "source": [
    "class SMAStrategy(Strategy):\n",
    "    def init(self):\n",
    "        self.sma_fast = self.I(talib.SMA, self.data.Close, 14)\n",
    "        self.sma_slow = self.I(talib.SMA, self.data.Close, 60)\n",
    "\n",
    "    def next(self):\n",
    "        if crossover(self.sma_fast, self.sma_slow):\n",
    "            self.buy(size=100)\n",
    "        elif crossover(self.sma_slow, self.sma_fast):\n",
    "            if self.position.size > 0:\n",
    "                self.position.close()"
   ],
   "id": "85da7018d63adc0",
   "outputs": [],
   "execution_count": 154
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "class BaseStrategy(Strategy):\n",
    "    def init(self):\n",
    "        pass\n",
    "\n",
    "    def next(self):\n",
    "        pass\n",
    "\n",
    "    @property\n",
    "    def current_open(self):\n",
    "        return self.data.Open[-1]\n",
    "\n",
    "    @property\n",
    "    def current_close(self):\n",
    "        return self.data.Close[-1]\n",
    "\n",
    "    @property\n",
    "    def current_high(self):\n",
    "        return self.data.High[-1]\n",
    "\n",
    "    @property\n",
    "    def current_low(self):\n",
    "        return self.data.Low[-1]"
   ],
   "id": "591e9117c40ef0f2"
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": [
    "import math\n",
    "\n",
    "\n",
    "class LegendStrategy(BaseStrategy):\n",
    "    _max_holding_yield_rate = 0\n",
    "    _go = True\n",
    "\n",
    "    def init(self):\n",
    "        pass\n",
    "\n",
    "    def next(self):\n",
    "        current_close = self.data.Close[-1]\n",
    "        # 持仓成本\n",
    "        holding_price = 0\n",
    "        # 持仓收益率\n",
    "        holding_profit = 0\n",
    "        # 平仓价格\n",
    "        close_price = 0\n",
    "        if len(self.trades) > 0:\n",
    "            total_trade_size = sum(map(lambda x: x.size, self.trades))\n",
    "            total_trade_price = sum(map(lambda x: x.size * x.entry_price, self.trades))\n",
    "            holding_price = total_trade_price / total_trade_size\n",
    "            holding_profit = (current_close - holding_price) * 100 / holding_price\n",
    "\n",
    "            temp_holding_yield_rate = max(self._max_holding_yield_rate, holding_profi)\n",
    "\n",
    "            if temp_holding_yield_rate < 5:\n",
    "                close_price = holding_price * 0.95\n",
    "            elif 5 < temp_holding_yield_rate < 10:\n",
    "                close_price = holding_price * 1.05\n",
    "            else:\n",
    "                if temp_holding_yield_rate > (self._max_holding_yield_rate + 9) // 10 * 10:\n",
    "                    close_price = current_close * 0.95\n",
    "                else:\n",
    "                    close_price = current_close * 1.05\n",
    "\n",
    "            self._max_holding_yield_rate = temp_holding_yield_rate\n",
    "\n",
    "        print(\n",
    "            f\"{self.data.index[-1]} 持仓成本：{holding_price:.2f} 持仓收益率：{holding_profi:.2f}% 平仓价格：{close_price:.2f} 现价：{current_close:.2f}\"\n",
    "        )\n",
    "\n",
    "        if current_close <= close_price:\n",
    "            self.position.close()\n",
    "            self._max_holding_yield_rate = 0\n",
    "            self._go = True\n",
    "\n",
    "        if str(self.data.index[-1]) == \"2024-12-30 00:00:00\":\n",
    "            self.position.close()\n",
    "\n",
    "        if self._go and abs(current_close - self.data.High[-1]) < 0.01 \\\n",
    "                and (current_close - self.current_open) / self.current_open > 0.02:\n",
    "            print('买入')\n",
    "            self.buy(size=math.floor(1000 / current_close))\n",
    "            self._go = False\n",
    "\n"
   ],
   "id": "7503872b9cd7a84e"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-23T13:55:28.355317Z",
     "start_time": "2025-02-23T13:55:28.184572Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from backtesting import Backtest\n",
    "\n",
    "bt = Backtest(df, LegendStrategy, cash=10000, trade_on_close=False)\n",
    "result = bt.run()\n",
    "\n",
    "print(result)\n",
    "trades = result[\"_trades\"]\n",
    "print(f\"总盈利：{(trades[\"Size\"] * (trades[\"ExitPrice\"] - trades[\"EntryPrice\"])).sum():.2f}\")\n",
    "\n",
    "bt.plot()"
   ],
   "id": "b3b25c83497ad0ef",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2024-01-03 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.40\n",
      "2024-01-04 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.32\n",
      "2024-01-05 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.47\n",
      "2024-01-08 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.36\n",
      "2024-01-09 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.38\n",
      "2024-01-10 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.30\n",
      "2024-01-11 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.38\n",
      "2024-01-12 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.39\n",
      "2024-01-15 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.41\n",
      "2024-01-16 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.53\n",
      "2024-01-17 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.43\n",
      "2024-01-18 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.40\n",
      "2024-01-19 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.38\n",
      "2024-01-22 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.31\n",
      "2024-01-23 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.37\n",
      "2024-01-24 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.52\n",
      "2024-01-25 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.68\n",
      "2024-01-26 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.79\n",
      "2024-01-29 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.86\n",
      "2024-01-30 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.68\n",
      "2024-01-31 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.64\n",
      "2024-02-01 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.59\n",
      "2024-02-02 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.47\n",
      "2024-02-05 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.57\n",
      "2024-02-06 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：8.84\n",
      "买入\n",
      "2024-02-07 00:00:00 持仓成本：8.79 持仓收益率：-0.10% 平仓价格：8.35 现价：8.78\n",
      "2024-02-08 00:00:00 持仓成本：8.79 持仓收益率：0.52% 平仓价格：8.35 现价：8.83\n",
      "2024-02-19 00:00:00 持仓成本：8.79 持仓收益率：1.98% 平仓价格：8.35 现价：8.96\n",
      "2024-02-20 00:00:00 持仓成本：8.79 持仓收益率：2.08% 平仓价格：8.35 现价：8.97\n",
      "2024-02-21 00:00:00 持仓成本：8.79 持仓收益率：12.27% 平仓价格：9.37 现价：9.86\n",
      "2024-02-22 00:00:00 持仓成本：8.79 持仓收益率：13.31% 平仓价格：10.45 现价：9.96\n",
      "买入\n",
      "2024-02-23 00:00:00 持仓成本：9.94 持仓收益率：-0.28% 平仓价格：9.44 现价：9.91\n",
      "2024-02-26 00:00:00 持仓成本：9.94 持仓收益率：-3.22% 平仓价格：9.44 现价：9.62\n",
      "2024-02-27 00:00:00 持仓成本：9.94 持仓收益率：-3.49% 平仓价格：9.44 现价：9.59\n",
      "2024-02-28 00:00:00 持仓成本：9.94 持仓收益率：-3.58% 平仓价格：9.44 现价：9.58\n",
      "2024-02-29 00:00:00 持仓成本：9.94 持仓收益率：-2.67% 平仓价格：9.44 现价：9.67\n",
      "2024-03-01 00:00:00 持仓成本：9.94 持仓收益率：-3.58% 平仓价格：9.44 现价：9.58\n",
      "2024-03-04 00:00:00 持仓成本：9.94 持仓收益率：-5.06% 平仓价格：9.44 现价：9.44\n",
      "2024-03-05 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.53\n",
      "2024-03-06 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.44\n",
      "2024-03-07 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.48\n",
      "2024-03-08 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.48\n",
      "2024-03-11 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.56\n",
      "2024-03-12 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.65\n",
      "2024-03-13 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.44\n",
      "2024-03-14 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.34\n",
      "2024-03-15 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.68\n",
      "2024-03-18 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.63\n",
      "2024-03-19 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.50\n",
      "2024-03-20 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.54\n",
      "2024-03-21 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.56\n",
      "2024-03-22 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.46\n",
      "2024-03-25 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.50\n",
      "2024-03-26 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.68\n",
      "2024-03-27 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.62\n",
      "2024-03-28 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.58\n",
      "2024-03-29 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.61\n",
      "2024-04-01 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.72\n",
      "2024-04-02 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.64\n",
      "2024-04-03 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.55\n",
      "2024-04-08 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.53\n",
      "2024-04-09 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.50\n",
      "2024-04-10 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.39\n",
      "2024-04-11 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.36\n",
      "2024-04-12 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.19\n",
      "2024-04-15 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.40\n",
      "2024-04-16 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.39\n",
      "2024-04-17 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.70\n",
      "买入\n",
      "2024-04-18 00:00:00 持仓成本：9.66 持仓收益率：2.08% 平仓价格：9.18 现价：9.86\n",
      "2024-04-19 00:00:00 持仓成本：9.66 持仓收益率：1.04% 平仓价格：9.18 现价：9.76\n",
      "2024-04-22 00:00:00 持仓成本：9.66 持仓收益率：-0.76% 平仓价格：9.18 现价：9.59\n",
      "2024-04-23 00:00:00 持仓成本：9.66 持仓收益率：-0.38% 平仓价格：9.18 现价：9.63\n",
      "2024-04-24 00:00:00 持仓成本：9.66 持仓收益率：-0.47% 平仓价格：9.18 现价：9.62\n",
      "2024-04-25 00:00:00 持仓成本：9.66 持仓收益率：0.28% 平仓价格：9.18 现价：9.69\n",
      "2024-04-26 00:00:00 持仓成本：9.66 持仓收益率：0.19% 平仓价格：9.18 现价：9.68\n",
      "2024-04-29 00:00:00 持仓成本：9.66 持仓收益率：2.17% 平仓价格：9.18 现价：9.87\n",
      "2024-04-30 00:00:00 持仓成本：9.66 持仓收益率：1.98% 平仓价格：9.18 现价：9.86\n",
      "2024-05-06 00:00:00 持仓成本：9.66 持仓收益率：2.93% 平仓价格：9.18 现价：9.95\n",
      "2024-05-07 00:00:00 持仓成本：9.66 持仓收益率：2.84% 平仓价格：9.18 现价：9.94\n",
      "2024-05-08 00:00:00 持仓成本：9.66 持仓收益率：1.42% 平仓价格：9.18 现价：9.80\n",
      "2024-05-09 00:00:00 持仓成本：9.66 持仓收益率：1.70% 平仓价格：9.18 现价：9.83\n",
      "2024-05-10 00:00:00 持仓成本：9.66 持仓收益率：3.40% 平仓价格：9.18 现价：9.99\n",
      "2024-05-13 00:00:00 持仓成本：9.66 持仓收益率：3.69% 平仓价格：9.18 现价：10.02\n",
      "2024-05-14 00:00:00 持仓成本：9.66 持仓收益率：3.12% 平仓价格：9.18 现价：9.96\n",
      "2024-05-15 00:00:00 持仓成本：9.66 持仓收益率：2.36% 平仓价格：9.18 现价：9.89\n",
      "2024-05-16 00:00:00 持仓成本：9.66 持仓收益率：5.58% 平仓价格：10.15 现价：10.20\n",
      "2024-05-17 00:00:00 持仓成本：9.66 持仓收益率：7.94% 平仓价格：10.15 现价：10.43\n",
      "2024-05-20 00:00:00 持仓成本：9.66 持仓收益率：7.56% 平仓价格：10.15 现价：10.39\n",
      "2024-05-21 00:00:00 持仓成本：9.66 持仓收益率：9.17% 平仓价格：10.15 现价：10.55\n",
      "2024-05-22 00:00:00 持仓成本：9.66 持仓收益率：9.26% 平仓价格：10.15 现价：10.56\n",
      "2024-05-23 00:00:00 持仓成本：9.66 持仓收益率：7.75% 平仓价格：10.15 现价：10.41\n",
      "2024-05-24 00:00:00 持仓成本：9.66 持仓收益率：6.90% 平仓价格：10.15 现价：10.33\n",
      "2024-05-27 00:00:00 持仓成本：9.66 持仓收益率：8.79% 平仓价格：10.15 现价：10.51\n",
      "2024-05-28 00:00:00 持仓成本：9.66 持仓收益率：7.75% 平仓价格：10.15 现价：10.41\n",
      "2024-05-29 00:00:00 持仓成本：9.66 持仓收益率：6.43% 平仓价格：10.15 现价：10.28\n",
      "2024-05-30 00:00:00 持仓成本：9.66 持仓收益率：5.10% 平仓价格：10.15 现价：10.16\n",
      "2024-05-31 00:00:00 持仓成本：9.66 持仓收益率：5.01% 平仓价格：10.15 现价：10.15\n",
      "2024-06-03 00:00:00 持仓成本：9.66 持仓收益率：3.78% 平仓价格：10.15 现价：10.03\n",
      "2024-06-04 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：10.07\n",
      "2024-06-05 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.93\n",
      "2024-06-06 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.96\n",
      "2024-06-07 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：10.04\n",
      "2024-06-11 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.93\n",
      "2024-06-12 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.94\n",
      "2024-06-13 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.86\n",
      "2024-06-14 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.96\n",
      "2024-06-17 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.88\n",
      "2024-06-18 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.86\n",
      "2024-06-19 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.93\n",
      "2024-06-20 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.83\n",
      "2024-06-21 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.79\n",
      "2024-06-24 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.77\n",
      "2024-06-25 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.86\n",
      "2024-06-26 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.86\n",
      "2024-06-27 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.91\n",
      "2024-06-28 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.93\n",
      "2024-07-01 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：10.13\n",
      "买入\n",
      "2024-07-02 00:00:00 持仓成本：10.08 持仓收益率：0.97% 平仓价格：9.58 现价：10.18\n",
      "2024-07-03 00:00:00 持仓成本：10.08 持仓收益率：0.10% 平仓价格：9.58 现价：10.09\n",
      "2024-07-04 00:00:00 持仓成本：10.08 持仓收益率：-0.39% 平仓价格：9.58 现价：10.04\n",
      "2024-07-05 00:00:00 持仓成本：10.08 持仓收益率：-3.20% 平仓价格：9.58 现价：9.76\n",
      "2024-07-08 00:00:00 持仓成本：10.08 持仓收益率：-3.59% 平仓价格：9.58 现价：9.72\n",
      "2024-07-09 00:00:00 持仓成本：10.08 持仓收益率：-2.23% 平仓价格：9.58 现价：9.85\n",
      "2024-07-10 00:00:00 持仓成本：10.08 持仓收益率：-1.55% 平仓价格：9.58 现价：9.92\n",
      "2024-07-11 00:00:00 持仓成本：10.08 持仓收益率：-1.65% 平仓价格：9.58 现价：9.91\n",
      "2024-07-12 00:00:00 持仓成本：10.08 持仓收益率：0.10% 平仓价格：9.58 现价：10.09\n",
      "2024-07-15 00:00:00 持仓成本：10.08 持仓收益率：0.29% 平仓价格：9.58 现价：10.11\n",
      "2024-07-16 00:00:00 持仓成本：10.08 持仓收益率：0.00% 平仓价格：9.58 现价：10.08\n",
      "2024-07-17 00:00:00 持仓成本：10.08 持仓收益率：0.97% 平仓价格：9.58 现价：10.18\n",
      "2024-07-18 00:00:00 持仓成本：10.08 持仓收益率：1.07% 平仓价格：9.58 现价：10.19\n",
      "2024-07-19 00:00:00 持仓成本：10.08 持仓收益率：0.68% 平仓价格：9.58 现价：10.15\n",
      "2024-07-22 00:00:00 持仓成本：10.08 持仓收益率：-0.68% 平仓价格：9.58 现价：10.01\n",
      "2024-07-23 00:00:00 持仓成本：10.08 持仓收益率：-1.17% 平仓价格：9.58 现价：9.96\n",
      "2024-07-24 00:00:00 持仓成本：10.08 持仓收益率：-1.65% 平仓价格：9.58 现价：9.91\n",
      "2024-07-25 00:00:00 持仓成本：10.08 持仓收益率：-2.04% 平仓价格：9.58 现价：9.87\n",
      "2024-07-26 00:00:00 持仓成本：10.08 持仓收益率：-2.62% 平仓价格：9.58 现价：9.82\n",
      "2024-07-29 00:00:00 持仓成本：10.08 持仓收益率：-1.84% 平仓价格：9.58 现价：9.89\n",
      "2024-07-30 00:00:00 持仓成本：10.08 持仓收益率：-2.14% 平仓价格：9.58 现价：9.86\n",
      "2024-07-31 00:00:00 持仓成本：10.08 持仓收益率：-0.29% 平仓价格：9.58 现价：10.05\n",
      "2024-08-01 00:00:00 持仓成本：10.08 持仓收益率：-0.29% 平仓价格：9.58 现价：10.05\n",
      "2024-08-02 00:00:00 持仓成本：10.08 持仓收益率：-1.55% 平仓价格：9.58 现价：9.92\n",
      "2024-08-05 00:00:00 持仓成本：10.08 持仓收益率：-2.43% 平仓价格：9.58 现价：9.83\n",
      "2024-08-06 00:00:00 持仓成本：10.08 持仓收益率：-3.59% 平仓价格：9.58 现价：9.72\n",
      "2024-08-07 00:00:00 持仓成本：10.08 持仓收益率：-3.59% 平仓价格：9.58 现价：9.72\n",
      "2024-08-08 00:00:00 持仓成本：10.08 持仓收益率：-3.50% 平仓价格：9.58 现价：9.73\n",
      "2024-08-09 00:00:00 持仓成本：10.08 持仓收益率：-2.52% 平仓价格：9.58 现价：9.83\n",
      "2024-08-12 00:00:00 持仓成本：10.08 持仓收益率：-2.82% 平仓价格：9.58 现价：9.80\n",
      "2024-08-13 00:00:00 持仓成本：10.08 持仓收益率：-3.40% 平仓价格：9.58 现价：9.74\n",
      "2024-08-14 00:00:00 持仓成本：10.08 持仓收益率：-3.69% 平仓价格：9.58 现价：9.71\n",
      "2024-08-15 00:00:00 持仓成本：10.08 持仓收益率：-2.62% 平仓价格：9.58 现价：9.82\n",
      "2024-08-16 00:00:00 持仓成本：10.08 持仓收益率：-1.65% 平仓价格：9.58 现价：9.91\n",
      "2024-08-19 00:00:00 持仓成本：10.08 持仓收益率：-0.10% 平仓价格：9.58 现价：10.07\n",
      "2024-08-20 00:00:00 持仓成本：10.08 持仓收益率：0.39% 平仓价格：9.58 现价：10.12\n",
      "2024-08-21 00:00:00 持仓成本：10.08 持仓收益率：0.49% 平仓价格：9.58 现价：10.13\n",
      "2024-08-22 00:00:00 持仓成本：10.08 持仓收益率：0.78% 平仓价格：9.58 现价：10.16\n",
      "2024-08-23 00:00:00 持仓成本：10.08 持仓收益率：1.65% 平仓价格：9.58 现价：10.25\n",
      "2024-08-26 00:00:00 持仓成本：10.08 持仓收益率：1.84% 平仓价格：9.58 现价：10.27\n",
      "2024-08-27 00:00:00 持仓成本：10.08 持仓收益率：1.26% 平仓价格：9.58 现价：10.21\n",
      "2024-08-28 00:00:00 持仓成本：10.08 持仓收益率：0.29% 平仓价格：9.58 现价：10.11\n",
      "2024-08-29 00:00:00 持仓成本：10.08 持仓收益率：-1.65% 平仓价格：9.58 现价：9.91\n",
      "2024-08-30 00:00:00 持仓成本：10.08 持仓收益率：-1.36% 平仓价格：9.58 现价：9.94\n",
      "2024-09-02 00:00:00 持仓成本：10.08 持仓收益率：-1.84% 平仓价格：9.58 现价：9.89\n",
      "2024-09-03 00:00:00 持仓成本：10.08 持仓收益率：-2.14% 平仓价格：9.58 现价：9.86\n",
      "2024-09-04 00:00:00 持仓成本：10.08 持仓收益率：-2.72% 平仓价格：9.58 现价：9.81\n",
      "2024-09-05 00:00:00 持仓成本：10.08 持仓收益率：-2.23% 平仓价格：9.58 现价：9.85\n",
      "2024-09-06 00:00:00 持仓成本：10.08 持仓收益率：-2.14% 平仓价格：9.58 现价：9.86\n",
      "2024-09-09 00:00:00 持仓成本：10.08 持仓收益率：-4.37% 平仓价格：9.58 现价：9.64\n",
      "2024-09-10 00:00:00 持仓成本：10.08 持仓收益率：-3.88% 平仓价格：9.58 现价：9.69\n",
      "2024-09-11 00:00:00 持仓成本：10.08 持仓收益率：-6.31% 平仓价格：9.58 现价：9.44\n",
      "2024-09-12 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.53\n",
      "2024-09-13 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.49\n",
      "2024-09-18 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.56\n",
      "2024-09-19 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.60\n",
      "2024-09-20 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.69\n",
      "2024-09-23 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：9.83\n",
      "2024-09-24 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：10.15\n",
      "买入\n",
      "2024-09-25 00:00:00 持仓成本：10.29 持仓收益率：-0.19% 平仓价格：9.78 现价：10.28\n",
      "2024-09-26 00:00:00 持仓成本：10.29 持仓收益率：5.99% 平仓价格：10.81 现价：10.91\n",
      "2024-09-27 00:00:00 持仓成本：10.29 持仓收益率：8.56% 平仓价格：10.81 现价：11.18\n",
      "2024-09-30 00:00:00 持仓成本：10.29 持仓收益率：16.06% 平仓价格：11.35 现价：11.95\n",
      "2024-10-08 00:00:00 持仓成本：10.29 持仓收益率：22.43% 平仓价格：11.97 现价：12.60\n",
      "2024-10-09 00:00:00 持仓成本：10.29 持仓收益率：11.03% 平仓价格：12.00 现价：11.43\n",
      "2024-10-10 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.98\n",
      "2024-10-11 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.72\n",
      "2024-10-14 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：12.02\n",
      "2024-10-15 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.90\n",
      "2024-10-16 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：12.06\n",
      "2024-10-17 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.95\n",
      "2024-10-18 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：12.04\n",
      "2024-10-21 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.81\n",
      "2024-10-22 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.79\n",
      "2024-10-23 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.86\n",
      "2024-10-24 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.75\n",
      "2024-10-25 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.71\n",
      "2024-10-28 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.64\n",
      "2024-10-29 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.54\n",
      "2024-10-30 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.32\n",
      "2024-10-31 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.38\n",
      "2024-11-01 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.43\n",
      "2024-11-04 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.46\n",
      "2024-11-05 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.65\n",
      "买入\n",
      "2024-11-06 00:00:00 持仓成本：11.62 持仓收益率：-0.60% 平仓价格：11.04 现价：11.55\n",
      "2024-11-07 00:00:00 持仓成本：11.62 持仓收益率：2.50% 平仓价格：11.04 现价：11.91\n",
      "2024-11-08 00:00:00 持仓成本：11.62 持仓收益率：0.86% 平仓价格：11.04 现价：11.72\n",
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      "2024-12-20 00:00:00 持仓成本：11.62 持仓收益率：0.00% 平仓价格：11.04 现价：11.62\n",
      "2024-12-23 00:00:00 持仓成本：11.62 持仓收益率：0.95% 平仓价格：11.04 现价：11.73\n",
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      "2024-12-25 00:00:00 持仓成本：11.62 持仓收益率：2.58% 平仓价格：11.04 现价：11.92\n",
      "2024-12-26 00:00:00 持仓成本：11.62 持仓收益率：2.07% 平仓价格：11.04 现价：11.86\n",
      "2024-12-27 00:00:00 持仓成本：11.62 持仓收益率：1.81% 平仓价格：11.04 现价：11.83\n",
      "2024-12-30 00:00:00 持仓成本：11.62 持仓收益率：2.84% 平仓价格：11.04 现价：11.95\n",
      "2024-12-31 00:00:00 持仓成本：0.00 持仓收益率：0.00% 平仓价格：0.00 现价：11.70\n",
      "Start                     2024-01-02 00:00:00\n",
      "End                       2024-12-31 00:00:00\n",
      "Duration                    364 days 00:00:00\n",
      "Exposure Time [%]                    59.91736\n",
      "Equity Final [$]                  10205.75758\n",
      "Equity Peak [$]                   10275.87094\n",
      "Return [%]                            2.05758\n",
      "Buy & Hold Return [%]                39.08619\n",
      "Return (Ann.) [%]                      2.1435\n",
      "Volatility (Ann.) [%]                 2.41689\n",
      "CAGR [%]                              1.42001\n",
      "Sharpe Ratio                          0.88689\n",
      "Sortino Ratio                         1.46418\n",
      "Calmar Ratio                          1.64544\n",
      "Max. Drawdown [%]                     -1.3027\n",
      "Avg. Drawdown [%]                    -0.63274\n",
      "Max. Drawdown Duration      131 days 00:00:00\n",
      "Avg. Drawdown Duration       61 days 00:00:00\n",
      "# Trades                                    6\n",
      "Win Rate [%]                         66.66667\n",
      "Best Trade [%]                       13.09778\n",
      "Worst Trade [%]                       -6.3107\n",
      "Avg. Trade [%]                        3.12968\n",
      "Max. Trade Duration          72 days 00:00:00\n",
      "Avg. Trade Duration          36 days 00:00:00\n",
      "Profit Factor                         2.76035\n",
      "Expectancy [%]                        3.41555\n",
      "SQN                                   0.99945\n",
      "Kelly Criterion                       0.42723\n",
      "_strategy                      LegendStrategy\n",
      "_equity_curve                             ...\n",
      "_trades                      Size  EntryBa...\n",
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      "总盈利：205.76\n"
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table-cell;\"></div><div style=\"display: table-cell;\">cols&nbsp;=&nbsp;None,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">context_menu&nbsp;=&nbsp;None,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">css_classes&nbsp;=&nbsp;[],</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">css_variables&nbsp;=&nbsp;{},</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">disabled&nbsp;=&nbsp;False,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">elements&nbsp;=&nbsp;[],</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">flow_mode&nbsp;=&nbsp;'block',</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">height&nbsp;=&nbsp;None,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">height_policy&nbsp;=&nbsp;'auto',</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_event_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">js_property_callbacks&nbsp;=&nbsp;{},</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">margin&nbsp;=&nbsp;None,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">max_height&nbsp;=&nbsp;None,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">max_width&nbsp;=&nbsp;None,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_height&nbsp;=&nbsp;None,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">min_width&nbsp;=&nbsp;None,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">name&nbsp;=&nbsp;None,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">resizable&nbsp;=&nbsp;False,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">rows&nbsp;=&nbsp;None,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">sizing_mode&nbsp;=&nbsp;'stretch_width',</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">spacing&nbsp;=&nbsp;0,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">styles&nbsp;=&nbsp;{},</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">stylesheets&nbsp;=&nbsp;[],</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">subscribed_events&nbsp;=&nbsp;PropertyValueSet(),</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">syncable&nbsp;=&nbsp;True,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">tags&nbsp;=&nbsp;[],</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">toolbar&nbsp;=&nbsp;Toolbar(id='p23683', ...),</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">toolbar_location&nbsp;=&nbsp;'right',</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">visible&nbsp;=&nbsp;True,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">width&nbsp;=&nbsp;None,</div></div><div class=\"p23712\" style=\"display: none;\"><div style=\"display: table-cell;\"></div><div style=\"display: table-cell;\">width_policy&nbsp;=&nbsp;'auto')</div></div></div>\n",
       "<script>\n",
       "(function() {\n",
       "  let expanded = false;\n",
       "  const ellipsis = document.getElementById(\"p23713\");\n",
       "  ellipsis.addEventListener(\"click\", function() {\n",
       "    const rows = document.getElementsByClassName(\"p23712\");\n",
       "    for (let i = 0; i < rows.length; i++) {\n",
       "      const el = rows[i];\n",
       "      el.style.display = expanded ? \"none\" : \"table-row\";\n",
       "    }\n",
       "    ellipsis.innerHTML = expanded ? \"&hellip;)\" : \"&lsaquo;&lsaquo;&lsaquo;\";\n",
       "    expanded = !expanded;\n",
       "  });\n",
       "})();\n",
       "</script>\n"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 156
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-22T09:06:08.219490Z",
     "start_time": "2025-02-22T09:04:28.755486Z"
    }
   },
   "cell_type": "code",
   "source": [
    "count = 0\n",
    "success = 0\n",
    "\n",
    "for name in os.listdir(os.path.join(root_path, \"日线行情 1990-2024\", \"分组行情\")):\n",
    "    if name.endswith(\"SZ.csv\"):\n",
    "        stock_df = load_stock(name.replace(\".csv\", \"\"))\n",
    "        if stock_df.empty or stock_df.size < 1000:\n",
    "            continue\n",
    "        bt = Backtest(stock_df, LegendStrategy, cash=10000, commission=.002, trade_on_close=True)\n",
    "        result = bt.run()\n",
    "        count += 1\n",
    "        final = result.iloc[4]\n",
    "        if final > 10000:\n",
    "            success += 1\n",
    "        print(f\"{name}: {result.iloc[4]} 胜率：{(success / count) * 100:.2f}%\")"
   ],
   "id": "abcba3a2b27082af",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "000001.SZ.csv: 12863.88754914 胜率：100.00%\n",
      "000002.SZ.csv: 8377.972420000004 胜率：50.00%\n",
      "000004.SZ.csv: 11249.180159999996 胜率：66.67%\n",
      "000006.SZ.csv: 17482.964699999997 胜率：75.00%\n",
      "000007.SZ.csv: 15811.534120000006 胜率：80.00%\n",
      "000008.SZ.csv: 13144.773940000003 胜率：83.33%\n",
      "000009.SZ.csv: 8534.13147076 胜率：71.43%\n",
      "000010.SZ.csv: 11709.300360000001 胜率：75.00%\n",
      "000011.SZ.csv: 10946.285597060001 胜率：77.78%\n",
      "000012.SZ.csv: 9957.968958039999 胜率：70.00%\n",
      "000014.SZ.csv: 10291.24254948 胜率：72.73%\n",
      "000016.SZ.csv: 15687.563619999997 胜率：75.00%\n",
      "000017.SZ.csv: 9225.285579999996 胜率：69.23%\n",
      "000019.SZ.csv: 10241.166329260004 胜率：71.43%\n",
      "000020.SZ.csv: 8325.818919999998 胜率：66.67%\n",
      "000021.SZ.csv: 14171.382067240003 胜率：68.75%\n",
      "000025.SZ.csv: 10221.545666560005 胜率：70.59%\n",
      "000026.SZ.csv: 11151.09082272 胜率：72.22%\n",
      "000027.SZ.csv: 10331.621622479997 胜率：73.68%\n",
      "000028.SZ.csv: 9987.727829739999 胜率：70.00%\n",
      "000029.SZ.csv: 13381.922000000002 胜率：71.43%\n",
      "000030.SZ.csv: 10846.72654192 胜率：72.73%\n",
      "000031.SZ.csv: 11044.477800000002 胜率：73.91%\n",
      "000032.SZ.csv: 10676.663748760002 胜率：75.00%\n",
      "000034.SZ.csv: 12337.382911879999 胜率：76.00%\n",
      "000035.SZ.csv: 11362.2362986 胜率：76.92%\n",
      "000036.SZ.csv: 13153.760260000003 胜率：77.78%\n",
      "000037.SZ.csv: 8917.547080000002 胜率：75.00%\n",
      "000039.SZ.csv: 9451.043336259998 胜率：72.41%\n",
      "000040.SZ.csv: 3712.574180000002 胜率：70.00%\n",
      "000042.SZ.csv: 9720.02294 胜率：67.74%\n",
      "000045.SZ.csv: 11668.42626362 胜率：68.75%\n",
      "000048.SZ.csv: 11148.963056139995 胜率：69.70%\n",
      "000049.SZ.csv: 10514.891230360003 胜率：70.59%\n",
      "000050.SZ.csv: 10752.042420000002 胜率：71.43%\n",
      "000055.SZ.csv: 9564.007229680004 胜率：69.44%\n",
      "000056.SZ.csv: 10636.57606 胜率：70.27%\n",
      "000058.SZ.csv: 12052.936146940001 胜率：71.05%\n",
      "000059.SZ.csv: 9431.81678032 胜率：69.23%\n",
      "000060.SZ.csv: 11182.500354919994 胜率：70.00%\n",
      "000061.SZ.csv: 11673.113148779998 胜率：70.73%\n",
      "000062.SZ.csv: 22932.79610696 胜率：71.43%\n",
      "000063.SZ.csv: 14959.94300404 胜率：72.09%\n",
      "000065.SZ.csv: 9011.456238759996 胜率：70.45%\n",
      "000066.SZ.csv: 15938.736659999997 胜率：71.11%\n",
      "000068.SZ.csv: 8052.833860000004 胜率：69.57%\n",
      "000069.SZ.csv: 11650.049740000006 胜率：70.21%\n",
      "000070.SZ.csv: 6833.949020000001 胜率：68.75%\n",
      "000078.SZ.csv: 9490.368500000002 胜率：67.35%\n",
      "000088.SZ.csv: 10522.535206179999 胜率：68.00%\n",
      "000089.SZ.csv: 10624.378726599998 胜率：68.63%\n",
      "000090.SZ.csv: 9729.099604380002 胜率：67.31%\n",
      "000096.SZ.csv: 11760.911057439997 胜率：67.92%\n",
      "000099.SZ.csv: 21148.261139599996 胜率：68.52%\n",
      "000100.SZ.csv: 11766.883089100002 胜率：69.09%\n",
      "000151.SZ.csv: 11812.127579999998 胜率：69.64%\n",
      "000153.SZ.csv: 11447.50375798 胜率：70.18%\n",
      "000155.SZ.csv: 9863.540748699997 胜率：68.97%\n",
      "000156.SZ.csv: 10587.95270004 胜率：69.49%\n",
      "000157.SZ.csv: 10149.179282920004 胜率：70.00%\n",
      "000158.SZ.csv: 23597.47486000001 胜率：70.49%\n",
      "000159.SZ.csv: 11632.065759999998 胜率：70.97%\n",
      "000166.SZ.csv: 12460.340585619997 胜率：71.43%\n",
      "000301.SZ.csv: 9044.33165848 胜率：70.31%\n",
      "000333.SZ.csv: 10038.027080000002 胜率：70.77%\n",
      "000338.SZ.csv: 9796.00733518 胜率：69.70%\n",
      "000400.SZ.csv: 10516.025661700001 胜率：70.15%\n",
      "000401.SZ.csv: 9508.046780000006 胜率：69.12%\n",
      "000402.SZ.csv: 9801.095000000001 胜率：68.12%\n",
      "000403.SZ.csv: 8713.879853699997 胜率：67.14%\n",
      "000404.SZ.csv: 12434.577089260001 胜率：67.61%\n",
      "000407.SZ.csv: 10624.740795920003 胜率：68.06%\n",
      "000408.SZ.csv: 10205.49434518 胜率：68.49%\n",
      "000409.SZ.csv: 10909.437040000003 胜率：68.92%\n",
      "000410.SZ.csv: 10756.18278 胜率：69.33%\n",
      "000411.SZ.csv: 10504.88388806 胜率：69.74%\n",
      "000415.SZ.csv: 17462.7034 胜率：70.13%\n",
      "000417.SZ.csv: 13327.623058399999 胜率：70.51%\n",
      "000419.SZ.csv: 12305.661126460003 胜率：70.89%\n",
      "000420.SZ.csv: 11868.911439999998 胜率：71.25%\n",
      "000421.SZ.csv: 13227.193176760004 胜率：71.60%\n",
      "000422.SZ.csv: 11966.970824200003 胜率：71.95%\n",
      "000423.SZ.csv: 10123.372800000001 胜率：72.29%\n",
      "000425.SZ.csv: 12630.446261980005 胜率：72.62%\n",
      "000426.SZ.csv: 10684.291383159998 胜率：72.94%\n",
      "000428.SZ.csv: 9170.153800000006 胜率：72.09%\n",
      "000429.SZ.csv: 14935.35755662 胜率：72.41%\n",
      "000430.SZ.csv: 10436.517279999998 胜率：72.73%\n",
      "000488.SZ.csv: 8632.991499999998 胜率：71.91%\n",
      "000498.SZ.csv: 11389.51914034 胜率：72.22%\n",
      "000501.SZ.csv: 14271.71763394 胜率：72.53%\n",
      "000503.SZ.csv: 12552.695619999997 胜率：72.83%\n",
      "000504.SZ.csv: 10787.520340000001 胜率：73.12%\n",
      "000505.SZ.csv: 9746.17642822 胜率：72.34%\n",
      "000506.SZ.csv: 11240.040519999997 胜率：72.63%\n",
      "000507.SZ.csv: 10167.443406200004 胜率：72.92%\n",
      "000509.SZ.csv: 10271.554 胜率：73.20%\n",
      "000510.SZ.csv: 8935.030900000002 胜率：72.45%\n",
      "000513.SZ.csv: 10198.70268618 胜率：72.73%\n",
      "000514.SZ.csv: 10941.826768420002 胜率：73.00%\n",
      "000516.SZ.csv: 8936.80478 胜率：72.28%\n",
      "000517.SZ.csv: 10771.708725820003 胜率：72.55%\n",
      "000518.SZ.csv: 10620.298900000003 胜率：72.82%\n",
      "000519.SZ.csv: 11492.11930348 胜率：73.08%\n",
      "000520.SZ.csv: 19203.029860000006 胜率：73.33%\n",
      "000521.SZ.csv: 11222.60040934 胜率：73.58%\n",
      "000523.SZ.csv: 10090.10098 胜率：73.83%\n",
      "000524.SZ.csv: 11181.331539999997 胜率：74.07%\n",
      "000525.SZ.csv: 8746.400711199998 胜率：73.39%\n",
      "000526.SZ.csv: 8502.367000000002 胜率：72.73%\n",
      "000528.SZ.csv: 12717.984370699998 胜率：72.97%\n",
      "000529.SZ.csv: 10469.209353279997 胜率：73.21%\n",
      "000530.SZ.csv: 13450.898129079998 胜率：73.45%\n",
      "000531.SZ.csv: 9969.364559560001 胜率：72.81%\n",
      "000532.SZ.csv: 10812.780974680001 胜率：73.04%\n",
      "000533.SZ.csv: 14162.516560000002 胜率：73.28%\n",
      "000534.SZ.csv: 11217.85080442 胜率：73.50%\n",
      "000536.SZ.csv: 17350.857620000002 胜率：73.73%\n",
      "000537.SZ.csv: 10014.5617148 胜率：73.95%\n",
      "000538.SZ.csv: 10661.726879839998 胜率：74.17%\n",
      "000539.SZ.csv: 9186.430645980001 胜率：73.55%\n",
      "000541.SZ.csv: 11251.024724460003 胜率：73.77%\n",
      "000543.SZ.csv: 10051.539906700003 胜率：73.98%\n",
      "000544.SZ.csv: 12730.446777080002 胜率：74.19%\n",
      "000545.SZ.csv: 9715.09994 胜率：73.60%\n",
      "000546.SZ.csv: 9999.954880000001 胜率：73.02%\n",
      "000547.SZ.csv: 10909.374039999997 胜率：73.23%\n",
      "000548.SZ.csv: 11308.1335358 胜率：73.44%\n",
      "000550.SZ.csv: 9824.285266779996 胜率：72.87%\n",
      "000551.SZ.csv: 13356.326639399997 胜率：73.08%\n",
      "000552.SZ.csv: 9432.786928799998 胜率：72.52%\n",
      "000553.SZ.csv: 10562.7686 胜率：72.73%\n",
      "000554.SZ.csv: 10491.34594116 胜率：72.93%\n",
      "000555.SZ.csv: 10743.28434028 胜率：73.13%\n",
      "000557.SZ.csv: 11584.775600000003 胜率：73.33%\n",
      "000558.SZ.csv: 11431.094760000002 胜率：73.53%\n",
      "000559.SZ.csv: 13068.96662186 胜率：73.72%\n",
      "000560.SZ.csv: 15815.364759999999 胜率：73.91%\n",
      "000561.SZ.csv: 12133.6110631 胜率：74.10%\n",
      "000563.SZ.csv: 12375.081830880003 胜率：74.29%\n",
      "000564.SZ.csv: 18043.929760000003 胜率：74.47%\n",
      "000565.SZ.csv: 11642.4745537 胜率：74.65%\n",
      "000566.SZ.csv: 12479.89708 胜率：74.83%\n",
      "000567.SZ.csv: 11285.87716754 胜率：75.00%\n",
      "000568.SZ.csv: 9543.33998 胜率：74.48%\n",
      "000570.SZ.csv: 9949.057759359997 胜率：73.97%\n",
      "000571.SZ.csv: 13632.542500000001 胜率：74.15%\n",
      "000572.SZ.csv: 10924.841799999997 胜率：74.32%\n",
      "000573.SZ.csv: 10805.554884820001 胜率：74.50%\n",
      "000576.SZ.csv: 10454.051080000001 胜率：74.67%\n",
      "000581.SZ.csv: 11416.028846380003 胜率：74.83%\n",
      "000582.SZ.csv: 10605.771772660002 胜率：75.00%\n",
      "000584.SZ.csv: 12342.520700000001 胜率：75.16%\n",
      "000586.SZ.csv: 9543.110099999994 胜率：74.68%\n",
      "000589.SZ.csv: 9463.51019836 胜率：74.19%\n",
      "000590.SZ.csv: 9570.5996 胜率：73.72%\n",
      "000591.SZ.csv: 9318.300437720001 胜率：73.25%\n",
      "000592.SZ.csv: 11248.591959999996 胜率：73.42%\n",
      "000593.SZ.csv: 9462.2777 胜率：72.96%\n",
      "000595.SZ.csv: 14130.22618 胜率：73.12%\n",
      "000596.SZ.csv: 9259.238958160002 胜率：72.67%\n",
      "000597.SZ.csv: 11395.96041768 胜率：72.84%\n",
      "000598.SZ.csv: 12219.1199044 胜率：73.01%\n",
      "000599.SZ.csv: 11045.44252 胜率：73.17%\n",
      "000600.SZ.csv: 11236.488274720004 胜率：73.33%\n",
      "000601.SZ.csv: 10945.90836 胜率：73.49%\n",
      "000603.SZ.csv: 10226.364799000004 胜率：73.65%\n",
      "000605.SZ.csv: 15263.0146999 胜率：73.81%\n",
      "000607.SZ.csv: 9863.246906379998 胜率：73.37%\n",
      "000608.SZ.csv: 10505.901639999996 胜率：73.53%\n",
      "000609.SZ.csv: 5710.339760000001 胜率：73.10%\n",
      "000610.SZ.csv: 10631.3945 胜率：73.26%\n",
      "000612.SZ.csv: 11239.629000079998 胜率：73.41%\n",
      "000615.SZ.csv: 11774.304999999998 胜率：73.56%\n",
      "000617.SZ.csv: 12353.78751084 胜率：73.71%\n",
      "000619.SZ.csv: 11206.379159999997 胜率：73.86%\n",
      "000620.SZ.csv: 12678.986479999998 胜率：74.01%\n",
      "000622.SZ.csv: 6811.572459999997 胜率：73.60%\n",
      "000623.SZ.csv: 12419.130107199999 胜率：73.74%\n",
      "000625.SZ.csv: 9996.388010559998 胜率：73.33%\n",
      "000626.SZ.csv: 11658.556800000002 胜率：73.48%\n",
      "000627.SZ.csv: 18239.11468 胜率：73.63%\n",
      "000628.SZ.csv: 11706.779245060005 胜率：73.77%\n",
      "000629.SZ.csv: 9461.623319999999 胜率：73.37%\n",
      "000630.SZ.csv: 10375.19623778 胜率：73.51%\n",
      "000631.SZ.csv: 10498.750416559995 胜率：73.66%\n",
      "000632.SZ.csv: 10310.733900000001 胜率：73.80%\n",
      "000633.SZ.csv: 9099.93256 胜率：73.40%\n",
      "000635.SZ.csv: 9932.698600000003 胜率：73.02%\n",
      "000636.SZ.csv: 12581.316529800002 胜率：73.16%\n",
      "000637.SZ.csv: 11450.964399999999 胜率：73.30%\n",
      "000638.SZ.csv: 8115.181240000002 胜率：72.92%\n",
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     ]
    }
   ],
   "execution_count": 51
  }
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