Check.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": "Using TensorFlow backend.\nFalse\n"
    }
   ],
   "source": [
    "import Tools\n",
    "import pandas as pd\n",
    "import index_generate\n",
    "from PIL import Image\n",
    "import os\n",
    "import Onlyclosemodel as OC\n",
    "import Withidxmodel as WD\n",
    "from time import sleep\n",
    "\n",
    "#去除因FutureWarning 而無法顯示dataframe的bug，要執行兩次CELL ，我不知道怎麼解決...\n",
    "import warnings\n",
    "import numpy as np\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "print('x' in np.arange(5)) #returns False, without Warning\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib notebook\n",
    "\n",
    "class buyer():\n",
    "    state = 0\n",
    "    fund = 2000000\n",
    "    stock = 0\n",
    "    total = fund + stock\n",
    "    stockcode = '0'\n",
    "\n",
    "    df_raw=pd.DataFrame()\n",
    "    df_index=pd.DataFrame()\n",
    "    min_maxdf=pd.DataFrame()\n",
    "\n",
    "    df_index_V2=pd.DataFrame()\n",
    "    min_maxdf_V2=pd.DataFrame()\n",
    "\n",
    "    List_ans=np.array(0)\n",
    "    List_ans_V3=np.array(0)\n",
    "    List_ans_V4=np.array(0)\n",
    "    List_price=np.array(0)\n",
    "\n",
    "\n",
    "    def __init__(self,stockcode):\n",
    "        self.stockcode=stockcode\n",
    "        self.df_raw,self.df_index =Tools.checkCodeInDir(self.stockcode) #檢查是否在檔案中，並取得rawdata\n",
    "\n",
    "        self.min_maxdf=index_generate.Normalize_pd(self.df_index)# 計算Normalize\n",
    "\n",
    "        self.df_index_V2=index_generate.stock_index_generator_V2(self.df_index,self.stockcode)\n",
    "        self.min_maxdf_V2=index_generate.Normalize_pd_V2(self.df_index_V2)# 計算Normalize\n",
    "\n",
    "        self.List_ans, self.List_price,self.List_ans_V3=Tools.get_list_ans(self.stockcode)#計算label答案\n",
    "        self.List_ans_V4,self.List_price=Tools.get_list_ans_V4(self.stockcode)\n",
    "    \n",
    "    def getImg(self,index): #取得index 當天加上前18筆 共19筆資料的圖片\n",
    "        v=self.min_maxdf.to_numpy()\n",
    "        v=v.astype(np.float32)\n",
    "        traceback_Date=19\n",
    "        img = Image.fromarray(v[index-traceback_Date:index,:],'F')\n",
    "        img = img.convert('RGB')\n",
    "        return img\n",
    "\n",
    "    def saveImg(self,index):#取得index 當天加上前18筆 共19筆資料的圖片，並自動存檔\n",
    "        v=self.min_maxdf.to_numpy()\n",
    "        v=v.astype(np.float32)\n",
    "        traceback_Date=19\n",
    "        img=Image.fromarray(v[index-traceback_Date:index,:],'F')\n",
    "        date=str(self.df_raw['日期'][index]).replace(\"/\",\"\")\n",
    "                \n",
    "        DIRPATH=os.path.abspath('.')+'\\image_output\\\\'+self.stockcode+'\\\\'+str(self.List_ans[index])\n",
    "        try:\n",
    "            os.makedirs(DIRPATH)\n",
    "        except OSError:\n",
    "            pass\n",
    "\n",
    "        pwd=os.path.abspath('.').replace(\"\\\\\",\"/\")\n",
    "        pwd=pwd.replace(\"c:/\",\"C:/\")\n",
    "        PATH=pwd+'/image_output/'+self.stockcode+'/'+str(self.List_ans[index])+'/'\n",
    "        PATH=PATH.replace(\" \",\"\")\n",
    "        print(PATH)\n",
    "\n",
    "        img = img.convert('RGB')\n",
    "        img.save(PATH+date+'.jpg',\"JPEG\")\n",
    "        return img\n",
    "    \n",
    "        \n",
    "    def getImg_V2(self,index): #取得index 當天加上前18筆 共19筆資料的圖片\n",
    "        v=self.min_maxdf_V2.to_numpy()\n",
    "        v=v.astype(np.float32)\n",
    "        traceback_Date=11\n",
    "        img = Image.fromarray(v[index-traceback_Date:index,:],'F')\n",
    "        img = img.convert('RGB')\n",
    "        return img\n",
    "\n",
    "    def saveImg_V2(self,index):#取得index 當天加上前18筆 共19筆資料的圖片，並自動存檔\n",
    "        v=self.min_maxdf_V2.to_numpy()\n",
    "        v=v.astype(np.float32)\n",
    "        traceback_Date=11\n",
    "        img=Image.fromarray(v[index-traceback_Date:index,:],'F')\n",
    "        date=str(self.df_raw['日期'][index]).replace(\"/\",\"\")\n",
    "                \n",
    "        DIRPATH=os.path.abspath('.')+'\\image_output_V2\\\\'+self.stockcode+'\\\\'+str(self.List_ans[index])\n",
    "        try:\n",
    "            os.makedirs(DIRPATH)\n",
    "        except OSError:\n",
    "            pass\n",
    "\n",
    "        pwd=os.path.abspath('.').replace(\"\\\\\",\"/\")\n",
    "        pwd=pwd.replace(\"c:/\",\"C:/\")\n",
    "        PATH=pwd+'/image_output_V2/'+self.stockcode+'/'+str(self.List_ans[index])+'/'\n",
    "        PATH=PATH.replace(\" \",\"\")\n",
    "        print(PATH)\n",
    "\n",
    "        img = img.convert('RGB')\n",
    "        img.save(PATH+date+'.jpg',\"JPEG\")\n",
    "        return img\n",
    "    \n",
    "    def getImg_V3(self,index): #取得index 當天加上前18筆 共19筆資料的圖片\n",
    "        v=self.min_maxdf_V2.to_numpy()\n",
    "        v=v.astype(np.float32)\n",
    "        traceback_Date=30\n",
    "        img = Image.fromarray(v[index-traceback_Date:index,:],'F')\n",
    "        img = img.convert('RGB')\n",
    "        return img\n",
    "\n",
    "    def saveImg_V3(self,index):#取得index 當天加上前18筆 共19筆資料的圖片，並自動存檔\n",
    "        v=self.min_maxdf_V2.to_numpy()\n",
    "        v=v.astype(np.float32)\n",
    "        traceback_Date=60\n",
    "        img=Image.fromarray(v[index-traceback_Date:index,:],'F')\n",
    "        date=str(self.df_raw['日期'][index]).replace(\"/\",\"\")\n",
    "                \n",
    "        DIRPATH=os.path.abspath('.')+'\\image_output_V3\\\\'+self.stockcode+'\\\\'+str(self.List_ans_V3[index])\n",
    "        try:\n",
    "            os.makedirs(DIRPATH)\n",
    "        except OSError:\n",
    "            pass\n",
    "\n",
    "        pwd=os.path.abspath('.').replace(\"\\\\\",\"/\")\n",
    "        pwd=pwd.replace(\"c:/\",\"C:/\")\n",
    "        PATH=pwd+'/image_output_V3/'+self.stockcode+'/'+str(self.List_ans_V3[index])+'/'\n",
    "        PATH=PATH.replace(\" \",\"\")\n",
    "        print(PATH)\n",
    "\n",
    "        img = img.convert('RGB')\n",
    "        img.save(PATH+date+'.jpg',\"JPEG\")\n",
    "        return img\n",
    "    \n",
    "    def saveImg_V4(self,index):#取得index 當天加上前18筆 共19筆資料的圖片，並自動存檔\n",
    "        v=self.min_maxdf.to_numpy()\n",
    "        v=v.astype(np.float32)\n",
    "        traceback_Date=19\n",
    "        img=Image.fromarray(v[index-traceback_Date:index,:],'F')\n",
    "        date=str(self.df_raw['日期'][index]).replace(\"/\",\"\")\n",
    "                \n",
    "        DIRPATH=os.path.abspath('.')+'\\image_output_V4\\\\'+self.stockcode+'\\\\'+str(self.List_ans_V4[index])\n",
    "        try:\n",
    "            os.makedirs(DIRPATH)\n",
    "        except OSError:\n",
    "            pass\n",
    "\n",
    "        pwd=os.path.abspath('.').replace(\"\\\\\",\"/\")\n",
    "        pwd=pwd.replace(\"c:/\",\"C:/\")\n",
    "        PATH=pwd+'/image_output_V4/'+self.stockcode+'/'+str(self.List_ans_V4[index])+'/'\n",
    "        PATH=PATH.replace(\" \",\"\")\n",
    "        print(PATH)\n",
    "\n",
    "        img = img.convert('RGB')\n",
    "        img.save(PATH+date+'.jpg',\"JPEG\")\n",
    "        return img\n",
    "    \n",
    "    \n",
    "    \n",
    "    def get_ans_price(self):\n",
    "        return self.List_ans, self.List_price\n",
    "\n",
    "    def buystock(self,price):\n",
    "        self.stock=(self.fund/1.003)/price\n",
    "        self.fund=0\n",
    "        self.total=self.fund+(self.stock*price)\n",
    "        self.state=1\n",
    "        print(\"buy\")\n",
    "    def selstock(self,price):   \n",
    "        self.fund=self.stock*price*0.997\n",
    "        self.stock=0\n",
    "        self.total=self.fund+(self.stock*price)\n",
    "        self.state=0\n",
    "        print(\"sell\")\n",
    "    def holstock(self,price):\n",
    "        self.total=self.fund+(self.stock*price)\n",
    "        print(\"hold\")\n",
    "    def make_choice(self,inp,price):\n",
    "        if (self.state==0 and inp==1):\n",
    "            self.buystock(price)\n",
    "        elif(self.state==1 and inp==-1):\n",
    "            self.selstock(price)\n",
    "        else :\n",
    "            self.holstock(price)\n",
    "    def train(self,model='ALL',train=True):\n",
    "        if model == 'ALL' :\n",
    "            OC.stock_train(self.stockcode,self.df_index,train)\n",
    "            WD.stock_train(self.stockcode,self.df_index,train)\n",
    "        elif model == 'OC':\n",
    "            OC.stock_train(self.stockcode,self.df_index,train)\n",
    "        elif model == 'WD':\n",
    "            WD.stock_train(self.stockcode,self.df_index,train)\n",
    "        else :\n",
    "            print('Error: no fucking input')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": "found data [2330.json]at : ./stock_data\nfound data [2330_index.json]at : ./stock_data_index\nfound data [2317.json]at : ./stock_data\nfound data [2317_index.json]at : ./stock_data_index\nfound data [2454.json]at : ./stock_data\nfound data [2454_index.json]at : ./stock_data_index\nfound data [3008.json]at : ./stock_data\nfound data [3008_index.json]at : ./stock_data_index\nfound data [1301.json]at : ./stock_data\nfound data [1301_index.json]at : ./stock_data_index\nfound data [2412.json]at : ./stock_data\nfound data [2412_index.json]at : ./stock_data_index\nfound data [1303.json]at : ./stock_data\nfound data [1303_index.json]at : ./stock_data_index\nfound data [2891.json]at : ./stock_data\nfound data [2891_index.json]at : ./stock_data_index\n[1216.json] is not be found ,crawling data from ''https://www.twse.com.tw/exchangeReport/STOCK_DAY?'',\nplease wait \n20100101\n20100201\n20100301\n20100401\n20100501\n20100601\n20100701\n20100801\n20100901\n20101001\n20101101\n20101201\n20110101\n20110201\n20110301\n20110401\n20110501\n20110601\n20110701\n20110801\n20110901\n20111001\n20111101\n20111201\n20120101\n20120201\n20120301\n20120401\n20120501\n20120601\n20120701\n20120801\n20120901\n20121001\n20121101\n20121201\n20130101\n20130201\n20130301\n20130401\n20130501\n20130601\n20130701\n20130801\n20130901\n20131001\n20131101\n20131201\n20140101\n20140201\n20140301\n20140401\n20140501\n20140601\n20140701\n20140801\n20140901\n20141001\n20141101\n20141201\n20150101\n20150201\n20150301\n20150401\n20150501\n20150601\n20150701\n20150801\n20150901\n20151001\n20151101\n20151201\n20160101\n20160201\n20160301\n20160401\n20160501\n20160601\n20160701\n20160801\n20160901\n20161001\n20161101\n20161201\n20170101\n20170201\n20170301\n20170401\n20170501\n20170601\n20170701\n20170801\n20170901\n20171001\n20171101\n20171201\n20180101\n20180201\n20180301\n20180401\n20180501\n20180601\n20180701\n20180801\n20180901\n20181001\n20181101\n20181201\n20190101\n20190201\n20190301\n20190401\n20190501\n20190601\n20190701\n20190801\n20190901\n20191001\n20191101\n [1216_index.json] is not be found ,stock_index_generator is running,\nplease wait \n[2882.json] is not be found ,crawling data from ''https://www.twse.com.tw/exchangeReport/STOCK_DAY?'',\nplease wait \n20100101\n20100201\n20100301\n20100401\n20100501\n20100601\n20100701\n"
    }
   ],
   "source": [
    "stockcodes=[\"2330\",\"2317\",\"2454\",\"3008\",\"1301\",\"2412\",\"1303\",\"2891\",\"1216\",\"2882\",\"2881\",\"2886\",\"2308\",\"2884\",\"1326\",\"2002\",\"3711\",\"2892\",\"2885\",\"2207\",\"1101\",\"2880\",\"5880\",\"3045\",\"2303\",\"2474\",\"2912\",\"2382\",\"5876\",\"5871\",\"2357\",\"2327\",\"2887\",\"2801\",\"2890\",\"4938\",\"2883\",\"6505\",\"2888\",\"1402\",\"4904\",\"2395\",\"1102\",\"2301\",\"9904\",\"2105\",\"2823\",\"9910\",\"2408\"]\n",
    "\n",
    "for i in stockcodes:\n",
    "    Bob=buyer(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "found data [0050.json]at : ./stock_data\n",
      "found data [0050_index.json]at : ./stock_data_index\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>成交股數</th>\n",
       "      <th>成交金額</th>\n",
       "      <th>開盤價</th>\n",
       "      <th>最高價</th>\n",
       "      <th>最低價</th>\n",
       "      <th>收盤價</th>\n",
       "      <th>漲跌價差</th>\n",
       "      <th>成交筆數</th>\n",
       "      <th>RSI_6</th>\n",
       "      <th>RSI_12</th>\n",
       "      <th>Ans</th>\n",
       "      <th>K</th>\n",
       "      <th>D</th>\n",
       "      <th>RSI_DIF</th>\n",
       "      <th>BIAS</th>\n",
       "      <th>WMR</th>\n",
       "      <th>EMA_12</th>\n",
       "      <th>EMA_26</th>\n",
       "      <th>MACD</th>\n",
       "      <th>psy_6</th>\n",
       "      <th>MTM_6</th>\n",
       "      <th>SAR_6</th>\n",
       "      <th>DM+(DMI)</th>\n",
       "      <th>DM-(DMI)</th>\n",
       "      <th>TR(DMI)</th>\n",
       "      <th>+DI(DMI)</th>\n",
       "      <th>-DI(DMI)</th>\n",
       "      <th>ADX(DMI)</th>\n",
       "      <th>CDP</th>\n",
       "      <th>AH</th>\n",
       "      <th>NH</th>\n",
       "      <th>NL</th>\n",
       "      <th>AL</th>\n",
       "      <th>Trend</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>99/01/22</td>\n",
       "      <td>29477562</td>\n",
       "      <td>1612081382</td>\n",
       "      <td>55.20</td>\n",
       "      <td>55.20</td>\n",
       "      <td>54.35</td>\n",
       "      <td>54.40</td>\n",
       "      <td>-1.55</td>\n",
       "      <td>3929</td>\n",
       "      <td>8.860759</td>\n",
       "      <td>24.031008</td>\n",
       "      <td>-1</td>\n",
       "      <td>31.640453</td>\n",
       "      <td>44.700091</td>\n",
       "      <td>0</td>\n",
       "      <td>-3.104326</td>\n",
       "      <td>85.542169</td>\n",
       "      <td>56.521162</td>\n",
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       "      <td>0.113084</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>-3.05</td>\n",
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       "      <td>-1.20</td>\n",
       "      <td>-1.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>-2.336449</td>\n",
       "      <td>-2.803738</td>\n",
       "      <td>-9.090909</td>\n",
       "      <td>56.0125</td>\n",
       "      <td>56.6625</td>\n",
       "      <td>56.275</td>\n",
       "      <td>55.625</td>\n",
       "      <td>55.3625</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>99/01/25</td>\n",
       "      <td>12845252</td>\n",
       "      <td>695785374</td>\n",
       "      <td>53.95</td>\n",
       "      <td>54.45</td>\n",
       "      <td>53.80</td>\n",
       "      <td>54.20</td>\n",
       "      <td>-0.20</td>\n",
       "      <td>2147</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20.529801</td>\n",
       "      <td>1</td>\n",
       "      <td>32.058506</td>\n",
       "      <td>40.486651</td>\n",
       "      <td>0</td>\n",
       "      <td>-2.254283</td>\n",
       "      <td>70.707071</td>\n",
       "      <td>56.164060</td>\n",
       "      <td>56.504142</td>\n",
       "      <td>0.052662</td>\n",
       "      <td>16.666667</td>\n",
       "      <td>-3.60</td>\n",
       "      <td>57.721925</td>\n",
       "      <td>-0.75</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>0.65</td>\n",
       "      <td>-3.011604</td>\n",
       "      <td>-3.590695</td>\n",
       "      <td>-9.068063</td>\n",
       "      <td>54.5875</td>\n",
       "      <td>55.4375</td>\n",
       "      <td>54.825</td>\n",
       "      <td>53.975</td>\n",
       "      <td>53.7375</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>99/01/26</td>\n",
       "      <td>26395774</td>\n",
       "      <td>1416284559</td>\n",
       "      <td>54.15</td>\n",
       "      <td>54.55</td>\n",
       "      <td>52.75</td>\n",
       "      <td>52.95</td>\n",
       "      <td>-1.25</td>\n",
       "      <td>4558</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16.551724</td>\n",
       "      <td>-1</td>\n",
       "      <td>21.849549</td>\n",
       "      <td>34.274905</td>\n",
       "      <td>0</td>\n",
       "      <td>-3.363316</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>55.669589</td>\n",
       "      <td>56.240872</td>\n",
       "      <td>-0.030531</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-4.55</td>\n",
       "      <td>57.565048</td>\n",
       "      <td>0.10</td>\n",
       "      <td>-1.05</td>\n",
       "      <td>1.80</td>\n",
       "      <td>-4.230915</td>\n",
       "      <td>-4.710095</td>\n",
       "      <td>-8.803155</td>\n",
       "      <td>54.1625</td>\n",
       "      <td>54.8125</td>\n",
       "      <td>54.525</td>\n",
       "      <td>53.875</td>\n",
       "      <td>53.5125</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>99/01/27</td>\n",
       "      <td>14855839</td>\n",
       "      <td>787198926</td>\n",
       "      <td>52.95</td>\n",
       "      <td>53.30</td>\n",
       "      <td>52.70</td>\n",
       "      <td>52.90</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>2182</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>26.666667</td>\n",
       "      <td>1</td>\n",
       "      <td>14.567094</td>\n",
       "      <td>27.706291</td>\n",
       "      <td>0</td>\n",
       "      <td>-2.770119</td>\n",
       "      <td>95.294118</td>\n",
       "      <td>55.243499</td>\n",
       "      <td>55.993400</td>\n",
       "      <td>-0.126447</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-3.85</td>\n",
       "      <td>57.372446</td>\n",
       "      <td>-1.25</td>\n",
       "      <td>-0.05</td>\n",
       "      <td>0.60</td>\n",
       "      <td>-5.721424</td>\n",
       "      <td>-6.474500</td>\n",
       "      <td>-8.615417</td>\n",
       "      <td>53.3000</td>\n",
       "      <td>55.1000</td>\n",
       "      <td>53.850</td>\n",
       "      <td>52.050</td>\n",
       "      <td>51.5000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>99/01/28</td>\n",
       "      <td>12622891</td>\n",
       "      <td>676089714</td>\n",
       "      <td>53.10</td>\n",
       "      <td>54.20</td>\n",
       "      <td>53.10</td>\n",
       "      <td>54.05</td>\n",
       "      <td>1.15</td>\n",
       "      <td>1822</td>\n",
       "      <td>20.175439</td>\n",
       "      <td>24.444444</td>\n",
       "      <td>-1</td>\n",
       "      <td>35.264882</td>\n",
       "      <td>30.225570</td>\n",
       "      <td>0</td>\n",
       "      <td>0.238442</td>\n",
       "      <td>55.952381</td>\n",
       "      <td>55.059884</td>\n",
       "      <td>55.849444</td>\n",
       "      <td>-0.214862</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-2.35</td>\n",
       "      <td>57.185548</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.30</td>\n",
       "      <td>-8.084180</td>\n",
       "      <td>-8.640607</td>\n",
       "      <td>-8.237670</td>\n",
       "      <td>52.9500</td>\n",
       "      <td>53.5500</td>\n",
       "      <td>53.200</td>\n",
       "      <td>52.600</td>\n",
       "      <td>52.3500</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2225</th>\n",
       "      <td>108/01/24</td>\n",
       "      <td>3500506</td>\n",
       "      <td>258832935</td>\n",
       "      <td>73.95</td>\n",
       "      <td>74.15</td>\n",
       "      <td>73.75</td>\n",
       "      <td>74.05</td>\n",
       "      <td>0.35</td>\n",
       "      <td>1363</td>\n",
       "      <td>86.538462</td>\n",
       "      <td>81.147541</td>\n",
       "      <td>1</td>\n",
       "      <td>30.054097</td>\n",
       "      <td>50.017913</td>\n",
       "      <td>0</td>\n",
       "      <td>-1.229040</td>\n",
       "      <td>86.885246</td>\n",
       "      <td>74.787302</td>\n",
       "      <td>74.991420</td>\n",
       "      <td>-0.279373</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>-1.50</td>\n",
       "      <td>77.284078</td>\n",
       "      <td>0.15</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-3.012712</td>\n",
       "      <td>-2.233089</td>\n",
       "      <td>2.350334</td>\n",
       "      <td>73.7625</td>\n",
       "      <td>74.1125</td>\n",
       "      <td>73.875</td>\n",
       "      <td>73.525</td>\n",
       "      <td>73.4125</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2226</th>\n",
       "      <td>108/01/25</td>\n",
       "      <td>7320778</td>\n",
       "      <td>548115919</td>\n",
       "      <td>74.60</td>\n",
       "      <td>75.10</td>\n",
       "      <td>74.55</td>\n",
       "      <td>75.00</td>\n",
       "      <td>0.95</td>\n",
       "      <td>3322</td>\n",
       "      <td>87.272727</td>\n",
       "      <td>76.530612</td>\n",
       "      <td>1</td>\n",
       "      <td>35.511709</td>\n",
       "      <td>45.182995</td>\n",
       "      <td>0</td>\n",
       "      <td>0.114416</td>\n",
       "      <td>55.737705</td>\n",
       "      <td>74.820025</td>\n",
       "      <td>74.992056</td>\n",
       "      <td>-0.265061</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>77.260715</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.80</td>\n",
       "      <td>1.05</td>\n",
       "      <td>-2.058602</td>\n",
       "      <td>-1.115729</td>\n",
       "      <td>4.304100</td>\n",
       "      <td>74.0000</td>\n",
       "      <td>74.4000</td>\n",
       "      <td>74.250</td>\n",
       "      <td>73.850</td>\n",
       "      <td>73.6000</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2227</th>\n",
       "      <td>108/01/28</td>\n",
       "      <td>3825143</td>\n",
       "      <td>287814225</td>\n",
       "      <td>75.15</td>\n",
       "      <td>75.45</td>\n",
       "      <td>75.05</td>\n",
       "      <td>75.15</td>\n",
       "      <td>0.15</td>\n",
       "      <td>1795</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>70.093458</td>\n",
       "      <td>-1</td>\n",
       "      <td>57.005657</td>\n",
       "      <td>49.123488</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.592791</td>\n",
       "      <td>50.819672</td>\n",
       "      <td>74.870790</td>\n",
       "      <td>75.003755</td>\n",
       "      <td>-0.247448</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>77.238287</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-1.299314</td>\n",
       "      <td>-0.278016</td>\n",
       "      <td>8.621558</td>\n",
       "      <td>74.9125</td>\n",
       "      <td>75.4625</td>\n",
       "      <td>75.275</td>\n",
       "      <td>74.725</td>\n",
       "      <td>74.3625</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2228</th>\n",
       "      <td>108/01/29</td>\n",
       "      <td>4419790</td>\n",
       "      <td>328663492</td>\n",
       "      <td>74.50</td>\n",
       "      <td>74.55</td>\n",
       "      <td>74.20</td>\n",
       "      <td>74.50</td>\n",
       "      <td>-0.65</td>\n",
       "      <td>2251</td>\n",
       "      <td>55.769231</td>\n",
       "      <td>63.541667</td>\n",
       "      <td>1</td>\n",
       "      <td>56.394637</td>\n",
       "      <td>51.546962</td>\n",
       "      <td>0</td>\n",
       "      <td>0.134409</td>\n",
       "      <td>52.777778</td>\n",
       "      <td>74.813745</td>\n",
       "      <td>74.966440</td>\n",
       "      <td>-0.234814</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>-2.00</td>\n",
       "      <td>77.216755</td>\n",
       "      <td>-0.90</td>\n",
       "      <td>-0.85</td>\n",
       "      <td>0.95</td>\n",
       "      <td>-0.439091</td>\n",
       "      <td>0.627320</td>\n",
       "      <td>-32.462157</td>\n",
       "      <td>75.2000</td>\n",
       "      <td>75.6000</td>\n",
       "      <td>75.350</td>\n",
       "      <td>74.950</td>\n",
       "      <td>74.8000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2229</th>\n",
       "      <td>108/01/30</td>\n",
       "      <td>5255229</td>\n",
       "      <td>390864071</td>\n",
       "      <td>74.50</td>\n",
       "      <td>74.65</td>\n",
       "      <td>74.20</td>\n",
       "      <td>74.35</td>\n",
       "      <td>-0.15</td>\n",
       "      <td>1833</td>\n",
       "      <td>55.769231</td>\n",
       "      <td>70.930233</td>\n",
       "      <td>0</td>\n",
       "      <td>46.688304</td>\n",
       "      <td>49.927571</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.145495</td>\n",
       "      <td>61.111111</td>\n",
       "      <td>74.742400</td>\n",
       "      <td>74.920778</td>\n",
       "      <td>-0.227289</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>0.30</td>\n",
       "      <td>77.146085</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-0.778785</td>\n",
       "      <td>0.737119</td>\n",
       "      <td>229.728482</td>\n",
       "      <td>74.4375</td>\n",
       "      <td>74.7875</td>\n",
       "      <td>74.675</td>\n",
       "      <td>74.325</td>\n",
       "      <td>74.0875</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2230 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             日期      成交股數        成交金額    開盤價    最高價    最低價    收盤價  漲跌價差  成交筆數  \\\n",
       "0      99/01/22  29477562  1612081382  55.20  55.20  54.35  54.40 -1.55  3929   \n",
       "1      99/01/25  12845252   695785374  53.95  54.45  53.80  54.20 -0.20  2147   \n",
       "2      99/01/26  26395774  1416284559  54.15  54.55  52.75  52.95 -1.25  4558   \n",
       "3      99/01/27  14855839   787198926  52.95  53.30  52.70  52.90 -0.05  2182   \n",
       "4      99/01/28  12622891   676089714  53.10  54.20  53.10  54.05  1.15  1822   \n",
       "...         ...       ...         ...    ...    ...    ...    ...   ...   ...   \n",
       "2225  108/01/24   3500506   258832935  73.95  74.15  73.75  74.05  0.35  1363   \n",
       "2226  108/01/25   7320778   548115919  74.60  75.10  74.55  75.00  0.95  3322   \n",
       "2227  108/01/28   3825143   287814225  75.15  75.45  75.05  75.15  0.15  1795   \n",
       "2228  108/01/29   4419790   328663492  74.50  74.55  74.20  74.50 -0.65  2251   \n",
       "2229  108/01/30   5255229   390864071  74.50  74.65  74.20  74.35 -0.15  1833   \n",
       "\n",
       "          RSI_6     RSI_12  Ans          K          D  RSI_DIF      BIAS  \\\n",
       "0      8.860759  24.031008   -1  31.640453  44.700091        0 -3.104326   \n",
       "1      0.000000  20.529801    1  32.058506  40.486651        0 -2.254283   \n",
       "2      0.000000  16.551724   -1  21.849549  34.274905        0 -3.363316   \n",
       "3     23.000000  26.666667    1  14.567094  27.706291        0 -2.770119   \n",
       "4     20.175439  24.444444   -1  35.264882  30.225570        0  0.238442   \n",
       "...         ...        ...  ...        ...        ...      ...       ...   \n",
       "2225  86.538462  81.147541    1  30.054097  50.017913        0 -1.229040   \n",
       "2226  87.272727  76.530612    1  35.511709  45.182995        0  0.114416   \n",
       "2227  66.666667  70.093458   -1  57.005657  49.123488       -1  0.592791   \n",
       "2228  55.769231  63.541667    1  56.394637  51.546962        0  0.134409   \n",
       "2229  55.769231  70.930233    0  46.688304  49.927571        0 -0.145495   \n",
       "\n",
       "            WMR     EMA_12     EMA_26      MACD      psy_6  MTM_6      SAR_6  \\\n",
       "0     85.542169  56.521162  56.688473  0.113084  33.333333  -3.05  57.862422   \n",
       "1     70.707071  56.164060  56.504142  0.052662  16.666667  -3.60  57.721925   \n",
       "2     95.000000  55.669589  56.240872 -0.030531   0.000000  -4.55  57.565048   \n",
       "3     95.294118  55.243499  55.993400 -0.126447   0.000000  -3.85  57.372446   \n",
       "4     55.952381  55.059884  55.849444 -0.214862   0.000000  -2.35  57.185548   \n",
       "...         ...        ...        ...       ...        ...    ...        ...   \n",
       "2225  86.885246  74.787302  74.991420 -0.279373  33.333333  -1.50  77.284078   \n",
       "2226  55.737705  74.820025  74.992056 -0.265061  50.000000  -0.55  77.260715   \n",
       "2227  50.819672  74.870790  75.003755 -0.247448  66.666667  -0.80  77.238287   \n",
       "2228  52.777778  74.813745  74.966440 -0.234814  66.666667  -2.00  77.216755   \n",
       "2229  61.111111  74.742400  74.920778 -0.227289  50.000000   0.30  77.146085   \n",
       "\n",
       "      DM+(DMI)  DM-(DMI)  TR(DMI)  +DI(DMI)  -DI(DMI)    ADX(DMI)      CDP  \\\n",
       "0        -1.20     -1.40     1.60 -2.336449 -2.803738   -9.090909  56.0125   \n",
       "1        -0.75     -0.55     0.65 -3.011604 -3.590695   -9.068063  54.5875   \n",
       "2         0.10     -1.05     1.80 -4.230915 -4.710095   -8.803155  54.1625   \n",
       "3        -1.25     -0.05     0.60 -5.721424 -6.474500   -8.615417  53.3000   \n",
       "4         0.90      0.40     1.30 -8.084180 -8.640607   -8.237670  52.9500   \n",
       "...        ...       ...      ...       ...       ...         ...      ...   \n",
       "2225      0.15      0.10     0.45 -3.012712 -2.233089    2.350334  73.7625   \n",
       "2226      0.95      0.80     1.05 -2.058602 -1.115729    4.304100  74.0000   \n",
       "2227      0.35      0.50     0.45 -1.299314 -0.278016    8.621558  74.9125   \n",
       "2228     -0.90     -0.85     0.95 -0.439091  0.627320  -32.462157  75.2000   \n",
       "2229      0.10      0.00     0.45 -0.778785  0.737119  229.728482  74.4375   \n",
       "\n",
       "           AH      NH      NL       AL  Trend  \n",
       "0     56.6625  56.275  55.625  55.3625      1  \n",
       "1     55.4375  54.825  53.975  53.7375      2  \n",
       "2     54.8125  54.525  53.875  53.5125      3  \n",
       "3     55.1000  53.850  52.050  51.5000      3  \n",
       "4     53.5500  53.200  52.600  52.3500      4  \n",
       "...       ...     ...     ...      ...    ...  \n",
       "2225  74.1125  73.875  73.525  73.4125      5  \n",
       "2226  74.4000  74.250  73.850  73.6000      6  \n",
       "2227  75.4625  75.275  74.725  74.3625      4  \n",
       "2228  75.6000  75.350  74.950  74.8000      1  \n",
       "2229  74.7875  74.675  74.325  74.0875      4  \n",
       "\n",
       "[2230 rows x 35 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Tom=buyer('0050')\n",
    "Tom.df_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "# test input get img\n",
    "# 毛哥要用的時候\n",
    "# cnn_ans(img)換成你寫好的預測結果\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.autograd import Variable\n",
    "from torchvision import transforms\n",
    "import torchvision.models as models\n",
    "\n",
    "CUDA_DEVICES=0\n",
    "PATH_TO_WEIGHTS = './Model_all_best.pth'\n",
    "\n",
    "def cnn_ans(img):\n",
    "    \n",
    "    data_transform = transforms.Compose([\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])])\n",
    "    \n",
    "    model=models.resnet101()\n",
    "    model = torch.load(PATH_TO_WEIGHTS)\n",
    "    model = model.cuda(CUDA_DEVICES)\n",
    "    model.eval()\n",
    "    criterion = nn.CrossEntropyLoss()\n",
    "    \n",
    "    with torch.no_grad():\n",
    "\n",
    "        # data_loader的格式 (batch_size, channels, height, width)\n",
    "        # 因為這裡沒用 data_loader() 當媒介餵資料，所以缺少batch維度，要用unsqueeze在最前面增加一個維度。\n",
    "        \n",
    "        inputs = data_transform(img).unsqueeze(0)\n",
    "        inputs = Variable(inputs.cuda())  # CUDA_DEVICES))\n",
    "\n",
    "        outputs = model(inputs)\n",
    "        outputs = outputs.squeeze(1)\n",
    "        tmp = outputs.data.cpu().numpy()\n",
    "        _, predictions = torch.max(outputs.data, 1)\n",
    "        \n",
    "        change_ans = [-1,0,1]\n",
    "        \n",
    "        predictions = change_ans[predictions.int()]\n",
    "               \n",
    "        print(\"Predictions: \", predictions)\n",
    "    \n",
    "    \n",
    "    return predictions\n",
    "\n",
    "\n",
    "John=buyer('0050')\n",
    "for i in range(19,John.List_ans.size-1):\n",
    "    img=John.getImg(i)\n",
    "    ans=cnn_ans(img)\n",
    "    John.make_choice(ans,float(John.List_price[i-10]))\n",
    "print(John.total)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
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      "sell\n",
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      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
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      "buy\n",
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      "sell\n",
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      "buy\n",
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      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
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      "buy\n",
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      "hold\n",
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      "sell\n",
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      "buy\n",
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      "sell\n",
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      "buy\n",
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      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
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      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
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      "sell\n",
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      "buy\n",
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      "hold\n",
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      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
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      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output/0053/0/\n",
      "hold\n"
     ]
    }
   ],
   "source": [
    "# test input savelabel\n",
    "\n",
    "Bob=buyer('0053')\n",
    "Bob.min_maxdf\n",
    "\n",
    "for i in range(19,Bob.List_ans.size-1):\n",
    "    img=Bob.saveImg(i)\n",
    "    Bob.make_choice(Bob.List_ans[i],float(Bob.List_price[i]))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ce/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/-1/\n",
      "sell\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/-1/\n",
      "sell\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
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      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/1/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V4/0050/0/\n",
      "hold\n"
     ]
    }
   ],
   "source": [
    "Wei=buyer('0050')\n",
    "for i in range(60,Wei.List_ans.size-1):\n",
    "    img=Wei.saveImg_V4(i)\n",
    "    Wei.make_choice(Wei.List_ans_V4[i],float(Wei.List_price[i-10]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/0/\n",
      "hold\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/-1/\n",
      "sell\n",
      "C:/Users/zing9/Graphics-in-Finance/image_output_V2/0054/1/\n",
      "buy\n"
     ]
    }
   ],
   "source": [
    "Bob=buyer('0054')\n",
    "\n",
    "for i in range(19,Bob.List_ans.size-1):\n",
    "    img=Bob.saveImg_V2(i)\n",
    "    Bob.make_choice(Bob.List_ans[i],float(Bob.List_price[i]))\n"
   ]
  }
 ],
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