twstock_crawler.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "twstock-crawler",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "JbOvKwcUbZ3H",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import requests\n",
        "import pandas as pd\n",
        "import io"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kX8uid4B3bx0",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def crawler(yymmdd):\n",
        "  url = \"http://www.twse.com.tw/exchangeReport/MI_INDEX?response=csv&date={}&type=ALLBUT0999\".format(yymmdd)\n",
        "  req = requests.get(url)\n",
        "  csvList = req.text.splitlines()\n",
        "  iniIndex = -1\n",
        "  for i, text in enumerate(csvList):\n",
        "    if text == '\"證券代號\",\"證券名稱\",\"成交股數\",\"成交筆數\",\"成交金額\",\"開盤價\",\"最高價\",\"最低價\",\"收盤價\",\"漲跌(+/-)\",\"漲跌價差\",\"最後揭示買價\",\"最後揭示買量\",\"最後揭示賣價\",\"最後揭示賣量\",\"本益比\",':\n",
        "      iniIndex = i\n",
        "      break\n",
        "  df = pd.read_csv(io.StringIO(''.join([text[:-1].replace('=','') + '\\n' for text in csvList[iniIndex:]])))\n",
        "  return df"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vqn2M9vMbx6u",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 54
        },
        "outputId": "da280c78-6842-4ef8-8570-984eda3edb84"
      },
      "source": [
        "date = \"20190426\"\n",
        "url = \"http://www.twse.com.tw/exchangeReport/MI_INDEX?response=csv&date={}&type=ALLBUT0999\".format(date)\n",
        "req = requests.get(url)\n",
        "req.text"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'\"108年04月26日 價格指數(臺灣證券交易所)\"\\r\\n\"指數\",\"收盤指數\",\"漲跌(+/-)\",\"漲跌點數\",\"漲跌百分比(%)\",\"特殊處理註記\",\\r\\n\"寶島股價指數\",\"12,541.18\",\"-\",\"104.81\",\"-0.83\",\"\",\\r\\n\"發行量加權股價指數\",\"10,952.47\",\"-\",\"87.39\",\"-0.79\",\"\",\\r\\n\"臺灣公司治理100指數\",\"6,208.36\",\"-\",\"44.77\",\"-0.72\",\"\",\\r\\n\"臺灣50指數\",\"8,263.69\",\"-\",\"77.83\",\"-0.93\",\"\",\\r\\n\"臺灣中型100指數\",\"8,083.59\",\"-\",\"76.35\",\"-0.94\",\"\",\\r\\n\"臺灣資訊科技指數\",\"10,844.81\",\"-\",\"232.30\",\"-2.10\",\"\",\\r\\n\"臺灣發達指數\",\"8,624.12\",\"-\",\"11.05\",\"-0.13\",\"\",\\r\\n\"臺灣高股息指數\",\"6,457.94\",\"-\",\"65.27\",\"-1.00\",\"\",\\r\\n\"臺灣就業99指數\",\"6,419.61\",\"-\",\"28.13\",\"-0.44\",\"\",\\r\\n\"臺灣高薪100指數\",\"6,047.20\",\"-\",\"16.34\",\"-0.27\",\"\",\\r\\n\"未含金融保險股指數\",\"9,262.99\",\"-\",\"89.94\",\"-0.96\",\"\",\\r\\n\"未含電子股指數\",\"14,989.33\",\"+\",\"14.97\",\"0.10\",\"\",\\r\\n\"未含金融電子股指數\",\"12,754.04\",\"+\",\"2.52\",\"0.02\",\"\",\\r\\n\"小型股300指數\",\"6,451.97\",\"-\",\"64.07\",\"-0.98\",\"\",\\r\\n\"水泥窯製類指數\",\"553.99\",\"-\",\"0.10\",\"-0.02\",\"\",\\r\\n\"塑膠化工類指數\",\"921.96\",\"+\",\"2.91\",\"0.32\",\"\",\\r\\n\"機電類指數\",\"2,543.31\",\"-\",\"38.94\",\"-1.51\",\"\",\\r\\n\"水泥類指數\",\"151.96\",\"+\",\"0.04\",\"0.03\",\"\",\\r\\n\"食品類指數\",\"1,697.44\",\"+\",\"9.19\",\"0.54\",\"\",\\r\\n\"塑膠類指數\",\"296.04\",\"+\",\"1.54\",\"0.52\",\"\",\\r\\n\"紡織纖維類指數\",\"591.52\",\"-\",\"1.54\",\"-0.26\",\"\",\\r\\n\"電機機械類指數\",\"183.65\",\"-\",\"1.38\",\"-0.75\",\"\",\\r\\n\"電器電纜類指數\",\"49.88\",\"-\",\"0.21\",\"-0.42\",\"\",\\r\\n\"化學生技醫療類指數\",\"98.08\",\"-\",\"0.65\",\"-0.66\",\"\",\\r\\n\"化學類指數\",\"107.23\",\"-\",\"0.82\",\"-0.76\",\"\",\\r\\n\"生技醫療類指數\",\"61.24\",\"-\",\"0.33\",\"-0.54\",\"\",\\r\\n\"玻璃陶瓷類指數\",\"33.24\",\"-\",\"0.12\",\"-0.36\",\"\",\\r\\n\"造紙類指數\",\"196.80\",\"-\",\"1.04\",\"-0.53\",\"\",\\r\\n\"鋼鐵類指數\",\"108.62\",\" 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\",\"0.00\",\"12.55\",\"19\",\"12.60\",\"200\",\"13.35\",\\r\\n\"9908\",\"大台北\",\"72,239\",\"54\",\"2,111,301\",\"29.25\",\"29.30\",\"29.20\",\"29.30\",\"+\",\"0.05\",\"29.20\",\"32\",\"29.35\",\"5\",\"22.20\",\\r\\n\"9910\",\"豐泰\",\"844,268\",\"734\",\"205,469,624\",\"243.50\",\"246.50\",\"240.50\",\"245.00\",\"-\",\"1.50\",\"244.00\",\"6\",\"245.00\",\"6\",\"31.09\",\\r\\n\"9911\",\"櫻花\",\"249,029\",\"155\",\"10,335,896\",\"41.60\",\"41.60\",\"41.35\",\"41.50\",\"-\",\"0.10\",\"41.45\",\"4\",\"41.50\",\"1\",\"11.37\",\\r\\n\"9912\",\"偉聯\",\"69,251\",\"39\",\"624,021\",\"9.04\",\"9.14\",\"8.93\",\"8.94\",\"-\",\"0.08\",\"8.94\",\"2\",\"8.98\",\"3\",\"38.87\",\\r\\n\"9914\",\"美利達\",\"851,791\",\"690\",\"145,120,970\",\"169.50\",\"172.00\",\"169.00\",\"170.50\",\"+\",\"0.50\",\"170.00\",\"5\",\"171.00\",\"29\",\"29.81\",\\r\\n\"9917\",\"中保科\",\"72,562\",\"80\",\"6,283,394\",\"86.20\",\"86.70\",\"86.20\",\"86.70\",\"+\",\"0.50\",\"86.60\",\"1\",\"86.70\",\"5\",\"18.69\",\\r\\n\"9918\",\"欣天然\",\"102\",\"6\",\"3,366\",\"--\",\"--\",\"--\",\"--\",\" \",\"0.00\",\"33.25\",\"1\",\"33.65\",\"2\",\"26.50\",\\r\\n\"9919\",\"康那香\",\"106,003\",\"51\",\"1,166,333\",\"11.05\",\"11.05\",\"10.95\",\"11.00\",\"-\",\"0.05\",\"11.00\",\"3\",\"11.05\",\"7\",\"0.00\",\\r\\n\"9921\",\"巨大\",\"1,000,900\",\"885\",\"214,823,900\",\"210.00\",\"218.00\",\"208.00\",\"217.00\",\"+\",\"7.00\",\"215.50\",\"5\",\"217.00\",\"32\",\"28.40\",\\r\\n\"9924\",\"福興\",\"256,355\",\"196\",\"10,526,255\",\"41.50\",\"41.50\",\"40.70\",\"40.85\",\"-\",\"0.50\",\"40.85\",\"2\",\"40.95\",\"2\",\"11.10\",\\r\\n\"9925\",\"新保\",\"69,231\",\"40\",\"2,647,968\",\"38.30\",\"38.30\",\"38.20\",\"38.25\",\"-\",\"0.05\",\"38.25\",\"5\",\"38.30\",\"17\",\"17.47\",\\r\\n\"9926\",\"新海\",\"6,000\",\"6\",\"242,750\",\"40.50\",\"40.50\",\"40.25\",\"40.50\",\" \",\"0.00\",\"40.25\",\"1\",\"41.15\",\"5\",\"22.25\",\\r\\n\"9927\",\"泰銘\",\"104,204\",\"69\",\"3,312,626\",\"31.90\",\"31.90\",\"31.70\",\"31.75\",\"-\",\"0.20\",\"31.75\",\"9\",\"31.80\",\"2\",\"18.14\",\\r\\n\"9928\",\"中視\",\"35,140\",\"11\",\"175,255\",\"5.00\",\"5.00\",\"4.90\",\"4.90\",\"-\",\"0.10\",\"4.87\",\"2\",\"4.99\",\"1\",\"0.00\",\\r\\n\"9929\",\"秋雨\",\"49,453\",\"26\",\"884,958\",\"17.95\",\"18.00\",\"17.75\",\"17.95\",\"-\",\"0.05\",\"17.85\",\"8\",\"17.95\",\"5\",\"56.09\",\\r\\n\"9930\",\"中聯資源\",\"81,176\",\"75\",\"4,263,656\",\"52.20\",\"53.00\",\"52.20\",\"52.60\",\"+\",\"0.20\",\"52.40\",\"3\",\"52.60\",\"8\",\"15.65\",\\r\\n\"9931\",\"欣高\",\"8,000\",\"8\",\"258,500\",\"32.50\",\"32.50\",\"32.20\",\"32.20\",\"-\",\"0.40\",\"32.30\",\"4\",\"32.50\",\"1\",\"15.56\",\\r\\n\"9933\",\"中鼎\",\"1,093,209\",\"732\",\"51,707,831\",\"47.25\",\"47.80\",\"47.00\",\"47.80\",\"+\",\"0.25\",\"47.60\",\"2\",\"47.80\",\"10\",\"19.92\",\\r\\n\"9934\",\"成霖\",\"393,470\",\"163\",\"7,009,912\",\"17.85\",\"17.95\",\"17.70\",\"17.75\",\"-\",\"0.15\",\"17.70\",\"41\",\"17.75\",\"16\",\"10.20\",\\r\\n\"9935\",\"慶豐富\",\"446,077\",\"219\",\"10,267,349\",\"23.15\",\"23.30\",\"22.80\",\"22.90\",\"-\",\"0.20\",\"22.90\",\"2\",\"23.00\",\"2\",\"17.22\",\\r\\n\"9937\",\"全國\",\"122,942\",\"102\",\"5,285,406\",\"43.05\",\"43.05\",\"42.80\",\"43.00\",\"-\",\"0.05\",\"42.90\",\"6\",\"43.00\",\"5\",\"18.07\",\\r\\n\"9938\",\"百和\",\"2,931,844\",\"2,002\",\"224,996,492\",\"79.20\",\"79.20\",\"76.00\",\"76.30\",\"-\",\"2.90\",\"76.30\",\"70\",\"76.50\",\"3\",\"16.70\",\\r\\n\"9939\",\"宏全\",\"182,866\",\"143\",\"9,033,257\",\"49.40\",\"49.60\",\"49.25\",\"49.50\",\"+\",\"0.10\",\"49.45\",\"3\",\"49.50\",\"2\",\"13.27\",\\r\\n\"9940\",\"信義\",\"131,024\",\"94\",\"4,102,795\",\"31.35\",\"31.45\",\"31.25\",\"31.30\",\"-\",\"0.05\",\"31.30\",\"7\",\"31.40\",\"1\",\"15.34\",\\r\\n\"9941\",\"裕融\",\"333,505\",\"224\",\"38,433,824\",\"116.00\",\"116.00\",\"115.00\",\"115.50\",\" \",\"0.00\",\"115.50\",\"11\",\"116.00\",\"43\",\"16.71\",\\r\\n\"9941A\",\"裕融甲特\",\"12,873\",\"14\",\"691,880\",\"53.80\",\"53.90\",\"53.70\",\"53.90\",\" \",\"0.00\",\"53.70\",\"14\",\"53.90\",\"6\",\"0.00\",\\r\\n\"9942\",\"茂順\",\"31,079\",\"31\",\"2,257,425\",\"73.00\",\"73.00\",\"72.50\",\"72.70\",\"-\",\"0.30\",\"72.50\",\"5\",\"72.80\",\"24\",\"13.77\",\\r\\n\"9943\",\"好樂迪\",\"56,084\",\"50\",\"3,666,100\",\"65.50\",\"65.50\",\"65.20\",\"65.50\",\" \",\"0.00\",\"65.40\",\"3\",\"65.50\",\"12\",\"10.81\",\\r\\n\"9944\",\"新麗\",\"36,054\",\"17\",\"574,174\",\"15.95\",\"16.00\",\"15.85\",\"16.00\",\" \",\"0.00\",\"15.85\",\"1\",\"16.00\",\"39\",\"1,600.00\",\\r\\n\"9945\",\"潤泰新\",\"1,441,777\",\"1,064\",\"60,070,036\",\"41.90\",\"41.90\",\"41.50\",\"41.65\",\"-\",\"0.35\",\"41.65\",\"10\",\"41.70\",\"4\",\"4.19\",\\r\\n\"9946\",\"三發地產\",\"1,490,742\",\"534\",\"27,350,033\",\"18.45\",\"18.50\",\"18.20\",\"18.35\",\" \",\"0.00\",\"18.30\",\"47\",\"18.35\",\"10\",\"14.92\",\\r\\n\"9955\",\"佳龍\",\"35,100\",\"25\",\"436,640\",\"12.40\",\"12.55\",\"12.40\",\"12.40\",\" \",\"0.00\",\"12.35\",\"2\",\"12.50\",\"18\",\"0.00\",\\r\\n\"9958\",\"世紀鋼\",\"3,225,505\",\"2,071\",\"203,566,419\",\"64.10\",\"64.10\",\"62.10\",\"62.40\",\"-\",\"2.20\",\"62.40\",\"31\",\"62.50\",\"6\",\"390.00\",\\r\\n'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9IBcERAubyzj",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "csvList = req.text.splitlines()\n",
        "iniIndex = -1\n",
        "for i, text in enumerate(csvList):\n",
        "  if text == '\"證券代號\",\"證券名稱\",\"成交股數\",\"成交筆數\",\"成交金額\",\"開盤價\",\"最高價\",\"最低價\",\"收盤價\",\"漲跌(+/-)\",\"漲跌價差\",\"最後揭示買價\",\"最後揭示買量\",\"最後揭示賣價\",\"最後揭示賣量\",\"本益比\",':\n",
        "    iniIndex = i\n",
        "    break"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rb3OpBaR2xvR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 204
        },
        "outputId": "107b7d7a-dfc6-4bb5-90ea-71351f776cc9"
      },
      "source": [
        "df = pd.read_csv(io.StringIO(''.join([text[:-1].replace('=','') + '\\n' for text in csvList[iniIndex:]])))\n",
        "df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>證券代號</th>\n",
              "      <th>證券名稱</th>\n",
              "      <th>成交股數</th>\n",
              "      <th>成交筆數</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(+/-)</th>\n",
              "      <th>漲跌價差</th>\n",
              "      <th>最後揭示買價</th>\n",
              "      <th>最後揭示買量</th>\n",
              "      <th>最後揭示賣價</th>\n",
              "      <th>最後揭示賣量</th>\n",
              "      <th>本益比</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0050</td>\n",
              "      <td>元大台灣50</td>\n",
              "      <td>3,815,090</td>\n",
              "      <td>2,520</td>\n",
              "      <td>314,520,959</td>\n",
              "      <td>82.80</td>\n",
              "      <td>82.80</td>\n",
              "      <td>82.20</td>\n",
              "      <td>82.45</td>\n",
              "      <td>-</td>\n",
              "      <td>0.95</td>\n",
              "      <td>82.40</td>\n",
              "      <td>25</td>\n",
              "      <td>82.45</td>\n",
              "      <td>37</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0051</td>\n",
              "      <td>元大中型100</td>\n",
              "      <td>125</td>\n",
              "      <td>1</td>\n",
              "      <td>4,193</td>\n",
              "      <td>--</td>\n",
              "      <td>--</td>\n",
              "      <td>--</td>\n",
              "      <td>--</td>\n",
              "      <td></td>\n",
              "      <td>0.00</td>\n",
              "      <td>32.61</td>\n",
              "      <td>20</td>\n",
              "      <td>32.87</td>\n",
              "      <td>25</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0052</td>\n",
              "      <td>富邦科技</td>\n",
              "      <td>112,010</td>\n",
              "      <td>16</td>\n",
              "      <td>6,320,511</td>\n",
              "      <td>57.00</td>\n",
              "      <td>57.00</td>\n",
              "      <td>56.40</td>\n",
              "      <td>56.40</td>\n",
              "      <td>-</td>\n",
              "      <td>1.25</td>\n",
              "      <td>56.25</td>\n",
              "      <td>1</td>\n",
              "      <td>56.55</td>\n",
              "      <td>1</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0053</td>\n",
              "      <td>元大電子</td>\n",
              "      <td>4,000</td>\n",
              "      <td>3</td>\n",
              "      <td>143,380</td>\n",
              "      <td>35.90</td>\n",
              "      <td>35.90</td>\n",
              "      <td>35.79</td>\n",
              "      <td>35.79</td>\n",
              "      <td>-</td>\n",
              "      <td>0.43</td>\n",
              "      <td>35.65</td>\n",
              "      <td>15</td>\n",
              "      <td>35.83</td>\n",
              "      <td>12</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0054</td>\n",
              "      <td>元大台商50</td>\n",
              "      <td>8,000</td>\n",
              "      <td>4</td>\n",
              "      <td>181,890</td>\n",
              "      <td>22.85</td>\n",
              "      <td>22.85</td>\n",
              "      <td>22.72</td>\n",
              "      <td>22.72</td>\n",
              "      <td>-</td>\n",
              "      <td>0.16</td>\n",
              "      <td>22.76</td>\n",
              "      <td>20</td>\n",
              "      <td>22.93</td>\n",
              "      <td>12</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
              "0  0050   元大台灣50  3,815,090  2,520  ...     25  82.45     37  0.00\n",
              "1  0051  元大中型100        125      1  ...     20  32.87     25  0.00\n",
              "2  0052     富邦科技    112,010     16  ...      1  56.55      1  0.00\n",
              "3  0053     元大電子      4,000      3  ...     15  35.83     12  0.00\n",
              "4  0054   元大台商50      8,000      4  ...     20  22.93     12  0.00\n",
              "\n",
              "[5 rows x 16 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eWkbCdul4MmR",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 419
        },
        "outputId": "2c01c7ea-2437-4cf1-ac8a-b6000dcc7b90"
      },
      "source": [
        "crawler(\"20200427\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>證券代號</th>\n",
              "      <th>證券名稱</th>\n",
              "      <th>成交股數</th>\n",
              "      <th>成交筆數</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(+/-)</th>\n",
              "      <th>漲跌價差</th>\n",
              "      <th>最後揭示買價</th>\n",
              "      <th>最後揭示買量</th>\n",
              "      <th>最後揭示賣價</th>\n",
              "      <th>最後揭示賣量</th>\n",
              "      <th>本益比</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0050</td>\n",
              "      <td>元大台灣50</td>\n",
              "      <td>13,917,724</td>\n",
              "      <td>5,005</td>\n",
              "      <td>1,144,296,195</td>\n",
              "      <td>82.15</td>\n",
              "      <td>82.60</td>\n",
              "      <td>81.65</td>\n",
              "      <td>82.55</td>\n",
              "      <td>+</td>\n",
              "      <td>1.65</td>\n",
              "      <td>82.55</td>\n",
              "      <td>31</td>\n",
              "      <td>82.60</td>\n",
              "      <td>413</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0051</td>\n",
              "      <td>元大中型100</td>\n",
              "      <td>30,070</td>\n",
              "      <td>19</td>\n",
              "      <td>962,469</td>\n",
              "      <td>31.87</td>\n",
              "      <td>32.17</td>\n",
              "      <td>31.87</td>\n",
              "      <td>32.17</td>\n",
              "      <td>+</td>\n",
              "      <td>0.59</td>\n",
              "      <td>32.20</td>\n",
              "      <td>2</td>\n",
              "      <td>32.32</td>\n",
              "      <td>35</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0052</td>\n",
              "      <td>富邦科技</td>\n",
              "      <td>139,169</td>\n",
              "      <td>58</td>\n",
              "      <td>8,861,743</td>\n",
              "      <td>63.30</td>\n",
              "      <td>64.00</td>\n",
              "      <td>63.30</td>\n",
              "      <td>63.75</td>\n",
              "      <td>+</td>\n",
              "      <td>1.20</td>\n",
              "      <td>63.60</td>\n",
              "      <td>2</td>\n",
              "      <td>63.75</td>\n",
              "      <td>2</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0053</td>\n",
              "      <td>元大電子</td>\n",
              "      <td>9,000</td>\n",
              "      <td>8</td>\n",
              "      <td>339,840</td>\n",
              "      <td>37.56</td>\n",
              "      <td>38.00</td>\n",
              "      <td>37.56</td>\n",
              "      <td>38.00</td>\n",
              "      <td>+</td>\n",
              "      <td>0.70</td>\n",
              "      <td>37.97</td>\n",
              "      <td>1</td>\n",
              "      <td>38.00</td>\n",
              "      <td>4</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0054</td>\n",
              "      <td>元大台商50</td>\n",
              "      <td>6,000</td>\n",
              "      <td>5</td>\n",
              "      <td>129,690</td>\n",
              "      <td>21.53</td>\n",
              "      <td>21.70</td>\n",
              "      <td>21.53</td>\n",
              "      <td>21.70</td>\n",
              "      <td>X</td>\n",
              "      <td>0.00</td>\n",
              "      <td>21.77</td>\n",
              "      <td>26</td>\n",
              "      <td>21.89</td>\n",
              "      <td>10</td>\n",
              "      <td>0.00</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1113</th>\n",
              "      <td>9944</td>\n",
              "      <td>新麗</td>\n",
              "      <td>2,889,593</td>\n",
              "      <td>878</td>\n",
              "      <td>57,793,919</td>\n",
              "      <td>19.95</td>\n",
              "      <td>20.10</td>\n",
              "      <td>19.45</td>\n",
              "      <td>20.10</td>\n",
              "      <td>+</td>\n",
              "      <td>1.80</td>\n",
              "      <td>20.10</td>\n",
              "      <td>2,354</td>\n",
              "      <td>--</td>\n",
              "      <td>0</td>\n",
              "      <td>0.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1114</th>\n",
              "      <td>9945</td>\n",
              "      <td>潤泰新</td>\n",
              "      <td>6,097,112</td>\n",
              "      <td>2,979</td>\n",
              "      <td>259,353,365</td>\n",
              "      <td>42.05</td>\n",
              "      <td>42.90</td>\n",
              "      <td>42.00</td>\n",
              "      <td>42.75</td>\n",
              "      <td>+</td>\n",
              "      <td>1.05</td>\n",
              "      <td>42.70</td>\n",
              "      <td>56</td>\n",
              "      <td>42.75</td>\n",
              "      <td>25</td>\n",
              "      <td>4.71</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1115</th>\n",
              "      <td>9946</td>\n",
              "      <td>三發地產</td>\n",
              "      <td>1,671,990</td>\n",
              "      <td>418</td>\n",
              "      <td>27,644,873</td>\n",
              "      <td>16.55</td>\n",
              "      <td>16.55</td>\n",
              "      <td>16.10</td>\n",
              "      <td>16.55</td>\n",
              "      <td>+</td>\n",
              "      <td>1.50</td>\n",
              "      <td>16.55</td>\n",
              "      <td>388</td>\n",
              "      <td>--</td>\n",
              "      <td>0</td>\n",
              "      <td>3.13</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1116</th>\n",
              "      <td>9955</td>\n",
              "      <td>佳龍</td>\n",
              "      <td>235,425</td>\n",
              "      <td>128</td>\n",
              "      <td>3,683,902</td>\n",
              "      <td>15.80</td>\n",
              "      <td>15.80</td>\n",
              "      <td>15.40</td>\n",
              "      <td>15.70</td>\n",
              "      <td>-</td>\n",
              "      <td>0.05</td>\n",
              "      <td>15.70</td>\n",
              "      <td>17</td>\n",
              "      <td>15.80</td>\n",
              "      <td>13</td>\n",
              "      <td>157.00</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1117</th>\n",
              "      <td>9958</td>\n",
              "      <td>世紀鋼</td>\n",
              "      <td>2,484,902</td>\n",
              "      <td>1,666</td>\n",
              "      <td>197,077,460</td>\n",
              "      <td>79.00</td>\n",
              "      <td>80.00</td>\n",
              "      <td>78.60</td>\n",
              "      <td>80.00</td>\n",
              "      <td>+</td>\n",
              "      <td>1.40</td>\n",
              "      <td>79.90</td>\n",
              "      <td>5</td>\n",
              "      <td>80.00</td>\n",
              "      <td>45</td>\n",
              "      <td>22.66</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1118 rows × 16 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "      證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量     本益比\n",
              "0     0050   元大台灣50  13,917,724  5,005  ...     31  82.60    413    0.00\n",
              "1     0051  元大中型100      30,070     19  ...      2  32.32     35    0.00\n",
              "2     0052     富邦科技     139,169     58  ...      2  63.75      2    0.00\n",
              "3     0053     元大電子       9,000      8  ...      1  38.00      4    0.00\n",
              "4     0054   元大台商50       6,000      5  ...     26  21.89     10    0.00\n",
              "...    ...      ...         ...    ...  ...    ...    ...    ...     ...\n",
              "1113  9944       新麗   2,889,593    878  ...  2,354     --      0    0.00\n",
              "1114  9945      潤泰新   6,097,112  2,979  ...     56  42.75     25    4.71\n",
              "1115  9946     三發地產   1,671,990    418  ...    388     --      0    3.13\n",
              "1116  9955       佳龍     235,425    128  ...     17  15.80     13  157.00\n",
              "1117  9958      世紀鋼   2,484,902  1,666  ...      5  80.00     45   22.66\n",
              "\n",
              "[1118 rows x 16 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kb8hRbJr5OcH",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "36393087-380e-4909-a481-bc1df23a25ba"
      },
      "source": [
        "import datetime\n",
        "''.join(str(datetime.datetime.now()).split(' ')[0].split('-'))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "datetime.date"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NxJkvPv17BDr",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import datetime\n",
        "import time\n",
        "\n",
        "def parse_date(yyyymmdd):\n",
        "  return ''.join(str(yyyymmdd).split(' ')[0].split('-'))\n",
        "\n",
        "def crawl_between(iniYYMMDD, endYYMMDD):\n",
        "  iniDate = datetime.strptime(iniYYMMDD, '%Y%m%d').strftime('%m/%d/%Y')\n",
        "  endDate = datetime.strptime(endYYMMDD, '%Y%m%d').strftime('%m/%d/%Y')\n",
        "\n",
        "def crawl_n_days(iniDate, n):\n",
        "  dfs = {}\n",
        "  cur = iniDate\n",
        "  for i in range(n):\n",
        "    cur -= datetime.timedelta(days=1)\n",
        "    parseDate = parse_date(cur)    \n",
        "    try:\n",
        "      df = crawler(parseDate)\n",
        "      print('added {}'.format(parseDate))\n",
        "      print(df.head())\n",
        "      dfs.update({parseDate: df})\n",
        "    except:\n",
        "      print('Failed at {}'.format(parseDate))\n",
        "    time.sleep(10)\n",
        "    \n",
        "  return dfs\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YMalyWntOYYY",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "4ef61378-710c-484a-9b95-4083b6346648"
      },
      "source": [
        "# stocks = crawl_n_days(datetime.datetime.now(), 360 )\n",
        "targetDate = datetime.date(2019,5,11)\n",
        "stocks = crawl_n_days(targetDate, int(''+str((targetDate-datetime.date(2008,1,1)).days)))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "added 20190510\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  11,794,135  4,632  ...     43  81.50    179  0.00\n",
            "1  0051  元大中型100      15,000     13  ...     20  31.67      4  0.00\n",
            "2  0052     富邦科技     107,039     11  ...     39  54.55     21  0.00\n",
            "3  0053     元大電子      22,000      7  ...     22  34.99     30  0.00\n",
            "4  0054   元大台商50       5,000      5  ...     30  22.12     29  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190509\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,923,673  4,032  ...     36  81.55    492  0.00\n",
            "1  0051  元大中型100     20,940     15  ...      1  31.85     30  0.00\n",
            "2  0052     富邦科技    107,256     10  ...      3  54.60     21  0.00\n",
            "3  0053     元大電子      9,000      5  ...     27  35.12     30  0.00\n",
            "4  0054   元大台商50     20,015      7  ...     30  22.27     30  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190508\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  13,573,142  2,189  ...    390  82.55    145  0.00\n",
            "1  0051  元大中型100       8,000      6  ...      1  32.51     30  0.00\n",
            "2  0052     富邦科技     116,200     18  ...      5  55.50      1  0.00\n",
            "3  0053     元大電子       1,000      1  ...     30  35.67     30  0.00\n",
            "4  0054   元大台商50       4,000      3  ...     30  22.71     30  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190507\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  14,011,442  3,021  ...     55  83.15  1,286  0.00\n",
            "1  0051  元大中型100      13,156      8  ...     27  32.60      1  0.00\n",
            "2  0052     富邦科技     107,539     20  ...      1  56.05     20  0.00\n",
            "3  0053     元大電子      25,000      7  ...     30  35.94     30  0.00\n",
            "4  0054   元大台商50     305,000     30  ...     30  22.79     30  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190506\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,463,612  3,956  ...    957  82.30  2,020  0.00\n",
            "1  0051  元大中型100     21,300     25  ...      1  32.32     30  0.00\n",
            "2  0052     富邦科技    117,562     15  ...     35  55.30     20  0.00\n",
            "3  0053     元大電子     11,000      9  ...     38  35.51     30  0.00\n",
            "4  0054   元大台商50     48,258     14  ...     50  22.50      9  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190505\n",
            "Failed at 20190504\n",
            "added 20190503\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  30,324,466  2,939  ...     23  83.80    237  0.00\n",
            "1  0051  元大中型100      16,219     14  ...     80  32.99      1  0.00\n",
            "2  0052     富邦科技     108,470     15  ...     40  56.50     25  0.00\n",
            "3  0053     元大電子       8,000      7  ...     30  36.33      3  0.00\n",
            "4  0054   元大台商50       4,000      4  ...     31  23.12     30  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190502\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,155,563  2,206  ...     94  83.00  1,845  0.00\n",
            "1  0051  元大中型100     15,000     12  ...     30  32.95     29  0.00\n",
            "2  0052     富邦科技    142,000     10  ...     25  55.35     20  0.00\n",
            "3  0053     元大電子     10,000      4  ...     30  35.79     44  0.00\n",
            "4  0054   元大台商50      6,000      5  ...     30  22.93     30  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190501\n",
            "added 20190430\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,247,891  1,525  ...    258  82.85     13  0.00\n",
            "1  0051  元大中型100      9,000      5  ...     20  32.67      1  0.00\n",
            "2  0052     富邦科技    102,200      9  ...     25  56.65     25  0.00\n",
            "3  0053     元大電子      2,000      2  ...     13  35.76     22  0.00\n",
            "4  0054   元大台商50     11,000      8  ...     80  22.82      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190429\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,161,957  1,462  ...      2  82.85    289  0.00\n",
            "1  0051  元大中型100     11,000     10  ...      1  32.61     49  0.00\n",
            "2  0052     富邦科技    105,666     12  ...     25  56.40     25  0.00\n",
            "3  0053     元大電子      4,000      4  ...     50  35.77     14  0.00\n",
            "4  0054   元大台商50      5,000      4  ...     20  22.82      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190428\n",
            "Failed at 20190427\n",
            "added 20190426\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,815,090  2,520  ...     25  82.45     37  0.00\n",
            "1  0051  元大中型100        125      1  ...     20  32.87     25  0.00\n",
            "2  0052     富邦科技    112,010     16  ...      1  56.55      1  0.00\n",
            "3  0053     元大電子      4,000      3  ...     15  35.83     12  0.00\n",
            "4  0054   元大台商50      8,000      4  ...     20  22.93     12  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190425\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,529,039  1,588  ...    561  83.45  1,268  0.00\n",
            "1  0051  元大中型100      9,044     10  ...     19  33.00      4  0.00\n",
            "2  0052     富邦科技    102,000      7  ...      1  57.70      2  0.00\n",
            "3  0053     元大電子      2,000      2  ...      1  36.40      1  0.00\n",
            "4  0054   元大台商50      1,000      1  ...     20  22.95      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190424\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,108,556  1,665  ...  1,133  83.20     11  0.00\n",
            "1  0051  元大中型100      6,000      6  ...     20  32.80      1  0.00\n",
            "2  0052     富邦科技    101,127      8  ...      1  57.70      6  0.00\n",
            "3  0053     元大電子      9,000      6  ...     13  36.30      1  0.00\n",
            "4  0054   元大台商50          0      0  ...     20  22.88      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190423\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,012,031  2,105  ...    603  83.10     34  0.00\n",
            "1  0051  元大中型100     20,138      8  ...      5  32.80      1  0.00\n",
            "2  0052     富邦科技    104,628     13  ...      5  57.85      3  0.00\n",
            "3  0053     元大電子     13,000      5  ...     10  36.48      1  0.00\n",
            "4  0054   元大台商50      6,000      5  ...     20  23.11     10  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190422\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,874,312  1,478  ...  1,298  82.70      2  0.00\n",
            "1  0051  元大中型100     37,024     23  ...      6  33.00      1  0.00\n",
            "2  0052     富邦科技    106,261      9  ...      2  57.45      5  0.00\n",
            "3  0053     元大電子     31,000      7  ...     15  36.20      1  0.00\n",
            "4  0054   元大台商50      5,000      4  ...      2  23.09     10  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190421\n",
            "Failed at 20190420\n",
            "added 20190419\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  12,515,659  2,347  ...      1  82.80    262  0.00\n",
            "1  0051  元大中型100       6,000      5  ...     20  32.84      1  0.00\n",
            "2  0052     富邦科技      99,599     11  ...      2  57.20      1  0.00\n",
            "3  0053     元大電子       9,000      8  ...     10  36.10      2  0.00\n",
            "4  0054   元大台商50       3,000      3  ...     20  23.13     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190418\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  20,690,365  3,185  ...    458  82.75     34  0.00\n",
            "1  0051  元大中型100       9,070     10  ...     19  32.81     20  0.00\n",
            "2  0052     富邦科技     107,037     10  ...      1  57.40      5  0.00\n",
            "3  0053     元大電子      19,000     11  ...      3  36.26      1  0.00\n",
            "4  0054   元大台商50      15,000      8  ...     16  23.16     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190417\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  23,104,837  5,342  ...  1,005  82.80    135  0.00\n",
            "1  0051  元大中型100      10,200     13  ...      1  32.95      1  0.00\n",
            "2  0052     富邦科技     102,952     13  ...      1  57.00      3  0.00\n",
            "3  0053     元大電子      86,000     15  ...      1  36.19     17  0.00\n",
            "4  0054   元大台商50      24,000      8  ...      1  23.44      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190416\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,767,931  3,439  ...    333  82.15    413  0.00\n",
            "1  0051  元大中型100    208,130     31  ...     20  32.90      4  0.00\n",
            "2  0052     富邦科技    112,365     15  ...      1  56.30      2  0.00\n",
            "3  0053     元大電子      7,000      6  ...     38  35.87      3  0.00\n",
            "4  0054   元大台商50      7,000      7  ...      1  23.25      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190415\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,681,554  4,160  ...     12  81.90    144  0.00\n",
            "1  0051  元大中型100     15,222     10  ...      1  32.76      1  0.00\n",
            "2  0052     富邦科技    104,704     14  ...      1  55.70      4  0.00\n",
            "3  0053     元大電子     10,073      9  ...     39  35.65      1  0.00\n",
            "4  0054   元大台商50      6,000      4  ...      1  23.13      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190414\n",
            "Failed at 20190413\n",
            "added 20190412\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,498,409  1,806  ...    267  81.15     43  0.00\n",
            "1  0051  元大中型100     30,443     17  ...     20  32.67     18  0.00\n",
            "2  0052     富邦科技    102,000      6  ...      2  55.35      2  0.00\n",
            "3  0053     元大電子      4,000      4  ...     33  35.34     15  0.00\n",
            "4  0054   元大台商50      2,000      2  ...      1  22.82      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190411\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,272,430  2,220  ...    885  81.15      4  0.00\n",
            "1  0051  元大中型100     14,247     15  ...      1  32.68     20  0.00\n",
            "2  0052     富邦科技    102,112      8  ...      1  55.45      1  0.00\n",
            "3  0053     元大電子      3,073      4  ...     30  35.34     13  0.00\n",
            "4  0054   元大台商50      6,000      6  ...     20  22.75      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190410\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  10,863,161  3,214  ...    190  81.55    735  0.00\n",
            "1  0051  元大中型100      14,397     18  ...     19  32.59      7  0.00\n",
            "2  0052     富邦科技     138,103     23  ...      1  55.65      1  0.00\n",
            "3  0053     元大電子      20,000      9  ...     38  35.45      1  0.00\n",
            "4  0054   元大台商50      18,000      3  ...     20  22.72      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190409\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  15,272,047  6,181  ...     70  81.45  1,328  0.00\n",
            "1  0051  元大中型100      15,000     12  ...     18  32.41      1  0.00\n",
            "2  0052     富邦科技     104,010      9  ...      1  55.55      1  0.00\n",
            "3  0053     元大電子       8,000      5  ...     31  35.39      1  0.00\n",
            "4  0054   元大台商50      30,200     10  ...     20  22.67     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190408\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,990,782  3,458  ...     69  80.95    235  0.00\n",
            "1  0051  元大中型100     29,000     19  ...     11  32.34      1  0.00\n",
            "2  0052     富邦科技    117,932     27  ...      2  55.50      2  0.00\n",
            "3  0053     元大電子      5,000      3  ...     35  35.23      5  0.00\n",
            "4  0054   元大台商50     19,000     18  ...      2  22.59      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190407\n",
            "Failed at 20190406\n",
            "Failed at 20190405\n",
            "Failed at 20190404\n",
            "added 20190403\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,867,174  3,017  ...     11  80.15    251  0.00\n",
            "1  0051  元大中型100     24,400     19  ...     19  32.06      3  0.00\n",
            "2  0052     富邦科技    104,102     12  ...      3  54.40      1  0.00\n",
            "3  0053     元大電子     11,000      5  ...      1  34.88     17  0.00\n",
            "4  0054   元大台商50     18,418     17  ...      1  22.48      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190402\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,605,092  2,132  ...      9  80.20  1,539  0.00\n",
            "1  0051  元大中型100     26,940     14  ...     14  31.97      5  0.00\n",
            "2  0052     富邦科技    103,007      8  ...      3  54.20      2  0.00\n",
            "3  0053     元大電子      1,000      1  ...     34  34.74     11  0.00\n",
            "4  0054   元大台商50     44,000     21  ...      1  22.46     19  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190401\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  11,053,405  3,749  ...     24  79.85    233  0.00\n",
            "1  0051  元大中型100      16,118     16  ...     20  31.82      1  0.00\n",
            "2  0052     富邦科技     107,346     17  ...      1  54.00      2  0.00\n",
            "3  0053     元大電子       9,000      7  ...     35  34.60     41  0.00\n",
            "4  0054   元大台商50      13,000     11  ...      2  22.20      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190331\n",
            "Failed at 20190330\n",
            "added 20190329\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,680,484  1,629  ...  1,311  79.20    108  0.00\n",
            "1  0051  元大中型100      5,000      5  ...     20  31.68      2  0.00\n",
            "2  0052     富邦科技    104,070      7  ...      1  53.50      2  0.00\n",
            "3  0053     元大電子      1,000      1  ...     36  34.15      1  0.00\n",
            "4  0054   元大台商50     12,000      3  ...     20  21.80      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190328\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,415,432  977  267,952,933  ...  78.50     12  78.55    683  0.00\n",
            "1  0051  元大中型100     11,071   13      348,639  ...  31.50      1  31.58     19  0.00\n",
            "2  0052     富邦科技    101,262    7    5,366,730  ...  52.65      1  53.10      1  0.00\n",
            "3  0053     元大電子      2,000    2       67,620  ...  33.72      2  33.88      1  0.00\n",
            "4  0054   元大台商50      1,000    1       21,480  ...  21.49     20  21.54      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190327\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,555,684  959  200,669,301  ...  78.50    659  78.55      2  0.00\n",
            "1  0051  元大中型100     16,300   15      512,630  ...  31.40      1  31.66      1  0.00\n",
            "2  0052     富邦科技    103,338    9    5,482,378  ...  58.65      1     --      0  0.00\n",
            "3  0053     元大電子      3,010    4      101,898  ...  33.80     37  33.86      1  0.00\n",
            "4  0054   元大台商50      2,000    2       43,050  ...  21.53     19  21.55      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190326\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,700,090  1,328  ...    385  78.65     40  0.00\n",
            "1  0051  元大中型100      5,595     10  ...      1  31.55      2  0.00\n",
            "2  0052     富邦科技    102,192     16  ...      1  55.00      2  0.00\n",
            "3  0053     元大電子      8,000      5  ...     31  34.00     11  0.00\n",
            "4  0054   元大台商50     10,000      5  ...     20  21.52      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190325\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,020,756  2,790  ...    123  78.20    496  0.00\n",
            "1  0051  元大中型100     15,144     13  ...     20  31.30      1  0.00\n",
            "2  0052     富邦科技    102,655     12  ...      1  53.05      2  0.00\n",
            "3  0053     元大電子     17,000      7  ...     71  33.63      1  0.00\n",
            "4  0054   元大台商50      3,000      3  ...     21  21.34      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190324\n",
            "Failed at 20190323\n",
            "added 20190322\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,930,357  2,993  ...     59  79.40    136  0.00\n",
            "1  0051  元大中型100     10,200     10  ...     20  31.65      2  0.00\n",
            "2  0052     富邦科技    114,035     11  ...      5  53.95      1  0.00\n",
            "3  0053     元大電子      5,010      6  ...     30  34.29      2  0.00\n",
            "4  0054   元大台商50      8,000      6  ...      1  21.51      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190321\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  11,341,213  3,766  ...     15  79.15    428  0.00\n",
            "1  0051  元大中型100      10,020     10  ...     20  31.58      2  0.00\n",
            "2  0052     富邦科技     108,297     13  ...     10  53.55      1  0.00\n",
            "3  0053     元大電子       2,064      3  ...     38  34.03      1  0.00\n",
            "4  0054   元大台商50       3,000      3  ...     20  21.40      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190320\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  11,856,027  4,868  ...    454  78.50    116  0.00\n",
            "1  0051  元大中型100      13,098     10  ...      1  31.45      1  0.00\n",
            "2  0052     富邦科技     116,000     13  ...      1  52.75      5  0.00\n",
            "3  0053     元大電子       5,150      6  ...     36  33.70      1  0.00\n",
            "4  0054   元大台商50       4,000      4  ...     20  21.36      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190319\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,604,296  2,634  ...      1  78.40    913  0.00\n",
            "1  0051  元大中型100     17,251     16  ...      1  31.49      1  0.00\n",
            "2  0052     富邦科技    109,000     11  ...      1  52.90      2  0.00\n",
            "3  0053     元大電子      5,000      5  ...     30  33.60      1  0.00\n",
            "4  0054   元大台商50      9,000      7  ...      2  21.21      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190318\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  12,218,708  4,228  ...    395  78.10    319  0.00\n",
            "1  0051  元大中型100      20,000     18  ...     18  31.29      4  0.00\n",
            "2  0052     富邦科技     111,778     18  ...      1  52.90      1  0.00\n",
            "3  0053     元大電子      10,067      9  ...     30  33.50      1  0.00\n",
            "4  0054   元大台商50       4,000      2  ...     20  21.19      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190317\n",
            "Failed at 20190316\n",
            "added 20190315\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  11,483,751  3,164  ...    161  77.60    667  0.00\n",
            "1  0051  元大中型100      19,000     18  ...      1  31.05      3  0.00\n",
            "2  0052     富邦科技     104,000      7  ...      2  52.75      1  0.00\n",
            "3  0053     元大電子       6,000      6  ...     36  33.20      1  0.00\n",
            "4  0054   元大台商50       2,000      2  ...      1  21.00      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190314\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,208,756  1,343  ...    514  77.10  1,049  0.00\n",
            "1  0051  元大中型100      3,577      9  ...      1  30.90      1  0.00\n",
            "2  0052     富邦科技    105,010      6  ...      2     --      0  0.00\n",
            "3  0053     元大電子          0      0  ...      1  33.00      1  0.00\n",
            "4  0054   元大台商50          0      0  ...     20  21.03     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190313\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  10,148,529  1,763  ...     61  77.15     40  0.00\n",
            "1  0051  元大中型100       5,474      8  ...      1  30.98     17  0.00\n",
            "2  0052     富邦科技     104,226      8  ...      6  52.10      2  0.00\n",
            "3  0053     元大電子       2,000      2  ...     30  33.14      2  0.00\n",
            "4  0054   元大台商50       2,010      3  ...     20  20.98     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190312\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  13,857,468  3,796  ...     21  77.25    611  0.00\n",
            "1  0051  元大中型100      13,096     12  ...      2  30.90     20  0.00\n",
            "2  0052     富邦科技     108,010     11  ...      3  52.00      1  0.00\n",
            "3  0053     元大電子       3,000      3  ...      1  33.10      5  0.00\n",
            "4  0054   元大台商50       2,000      2  ...      1  20.86     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190311\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,642,390  2,280  ...     31  76.15    708  0.00\n",
            "1  0051  元大中型100     31,000      7  ...     16  30.45      3  0.00\n",
            "2  0052     富邦科技    111,005      9  ...      1     --      0  0.00\n",
            "3  0053     元大電子      7,000      5  ...     34  32.64      2  0.00\n",
            "4  0054   元大台商50      3,000      3  ...      1  20.82     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190310\n",
            "Failed at 20190309\n",
            "added 20190308\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,975,200  2,853  ...    289  76.00    366  0.00\n",
            "1  0051  元大中型100     10,000      5  ...      2  30.50      1  0.00\n",
            "2  0052     富邦科技    113,200      9  ...      1     --      0  0.00\n",
            "3  0053     元大電子          0      0  ...     46  32.71     16  0.00\n",
            "4  0054   元大台商50      7,000      6  ...     20  20.80     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190307\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  18,239,770  1,946  ...    527  76.70    430  0.00\n",
            "1  0051  元大中型100      18,050     10  ...      1  30.77     22  0.00\n",
            "2  0052     富邦科技     108,114     12  ...      1  51.90      3  0.00\n",
            "3  0053     元大電子      11,000      9  ...     42  33.02      9  0.00\n",
            "4  0054   元大台商50      11,000      7  ...      5  20.96     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190306\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  19,579,792  3,193  ...      7  76.95     54  0.00\n",
            "1  0051  元大中型100      10,100     10  ...     20  30.95      1  0.00\n",
            "2  0052     富邦科技     101,000     11  ...      1  51.90      3  0.00\n",
            "3  0053     元大電子       4,000      3  ...     14  33.14     15  0.00\n",
            "4  0054   元大台商50       1,000      1  ...      2  21.09     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190305\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,400,493  2,830  ...      5  76.75    935  0.00\n",
            "1  0051  元大中型100     12,235      9  ...     18  30.86      8  0.00\n",
            "2  0052     富邦科技    106,241     15  ...      1  51.85      1  0.00\n",
            "3  0053     元大電子      2,000      2  ...      5  32.91     17  0.00\n",
            "4  0054   元大台商50      6,000      2  ...     25  21.02     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190304\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,469,570  4,887  ...     53  77.00    377  0.00\n",
            "1  0051  元大中型100     10,592     13  ...     21  30.74      2  0.00\n",
            "2  0052     富邦科技    110,297     15  ...      1  51.90      3  0.00\n",
            "3  0053     元大電子      4,000      4  ...      5  33.07     17  0.00\n",
            "4  0054   元大台商50      8,000      6  ...     20  21.10      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190303\n",
            "Failed at 20190302\n",
            "Failed at 20190301\n",
            "Failed at 20190228\n",
            "added 20190227\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  12,907,489  3,460  ...    116  77.70  2,022  0.00\n",
            "1  0051  元大中型100       7,000      7  ...     10  30.76      1  0.00\n",
            "2  0052     富邦科技     116,006     12  ...      1  52.20      1  0.00\n",
            "3  0053     元大電子       6,000      5  ...      5  33.24     17  0.00\n",
            "4  0054   元大台商50       2,000      1  ...      1  21.10      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190226\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  15,903,051  5,707  ...      5  77.70  1,347  0.00\n",
            "1  0051  元大中型100      21,100     17  ...      3  30.80      4  0.00\n",
            "2  0052     富邦科技      10,008     12  ...      5  52.40      2  0.00\n",
            "3  0053     元大電子       6,000      6  ...      5  33.15      1  0.00\n",
            "4  0054   元大台商50       3,000      3  ...      6  21.17     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190225\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  19,365,354  4,458  ...  1,565  77.55     39  0.00\n",
            "1  0051  元大中型100      44,811     29  ...      9  30.59      1  0.00\n",
            "2  0052     富邦科技     110,853     16  ...      3  52.25      1  0.00\n",
            "3  0053     元大電子      13,340     13  ...      1  33.10      1  0.00\n",
            "4  0054   元大台商50      20,000     11  ...     20  21.16      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190224\n",
            "Failed at 20190223\n",
            "added 20190222\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,881,017  6,936  ...    585  77.00    314  0.00\n",
            "1  0051  元大中型100     12,000     10  ...      1  30.50      3  0.00\n",
            "2  0052     富邦科技    107,000     10  ...      1  51.40      5  0.00\n",
            "3  0053     元大電子      3,159      5  ...      5  32.89      3  0.00\n",
            "4  0054   元大台商50     17,000      8  ...     20  21.00      4  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190221\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  18,664,815  4,467  ...    539  77.10    201  0.00\n",
            "1  0051  元大中型100      15,399     17  ...     11  30.45      1  0.00\n",
            "2  0052     富邦科技     106,000      7  ...      1  51.35      3  0.00\n",
            "3  0053     元大電子      15,068      8  ...      2  32.65      2  0.00\n",
            "4  0054   元大台商50       5,000      3  ...     20  21.10      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190220\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  34,307,853  9,607  ...     83  76.40    131  0.00\n",
            "1  0051  元大中型100      18,186     16  ...     10  30.41      2  0.00\n",
            "2  0052     富邦科技     116,020     15  ...      1  51.10      1  0.00\n",
            "3  0053     元大電子      24,024     16  ...      1  32.58      4  0.00\n",
            "4  0054   元大台商50       1,010      2  ...     21  21.01      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190219\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,862,069  2,168  ...    215  75.55      4  0.00\n",
            "1  0051  元大中型100     10,100      7  ...      1  30.30      1  0.00\n",
            "2  0052     富邦科技    103,411      9  ...      4  50.50      1  0.00\n",
            "3  0053     元大電子      4,000      4  ...      1  32.30      1  0.00\n",
            "4  0054   元大台商50     13,000      5  ...     20  20.88     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190218\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,596,163  3,143  ...    424  75.70     16  0.00\n",
            "1  0051  元大中型100      8,100      8  ...      1  30.22      1  0.00\n",
            "2  0052     富邦科技    101,259     19  ...      1  50.60      2  0.00\n",
            "3  0053     元大電子      3,068      4  ...      5  32.30      1  0.00\n",
            "4  0054   元大台商50      4,000      3  ...     20  20.77      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190217\n",
            "Failed at 20190216\n",
            "added 20190215\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,516,111  1,796  ...    410  75.05     34  0.00\n",
            "1  0051  元大中型100     29,000     17  ...      1  30.06     18  0.00\n",
            "2  0052     富邦科技    102,180      9  ...      5  50.25      6  0.00\n",
            "3  0053     元大電子      1,000      1  ...      1  32.10     17  0.00\n",
            "4  0054   元大台商50      2,000      2  ...      1  20.64     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190214\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,641,542  1,593  ...     13  75.30     17  0.00\n",
            "1  0051  元大中型100      9,183     12  ...      1  30.00      5  0.00\n",
            "2  0052     富邦科技    100,166      6  ...     10  50.35     10  0.00\n",
            "3  0053     元大電子          0      0  ...      5  31.99      1  0.00\n",
            "4  0054   元大台商50      2,000      2  ...      1  20.75     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190213\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,157,700  1,837  ...     20  75.55     55  0.00\n",
            "1  0051  元大中型100     32,232     20  ...      1  30.00      2  0.00\n",
            "2  0052     富邦科技    105,053     10  ...      1     --      0  0.00\n",
            "3  0053     元大電子      2,000      2  ...      5  32.10      1  0.00\n",
            "4  0054   元大台商50      4,000      4  ...      1  20.78      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190212\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,164,150  2,980  ...    119  75.70    115  0.00\n",
            "1  0051  元大中型100     17,492     14  ...     10  29.74      2  0.00\n",
            "2  0052     富邦科技    104,179     10  ...      1  50.50      1  0.00\n",
            "3  0053     元大電子      9,000      8  ...      5  32.18      1  0.00\n",
            "4  0054   元大台商50      7,000      6  ...     20  20.73      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190211\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,614,900  3,137  ...     66  75.15    454  0.00\n",
            "1  0051  元大中型100     33,437     25  ...      6  29.55      4  0.00\n",
            "2  0052     富邦科技    103,704     19  ...      1  50.30      1  0.00\n",
            "3  0053     元大電子      3,000      3  ...      5  31.85      3  0.00\n",
            "4  0054   元大台商50      5,000      4  ...     20  20.49      4  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190210\n",
            "Failed at 20190209\n",
            "Failed at 20190208\n",
            "Failed at 20190207\n",
            "Failed at 20190206\n",
            "Failed at 20190205\n",
            "Failed at 20190204\n",
            "Failed at 20190203\n",
            "Failed at 20190202\n",
            "Failed at 20190201\n",
            "Failed at 20190131\n",
            "added 20190130\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,255,229  1,833  ...    191  74.40    223  0.00\n",
            "1  0051  元大中型100     10,100      7  ...      1  29.30      5  0.00\n",
            "2  0052     富邦科技    103,000      9  ...      5  49.53      1  0.00\n",
            "3  0053     元大電子      2,000      2  ...      3  31.46     17  0.00\n",
            "4  0054   元大台商50      1,000      1  ...     20  20.41     21  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190129\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,419,790  2,251  ...     16  74.50    285  0.00\n",
            "1  0051  元大中型100      9,488     11  ...      6  29.30      5  0.00\n",
            "2  0052     富邦科技    102,100     10  ...      6  49.61      1  0.00\n",
            "3  0053     元大電子      6,000      6  ...      5  31.30      1  0.00\n",
            "4  0054   元大台商50      1,000      1  ...     20  20.33     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190128\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,825,143  1,795  ...    282  75.15      6  0.00\n",
            "1  0051  元大中型100     14,512     13  ...      2  29.35      1  0.00\n",
            "2  0052     富邦科技    106,000     16  ...      6  50.60      1  0.00\n",
            "3  0053     元大電子      8,000      6  ...      5  31.70      2  0.00\n",
            "4  0054   元大台商50      5,000      5  ...     20  20.47     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190127\n",
            "Failed at 20190126\n",
            "added 20190125\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,320,778  3,322  ...     39  75.00     59  0.00\n",
            "1  0051  元大中型100     26,000     13  ...      2  29.20      1  0.00\n",
            "2  0052     富邦科技    106,150     14  ...      3  49.95      1  0.00\n",
            "3  0053     元大電子      8,000      5  ...      5  31.73     18  0.00\n",
            "4  0054   元大台商50     13,000      7  ...     20  20.43      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190124\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,500,506  1,363  ...     22  74.05     70  0.00\n",
            "1  0051  元大中型100     13,000      5  ...     19  29.00      2  0.00\n",
            "2  0052     富邦科技    101,677      8  ...      1  49.50      5  0.00\n",
            "3  0053     元大電子          0      0  ...      5  31.15      2  0.00\n",
            "4  0054   元大台商50          0      0  ...     20  20.18     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190123\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,407,442  3,167  ...     36  73.75    160  0.00\n",
            "1  0051  元大中型100      5,846      6  ...      2  29.00      4  0.00\n",
            "2  0052     富邦科技    102,592      7  ...      5  49.19      5  0.00\n",
            "3  0053     元大電子      1,000      1  ...      5  31.10     18  0.00\n",
            "4  0054   元大台商50          0      0  ...     20  20.10     21  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190122\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,838,931  4,742  ...    176  74.05      8  0.00\n",
            "1  0051  元大中型100     11,123     11  ...      1  28.90      1  0.00\n",
            "2  0052     富邦科技    101,050      8  ...      5  49.45      5  0.00\n",
            "3  0053     元大電子      4,000      4  ...      5  31.05      1  0.00\n",
            "4  0054   元大台商50      2,000      2  ...     20  20.16     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190121\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  10,454,756  3,895  ...    238  76.55  1,004  0.00\n",
            "1  0051  元大中型100      21,000     13  ...      1  28.99      5  0.00\n",
            "2  0052     富邦科技     100,000      5  ...     10  49.14     10  0.00\n",
            "3  0053     元大電子      41,000      9  ...      1  31.02      5  0.00\n",
            "4  0054   元大台商50       3,000      3  ...      1  20.17      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190120\n",
            "Failed at 20190119\n",
            "added 20190118\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,293,491  5,013  ...     53  76.00     39  0.00\n",
            "1  0051  元大中型100     17,000      8  ...      1  29.00      8  0.00\n",
            "2  0052     富邦科技    107,190      8  ...      3  50.30      3  0.00\n",
            "3  0053     元大電子     17,000      8  ...      5  30.88     10  0.00\n",
            "4  0054   元大台商50      2,000      2  ...     20  20.20      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190117\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  10,020,739  3,137  ...      7  75.60     55  0.00\n",
            "1  0051  元大中型100       8,000      7  ...      1  28.89      1  0.00\n",
            "2  0052     富邦科技     104,000     13  ...     10  48.67      5  0.00\n",
            "3  0053     元大電子      27,000      9  ...      5  30.80      1  0.00\n",
            "4  0054   元大台商50       2,000      2  ...     20  20.02      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190116\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  15,342,503  5,360  ...     52  75.55    861  0.00\n",
            "1  0051  元大中型100      10,305     13  ...      4  28.90      2  0.00\n",
            "2  0052     富邦科技     107,000     14  ...      1  48.32      5  0.00\n",
            "3  0053     元大電子       6,000      6  ...      2  30.63      1  0.00\n",
            "4  0054   元大台商50       5,000      2  ...     20  20.09      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190115\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  11,836,450  5,250  ...    492  75.65      1  0.00\n",
            "1  0051  元大中型100      12,172     14  ...      1  28.84      1  0.00\n",
            "2  0052     富邦科技     104,112     10  ...     10  48.79     10  0.00\n",
            "3  0053     元大電子       6,000      6  ...      2  30.60      1  0.00\n",
            "4  0054   元大台商50       2,000      2  ...     20  19.98      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190114\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,298,405  2,018  ...     10  75.00  4,350  0.00\n",
            "1  0051  元大中型100     10,189     10  ...     17  28.59     41  0.00\n",
            "2  0052     富邦科技    104,397     10  ...     10  48.20      9  0.00\n",
            "3  0053     元大電子      4,000      4  ...      2  30.40      1  0.00\n",
            "4  0054   元大台商50      3,000      3  ...     20  19.66     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190113\n",
            "Failed at 20190112\n",
            "added 20190111\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  10,362,915  3,660  ...    928  75.55    213  0.00\n",
            "1  0051  元大中型100      22,180     18  ...      4  28.70      1  0.00\n",
            "2  0052     富邦科技     103,076      8  ...      1  48.47     10  0.00\n",
            "3  0053     元大電子       7,070      8  ...      1  30.45      1  0.00\n",
            "4  0054   元大台商50       3,000      3  ...     20  19.75      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190110\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,823,283  1,231  ...     47  74.85    878  0.00\n",
            "1  0051  元大中型100      3,208      5  ...      3  28.70      4  0.00\n",
            "2  0052     富邦科技    101,058      7  ...     11  47.79     10  0.00\n",
            "3  0053     元大電子          0      0  ...      2  30.23      1  0.00\n",
            "4  0054   元大台商50          0      0  ...     20  19.74      3  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190109\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  11,430,523  5,277  ...     19  75.00    156  0.00\n",
            "1  0051  元大中型100      22,135     12  ...     10  28.76      1  0.00\n",
            "2  0052     富邦科技     100,042      9  ...      3  50.30      3  0.00\n",
            "3  0053     元大電子      10,000      5  ...     72  30.20      1  0.00\n",
            "4  0054   元大台商50       7,000      4  ...     20  19.74      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190108\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  11,006,700  2,869  ...     13  73.70      8  0.00\n",
            "1  0051  元大中型100       8,000      7  ...      2  28.39     40  0.00\n",
            "2  0052     富邦科技     101,000      9  ...     10  46.78     10  0.00\n",
            "3  0053     元大電子      24,000     14  ...      1  29.79     20  0.00\n",
            "4  0054   元大台商50       2,000      2  ...     20  19.40      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190107\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  14,605,638  4,891  ...    487  73.95     36  0.00\n",
            "1  0051  元大中型100      20,000     15  ...      1  28.46     40  0.00\n",
            "2  0052     富邦科技     104,024     12  ...      1  47.02     10  0.00\n",
            "3  0053     元大電子      13,000      3  ...      2  29.92     20  0.00\n",
            "4  0054   元大台商50       1,000      1  ...     10  19.44      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190106\n",
            "Failed at 20190105\n",
            "added 20190104\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  21,292,465  8,826  ...     31  72.20    462  0.00\n",
            "1  0051  元大中型100      22,545     16  ...      1  27.82     37  0.00\n",
            "2  0052     富邦科技     103,300     14  ...      8  45.91      1  0.00\n",
            "3  0053     元大電子      17,000      4  ...      5  29.27     20  0.00\n",
            "4  0054   元大台商50           0      0  ...     20  19.03     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190103\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  13,347,147  5,208  ...    129  73.40      6  0.00\n",
            "1  0051  元大中型100      22,515     21  ...      6  28.02     38  0.00\n",
            "2  0052     富邦科技     101,000      6  ...      1  46.87      1  0.00\n",
            "3  0053     元大電子       6,000      6  ...      1  29.85     20  0.00\n",
            "4  0054   元大台商50       5,000      4  ...      1  19.23     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20190102\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,532,073  4,102  ...     12  74.10      6  0.00\n",
            "1  0051  元大中型100      8,000      7  ...      1  28.22     40  0.00\n",
            "2  0052     富邦科技    100,050      8  ...      5  47.61      5  0.00\n",
            "3  0053     元大電子      2,000      2  ...      2  30.21     20  0.00\n",
            "4  0054   元大台商50      3,000      2  ...     20  19.42     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20190101\n",
            "Failed at 20181231\n",
            "Failed at 20181230\n",
            "Failed at 20181229\n",
            "added 20181228\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,629,875  2,008  ...    714  75.55    156  0.00\n",
            "1  0051  元大中型100     11,000      9  ...      3  28.33     44  0.00\n",
            "2  0052     富邦科技    102,001      7  ...      1  48.45     11  0.00\n",
            "3  0053     元大電子      1,000      1  ...      1  30.48      2  0.00\n",
            "4  0054   元大台商50          0      0  ...      1  19.54     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181227\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,615,359  5,522  ...     16  75.05     84  0.00\n",
            "1  0051  元大中型100     53,374     20  ...      1  28.33     11  0.00\n",
            "2  0052     富邦科技    104,700      9  ...      1  48.50     10  0.00\n",
            "3  0053     元大電子      4,000      4  ...      1  30.47      1  0.00\n",
            "4  0054   元大台商50      4,000      4  ...      3  19.51     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181226\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,919,969  3,788  ...     31  73.60     56  0.00\n",
            "1  0051  元大中型100     32,345     22  ...      5  28.14      2  0.00\n",
            "2  0052     富邦科技    101,000     12  ...      5  47.04      5  0.00\n",
            "3  0053     元大電子      5,000      5  ...     20  29.95      1  0.00\n",
            "4  0054   元大台商50      1,000      1  ...      2  19.25     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181225\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  12,071,254  5,738  ...    118  73.80     17  0.00\n",
            "1  0051  元大中型100     260,566     34  ...      1  27.93      7  0.00\n",
            "2  0052     富邦科技     102,000      8  ...     10  47.08     10  0.00\n",
            "3  0053     元大電子      19,000      8  ...     10  29.95      1  0.00\n",
            "4  0054   元大台商50       8,000      5  ...     21  19.22     34  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181224\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,952,329  4,513  ...     60  74.70    117  0.00\n",
            "1  0051  元大中型100     10,952      6  ...      3  28.50      1  0.00\n",
            "2  0052     富邦科技     99,879     13  ...      2  47.51      2  0.00\n",
            "3  0053     元大電子      9,000      5  ...     20  30.54     20  0.00\n",
            "4  0054   元大台商50          0      0  ...     20  19.59     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181223\n",
            "added 20181222\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,002,630  1,475  ...     33  74.85     38  0.00\n",
            "1  0051  元大中型100      7,350      7  ...      1  28.59      1  0.00\n",
            "2  0052     富邦科技     99,100      9  ...      5  48.50     10  0.00\n",
            "3  0053     元大電子      3,000      3  ...     20  30.54     20  0.00\n",
            "4  0054   元大台商50      4,000      3  ...     20  19.54     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181221\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,481,143  2,776  ...     18  75.20    192  0.00\n",
            "1  0051  元大中型100     32,070     27  ...      4  28.59      1  0.00\n",
            "2  0052     富邦科技     99,300      9  ...      1  48.00      2  0.00\n",
            "3  0053     元大電子     24,000     12  ...     20  30.68     20  0.00\n",
            "4  0054   元大台商50      2,000      2  ...      1  19.60     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181220\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,561,713  5,731  ...     43  75.10      6  0.00\n",
            "1  0051  元大中型100     10,000      9  ...      2  28.84      1  0.00\n",
            "2  0052     富邦科技    102,226      7  ...      5  48.50      5  0.00\n",
            "3  0053     元大電子      2,000      2  ...      1  30.60     20  0.00\n",
            "4  0054   元大台商50      1,000      1  ...      1  19.67     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181219\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,497,460  2,646  ...     31  75.90    253  0.00\n",
            "1  0051  元大中型100      5,000      5  ...      2  28.96      1  0.00\n",
            "2  0052     富邦科技    100,575      9  ...      2  48.65      1  0.00\n",
            "3  0053     元大電子      3,000      3  ...     20  30.95      3  0.00\n",
            "4  0054   元大台商50      4,000      3  ...     20  19.78      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181218\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,669,001  2,456  ...     69  75.30    312  0.00\n",
            "1  0051  元大中型100     17,100     16  ...      1  29.04      1  0.00\n",
            "2  0052     富邦科技    100,568     10  ...      2  48.50      5  0.00\n",
            "3  0053     元大電子      4,000      3  ...      1  30.76     20  0.00\n",
            "4  0054   元大台商50      3,000      3  ...     20  19.71     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181217\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,652,433  2,331  ...     42  75.95    308  0.00\n",
            "1  0051  元大中型100     15,000     12  ...     10  29.15      1  0.00\n",
            "2  0052     富邦科技     99,006     11  ...      1  48.80      5  0.00\n",
            "3  0053     元大電子     18,000      6  ...      1  30.95      1  0.00\n",
            "4  0054   元大台商50      2,000      2  ...      1  19.83     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181216\n",
            "Failed at 20181215\n",
            "added 20181214\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,780,839  3,141  ...     44  75.40     62  0.00\n",
            "1  0051  元大中型100      9,054      7  ...      6  29.17      1  0.00\n",
            "2  0052     富邦科技    101,000      5  ...      5  49.00      5  0.00\n",
            "3  0053     元大電子      1,000      1  ...     20  30.92     20  0.00\n",
            "4  0054   元大台商50      2,000      2  ...     20  19.85     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181213\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,253,580  2,176  ...    102  76.30    540  0.00\n",
            "1  0051  元大中型100     35,174     35  ...      1  29.38      1  0.00\n",
            "2  0052     富邦科技     98,000      6  ...      5  49.04      1  0.00\n",
            "3  0053     元大電子      4,000      3  ...     20  31.26     22  0.00\n",
            "4  0054   元大台商50      1,000      1  ...     20  19.98      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181212\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,677,695  3,377  ...     64  76.20    434  0.00\n",
            "1  0051  元大中型100     22,489     18  ...     20  31.00      3  0.00\n",
            "2  0052     富邦科技    103,396      9  ...      1  49.50      5  0.00\n",
            "3  0053     元大電子      2,000      2  ...     20  31.19     20  0.00\n",
            "4  0054   元大台商50     20,000      7  ...      1  19.83     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181211\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,316,228  2,808  ...     61  75.05    151  0.00\n",
            "1  0051  元大中型100      2,100      3  ...      6  28.92      1  0.00\n",
            "2  0052     富邦科技    101,027     10  ...      5  48.50      5  0.00\n",
            "3  0053     元大電子      2,000      2  ...     20  30.63     20  0.00\n",
            "4  0054   元大台商50      5,000      5  ...     20  19.49     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181210\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  13,013,284  5,810  ...    645  74.50      8  0.00\n",
            "1  0051  元大中型100      26,100     18  ...      2  28.88      3  0.00\n",
            "2  0052     富邦科技      99,000     10  ...      1  48.00      5  0.00\n",
            "3  0053     元大電子      11,000      3  ...      2  30.32     20  0.00\n",
            "4  0054   元大台商50      12,000      7  ...      1  19.38     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181209\n",
            "Failed at 20181208\n",
            "added 20181207\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,781,008  4,623  ...     42  75.50    235  0.00\n",
            "1  0051  元大中型100      8,600      9  ...     21  29.19     20  0.00\n",
            "2  0052     富邦科技     98,279      7  ...     10  48.38     10  0.00\n",
            "3  0053     元大電子      8,000      6  ...     17  30.76     20  0.00\n",
            "4  0054   元大台商50      3,000      3  ...      1  19.76     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181206\n",
            "   證券代號     證券名稱        成交股數    成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  20,347,421  10,519  ...     88  75.15    637  0.00\n",
            "1  0051  元大中型100      22,180      17  ...      1  29.00     20  0.00\n",
            "2  0052     富邦科技     107,000      21  ...      1  48.20      1  0.00\n",
            "3  0053     元大電子      10,000       8  ...      1  30.57     20  0.00\n",
            "4  0054   元大台商50      21,000      16  ...      1  19.62     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181205\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,636,366  3,602  ...    745  76.70     23  0.00\n",
            "1  0051  元大中型100     26,200     15  ...      2  29.75      5  0.00\n",
            "2  0052     富邦科技    101,100     12  ...      5  49.37      5  0.00\n",
            "3  0053     元大電子      2,000      2  ...     20  31.44      6  0.00\n",
            "4  0054   元大台商50      2,000      2  ...      1  20.31     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181204\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,118,284  1,960  ...     34  78.30    161  0.00\n",
            "1  0051  元大中型100     17,500     14  ...      1  30.25      9  0.00\n",
            "2  0052     富邦科技     98,063      7  ...      3  50.70      1  0.00\n",
            "3  0053     元大電子      3,000      3  ...      1  32.31     20  0.00\n",
            "4  0054   元大台商50      2,000      2  ...     20  20.69     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181203\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  13,850,986  7,537  ...    570  78.85      9  0.00\n",
            "1  0051  元大中型100      49,010     33  ...      2  30.25      5  0.00\n",
            "2  0052     富邦科技     101,805      7  ...      5  50.70      1  0.00\n",
            "3  0053     元大電子       6,000      4  ...      1  32.32      1  0.00\n",
            "4  0054   元大台商50       6,000      6  ...     21  20.78      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181202\n",
            "Failed at 20181201\n",
            "added 20181130\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,210,211  1,670  ...     21  76.75    450  0.00\n",
            "1  0051  元大中型100     13,000      9  ...      1  29.67      1  0.00\n",
            "2  0052     富邦科技    100,000      6  ...     12  49.75      1  0.00\n",
            "3  0053     元大電子      2,000      2  ...     20  31.44     20  0.00\n",
            "4  0054   元大台商50     11,000      6  ...      1  20.60      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181129\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,881,587  2,527  ...    145  77.05     40  0.00\n",
            "1  0051  元大中型100     16,000     10  ...     14  29.52     10  0.00\n",
            "2  0052     富邦科技    110,219     26  ...      1  50.10      1  0.00\n",
            "3  0053     元大電子      7,000      7  ...      3  31.51      1  0.00\n",
            "4  0054   元大台商50     11,000      8  ...     20  20.08     18  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181128\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,549,760  2,641  ...    217  76.95    188  0.00\n",
            "1  0051  元大中型100     60,200     22  ...     20  29.42      8  0.00\n",
            "2  0052     富邦科技    103,530      9  ...      5     --      0  0.00\n",
            "3  0053     元大電子     11,000      6  ...      1  31.31     20  0.00\n",
            "4  0054   元大台商50     16,000     12  ...     20  20.10     21  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181127\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,625,933  2,519  ...     34  76.05    368  0.00\n",
            "1  0051  元大中型100      6,066      8  ...     20  28.77      2  0.00\n",
            "2  0052     富邦科技    102,059      9  ...      3     --      0  0.00\n",
            "3  0053     元大電子      7,000      5  ...     20  30.90     20  0.00\n",
            "4  0054   元大台商50      2,000      2  ...      1  19.67     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181126\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,330,267  2,266  ...    105  76.20    105  0.00\n",
            "1  0051  元大中型100     19,000      8  ...     20  28.65      2  0.00\n",
            "2  0052     富邦科技    107,146     13  ...      2     --      0  0.00\n",
            "3  0053     元大電子     12,000      9  ...      1  30.64     20  0.00\n",
            "4  0054   元大台商50     12,000      7  ...      2  19.63      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181125\n",
            "Failed at 20181124\n",
            "added 20181123\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,041,215  2,078  ...    168  75.35     93  0.00\n",
            "1  0051  元大中型100      6,934      9  ...      2  28.53     10  0.00\n",
            "2  0052     富邦科技    100,000      5  ...      1  47.67      1  0.00\n",
            "3  0053     元大電子      1,000      1  ...     20  30.24     20  0.00\n",
            "4  0054   元大台商50     11,000      9  ...     20  19.34      6  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181122\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,934,803  2,029  ...    252  75.65      7  0.00\n",
            "1  0051  元大中型100     18,500     18  ...      1  28.72     10  0.00\n",
            "2  0052     富邦科技     99,000      5  ...      1  47.81      1  0.00\n",
            "3  0053     元大電子      7,000      5  ...     20  30.36     20  0.00\n",
            "4  0054   元大台商50     28,000     23  ...      1  19.57     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181121\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  15,125,043  3,739  ...     41  76.00    374  0.00\n",
            "1  0051  元大中型100       4,100      6  ...      1  29.70      1  0.00\n",
            "2  0052     富邦科技      97,296      7  ...      1  52.20      1  0.00\n",
            "3  0053     元大電子       3,000      3  ...      2  31.54     20  0.00\n",
            "4  0054   元大台商50      29,000     16  ...     20  20.59     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181120\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,625,123  3,297  ...     14  76.05     44  0.00\n",
            "1  0051  元大中型100     46,000     15  ...      4  29.76      2  0.00\n",
            "2  0052     富邦科技    101,000      9  ...      1  47.56      1  0.00\n",
            "3  0053     元大電子      3,000      3  ...     20  31.43     20  0.00\n",
            "4  0054   元大台商50     29,000     18  ...      1  20.68     21  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181119\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,058,370  1,672  ...    120  76.75     12  0.00\n",
            "1  0051  元大中型100     20,000     13  ...      1  29.94     20  0.00\n",
            "2  0052     富邦科技    101,000      7  ...      1  53.35      1  0.00\n",
            "3  0053     元大電子      5,000      4  ...      4  31.74     20  0.00\n",
            "4  0054   元大台商50     47,000     16  ...      2  20.93     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181118\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,669,001  2,456  ...     69  75.30    312  0.00\n",
            "1  0051  元大中型100     17,100     16  ...      1  29.04      1  0.00\n",
            "2  0052     富邦科技    100,568     10  ...      2  48.50      5  0.00\n",
            "3  0053     元大電子      4,000      3  ...      1  30.76     20  0.00\n",
            "4  0054   元大台商50      3,000      3  ...     20  19.71     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181117\n",
            "added 20181116\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,883,904  2,331  ...     23  76.95    259  0.00\n",
            "1  0051  元大中型100     11,500     12  ...      1  29.81      1  0.00\n",
            "2  0052     富邦科技    108,574     22  ...      1  54.00      1  0.00\n",
            "3  0053     元大電子      8,000      8  ...     20  31.73     20  0.00\n",
            "4  0054   元大台商50      8,000      5  ...      1  20.66     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181115\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,694,368  1,247  ...      5  77.60    212  0.00\n",
            "1  0051  元大中型100      9,000      8  ...      1  29.59      2  0.00\n",
            "2  0052     富邦科技    100,050      6  ...      1  49.22     10  0.00\n",
            "3  0053     元大電子      2,000      2  ...     20  32.02     20  0.00\n",
            "4  0054   元大台商50     15,044      5  ...      1  20.54      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181114\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,293,375  1,626  ...     27  77.35     77  0.00\n",
            "1  0051  元大中型100     32,000     10  ...      5  29.53      1  0.00\n",
            "2  0052     富邦科技    100,000      4  ...      3     --      0  0.00\n",
            "3  0053     元大電子      2,000      2  ...     20  31.87     20  0.00\n",
            "4  0054   元大台商50      5,000      4  ...     20  20.43     14  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181113\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  10,711,869  3,762  ...     16  77.15    211  0.00\n",
            "1  0051  元大中型100      14,106     14  ...     20  29.55     20  0.00\n",
            "2  0052     富邦科技     102,000     10  ...      1  48.85      1  0.00\n",
            "3  0053     元大電子      12,000      8  ...     20  31.86     20  0.00\n",
            "4  0054   元大台商50       6,044      6  ...     20  20.63     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181112\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,133,260  1,628  ...  1,698  78.05    663  0.00\n",
            "1  0051  元大中型100     13,000      9  ...      2  29.49      1  0.00\n",
            "2  0052     富邦科技    101,000     10  ...      1  50.00      1  0.00\n",
            "3  0053     元大電子      7,000      7  ...     20  32.21     20  0.00\n",
            "4  0054   元大台商50      8,000      6  ...     20  20.60      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181111\n",
            "Failed at 20181110\n",
            "added 20181109\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  36,848,011  2,930  ...  2,722  77.85    454  0.00\n",
            "1  0051  元大中型100       5,000      5  ...     21  29.45      5  0.00\n",
            "2  0052     富邦科技     101,000      4  ...      3  49.49      1  0.00\n",
            "3  0053     元大電子      24,000      5  ...     20  32.10     20  0.00\n",
            "4  0054   元大台商50       1,000      1  ...      1  20.67     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181108\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  10,309,985  3,816  ...     18  78.85    566  0.00\n",
            "1  0051  元大中型100       5,010      6  ...      8  29.73     20  0.00\n",
            "2  0052     富邦科技     101,019      7  ...      1  50.25      2  0.00\n",
            "3  0053     元大電子       1,000      1  ...     20  32.54     20  0.00\n",
            "4  0054   元大台商50      37,000     10  ...      1  20.88     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181107\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,194,750  2,594  ...      8  78.40     87  0.00\n",
            "1  0051  元大中型100     11,000     10  ...      1  29.71      1  0.00\n",
            "2  0052     富邦科技    103,000     15  ...      1  53.00      1  0.00\n",
            "3  0053     元大電子      8,000      4  ...     20  32.41      1  0.00\n",
            "4  0054   元大台商50      8,000      4  ...     20  20.85      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181106\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,206,482  2,046  ...      2  78.00    462  0.00\n",
            "1  0051  元大中型100      4,199      6  ...      2  29.23     20  0.00\n",
            "2  0052     富邦科技     95,017     16  ...      2  50.15      1  0.00\n",
            "3  0053     元大電子     10,000      6  ...     20  32.15     20  0.00\n",
            "4  0054   元大台商50     15,000      5  ...      1  20.75     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181105\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,657,750  2,195  ...    331  78.30     33  0.00\n",
            "1  0051  元大中型100     14,582     13  ...      1  29.44      1  0.00\n",
            "2  0052     富邦科技    100,000      6  ...      1  49.95      1  0.00\n",
            "3  0053     元大電子      4,010      5  ...      1  32.54     20  0.00\n",
            "4  0054   元大台商50      4,000      3  ...      1  21.10     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181104\n",
            "Failed at 20181103\n",
            "added 20181102\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,722,329  3,073  ...     28  78.70     88  0.00\n",
            "1  0051  元大中型100     32,000     22  ...     20  29.57      1  0.00\n",
            "2  0052     富邦科技    102,000      5  ...     10  50.20      2  0.00\n",
            "3  0053     元大電子     42,000     16  ...      1  32.67     20  0.00\n",
            "4  0054   元大台商50      2,000      2  ...     20  21.22     19  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181101\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,807,294  3,048  ...     29  78.40     76  0.00\n",
            "1  0051  元大中型100     34,100     25  ...      1  29.26      2  0.00\n",
            "2  0052     富邦科技    135,000     11  ...      2  50.10      1  0.00\n",
            "3  0053     元大電子      5,000      3  ...      1  32.44     20  0.00\n",
            "4  0054   元大台商50     64,000      6  ...     20  21.22      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181031\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,898,224  4,310  ...    134  77.60    108  0.00\n",
            "1  0051  元大中型100     10,236      8  ...     14  28.85      6  0.00\n",
            "2  0052     富邦科技    111,577      8  ...     10  49.34      5  0.00\n",
            "3  0053     元大電子     31,000      9  ...     16  32.25     20  0.00\n",
            "4  0054   元大台商50      4,000      2  ...     20  20.97     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181030\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,119,050  2,313  ...     53  76.00    246  0.00\n",
            "1  0051  元大中型100      8,020      9  ...      1  28.27     20  0.00\n",
            "2  0052     富邦科技     99,295      8  ...     10  47.92     10  0.00\n",
            "3  0053     元大電子      4,010      5  ...     20  31.00      1  0.00\n",
            "4  0054   元大台商50          0      0  ...     20  20.45     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181029\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,883,260  3,121  ...     12  75.80    269  0.00\n",
            "1  0051  元大中型100     22,300     17  ...      1  28.20     17  0.00\n",
            "2  0052     富邦科技    105,000     14  ...      5  47.50      2  0.00\n",
            "3  0053     元大電子     19,000     11  ...     20  31.03     20  0.00\n",
            "4  0054   元大台商50      5,000      5  ...     20  20.43     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181028\n",
            "Failed at 20181027\n",
            "added 20181026\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  17,783,781  6,911  ...     11  75.40    381  0.00\n",
            "1  0051  元大中型100      50,444     31  ...      1  28.34     20  0.00\n",
            "2  0052     富邦科技     104,204     24  ...      1  52.45      1  0.00\n",
            "3  0053     元大電子      22,000      6  ...     20  31.13     20  0.00\n",
            "4  0054   元大台商50      24,000     16  ...      1  20.42     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181025\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  28,935,886  7,121  ...  1,186  75.55     55  0.00\n",
            "1  0051  元大中型100      56,180     46  ...      1  28.36      1  0.00\n",
            "2  0052     富邦科技     101,014     12  ...      1  47.70      4  0.00\n",
            "3  0053     元大電子       7,000      5  ...      1  31.10      5  0.00\n",
            "4  0054   元大台商50       3,000      2  ...      1  20.66     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181024\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  13,002,500  5,533  ...     40  77.45    206  0.00\n",
            "1  0051  元大中型100      45,000     24  ...     20  29.11     20  0.00\n",
            "2  0052     富邦科技     101,000     11  ...      1  49.33     10  0.00\n",
            "3  0053     元大電子       5,000      4  ...      1  32.12     20  0.00\n",
            "4  0054   元大台商50       6,000      6  ...     20  21.00     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181023\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  24,898,392  8,141  ...    463  77.75    201  0.00\n",
            "1  0051  元大中型100      17,952     15  ...      1  29.14     46  0.00\n",
            "2  0052     富邦科技     112,100     15  ...     10  49.33      4  0.00\n",
            "3  0053     元大電子      13,083     12  ...      1  32.10     16  0.00\n",
            "4  0054   元大台商50      12,127     11  ...      3  21.00     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181022\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  12,453,453  3,464  ...    335  79.20     17  0.00\n",
            "1  0051  元大中型100      14,000     12  ...      1  29.54      1  0.00\n",
            "2  0052     富邦科技     101,099      8  ...     10  50.60     10  0.00\n",
            "3  0053     元大電子       7,000      6  ...      3  32.80      1  0.00\n",
            "4  0054   元大台商50       5,000      5  ...      1  21.44     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181021\n",
            "Failed at 20181020\n",
            "added 20181019\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  12,064,036  3,531  ...     14  79.30    476  0.00\n",
            "1  0051  元大中型100      18,000     15  ...     16  29.30      2  0.00\n",
            "2  0052     富邦科技     106,000     10  ...      5  50.45      1  0.00\n",
            "3  0053     元大電子      16,000      8  ...     20  32.45      2  0.00\n",
            "4  0054   元大台商50       5,000      4  ...     20  21.33     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181018\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,988,282  3,397  ...    245  79.15      1  0.00\n",
            "1  0051  元大中型100     13,000     13  ...      1  29.56      1  0.00\n",
            "2  0052     富邦科技     22,116     11  ...      5  50.70      5  0.00\n",
            "3  0053     元大電子      3,000      3  ...      5  32.70      1  0.00\n",
            "4  0054   元大台商50      1,000      1  ...      1  21.43     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181017\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  20,309,037  8,082  ...     54  79.40     76  0.00\n",
            "1  0051  元大中型100      15,100     16  ...      1  29.70     20  0.00\n",
            "2  0052     富邦科技     110,020     18  ...      1  51.30      1  0.00\n",
            "3  0053     元大電子       9,000      8  ...      1  32.94     20  0.00\n",
            "4  0054   元大台商50       6,000      6  ...     20  21.45     18  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181016\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  16,686,645  6,313  ...    564  79.35     14  0.00\n",
            "1  0051  元大中型100      44,353     31  ...      1  29.45      1  0.00\n",
            "2  0052     富邦科技     108,018     21  ...     10  50.55     10  0.00\n",
            "3  0053     元大電子      18,000     18  ...     20  32.70      1  0.00\n",
            "4  0054   元大台商50       2,000      2  ...      1  21.41     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181015\n",
            "   證券代號     證券名稱        成交股數    成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  49,299,658  12,199  ...     12  79.20     85  0.00\n",
            "1  0051  元大中型100      49,921      34  ...      1  29.51     19  0.00\n",
            "2  0052     富邦科技     103,021      11  ...      5  49.58      9  0.00\n",
            "3  0053     元大電子       8,083       9  ...     20  32.30      1  0.00\n",
            "4  0054   元大台商50       7,128       8  ...     20  21.24     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181014\n",
            "Failed at 20181013\n",
            "added 20181012\n",
            "   證券代號     證券名稱        成交股數    成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  23,183,282  11,298  ...    480  80.10     61  0.00\n",
            "1  0051  元大中型100      64,350      41  ...     20  29.57      3  0.00\n",
            "2  0052     富邦科技     125,000      19  ...     11  50.60     10  0.00\n",
            "3  0053     元大電子      45,000      18  ...     20  32.89     20  0.00\n",
            "4  0054   元大台商50      59,000      12  ...     20  21.40     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181011\n",
            "   證券代號     證券名稱        成交股數    成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  68,551,624  29,625  ...     36  77.45    346  0.00\n",
            "1  0051  元大中型100     127,000      92  ...     11  29.03      2  0.00\n",
            "2  0052     富邦科技     121,054      19  ...      1  57.40      2  0.00\n",
            "3  0053     元大電子      36,000      19  ...     20  31.89     24  0.00\n",
            "4  0054   元大台商50      30,000      12  ...     20  20.74      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181010\n",
            "added 20181009\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  20,530,897  9,093  ...    527  83.25     19  0.00\n",
            "1  0051  元大中型100      57,443     40  ...      5  31.10     50  0.00\n",
            "2  0052     富邦科技     100,300     10  ...      2  52.40     11  0.00\n",
            "3  0053     元大電子       6,000      6  ...      2  34.21     20  0.00\n",
            "4  0054   元大台商50      16,000      7  ...      1  22.37     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181008\n",
            "   證券代號     證券名稱        成交股數    成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  46,523,204  16,777  ...     45  83.05  1,096  0.00\n",
            "1  0051  元大中型100      39,270      30  ...      1  31.21     20  0.00\n",
            "2  0052     富邦科技     109,223      23  ...      1  53.15      1  0.00\n",
            "3  0053     元大電子      28,000      15  ...      1  34.29     20  0.00\n",
            "4  0054   元大台商50       1,000       1  ...     20  22.50     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20181007\n",
            "Failed at 20181006\n",
            "added 20181005\n",
            "   證券代號     證券名稱        成交股數    成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  26,744,096  11,367  ...    318  83.45     94  0.00\n",
            "1  0051  元大中型100     145,100      89  ...      1  31.23     20  0.00\n",
            "2  0052     富邦科技     104,060       6  ...      5  53.35      1  0.00\n",
            "3  0053     元大電子       7,000       6  ...      1  34.71     20  0.00\n",
            "4  0054   元大台商50       9,000       9  ...      2  22.47     19  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181004\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,736,968  4,230  ...     56  84.90    263  0.00\n",
            "1  0051  元大中型100     58,100     44  ...     18  32.18     50  0.00\n",
            "2  0052     富邦科技    114,100      8  ...     10  54.40     10  0.00\n",
            "3  0053     元大電子     18,000     12  ...     20  35.47     19  0.00\n",
            "4  0054   元大台商50      6,000      6  ...      2  23.10     19  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181003\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,369,690  1,554  ...    142  86.00     66  0.00\n",
            "1  0051  元大中型100     30,608     29  ...     23  32.52     50  0.00\n",
            "2  0052     富邦科技    104,000      9  ...     21  55.45      1  0.00\n",
            "3  0053     元大電子      4,075      5  ...      1  36.09     20  0.00\n",
            "4  0054   元大台商50     21,115     11  ...      1  23.43     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181002\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,434,332  2,466  ...    438  86.05    220  0.00\n",
            "1  0051  元大中型100     21,000     10  ...      1  32.80      2  0.00\n",
            "2  0052     富邦科技    101,609     11  ...      1  55.15     21  0.00\n",
            "3  0053     元大電子     20,000     11  ...      1  36.16     20  0.00\n",
            "4  0054   元大台商50      4,000      4  ...      1  23.62     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20181001\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,914,234  2,729  ...    382  87.40    728  0.00\n",
            "1  0051  元大中型100      6,000      6  ...      2  32.99      1  0.00\n",
            "2  0052     富邦科技    111,000     13  ...      4  56.25      8  0.00\n",
            "3  0053     元大電子      5,000      5  ...     20  36.60      1  0.00\n",
            "4  0054   元大台商50      4,000      3  ...      2  23.94     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180930\n",
            "Failed at 20180929\n",
            "added 20180928\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  13,202,371  4,328  ...    614  86.95     53  0.00\n",
            "1  0051  元大中型100      43,000     14  ...     18  32.93      2  0.00\n",
            "2  0052     富邦科技     100,000      5  ...     21  56.05     21  0.00\n",
            "3  0053     元大電子      14,000      9  ...      1  36.47     20  0.00\n",
            "4  0054   元大台商50       3,000      3  ...      1  23.84     21  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180927\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  27,800,036  8,114  ...    259  87.35    197  0.00\n",
            "1  0051  元大中型100      10,000      8  ...      1  32.89      1  0.00\n",
            "2  0052     富邦科技     109,397     15  ...      1  56.30      1  0.00\n",
            "3  0053     元大電子      11,000      9  ...     20  36.67     20  0.00\n",
            "4  0054   元大台商50           0      0  ...     20  23.67      5  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180926\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,036,503  2,692  ...    406  86.95    895  0.00\n",
            "1  0051  元大中型100     18,656     20  ...      4  32.96      2  0.00\n",
            "2  0052     富邦科技    106,160     17  ...      2  56.05      1  0.00\n",
            "3  0053     元大電子      9,074      8  ...     22  36.52     23  0.00\n",
            "4  0054   元大台商50      2,114      3  ...     20  23.70     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180925\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,506,252  2,984  ...      2  87.10    188  0.00\n",
            "1  0051  元大中型100     32,061     17  ...     20  33.04     21  0.00\n",
            "2  0052     富邦科技    103,128      9  ...      1  55.90      2  0.00\n",
            "3  0053     元大電子     14,000     13  ...     20  36.48      3  0.00\n",
            "4  0054   元大台商50      4,000      4  ...     20  23.75      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180924\n",
            "Failed at 20180923\n",
            "Failed at 20180922\n",
            "added 20180921\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,370,439  2,626  ...    207  86.85     55  0.00\n",
            "1  0051  元大中型100     18,070     17  ...     20  32.94      1  0.00\n",
            "2  0052     富邦科技    101,254      9  ...      1  55.65      1  0.00\n",
            "3  0053     元大電子      7,000      6  ...      1  36.30      1  0.00\n",
            "4  0054   元大台商50      6,000      4  ...     20  23.64      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180920\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,159,776  1,030  ...      1  85.95      9  0.00\n",
            "1  0051  元大中型100     41,030     16  ...      8  32.79     50  0.00\n",
            "2  0052     富邦科技    103,000      8  ...     19  55.35     21  0.00\n",
            "3  0053     元大電子     13,000     11  ...      1  36.21     20  0.00\n",
            "4  0054   元大台商50     11,000      5  ...      1  23.48     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180919\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,881,627  3,226  ...     15  86.15    262  0.00\n",
            "1  0051  元大中型100     14,170     16  ...      1  32.95      2  0.00\n",
            "2  0052     富邦科技    101,282      6  ...      1  55.50     21  0.00\n",
            "3  0053     元大電子      4,000      2  ...      1  36.30     20  0.00\n",
            "4  0054   元大台商50      2,000      2  ...      1  23.66     21  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180918\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,140,571  2,243  ...    156  85.40    277  0.00\n",
            "1  0051  元大中型100      8,000      8  ...      1  32.84      1  0.00\n",
            "2  0052     富邦科技    101,063     12  ...     23  54.85      1  0.00\n",
            "3  0053     元大電子     17,000     14  ...      1  36.03     20  0.00\n",
            "4  0054   元大台商50      3,000      3  ...     20  23.57     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180917\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,988,960  2,440  ...     98  85.85    220  0.00\n",
            "1  0051  元大中型100     31,000     11  ...      1  32.88      1  0.00\n",
            "2  0052     富邦科技    102,000     15  ...      2  55.40      1  0.00\n",
            "3  0053     元大電子     11,000     11  ...      1  36.55      1  0.00\n",
            "4  0054   元大台商50      2,000      2  ...     20  23.69      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180916\n",
            "Failed at 20180915\n",
            "added 20180914\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,616,375  3,095  ...     89  86.50    254  0.00\n",
            "1  0051  元大中型100     63,200     35  ...      1  32.98      5  0.00\n",
            "2  0052     富邦科技    104,200     15  ...     23  55.75      5  0.00\n",
            "3  0053     元大電子      5,000      4  ...     20  36.72     21  0.00\n",
            "4  0054   元大台商50      3,000      3  ...     20  23.67      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180913\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  20,996,200  9,849  ...    478  84.95    272  0.00\n",
            "1  0051  元大中型100      92,075     66  ...      5  32.57      1  0.00\n",
            "2  0052     富邦科技     102,150      9  ...     21  54.50      1  0.00\n",
            "3  0053     元大電子       9,075     11  ...      1  35.91     20  0.00\n",
            "4  0054   元大台商50       3,117      4  ...      1  23.24     18  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180912\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  18,583,973  7,809  ...    232  85.55    600  0.00\n",
            "1  0051  元大中型100      33,669     34  ...      2  35.40      3  0.00\n",
            "2  0052     富邦科技     108,292     10  ...     21  55.25      1  0.00\n",
            "3  0053     元大電子      13,000      9  ...      1  36.25      3  0.00\n",
            "4  0054   元大台商50      12,000      7  ...     20  23.21      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180911\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  19,525,404  7,801  ...    159  85.65    152  0.00\n",
            "1  0051  元大中型100      28,000     20  ...      1  32.66     20  0.00\n",
            "2  0052     富邦科技     102,100      8  ...      1  55.50      1  0.00\n",
            "3  0053     元大電子      11,000     11  ...      1  36.44     20  0.00\n",
            "4  0054   元大台商50       4,000      4  ...      1  23.34      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180910\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,319,281  2,224  ...     49  86.00    702  0.00\n",
            "1  0051  元大中型100     83,100     47  ...      1  32.31     19  0.00\n",
            "2  0052     富邦科技    106,000     15  ...      2  55.65      1  0.00\n",
            "3  0053     元大電子     21,000     16  ...     20  36.53     18  0.00\n",
            "4  0054   元大台商50      9,000      9  ...      1  23.17     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180909\n",
            "Failed at 20180908\n",
            "added 20180907\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,505,908  1,256  ...     17  86.40     20  0.00\n",
            "1  0051  元大中型100     62,000     28  ...      1  32.92     20  0.00\n",
            "2  0052     富邦科技    104,000     10  ...      4  56.15      1  0.00\n",
            "3  0053     元大電子     18,000     10  ...     20  37.03      1  0.00\n",
            "4  0054   元大台商50      8,000      8  ...      1  23.78     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180906\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,945,889  1,168  ...     75  86.55    190  0.00\n",
            "1  0051  元大中型100      7,234     11  ...      1  33.49     19  0.00\n",
            "2  0052     富邦科技    106,088     15  ...      1  56.30     21  0.00\n",
            "3  0053     元大電子      7,000      7  ...      5  37.30     20  0.00\n",
            "4  0054   元大台商50      9,000      5  ...     20  24.22      5  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180905\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,496,308  1,053  ...     97  87.00    254  0.00\n",
            "1  0051  元大中型100      9,080     10  ...      5  33.70     20  0.00\n",
            "2  0052     富邦科技    104,100     13  ...     26  56.30      1  0.00\n",
            "3  0053     元大電子     16,000      9  ...     20  37.74      5  0.00\n",
            "4  0054   元大台商50     10,000      2  ...      5  24.44     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180904\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,357,725  1,553  ...    208  87.05    637  0.00\n",
            "1  0051  元大中型100      4,589      7  ...     20  33.90      1  0.00\n",
            "2  0052     富邦科技     96,000     12  ...      1  55.65      2  0.00\n",
            "3  0053     元大電子     31,072     10  ...     20  37.44      6  0.00\n",
            "4  0054   元大台商50      1,111      3  ...      5  24.70     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180903\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,670,077  1,852  ...     38  86.50      6  0.00\n",
            "1  0051  元大中型100     10,322     14  ...      1  33.76     25  0.00\n",
            "2  0052     富邦科技    105,153     16  ...      5  55.55      6  0.00\n",
            "3  0053     元大電子     28,000     19  ...      2  37.30      1  0.00\n",
            "4  0054   元大台商50      7,000      7  ...     20  24.59      5  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180902\n",
            "Failed at 20180901\n",
            "added 20180831\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,245,610  2,097  ...      3  86.95    192  0.00\n",
            "1  0051  元大中型100     14,165     11  ...     18  34.10      1  0.00\n",
            "2  0052     富邦科技    105,100     25  ...      1  55.70      1  0.00\n",
            "3  0053     元大電子     11,000     11  ...     20  37.42      1  0.00\n",
            "4  0054   元大台商50      7,000      7  ...     19  24.91      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180830\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,894,177  3,515  ...     59  87.55     26  0.00\n",
            "1  0051  元大中型100     10,510     14  ...      1  34.13      1  0.00\n",
            "2  0052     富邦科技    131,007     34  ...      1  56.55      2  0.00\n",
            "3  0053     元大電子     17,000     13  ...     20  37.85      1  0.00\n",
            "4  0054   元大台商50      5,000      4  ...      1  24.92      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180829\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  13,383,846  4,145  ...  1,108  87.25     15  0.00\n",
            "1  0051  元大中型100      16,145     15  ...      2  34.20      1  0.00\n",
            "2  0052     富邦科技     112,224     23  ...     21  56.05      1  0.00\n",
            "3  0053     元大電子      17,000     16  ...      1  37.81     20  0.00\n",
            "4  0054   元大台商50       2,000      2  ...     20  24.96      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180828\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,288,078  2,833  ...      7  86.25     43  0.00\n",
            "1  0051  元大中型100     12,000     12  ...      1  33.99      1  0.00\n",
            "2  0052     富邦科技    108,018     15  ...      1  55.00      2  0.00\n",
            "3  0053     元大電子     12,000      9  ...      4  37.12      1  0.00\n",
            "4  0054   元大台商50      3,000      3  ...      1  24.84     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180827\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,025,454  1,853  ...    106  85.55    340  0.00\n",
            "1  0051  元大中型100      6,000      6  ...     20  33.55      1  0.00\n",
            "2  0052     富邦科技    111,663     20  ...      5  54.40      1  0.00\n",
            "3  0053     元大電子     37,000     14  ...      1  36.57      1  0.00\n",
            "4  0054   元大台商50     13,000      9  ...     20  24.57      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180826\n",
            "Failed at 20180825\n",
            "added 20180824\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,549,174  810  216,059,090  ...  84.80      7  84.85      3  0.00\n",
            "1  0051  元大中型100      3,000    3       99,970  ...  33.20      1  33.30      1  0.00\n",
            "2  0052     富邦科技    101,000    6    5,433,900  ...  53.50     21  53.85     21  0.00\n",
            "3  0053     元大電子      2,000    2       72,350  ...  36.18      1  36.25     20  0.00\n",
            "4  0054   元大台商50      4,000    4       97,140  ...  24.23     20  24.37     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180823\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,869,236  903  328,564,580  ...  85.05    575  85.10     89  0.00\n",
            "1  0051  元大中型100     11,405    6      381,359  ...  33.43     20  33.59      1  0.00\n",
            "2  0052     富邦科技    105,000   10    5,659,350  ...  53.70     21  53.85      1  0.00\n",
            "3  0053     元大電子      9,000    5      325,350  ...  36.20     20  36.40     20  0.00\n",
            "4  0054   元大台商50      3,000    3       73,140  ...  24.38      2  24.48     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180822\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,545,768  1,156  ...     76  84.65      1  0.00\n",
            "1  0051  元大中型100     26,000      7  ...      1  33.50     20  0.00\n",
            "2  0052     富邦科技    206,208     25  ...     21  53.60     21  0.00\n",
            "3  0053     元大電子      2,000      2  ...      1  36.25     20  0.00\n",
            "4  0054   元大台商50     20,000      1  ...      1  24.42     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180821\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,023,058  1,700  ...     32  84.55    562  0.00\n",
            "1  0051  元大中型100     13,000     10  ...      2  33.39      4  0.00\n",
            "2  0052     富邦科技    101,049      7  ...     22  53.50     21  0.00\n",
            "3  0053     元大電子      4,000      4  ...     20  36.20      1  0.00\n",
            "4  0054   元大台商50     32,000      4  ...     20  24.38      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180820\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,147,996  1,466  ...     51  83.95  1,061  0.00\n",
            "1  0051  元大中型100     16,000     16  ...     20  33.11     20  0.00\n",
            "2  0052     富邦科技    203,307     21  ...     22  53.10     22  0.00\n",
            "3  0053     元大電子      9,000      9  ...     20  36.00     20  0.00\n",
            "4  0054   元大台商50      5,000      5  ...     20  24.29     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180819\n",
            "Failed at 20180818\n",
            "added 20180817\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,640,039  1,655  ...    117  83.65     23  0.00\n",
            "1  0051  元大中型100     10,020      9  ...      3  33.29     17  0.00\n",
            "2  0052     富邦科技    207,000     18  ...      3  52.90      5  0.00\n",
            "3  0053     元大電子     11,000      9  ...      3  36.02     20  0.00\n",
            "4  0054   元大台商50     57,000     10  ...      3  24.29     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180816\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,532,542  1,957  ...     38  83.80    575  0.00\n",
            "1  0051  元大中型100    102,000     23  ...      4  33.34      7  0.00\n",
            "2  0052     富邦科技    216,000     22  ...      3  53.10      3  0.00\n",
            "3  0053     元大電子     15,000     12  ...      1  36.04     23  0.00\n",
            "4  0054   元大台商50     32,000     10  ...      3  24.27      3  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180815\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,279,671  2,778  ...     12  83.75  1,021  0.00\n",
            "1  0051  元大中型100     22,217     21  ...      3  33.30      1  0.00\n",
            "2  0052     富邦科技    202,200     21  ...      3  53.40      3  0.00\n",
            "3  0053     元大電子     12,000     12  ...      1  36.11     23  0.00\n",
            "4  0054   元大台商50      7,000      5  ...      3  24.22     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180814\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,243,205  1,082  ...      3  84.55     51  0.00\n",
            "1  0051  元大中型100     14,945     17  ...     20  33.70      1  0.00\n",
            "2  0052     富邦科技    203,019     24  ...      3  53.95      2  0.00\n",
            "3  0053     元大電子     11,000      9  ...     20  36.39      3  0.00\n",
            "4  0054   元大台商50     28,000      8  ...     20  24.47      3  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180813\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,284,934  3,154  ...     19  83.95    142  0.00\n",
            "1  0051  元大中型100     29,200     22  ...      3  33.48      3  0.00\n",
            "2  0052     富邦科技    209,100     26  ...      3  53.45      3  0.00\n",
            "3  0053     元大電子     45,000     26  ...      1  36.38     17  0.00\n",
            "4  0054   元大台商50     82,000     15  ...     20  24.31      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180812\n",
            "Failed at 20180811\n",
            "added 20180810\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,279,917  717  109,887,403  ...  85.65     41  85.70    478  0.00\n",
            "1  0051  元大中型100     11,000   11      376,710  ...  34.14      4  34.19     19  0.00\n",
            "2  0052     富邦科技    119,110   22    6,500,928  ...  54.40      2  54.55      3  0.00\n",
            "3  0053     元大電子      3,000    3      112,470  ...  37.31      3  37.37     20  0.00\n",
            "4  0054   元大台商50     13,000    5      323,790  ...  24.86      3  24.92     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180809\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,631,789  860  140,409,677  ...  86.10     20  86.15    358  0.00\n",
            "1  0051  元大中型100      9,000    5      308,890  ...  34.26      1  34.32      3  0.00\n",
            "2  0052     富邦科技    106,000   11    5,851,700  ...  54.85     21  55.00      3  0.00\n",
            "3  0053     元大電子      2,000    2       75,040  ...  37.61      3  37.67     20  0.00\n",
            "4  0054   元大台商50     34,000   12      847,530  ...  24.84     20  24.92      3  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180808\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,074,984  1,274  ...    177  86.20     55  0.00\n",
            "1  0051  元大中型100     10,396     10  ...     21  34.46      5  0.00\n",
            "2  0052     富邦科技    225,000     24  ...     18  55.10      2  0.00\n",
            "3  0053     元大電子      5,000      5  ...      2  37.74      3  0.00\n",
            "4  0054   元大台商50     46,000      6  ...      3  25.01      3  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180807\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,199,281  893  102,654,664  ...  85.45     12  85.50    364  0.00\n",
            "1  0051  元大中型100     10,000    6      342,110  ...  34.16     18  34.30      3  0.00\n",
            "2  0052     富邦科技    209,054   24   11,454,766  ...  54.35     15  54.55      3  0.00\n",
            "3  0053     元大電子     11,000    6      410,940  ...  37.31      3  37.40     20  0.00\n",
            "4  0054   元大台商50      3,000    3       75,000  ...  24.98     20  25.02      3  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180806\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,424,671  1,169  ...      1  85.75      7  0.00\n",
            "1  0051  元大中型100     28,172     13  ...      9  34.35      1  0.00\n",
            "2  0052     富邦科技    114,038     21  ...      2  55.35     24  0.00\n",
            "3  0053     元大電子     19,000      9  ...     20  37.35      1  0.00\n",
            "4  0054   元大台商50     20,000      6  ...      3  24.93     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180805\n",
            "Failed at 20180804\n",
            "added 20180803\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,225,166  661  104,806,018  ...  85.50     52  85.55     21  0.00\n",
            "1  0051  元大中型100      8,198    7      280,262  ...  34.09     19  34.19      3  0.00\n",
            "2  0052     富邦科技    107,000   16    5,888,800  ...  54.80     22  55.05      1  0.00\n",
            "3  0053     元大電子      5,000    4      187,460  ...  37.36      1  37.48      1  0.00\n",
            "4  0054   元大台商50     42,000    5    1,039,380  ...  24.73     20  24.80      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180802\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,774,950  1,255  ...    257  84.95     28  0.00\n",
            "1  0051  元大中型100     15,000     10  ...      4  34.23     20  0.00\n",
            "2  0052     富邦科技    106,350     25  ...     21  54.70      1  0.00\n",
            "3  0053     元大電子     27,000      9  ...      1  37.32     20  0.00\n",
            "4  0054   元大台商50    105,000     17  ...      1  24.69      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180801\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,012,507  1,507  ...    114  86.15     26  0.00\n",
            "1  0051  元大中型100     11,062     11  ...     20  34.46      1  0.00\n",
            "2  0052     富邦科技    163,947     42  ...     20  55.55      1  0.00\n",
            "3  0053     元大電子     13,000     10  ...      1  37.86     21  0.00\n",
            "4  0054   元大台商50     19,000     15  ...     20  25.17      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180731\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,739,663  1,056  ...     36  85.55    249  0.00\n",
            "1  0051  元大中型100     13,000      7  ...     14  34.08      1  0.00\n",
            "2  0052     富邦科技    103,988     23  ...     35  54.60      1  0.00\n",
            "3  0053     元大電子     42,000      4  ...     20  37.49      2  0.00\n",
            "4  0054   元大台商50    110,000     23  ...      1  25.05     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180730\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,230,410  1,179  ...    510  85.55     90  0.00\n",
            "1  0051  元大中型100     14,000     10  ...      1  34.02      1  0.00\n",
            "2  0052     富邦科技    101,100     10  ...      1  54.70      4  0.00\n",
            "3  0053     元大電子     14,000      6  ...     20  37.63      1  0.00\n",
            "4  0054   元大台商50     33,000     12  ...      1  25.28     21  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180729\n",
            "Failed at 20180728\n",
            "added 20180727\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,947,118  1,942  ...    185  85.70     46  0.00\n",
            "1  0051  元大中型100     17,000     17  ...     21  34.20      1  0.00\n",
            "2  0052     富邦科技    109,500     19  ...      1  54.65      1  0.00\n",
            "3  0053     元大電子     21,000     15  ...     20  37.72      1  0.00\n",
            "4  0054   元大台商50     53,000     17  ...     20  25.27      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180726\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,471,170  2,884  ...     72  85.05     18  0.00\n",
            "1  0051  元大中型100     12,000     10  ...     20  33.90      1  0.00\n",
            "2  0052     富邦科技    106,216     18  ...      3  54.00      1  0.00\n",
            "3  0053     元大電子     21,000      8  ...     20  37.28      2  0.00\n",
            "4  0054   元大台商50      5,000      4  ...     20  24.97      9  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180725\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,352,201  1,862  ...    688  84.75     72  0.00\n",
            "1  0051  元大中型100     28,000      8  ...     21  33.80      2  0.00\n",
            "2  0052     富邦科技    108,010     22  ...     35  53.70      2  0.00\n",
            "3  0053     元大電子     12,000     11  ...     20  37.20      1  0.00\n",
            "4  0054   元大台商50      1,000      1  ...     20  24.82      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180724\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,116,814  2,053  ...    926  84.70    151  0.00\n",
            "1  0051  元大中型100     56,406     16  ...     19  33.62      2  0.00\n",
            "2  0052     富邦科技    102,001     14  ...    100  53.70      1  0.00\n",
            "3  0053     元大電子     72,000     10  ...     20  37.04      1  0.00\n",
            "4  0054   元大台商50     49,000     11  ...     20  24.83      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180723\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,504,472  2,543  ...     59  84.60    137  0.00\n",
            "1  0051  元大中型100      7,000      4  ...     19  33.48      1  0.00\n",
            "2  0052     富邦科技    103,652     17  ...      1  53.80      1  0.00\n",
            "3  0053     元大電子     35,000     12  ...     20  37.06      1  0.00\n",
            "4  0054   元大台商50      7,000      7  ...     20  24.46      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180722\n",
            "Failed at 20180721\n",
            "added 20180720\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  18,403,370  5,400  ...    204  84.65     80  0.00\n",
            "1  0051  元大中型100      26,000     16  ...     20  33.50      1  0.00\n",
            "2  0052     富邦科技     167,104     32  ...    100  53.35      1  0.00\n",
            "3  0053     元大電子      43,000     29  ...     20  37.00      2  0.00\n",
            "4  0054   元大台商50      48,000     10  ...     20  24.35      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180719\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  13,217,661  3,471  ...    389  83.35     29  0.00\n",
            "1  0051  元大中型100       9,020      6  ...      1  33.70      1  0.00\n",
            "2  0052     富邦科技     102,348     12  ...      1  52.05      2  0.00\n",
            "3  0053     元大電子       1,000      1  ...      1  36.43     20  0.00\n",
            "4  0054   元大台商50      20,000      1  ...     20  24.61      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180718\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  13,174,455  6,528  ...    103  83.10    204  0.00\n",
            "1  0051  元大中型100      31,005     13  ...     20  33.71      1  0.00\n",
            "2  0052     富邦科技     104,039     13  ...      1  51.70      1  0.00\n",
            "3  0053     元大電子      19,000     10  ...      1  36.33     20  0.00\n",
            "4  0054   元大台商50      31,000     12  ...      1  24.58      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180717\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,992,751  949  247,259,857  ...  82.55     41  82.60     11  0.00\n",
            "1  0051  元大中型100      8,040    9      269,316  ...  33.40      1  33.41      1  0.00\n",
            "2  0052     富邦科技    101,000   15    5,199,000  ...  51.40      1  51.60      2  0.00\n",
            "3  0053     元大電子      6,000    6      217,140  ...  36.14      2  36.20     20  0.00\n",
            "4  0054   元大台商50     48,000    6    1,165,600  ...  24.20     20  24.26      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180716\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,332,432  1,945  ...     14  83.05      1  0.00\n",
            "1  0051  元大中型100     28,020      8  ...     20  33.49      1  0.00\n",
            "2  0052     富邦科技    108,200     24  ...      2  51.85      1  0.00\n",
            "3  0053     元大電子     27,000      7  ...     20  36.33      1  0.00\n",
            "4  0054   元大台商50     24,000      5  ...     20  24.39     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180715\n",
            "Failed at 20180714\n",
            "added 20180713\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  13,661,779  4,818  ...     18  83.40    663  0.00\n",
            "1  0051  元大中型100     123,601     28  ...     18  33.45      1  0.00\n",
            "2  0052     富邦科技     111,000     12  ...      1  51.50      2  0.00\n",
            "3  0053     元大電子      31,000     10  ...     20  36.36      3  0.00\n",
            "4  0054   元大台商50      25,000      6  ...     20  24.48     22  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180712\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,882,846  2,051  ...     13  82.65    189  0.00\n",
            "1  0051  元大中型100     26,250      8  ...     20  33.06     48  0.00\n",
            "2  0052     富邦科技    103,020     32  ...      2  51.20     62  0.00\n",
            "3  0053     元大電子     12,000     11  ...      1  36.01     20  0.00\n",
            "4  0054   元大台商50      2,000      2  ...     20  24.18      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180711\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,899,069  1,081  ...     15  81.70     48  0.00\n",
            "1  0051  元大中型100    107,000      9  ...      1  32.66     48  0.00\n",
            "2  0052     富邦科技    102,119      7  ...      1  50.70      1  0.00\n",
            "3  0053     元大電子     43,000      5  ...      1  35.65     20  0.00\n",
            "4  0054   元大台商50     22,000      4  ...     20  23.90     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180710\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,913,802  2,340  ...    754  82.50    719  0.00\n",
            "1  0051  元大中型100     15,260     21  ...     20  32.78      2  0.00\n",
            "2  0052     富邦科技    102,000      9  ...     11  50.95      1  0.00\n",
            "3  0053     元大電子     22,000     22  ...     20  35.95      1  0.00\n",
            "4  0054   元大台商50     14,000      5  ...     20  24.15     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180709\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,040,778  2,919  ...    156  82.25    110  0.00\n",
            "1  0051  元大中型100     33,000     14  ...      1  32.34      1  0.00\n",
            "2  0052     富邦科技    106,080     15  ...      1  50.90      2  0.00\n",
            "3  0053     元大電子     71,000     12  ...     20  35.73      1  0.00\n",
            "4  0054   元大台商50     64,000      7  ...     20  23.96      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180708\n",
            "Failed at 20180707\n",
            "added 20180706\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,351,492  1,679  ...     65  81.00    141  0.00\n",
            "1  0051  元大中型100    154,000     36  ...      5  32.48      1  0.00\n",
            "2  0052     富邦科技    136,051     33  ...      1  50.30      1  0.00\n",
            "3  0053     元大電子     28,000      8  ...     20  35.16      1  0.00\n",
            "4  0054   元大台商50    230,000     21  ...     20  23.61      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180705\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,119,082  1,163  ...     53  80.75      4  0.00\n",
            "1  0051  元大中型100     11,196     12  ...      1  32.93      1  0.00\n",
            "2  0052     富邦科技    103,000      6  ...      2  49.70      1  0.00\n",
            "3  0053     元大電子     29,000      7  ...      1  35.05     20  0.00\n",
            "4  0054   元大台商50     64,000      7  ...      1  23.61     21  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180704\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,746,449  720  142,005,065  ...  81.35    342  81.40      7  0.00\n",
            "1  0051  元大中型100      3,000    3       98,910  ...  32.85      1  32.97      1  0.00\n",
            "2  0052     富邦科技    101,189   12    5,052,600  ...  49.87      1  50.00      1  0.00\n",
            "3  0053     元大電子      2,000    2       70,990  ...  35.36     20  35.49      1  0.00\n",
            "4  0054   元大台商50      1,000    1       23,970  ...  23.88     20  23.98     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180703\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,023,687  1,445  ...     51  81.15    304  0.00\n",
            "1  0051  元大中型100     42,438      8  ...      1  33.04      1  0.00\n",
            "2  0052     富邦科技    103,028     10  ...      1  49.78      1  0.00\n",
            "3  0053     元大電子     23,000     12  ...     20  35.36      1  0.00\n",
            "4  0054   元大台商50     69,000     12  ...     20  23.87     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180702\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,175,628  1,476  ...     20  81.10      6  0.00\n",
            "1  0051  元大中型100     26,000     13  ...     20  33.12      9  0.00\n",
            "2  0052     富邦科技     99,508     12  ...      1  49.84      1  0.00\n",
            "3  0053     元大電子     10,000      9  ...     20  35.53      1  0.00\n",
            "4  0054   元大台商50     23,000      4  ...     20  24.12      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180701\n",
            "Failed at 20180630\n",
            "added 20180629\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,584,213  3,155  ...    557  81.50    136  0.00\n",
            "1  0051  元大中型100      9,000      4  ...     15  33.25     20  0.00\n",
            "2  0052     富邦科技     43,000     10  ...      1  50.10      1  0.00\n",
            "3  0053     元大電子     25,000      7  ...      1  35.66     20  0.00\n",
            "4  0054   元大台商50     10,000     10  ...     21  24.13     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180628\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  12,064,020  4,165  ...    127  80.10    228  0.00\n",
            "1  0051  元大中型100      72,000     10  ...      1  32.81     20  0.00\n",
            "2  0052     富邦科技      47,300     16  ...      1  49.40      5  0.00\n",
            "3  0053     元大電子       9,000      4  ...      1  35.03     20  0.00\n",
            "4  0054   元大台商50      25,000      6  ...      1  23.55     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180627\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,308,049  3,764  ...      6  80.45    325  0.00\n",
            "1  0051  元大中型100     17,000     11  ...      1  33.08     18  0.00\n",
            "2  0052     富邦科技     45,000     14  ...      1  49.85      1  0.00\n",
            "3  0053     元大電子     48,000     10  ...      1  35.18     20  0.00\n",
            "4  0054   元大台商50     23,000      3  ...      2  23.70     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180626\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  16,434,141  7,473  ...     99  80.70    317  0.00\n",
            "1  0051  元大中型100      18,200     16  ...     20  33.06      1  0.00\n",
            "2  0052     富邦科技      61,000     22  ...    100  50.50      1  0.00\n",
            "3  0053     元大電子      10,000     10  ...      1  35.27      8  0.00\n",
            "4  0054   元大台商50      20,000     13  ...     20  23.71      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180625\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,993,181  3,482  ...    437  80.90    229  0.00\n",
            "1  0051  元大中型100     22,408     16  ...     20  33.15      1  0.00\n",
            "2  0052     富邦科技     82,300     37  ...      2  50.15      1  0.00\n",
            "3  0053     元大電子     10,000      5  ...     20  35.53      8  0.00\n",
            "4  0054   元大台商50      5,000      3  ...     21  23.65      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180624\n",
            "Failed at 20180623\n",
            "added 20180622\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,482,461  2,708  ...     26  81.15    986  0.00\n",
            "1  0051  元大中型100     35,100     22  ...      2  33.27      8  0.00\n",
            "2  0052     富邦科技     41,000      7  ...      3  51.30      2  0.00\n",
            "3  0053     元大電子     13,000      7  ...      3  35.70      8  0.00\n",
            "4  0054   元大台商50      9,000      9  ...      1  23.75      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180621\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,134,851  1,305  ...    239  81.25    388  0.00\n",
            "1  0051  元大中型100      8,000      8  ...      1  33.70      7  0.00\n",
            "2  0052     富邦科技     42,000      5  ...      2  51.50      1  0.00\n",
            "3  0053     元大電子      6,000      6  ...      2  35.93      7  0.00\n",
            "4  0054   元大台商50      3,000      3  ...      2  24.04      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180620\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,866,995  4,099  ...      1  81.50      4  0.00\n",
            "1  0051  元大中型100     30,000     25  ...     20  33.68      8  0.00\n",
            "2  0052     富邦科技     44,358      9  ...      1  51.50      1  0.00\n",
            "3  0053     元大電子     11,000     11  ...     20  35.95      1  0.00\n",
            "4  0054   元大台商50     62,000     24  ...     20  24.08      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180619\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,994,238  2,728  ...     55  80.60     29  0.00\n",
            "1  0051  元大中型100      8,100      8  ...      1  34.02      8  0.00\n",
            "2  0052     富邦科技     57,019     17  ...      1  51.75      1  0.00\n",
            "3  0053     元大電子     11,000     11  ...     20  35.95      7  0.00\n",
            "4  0054   元大台商50      5,000      5  ...     20  24.19      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180618\n",
            "Failed at 20180617\n",
            "Failed at 20180616\n",
            "added 20180615\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,862,122  1,377  ...    475  82.00    513  0.00\n",
            "1  0051  元大中型100     20,085      6  ...      4  34.40      8  0.00\n",
            "2  0052     富邦科技     44,070     13  ...      1  51.90      1  0.00\n",
            "3  0053     元大電子      6,000      5  ...      2  36.45      1  0.00\n",
            "4  0054   元大台商50     10,000      4  ...     20  24.70      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180614\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,564,268  1,517  ...     59  81.75    271  0.00\n",
            "1  0051  元大中型100      5,100      7  ...      5  34.22      8  0.00\n",
            "2  0052     富邦科技     43,000     12  ...      1  51.65      1  0.00\n",
            "3  0053     元大電子      7,000      7  ...     20  36.36      7  0.00\n",
            "4  0054   元大台商50     10,000      5  ...     20  24.62      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180613\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,668,145  1,475  ...    231  83.05     60  0.00\n",
            "1  0051  元大中型100     17,577     12  ...      1  34.51      6  0.00\n",
            "2  0052     富邦科技     67,414     16  ...      1  52.20     96  0.00\n",
            "3  0053     元大電子      8,090      9  ...     20  37.00      1  0.00\n",
            "4  0054   元大台商50      6,000      6  ...     20  24.98      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180612\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,243,224  697  184,469,445  ...  82.45     15  82.50    391  0.00\n",
            "1  0051  元大中型100     15,000   13      518,910  ...  34.49     20  34.59      1  0.00\n",
            "2  0052     富邦科技     53,000    8    2,743,500  ...  51.75      2  52.05      1  0.00\n",
            "3  0053     元大電子     10,000    8      364,680  ...  36.56     20  36.72      8  0.00\n",
            "4  0054   元大台商50      3,000    3       74,770  ...  24.89     20  24.99      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180611\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,264,375  838  269,605,262  ...  82.65     21  82.70     29  0.00\n",
            "1  0051  元大中型100      8,228    9      285,105  ...  34.58     20  34.72      9  0.00\n",
            "2  0052     富邦科技     40,000    4    2,084,000  ...  51.70      1  52.10      2  0.00\n",
            "3  0053     元大電子     17,000   10      621,130  ...  36.61     20  36.70      1  0.00\n",
            "4  0054   元大台商50     20,000   10      500,780  ...  25.04     19  25.15      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180610\n",
            "Failed at 20180609\n",
            "added 20180608\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,469,539  980  287,811,322  ...  82.55    106  82.60     19  0.00\n",
            "1  0051  元大中型100     15,500    8      540,570  ...  34.56      1  34.69      8  0.00\n",
            "2  0052     富邦科技     43,000    8    2,242,400  ...  51.85      1  52.25      2  0.00\n",
            "3  0053     元大電子     14,000    9      514,350  ...  36.53     20  36.69      8  0.00\n",
            "4  0054   元大台商50     28,000    7      709,350  ...  25.07      1  25.17      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180607\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,704,318  1,499  ...    202  83.50    252  0.00\n",
            "1  0051  元大中型100     44,060     19  ...     13  34.92      2  0.00\n",
            "2  0052     富邦科技     42,733     11  ...      2  52.50      1  0.00\n",
            "3  0053     元大電子    121,000     14  ...     20  37.00      1  0.00\n",
            "4  0054   元大台商50     99,000     27  ...      3  25.50      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180606\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,398,322  2,988  ...    789  83.30     74  0.00\n",
            "1  0051  元大中型100     21,300     19  ...     20  34.75      1  0.00\n",
            "2  0052     富邦科技     97,145     16  ...     59  52.65      1  0.00\n",
            "3  0053     元大電子     17,000     10  ...     20  36.80      1  0.00\n",
            "4  0054   元大台商50     30,000     18  ...     19  25.08      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180605\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,695,921  1,361  ...     75  82.55     24  0.00\n",
            "1  0051  元大中型100     12,211     10  ...      1  34.37      1  0.00\n",
            "2  0052     富邦科技     45,104     18  ...      1  52.00      2  0.00\n",
            "3  0053     元大電子      4,000      4  ...     20  36.50      2  0.00\n",
            "4  0054   元大台商50      6,000      4  ...     20  24.73      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180604\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,081,064  2,675  ...    456  82.65     56  0.00\n",
            "1  0051  元大中型100     36,105     16  ...     20  34.25      3  0.00\n",
            "2  0052     富邦科技     43,000     10  ...      1  52.35      1  0.00\n",
            "3  0053     元大電子     25,000     18  ...      1  36.56      8  0.00\n",
            "4  0054   元大台商50     22,000     15  ...     15  24.82      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180603\n",
            "Failed at 20180602\n",
            "added 20180601\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,848,694  818  150,141,515  ...  81.30     15  81.35      8  0.00\n",
            "1  0051  元大中型100     12,121   14      409,683  ...  33.90     20  33.95      1  0.00\n",
            "2  0052     富邦科技     57,030    9    2,926,743  ...  51.45      9  51.65      2  0.00\n",
            "3  0053     元大電子     30,000    9    1,069,960  ...  35.82      3  35.95      8  0.00\n",
            "4  0054   元大台商50      3,000    3       72,560  ...  24.28     20  24.40      9  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180531\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,605,922  733  129,628,697  ...  80.75    116  80.80     17  0.00\n",
            "1  0051  元大中型100      4,041    5      136,384  ...  33.71     19  33.72      1  0.00\n",
            "2  0052     富邦科技     42,000    5    2,148,300  ...  51.15      1  51.25      1  0.00\n",
            "3  0053     元大電子      4,000    4      142,520  ...  35.57      1  35.66      8  0.00\n",
            "4  0054   元大台商50      8,000    6      193,730  ...  24.01     20  24.13      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180530\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,177,819  3,017  ...     18  80.45    196  0.00\n",
            "1  0051  元大中型100     25,000      8  ...     19  33.55      2  0.00\n",
            "2  0052     富邦科技      4,100      5  ...      1  57.10      1  0.00\n",
            "3  0053     元大電子     30,000     11  ...      1  35.57      8  0.00\n",
            "4  0054   元大台商50     30,000      9  ...     20  24.25      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180529\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,388,540  580  113,427,981  ...  81.80      3  81.85    141  0.00\n",
            "1  0051  元大中型100     10,000    6      339,720  ...  33.81     20  33.97      5  0.00\n",
            "2  0052     富邦科技      6,020    7      312,734  ...  51.70      1  52.15      1  0.00\n",
            "3  0053     元大電子     31,000    7    1,112,610  ...  35.88     20  36.06      8  0.00\n",
            "4  0054   元大台商50      1,000    1       24,490  ...  24.44     20  24.56      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180528\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,940,383  1,601  ...     11  82.20     15  0.00\n",
            "1  0051  元大中型100      9,030     10  ...     19  33.89      2  0.00\n",
            "2  0052     富邦科技     11,116     12  ...      2  52.20     11  0.00\n",
            "3  0053     元大電子     14,000      9  ...     20  36.07      1  0.00\n",
            "4  0054   元大台商50     33,000     14  ...     20  24.49      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180527\n",
            "Failed at 20180526\n",
            "added 20180525\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,115,748  1,454  ...      2  81.90     10  0.00\n",
            "1  0051  元大中型100      9,000      3  ...     14  33.73      1  0.00\n",
            "2  0052     富邦科技      4,000      4  ...      1  52.45      1  0.00\n",
            "3  0053     元大電子     43,000      5  ...     20  35.90      1  0.00\n",
            "4  0054   元大台商50     26,000     12  ...     20  24.22      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180524\n",
            "   證券代號     證券名稱       成交股數 成交筆數        成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,135,324  460  92,525,577  ...  81.55    624  81.60     13  0.00\n",
            "1  0051  元大中型100     11,117   10     373,036  ...  33.61     19  33.67      1  0.00\n",
            "2  0052     富邦科技      2,000    2     104,400  ...  51.95      1  52.35      1  0.00\n",
            "3  0053     元大電子     22,000    2     782,880  ...  35.55     21  35.64      1  0.00\n",
            "4  0054   元大台商50     23,051    7     550,008  ...  23.89     20  23.91      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180523\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,124,373  663  173,329,337  ...  81.35     29  81.40    101  0.00\n",
            "1  0051  元大中型100      3,403    7      115,055  ...  33.45     20  33.62      8  0.00\n",
            "2  0052     富邦科技      5,201    7      272,261  ...  52.15      2  52.30      9  0.00\n",
            "3  0053     元大電子     11,000    7      391,900  ...  35.51      1  35.59      8  0.00\n",
            "4  0054   元大台商50     29,000   11      694,700  ...  23.80      1  23.89      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180522\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,837,449  834  150,711,615  ...  81.75     13  81.80    223  0.00\n",
            "1  0051  元大中型100     10,250   11      345,544  ...  33.65     19  33.70      1  0.00\n",
            "2  0052     富邦科技      3,000    3      157,400  ...  52.10      1  52.30      1  0.00\n",
            "3  0053     元大電子     43,000   12    1,540,590  ...  35.78     12  35.79      1  0.00\n",
            "4  0054   元大台商50      6,000    6      145,360  ...  24.11     20  24.23     13  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180521\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,889,661  1,717  ...     83  82.05    412  0.00\n",
            "1  0051  元大中型100     18,000     16  ...     20  33.50      3  0.00\n",
            "2  0052     富邦科技      9,300     12  ...      1  52.25      1  0.00\n",
            "3  0053     元大電子    114,000     14  ...      1  35.65      1  0.00\n",
            "4  0054   元大台商50     28,000      9  ...     20  24.18      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180520\n",
            "Failed at 20180519\n",
            "added 20180518\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,360,712  1,051  ...     86  80.95     75  0.00\n",
            "1  0051  元大中型100      4,050      5  ...     20  33.10      1  0.00\n",
            "2  0052     富邦科技      8,053     10  ...      1  51.50      1  0.00\n",
            "3  0053     元大電子      3,000      3  ...     10  35.13      8  0.00\n",
            "4  0054   元大台商50     12,000      6  ...     21  23.80      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180517\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,940,778  1,009  ...     49  81.25    135  0.00\n",
            "1  0051  元大中型100     28,050     10  ...     20  33.15      1  0.00\n",
            "2  0052     富邦科技     11,010     12  ...      1  52.00      1  0.00\n",
            "3  0053     元大電子     10,000      8  ...      1  35.24      8  0.00\n",
            "4  0054   元大台商50      9,000      3  ...      1  23.80      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180516\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,293,601  2,922  ...      1  81.75    339  0.00\n",
            "1  0051  元大中型100      6,084     10  ...     20  33.19      9  0.00\n",
            "2  0052     富邦科技     22,375     21  ...      3  52.40      8  0.00\n",
            "3  0053     元大電子     40,000     13  ...      1  35.58      8  0.00\n",
            "4  0054   元大台商50     55,000      6  ...      1  24.08     20  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180515\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,222,482  2,449  ...     35  81.65    104  0.00\n",
            "1  0051  元大中型100      5,571      9  ...     20  33.16      8  0.00\n",
            "2  0052     富邦科技     10,000      9  ...      3  52.45      2  0.00\n",
            "3  0053     元大電子     17,000      6  ...     10  35.65      8  0.00\n",
            "4  0054   元大台商50      3,000      3  ...      1  24.25      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180514\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  17,197,686  6,171  ...     41  82.55    163  0.00\n",
            "1  0051  元大中型100      27,000     21  ...     50  33.29      8  0.00\n",
            "2  0052     富邦科技       8,087      8  ...      2  53.05      1  0.00\n",
            "3  0053     元大電子      11,000     10  ...     50  35.95      8  0.00\n",
            "4  0054   元大台商50      22,000     10  ...     50  24.26      4  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180513\n",
            "Failed at 20180512\n",
            "added 20180511\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  17,654,297  6,364  ...    449  81.65     47  0.00\n",
            "1  0051  元大中型100      11,705     11  ...     50  32.78      1  0.00\n",
            "2  0052     富邦科技      30,640     32  ...      1  53.05      1  0.00\n",
            "3  0053     元大電子       9,000      6  ...      1  35.52     11  0.00\n",
            "4  0054   元大台商50      15,000      7  ...     50  23.82      9  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180510\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,977,304  3,239  ...    212  80.65    183  0.00\n",
            "1  0051  元大中型100      9,606     11  ...     49  32.60      1  0.00\n",
            "2  0052     富邦科技      3,074      4  ...      1  52.15      1  0.00\n",
            "3  0053     元大電子     16,000      9  ...     50  35.10      1  0.00\n",
            "4  0054   元大台商50     38,000      7  ...     50  23.65      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180509\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,359,022  1,914  ...    221  80.45      9  0.00\n",
            "1  0051  元大中型100      5,000      5  ...     50  32.43      2  0.00\n",
            "2  0052     富邦科技      6,367      9  ...      1  51.85      1  0.00\n",
            "3  0053     元大電子     34,000      7  ...     10  35.05      8  0.00\n",
            "4  0054   元大台商50      1,000      1  ...     50  23.38      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180508\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,352,116  2,272  ...    703  80.00     15  0.00\n",
            "1  0051  元大中型100      6,150      6  ...      1  32.15      8  0.00\n",
            "2  0052     富邦科技     11,000     11  ...      1  51.65      1  0.00\n",
            "3  0053     元大電子     11,000      9  ...     10  34.89     10  0.00\n",
            "4  0054   元大台商50     36,000      9  ...      1  23.37      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180507\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,858,382  1,752  ...     62  79.50    700  0.00\n",
            "1  0051  元大中型100     16,110      9  ...     41  33.80      1  0.00\n",
            "2  0052     富邦科技     20,010     17  ...      1  51.20     10  0.00\n",
            "3  0053     元大電子    127,000     16  ...     10  34.62      8  0.00\n",
            "4  0054   元大台商50      3,000      3  ...     50  23.32      2  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180506\n",
            "Failed at 20180505\n",
            "added 20180504\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,475,423  1,860  ...     44  78.95    401  0.00\n",
            "1  0051  元大中型100      4,000      4  ...      3  31.90      1  0.00\n",
            "2  0052     富邦科技     23,251     25  ...      1  51.15      1  0.00\n",
            "3  0053     元大電子    115,000     14  ...      2  34.28      8  0.00\n",
            "4  0054   元大台商50      6,000      3  ...     50  22.97      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180503\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,823,434  4,248  ...    599  78.55    420  0.00\n",
            "1  0051  元大中型100      3,312      4  ...      1  32.00      1  0.00\n",
            "2  0052     富邦科技      2,000      2  ...      1  52.80      2  0.00\n",
            "3  0053     元大電子     10,000     10  ...      1  34.05      8  0.00\n",
            "4  0054   元大台商50     15,000      8  ...     50  22.81      9  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180502\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,513,498  2,584  ...    195  79.45     11  0.00\n",
            "1  0051  元大中型100     12,000     11  ...     51  32.27      1  0.00\n",
            "2  0052     富邦科技     21,288     21  ...      1  53.50      6  0.00\n",
            "3  0053     元大電子      4,000      3  ...      1  34.37      1  0.00\n",
            "4  0054   元大台商50     18,000      4  ...     50  23.09      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180501\n",
            "added 20180430\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,516,983  2,677  ...    114  80.00    131  0.00\n",
            "1  0051  元大中型100     12,065     10  ...      1  32.10      1  0.00\n",
            "2  0052     富邦科技      5,300      7  ...      2  53.85      2  0.00\n",
            "3  0053     元大電子     24,000     12  ...     50  35.00      1  0.00\n",
            "4  0054   元大台商50     26,010      8  ...      1  23.22      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180429\n",
            "Failed at 20180428\n",
            "added 20180427\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  12,395,611  4,730  ...     27  79.20    126  0.00\n",
            "1  0051  元大中型100      12,000      9  ...     10  32.12      1  0.00\n",
            "2  0052     富邦科技       4,000      4  ...      2  53.40      1  0.00\n",
            "3  0053     元大電子       6,000      6  ...      1  34.20      1  0.00\n",
            "4  0054   元大台商50       2,000      2  ...      1  23.19      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180426\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  16,485,778  6,863  ...      9  79.10     29  0.00\n",
            "1  0051  元大中型100      21,040     15  ...      1  31.87      1  0.00\n",
            "2  0052     富邦科技      12,010      9  ...      2  53.65      4  0.00\n",
            "3  0053     元大電子      11,000      8  ...      1  34.49      1  0.00\n",
            "4  0054   元大台商50      26,000      9  ...      1  23.08      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180425\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  16,460,997  7,679  ...    174  79.30    106  0.00\n",
            "1  0051  元大中型100      11,000      2  ...      1  32.20      1  0.00\n",
            "2  0052     富邦科技       7,061      8  ...      1  53.85      5  0.00\n",
            "3  0053     元大電子      10,000      7  ...      4  34.56      1  0.00\n",
            "4  0054   元大台商50      19,000      6  ...      1  24.30      3  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180424\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  16,867,787  6,924  ...     52  79.65     11  0.00\n",
            "1  0051  元大中型100       9,411     10  ...      1  32.45      1  0.00\n",
            "2  0052     富邦科技       3,162      4  ...      2  54.70      1  0.00\n",
            "3  0053     元大電子      11,000      9  ...      1  34.73      7  0.00\n",
            "4  0054   元大台商50      28,000     10  ...      1  23.25      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180423\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  10,624,780  5,274  ...    786  79.95    616  0.00\n",
            "1  0051  元大中型100      34,000      9  ...     10  32.70      1  0.00\n",
            "2  0052     富邦科技       6,070      8  ...      5  54.65      1  0.00\n",
            "3  0053     元大電子      16,000     10  ...      8  35.27     10  0.00\n",
            "4  0054   元大台商50      12,000      3  ...      1  23.62      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180422\n",
            "Failed at 20180421\n",
            "added 20180420\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,017,715  3,705  ...     40  80.80    971  0.00\n",
            "1  0051  元大中型100     13,000      5  ...      5  33.15      4  0.00\n",
            "2  0052     富邦科技      4,050      5  ...      5  54.95      1  0.00\n",
            "3  0053     元大電子     16,000     11  ...     12  35.30      7  0.00\n",
            "4  0054   元大台商50     43,000      9  ...     10  23.84      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180419\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,461,269  1,200  ...    200  82.65     29  0.00\n",
            "1  0051  元大中型100     12,005     10  ...     50  33.20     10  0.00\n",
            "2  0052     富邦科技      1,017      2  ...     50  56.80      1  0.00\n",
            "3  0053     元大電子     11,000      7  ...      1  36.43     20  0.00\n",
            "4  0054   元大台商50     41,051      7  ...      1  24.10      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180418\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,739,837  1,306  ...      6  81.60    137  0.00\n",
            "1  0051  元大中型100      5,196      6  ...     50  33.00      4  0.00\n",
            "2  0052     富邦科技      3,000      3  ...     49  56.00      3  0.00\n",
            "3  0053     元大電子      7,000      7  ...     50  35.94      8  0.00\n",
            "4  0054   元大台商50     93,000     20  ...      5  24.00      4  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180417\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,325,040  2,223  ...    202  81.45     25  0.00\n",
            "1  0051  元大中型100     56,002     13  ...     50  33.10      3  0.00\n",
            "2  0052     富邦科技      4,000      3  ...     50  55.75      3  0.00\n",
            "3  0053     元大電子      9,000      7  ...     10  36.02     10  0.00\n",
            "4  0054   元大台商50      3,000      3  ...     50  23.95      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180416\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  1,809,198  761  148,796,053  ...  82.30     26  82.35      1  0.00\n",
            "1  0051  元大中型100     21,127   19      699,901  ...  33.18      9  33.22      2  0.00\n",
            "2  0052     富邦科技     12,202   10      690,941  ...  56.40      2  56.65      2  0.00\n",
            "3  0053     元大電子      5,000    4      181,010  ...  36.20      2  36.40      2  0.00\n",
            "4  0054   元大台商50      4,000    4       95,860  ...  24.04     50  24.26      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180415\n",
            "Failed at 20180414\n",
            "added 20180413\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,982,732  792  246,303,554  ...  82.50     11  82.55    128  0.00\n",
            "1  0051  元大中型100    143,384   31    4,749,338  ...  32.93     49  33.23     12  0.00\n",
            "2  0052     富邦科技      2,000    2      114,100  ...  56.65      3  57.05      2  0.00\n",
            "3  0053     元大電子      2,000    2       72,920  ...  36.21     10  36.47     10  0.00\n",
            "4  0054   元大台商50      2,001    3       47,953  ...  23.85     50  24.05      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180412\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,591,573  1,267  ...      5  82.50      6  0.00\n",
            "1  0051  元大中型100     18,102     10  ...      1  32.90      1  0.00\n",
            "2  0052     富邦科技      7,110      7  ...      3  56.70      1  0.00\n",
            "3  0053     元大電子      7,000      3  ...     50  36.31     10  0.00\n",
            "4  0054   元大台商50      1,000      1  ...     50  24.04      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180411\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,603,653  1,252  ...    147  82.85     31  0.00\n",
            "1  0051  元大中型100      6,000      6  ...     51  32.84     10  0.00\n",
            "2  0052     富邦科技      1,000      1  ...      3  57.40      1  0.00\n",
            "3  0053     元大電子      3,000      3  ...     50  36.55     10  0.00\n",
            "4  0054   元大台商50      2,000      2  ...      1  24.06      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180410\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,860,497  1,039  ...    188  82.60     14  0.00\n",
            "1  0051  元大中型100    215,005     11  ...      2  32.61      1  0.00\n",
            "2  0052     富邦科技      3,069      5  ...      3  57.05      1  0.00\n",
            "3  0053     元大電子      7,000      7  ...      1  36.43     11  0.00\n",
            "4  0054   元大台商50      2,000      2  ...     50  24.00      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180409\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,401,430  1,167  ...      7  82.25    133  0.00\n",
            "1  0051  元大中型100     10,226     13  ...     49  32.57      8  0.00\n",
            "2  0052     富邦科技     14,050     14  ...      3  56.65      2  0.00\n",
            "3  0053     元大電子     42,002     10  ...      2  36.39     10  0.00\n",
            "4  0054   元大台商50         26      3  ...     50  23.98      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180408\n",
            "Failed at 20180407\n",
            "Failed at 20180406\n",
            "Failed at 20180405\n",
            "Failed at 20180404\n",
            "added 20180403\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,187,523  2,624  ...    211  81.55    370  0.00\n",
            "1  0051  元大中型100      4,499      8  ...     50  32.31      1  0.00\n",
            "2  0052     富邦科技      2,000      2  ...      2  62.60      1  0.00\n",
            "3  0053     元大電子      4,000      4  ...     50  36.10      1  0.00\n",
            "4  0054   元大台商50      2,000      2  ...     51  23.82      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180402\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,737,299  1,099  ...     22  82.25     80  0.00\n",
            "1  0051  元大中型100      7,001      7  ...      1  32.60      1  0.00\n",
            "2  0052     富邦科技      2,087      3  ...      2  56.95      2  0.00\n",
            "3  0053     元大電子      1,000      1  ...     10  36.70      4  0.00\n",
            "4  0054   元大台商50          0      0  ...      1  24.50      3  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180401\n",
            "added 20180331\n",
            "   證券代號     證券名稱     成交股數 成交筆數        成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  878,295  495  72,801,339  ...  82.80     11  82.95      7  0.00\n",
            "1  0051  元大中型100        0    0           0  ...  32.32     50  32.50      1  0.00\n",
            "2  0052     富邦科技    2,000    2     113,800  ...  56.80      1  56.95      3  0.00\n",
            "3  0053     元大電子    2,000    2      73,060  ...  36.45     10  36.78     11  0.00\n",
            "4  0054   元大台商50    1,000    1      23,960  ...  23.83     50  23.96      4  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180330\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,994,090  1,285  ...     75  82.90     49  0.00\n",
            "1  0051  元大中型100      5,531      8  ...      1  32.40      1  0.00\n",
            "2  0052     富邦科技      5,010      5  ...      2  56.55      1  0.00\n",
            "3  0053     元大電子      4,000      3  ...      1     --      0  0.00\n",
            "4  0054   元大台商50     32,000      3  ...      1  24.18      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180329\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,099,855  1,127  ...     20  82.10     96  0.00\n",
            "1  0051  元大中型100      4,000      3  ...     50  32.32      3  0.00\n",
            "2  0052     富邦科技      7,500      8  ...      1  56.65      1  0.00\n",
            "3  0053     元大電子      1,000      1  ...      1     --      0  0.00\n",
            "4  0054   元大台商50          0      0  ...     50  24.08      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180328\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,161,192  1,306  ...    216  82.25     39  0.00\n",
            "1  0051  元大中型100     10,020      8  ...      3  32.32      5  0.00\n",
            "2  0052     富邦科技      1,000      1  ...      2  56.55      1  0.00\n",
            "3  0053     元大電子      4,000      4  ...      4  36.49     10  0.00\n",
            "4  0054   元大台商50    311,000     11  ...     50  24.07      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180327\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,277,568  1,015  ...     19  83.40    190  0.00\n",
            "1  0051  元大中型100     40,000      9  ...      2  32.50      8  0.00\n",
            "2  0052     富邦科技      7,016     15  ...      2  57.55      1  0.00\n",
            "3  0053     元大電子      3,000      3  ...      4  36.90      1  0.00\n",
            "4  0054   元大台商50      3,050      4  ...     50  24.06      5  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180326\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,369,122  1,837  ...    287  82.20      1  0.00\n",
            "1  0051  元大中型100      6,000      5  ...      1  32.07     19  0.00\n",
            "2  0052     富邦科技      8,000      3  ...      1  56.10      2  0.00\n",
            "3  0053     元大電子     34,000      7  ...      2  36.28      2  0.00\n",
            "4  0054   元大台商50          0      0  ...     50  23.93      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180325\n",
            "Failed at 20180324\n",
            "added 20180323\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,259,738  2,816  ...     40  82.10    958  0.00\n",
            "1  0051  元大中型100     28,364      9  ...     25  31.85      1  0.00\n",
            "2  0052     富邦科技      5,000      5  ...      3  56.20      8  0.00\n",
            "3  0053     元大電子      7,000      7  ...      3  37.11      9  0.00\n",
            "4  0054   元大台商50     12,021      4  ...     50  23.95      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180322\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,429,925  1,608  ...    684  83.60     16  0.00\n",
            "1  0051  元大中型100     19,000     16  ...     46  32.67      1  0.00\n",
            "2  0052     富邦科技      2,000      2  ...      1  57.45      1  0.00\n",
            "3  0053     元大電子     10,119      8  ...      4  37.27      1  0.00\n",
            "4  0054   元大台商50     13,000     10  ...     50  24.48      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180321\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,891,527  2,337  ...      5  83.85     64  0.00\n",
            "1  0051  元大中型100     14,000     13  ...      1  32.61      1  0.00\n",
            "2  0052     富邦科技      2,000      2  ...      1  57.70      2  0.00\n",
            "3  0053     元大電子     42,000     10  ...     50  37.10      1  0.00\n",
            "4  0054   元大台商50          0      0  ...     50  24.57      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180320\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,895,350  1,019  ...    306  83.80      6  0.00\n",
            "1  0051  元大中型100     11,000      8  ...     50  32.36      1  0.00\n",
            "2  0052     富邦科技      1,000      1  ...      1  57.70      2  0.00\n",
            "3  0053     元大電子      4,000      3  ...     50  37.16      5  0.00\n",
            "4  0054   元大台商50      4,000      4  ...     50  24.46      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180319\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,035,534  892  170,676,406  ...  83.80    557  83.85     12  0.00\n",
            "1  0051  元大中型100      1,302    4       42,787  ...  32.31     50  32.40      3  0.00\n",
            "2  0052     富邦科技      8,093   11      467,070  ...  57.50      1  57.75      4  0.00\n",
            "3  0053     元大電子     16,000    7      592,920  ...  37.08     50  37.09      9  0.00\n",
            "4  0054   元大台商50     13,000    5      316,340  ...  24.32     50  24.54      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180318\n",
            "Failed at 20180317\n",
            "added 20180316\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,510,671  1,652  ...      4  83.90     43  0.00\n",
            "1  0051  元大中型100     84,680     19  ...     50  32.56      1  0.00\n",
            "2  0052     富邦科技     36,314     31  ...      1  57.80      9  0.00\n",
            "3  0053     元大電子      3,000      3  ...     50  37.34      8  0.00\n",
            "4  0054   元大台商50     60,005      3  ...     50  24.55      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180315\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,506,898  1,533  ...      6  84.25    625  0.00\n",
            "1  0051  元大中型100      6,000      5  ...     49  32.47      1  0.00\n",
            "2  0052     富邦科技      3,051      4  ...      1  57.95      1  0.00\n",
            "3  0053     元大電子      7,000      5  ...     50  37.19      1  0.00\n",
            "4  0054   元大台商50     10,000      5  ...     50  24.57      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180314\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,415,928  1,373  ...     13  84.30    580  0.00\n",
            "1  0051  元大中型100     24,000     16  ...      1  32.46      6  0.00\n",
            "2  0052     富邦科技     28,000     20  ...      1  58.00      1  0.00\n",
            "3  0053     元大電子      4,000      4  ...     50  37.19      4  0.00\n",
            "4  0054   元大台商50     18,000      9  ...     51  24.52      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180313\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  9,837,435  3,126  ...      2  84.95    149  0.00\n",
            "1  0051  元大中型100     24,393     24  ...     50  32.39      2  0.00\n",
            "2  0052     富邦科技      4,319      5  ...      1  58.50      1  0.00\n",
            "3  0053     元大電子      4,000      4  ...     50  37.45     23  0.00\n",
            "4  0054   元大台商50      2,000      2  ...      1  24.63      6  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180312\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  8,752,324  2,942  ...     11  84.20     49  0.00\n",
            "1  0051  元大中型100     24,450     19  ...     41  32.15      3  0.00\n",
            "2  0052     富邦科技      2,011      3  ...      1  57.60      1  0.00\n",
            "3  0053     元大電子     12,000      6  ...     50  37.04     10  0.00\n",
            "4  0054   元大台商50      6,000      6  ...     50  24.59      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180311\n",
            "Failed at 20180310\n",
            "added 20180309\n",
            "   證券代號     證券名稱       成交股數 成交筆數         成交金額  ... 最後揭示買價 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,832,064  986  234,740,002  ...  82.85    131  82.90     18  0.00\n",
            "1  0051  元大中型100     18,000    7      571,930  ...  31.72     50  31.80      1  0.00\n",
            "2  0052     富邦科技      3,000    2      171,300  ...  57.00      1  57.30      1  0.00\n",
            "3  0053     元大電子     38,282    7    1,399,294  ...  36.49     50  36.83      8  0.00\n",
            "4  0054   元大台商50          0    0            0  ...  23.96     50  24.18      9  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180308\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,232,583  1,396  ...     30  82.75    283  0.00\n",
            "1  0051  元大中型100      6,148      6  ...     50  31.80      2  0.00\n",
            "2  0052     富邦科技      3,030      3  ...      1  57.10      3  0.00\n",
            "3  0053     元大電子     21,000     10  ...     50  36.66      8  0.00\n",
            "4  0054   元大台商50          0      0  ...      3  24.05      9  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180307\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  2,619,161  1,029  ...    131  81.80    152  0.00\n",
            "1  0051  元大中型100     23,145      7  ...     48  31.64      8  0.00\n",
            "2  0052     富邦科技      5,000      4  ...      1  56.30      1  0.00\n",
            "3  0053     元大電子      3,000      3  ...      2  36.25      8  0.00\n",
            "4  0054   元大台商50     12,000      3  ...     50  23.96      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180306\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  5,732,204  1,756  ...    488  82.15      1  0.00\n",
            "1  0051  元大中型100      6,421      9  ...      1  31.49      8  0.00\n",
            "2  0052     富邦科技     17,000      8  ...      1  56.60      1  0.00\n",
            "3  0053     元大電子      5,000      5  ...     50  36.20      8  0.00\n",
            "4  0054   元大台商50      5,000      5  ...     51  24.00      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180305\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,723,757  1,223  ...    560  80.75      2  0.00\n",
            "1  0051  元大中型100      4,645      8  ...      1  32.00      5  0.00\n",
            "2  0052     富邦科技      3,020      3  ...      2  55.50      1  0.00\n",
            "3  0053     元大電子     16,000      6  ...      4  35.87      1  0.00\n",
            "4  0054   元大台商50      2,000      2  ...      4  25.06      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180304\n",
            "Failed at 20180303\n",
            "added 20180302\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  6,262,361  2,846  ...      3  81.15    474  0.00\n",
            "1  0051  元大中型100      8,000      2  ...     43  31.56      3  0.00\n",
            "2  0052     富邦科技      6,000      6  ...      2  55.70      1  0.00\n",
            "3  0053     元大電子     19,000      8  ...      1  35.79      8  0.00\n",
            "4  0054   元大台商50      1,000      1  ...     50  23.92      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180301\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  4,344,220  2,554  ...     42  81.75    455  0.00\n",
            "1  0051  元大中型100     16,050     11  ...      5  31.82      1  0.00\n",
            "2  0052     富邦科技      3,000      3  ...      1  56.40      1  0.00\n",
            "3  0053     元大電子      2,000      2  ...      1  36.60      1  0.00\n",
            "4  0054   元大台商50          0      0  ...      4  25.03      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180228\n",
            "added 20180227\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  7,663,746  2,037  ...      8  82.35    185  0.00\n",
            "1  0051  元大中型100     10,700     10  ...      2  32.00      5  0.00\n",
            "2  0052     富邦科技      6,087      7  ...      1  56.90      1  0.00\n",
            "3  0053     元大電子      7,000      7  ...      2  36.44      1  0.00\n",
            "4  0054   元大台商50      5,000      5  ...     10  24.15      5  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180226\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,289,207  1,380  ...     81  82.40    486  0.00\n",
            "1  0051  元大中型100      6,000      3  ...      1  31.79      8  0.00\n",
            "2  0052     富邦科技     17,000     11  ...      4  56.95      1  0.00\n",
            "3  0053     元大電子      3,000      3  ...      1  36.09      1  0.00\n",
            "4  0054   元大台商50      8,000      3  ...     50  24.00     16  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180225\n",
            "Failed at 20180224\n",
            "added 20180223\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,779,316  1,793  ...     35  82.00     97  0.00\n",
            "1  0051  元大中型100     13,525     10  ...      1  31.50      1  0.00\n",
            "2  0052     富邦科技      2,000      2  ...      1  58.60      1  0.00\n",
            "3  0053     元大電子     13,000      6  ...     50  35.78      1  0.00\n",
            "4  0054   元大台商50     17,000      5  ...     50  23.76      5  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180222\n",
            "   證券代號     證券名稱       成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  3,749,910  1,744  ...     20  81.00    676  0.00\n",
            "1  0051  元大中型100     18,090     14  ...      1  31.14      1  0.00\n",
            "2  0052     富邦科技     11,000     11  ...      1  58.90      1  0.00\n",
            "3  0053     元大電子     11,000      5  ...     50  35.58      8  0.00\n",
            "4  0054   元大台商50      9,000      5  ...     50  23.55      1  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "added 20180221\n",
            "   證券代號     證券名稱        成交股數   成交筆數  ... 最後揭示買量 最後揭示賣價 最後揭示賣量   本益比\n",
            "0  0050   元大台灣50  11,646,085  4,541  ...     23  81.55     12  0.00\n",
            "1  0051  元大中型100       8,810     11  ...      2  31.14      3  0.00\n",
            "2  0052     富邦科技      21,272     23  ...      1  58.45      1  0.00\n",
            "3  0053     元大電子       7,000      5  ...      2  35.81      8  0.00\n",
            "4  0054   元大台商50      11,000      6  ...      3  23.75      8  0.00\n",
            "\n",
            "[5 rows x 16 columns]\n",
            "Failed at 20180220\n",
            "Failed at 20180219\n",
            "Failed at 20180218\n",
            "Failed at 20180217\n",
            "Failed at 20180216\n",
            "Failed at 20180215\n",
            "Failed at 20180214\n",
            "Failed at 20180213\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "error",
          "ename": "KeyboardInterrupt",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-37-9663907c2849>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0mtargetDate\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2019\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m11\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mstocks\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcrawl_n_days\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtargetDate\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m''\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtargetDate\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mdatetime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2008\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdays\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
            "\u001b[0;32m<ipython-input-23-8ef30a92faf8>\u001b[0m in \u001b[0;36mcrawl_n_days\u001b[0;34m(iniDate, n)\u001b[0m\n\u001b[1;32m     22\u001b[0m     \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     23\u001b[0m       \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Failed at {}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mparseDate\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m     \u001b[0mtime\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msleep\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     25\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     26\u001b[0m   \u001b[0;32mreturn\u001b[0m \u001b[0mdfs\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CPYgkNsu5OvO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "94bdb8c7-52ea-4168-b9b1-15ed0830b6a0"
      },
      "source": [
        "ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\u001b[0m\u001b[01;34mdrive\u001b[0m/  \u001b[01;34msample_data\u001b[0m/\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zIWYP_OzToNV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "for key in stocks.keys():\n",
        "  stocks[key].to_csv(str(key)+'.csv')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GVfpl6_7WDYS",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "mv *.csv drive/My\\ Drive/股票/每日歷史紀錄"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}