投資：分類2015近辺ver.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pylab as plt\n",
    "import seaborn as sns\n",
    "import copy\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6040</th>\n",
       "      <td>1995-01-02</td>\n",
       "      <td>99.55</td>\n",
       "      <td>100.40</td>\n",
       "      <td>99.55</td>\n",
       "      <td>100.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6041</th>\n",
       "      <td>1995-01-03</td>\n",
       "      <td>100.21</td>\n",
       "      <td>100.68</td>\n",
       "      <td>100.00</td>\n",
       "      <td>100.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6042</th>\n",
       "      <td>1995-01-04</td>\n",
       "      <td>100.65</td>\n",
       "      <td>101.45</td>\n",
       "      <td>100.55</td>\n",
       "      <td>101.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6043</th>\n",
       "      <td>1995-01-05</td>\n",
       "      <td>101.31</td>\n",
       "      <td>101.35</td>\n",
       "      <td>100.75</td>\n",
       "      <td>100.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6044</th>\n",
       "      <td>1995-01-06</td>\n",
       "      <td>100.85</td>\n",
       "      <td>101.39</td>\n",
       "      <td>100.80</td>\n",
       "      <td>101.30</td>\n",
       "    </tr>\n",
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      "text/plain": [
       "            Date    Open    High     Low   Close\n",
       "6040  1995-01-02   99.55  100.40   99.55  100.14\n",
       "6041  1995-01-03  100.21  100.68  100.00  100.65\n",
       "6042  1995-01-04  100.65  101.45  100.55  101.31\n",
       "6043  1995-01-05  101.31  101.35  100.75  100.90\n",
       "6044  1995-01-06  100.85  101.39  100.80  101.30"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_dir = \"./\"\n",
    "data = pd.read_csv(data_dir + \"USDJPY_d2.csv\")\n",
    "data.loc['6300'] = ['2019-04-08','111.721','111.760','111.284','111.489']\n",
    "data.loc['6301'] = ['2019-04-09','111.489','111.580','110.980','111.147']\n",
    "data.loc['6302'] = ['2019-04-10','111.147','111.282','110.845','111.012']\n",
    "data.loc['6303'] = ['2019-04-11','111.012','110.69','110.908','111.012']\n",
    "data.loc['6304'] = ['2019-04-12','111.665','112.094','111.586','112.020']\n",
    "data.loc['6305'] = ['2019-04-15','112.020','112.096','111.890','112.038']\n",
    "data.loc['6306'] = ['2019-04-16','112.038','112.048','111.847','112.014']\n",
    "data.tail() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data2 = np.array(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 5日移動平均線の追加\n",
    "data2 = np.c_[data2, np.zeros((len(data2),1))] # 列の追加\n",
    "ave_day = 5\n",
    "for i in range(ave_day, len(data2)):\n",
    "    tmp =data2[i-ave_day+1:i+1,4].astype(np.float) \n",
    "    data2[i,5] = np.mean(tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 25日移動平均線の追加\n",
    "data2 = np.c_[data2, np.zeros((len(data2),1))]\n",
    "ave_day = 25\n",
    "for i in range(ave_day, len(data2)):\n",
    "    tmp =data2[i-ave_day+1:i+1,4].astype(np.float)\n",
    "    data2[i,6] = np.mean(tmp)\n",
    "\n",
    "# 75日移動平均線の追加\n",
    "data2 = np.c_[data2, np.zeros((len(data2),1))] \n",
    "ave_day = 75\n",
    "for i in range(ave_day, len(data2)):\n",
    "    tmp =data2[i-ave_day+1:i+1,4].astype(np.float)\n",
    "    data2[i,7] = np.mean(tmp)\n",
    "    \n",
    "# 200日移動平均線の追加\n",
    "data2 = np.c_[data2, np.zeros((len(data2),1))]\n",
    "ave_day = 200\n",
    "for i in range(ave_day, len(data2)):\n",
    "    tmp =data2[i-ave_day+1:i+1,4].astype(np.float)\n",
    "    data2[i,8] = np.mean(tmp)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 一目均衡表の追加\n",
    "para1 =9\n",
    "para2 = 26\n",
    "para3 = 52\n",
    "\n",
    "# 転換線 = （過去(para1)日間の高値 + 安値） ÷ 2\n",
    "data2 = np.c_[data2, np.zeros((len(data2),1))] # 列の追加\n",
    "for i in range(para1, len(data2)):\n",
    "    tmp_high =data2[i-para1+1:i+1,2].astype(np.float)\n",
    "    tmp_low =data2[i-para1+1:i+1,3].astype(np.float)\n",
    "    data2[i,9] = (np.max(tmp_high) + np.min(tmp_low)) / 2 \n",
    "    \n",
    "# 基準線 = （過去(para2)日間の高値 + 安値） ÷ 2\n",
    "data2 = np.c_[data2, np.zeros((len(data2),1))]\n",
    "for i in range(para2, len(data2)):\n",
    "    tmp_high =data2[i-para2+1:i+1,2].astype(np.float)\n",
    "    tmp_low =data2[i-para2+1:i+1,3].astype(np.float)\n",
    "    data2[i,10] = (np.max(tmp_high) + np.min(tmp_low)) / 2 \n",
    "\n",
    "# 先行スパン1 = ｛ （転換値+基準値） ÷ 2 ｝を(para2)日先にずらしたもの\n",
    "data2 = np.c_[data2, np.zeros((len(data2),1))]\n",
    "for i in range(0, len(data2)-para2):\n",
    "    tmp =(data2[i,9] + data2[i,10]) / 2 \n",
    "    data2[i+para2,11] = tmp\n",
    "\n",
    "\n",
    "# 先行スパン2 = ｛ （過去(para3)日間の高値+安値） ÷ 2 ｝を(para2)日先にずらしたもの\n",
    "data2 = np.c_[data2, np.zeros((len(data2),1))]\n",
    "for i in range(para3, len(data2)-para2):\n",
    "    tmp_high =data2[i-para3+1:i+1,2].astype(np.float)\n",
    "    tmp_low =data2[i-para3+1:i+1,3].astype(np.float)\n",
    "    data2[i+para2,12] = (np.max(tmp_high) + np.min(tmp_low)) / 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 25日ボリンジャーバンド（±1, 2シグマ）の追加\n",
    "parab = 25\n",
    "data2 = np.c_[data2, np.zeros((len(data2),4))] \n",
    "for i in range(parab, len(data2)):\n",
    "    tmp = data2[i-parab+1:i+1,4].astype(np.float)\n",
    "    data2[i,13] = np.mean(tmp) + 1.0* np.std(tmp) \n",
    "    data2[i,14] = np.mean(tmp) - 1.0* np.std(tmp) \n",
    "    data2[i,15] = np.mean(tmp) + 2.0* np.std(tmp) \n",
    "    data2[i,16] = np.mean(tmp) - 2.0* np.std(tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1995-01-02</td>\n",
       "      <td>99.55</td>\n",
       "      <td>100.4</td>\n",
       "      <td>99.55</td>\n",
       "      <td>100.14</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1995-01-03</td>\n",
       "      <td>100.21</td>\n",
       "      <td>100.68</td>\n",
       "      <td>100</td>\n",
       "      <td>100.65</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1995-01-04</td>\n",
       "      <td>100.65</td>\n",
       "      <td>101.45</td>\n",
       "      <td>100.55</td>\n",
       "      <td>101.31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1995-01-05</td>\n",
       "      <td>101.31</td>\n",
       "      <td>101.35</td>\n",
       "      <td>100.75</td>\n",
       "      <td>100.9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1995-01-06</td>\n",
       "      <td>100.85</td>\n",
       "      <td>101.39</td>\n",
       "      <td>100.8</td>\n",
       "      <td>101.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1995-01-09</td>\n",
       "      <td>101.25</td>\n",
       "      <td>101.35</td>\n",
       "      <td>99.6</td>\n",
       "      <td>99.92</td>\n",
       "      <td>100.816</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1995-01-10</td>\n",
       "      <td>99.96</td>\n",
       "      <td>100.43</td>\n",
       "      <td>99.8</td>\n",
       "      <td>100.06</td>\n",
       "      <td>100.698</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1995-01-11</td>\n",
       "      <td>100</td>\n",
       "      <td>100.2</td>\n",
       "      <td>99.45</td>\n",
       "      <td>99.99</td>\n",
       "      <td>100.434</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1995-01-12</td>\n",
       "      <td>100.06</td>\n",
       "      <td>100.18</td>\n",
       "      <td>98.57</td>\n",
       "      <td>98.62</td>\n",
       "      <td>99.978</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1995-01-13</td>\n",
       "      <td>98.7</td>\n",
       "      <td>99.07</td>\n",
       "      <td>98.25</td>\n",
       "      <td>98.55</td>\n",
       "      <td>99.428</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1995-01-16</td>\n",
       "      <td>98.56</td>\n",
       "      <td>98.8</td>\n",
       "      <td>97.97</td>\n",
       "      <td>98.4</td>\n",
       "      <td>99.124</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1995-01-17</td>\n",
       "      <td>98.39</td>\n",
       "      <td>99.28</td>\n",
       "      <td>98.39</td>\n",
       "      <td>99.11</td>\n",
       "      <td>98.934</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.68</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1995-01-18</td>\n",
       "      <td>99.05</td>\n",
       "      <td>99.75</td>\n",
       "      <td>98.75</td>\n",
       "      <td>99.69</td>\n",
       "      <td>98.874</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.68</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1995-01-19</td>\n",
       "      <td>99.55</td>\n",
       "      <td>100.02</td>\n",
       "      <td>98.6</td>\n",
       "      <td>99.06</td>\n",
       "      <td>98.962</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.66</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1995-01-20</td>\n",
       "      <td>99.1</td>\n",
       "      <td>99.65</td>\n",
       "      <td>98.94</td>\n",
       "      <td>99.37</td>\n",
       "      <td>99.126</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1995-01-23</td>\n",
       "      <td>99.38</td>\n",
       "      <td>100.21</td>\n",
       "      <td>99.3</td>\n",
       "      <td>99.73</td>\n",
       "      <td>99.392</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1995-01-24</td>\n",
       "      <td>99.78</td>\n",
       "      <td>99.87</td>\n",
       "      <td>99.15</td>\n",
       "      <td>99.73</td>\n",
       "      <td>99.516</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1995-01-25</td>\n",
       "      <td>99.68</td>\n",
       "      <td>99.78</td>\n",
       "      <td>99.12</td>\n",
       "      <td>99.5</td>\n",
       "      <td>99.478</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1995-01-26</td>\n",
       "      <td>99.49</td>\n",
       "      <td>99.68</td>\n",
       "      <td>99.15</td>\n",
       "      <td>99.38</td>\n",
       "      <td>99.542</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.09</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1995-01-27</td>\n",
       "      <td>99.39</td>\n",
       "      <td>99.63</td>\n",
       "      <td>99</td>\n",
       "      <td>99.37</td>\n",
       "      <td>99.542</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1995-01-30</td>\n",
       "      <td>99.34</td>\n",
       "      <td>99.35</td>\n",
       "      <td>98.1</td>\n",
       "      <td>98.4</td>\n",
       "      <td>99.276</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.155</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1995-01-31</td>\n",
       "      <td>98.41</td>\n",
       "      <td>99.75</td>\n",
       "      <td>98.35</td>\n",
       "      <td>99.55</td>\n",
       "      <td>99.24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.155</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1995-02-01</td>\n",
       "      <td>99.53</td>\n",
       "      <td>99.63</td>\n",
       "      <td>98.8</td>\n",
       "      <td>99.19</td>\n",
       "      <td>99.178</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.155</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1995-02-02</td>\n",
       "      <td>99.21</td>\n",
       "      <td>99.75</td>\n",
       "      <td>99</td>\n",
       "      <td>99.4</td>\n",
       "      <td>99.182</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.155</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1995-02-03</td>\n",
       "      <td>99.4</td>\n",
       "      <td>99.85</td>\n",
       "      <td>99.17</td>\n",
       "      <td>99.8</td>\n",
       "      <td>99.268</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98.985</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1995-02-06</td>\n",
       "      <td>99.72</td>\n",
       "      <td>99.72</td>\n",
       "      <td>99.05</td>\n",
       "      <td>99.32</td>\n",
       "      <td>99.452</td>\n",
       "      <td>99.612</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98.975</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.389</td>\n",
       "      <td>98.8354</td>\n",
       "      <td>101.165</td>\n",
       "      <td>98.0587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1995-02-07</td>\n",
       "      <td>99.35</td>\n",
       "      <td>99.5</td>\n",
       "      <td>99.03</td>\n",
       "      <td>99.46</td>\n",
       "      <td>99.434</td>\n",
       "      <td>99.5644</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98.975</td>\n",
       "      <td>99.71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.312</td>\n",
       "      <td>98.8169</td>\n",
       "      <td>101.059</td>\n",
       "      <td>98.0695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1995-02-08</td>\n",
       "      <td>99.43</td>\n",
       "      <td>99.46</td>\n",
       "      <td>98.65</td>\n",
       "      <td>98.91</td>\n",
       "      <td>99.378</td>\n",
       "      <td>99.4684</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98.975</td>\n",
       "      <td>99.71</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>100.135</td>\n",
       "      <td>98.8015</td>\n",
       "      <td>100.802</td>\n",
       "      <td>98.1346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1995-02-09</td>\n",
       "      <td>98.91</td>\n",
       "      <td>99.13</td>\n",
       "      <td>98.6</td>\n",
       "      <td>98.88</td>\n",
       "      <td>99.274</td>\n",
       "      <td>99.3876</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>98.975</td>\n",
       "      <td>99.68</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.9959</td>\n",
       "      <td>98.7793</td>\n",
       "      <td>100.604</td>\n",
       "      <td>98.1709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1995-02-10</td>\n",
       "      <td>98.85</td>\n",
       "      <td>99.35</td>\n",
       "      <td>98.6</td>\n",
       "      <td>98.91</td>\n",
       "      <td>99.096</td>\n",
       "      <td>99.292</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.1</td>\n",
       "      <td>99.68</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>99.765</td>\n",
       "      <td>98.819</td>\n",
       "      <td>100.238</td>\n",
       "      <td>98.3459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6260</th>\n",
       "      <td>2019-02-11</td>\n",
       "      <td>109.81</td>\n",
       "      <td>110.469</td>\n",
       "      <td>109.776</td>\n",
       "      <td>110.39</td>\n",
       "      <td>109.967</td>\n",
       "      <td>109.293</td>\n",
       "      <td>111.364</td>\n",
       "      <td>111.243</td>\n",
       "      <td>109.484</td>\n",
       "      <td>109.12</td>\n",
       "      <td>108.802</td>\n",
       "      <td>109.532</td>\n",
       "      <td>109.869</td>\n",
       "      <td>108.718</td>\n",
       "      <td>110.444</td>\n",
       "      <td>108.142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6261</th>\n",
       "      <td>2019-02-12</td>\n",
       "      <td>110.39</td>\n",
       "      <td>110.652</td>\n",
       "      <td>110.348</td>\n",
       "      <td>110.467</td>\n",
       "      <td>110.07</td>\n",
       "      <td>109.359</td>\n",
       "      <td>111.346</td>\n",
       "      <td>111.25</td>\n",
       "      <td>109.576</td>\n",
       "      <td>109.212</td>\n",
       "      <td>108.736</td>\n",
       "      <td>109.532</td>\n",
       "      <td>109.97</td>\n",
       "      <td>108.749</td>\n",
       "      <td>110.58</td>\n",
       "      <td>108.139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6262</th>\n",
       "      <td>2019-02-13</td>\n",
       "      <td>110.468</td>\n",
       "      <td>111.055</td>\n",
       "      <td>110.435</td>\n",
       "      <td>111.036</td>\n",
       "      <td>110.29</td>\n",
       "      <td>109.475</td>\n",
       "      <td>111.328</td>\n",
       "      <td>111.259</td>\n",
       "      <td>109.891</td>\n",
       "      <td>109.413</td>\n",
       "      <td>108.736</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.118</td>\n",
       "      <td>108.831</td>\n",
       "      <td>110.761</td>\n",
       "      <td>108.188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6263</th>\n",
       "      <td>2019-02-14</td>\n",
       "      <td>111.035</td>\n",
       "      <td>111.126</td>\n",
       "      <td>110.413</td>\n",
       "      <td>110.49</td>\n",
       "      <td>110.433</td>\n",
       "      <td>109.557</td>\n",
       "      <td>111.294</td>\n",
       "      <td>111.267</td>\n",
       "      <td>110.28</td>\n",
       "      <td>109.448</td>\n",
       "      <td>108.71</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.193</td>\n",
       "      <td>108.92</td>\n",
       "      <td>110.83</td>\n",
       "      <td>108.283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6264</th>\n",
       "      <td>2019-02-15</td>\n",
       "      <td>110.49</td>\n",
       "      <td>110.642</td>\n",
       "      <td>110.258</td>\n",
       "      <td>110.408</td>\n",
       "      <td>110.558</td>\n",
       "      <td>109.631</td>\n",
       "      <td>111.26</td>\n",
       "      <td>111.27</td>\n",
       "      <td>110.344</td>\n",
       "      <td>109.557</td>\n",
       "      <td>108.591</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.254</td>\n",
       "      <td>109.007</td>\n",
       "      <td>110.878</td>\n",
       "      <td>108.383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6265</th>\n",
       "      <td>2019-02-18</td>\n",
       "      <td>110.504</td>\n",
       "      <td>110.658</td>\n",
       "      <td>110.459</td>\n",
       "      <td>110.616</td>\n",
       "      <td>110.603</td>\n",
       "      <td>109.729</td>\n",
       "      <td>111.233</td>\n",
       "      <td>111.276</td>\n",
       "      <td>110.344</td>\n",
       "      <td>109.557</td>\n",
       "      <td>108.475</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.305</td>\n",
       "      <td>109.153</td>\n",
       "      <td>110.881</td>\n",
       "      <td>108.576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6266</th>\n",
       "      <td>2019-02-19</td>\n",
       "      <td>110.616</td>\n",
       "      <td>110.823</td>\n",
       "      <td>110.456</td>\n",
       "      <td>110.586</td>\n",
       "      <td>110.627</td>\n",
       "      <td>109.806</td>\n",
       "      <td>111.198</td>\n",
       "      <td>111.282</td>\n",
       "      <td>110.366</td>\n",
       "      <td>109.633</td>\n",
       "      <td>108.287</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.362</td>\n",
       "      <td>109.25</td>\n",
       "      <td>110.918</td>\n",
       "      <td>108.694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6267</th>\n",
       "      <td>2019-02-20</td>\n",
       "      <td>110.587</td>\n",
       "      <td>110.95</td>\n",
       "      <td>110.565</td>\n",
       "      <td>110.804</td>\n",
       "      <td>110.581</td>\n",
       "      <td>109.873</td>\n",
       "      <td>111.166</td>\n",
       "      <td>111.288</td>\n",
       "      <td>110.388</td>\n",
       "      <td>109.749</td>\n",
       "      <td>108.57</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.444</td>\n",
       "      <td>109.303</td>\n",
       "      <td>111.015</td>\n",
       "      <td>108.732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6268</th>\n",
       "      <td>2019-02-21</td>\n",
       "      <td>110.812</td>\n",
       "      <td>110.856</td>\n",
       "      <td>110.575</td>\n",
       "      <td>110.672</td>\n",
       "      <td>110.617</td>\n",
       "      <td>109.932</td>\n",
       "      <td>111.129</td>\n",
       "      <td>111.29</td>\n",
       "      <td>110.451</td>\n",
       "      <td>109.812</td>\n",
       "      <td>108.82</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.506</td>\n",
       "      <td>109.358</td>\n",
       "      <td>111.08</td>\n",
       "      <td>108.784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6269</th>\n",
       "      <td>2019-02-22</td>\n",
       "      <td>110.679</td>\n",
       "      <td>110.907</td>\n",
       "      <td>110.56</td>\n",
       "      <td>110.671</td>\n",
       "      <td>110.67</td>\n",
       "      <td>109.969</td>\n",
       "      <td>111.09</td>\n",
       "      <td>111.291</td>\n",
       "      <td>110.692</td>\n",
       "      <td>109.812</td>\n",
       "      <td>108.933</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.56</td>\n",
       "      <td>109.379</td>\n",
       "      <td>111.15</td>\n",
       "      <td>108.789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6270</th>\n",
       "      <td>2019-02-25</td>\n",
       "      <td>110.763</td>\n",
       "      <td>111.235</td>\n",
       "      <td>110.579</td>\n",
       "      <td>111.061</td>\n",
       "      <td>110.759</td>\n",
       "      <td>110.026</td>\n",
       "      <td>111.051</td>\n",
       "      <td>111.293</td>\n",
       "      <td>110.746</td>\n",
       "      <td>109.867</td>\n",
       "      <td>109.056</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.65</td>\n",
       "      <td>109.403</td>\n",
       "      <td>111.273</td>\n",
       "      <td>108.779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6271</th>\n",
       "      <td>2019-02-26</td>\n",
       "      <td>111.062</td>\n",
       "      <td>111.077</td>\n",
       "      <td>110.426</td>\n",
       "      <td>110.569</td>\n",
       "      <td>110.755</td>\n",
       "      <td>110.075</td>\n",
       "      <td>111.008</td>\n",
       "      <td>111.292</td>\n",
       "      <td>110.746</td>\n",
       "      <td>109.867</td>\n",
       "      <td>109.056</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.691</td>\n",
       "      <td>109.459</td>\n",
       "      <td>111.307</td>\n",
       "      <td>108.844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6272</th>\n",
       "      <td>2019-02-27</td>\n",
       "      <td>110.569</td>\n",
       "      <td>111.075</td>\n",
       "      <td>110.356</td>\n",
       "      <td>110.95</td>\n",
       "      <td>110.785</td>\n",
       "      <td>110.131</td>\n",
       "      <td>110.97</td>\n",
       "      <td>111.292</td>\n",
       "      <td>110.746</td>\n",
       "      <td>109.867</td>\n",
       "      <td>109.048</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.76</td>\n",
       "      <td>109.501</td>\n",
       "      <td>111.39</td>\n",
       "      <td>108.872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6273</th>\n",
       "      <td>2019-02-28</td>\n",
       "      <td>110.95</td>\n",
       "      <td>111.493</td>\n",
       "      <td>110.664</td>\n",
       "      <td>111.38</td>\n",
       "      <td>110.926</td>\n",
       "      <td>110.203</td>\n",
       "      <td>110.937</td>\n",
       "      <td>111.294</td>\n",
       "      <td>110.924</td>\n",
       "      <td>109.996</td>\n",
       "      <td>109.091</td>\n",
       "      <td>109.532</td>\n",
       "      <td>110.867</td>\n",
       "      <td>109.539</td>\n",
       "      <td>111.531</td>\n",
       "      <td>108.874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6274</th>\n",
       "      <td>2019-03-01</td>\n",
       "      <td>111.384</td>\n",
       "      <td>112.077</td>\n",
       "      <td>111.332</td>\n",
       "      <td>111.978</td>\n",
       "      <td>111.188</td>\n",
       "      <td>110.301</td>\n",
       "      <td>110.916</td>\n",
       "      <td>111.304</td>\n",
       "      <td>111.217</td>\n",
       "      <td>110.288</td>\n",
       "      <td>108.923</td>\n",
       "      <td>109.532</td>\n",
       "      <td>111.035</td>\n",
       "      <td>109.567</td>\n",
       "      <td>111.769</td>\n",
       "      <td>108.833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6275</th>\n",
       "      <td>2019-03-04</td>\n",
       "      <td>111.828</td>\n",
       "      <td>112.014</td>\n",
       "      <td>111.641</td>\n",
       "      <td>111.754</td>\n",
       "      <td>111.326</td>\n",
       "      <td>110.399</td>\n",
       "      <td>110.891</td>\n",
       "      <td>111.317</td>\n",
       "      <td>111.217</td>\n",
       "      <td>110.288</td>\n",
       "      <td>108.915</td>\n",
       "      <td>109.502</td>\n",
       "      <td>111.157</td>\n",
       "      <td>109.64</td>\n",
       "      <td>111.916</td>\n",
       "      <td>108.882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6276</th>\n",
       "      <td>2019-03-05</td>\n",
       "      <td>111.756</td>\n",
       "      <td>112.136</td>\n",
       "      <td>111.724</td>\n",
       "      <td>111.893</td>\n",
       "      <td>111.591</td>\n",
       "      <td>110.5</td>\n",
       "      <td>110.879</td>\n",
       "      <td>111.329</td>\n",
       "      <td>111.246</td>\n",
       "      <td>110.317</td>\n",
       "      <td>108.959</td>\n",
       "      <td>109.447</td>\n",
       "      <td>111.282</td>\n",
       "      <td>109.717</td>\n",
       "      <td>112.064</td>\n",
       "      <td>108.935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6277</th>\n",
       "      <td>2019-03-06</td>\n",
       "      <td>111.895</td>\n",
       "      <td>111.919</td>\n",
       "      <td>111.619</td>\n",
       "      <td>111.712</td>\n",
       "      <td>111.743</td>\n",
       "      <td>110.606</td>\n",
       "      <td>110.869</td>\n",
       "      <td>111.341</td>\n",
       "      <td>111.246</td>\n",
       "      <td>110.317</td>\n",
       "      <td>108.75</td>\n",
       "      <td>109.447</td>\n",
       "      <td>111.365</td>\n",
       "      <td>109.846</td>\n",
       "      <td>112.125</td>\n",
       "      <td>109.087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6278</th>\n",
       "      <td>2019-03-07</td>\n",
       "      <td>111.703</td>\n",
       "      <td>111.857</td>\n",
       "      <td>111.484</td>\n",
       "      <td>111.611</td>\n",
       "      <td>111.79</td>\n",
       "      <td>110.717</td>\n",
       "      <td>110.854</td>\n",
       "      <td>111.356</td>\n",
       "      <td>111.246</td>\n",
       "      <td>110.317</td>\n",
       "      <td>108.769</td>\n",
       "      <td>109.447</td>\n",
       "      <td>111.409</td>\n",
       "      <td>110.024</td>\n",
       "      <td>112.102</td>\n",
       "      <td>109.331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6279</th>\n",
       "      <td>2019-03-08</td>\n",
       "      <td>111.61</td>\n",
       "      <td>111.651</td>\n",
       "      <td>110.799</td>\n",
       "      <td>111.119</td>\n",
       "      <td>111.618</td>\n",
       "      <td>110.781</td>\n",
       "      <td>110.827</td>\n",
       "      <td>111.367</td>\n",
       "      <td>111.246</td>\n",
       "      <td>110.431</td>\n",
       "      <td>108.691</td>\n",
       "      <td>109.447</td>\n",
       "      <td>111.432</td>\n",
       "      <td>110.13</td>\n",
       "      <td>112.083</td>\n",
       "      <td>109.479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6280</th>\n",
       "      <td>2019-03-11</td>\n",
       "      <td>111.089</td>\n",
       "      <td>111.344</td>\n",
       "      <td>110.88</td>\n",
       "      <td>111.325</td>\n",
       "      <td>111.532</td>\n",
       "      <td>110.838</td>\n",
       "      <td>110.805</td>\n",
       "      <td>111.38</td>\n",
       "      <td>111.246</td>\n",
       "      <td>110.785</td>\n",
       "      <td>108.665</td>\n",
       "      <td>109.447</td>\n",
       "      <td>111.472</td>\n",
       "      <td>110.203</td>\n",
       "      <td>112.106</td>\n",
       "      <td>109.569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6281</th>\n",
       "      <td>2019-03-12</td>\n",
       "      <td>111.324</td>\n",
       "      <td>111.466</td>\n",
       "      <td>111.112</td>\n",
       "      <td>111.316</td>\n",
       "      <td>111.417</td>\n",
       "      <td>110.892</td>\n",
       "      <td>110.784</td>\n",
       "      <td>111.388</td>\n",
       "      <td>111.4</td>\n",
       "      <td>110.85</td>\n",
       "      <td>108.615</td>\n",
       "      <td>109.447</td>\n",
       "      <td>111.506</td>\n",
       "      <td>110.278</td>\n",
       "      <td>112.12</td>\n",
       "      <td>109.664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6282</th>\n",
       "      <td>2019-03-13</td>\n",
       "      <td>111.316</td>\n",
       "      <td>111.464</td>\n",
       "      <td>111.008</td>\n",
       "      <td>111.249</td>\n",
       "      <td>111.324</td>\n",
       "      <td>110.945</td>\n",
       "      <td>110.753</td>\n",
       "      <td>111.396</td>\n",
       "      <td>111.468</td>\n",
       "      <td>110.85</td>\n",
       "      <td>108.499</td>\n",
       "      <td>109.447</td>\n",
       "      <td>111.53</td>\n",
       "      <td>110.359</td>\n",
       "      <td>112.116</td>\n",
       "      <td>109.773</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6283</th>\n",
       "      <td>2019-03-14</td>\n",
       "      <td>111.249</td>\n",
       "      <td>111.834</td>\n",
       "      <td>111.147</td>\n",
       "      <td>111.699</td>\n",
       "      <td>111.342</td>\n",
       "      <td>111.021</td>\n",
       "      <td>110.725</td>\n",
       "      <td>111.405</td>\n",
       "      <td>111.468</td>\n",
       "      <td>110.871</td>\n",
       "      <td>108.42</td>\n",
       "      <td>109.447</td>\n",
       "      <td>111.574</td>\n",
       "      <td>110.469</td>\n",
       "      <td>112.126</td>\n",
       "      <td>109.917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6284</th>\n",
       "      <td>2019-03-15</td>\n",
       "      <td>111.698</td>\n",
       "      <td>111.902</td>\n",
       "      <td>111.385</td>\n",
       "      <td>111.476</td>\n",
       "      <td>111.413</td>\n",
       "      <td>111.089</td>\n",
       "      <td>110.697</td>\n",
       "      <td>111.412</td>\n",
       "      <td>111.468</td>\n",
       "      <td>110.893</td>\n",
       "      <td>108.863</td>\n",
       "      <td>109.447</td>\n",
       "      <td>111.586</td>\n",
       "      <td>110.592</td>\n",
       "      <td>112.083</td>\n",
       "      <td>110.095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6285</th>\n",
       "      <td>2019-03-18</td>\n",
       "      <td>111.491</td>\n",
       "      <td>111.63</td>\n",
       "      <td>111.3</td>\n",
       "      <td>111.401</td>\n",
       "      <td>111.428</td>\n",
       "      <td>111.13</td>\n",
       "      <td>110.669</td>\n",
       "      <td>111.42</td>\n",
       "      <td>111.359</td>\n",
       "      <td>110.956</td>\n",
       "      <td>109.085</td>\n",
       "      <td>109.447</td>\n",
       "      <td>111.609</td>\n",
       "      <td>110.65</td>\n",
       "      <td>112.088</td>\n",
       "      <td>110.171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6286</th>\n",
       "      <td>2019-03-19</td>\n",
       "      <td>111.4</td>\n",
       "      <td>111.476</td>\n",
       "      <td>111.159</td>\n",
       "      <td>111.368</td>\n",
       "      <td>111.439</td>\n",
       "      <td>111.166</td>\n",
       "      <td>110.641</td>\n",
       "      <td>111.43</td>\n",
       "      <td>111.35</td>\n",
       "      <td>111.197</td>\n",
       "      <td>109.302</td>\n",
       "      <td>109.447</td>\n",
       "      <td>111.628</td>\n",
       "      <td>110.704</td>\n",
       "      <td>112.089</td>\n",
       "      <td>110.242</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6287</th>\n",
       "      <td>2019-03-20</td>\n",
       "      <td>111.366</td>\n",
       "      <td>111.691</td>\n",
       "      <td>110.536</td>\n",
       "      <td>110.727</td>\n",
       "      <td>111.334</td>\n",
       "      <td>111.153</td>\n",
       "      <td>110.602</td>\n",
       "      <td>111.433</td>\n",
       "      <td>111.219</td>\n",
       "      <td>111.197</td>\n",
       "      <td>109.394</td>\n",
       "      <td>109.338</td>\n",
       "      <td>111.623</td>\n",
       "      <td>110.684</td>\n",
       "      <td>112.092</td>\n",
       "      <td>110.215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6288</th>\n",
       "      <td>2019-03-21</td>\n",
       "      <td>110.727</td>\n",
       "      <td>110.96</td>\n",
       "      <td>110.3</td>\n",
       "      <td>110.791</td>\n",
       "      <td>111.153</td>\n",
       "      <td>111.165</td>\n",
       "      <td>110.576</td>\n",
       "      <td>111.435</td>\n",
       "      <td>111.101</td>\n",
       "      <td>111.197</td>\n",
       "      <td>109.652</td>\n",
       "      <td>109.338</td>\n",
       "      <td>111.621</td>\n",
       "      <td>110.71</td>\n",
       "      <td>112.077</td>\n",
       "      <td>110.254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6289</th>\n",
       "      <td>2019-03-22</td>\n",
       "      <td>110.787</td>\n",
       "      <td>110.897</td>\n",
       "      <td>109.742</td>\n",
       "      <td>109.954</td>\n",
       "      <td>110.848</td>\n",
       "      <td>111.147</td>\n",
       "      <td>110.533</td>\n",
       "      <td>111.433</td>\n",
       "      <td>110.822</td>\n",
       "      <td>110.939</td>\n",
       "      <td>109.864</td>\n",
       "      <td>109.338</td>\n",
       "      <td>111.64</td>\n",
       "      <td>110.654</td>\n",
       "      <td>112.133</td>\n",
       "      <td>110.161</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6290 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              0        1        2        3        4        5        6   \\\n",
       "0     1995-01-02    99.55    100.4    99.55   100.14        0        0   \n",
       "1     1995-01-03   100.21   100.68      100   100.65        0        0   \n",
       "2     1995-01-04   100.65   101.45   100.55   101.31        0        0   \n",
       "3     1995-01-05   101.31   101.35   100.75    100.9        0        0   \n",
       "4     1995-01-06   100.85   101.39    100.8    101.3        0        0   \n",
       "5     1995-01-09   101.25   101.35     99.6    99.92  100.816        0   \n",
       "6     1995-01-10    99.96   100.43     99.8   100.06  100.698        0   \n",
       "7     1995-01-11      100    100.2    99.45    99.99  100.434        0   \n",
       "8     1995-01-12   100.06   100.18    98.57    98.62   99.978        0   \n",
       "9     1995-01-13     98.7    99.07    98.25    98.55   99.428        0   \n",
       "10    1995-01-16    98.56     98.8    97.97     98.4   99.124        0   \n",
       "11    1995-01-17    98.39    99.28    98.39    99.11   98.934        0   \n",
       "12    1995-01-18    99.05    99.75    98.75    99.69   98.874        0   \n",
       "13    1995-01-19    99.55   100.02     98.6    99.06   98.962        0   \n",
       "14    1995-01-20     99.1    99.65    98.94    99.37   99.126        0   \n",
       "15    1995-01-23    99.38   100.21     99.3    99.73   99.392        0   \n",
       "16    1995-01-24    99.78    99.87    99.15    99.73   99.516        0   \n",
       "17    1995-01-25    99.68    99.78    99.12     99.5   99.478        0   \n",
       "18    1995-01-26    99.49    99.68    99.15    99.38   99.542        0   \n",
       "19    1995-01-27    99.39    99.63       99    99.37   99.542        0   \n",
       "20    1995-01-30    99.34    99.35     98.1     98.4   99.276        0   \n",
       "21    1995-01-31    98.41    99.75    98.35    99.55    99.24        0   \n",
       "22    1995-02-01    99.53    99.63     98.8    99.19   99.178        0   \n",
       "23    1995-02-02    99.21    99.75       99     99.4   99.182        0   \n",
       "24    1995-02-03     99.4    99.85    99.17     99.8   99.268        0   \n",
       "25    1995-02-06    99.72    99.72    99.05    99.32   99.452   99.612   \n",
       "26    1995-02-07    99.35     99.5    99.03    99.46   99.434  99.5644   \n",
       "27    1995-02-08    99.43    99.46    98.65    98.91   99.378  99.4684   \n",
       "28    1995-02-09    98.91    99.13     98.6    98.88   99.274  99.3876   \n",
       "29    1995-02-10    98.85    99.35     98.6    98.91   99.096   99.292   \n",
       "...          ...      ...      ...      ...      ...      ...      ...   \n",
       "6260  2019-02-11   109.81  110.469  109.776   110.39  109.967  109.293   \n",
       "6261  2019-02-12   110.39  110.652  110.348  110.467   110.07  109.359   \n",
       "6262  2019-02-13  110.468  111.055  110.435  111.036   110.29  109.475   \n",
       "6263  2019-02-14  111.035  111.126  110.413   110.49  110.433  109.557   \n",
       "6264  2019-02-15   110.49  110.642  110.258  110.408  110.558  109.631   \n",
       "6265  2019-02-18  110.504  110.658  110.459  110.616  110.603  109.729   \n",
       "6266  2019-02-19  110.616  110.823  110.456  110.586  110.627  109.806   \n",
       "6267  2019-02-20  110.587   110.95  110.565  110.804  110.581  109.873   \n",
       "6268  2019-02-21  110.812  110.856  110.575  110.672  110.617  109.932   \n",
       "6269  2019-02-22  110.679  110.907   110.56  110.671   110.67  109.969   \n",
       "6270  2019-02-25  110.763  111.235  110.579  111.061  110.759  110.026   \n",
       "6271  2019-02-26  111.062  111.077  110.426  110.569  110.755  110.075   \n",
       "6272  2019-02-27  110.569  111.075  110.356   110.95  110.785  110.131   \n",
       "6273  2019-02-28   110.95  111.493  110.664   111.38  110.926  110.203   \n",
       "6274  2019-03-01  111.384  112.077  111.332  111.978  111.188  110.301   \n",
       "6275  2019-03-04  111.828  112.014  111.641  111.754  111.326  110.399   \n",
       "6276  2019-03-05  111.756  112.136  111.724  111.893  111.591    110.5   \n",
       "6277  2019-03-06  111.895  111.919  111.619  111.712  111.743  110.606   \n",
       "6278  2019-03-07  111.703  111.857  111.484  111.611   111.79  110.717   \n",
       "6279  2019-03-08   111.61  111.651  110.799  111.119  111.618  110.781   \n",
       "6280  2019-03-11  111.089  111.344   110.88  111.325  111.532  110.838   \n",
       "6281  2019-03-12  111.324  111.466  111.112  111.316  111.417  110.892   \n",
       "6282  2019-03-13  111.316  111.464  111.008  111.249  111.324  110.945   \n",
       "6283  2019-03-14  111.249  111.834  111.147  111.699  111.342  111.021   \n",
       "6284  2019-03-15  111.698  111.902  111.385  111.476  111.413  111.089   \n",
       "6285  2019-03-18  111.491   111.63    111.3  111.401  111.428   111.13   \n",
       "6286  2019-03-19    111.4  111.476  111.159  111.368  111.439  111.166   \n",
       "6287  2019-03-20  111.366  111.691  110.536  110.727  111.334  111.153   \n",
       "6288  2019-03-21  110.727   110.96    110.3  110.791  111.153  111.165   \n",
       "6289  2019-03-22  110.787  110.897  109.742  109.954  110.848  111.147   \n",
       "\n",
       "           7        8        9        10       11       12       13       14  \\\n",
       "0           0        0        0        0        0        0        0        0   \n",
       "1           0        0        0        0        0        0        0        0   \n",
       "2           0        0        0        0        0        0        0        0   \n",
       "3           0        0        0        0        0        0        0        0   \n",
       "4           0        0        0        0        0        0        0        0   \n",
       "5           0        0        0        0        0        0        0        0   \n",
       "6           0        0        0        0        0        0        0        0   \n",
       "7           0        0        0        0        0        0        0        0   \n",
       "8           0        0        0        0        0        0        0        0   \n",
       "9           0        0    99.85        0        0        0        0        0   \n",
       "10          0        0    99.71        0        0        0        0        0   \n",
       "11          0        0    99.68        0        0        0        0        0   \n",
       "12          0        0    99.68        0        0        0        0        0   \n",
       "13          0        0    99.66        0        0        0        0        0   \n",
       "14          0        0     99.2        0        0        0        0        0   \n",
       "15          0        0    99.09        0        0        0        0        0   \n",
       "16          0        0    99.09        0        0        0        0        0   \n",
       "17          0        0    99.09        0        0        0        0        0   \n",
       "18          0        0    99.09        0        0        0        0        0   \n",
       "19          0        0     99.3        0        0        0        0        0   \n",
       "20          0        0   99.155        0        0        0        0        0   \n",
       "21          0        0   99.155        0        0        0        0        0   \n",
       "22          0        0   99.155        0        0        0        0        0   \n",
       "23          0        0   99.155        0        0        0        0        0   \n",
       "24          0        0   98.985        0        0        0        0        0   \n",
       "25          0        0   98.975        0        0        0  100.389  98.8354   \n",
       "26          0        0   98.975    99.71        0        0  100.312  98.8169   \n",
       "27          0        0   98.975    99.71        0        0  100.135  98.8015   \n",
       "28          0        0   98.975    99.68        0        0  99.9959  98.7793   \n",
       "29          0        0     99.1    99.68        0        0   99.765   98.819   \n",
       "...       ...      ...      ...      ...      ...      ...      ...      ...   \n",
       "6260  111.364  111.243  109.484   109.12  108.802  109.532  109.869  108.718   \n",
       "6261  111.346   111.25  109.576  109.212  108.736  109.532   109.97  108.749   \n",
       "6262  111.328  111.259  109.891  109.413  108.736  109.532  110.118  108.831   \n",
       "6263  111.294  111.267   110.28  109.448   108.71  109.532  110.193   108.92   \n",
       "6264   111.26   111.27  110.344  109.557  108.591  109.532  110.254  109.007   \n",
       "6265  111.233  111.276  110.344  109.557  108.475  109.532  110.305  109.153   \n",
       "6266  111.198  111.282  110.366  109.633  108.287  109.532  110.362   109.25   \n",
       "6267  111.166  111.288  110.388  109.749   108.57  109.532  110.444  109.303   \n",
       "6268  111.129   111.29  110.451  109.812   108.82  109.532  110.506  109.358   \n",
       "6269   111.09  111.291  110.692  109.812  108.933  109.532   110.56  109.379   \n",
       "6270  111.051  111.293  110.746  109.867  109.056  109.532   110.65  109.403   \n",
       "6271  111.008  111.292  110.746  109.867  109.056  109.532  110.691  109.459   \n",
       "6272   110.97  111.292  110.746  109.867  109.048  109.532   110.76  109.501   \n",
       "6273  110.937  111.294  110.924  109.996  109.091  109.532  110.867  109.539   \n",
       "6274  110.916  111.304  111.217  110.288  108.923  109.532  111.035  109.567   \n",
       "6275  110.891  111.317  111.217  110.288  108.915  109.502  111.157   109.64   \n",
       "6276  110.879  111.329  111.246  110.317  108.959  109.447  111.282  109.717   \n",
       "6277  110.869  111.341  111.246  110.317   108.75  109.447  111.365  109.846   \n",
       "6278  110.854  111.356  111.246  110.317  108.769  109.447  111.409  110.024   \n",
       "6279  110.827  111.367  111.246  110.431  108.691  109.447  111.432   110.13   \n",
       "6280  110.805   111.38  111.246  110.785  108.665  109.447  111.472  110.203   \n",
       "6281  110.784  111.388    111.4   110.85  108.615  109.447  111.506  110.278   \n",
       "6282  110.753  111.396  111.468   110.85  108.499  109.447   111.53  110.359   \n",
       "6283  110.725  111.405  111.468  110.871   108.42  109.447  111.574  110.469   \n",
       "6284  110.697  111.412  111.468  110.893  108.863  109.447  111.586  110.592   \n",
       "6285  110.669   111.42  111.359  110.956  109.085  109.447  111.609   110.65   \n",
       "6286  110.641   111.43   111.35  111.197  109.302  109.447  111.628  110.704   \n",
       "6287  110.602  111.433  111.219  111.197  109.394  109.338  111.623  110.684   \n",
       "6288  110.576  111.435  111.101  111.197  109.652  109.338  111.621   110.71   \n",
       "6289  110.533  111.433  110.822  110.939  109.864  109.338   111.64  110.654   \n",
       "\n",
       "           15       16  \n",
       "0           0        0  \n",
       "1           0        0  \n",
       "2           0        0  \n",
       "3           0        0  \n",
       "4           0        0  \n",
       "5           0        0  \n",
       "6           0        0  \n",
       "7           0        0  \n",
       "8           0        0  \n",
       "9           0        0  \n",
       "10          0        0  \n",
       "11          0        0  \n",
       "12          0        0  \n",
       "13          0        0  \n",
       "14          0        0  \n",
       "15          0        0  \n",
       "16          0        0  \n",
       "17          0        0  \n",
       "18          0        0  \n",
       "19          0        0  \n",
       "20          0        0  \n",
       "21          0        0  \n",
       "22          0        0  \n",
       "23          0        0  \n",
       "24          0        0  \n",
       "25    101.165  98.0587  \n",
       "26    101.059  98.0695  \n",
       "27    100.802  98.1346  \n",
       "28    100.604  98.1709  \n",
       "29    100.238  98.3459  \n",
       "...       ...      ...  \n",
       "6260  110.444  108.142  \n",
       "6261   110.58  108.139  \n",
       "6262  110.761  108.188  \n",
       "6263   110.83  108.283  \n",
       "6264  110.878  108.383  \n",
       "6265  110.881  108.576  \n",
       "6266  110.918  108.694  \n",
       "6267  111.015  108.732  \n",
       "6268   111.08  108.784  \n",
       "6269   111.15  108.789  \n",
       "6270  111.273  108.779  \n",
       "6271  111.307  108.844  \n",
       "6272   111.39  108.872  \n",
       "6273  111.531  108.874  \n",
       "6274  111.769  108.833  \n",
       "6275  111.916  108.882  \n",
       "6276  112.064  108.935  \n",
       "6277  112.125  109.087  \n",
       "6278  112.102  109.331  \n",
       "6279  112.083  109.479  \n",
       "6280  112.106  109.569  \n",
       "6281   112.12  109.664  \n",
       "6282  112.116  109.773  \n",
       "6283  112.126  109.917  \n",
       "6284  112.083  110.095  \n",
       "6285  112.088  110.171  \n",
       "6286  112.089  110.242  \n",
       "6287  112.092  110.215  \n",
       "6288  112.077  110.254  \n",
       "6289  112.133  110.161  \n",
       "\n",
       "[6290 rows x 17 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_show=pd.DataFrame(data2)\n",
    "data_show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 説明変数\n",
    "day_ago = 25 # 何日前までのデータを使用するのか\n",
    "num_sihyou = 1 + 4 + 4 +4 # 終値1本、MVave4本、itimoku4本、ボリンジャー4本\n",
    "\n",
    "X = np.zeros((len(data2), day_ago*num_sihyou)) \n",
    "\n",
    "for s in range(0, num_sihyou): # 日にちごとに横向きに並べる\n",
    "    for i in range(0, day_ago):\n",
    "        X[i:len(data2),day_ago*s+i] = data2[0:len(data2)-i,s+4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 被説明変数となる Y = pre_day後の終値-当日終値 を作成\n",
    "Y = np.zeros(len(data2))\n",
    "\n",
    "# 何日後の値段の差を予測するのか決定\n",
    "pre_day = 1\n",
    "for i in range(len(Y)-pre_day):\n",
    "    if X[pre_day + i,0] - X[i,0] >= 0:\n",
    "        Y[i] = 1\n",
    "    else:\n",
    "        Y[i] = -1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# X, Yを正規化\n",
    "original_X = np.copy(X) \n",
    "tmp_mean = np.zeros(len(X))\n",
    "\n",
    "for i in range(day_ago,len(X)):\n",
    "    tmp_mean[i] = np.mean(original_X[i-day_ago+1:i+1,0]) \n",
    "    for j in range(0, X.shape[1]): \n",
    "        X[i,j] = (X[i,j] - tmp_mean[i]) # Xを正規化\n",
    "    Y[i] =  Y[i] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 学習データとテストデータへ分割\n",
    "X_train = X[200:6100,:] # 200日平均を使うので、それ以降を学習データに使用\n",
    "Y_train = Y[200:6100] \n",
    "\n",
    "X_test = X[6100:len(X),:]\n",
    "Y_test = Y[6100:len(Y)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def benefit():\n",
    "    sum = 0\n",
    "    for i in range(len(Y_pred)-1):\n",
    "        if Y_pred[i] >= 0:\n",
    "            sum += X_test[i+1, 0] - X_test[i, 0]\n",
    "        else:\n",
    "            sum += X_test[i, 0] - X_test[i+1, 0]            \n",
    "    return sum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_benefit():\n",
    "    total_return = np.zeros(len(Y_test)-1)\n",
    "\n",
    "    if Y_pred[0] >=0: \n",
    "        total_return[0] = X_test[1, 0] - X_test[0, 0]\n",
    "    else:\n",
    "        total_return[0] = X_test[0, 0] - X_test[1, 0]\n",
    "\n",
    "    for i in range(len(Y_pred)-1):\n",
    "        if Y_pred[i] >=0:\n",
    "            total_return[i] = total_return[i-1] + X_test[i+1, 0] - X_test[i, 0]\n",
    "        else:\n",
    "            total_return[i] = total_return[i-1] + X_test[i, 0] - X_test[i+1, 0]\n",
    "\n",
    "    plt.plot(total_return)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "回帰式モデルの係数\n",
      "0.008055625009064628\n",
      "[-4.56344765e+10 -5.64814676e+10 -1.04756291e+11 -6.76889357e+10\n",
      " -8.11745068e+10 -4.53955926e+10 -4.56744671e+10 -5.81637092e+10\n",
      " -5.81081248e+10 -6.05083104e+10 -6.36738997e+10 -5.90234719e+10\n",
      " -5.53343847e+10 -5.62586025e+10 -5.37966867e+10 -5.55164259e+10\n",
      " -5.78924879e+10 -5.58574719e+10 -6.03140782e+10 -6.58538222e+10\n",
      " -7.08235598e+10 -6.19720600e+10 -6.93209762e+09 -3.86742131e+10\n",
      " -1.97106283e+10  8.24055533e+10 -6.70942279e+10 -1.26301304e+11\n",
      " -6.87347291e+10 -8.24184629e+10 -9.64890177e+10 -6.56998556e+10\n",
      " -6.38550930e+10 -6.90126508e+10 -7.04175351e+10 -8.06610715e+10\n",
      " -8.89519943e+10 -8.23005291e+10 -6.43915619e+10 -8.27271138e+10\n",
      " -7.20623758e+10 -7.70716843e+10 -9.24756088e+10 -4.21085303e+10\n",
      " -5.50283943e+10 -4.72136874e+10 -1.21329184e+11 -3.67675420e+11\n",
      "  1.16602047e+11 -1.49846318e+11  6.12228293e+08  1.10726873e+11\n",
      "  3.77380094e+11 -1.27879871e+11  1.54112753e+11 -4.96222946e+09\n",
      "  4.47278804e+09 -1.10677037e+10  1.65777910e+09  6.39918723e+09\n",
      " -5.21191452e+09 -1.55657217e+09  1.71472766e+09 -1.13748525e+10\n",
      " -7.27842593e+09  1.13791136e+10 -5.99292955e+09 -1.25058485e+10\n",
      "  3.04734423e+08 -8.62380549e+09 -2.51499137e+10  5.71599471e+09\n",
      "  2.28359219e+09  2.06468665e+09 -2.62365434e+09 -1.01425648e+00\n",
      "  7.94629097e-01  4.27317333e+00 -6.51869726e+00  6.31381035e-01\n",
      "  6.23495054e+00 -7.32402229e+00  5.20418215e+00 -3.59021091e+00\n",
      "  1.49684429e+00  3.55910778e+00 -3.36450386e+00 -3.46592331e+00\n",
      "  5.33943605e+00 -1.23330593e-01 -4.95461702e+00  3.22338963e+00\n",
      "  2.56813049e+00 -4.50782776e-01 -1.00560966e+01  9.73671007e+00\n",
      "  1.58347130e-01 -2.85446072e+00  2.74925232e-02  6.61294937e-01\n",
      "  8.45336914e-03  1.35231018e-03 -2.22492218e-02  1.44309998e-02\n",
      " -1.48544312e-02 -5.38253784e-03  1.81579590e-02 -7.72857666e-03\n",
      " -6.12068176e-03  4.10652161e-03  1.60284042e-02  6.42776489e-04\n",
      "  4.11987305e-04  1.37138367e-03  4.61959839e-03 -6.92558289e-03\n",
      "  1.24073029e-03  2.71606445e-03 -2.63824463e-02  6.86168671e-03\n",
      " -5.67531586e-03 -2.73895264e-03  4.85992432e-03  1.80244446e-02\n",
      " -6.83927536e-03  5.95245361e-02 -5.15232086e-02 -6.46820068e-02\n",
      "  5.72776794e-02 -7.22885132e-03 -3.65066528e-03  2.25524902e-02\n",
      " -5.88617325e-02  1.73568726e-02  5.66120148e-02 -4.49695587e-02\n",
      " -2.60639191e-02 -3.96232605e-02  4.11300659e-02 -1.60251617e-01\n",
      "  1.61485672e-01 -1.64965630e-01 -3.24630737e-02  2.18847275e-01\n",
      " -1.75632477e-01  6.07147217e-02 -1.43955708e-01  4.81224060e-03\n",
      "  2.22899437e-01 -5.57489395e-02  1.66307926e-01 -1.66992664e-01\n",
      "  2.11286545e-02  1.06334686e-02  1.07249260e-01 -8.77923965e-02\n",
      " -1.97229385e-02  6.87379837e-02 -1.98850632e-02 -4.13770676e-02\n",
      "  7.90596008e-03 -2.65913010e-02  1.15064621e-01 -1.42019272e-01\n",
      "  1.07497215e-01 -5.03978729e-02  2.21470356e-01 -6.20899200e-02\n",
      " -4.78243828e-02  5.91335297e-02 -2.28411674e-01  2.49149323e-01\n",
      " -8.51173401e-02 -2.24742889e-02  1.04990005e-02 -7.12213516e-02\n",
      "  5.22308350e-02  8.43133926e-02 -1.14432335e-01  9.81302261e-02\n",
      "  1.09699249e-01 -3.36837769e-03 -1.00109100e-01 -5.20429611e-02\n",
      "  1.91420078e-01 -1.47189617e-01 -6.03017807e-02  2.39569426e-01\n",
      " -1.97760940e-01 -1.17396116e-01 -9.47680473e-02  3.11334372e-01\n",
      " -6.44464493e-02 -5.47246933e-02 -3.18393707e-02 -5.68504333e-02\n",
      " -1.07944489e-01  1.63134575e-01 -1.35722160e-01  6.23569489e-02\n",
      "  4.45365906e-02 -1.37140036e-01 -7.38368034e-02  2.67394066e-01\n",
      " -1.26187325e-01 -1.39324188e-01  1.66708469e-01 -1.34781837e-01\n",
      "  2.01514721e-01 -3.04522514e-02 -1.03084087e-01  1.01761818e-01\n",
      " -1.04149818e-01  1.39570236e-01 -6.05936050e-02  4.45718765e-02\n",
      " -1.94308281e-01 -6.60896301e-02  1.80904388e-01  2.37619400e-01\n",
      " -2.21700668e-01 -3.05070877e-02  1.60865784e-02  4.74290848e-02\n",
      " -2.79197693e-02  7.57689079e+09  1.25744544e+11  3.59224524e+11\n",
      " -1.12713511e+11  1.46920339e+11  1.35923232e+09 -1.11297340e+10\n",
      " -1.96137410e+10  1.63951249e+10 -1.79733192e+09  1.19870377e+10\n",
      " -5.14225410e+08  3.31553974e+09 -1.70415203e+10  1.09102612e+10\n",
      "  1.60660567e+10  2.27938863e+10 -7.48675058e+09  1.47917115e+10\n",
      " -1.13518462e+10 -2.30099684e+10  3.64701715e+09 -4.21666020e+09\n",
      " -2.37213604e+10  1.40343652e+10 -1.47699795e+10  1.36452929e+11\n",
      "  3.94397044e+11 -1.15915514e+11  1.46787030e+11  1.69155241e+10\n",
      "  1.53084230e+10  1.48694395e+10 -2.51363862e+10  6.37626112e+08\n",
      "  8.96161615e+09 -1.03481769e+10 -3.27295052e+10  2.44318448e+09\n",
      " -7.00722053e+09  2.80948102e+10 -1.61775032e+10 -1.86548859e+10\n",
      " -5.66215643e+09 -2.02657072e+10 -1.19053738e+09 -6.90045235e+08\n",
      "  5.79338014e+09  9.59669675e+09 -4.48897223e+09 -6.64089257e+09\n",
      "  1.19537882e+11  3.62480850e+11 -1.14051171e+11  1.50672407e+11\n",
      " -2.76719053e+09  2.28380075e+09  1.65267977e+10 -6.84113668e+09\n",
      " -2.01100120e+09 -8.62472507e+09  3.75099937e+09  4.83835767e+09\n",
      "  1.78577704e+10 -2.79167779e+09 -2.47628019e+10 -1.00545742e+10\n",
      "  1.65317086e+10 -9.83061174e+09  1.78922142e+10  3.01300674e+10\n",
      " -5.42074891e+09  5.72354022e+08  1.43595028e+10 -8.09170366e+09\n",
      "  4.53254256e+09  1.14183690e+11  3.44894590e+11 -1.12450169e+11\n",
      "  1.50739062e+11 -1.05453364e+10 -1.09352778e+10 -7.14792501e+08\n",
      "  1.39246189e+10 -3.22848022e+09 -7.11201428e+09  8.66797512e+09\n",
      "  2.28608801e+10  8.11541798e+09  6.16706307e+09 -3.07771786e+10\n",
      "  9.43112061e+09  2.21157763e+10  3.96322229e+08  2.23491447e+10\n",
      "  1.92203520e+10 -3.25221772e+09 -4.43266615e+09 -2.29952579e+09\n",
      "  1.16996505e+09]\n"
     ]
    }
   ],
   "source": [
    "from sklearn import linear_model \n",
    "linear_reg_model = linear_model.LinearRegression()\n",
    "\n",
    "linear_reg_model.fit(X_train, Y_train) # 学習データをフィット\n",
    "\n",
    "print(\"回帰式モデルの係数\")\n",
    "print(linear_reg_model.intercept_) \n",
    "print(linear_reg_model.coef_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "予測日数：189、正解日数：93、正解率：49.2063492063492\n",
      "Training score: 0.048\n",
      "Test score: -0.053\n",
      "Benefit: 6.390\n"
     ]
    }
   ],
   "source": [
    "Y_pred = linear_reg_model.predict(X_test) # 予測\n",
    "\n",
    "\n",
    "# 正答率を計算\n",
    "success_num = 0\n",
    "for i in range(len(Y_pred)):\n",
    "    if Y_pred[i] * Y_test[i] >=0:\n",
    "        success_num+=1\n",
    "\n",
    "print(\"予測日数：\"+ str(len(Y_pred))+\"、正解日数：\"+str(success_num)+\"、正解率：\"+str(success_num/len(Y_pred)*100))\n",
    "\n",
    "print(\"Training score: {:.3f}\".format(linear_reg_model.score(X_train, Y_train)))\n",
    "print(\"Test score: {:.3f}\".format(linear_reg_model.score(X_test, Y_test)))\n",
    "print(\"Benefit: {:.3f}\".format(benefit()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a512470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_benefit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
       "          penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
       "          verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "logistic_regression_model = linear_model.LogisticRegression()\n",
    "\n",
    "logistic_regression_model.fit(X_train, Y_train) # 学習データをフィット"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "予測日数：189、正解日数：103、正解率：54.4973544973545\n",
      "Training score: 0.586\n",
      "Test score: 0.545\n",
      "Benefit: 10.672\n"
     ]
    }
   ],
   "source": [
    "Y_pred = logistic_regression_model.predict(X_test) \n",
    "\n",
    "# 正答率を計算\n",
    "success_num = 0\n",
    "for i in range(len(Y_pred)):\n",
    "    if Y_pred[i] * Y_test[i] >=0:\n",
    "        success_num+=1\n",
    "\n",
    "print(\"予測日数：\"+ str(len(Y_pred))+\"、正解日数：\"+str(success_num)+\"、正解率：\"+str(success_num/len(Y_pred)*100))\n",
    "\n",
    "print(\"Training score: {:.3f}\".format(logistic_regression_model.score(X_train, Y_train)))\n",
    "print(\"Test score: {:.3f}\".format(logistic_regression_model.score(X_test, Y_test)))\n",
    "print(\"Benefit: {:.3f}\".format(benefit()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a5b66a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_benefit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=14,\n",
       "            max_features=None, max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, presort=False, random_state=None,\n",
       "            splitter='best')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import DecisionTreeClassifier \n",
    "tree_model = DecisionTreeClassifier(max_depth = 14)\n",
    "\n",
    "tree_model.fit(X_train, Y_train) # 学習データをフィット"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "予測日数：189、正解日数：87、正解率：46.03174603174603\n",
      "Training score: 0.710\n",
      "Test score: 0.460\n",
      "Benefit: 1.622\n"
     ]
    }
   ],
   "source": [
    "Y_pred = tree_model.predict(X_test) # 予測\n",
    "\n",
    "# 正答率を計算\n",
    "success_num = 0\n",
    "for i in range(len(Y_pred)):\n",
    "    if Y_pred[i] * Y_test[i] >=0:\n",
    "        success_num+=1\n",
    "\n",
    "print(\"予測日数：\"+ str(len(Y_pred))+\"、正解日数：\"+str(success_num)+\"、正解率：\"+str(success_num/len(Y_pred)*100))\n",
    "\n",
    "print(\"Training score: {:.3f}\".format(tree_model.score(X_train, Y_train)))\n",
    "print(\"Test score: {:.3f}\".format(tree_model.score(X_test, Y_test)))\n",
    "print(\"Benefit: {:.3f}\".format(benefit()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OLfhxcJMLXXWaOVpvKLC3CQvy+Lt8QwA6rcYsKyYBu9kAu9lQ80EbiVQaD33lOH7vkZfgaYOxfMJjN2Z0dwTyB/ZYUlL3wTYK7CvBmDJLtNdhxnJw48DOOceV5RAmyhiS0WpQYG8T5rxRGPUMPXkUTKfFmLN56rAYYTPpEU2ka7ph9w8/vYyz85L98+Jk69e8iR49+oxeMUD+KUqKYm+TDe1YMoVANKm8Z/vsZqyUoNiXAzEEY0lMyKm87QgF9jZhwRfBQKcFOjmAZJLtsfujSTgsBnTIFXu1qoR0B2P4zBMXcc8eaXZkWwT27HTHolaMdBJoFytGNP/qkRV7X4mK/fKylDkz0de+ir39EjzblHlfFMMFZjF2Wg3ripIC0QQ6LUYlyIRjSdjN2r9V5rxRJNMcb7thFCvBGF6Y9Gj+mvUmmZUVU2ygdSwp3RZsk8ZsoupUeOy9dhMC0SSiieI91q+uSIG9nHmlrQYp9jZh3hctmPaV34oxoMMsfXhCNUp59EakD3KXzYibt3TjzKyv5fPok+n1Voy1iBUTazPFLvrEKFaMQ1LuG22gXlkOwmLUFRQy7QAF9jaAc44FXxRDrgKB3WpELJlWVGIgloDdYoBNtmJqFUi88oQcl82Im8a7kUxzvDzlrclr1wuh2I36tZYCQKHNU6HY2yOwe+T2Ad1ZgX1lAzvmykoI4z0deW3HdoECextQqDhJ0ClPVheZMcE6eexe+arBaTXhxs1d0DHg+Svumrx2vUhmpTtaimTFCI89mGfiVSviCUnvBxHYRXbMRor96kqorf11gAJ7W1CoOEnQKffS+NsfXsBzV9xrWTHCiqmVYpc3y5xWIxwWIw5P9OBrx6ZbuneKyDgy6kv32NvFivGEpT4xou3FmmIvnAYbT6YxtRrGRG/7ZsQAFNjbgmLFSQBwZGsP7trRj2++PIu3P/wckmkOh8WgdMWrVVsBbySBDpNeqar8w9dvw6I/hn95fqomr18PstMdrUWOuaLYW3zfQbAaisNlMymWSk/Hxop9ajWMVJq3vWKnrJg2QBQnFdo87XdY8Pl334RwPIkfnlnET84v4XXX9ytWTC09dldG574jW3tweKIb//Czy3jbDSPrftcqKAVKGS0FGJMykbJpN8UuvR+Mys8mgw4umxHLwWjBx1ySe7ZvbeMcdoAUe1vgkzcluzYIjDaTAW85OILPvOMgdg511lyx+yJxOK3Gdbf9pzddD084jqN/+3P85NxiTdZRS9ayYqSPImMMdrMBgTzBey2PvXWtqUxWQ3F0Z71npSKlwlbMqVkfDDqG6wcdWi+voaHA3gZEEikY9UzxcUulQ85dr1WlozecQFfH+sB+4+ZufOcPbkOnxYiPPXq2JuuoJWt57GsZHA6zIWeDlHOOaBtmxWRfpfXaixcpnZzxYfuAo2ieeztAgb0NCMeLF3QUwmzQQcfy51RrgTeSgMuae1Wxe9iJI1t7WtKCyK48BQC7xZATvBMpDtGivRWPQz484Ti6s070fQ5zwXRHzjlOzfqwb9RZi+U1NBTY24BIhZPaGWOwmQw1u/T3hhNw2ox5f2c26BUropXIHrQBAHZzbmAXah1oj8DOOYcnnMixD3vthTs8zngi8IYT2EuBnQJ7OxCpYqCvzaSvSfUn5xy+SBwua/7AbjHqlM3DViIl+rHr1j6KdotRGXYiiGWc1NrBignHU4gn0zltd/sc0vCXfCe3kzM+AMC+EVdN1tjIUGBvA8LxFKymyhKgOsyGmrQUCMVTSKT4uiyITMwGPRKp1hsNl0itL1ACZI89W7HLee16HWuLzVNRddply7VigPzVpydnvTDpddg+2N4ZMQAF9rYgmqjMigGkQcCZnR+1Qkyfz+exA5JiB/IX7jQz2QVKgGzFZCt2uRd7l83UFopdVJ3mWjHSz/nsmFMzPuwYcuRMnmpHKLC3AeF4smIrZthpxayntDmT1SD6xBTy2MXmrwhwrUJ2gRKQf/NUnNB67SaE4sm8w65biew+MYJCiv3nF5bxwtVV3Li5qzYLbHAosLcBkhVTWWAf67ZixhPRPJCIq4JCHrvZ0JqKvdjmaTrDdhIntO4OEzivXW1BvRCBPTvdsS9Pv5jTsz68738fx7YBB/74Ddtrt8gGRpXAzhi7mzH2KmPsEmPsA2o8J6Ee1VgxY902xJLpkmdNVopQ7IVmVLauYs9Nd3RYcusHYvIJTQydaPXMGDFkI1uxd3eYwBiwnNEv5p+fuwaDnuHL771J6SvT7lQd2BljegD/E8A9AHYBeAdjbFe1z0uoRzheeVbMWJcNADCtsR0jerG3r2Jf77ED67NfRLqj6E3e6j67J5wAY8ipRDbodejpMK0TGmfn/dg74kS/I3/LjHZEDcV+M4BLnPMrnPM4gK8CeECF5yVUIlKlFQMA06sRNZeUg1DsnQXTHVtTsSvpjlkFSsD69rwi3VEE9lbPjPGEpPYS+jw91TNz2ZOpNF5dCGDnUGetl9jQqBHYRwBMZ/w8I9+2DsbYQ4yxY4yxY8vLyyq8LFEq1eSxjwrFvqqtYvdFErAa9QUrZFtVsSfytBQQij2QT7HLVkzrK/Z4wd5GmdWnk+4QYsk0dlFgX4cagT3fmJKcnTbO+cOc80Oc80N9fX0qvCxRCvFkGsk0r9hjtxj16HOYNbdiPKF4wRx2ADC3rGLn0OsYGMv12PMqdrtQ7O0Q2PO/HzIV+9l5qZsjKfb1qBHYZwCMZfw8CmBOheclVEBM4qm0QAkAxrqs2lsxkUSOn5pJyyr2dDrHbrCbpeOwzmPPSHcEateYrV54QrntBARCsXPOcXbOD6Oe4bp+KkrKRI3A/iKAbYyxLYwxE4C3A/iOCs9LqIBo4FWpFQNIdozWin3OGynaVthSZLJQM5NK8XU2DFDAY1fSHdvDilkNxQtmSPXZzYgl0wjEkjg378fWPrsynIWQqPpocM6TAP4AwOMAzgH4V875mWqfl1AH0eelUisGkDZQ531RpZhGbU7P+nBmzo+7dvYXvI9Q7K1mxSTTeQJ7Po89sZbHDrT23NOnLi5jwR8t6Jv3OtaqT8/N+8lfz4MqE5Q4598H8H01notQlzUrporA3mVDKs0x74tirNum1tIUvviLSdhMejx401jB+yhZMS2m2JPpNAxZffKVdMd1il3qqe8w13aqVa2JJ9P46HfOYHOPDb9xeFPe+/TZpbTGVxcCWArEsGuYAns2dP3S4qhhxYhgroUdsxyI4bsn5vArN44WLS4RvWLKVeycc3z80bN4cXK1qnVqRSqPYtfrGGwmPYKxtR490UQaZoMeOh1Dh0mPYIumO37txSlcXg7hI2/eVbDni1DsX3tRSsY7NN5ds/U1CzTztMURir0aK6ZXTrET1YBq8tPzS4in0vj1W/KrM4H4kJfrsV9ZCeFzT19FJJHCTQ0YABJ5PHYgtyd7NJlSTm59DjNenFxVMmpaiRcnPRhxWXHXzoGC9xFtBX5+YRnjPTbsp/7rOZBirxNz3ohmnnUmoqdINaPCFLWswaALf1RSpcMua9H7GfUMOiYp9nlfBB9/9GxJLXyfuiDVTMx4tM3qqZRUmudYMYC0gerPSncUJ7c/fsN2nJr14fNPX6nZOmvF1GoY473F7b4um0k5oT1wYGRdqighQYG9Diz5o7jzUz/Fg//rWc0Lf4QVU41iVzJSNBh0IU48tg1OPIwxeYpSCk+cX8Lnnr6KqQLHLhhL4mPfPYuVYAxPXlwBAMzUoENlJSRS6byKPXvuaTSZglk+wd6/fxhHdw7gb354AQu+aM3WWgumV8PYtME+jk7HlArctxzMqYUkQIG9Lsz5okikOF6e9uJt//gMEhoq9zUrpnLXTclI0UCxh+JJmAy6vKo1G4tRh2girQS8QrNYn764gi/84ir+63fP4tnLbgCoSYfKSihkp2S37o0l0rDIip0xht+5fQtiyTQuLAZqtlatCcaScIfi2NTdseF9R7usuGGTC1t6N75vO0KBvQ6shqSquXcdGcdyIFbwwzm9Gsafff1EVbnbYRU2T7VU7OXMYzUb9IglU0rAixQ4LpeWpOP53RNziCRSuH1bL2LJNFaC6u8RVEsiVcCKyVLssQzFDqx1wazFEJRaMeWWrqo2UuwA8HfvOIjP/uaNWi+paaHAXgdW5ekwr98h5W2LWY3ZPH5mAd84PoPj1zwVv1ZUhXRHk147xR6Opza0YQRCsQc2UOyXloLotZvR7zDDqGf41UNSGmUj2jGpdH4rxm42FlTswFoXTG8rBfbV0gP7aJcN/Z3UzbEQTRXYH3n+Gv7ka6/UexlVIxT7/jEXXDYjTkx7897v6koIAHBiJv/vSyEcT0KvYzDqK99g0ukYTHqdJsVB4XgSNnNpNpFQ7EpgL6DYLy4FsWu4E595x0F87IE9uH7AAQCYbsAN1GSar+vsKHBYDAhEM9IdsxS76ILpb6nALr3fN/WoXyvRbjRVuuOV5RAeP7NQ72VUzWooAaOeodNiwL5RF04UUOwisJ+czv/7UhCKuNrMAbNRp0k5f7gMK0YodiAhPza3SCed5ri8HMThiR7cIn8J5duIij25Qboj5xyMsRzFbjHqYTHqWsuKWQ3DaTUW7RlElEZTKXaX1YhQPIV4k5eVe0JSS1LGGPaPOnFhMZDXVlBDsUcTlfdiz0RSy9pYMaX6/9mKPd+JZtYbQTSRXtcUym42oMtmbMiUR6lAKX+6Y5qvXZVk5rELnFajMgS8FZhajWAzqXVVaK7ALrfxbHaV4g7FlZ4f+0ZdSKU5zsytV+WReArzvih67SbM+6JY8leW1lbNvNNMLEadJuX8kXgKHaVaMSIrJlbYY78ob5xuy+r2N9pla8jAnkin81oxQrWKorBoIpVTiem0Gpv+s5DJlDukScuKdqSpArvTJjIBmluleMJrgV1UzWXbMZNuSa2/ed9w3t+XSqSKsXiZmA3aeOyheLLkE4+4ahCKPZznRHNxMQgAOW1cpaHcjWfFFEp33CwHuGtypkgsmc5R7C6rqWUCeyrNMeOJlLRxSmxMUwV2JRMg3Nxv5syWpP2dFgx2WnB6Niuwr4jAPgS9juFkhXZMpIpB1plYjHpNPPZImVkxsUSGFZNHsV9aCqLPYc6Zbi8U+3u/9CLe88UX4GuQ95DUUiD3Y7ilT8rPFnZcNJFSho0IOq3Gpv8sAMCXn5nEOz//PJJprpzQiOporsBua53A3pPRa3prf4fyARZckX/eOdSJbf32gimRG6GWFaOVYg+XYcWIk4tojhXOa8UEcV1f7tCF0S4r4sk0nr3sxtOXVvDLn32mYntLTQqlOw44LLAa9bi6EgLnXFLshlyPvRWyYr74i6s4vxDA4Ylu3HZdb72X0xI0V2C3SsGwmXN3E6k0fJH102HGezoU60VwdSWEfocZHWYDxns6MOutzB+WrJjqk5+0UuzhsqwYHYKxpNKbPDvdkXOOS0tBbBvIDex37x7Ebx7ehO//0e34yntvweRKCJ9/+mr1/4EqKZTuqNMxbO6x4epKCPFUGpwjR7G7bK3hsbuDcTxwYBhffegIeewq0VSB3ako9ub12MXVhphdCQBbejvgDSfW/b8mV0JKuXSvw6QM7y2XiGpZMeUr9gVftGgZfyKVRiLFy7Bi9OsaY2UH9kV/DMFYMmfjFJAsr4+/ZS+29HbgyNYe3L6tF4+enEe6hEZiWlIo3REAJvo6MLkSUo67OY9iD8VTmrak0JpoIoVALKl0ECXUoakCu8NsgI41d1aMRw7e2YodkFT6Z39+GYc+/mOcnPFhQvZZ++wWeMOJitI8w/FkyYGzGBajlGpYKlPuMG775BP4mdxdMf/ayquKzQ5s2VkxIiPmun7Hhs91/4FhzHojeHm68qpeNSjU3RGQTvhTq2FlqEa2YheZM838eRBZPz0FxuARldFUgV2nY3LubvO+kd1yv5LujDfyuKzMJ90hfPfEHAw6hv1jTty9ZwjA2mABd6h01X5mzodjk6uSFaOSYo+W0VLg7LwfqTTHJTlLJR8iMJfjsa97fJZiL5QRk4+jOwdgNujwnVfqO3e9UHdHQDrhJ9OSvQQgx2NvhfTffJ8HonqaKrADgMtmamqPXSj2zDfypm4bdAw4PeuiwER9AAAgAElEQVTHuXk/fu2mMXz9fbfizu19ANYGXawESregPvbds3j3F19ESLU89vIU+5UVKRjNF2krGypzHmumYmcsd/P00nIQLpsRvfaNg4TDYsTrd/Tje6fqa8cUG5Yhrti+9dIsAGnARiadLZAlJsRKD1kxqlJVYGeM/Spj7AxjLM0YO6TWoorR7NV27lBuYDcZdBjpsuLbr8whzYFD413rHiM+0Bv57Iv+qLLBeXk5iGAsiVS6dA+7GOUq9qvL0mbwgr/wpm+5Y/syFXtPhylnM/fSYhDb+u0lt084PNGDlWBc+ZvUg2giVXAIirDovvnyLK4fcOCObX3rfu9sgX4xQrGXcjImSqdaxX4awNsAPKnCWkqi2TMBPKFcjx2QPsQrwRh0DDi4KSuwy2pmOVA4sHPOcc//eAr/8NNL8EUSWAnGlQ9+fRS7FNiLKfZwmVZMpmLvtZvzeuyl+OuCAbk74GKd0h7TaY5wonC6Z3eHCZ0W6Xd//IZt0GUpe1cLeOyk2LWhqsDOOT/HOX9VrcWUgqvJPfbVUBwOswGmLL9UZMDsGu5UptQLhBWzXESxe8MJrIbiOHbNgyvLkg3yoXt3YNdQJ3YPVz8TUij2UodViLz8YhN+hBVT6oknU9n2d1rWWTHuYAyecKIkf10w0Ckd16VAfQJ7NJkC50BHgf8/Ywy7hjuxb9SJN+0ezPm909r8WWLuYBxmg67gMSAqo6m6OwKyx97Eb+TMqtNMxGX3oc25A5etJj3sZkNRK0YE/TNzflyWbZBD4934tZuKD4kuFZGREU+lC06PF3jDcayG4rCbDVgKxJBMpfNmfpQ7ti9Tsfc7zDgz60M0kcLvfOWYor7zpToWYk2xV5ZKWi2hmPz/L3LF8tnfvBGMsbz20lpWTG6Xy2ZhJRhHr91Mc0tVZkPFzhj7MWPsdJ6vB8p5IcbYQ4yxY4yxY8vLhVPgNsJpNcIfTZY0yLgSQjFtPySFArvYKLtpPDewA5IHWcyKWZKDky+SwFMXl2HQMVX7boigWorPLk4st2zpRirNC04uUqyYEsf2CcVu0DF02YwIx1O45g7jqYsr+MbxGQDIW5xUCLF3IayYyazqX60RbYeLqVWXzVSwja1Br4PdbGh6K4YyYtRnw8DOOT/KOd+T5+vb5bwQ5/xhzvkhzvmhvr6+jR9QAJHipcWG0aw3goMf+xGeubSi+nMLrq6E8gbc11zXi7/+lX144+6BvI/rc5iLKvZMO+FHZxexqdsGYwlzREtFKPZSfHZhwxzZ2gMAmPfl30CNlGnFiEETdosBVpMBkUQKbvmYvO2GEbz9pjEMljFVx6jXodduwqI/hjNzPrz2//8Znrms3d8+G0WxVzGP1mk1wtvETfHcwfi6Yj1CHZow3VG7kWBnZn2Ip9J4aUqbohVfJIFZbwQ7h3I3+Ax6HR48NFYwGPfazUVndi7Jal6kAYorALWwlDHQ+spyEAYdw81bpKuPQhuoobKtGOl+DotByaQRz/3/3LEVf/XL+8q+pO93WLDkj+LMnB8AcFb+txYoit1cub/crP1iVkNxcM7hDsbQ00Ebp2pTbbrjWxljMwCOAPgeY+xxdZZVGKVfjAY+u+jXIqyEashX5n1+XgoaO4c6y34+KbAXt2JsJr3iMU/kaYRVDeUq9k09Nox1SVcmhQK7sGIsG3j2AtG21m42wip/L3rodHVUNnVnoNOMBX8Ul+UN5ys1tGPWTmzVKfZms2JCsSRe88kn8MjzU1gJxSnVUQOqzYr5Fud8lHNu5pwPcM7fpNbCCuHUULFfXZF6X4sPeaWcX/Bj90cex/kFf9btUsn7zsHyA3ufw1y0rcBSIIp+hxl75AyYiV5tFHspHvvUahibu21w2YwwG3RYKGLF2Ez6nDS+QiiK3WxQgqHosZ6dPloqA50WLPpjuLwkBfSrKpzUSyUcU0exN1uW2GoojnA8ha8fm0Y8mSYrRgOaz4oRmQAavJmvytWSl5eCJaf15ePCYhDxVBpPZvVJOb/gR5fNqKTZlYNIeSzUVmApEEO/w4Jdw9JJo56KfVleC2MMwy5rUSumnF7xQrE7LAZY5MfNeiPotBgq3k8Y6LTAHYrh1UXpJCwqZmtBqMzN43wMOi2Y80aqer/WGr88pFsMj+kmK0Z1mi+w2zS0YlbCMOgYQvEUFqooWhEbei9Orvfqz84HsGOws6LULnG5+onvn8d9n3k6p+pyORBDX6cZ9+8fxrtvHcf+sepz1zMp1WNPpzncobjS32aw01Iwl73cPjZCsdszPPZZT6Sq4paBTgs4B6ZXI7Aa9Vj0xzTPjBKEy2ypkI8tvR0IxVNFaxwaDX9WeiYpdvVpusAuKvE8Kin2M3M+/PHXXoEvnMCCP6ps+IlL80oQHeuOTa4qSiqV5riwEMCOPBunpSBS875zYg6nZn34RVbmzpJfsmL6Oy346P27N8w1Lxeh2KMbKHZvJIFUmitXGENOSxGPPVmWWl3z2A1KMJzzRtFlq3yqfebV0+3bpCEP2UNPtEJkxZRaeZsPpYHcSuON/StEILr+s9tLil11mi6wG/Q6uGzGivuTZ/PkhRV86+VZ/PPz1wBIXf+A6nx2kb3iCSeUjdhr7hAiiVRFG6eAdMkNAIcnutFpMeCx0wvK70KxJELxFPodpaf6lYsIqhspdvF3UQK7y4JFfxTJPJvJ5U53WsuKMSo57fFUuqpL+YGM9Mg37JL+9rXaQA3FktCx3HbE5bBFaflcOwupWkRP/f1jLgCk2LWg6QI7AAw5C/u25SIsHTFN5+Yt3XBYDFUFdncwprQFODa5CqC6jVNA+j9/+b0343PvuglHdw7gR2cXlcwbUbjU79BO+YigGk2mcG7er/S8yWYlsD6wj3XZkEzzvNZWuEyP3ahn+M3Dm3DXzv51jcO6K8yIAYD+DMX++h39YKx2G6gh+YqlmqrLYZcFRj1TNv6bAaHYf/+1W3F054Cm79t2pSkD+7C8YbQRpbRjFRkFwj4Z7+3A1j57dYE9FMfeESd6OkyKz35yxgeDjpVVGZnNndv7YDcbcPeeQfgiCTx3xQ1gLYe9v4JN2VLJVOy/+bnn8ckfnM97P+H19skeuyjGmlrNDTxSYC/dhmCM4eNv2YubxrvXnRCqUew9HWbodQyDnRb02M0Ydlprpn7DsRRsVWTEANIV7Fi3reZVs9UgPPbX7+jH5951qOCgEaJymvKIDrkK+7aCBV8U+z/2Q/zg9HzR+3kjcQjB1Ocww242YGufHSenffjcU1cKKtNiuIMx9DrMODTehRcmpeB7ataLHUOOgi1ay+GO7X2wmfT40dlFAGtVp9n9utVEKHZvJAF3KI4Xrq7mvd+K0oZVVuxyYJ/OE9hFumMlWE3qKHa9jqHPbsbWfsnSmOjrqJ0VU+YeQyEmenNn5jYygWgCNpOeArqGNOWRHXZZ4YsklKyCfFxzhxCIJvHBb54q2r3PG07g4JgLTqtR8SvfdsMI+jvN+Pj3zuG///hC2etzB+Po6TDhyEQPplcjmHKHcXLGh32jrrKfKx8Wox7X9dsVFSz6xNTCYxcB+spKSLnKyWQlGINBx9BpkYLtkNMCvY7lVezlpjtmYlVJsQPA+49uw2/fPgEA2NbvwIXFQFktiislHK9esQNSA7mrK6G6z28tFX80AYel6foPNhXNGdidVgBSRkQhxAaNJ5zAX3zrdMH7ecMJ9NrN+NsH9+NP37gdAHDbdb34yZ++Ftv67WV3/lsbzmvCa+Qsi0eev4ZANIn9o+qlIHZ3mJQhBUuBGIx6VlV2yEYIxT7tWbPAjl/Lbb2wEoihx25Sio4Meh1GXFZMr6497ivPTuJ3vnJMVm6VfcDV8tgB4O03b8Lrru8HIPW3iSbSeOmat6rnLIVQLFlV1algvLcDsWS6qhTdWhKIJpUTP6ENTRnYh+QMkWI+u+ifcXTnAH5yfilvVgYgWTEumxF37RzALRM9637X3WHKq0qLoQzntZuxtc+OfocZjzw/BQCqKXZA8oZFvvxSIIo+jVuf6nUMRj3DTIbyzhvYg7GcifObum3rFPu3X5nDj84uIppIV6zYjXqdMitUzQKXwxPdMOgYnrpYeQfSUgnHU6r0Id+ipDw2hx1Dil17mjKwD7skxV6oayCwtvN+4+YupNK8oCfvDScKlqN3d5iwWmYhVObUdcYYbruuF8FYEhajrqxe4RvRazdhRW6kJBUnaWfDCMwGPWZkxb6p24bj13J9dnconhPYx7qtioXDuTSc+dDmLvTKJ79KEXZMd4XtBPLhsBhxcJMLT2vY4VMQiieL9mIvFRHYrzaJzx6IJpV5rYQ2NGVgH3RawFhpVsxuucQ+3+ZdNJFCLJlW+s9kU4liF3ncohrytut65XU4Vd0s6rGbEE+mEYqnsOSP1SRlzGLUIZ5KQ69jeMOuAZyY8eX0rlkJ5Cr2sW4b3KE4grEkVoJx+CIJ3Lt3CC986C685eBIxesRdky3ynnQt2/rw6lZX9l/+3IJx9RR7IOd0j7GfJHPQyPhjyTgICtGU5oysBv1OvTZzUUVuz8i7bwLNTPtyQ3sHlmNi46R2fR0SNOayhnqIXzvHnl4wG3XSfbOPhX9dWDNfnAHY0oDMK0RPnuv3YSbt3QjnkzjFxn9yzmXhmqIdgKCTRmZMZeWpFTC6/rtJTf/KoTVpIdJr/5Ytdu39YJz5FT3qk0oro7HrtOxpuryKHnsZMVoSVMGdgAYKtJcCljz8YplZYgcdlcBxd7VYUKalzcseG04rxTchpxWfOYdB/HQHRMlP0cpiOef90XhCSc0zYgRiArJfocFr7u+H4OdFjz88yvK7/3RJOKptDJ8W5CZy35peS2wV4vVqEe3bHmpyb5RFxxmg1InoAWcc8ljVyErBhADNxo/sHPO5c8mKXYtadrAPuKyYNYbwTOXV/DTV5dyfi923g16HYZdlnVZGYKNArsY2bVaoKNiPtzBOEwG3bqB1PftH8aQnMmjFqK/xoVFqaJVy+IkgegX0+cww2TQ4bdv34Jnr7jxsjyYJLudgED0ZZ9eDePyUhAdJr2yAV4NVpM+75jBatHrGPaPufDKtHaZMbFkGqk0V0WxA6J9b+NPUool00ikODqtpNi1pGkD+5DTihlPBL/95WN50xn90YSyQTPWZctrxfgiG1kxUoBaDZWuhFaCcfRqoCKzEYr9nDy8ozZWjFDs0mu9/eZNcFqN+F+yas9uJyBw2YxwWAw4Nx/A5eUgtvbbVTk+d27vwxt29lf9PPnYP+bE+YVAThdNtVib96qOYnfZmsOKEdlqpNi1pYkDuwXxZBrheAqz3khOhag/subjjXXZKlLsYipPWYo9FKuqjWypiKuJc/OyYq+BFSOKlESFq91swIOHRvGT84vwRRJrVadZHjtjDG/eN4zvnpjDyRlfVZkwmbz/6Hb8yRuvV+W5sjkwJmVTnZ71afL8ojWwGlkxgDSnoBkGboikBvLYtaVpA/u2AQcYA951ZDMAKDMrBesUe7cVK8EYIvH16ku0/i2U7igUu7uM7IhaDee1GPWwmw14VW4upmU7AYHYPM28Orh37xASKY4fn13EmTkpCOYbKP17r92KNOfwRRKq+OtaI4rJtLJjwioM2cjEZTM1hRUjhmxQgZK2NG1gv2NbL1740FG8/6hULSqCiiAQTSpFEKJfyUyWHeONSH64UKLZCMVeTr+Y5UDthvP22E2IJFJgDDWZG7mm2NcC94ExF4adFnzj+AweeX4Kb9o9oAxDyWSs24a33SClNqql2LWkv9OCYadFs8AeEkM2VNw89UeTZWVw1YOArNipQElbmjawM8bQ5zCjq8OEEZcVpzMUO+cc/khCUQWj8ubdkxdX8F+/e0bxTX3hBFxWY0G/12yQVHEhxf6D0/N44vyi8rM3HMeCP1ozRSpSKns6TDVpqCQUe+bVAWMM9+wdwrNX3PBFEvjd115X8PHvP7od9+8fxpGsCt9G5cAmF07MaKTY5SEbdrWsGNlO9De4zy7WRwVK2lJVNGCMfYoxdp4xdpIx9i3GmHo182Wwe7gTZzK80EgihWSaK28ekW73l4+exRd/Mamoe284UdBfF3R3mAoq9k//6CI+88Ql5WdhB+0ZqaznermIXPa+GvjrwJpiz96ovXfvIADg1q09ODBW+C0w7LLi795xsGBBWKOxf9SF6dUI/vRfT6w7gatBSIWxeJm4NBzyriak2GtDtTLvRwD2cM73AbgA4IPVL6l89ow4cWUlhKC8ISX6PQvF3ms3wW42KIHJI2e5eMLxvLZBJt0dpoKKfd4XWVftJ04Yu4fVLUYqhLBfajWoIJ9iB4CDY114351b8V/evKsm66gV9+wZwuGJbvzwzAL+3++cUfW5RWdS1Tx2q3azgNUkQB57TagqsHPOf8g5F71znwMwWv2SykcoZJH6JzZohCpgjOGL77kJX37PzQDWKk59EcmKKUahtgKhWBL+aBJLgagyyej0rB8jLquSsaI1PTUO7NsH7Ng93JnTU16nY/jAPTsqHvvXqGzqseGrDx3B775uK6ZXI6qmE4p5p2p57OLqtNFTHv3RBPQ6ptqVCpEfNY3Z9wJ4TMXnK5k9skI+OSMpZkUVZATtm8a7sUMOPCItrBorRlS9pjmwKLdLPT3nU3rT1AKxSVuL4iQAeOeRcXzvP95ek9dqJMT762xW5lU1qK7YbbUJ7BcWA0qqZiWIpAat6zzanQ0DO2Psx4yx03m+Hsi4z4cBJAE8UuR5HmKMHWOMHVteVrclan+nBUMZGQxrVsz6D02nxQC9jimK3RuJF0x1FPTIVgzn67MNFjLaGcz7ogjGkri6EsKekdrYMECmYq+Nx96uiJN1duZVNQjFblVhohYA5cpTy1z2QDSB+//+afzZ109U/BxSAzDy17VmwyPMOT9a7PeMsXcBeDOAu3h29Fv/PA8DeBgADh06pHpO1g2bupTSdn8exS6vFS6rEZ5wAtFECtFEesPd+a4OE2JyIVRHRgZDZgMy0Reec9RHsdMwYE3psZsx5LSoWqzkjybQYdJX3QhN4KxBYH/ywgqiiTQeO72AFydXcdN4d9nP4Q7FC1Z6E+pRbVbM3QD+HMD9nPO6jkk/uMmFGU8ES4FoRtly7nnLZZN6aiwHxNDl4kFxrV/MejsmW7GLD30tFfsNm134jVs24datvTV7zXZl97BzXUpttcx5I8pcATUw6HVwmA3wRrTbPP3xuUV02YwYkMdGljuKj3OOs3N+7Bh0aLRCQlCtx/73ABwAfsQYe4Ux9lkV1lQRBzdJaXavTHkzypZz1XiXzQRvOKHMQd1I7YpOhTOe9S0J5nxR9HSY4LAYMOeN4MS0F/0Oc03Vs81kwH97696mSR9sZnYPd+LKcrDonN1ymPFEMNqlbmM4p80In0aKPZFK44nzS7hr5wD+/O4dODHtxSceO1fWc8z7onCH4tircgtrIpeqzC7OeeFqlBqze9gJo57h5Wkv0pzLFaW5/qXLZsKMJ6zMMh3YYPLQofEumA06PHZ6Hke2rhXWLPgiGHJZkEhyzHmjuLAYwA2bumhTqEXZM+JEmku9eW7c3FX18814IrhhU/XPk4nLpl3r3mOTHvgiCRzdOYA37R7AiWkv/umpqxjtsuFdt46X9Byn6nBV2640beVpNhajHruGOvHylEduAFagsZdNapa05C9NsTssRhzdNYBHT84raY2ApD4GO60YcllwZs6HqdUwbthcl/osogaIvZOz89XbMf5oAr5IQnXF7rJq1y/mZ68uwWTQ4fZtvWCM4SP37caRiR78w88u5SQWFOL0rA86BuwcbK202EakZQI7ABzc1IUT0z4s+CIF+z13dZjgCcexGIjBqGcbZsUAwFsOjGA1FMfTF9cm6iz4oxhyWjCcMfBDbQVGNA5DTgvMBl3eEYvlMivbeqLVhVo4NVTs054wxrqsSgKBXsdw3/5hLPpjuLxc2qzVU7M+bOt3KLNqCe1oqcB+3/4hxJIp/PTV5YL9nl02I2LJNKbcYfQ7LCVlJdy5vQ8umxFfemYSgWgCkXgK3nACg06pURQAGPWMLjFbGMYYRrusqgT2GSWwq+yxW7Xz2N3BeE5zu9fI83yfuZx/hODLUx584/gMAGnj9PSsjz4jNaKlAvuNm7vxJ2+Quj0W6vcsFPqri4GSW92aDDq897Yt+PmFZdz2V0/gK89OApBUnJiMtGvYmdfTJ1qH0QIDW8pFnBzUt2KkYRulWiPlsBqKK91OBZt6bBjtsuadDXtmzod3fv4FfPCbJxFLprDgj2IlGMfeGvVRandarlLg9157HWa9Eewo4ON1yRkkV1dCOFrG9J3/eNc23Lm9D3/x76fxicfOAwAGM8a7HSzS/IpoDca6raq08Z3xRJR5rWrishmRTHOE4inVukYKPOE4ujty89Zv29qLx07PI5Xm0MtXv55QHO/+4ouIJVNIpDjOzQeU6mzKiKkNLaXYAalvySfetq/gTr1o+pVK87IrNvePufDF99ykKK0hpxXX9dthNujwuh3ajGgjGoexLht8kYRSAFcpM54wRrusqmdQicKfcuYHlEI6zeEJJ5Q20Zncel0P/NHkuuKtn11YwnIghr958AAA4OSMF89dccNs0JEVUyNaLrBvROZm6UAFPVZ67WZ85b034/1Ht2Fztw39DgtOfvSNuHN7n5rLJBoQZWBLnjGL5aBFDjuw1mKinIlfpeCLJJBK87xXGIfl3vovyVXfAPDsZTecViN+ae8Qeu0mnJj24dnLbjl1mOzKWtCGgX3NJ6y0x8pEnx3vP7pd2XilN2t7IIJxtT67pNjVzYgB1oaIi6HiaiFOFPlGPvY7zLAYdesK+J67sopbtnRDr2PYN+rCLy6t4PxCoGkGrLQCbRfYM/uv16orItEajMnBuJrMGMnKSWqs2NUN7KKdRj7FzhjDiMuqpHDOeiOYWg0rSn7fqBMLsr9+hFpf1Iy2C+wmgw4dJjGUmboiEqXjshlhNxty2kuUg1Y57MBaU7iVoLpWzKp8oii02TvaZcOMVzrZPX/FDWDNotk/KiUV2Ex67KON05rRdoEdWFPtlXjsRPsictmzh6KXg+gEOuxSX1RYTXp0mPRwqxzYFSumwJD2ka41xf7cFclfF42+RDC/eUs3jDWYy0tItFy6Yyl0dRixFIiWVHVKEJmMddsw5a48sIt2z2p2dsyk12FW34qRTxTZeeyC0S4rPOEEQrEkXri6ipu3dCv7Tz12M9596zjuvJ6SC2pJW55Cu2wm9NnNqvXCJtqH0S4rpj3hiouA5nxRGHRM2ehUm54OE1aC6m+e2s2GgkkCI/JJ6ty8H5PucM5A84/evxuvu57SgWtJWyr2e/YMYcFXXcoa0Z5M9HYgHE9hzhdVAlo5zHsjGHRalGIetemxm1Vpe5DJaihetJhKbAQ/fmYBAHVvbATaMrD/+i2b6r0Eokm5QW7Z++LVVYwcHCn78XPeKIad2tgwANBrN+HlqeqrYzORqk6LBXZpI/gHcmDfS4G97rSlFUMQlbJjsBMOswEvTK5W9Pg5uY+/VvTazVgNxcqeblQMqQFY4cDeZzfDpNdhejWCEZdV9VYJRPlQYCeIMtDrGG4c78ILV8sP7Ok0x6I/qjSO04KeDhPSHMrAdjXYyIrR6ZiS5bOHmnw1BBTYCaJMbt7SjUtLQbjL3KRcCcaQSHGMaKjYe+RNWbXaCnDOpcCep+o0kxHZZycbpjGgwE4QZXLzuNTl8MVJzwb3XM+snMOupWJX2gqolBkTjCURT6WLWjEAMOqSfHbaOG0MKLATRJnsHXXCZNDhxTJ9djFpS1uPXW4roFKR0lo7geLpmZt7bdAxUuyNQlVZMYyxvwTwAIA0gCUA7+acz6mxMIJoVMwGPXYMOnBhMVDW40TVaSVpkqXSo7JiF+0JugsUJwneeXgzbtnSrbw+UV+qVeyf4pzv45wfAPAogI+osCaCaHgGOy3K8IhSmfdFYTXq4bQWD5LV4LIaodcx1RT71Ko0z3RTd/HeNg6LETduzh3EQdSHqgI75zxzZHsHAPVnchFEAzLQacGif2NV/PwVN4KxJABJsQ+5LKoP2MhEp2Po7jCp1lbg6nIIOrbWi55oDqr22Blj/40xNg3gN0CKnWgTBp0W+CIJRBOpgveZcofxaw8/hw9+8xTiyTTOzvs1tWEEUlsBdRT7lZUQRrtsNHOgydgwsDPGfswYO53n6wEA4Jx/mHM+BuARAH9Q5HkeYowdY4wdW15eVu9/QBB1oF8ehF7MjhEl9t89MYff+vKLuOYO452HN2u/tgpsokJMukPY0tuhynMRtWPDwM45P8o535Pn69tZd/0XAL9c5Hke5pwf4pwf6uujTm9EcyMGmWfbMZeWArj3fzyFqyshPH5mAdsH7NjS24GnLq7gHTeP4Y27BzVf24jLgjlv9YGdc46ryxTYm5GqrBjG2LaMH+8HcL665RBEczDQKQX2hSxlfGbOj7PzfvzZ10/g+JQH9+4dwqd/7QAePDSK//LmXTVZ27DTipVgrKhNVArLgRhC8RQm+iiwNxvVNgH7K8bY9ZDSHa8BeF/1SyKIxkcE9qWswC42So9fk4qX3rR7EDuHOnNa2WqJ6PU+74tWpbavrEgZMaTYm4+qAjvnvKD1QhCtTKfFAItRhwVfVmCPSoF9orcDHFAmCdUSEdjnvJGqgvJVCuxNS1u27SWIamGMSSmPgfUeeyiWBGPAv77vCGLJtKapjYUQmTeihUGlXF0JwWTQadpmmNAGCuwEUSEDnRYsZin2QCwJu8mg2YSkUhhwmsHYWqVrpVxZDmFLTwdNGmtCqFcMQVSIpNjXB/ZQLAm7pb56yWzQo89uriqwc85xYTFANkyTQoGdICpksNOMRX903fzTYCyJDnP9L4SHXdaqUh7PLwQwtRrGa7b1qrgqolZQYCeIChnotCCaSKH5WNgAAApvSURBVMMfSSq3BaJJ2BsgsI+4rFUp9kdPzkGvY7hnj/Z594T6UGAniAoRKY+Zdkwo1iCBvcuKWW9k3dVEMTyhuNKil3OO756Yx61be6hbY5NCgZ0gKkQE9vmMDdRggwT2YacFsWS65ElK/+kbJ/G7/3wcAHBq1oep1TDu2zes5RIJDaHAThAVIioyLyys9WUPxVJ13zwF1nLZT834cM0d2vD+M54wXp7yIpZM4fEzC9DrGN5Ug/YHhDZQYCeICum1mzHstODUrE+5LRBNNIZilwP7e770It746Sfh2UC5e8JxxFNpnJ3z47krq9g36oTTpl3feEJbKLATRBXsHXUqgZ1z3jBWzPWDDvz6LZvwntvGEUum8ejJwoPNOOfwhBMAgGcuu3FyxovDEz21WiqhARTYCaIK9o26cHUlJPdmTyPN0RBWjFGvw//31r34yJt34foBB7718mzB+0YSKcSTaQDAV56dRCLFKbA3ORTYCaIK9sjDm8/M+hCISaq3EfLYBYwxvPWGEbw05cXkSn6vXah1HZPaEOt1DDdu7qrlMgmVocBOEFWwVw7sp2Z9SgMwRwMFdgB44MAwGAP+/ZX8ql347yKY7x1xNoSdRFQOBXaCqILuDhNGu6w4OetDKCb1P28kxQ4AQ04rdg524uUpb97fe8JSYH/t9f0AQDZMC9BY70CCaEL2jTpxambNimlEtbu1345Xpj15fyesmNdd348ZTwS/dtNYLZdGaAApdoKokm39Dkx7wvCEpADpaIDN02wmejsw44nknarklRV7n8OMT7xtLzX+agEosBNElWzqtoFz4NUFP4DGs2IAqZiKc2k4dTbihOSivPWWgQI7QVTJWLcNAHBOrkBtSCumzw5A6rGejScch8NigFFP4aBVoL8kQVTJWLdU5XluXlLsjRjYhb1yZTmY8ztPOI4um6nWSyI0hAI7QVTJgMMCk16HGU8Eeh2Dxdh4H6sOswFDTksBxZ5AF9kwLYUq70DG2J8xxjhjjLryE22HTscw2iWpdrvZUJc5p6Uw0deBy3kUuzcch4sUe0tRdWBnjI0BeAOAqeqXQxDNifDZG9GGEWzts+PKciinR7snHEd3BwX2VkINxf5pAP8ZQGkd/QmiBRE+eyMH9oneDgRiSSwHY+tu94YSlBHTYlQV2Blj9wOY5ZyfKOG+DzHGjjHGji0vL1fzsgTRcIx1SYq9w6yv80oKs7Vfyoy5tLRmx8STaQRiSdo8bTE2lBeMsR8DyNdx/8MAPgTgjaW8EOf8YQAPA8ChQ4dI3RMtxSZhxVgaV/luH3AAAC4uBnHrVmk7zBuRipNo87S12DCwc86P5rudMbYXwBYAJ+TNolEALzHGbuacL6i6SoJocITH3mgNwDLpd5jhtBpxXs63z5xzSpunrUXF70LO+SkA/eJnxtgkgEOc8xUV1kUQTUUzWDGMMVw/6MCrC35E4im87m9+hg6TFAJo87S1aLyEW4JoQpw2IzZ127C5p7H7rOwYdODCYhDHrq3CG05g1hsBQO0EWg3Vrhs55+NqPRdBNCM/eP/tMDV4Wf72AQeCsSS++dIs9DqGj96/G488d03ZIyBag8Y1BAmiybCZGv/jtGNQ2kB99OQc9o868c7Dm/HOw5vrvCpCbRpbXhAEoSrb5cCeSHEc2UoDNVoVCuwE0UZ0WowYdloAAEcmqANIq0KBnSDajOsHHTDpdTSwuoVpfFOQIAhV+Z07JvD6nQOwmho3NZOoDgrsBNFm3Lq1V6k8JVoTsmIIgiBaDArsBEEQLQYFdoIgiBaDAjtBEESLQYGdIAiixaDAThAE0WJQYCcIgmgxKLATBEG0GCx7YnlNXpSxZQDXKnx4L4BGH+ZBa6yeRl8fQGtUg0ZfH9BYa9zMOe/b6E51CezVwBg7xjk/VO91FIPWWD2Nvj6A1qgGjb4+oDnWmA1ZMQRBEC0GBXaCIIgWoxkD+8P1XkAJ0Bqrp9HXB9Aa1aDR1wc0xxrX0XQeO0EQBFGcZlTsBEEQRBGaKrAzxu5mjL3KGLvEGPtAA6xnjDH2U8bYOcbYGcbYH8m3f5QxNssYe0X+urfO65xkjJ2S13JMvq2bMfYjxthF+d+6jdNhjF2fcaxeYYz5GWPvr/dxZIx9gTG2xBg7nXFb3uPGJP5Ofm+eZIzdUKf1fYoxdl5ew7cYYy759nHGWCTjWH5W6/UVWWPBvytj7IPyMXyVMfamOq7xaxnrm2SMvSLfXpfjWDac86b4AqAHcBnABAATgBMAdtV5TUMAbpC/dwC4AGAXgI8C+LN6H7OMdU4C6M267a8BfED+/gMAPlnvdWb8nRcAbK73cQRwB4AbAJze6LgBuBfAYwAYgMMAnq/T+t4IwCB//8mM9Y1n3q/OxzDv31X+7JwAYAawRf686+uxxqzf/w2Aj9TzOJb71UyK/WYAlzjnVzjncQBfBfBAPRfEOZ/nnL8kfx8AcA7ASD3XVAYPAPiy/P2XAbyljmvJ5C4AlznnlRawqQbn/EkAq1k3FzpuDwD4Cpd4DoCLMTZU6/Vxzn/IOU/KPz4HYFTLNWxEgWNYiAcAfJVzHuOcXwVwCdLnXlOKrZExxgA8COD/aL0ONWmmwD4CYDrj5xk0UBBljI0DOAjgefmmP5Avh79QT5tDhgP4IWPsOGPsIfm2Ac75PCCdoAD0121163k71n+IGuk4AoWPWyO+P98L6SpCsIUx9jJj7OeMsdvrtSiZfH/XRjyGtwNY5JxfzLitkY5jXpopsLM8tzVESg9jzA7g3wC8n3PuB/CPALYCOABgHtKlXD25jXN+A4B7APw+Y+yOOq8nL4wxE4D7AXxdvqnRjmMxGur9yRj7MIAkgEfkm+YBbOKcHwTwJwD+hTHWWaflFfq7NtQxlHkH1guNRjqOBWmmwD4DYCzj51EAc3VaiwJjzAgpqD/COf8mAHDOFznnKc55GsA/oQaXk8XgnM/J/y4B+Ja8nkVhFcj/LtVvhQr3AHiJc74INN5xlCl03Brm/ckYexeANwP4DS4bw7K94Za/Pw7Jv95ej/UV+bs2zDEEAMaYAcDbAHxN3NZIx7EYzRTYXwSwjTG2RVZ2bwfwnXouSPbfPg/gHOf8bzNuz/RW3wrgdPZjawVjrIMx5hDfQ9pcOw3p2L1Lvtu7AHy7Pitcxzp11EjHMYNCx+07AP6DnB1zGIBPWDa1hDF2N4A/B3A/5zyccXsfY0wvfz8BYBuAK7Ven/z6hf6u3wHwdsaYmTG2BdIaX6j1+jI4CuA853xG3NBIx7Eo9d69LecLUubBBUhnyQ83wHpeA+lS8SSAV+SvewH8bwCn5Nu/A2CojmucgJRpcALAGXHcAPQA+AmAi/K/3XU+ljYAbgDOjNvqehwhnWTmASQgqcnfKnTcINkI/1N+b54CcKhO67sEyacW78fPyvf9ZfnvfwLASwDuq+MxLPh3BfBh+Ri+CuCeeq1Rvv1LAN6Xdd+6HMdyv6jylCAIosVoJiuGIAiCKAEK7ARBEC0GBXaCIIgWgwI7QRBEi0GBnSAIosWgwE4QBNFiUGAnCIJoMSiwEwRBtBj/F1AgtHei3QUfAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a5f3c88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_benefit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n",
       " -->\n",
       "<!-- Title: Tree Pages: 1 -->\n",
       "<svg width=\"8246pt\" height=\"1292pt\"\n",
       " viewBox=\"0.00 0.00 8245.50 1292.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
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      "text/plain": [
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      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.tree import export_graphviz\n",
    "export_graphviz(tree_model, out_file=\"tree_model.dot\", impurity = False, filled=True)\n",
    "\n",
    "import graphviz\n",
    "with open(\"tree_model.dot\") as f:\n",
    "    dot_graph = f.read()\n",
    "graphviz.Source(dot_graph)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Feature')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a242a9f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_features = X.shape[1]\n",
    "plt.barh(range(n_features), tree_model.feature_importances_, align='center')\n",
    "plt.xlabel(\"Feature importance\")\n",
    "plt.ylabel(\"Feature\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n",
       "            max_depth=5, max_features='auto', max_leaf_nodes=None,\n",
       "            min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "            min_samples_leaf=1, min_samples_split=2,\n",
       "            min_weight_fraction_leaf=0.0, n_estimators=5, n_jobs=1,\n",
       "            oob_score=False, random_state=None, verbose=0,\n",
       "            warm_start=False)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "forest_model = RandomForestClassifier(n_estimators=5, max_depth=5)\n",
    "\n",
    "forest_model.fit(X_train, Y_train) # 学習データをフィット"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "予測日数：189、正解日数：100、正解率：52.910052910052904\n",
      "Training score: 0.589\n",
      "Test score: 0.529\n",
      "Benefit: 4.565\n"
     ]
    }
   ],
   "source": [
    "Y_pred = forest_model.predict(X_test) # 予測\n",
    "\n",
    "\n",
    "# 正答率を計算\n",
    "success_num = 0\n",
    "for i in range(len(Y_pred)):\n",
    "    if Y_pred[i] * Y_test[i] >=0:\n",
    "        success_num+=1\n",
    "\n",
    "print(\"予測日数：\"+ str(len(Y_pred))+\"、正解日数：\"+str(success_num)+\"、正解率：\"+str(success_num/len(Y_pred)*100))\n",
    "\n",
    "print(\"Training score: {:.3f}\".format(forest_model.score(X_train, Y_train)))\n",
    "print(\"Test score: {:.3f}\".format(forest_model.score(X_test, Y_test)))\n",
    "print(\"Benefit: {:.3f}\".format(benefit()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a238e7358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_benefit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Feature')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2468b6d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_features = X.shape[1]\n",
    "plt.barh(range(n_features), forest_model.feature_importances_, align='center')\n",
    "plt.xlabel(\"Feature importance\")\n",
    "plt.ylabel(\"Feature\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "GradientBoostingClassifier(criterion='friedman_mse', init=None,\n",
       "              learning_rate=0.1, loss='deviance', max_depth=3,\n",
       "              max_features=None, max_leaf_nodes=None,\n",
       "              min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "              min_samples_leaf=1, min_samples_split=2,\n",
       "              min_weight_fraction_leaf=0.0, n_estimators=100,\n",
       "              presort='auto', random_state=None, subsample=1.0, verbose=0,\n",
       "              warm_start=False)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "gbrt_model = GradientBoostingClassifier()\n",
    "gbrt_model.fit(X_train, Y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "予測日数：189、正解日数：99、正解率：52.38095238095239\n",
      "Training score: 0.784\n",
      "Test score: 0.524\n",
      "Benefit: 18.861\n"
     ]
    }
   ],
   "source": [
    "Y_pred = gbrt_model.predict(X_test) # 予測\n",
    "\n",
    "# 正答率を計算\n",
    "success_num = 0\n",
    "for i in range(len(Y_pred)):\n",
    "    if Y_pred[i] * Y_test[i] >=0:\n",
    "        success_num+=1\n",
    "\n",
    "print(\"予測日数：\"+ str(len(Y_pred))+\"、正解日数：\"+str(success_num)+\"、正解率：\"+str(success_num/len(Y_pred)*100))\n",
    "\n",
    "print(\"Training score: {:.3f}\".format(gbrt_model.score(X_train, Y_train)))\n",
    "print(\"Test score: {:.3f}\".format(gbrt_model.score(X_test, Y_test)))\n",
    "print(\"Benefit: {:.3f}\".format(benefit()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a2474dc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_benefit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Feature')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a24874908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_features = X.shape[1]\n",
    "plt.barh(range(n_features), gbrt_model.feature_importances_, align='center')\n",
    "plt.xlabel(\"Feature importance\")\n",
    "plt.ylabel(\"Feature\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}