task1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# データ読み込み\n",
    "data = read.table(\"nikkei2008.txt\", header=T, skip=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>日付</th><th scope=col>終値</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>2008/1/4 </td><td>14691.41 </td></tr>\n",
       "\t<tr><td>2008/1/7 </td><td>14500.55 </td></tr>\n",
       "\t<tr><td>2008/1/8 </td><td>14528.67 </td></tr>\n",
       "\t<tr><td>2008/1/9 </td><td>14599.16 </td></tr>\n",
       "\t<tr><td>2008/1/10</td><td>14388.11 </td></tr>\n",
       "\t<tr><td>2008/1/11</td><td>14110.79 </td></tr>\n",
       "\t<tr><td>2008/1/15</td><td>13972.63 </td></tr>\n",
       "\t<tr><td>2008/1/16</td><td>13504.51 </td></tr>\n",
       "\t<tr><td>2008/1/17</td><td>13783.45 </td></tr>\n",
       "\t<tr><td>2008/1/18</td><td>13861.29 </td></tr>\n",
       "\t<tr><td>2008/1/21</td><td>13325.94 </td></tr>\n",
       "\t<tr><td>2008/1/22</td><td>12573.05 </td></tr>\n",
       "\t<tr><td>2008/1/23</td><td>12829.06 </td></tr>\n",
       "\t<tr><td>2008/1/24</td><td>13092.78 </td></tr>\n",
       "\t<tr><td>2008/1/25</td><td>13629.16 </td></tr>\n",
       "\t<tr><td>2008/1/28</td><td>13087.91 </td></tr>\n",
       "\t<tr><td>2008/1/29</td><td>13478.86 </td></tr>\n",
       "\t<tr><td>2008/1/30</td><td>13345.03 </td></tr>\n",
       "\t<tr><td>2008/1/31</td><td>13592.47 </td></tr>\n",
       "\t<tr><td>2008/2/1 </td><td>13497.16 </td></tr>\n",
       "\t<tr><td>2008/2/4 </td><td>13859.70 </td></tr>\n",
       "\t<tr><td>2008/2/5 </td><td>13745.50 </td></tr>\n",
       "\t<tr><td>2008/2/6 </td><td>13099.24 </td></tr>\n",
       "\t<tr><td>2008/2/7 </td><td>13207.15 </td></tr>\n",
       "\t<tr><td>2008/2/8 </td><td>13017.24 </td></tr>\n",
       "\t<tr><td>2008/2/12</td><td>13021.96 </td></tr>\n",
       "\t<tr><td>2008/2/13</td><td>13068.30 </td></tr>\n",
       "\t<tr><td>2008/2/14</td><td>13626.45 </td></tr>\n",
       "\t<tr><td>2008/2/15</td><td>13622.56 </td></tr>\n",
       "\t<tr><td>2008/2/18</td><td>13635.40 </td></tr>\n",
       "\t<tr><td>⋮</td><td>⋮</td></tr>\n",
       "\t<tr><td>2008/11/17</td><td>8522.58   </td></tr>\n",
       "\t<tr><td>2008/11/18</td><td>8328.41   </td></tr>\n",
       "\t<tr><td>2008/11/19</td><td>8273.22   </td></tr>\n",
       "\t<tr><td>2008/11/20</td><td>7703.04   </td></tr>\n",
       "\t<tr><td>2008/11/21</td><td>7910.79   </td></tr>\n",
       "\t<tr><td>2008/11/25</td><td>8323.93   </td></tr>\n",
       "\t<tr><td>2008/11/26</td><td>8213.22   </td></tr>\n",
       "\t<tr><td>2008/11/27</td><td>8373.39   </td></tr>\n",
       "\t<tr><td>2008/11/28</td><td>8512.27   </td></tr>\n",
       "\t<tr><td>2008/12/1 </td><td>8397.22   </td></tr>\n",
       "\t<tr><td>2008/12/2 </td><td>7863.69   </td></tr>\n",
       "\t<tr><td>2008/12/3 </td><td>8004.10   </td></tr>\n",
       "\t<tr><td>2008/12/4 </td><td>7924.24   </td></tr>\n",
       "\t<tr><td>2008/12/5 </td><td>7917.51   </td></tr>\n",
       "\t<tr><td>2008/12/8 </td><td>8329.05   </td></tr>\n",
       "\t<tr><td>2008/12/9 </td><td>8395.87   </td></tr>\n",
       "\t<tr><td>2008/12/10</td><td>8660.24   </td></tr>\n",
       "\t<tr><td>2008/12/11</td><td>8720.55   </td></tr>\n",
       "\t<tr><td>2008/12/12</td><td>8235.87   </td></tr>\n",
       "\t<tr><td>2008/12/15</td><td>8664.66   </td></tr>\n",
       "\t<tr><td>2008/12/16</td><td>8568.02   </td></tr>\n",
       "\t<tr><td>2008/12/17</td><td>8612.52   </td></tr>\n",
       "\t<tr><td>2008/12/18</td><td>8667.23   </td></tr>\n",
       "\t<tr><td>2008/12/19</td><td>8588.52   </td></tr>\n",
       "\t<tr><td>2008/12/22</td><td>8723.78   </td></tr>\n",
       "\t<tr><td>2008/12/24</td><td>8517.10   </td></tr>\n",
       "\t<tr><td>2008/12/25</td><td>8599.50   </td></tr>\n",
       "\t<tr><td>2008/12/26</td><td>8739.52   </td></tr>\n",
       "\t<tr><td>2008/12/29</td><td>8747.17   </td></tr>\n",
       "\t<tr><td>2008/12/30</td><td>8859.56   </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|ll}\n",
       " 日付 & 終値\\\\\n",
       "\\hline\n",
       "\t 2008/1/4  & 14691.41 \\\\\n",
       "\t 2008/1/7  & 14500.55 \\\\\n",
       "\t 2008/1/8  & 14528.67 \\\\\n",
       "\t 2008/1/9  & 14599.16 \\\\\n",
       "\t 2008/1/10 & 14388.11 \\\\\n",
       "\t 2008/1/11 & 14110.79 \\\\\n",
       "\t 2008/1/15 & 13972.63 \\\\\n",
       "\t 2008/1/16 & 13504.51 \\\\\n",
       "\t 2008/1/17 & 13783.45 \\\\\n",
       "\t 2008/1/18 & 13861.29 \\\\\n",
       "\t 2008/1/21 & 13325.94 \\\\\n",
       "\t 2008/1/22 & 12573.05 \\\\\n",
       "\t 2008/1/23 & 12829.06 \\\\\n",
       "\t 2008/1/24 & 13092.78 \\\\\n",
       "\t 2008/1/25 & 13629.16 \\\\\n",
       "\t 2008/1/28 & 13087.91 \\\\\n",
       "\t 2008/1/29 & 13478.86 \\\\\n",
       "\t 2008/1/30 & 13345.03 \\\\\n",
       "\t 2008/1/31 & 13592.47 \\\\\n",
       "\t 2008/2/1  & 13497.16 \\\\\n",
       "\t 2008/2/4  & 13859.70 \\\\\n",
       "\t 2008/2/5  & 13745.50 \\\\\n",
       "\t 2008/2/6  & 13099.24 \\\\\n",
       "\t 2008/2/7  & 13207.15 \\\\\n",
       "\t 2008/2/8  & 13017.24 \\\\\n",
       "\t 2008/2/12 & 13021.96 \\\\\n",
       "\t 2008/2/13 & 13068.30 \\\\\n",
       "\t 2008/2/14 & 13626.45 \\\\\n",
       "\t 2008/2/15 & 13622.56 \\\\\n",
       "\t 2008/2/18 & 13635.40 \\\\\n",
       "\t ⋮ & ⋮\\\\\n",
       "\t 2008/11/17 & 8522.58   \\\\\n",
       "\t 2008/11/18 & 8328.41   \\\\\n",
       "\t 2008/11/19 & 8273.22   \\\\\n",
       "\t 2008/11/20 & 7703.04   \\\\\n",
       "\t 2008/11/21 & 7910.79   \\\\\n",
       "\t 2008/11/25 & 8323.93   \\\\\n",
       "\t 2008/11/26 & 8213.22   \\\\\n",
       "\t 2008/11/27 & 8373.39   \\\\\n",
       "\t 2008/11/28 & 8512.27   \\\\\n",
       "\t 2008/12/1  & 8397.22   \\\\\n",
       "\t 2008/12/2  & 7863.69   \\\\\n",
       "\t 2008/12/3  & 8004.10   \\\\\n",
       "\t 2008/12/4  & 7924.24   \\\\\n",
       "\t 2008/12/5  & 7917.51   \\\\\n",
       "\t 2008/12/8  & 8329.05   \\\\\n",
       "\t 2008/12/9  & 8395.87   \\\\\n",
       "\t 2008/12/10 & 8660.24   \\\\\n",
       "\t 2008/12/11 & 8720.55   \\\\\n",
       "\t 2008/12/12 & 8235.87   \\\\\n",
       "\t 2008/12/15 & 8664.66   \\\\\n",
       "\t 2008/12/16 & 8568.02   \\\\\n",
       "\t 2008/12/17 & 8612.52   \\\\\n",
       "\t 2008/12/18 & 8667.23   \\\\\n",
       "\t 2008/12/19 & 8588.52   \\\\\n",
       "\t 2008/12/22 & 8723.78   \\\\\n",
       "\t 2008/12/24 & 8517.10   \\\\\n",
       "\t 2008/12/25 & 8599.50   \\\\\n",
       "\t 2008/12/26 & 8739.52   \\\\\n",
       "\t 2008/12/29 & 8747.17   \\\\\n",
       "\t 2008/12/30 & 8859.56   \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| 日付 | 終値 |\n",
       "|---|---|\n",
       "| 2008/1/4  | 14691.41  |\n",
       "| 2008/1/7  | 14500.55  |\n",
       "| 2008/1/8  | 14528.67  |\n",
       "| 2008/1/9  | 14599.16  |\n",
       "| 2008/1/10 | 14388.11  |\n",
       "| 2008/1/11 | 14110.79  |\n",
       "| 2008/1/15 | 13972.63  |\n",
       "| 2008/1/16 | 13504.51  |\n",
       "| 2008/1/17 | 13783.45  |\n",
       "| 2008/1/18 | 13861.29  |\n",
       "| 2008/1/21 | 13325.94  |\n",
       "| 2008/1/22 | 12573.05  |\n",
       "| 2008/1/23 | 12829.06  |\n",
       "| 2008/1/24 | 13092.78  |\n",
       "| 2008/1/25 | 13629.16  |\n",
       "| 2008/1/28 | 13087.91  |\n",
       "| 2008/1/29 | 13478.86  |\n",
       "| 2008/1/30 | 13345.03  |\n",
       "| 2008/1/31 | 13592.47  |\n",
       "| 2008/2/1  | 13497.16  |\n",
       "| 2008/2/4  | 13859.70  |\n",
       "| 2008/2/5  | 13745.50  |\n",
       "| 2008/2/6  | 13099.24  |\n",
       "| 2008/2/7  | 13207.15  |\n",
       "| 2008/2/8  | 13017.24  |\n",
       "| 2008/2/12 | 13021.96  |\n",
       "| 2008/2/13 | 13068.30  |\n",
       "| 2008/2/14 | 13626.45  |\n",
       "| 2008/2/15 | 13622.56  |\n",
       "| 2008/2/18 | 13635.40  |\n",
       "| ⋮ | ⋮ |\n",
       "| 2008/11/17 | 8522.58    |\n",
       "| 2008/11/18 | 8328.41    |\n",
       "| 2008/11/19 | 8273.22    |\n",
       "| 2008/11/20 | 7703.04    |\n",
       "| 2008/11/21 | 7910.79    |\n",
       "| 2008/11/25 | 8323.93    |\n",
       "| 2008/11/26 | 8213.22    |\n",
       "| 2008/11/27 | 8373.39    |\n",
       "| 2008/11/28 | 8512.27    |\n",
       "| 2008/12/1  | 8397.22    |\n",
       "| 2008/12/2  | 7863.69    |\n",
       "| 2008/12/3  | 8004.10    |\n",
       "| 2008/12/4  | 7924.24    |\n",
       "| 2008/12/5  | 7917.51    |\n",
       "| 2008/12/8  | 8329.05    |\n",
       "| 2008/12/9  | 8395.87    |\n",
       "| 2008/12/10 | 8660.24    |\n",
       "| 2008/12/11 | 8720.55    |\n",
       "| 2008/12/12 | 8235.87    |\n",
       "| 2008/12/15 | 8664.66    |\n",
       "| 2008/12/16 | 8568.02    |\n",
       "| 2008/12/17 | 8612.52    |\n",
       "| 2008/12/18 | 8667.23    |\n",
       "| 2008/12/19 | 8588.52    |\n",
       "| 2008/12/22 | 8723.78    |\n",
       "| 2008/12/24 | 8517.10    |\n",
       "| 2008/12/25 | 8599.50    |\n",
       "| 2008/12/26 | 8739.52    |\n",
       "| 2008/12/29 | 8747.17    |\n",
       "| 2008/12/30 | 8859.56    |\n",
       "\n"
      ],
      "text/plain": [
       "    日付       終値    \n",
       "1   2008/1/4   14691.41\n",
       "2   2008/1/7   14500.55\n",
       "3   2008/1/8   14528.67\n",
       "4   2008/1/9   14599.16\n",
       "5   2008/1/10  14388.11\n",
       "6   2008/1/11  14110.79\n",
       "7   2008/1/15  13972.63\n",
       "8   2008/1/16  13504.51\n",
       "9   2008/1/17  13783.45\n",
       "10  2008/1/18  13861.29\n",
       "11  2008/1/21  13325.94\n",
       "12  2008/1/22  12573.05\n",
       "13  2008/1/23  12829.06\n",
       "14  2008/1/24  13092.78\n",
       "15  2008/1/25  13629.16\n",
       "16  2008/1/28  13087.91\n",
       "17  2008/1/29  13478.86\n",
       "18  2008/1/30  13345.03\n",
       "19  2008/1/31  13592.47\n",
       "20  2008/2/1   13497.16\n",
       "21  2008/2/4   13859.70\n",
       "22  2008/2/5   13745.50\n",
       "23  2008/2/6   13099.24\n",
       "24  2008/2/7   13207.15\n",
       "25  2008/2/8   13017.24\n",
       "26  2008/2/12  13021.96\n",
       "27  2008/2/13  13068.30\n",
       "28  2008/2/14  13626.45\n",
       "29  2008/2/15  13622.56\n",
       "30  2008/2/18  13635.40\n",
       "⋮   ⋮          ⋮       \n",
       "216 2008/11/17 8522.58 \n",
       "217 2008/11/18 8328.41 \n",
       "218 2008/11/19 8273.22 \n",
       "219 2008/11/20 7703.04 \n",
       "220 2008/11/21 7910.79 \n",
       "221 2008/11/25 8323.93 \n",
       "222 2008/11/26 8213.22 \n",
       "223 2008/11/27 8373.39 \n",
       "224 2008/11/28 8512.27 \n",
       "225 2008/12/1  8397.22 \n",
       "226 2008/12/2  7863.69 \n",
       "227 2008/12/3  8004.10 \n",
       "228 2008/12/4  7924.24 \n",
       "229 2008/12/5  7917.51 \n",
       "230 2008/12/8  8329.05 \n",
       "231 2008/12/9  8395.87 \n",
       "232 2008/12/10 8660.24 \n",
       "233 2008/12/11 8720.55 \n",
       "234 2008/12/12 8235.87 \n",
       "235 2008/12/15 8664.66 \n",
       "236 2008/12/16 8568.02 \n",
       "237 2008/12/17 8612.52 \n",
       "238 2008/12/18 8667.23 \n",
       "239 2008/12/19 8588.52 \n",
       "240 2008/12/22 8723.78 \n",
       "241 2008/12/24 8517.10 \n",
       "242 2008/12/25 8599.50 \n",
       "243 2008/12/26 8739.52 \n",
       "244 2008/12/29 8747.17 \n",
       "245 2008/12/30 8859.56 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 収益率の計算\n",
    "rate = diff(log(data$終値)) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
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      "text/markdown": [
       "1. -1.30763895003572\n",
       "2. 0.193735889530444\n",
       "3. 0.484005417560596\n",
       "4. -1.45618217484653\n",
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       "172. -1.99711085113279\n",
       "173. 0.923301371116558\n",
       "174. -5.08023782642972\n",
       "175. 1.199268981145\n",
       "176. -2.241920062656\n",
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       "202. 6.2113379559916\n",
       "203. 7.4556015317274\n",
       "204. 9.49414672215667\n",
       "205. -5.14439188146874\n",
       "206. 6.07956532716223\n",
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       "\n",
       "\n"
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      "text/plain": [
       "  [1] -1.307639e+00  1.937359e-01  4.840054e-01 -1.456182e+00 -1.946242e+00\n",
       "  [6] -9.839337e-01 -3.407671e+00  2.044489e+00  5.631466e-01 -3.938755e+00\n",
       " [11] -5.815688e+00  2.015728e+00  2.034802e+00  4.015068e+00 -4.052271e+00\n",
       " [16]  2.943363e+00 -9.978501e-01  1.837193e+00 -7.036670e-01  2.650606e+00\n",
       " [21] -8.273851e-01 -4.815728e+00  8.204136e-01 -1.448372e+00  3.625303e-02\n",
       " [26]  3.552287e-01  4.182331e+00 -2.855150e-02  9.421102e-02  8.944579e-01\n",
       " [31] -3.307050e+00  2.799656e+00 -1.381623e+00  3.021273e+00 -6.478199e-01\n",
       " [36]  1.483225e+00 -7.568138e-01 -2.343058e+00 -4.594419e+00  7.696908e-04\n",
       " [41] -1.557521e-01  1.858652e+00 -3.328381e+00 -1.980477e+00  1.001580e+00\n",
       " [46]  1.589804e+00 -3.381997e+00 -1.554963e+00 -3.779949e+00  1.487502e+00\n",
       " [51]  2.446230e+00  1.795545e+00 -1.986968e-02  2.102172e+00 -3.032395e-01\n",
       " [56] -8.063665e-01  1.698287e+00 -2.327335e+00  1.039484e+00  4.124585e+00\n",
       " [61]  1.509025e+00 -7.246561e-01  1.174208e+00 -1.496620e+00 -1.051055e+00\n",
       " [66] -1.278666e+00  2.881387e+00 -3.096290e+00  5.640724e-01  1.190294e+00\n",
       " [71]  1.900041e+00  5.815884e-01  1.620026e+00 -1.091833e+00  2.310616e-01\n",
       " [76] -2.823745e-01  2.354480e+00  2.226399e-01 -3.199212e-01 -6.020256e-01\n",
       " [81]  2.030547e+00  3.780943e-01 -1.135443e+00 -2.086558e+00  6.425144e-01\n",
       " [86]  1.519106e+00  1.174268e+00  9.389469e-01 -2.266149e-01  3.519246e-01\n",
       " [91] -7.704657e-01 -1.664831e+00  3.738435e-01  2.410805e-01 -2.324886e+00\n",
       " [96]  1.472791e+00 -1.332278e+00  2.982411e+00  1.504226e+00  7.060812e-01\n",
       "[101] -1.612430e+00  1.580777e+00 -6.564364e-01  1.028917e+00 -2.149027e+00\n",
       "[106] -1.136151e+00  1.150958e+00 -2.100955e+00  6.110779e-01  2.687529e+00\n",
       "[111] -4.180786e-02  7.253204e-01 -2.257732e+00 -1.340062e+00 -6.087168e-01\n",
       "[116] -5.709742e-02 -1.419102e-01 -5.496842e-02 -2.031445e+00 -4.660750e-01\n",
       "[121] -1.349437e-01 -1.322134e+00 -1.579556e-01 -2.075969e-01  9.184990e-01\n",
       "[126] -2.477589e+00  1.459063e-01  1.154700e-01 -2.108256e-01 -2.267193e-01\n",
       "[131] -1.984174e+00  4.891172e-02  9.914794e-01 -6.558575e-01  2.934259e+00\n",
       "[136]  9.658957e-01  2.157740e+00 -1.993899e+00  1.425331e-01 -1.465936e+00\n",
       "[141]  1.570795e+00  6.745287e-02 -2.132344e+00 -1.240307e+00 -1.433002e-01\n",
       "[146]  2.600344e+00 -9.848494e-01  3.302733e-01  1.973799e+00 -9.524092e-01\n",
       "[151] -2.131381e+00 -5.100117e-01  4.820574e-01  1.115465e+00 -2.308164e+00\n",
       "[156] -1.039012e-01 -7.770730e-01 -6.780194e-01  1.664728e+00 -7.791173e-01\n",
       "[161] -2.017103e-01  1.198219e-01  2.357747e+00 -1.842717e+00 -1.766381e+00\n",
       "[166]  6.333853e-01 -1.045113e+00 -2.789293e+00  3.319829e+00 -1.788731e+00\n",
       "[171] -4.365739e-01 -1.997111e+00  9.233014e-01 -5.080238e+00  1.199269e+00\n",
       "[176] -2.241920e+00  3.687364e+00  1.413766e+00  2.019366e-01 -8.996162e-01\n",
       "[181] -9.487224e-01 -1.265418e+00 -4.206507e+00  9.581073e-01 -1.895895e+00\n",
       "[186] -1.961055e+00 -4.344665e+00 -3.075429e+00 -9.849053e+00 -4.992165e-01\n",
       "[191] -1.011604e+01  1.323458e+01  1.051863e+00 -1.211103e+01  2.744649e+00\n",
       "[196]  3.523307e+00  3.284072e+00 -7.027663e+00 -2.494458e+00 -1.008796e+01\n",
       "[201] -6.567045e+00  6.211338e+00  7.455602e+00  9.494147e+00 -5.144392e+00\n",
       "[206]  6.079565e+00  4.364757e+00 -6.757045e+00 -3.617114e+00  5.644817e+00\n",
       "[211] -3.042369e+00 -1.300118e+00 -5.397152e+00  2.679636e+00  7.087472e-01\n",
       "[216] -2.304655e+00 -6.648769e-01 -7.140874e+00  2.661259e+00  5.090685e+00\n",
       "[221] -1.338945e+00  1.931377e+00  1.644983e+00 -1.360795e+00 -6.564474e+00\n",
       "[226]  1.769795e+00 -1.002749e+00 -8.496537e-02  5.067264e+00  7.990514e-01\n",
       "[231]  3.100252e+00  6.939874e-01 -5.718330e+00  5.075368e+00 -1.121602e+00\n",
       "[236]  5.180291e-01  6.332289e-01 -9.122819e-01  1.562620e+00 -2.397672e+00\n",
       "[241]  9.628155e-01  1.615121e+00  8.749512e-02  1.276688e+00"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "-0.207281093138414"
      ],
      "text/latex": [
       "-0.207281093138414"
      ],
      "text/markdown": [
       "-0.207281093138414"
      ],
      "text/plain": [
       "[1] -0.2072811"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#　平均\n",
    "mean(rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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