house_predict.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# かだーい その１ おうちの家賃を予測せよ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# CSV 読み込み\n",
    "df = pd.read_csv('house.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CRIM</th>\n",
       "      <th>ZN</th>\n",
       "      <th>INDUS</th>\n",
       "      <th>CHAS</th>\n",
       "      <th>NOX</th>\n",
       "      <th>RM</th>\n",
       "      <th>AGE</th>\n",
       "      <th>DIS</th>\n",
       "      <th>RAD</th>\n",
       "      <th>TAX</th>\n",
       "      <th>PTRATIO</th>\n",
       "      <th>B</th>\n",
       "      <th>LSTAT</th>\n",
       "      <th>MEDV</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.00632</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.31</td>\n",
       "      <td>0</td>\n",
       "      <td>0.538</td>\n",
       "      <td>6.575</td>\n",
       "      <td>65.2</td>\n",
       "      <td>4.0900</td>\n",
       "      <td>1</td>\n",
       "      <td>296</td>\n",
       "      <td>15.3</td>\n",
       "      <td>396.90</td>\n",
       "      <td>4.98</td>\n",
       "      <td>24.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.02731</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>6.421</td>\n",
       "      <td>78.9</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2</td>\n",
       "      <td>242</td>\n",
       "      <td>17.8</td>\n",
       "      <td>396.90</td>\n",
       "      <td>9.14</td>\n",
       "      <td>21.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.02729</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.07</td>\n",
       "      <td>0</td>\n",
       "      <td>0.469</td>\n",
       "      <td>7.185</td>\n",
       "      <td>61.1</td>\n",
       "      <td>4.9671</td>\n",
       "      <td>2</td>\n",
       "      <td>242</td>\n",
       "      <td>17.8</td>\n",
       "      <td>392.83</td>\n",
       "      <td>4.03</td>\n",
       "      <td>34.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      CRIM    ZN  INDUS  CHAS    NOX     RM   AGE     DIS  RAD  TAX  PTRATIO  \\\n",
       "0  0.00632  18.0   2.31     0  0.538  6.575  65.2  4.0900    1  296     15.3   \n",
       "1  0.02731   0.0   7.07     0  0.469  6.421  78.9  4.9671    2  242     17.8   \n",
       "2  0.02729   0.0   7.07     0  0.469  7.185  61.1  4.9671    2  242     17.8   \n",
       "\n",
       "        B  LSTAT  MEDV  \n",
       "0  396.90   4.98  24.0  \n",
       "1  396.90   9.14  21.6  \n",
       "2  392.83   4.03  34.7  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/.pyenv/versions/anaconda3-4.4.0/lib/python3.6/site-packages/ipykernel_launcher.py:1: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(506, 1)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_t = df.iloc[:,-1].reshape(len(_t),1)\n",
    "_t.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/root/.pyenv/versions/anaconda3-4.4.0/lib/python3.6/site-packages/ipykernel_launcher.py:3: FutureWarning: reshape is deprecated and will raise in a subsequent release. Please use .values.reshape(...) instead\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    }
   ],
   "source": [
    "# numpyの形式にすることに注意(valuesをつける！)\n",
    "_t = df.iloc[:,-1]\n",
    "t = np.array(_t.reshape(len(_t),1), dtype=np.float32)\n",
    "_x = np.array(df.iloc[:,:-1], dtype=np.float32)\n",
    "x = _x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import chainer\n",
    "import chainer.links as L\n",
    "import chainer.functions as F\n",
    "from chainer import report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "class NN(chainer.Chain):\n",
    "    \n",
    "    def __init__(self, n_units1, n_units2, n_output):\n",
    "        super().__init__()\n",
    "        with self.init_scope():\n",
    "            self.l1 = L.Linear(None, n_units1)\n",
    "            self.l2 = L.Linear(None, n_units2)\n",
    "            self.l3 = L.Linear(None, n_output)\n",
    " \n",
    "    def __call__(self, x, t, train=True):\n",
    "        y = self.predict(x)\n",
    "        loss = F.mean_squared_error(y, t)\n",
    "        if train:\n",
    "            report({'loss': loss}, self)\n",
    "        return loss\n",
    "        \n",
    "    def predict(self, x):\n",
    "        z1 = F.relu(self.l1(x))\n",
    "        z2 = F.relu(self.l2(z1))\n",
    "        return self.l3(z2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "from chainer import optimizers\n",
    "# 乱数のシードを固定 (再現性の確保)\n",
    "np.random.seed(1)\n",
    " \n",
    "# モデルの宣言\n",
    "n_units1, n_units2, n_output = 100, 30, 1\n",
    "model = NN(n_units1, n_units2, n_output)\n",
    " \n",
    "# optimizerの設定\n",
    "optimizer = optimizers.Adam() # とりあえずAdam使っとけ\n",
    "optimizer.setup(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# データセットの準備\n",
    "dataset = list(zip(x, t))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from chainer.datasets import split_dataset_random\n",
    " \n",
    "n_train = int( len(dataset) * 0.7 )  # 訓練データのサイズ\n",
    "train, test = split_dataset_random(dataset, n_train, seed=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "batchsize = 20 # バッチサイズ\n",
    "train_iter = chainer.iterators.SerialIterator(train, batchsize)\n",
    "test_iter  = chainer.iterators.SerialIterator(test,  batchsize, repeat=False, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from chainer import training\n",
    "updater = training.StandardUpdater(train_iter, optimizer, device=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# trainerとそのextensionsの設定\n",
    "from chainer.training import extensions\n",
    "\n",
    "# trainerの基本設定\n",
    "epoch = 1000\n",
    "trainer = training.Trainer(updater, (epoch, 'epoch'), out='result')\n",
    "\n",
    "# 検証データで評価\n",
    "trainer.extend(extensions.Evaluator(test_iter, model, device=-1))\n",
    "\n",
    "# 学習結果の途中を表示する\n",
    "trainer.extend(extensions.LogReport(trigger=(1, 'epoch')))\n",
    "\n",
    "# １エポックごとに、trainデータに対するlossと、testデータに対するloss、経過時間（elapsed_time）を標準出力させる\n",
    "trainer.extend(extensions.PrintReport(['epoch', 'main/loss', 'validation/main/loss', 'elapsed_time']), trigger=(1, 'epoch'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch       main/loss   validation/main/loss  elapsed_time\n",
      "\u001b[J1           187.247     97.2832               0.0900726     \n",
      "\u001b[J2           72.0547     73.2663               0.172891      \n",
      "\u001b[J3           60.2244     63.2569               0.251183      \n",
      "\u001b[J4           55.3105     60.66                 0.327828      \n",
      "\u001b[J5           51.2531     61.5943               0.408545      \n",
      "\u001b[J6           46.7764     63.2397               0.489174      \n",
      "\u001b[J7           53.0814     54.4627               0.585105      \n",
      "\u001b[J8           45.0194     56.9741               0.65679       \n",
      "\u001b[J9           47.4587     57.2646               0.730342      \n",
      "\u001b[J10          48.87       55.84                 0.785661      \n",
      "\u001b[J11          46.8004     48.0662               0.846259      \n",
      "\u001b[J12          53.2042     49.4118               0.911475      \n",
      "\u001b[J13          43.8014     47.4111               0.973382      \n",
      "\u001b[J14          41.8824     48.2553               1.03326       \n",
      "\u001b[J15          44.3864     53.8384               1.09648       \n",
      "\u001b[J16          35.3202     57.5657               1.15916       \n",
      "\u001b[J17          55.9901     66.0012               1.22006       \n",
      "\u001b[J18          51.5968     42.7012               1.27628       \n",
      "\u001b[J19          39.0419     41.8342               1.36026       \n",
      "\u001b[J20          45.8521     46.5048               1.43652       \n",
      "\u001b[J21          39.2229     48.0271               1.51444       \n",
      "\u001b[J22          40.5316     64.6237               1.59758       \n",
      "\u001b[J23          42.8177     49.2215               1.67909       \n",
      "\u001b[J24          60.6299     81.1018               1.74516       \n",
      "\u001b[J25          48.0278     45.1404               1.79696       \n",
      "\u001b[J26          40.8962     38.2527               1.84652       \n",
      "\u001b[J27          35.0629     40.2223               1.89474       \n",
      "\u001b[J28          40.315      37.4321               1.94691       \n",
      "\u001b[J29          35.7546     36.9586               2.00207       \n",
      "\u001b[J30          34.6117     40.7673               2.05597       \n",
      "\u001b[J31          41.0172     36.9053               2.12011       \n",
      "\u001b[J32          29.659      36.64                 2.19158       \n",
      "\u001b[J33          31.4615     40.5573               2.27233       \n",
      "\u001b[J34          38.7256     41.4563               2.35326       \n",
      "\u001b[J35          36.0797     37.3586               2.43346       \n",
      "\u001b[J36          34.0279     39.6869               2.51087       \n",
      "\u001b[J37          39.28       44.48                 2.58564       \n",
      "\u001b[J38          36.8356     56.6861               2.66043       \n",
      "\u001b[J39          35.2182     39.2908               2.71326       \n",
      "\u001b[J40          33.0559     35.1465               2.7689        \n",
      "\u001b[J41          29.8168     56.8719               2.87574       \n",
      "\u001b[J42          42.3041     38.3561               2.92958       \n",
      "\u001b[J43          31.371      36.2278               3.01315       \n",
      "\u001b[J44          33.4135     34.2444               3.08708       \n",
      "\u001b[J45          29.2938     33.7326               3.14523       \n",
      "\u001b[J46          30.2028     34.7927               3.20608       \n",
      "\u001b[J47          32.0753     33.2013               3.2542        \n",
      "\u001b[J48          28.8347     32.8382               3.3074        \n",
      "\u001b[J49          30.4241     32.2761               3.3569        \n",
      "\u001b[J50          30.4388     42.2757               3.40385       \n",
      "\u001b[J51          29.5754     35.2911               3.4536        \n",
      "\u001b[J52          28.0781     32.4575               3.50298       \n",
      "\u001b[J53          29.9659     33.6903               3.5536        \n",
      "\u001b[J54          28.104      32.246                3.6097        \n",
      "\u001b[J55          27.2149     37.3517               3.6607        \n",
      "\u001b[J56          28.8466     31.7035               3.71199       \n",
      "\u001b[J57          36.8529     40.6586               3.75444       \n",
      "\u001b[J58          31.2081     42.8242               3.79919       \n",
      "\u001b[J59          32.1162     31.2778               3.84555       \n",
      "\u001b[J60          31.9053     32.9393               3.88501       \n",
      "\u001b[J61          28.4863     30.6                  3.92613       \n",
      "\u001b[J62          28.8351     32.2911               3.96758       \n",
      "\u001b[J63          25.9552     34.8439               4.01918       \n",
      "\u001b[J64          26.8277     31.1267               4.09971       \n",
      "\u001b[J65          25.8627     31.26                 4.17716       \n",
      "\u001b[J66          26.6911     31.859                4.27858       \n",
      "\u001b[J67          25.6119     35.0724               4.35905       \n",
      "\u001b[J68          31.5209     30.5687               4.43556       \n",
      "\u001b[J69          33.117      33.3649               4.51399       \n",
      "\u001b[J70          29.5986     31.842                4.59447       \n",
      "\u001b[J71          26.7229     32.6701               4.6722        \n",
      "\u001b[J72          29.2087     30.1562               4.74331       \n",
      "\u001b[J73          31.9689     30.1419               4.79566       \n",
      "\u001b[J74          26.0073     31.0622               4.84981       \n",
      "\u001b[J75          27.2938     30.965                4.90255       \n",
      "\u001b[J76          24.6189     29.0939               4.95739       \n",
      "\u001b[J77          29.1907     30.1799               5.01366       \n",
      "\u001b[J78          26.7926     33.0784               5.06829       \n",
      "\u001b[J79          26.7839     31.026                5.12294       \n",
      "\u001b[J80          30.3466     41.6826               5.17679       \n",
      "\u001b[J81          28.2627     28.3966               5.23238       \n",
      "\u001b[J82          27.3953     34.9652               5.27449       \n",
      "\u001b[J83          29.1678     35.7691               5.31989       \n",
      "\u001b[J84          27.7074     28.4076               5.35953       \n",
      "\u001b[J85          27.3146     33.549                5.40225       \n",
      "\u001b[J86          22.778      31.1543               5.44324       \n",
      "\u001b[J87          28.8784     35.9263               5.48236       \n",
      "\u001b[J88          24.0877     28.2366               5.52326       \n",
      "\u001b[J89          28.7573     50.1359               5.56908       \n",
      "\u001b[J90          31.945      34.6111               5.61026       \n",
      "\u001b[J91          24.7241     27.3327               5.65166       \n",
      "\u001b[J92          22.4608     29.4975               5.69389       \n",
      "\u001b[J93          23.2017     28.1652               5.73603       \n",
      "\u001b[J94          23.1714     27.0485               5.77552       \n",
      "\u001b[J95          22.5844     34.1439               5.82219       \n",
      "\u001b[J96          23.8426     29.5968               5.86433       \n",
      "\u001b[J97          27.5979     27.7247               5.9085        \n",
      "\u001b[J98          26.3066     44.7798               5.98628       \n",
      "\u001b[J99          26.3813     29.4489               6.06703       \n",
      "\u001b[J100         24.3865     27.876                6.14328       \n",
      "\u001b[J101         22.9179     28.5902               6.22582       \n",
      "\u001b[J102         26.6712     34.0087               6.30595       \n",
      "\u001b[J103         26.2644     27.8064               6.38545       \n",
      "\u001b[J104         33.4748     50.1241               6.44123       \n",
      "\u001b[J105         32.8712     27.3927               6.50073       \n",
      "\u001b[J106         24.8388     27.6643               6.58122       \n",
      "\u001b[J107         22.6386     26.4339               6.64101       \n",
      "\u001b[J108         23.0024     32.6296               6.70081       \n",
      "\u001b[J109         23.1636     25.8849               6.74932       \n",
      "\u001b[J110         20.9458     27.1381               6.79057       \n",
      "\u001b[J111         25.351      27.2572               6.83129       \n",
      "\u001b[J112         24.5187     34.0278               6.87226       \n",
      "\u001b[J113         24.8762     34.2975               6.91584       \n",
      "\u001b[J114         27.8625     26.6088               6.95473       \n",
      "\u001b[J115         22.4686     24.5802               6.99832       \n",
      "\u001b[J116         23.0879     24.8547               7.03948       \n",
      "\u001b[J117         21.7103     31.8828               7.07956       \n",
      "\u001b[J118         25.0657     31.5007               7.1214        \n",
      "\u001b[J119         24.4957     29.3686               7.16502       \n",
      "\u001b[J120         23.4613     31.9527               7.20829       \n",
      "\u001b[J121         23.8187     26.0423               7.25805       \n",
      "\u001b[J122         23.1412     26.2612               7.30876       \n",
      "\u001b[J123         21.6191     24.5272               7.35868       \n",
      "\u001b[J124         21.5033     25.051                7.40816       \n",
      "\u001b[J125         21.5353     25.5389               7.46053       \n",
      "\u001b[J126         22.184      34.2217               7.51114       \n",
      "\u001b[J127         23.8785     27.8365               7.56353       \n",
      "\u001b[J128         21.5705     33.3647               7.61392       \n",
      "\u001b[J129         23.3073     25.5537               7.69608       \n",
      "\u001b[J130         22.7493     24.9652               7.77407       \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[J131         20.8107     23.5757               7.85549       \n",
      "\u001b[J132         20.994      28.6828               7.9353        \n",
      "\u001b[J133         21.9816     29.1551               8.01482       \n",
      "\u001b[J134         25.0043     28.6069               8.09952       \n",
      "\u001b[J135         21.6515     25.3866               8.17995       \n",
      "\u001b[J136         20.2327     28.468                8.25002       \n",
      "\u001b[J137         21.5569     25.1449               8.31184       \n",
      "\u001b[J138         20.4406     26.7073               8.37934       \n",
      "\u001b[J139         24.892      25.5486               8.4369        \n",
      "\u001b[J140         25.0962     24.9941               8.49254       \n",
      "\u001b[J141         23.191      29.477                8.56046       \n",
      "\u001b[J142         20.4098     24.387                8.61886       \n",
      "\u001b[J143         22.6092     28.9084               8.6775        \n",
      "\u001b[J144         23.3292     35.5554               8.73236       \n",
      "\u001b[J145         26.0767     24.2524               8.79779       \n",
      "\u001b[J146         22.8817     23.6298               8.89634       \n",
      "\u001b[J147         20.009      26.1644               8.97561       \n",
      "\u001b[J148         25.441      34.8231               9.05778       \n",
      "\u001b[J149         22.4498     26.9512               9.14581       \n",
      "\u001b[J150         20.6229     26.8674               9.22486       \n",
      "\u001b[J151         21.6041     25.4182               9.30215       \n",
      "\u001b[J152         18.9475     27.8771               9.38874       \n",
      "\u001b[J153         19.4807     26.6331               9.47441       \n",
      "\u001b[J154         18.9344     22.4661               9.55602       \n",
      "\u001b[J155         18.4474     24.0734               9.63665       \n",
      "\u001b[J156         22.9425     30.0029               9.71671       \n",
      "\u001b[J157         26.2227     31.3515               9.77148       \n",
      "\u001b[J158         22.4899     23.8713               9.82578       \n",
      "\u001b[J159         21.0573     26.7114               9.88082       \n",
      "\u001b[J160         19.4332     22.3063               9.93323       \n",
      "\u001b[J161         19.8177     33.8464               9.98927       \n",
      "\u001b[J162         20.034      22.2191               10.0438       \n",
      "\u001b[J163         21.5032     28.3283               10.0984       \n",
      "\u001b[J164         21.2382     26.5965               10.1507       \n",
      "\u001b[J165         18.9659     25.3648               10.2128       \n",
      "\u001b[J166         22.4074     25.426                10.3145       \n",
      "\u001b[J167         18.69       27.6496               10.3962       \n",
      "\u001b[J168         18.0242     22.0032               10.4872       \n",
      "\u001b[J169         22.9565     25.9677               10.5743       \n",
      "\u001b[J170         19.3537     23.8583               10.626        \n",
      "\u001b[J171         20.651      25.788                10.7139       \n",
      "\u001b[J172         21.4899     39.7127               10.8049       \n",
      "\u001b[J173         19.7246     27.3703               10.8897       \n",
      "\u001b[J174         19.8886     24.1569               10.9653       \n",
      "\u001b[J175         18.03       25.6817               11.0531       \n",
      "\u001b[J176         19.9296     28.4461               11.1426       \n",
      "\u001b[J177         19.2214     29.702                11.2297       \n",
      "\u001b[J178         20.1519     22.6084               11.307        \n",
      "\u001b[J179         18.695      24.3327               11.3829       \n",
      "\u001b[J180         24.1433     22.5627               11.4726       \n",
      "\u001b[J181         18.1101     28.1093               11.5629       \n",
      "\u001b[J182         19.2305     25.3888               11.6529       \n",
      "\u001b[J183         17.4775     23.0982               11.7331       \n",
      "\u001b[J184         17.6161     26.4883               11.7928       \n",
      "\u001b[J185         17.6096     28.7577               11.8564       \n",
      "\u001b[J186         20.2        25.6182               11.9207       \n",
      "\u001b[J187         21.0356     26.4303               11.9852       \n",
      "\u001b[J188         16.8441     21.8993               12.0515       \n",
      "\u001b[J189         16.8636     25.0755               12.224        \n",
      "\u001b[J190         22.9794     23.8987               12.3052       \n",
      "\u001b[J191         17.2506     24.0123               12.3907       \n",
      "\u001b[J192         16.2365     23.3335               12.4644       \n",
      "\u001b[J193         19.678      21.7824               12.5148       \n",
      "\u001b[J194         16.4952     21.2524               12.5619       \n",
      "\u001b[J195         19.7934     31.2234               12.6102       \n",
      "\u001b[J196         19.9596     21.5281               12.6586       \n",
      "\u001b[J197         15.8534     21.9353               12.7064       \n",
      "\u001b[J198         17.2364     23.8801               12.7527       \n",
      "\u001b[J199         18.5502     33.584                12.797        \n",
      "\u001b[J200         21.2852     37.8413               12.8403       \n",
      "\u001b[J201         18.1509     23.1068               12.8847       \n",
      "\u001b[J202         16.9012     23.9532               12.9317       \n",
      "\u001b[J203         21.9266     24.7092               12.9779       \n",
      "\u001b[J204         18.5743     21.448                13.0235       \n",
      "\u001b[J205         17.9249     24.1568               13.0683       \n",
      "\u001b[J206         17.0054     22.957                13.1149       \n",
      "\u001b[J207         17.5086     22.3396               13.1912       \n",
      "\u001b[J208         16.8575     22.0759               13.2798       \n",
      "\u001b[J209         16.7188     22.2431               13.3766       \n",
      "\u001b[J210         18.2037     21.2404               13.4555       \n",
      "\u001b[J211         21.6422     28.8082               13.5239       \n",
      "\u001b[J212         18.2208     25.0783               13.593        \n",
      "\u001b[J213         18.7523     28.7984               13.6599       \n",
      "\u001b[J214         17.0029     22.9005               13.726        \n",
      "\u001b[J215         18.6232     22.3229               13.7782       \n",
      "\u001b[J216         25.9017     67.2059               13.8307       \n",
      "\u001b[J217         39.5145     29.1852               13.8851       \n",
      "\u001b[J218         21.6537     25.8693               13.9367       \n",
      "\u001b[J219         18.216      23.9479               13.9886       \n",
      "\u001b[J220         23.6768     28.4683               14.0374       \n",
      "\u001b[J221         18.3055     19.9964               14.0887       \n",
      "\u001b[J222         18.8627     22.2642               14.1409       \n",
      "\u001b[J223         16.8605     22.6661               14.1919       \n",
      "\u001b[J224         16.4487     21.9092               14.2596       \n",
      "\u001b[J225         16.2203     20.4306               14.3129       \n",
      "\u001b[J226         16.113      20.3836               14.3578       \n",
      "\u001b[J227         15.4379     22.4789               14.4026       \n",
      "\u001b[J228         15.3422     20.395                14.4486       \n",
      "\u001b[J229         15.4389     21.2504               14.513        \n",
      "\u001b[J230         16.0377     23.0335               14.5655       \n",
      "\u001b[J231         15.4789     24.2585               14.6198       \n",
      "\u001b[J232         16.636      21.6228               14.6738       \n",
      "\u001b[J233         16.863      30.5825               14.7276       \n",
      "\u001b[J234         19.0528     22.5218               14.7799       \n",
      "\u001b[J235         14.4743     23.2706               14.8327       \n",
      "\u001b[J236         17.4311     22.8749               14.8837       \n",
      "\u001b[J237         15.5899     26.2268               14.9327       \n",
      "\u001b[J238         16.6842     21.6852               14.9896       \n",
      "\u001b[J239         19.0324     38.095                15.0406       \n",
      "\u001b[J240         20.4705     20.191                15.0936       \n",
      "\u001b[J241         16.6899     21.4074               15.1837       \n",
      "\u001b[J242         16.4865     22.6647               15.2753       \n",
      "\u001b[J243         15.2124     20.4994               15.3593       \n",
      "\u001b[J244         16.2764     25.9289               15.4666       \n",
      "\u001b[J245         17.5072     20.9223               15.5708       \n",
      "\u001b[J246         15.4368     19.2444               15.6567       \n",
      "\u001b[J247         16.0739     20.6861               15.7468       \n",
      "\u001b[J248         13.7096     18.9043               15.834        \n",
      "\u001b[J249         15.6087     20.23                 15.9205       \n",
      "\u001b[J250         17.3928     22.8373               16.0054       \n",
      "\u001b[J251         15.523      21.0611               16.092        \n",
      "\u001b[J252         15.5229     22.4931               16.1767       \n",
      "\u001b[J253         12.7569     18.4214               16.2734       \n",
      "\u001b[J254         14.7361     19.3573               16.3643       \n",
      "\u001b[J255         15.123      20.8145               16.4526       \n",
      "\u001b[J256         13.7768     19.7995               16.542        \n",
      "\u001b[J257         13.8215     20.5701               16.6365       \n",
      "\u001b[J258         17.2234     24.582                16.7337       \n",
      "\u001b[J259         15.3108     24.0491               16.8239       \n",
      "\u001b[J260         17.8706     24.5506               16.9096       \n",
      "\u001b[J261         18.4723     24.8152               16.9979       \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[J262         20.6823     26.3392               17.0918       \n",
      "\u001b[J263         24.3299     25.8807               17.1808       \n",
      "\u001b[J264         16.5103     18.1975               17.2579       \n",
      "\u001b[J265         19.4127     26.8022               17.322        \n",
      "\u001b[J266         15.5782     22.7114               17.383        \n",
      "\u001b[J267         14.8542     24.0258               17.4407       \n",
      "\u001b[J268         15.3641     19.95                 17.5015       \n",
      "\u001b[J269         14.6573     18.3153               17.5628       \n",
      "\u001b[J270         14.4668     19.0101               17.6256       \n",
      "\u001b[J271         15.4556     20.8917               17.6882       \n",
      "\u001b[J272         14.2523     19.3211               17.7466       \n",
      "\u001b[J273         14.3868     21.5575               17.7942       \n",
      "\u001b[J274         11.9232     19.8662               17.8382       \n",
      "\u001b[J275         13.4239     20.102                17.8864       \n",
      "\u001b[J276         12.798      19.5982               17.9359       \n",
      "\u001b[J277         13.8195     21.7378               17.9807       \n",
      "\u001b[J278         14.3383     23.5803               18.034        \n",
      "\u001b[J279         15.5412     21.0239               18.0883       \n",
      "\u001b[J280         16.2171     20.2542               18.1317       \n",
      "\u001b[J281         12.4815     18.5391               18.2453       \n",
      "\u001b[J282         15.9938     21.4284               18.3606       \n",
      "\u001b[J283         20.0264     20.0174               18.5077       \n",
      "\u001b[J284         15.5066     21.2297               18.607        \n",
      "\u001b[J285         14.9947     18.3676               18.7056       \n",
      "\u001b[J286         12.7291     17.6909               18.7731       \n",
      "\u001b[J287         14.6774     20.7267               18.8309       \n",
      "\u001b[J288         14.211      21.2952               18.8918       \n",
      "\u001b[J289         12.6756     18.3794               18.9522       \n",
      "\u001b[J290         12.7115     20.5735               19.012        \n",
      "\u001b[J291         15.2107     22.3083               19.0705       \n",
      "\u001b[J292         12.7886     17.5387               19.129        \n",
      "\u001b[J293         12.6728     19.3072               19.1871       \n",
      "\u001b[J294         12.5133     19.6221               19.2464       \n",
      "\u001b[J295         13.3436     19.4625               19.296        \n",
      "\u001b[J296         13.889      17.5691               19.3438       \n",
      "\u001b[J297         13.7492     17.6498               19.3892       \n",
      "\u001b[J298         14.3508     23.0853               19.4355       \n",
      "\u001b[J299         13.1561     18.0609               19.5288       \n",
      "\u001b[J300         17.4669     23.0351               19.6208       \n",
      "\u001b[J301         14.4775     21.8238               19.7265       \n",
      "\u001b[J302         18.2616     30.8688               19.7873       \n",
      "\u001b[J303         20.1732     21.3652               19.8402       \n",
      "\u001b[J304         22.1676     32.2675               19.8881       \n",
      "\u001b[J305         17.428      19.5406               19.9343       \n",
      "\u001b[J306         12.0236     17.9785               19.9806       \n",
      "\u001b[J307         13.8722     21.295                20.0782       \n",
      "\u001b[J308         13.0818     18.4894               20.1727       \n",
      "\u001b[J309         12.9082     20.1451               20.2853       \n",
      "\u001b[J310         14.3035     30.7857               20.3434       \n",
      "\u001b[J311         18.3245     18.4841               20.3897       \n",
      "\u001b[J312         15.0154     19.2405               20.4359       \n",
      "\u001b[J313         12.3818     24.6374               20.4817       \n",
      "\u001b[J314         14.1448     24.9848               20.528        \n",
      "\u001b[J315         14.9806     20.2671               20.5747       \n",
      "\u001b[J316         13.2495     17.8162               20.6273       \n",
      "\u001b[J317         14.0524     18.055                20.6721       \n",
      "\u001b[J318         12.9181     18.1911               20.7228       \n",
      "\u001b[J319         12.7202     19.2474               20.771        \n",
      "\u001b[J320         12.7924     17.6934               20.8166       \n",
      "\u001b[J321         14.4891     21.3083               20.8634       \n",
      "\u001b[J322         12.8254     16.8634               20.9103       \n",
      "\u001b[J323         13.4551     25.8442               20.9573       \n",
      "\u001b[J324         13.4864     16.8948               21.0042       \n",
      "\u001b[J325         12.2012     23.5613               21.0516       \n",
      "\u001b[J326         17.8075     16.8348               21.0989       \n",
      "\u001b[J327         15.4758     26.2336               21.1448       \n",
      "\u001b[J328         14.035      16.335                21.1987       \n",
      "\u001b[J329         11.3924     18.1968               21.2483       \n",
      "\u001b[J330         12.7032     17.3256               21.2921       \n",
      "\u001b[J331         15.5546     28.9208               21.3376       \n",
      "\u001b[J332         18.5205     18.2686               21.3825       \n",
      "\u001b[J333         21.7251     31.5585               21.471        \n",
      "\u001b[J334         17.2897     30.2909               21.5612       \n",
      "\u001b[J335         14.2459     18.9375               21.6527       \n",
      "\u001b[J336         12.5542     18.6458               21.7442       \n",
      "\u001b[J337         18.1381     17.8842               21.823        \n",
      "\u001b[J338         12.3235     22.0615               21.9041       \n",
      "\u001b[J339         17.0769     28.6535               21.9866       \n",
      "\u001b[J340         13.8266     18.9738               22.0647       \n",
      "\u001b[J341         12.0783     16.9065               22.1467       \n",
      "\u001b[J342         11.8855     22.8581               22.2283       \n",
      "\u001b[J343         12.7757     17.2761               22.2841       \n",
      "\u001b[J344         12.1843     25.1356               22.3379       \n",
      "\u001b[J345         15.1723     16.0033               22.3907       \n",
      "\u001b[J346         14.7003     17.2776               22.4441       \n",
      "\u001b[J347         11.7462     25.2788               22.4943       \n",
      "\u001b[J348         14.8726     19.3467               22.5474       \n",
      "\u001b[J349         14.3238     17.294                22.6001       \n",
      "\u001b[J350         11.7971     18.4842               22.6506       \n",
      "\u001b[J351         14.8757     24.5754               22.7351       \n",
      "\u001b[J352         14.4227     17.6163               22.823        \n",
      "\u001b[J353         14.5336     16.7832               22.92         \n",
      "\u001b[J354         12.3459     21.3755               23.0082       \n",
      "\u001b[J355         12.2501     21.5844               23.0993       \n",
      "\u001b[J356         15.1543     26.7355               23.1939       \n",
      "\u001b[J357         14.0429     24.3125               23.2783       \n",
      "\u001b[J358         17.7736     23.1459               23.3711       \n",
      "\u001b[J359         13.4594     22.2738               23.4705       \n",
      "\u001b[J360         12.4558     17.3589               23.5613       \n",
      "\u001b[J361         15.0121     16.7001               23.6584       \n",
      "\u001b[J362         13.4919     19.5721               23.7455       \n",
      "\u001b[J363         11.4407     20.4739               23.809        \n",
      "\u001b[J364         15.2201     17.4014               23.8714       \n",
      "\u001b[J365         12.2053     16.8746               23.9448       \n",
      "\u001b[J366         10.0759     22.1202               24.0161       \n",
      "\u001b[J367         15.497      18.2027               24.0764       \n",
      "\u001b[J368         15.5359     19.8886               24.1374       \n",
      "\u001b[J369         11.8646     18.6149               24.2014       \n",
      "\u001b[J370         11.1277     17.1875               24.2651       \n",
      "\u001b[J371         11.4665     17.3345               24.331        \n",
      "\u001b[J372         11.9126     17.3918               24.3963       \n",
      "\u001b[J373         10.5553     17.0075               24.4617       \n",
      "\u001b[J374         11.5785     20.9473               24.5243       \n",
      "\u001b[J375         14.3545     18.4386               24.5883       \n",
      "\u001b[J376         12.5881     17.7913               24.6522       \n",
      "\u001b[J377         11.1417     18.2692               24.716        \n",
      "\u001b[J378         11.6618     19.1238               24.7685       \n",
      "\u001b[J379         12.0704     25.4064               24.8168       \n",
      "\u001b[J380         13.7172     23.276                24.8635       \n",
      "\u001b[J381         13.0904     17.4971               24.9118       \n",
      "\u001b[J382         10.5313     23.989                24.9614       \n",
      "\u001b[J383         11.5159     18.0784               25.0098       \n",
      "\u001b[J384         13.1648     18.2101               25.056        \n",
      "\u001b[J385         11.166      21.5367               25.1041       \n",
      "\u001b[J386         11.3399     16.284                25.1596       \n",
      "\u001b[J387         10.9613     19.5392               25.2097       \n",
      "\u001b[J388         14.5691     17.6006               25.2984       \n",
      "\u001b[J389         10.0057     16.5879               25.3946       \n",
      "\u001b[J390         15.8851     26.5329               25.4992       \n",
      "\u001b[J391         15.139      23.3486               25.593        \n",
      "\u001b[J392         15.1546     20.3087               25.6939       \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[J393         11.9092     18.317                25.7684       \n",
      "\u001b[J394         11.9826     18.2844               25.8281       \n",
      "\u001b[J395         11.46       20.2945               25.8935       \n",
      "\u001b[J396         16.8638     24.437                25.9556       \n",
      "\u001b[J397         12.3418     16.152                26.0168       \n",
      "\u001b[J398         10.8291     19.7178               26.0792       \n",
      "\u001b[J399         14.1868     16.5729               26.1446       \n",
      "\u001b[J400         11.7429     18.1275               26.2057       \n",
      "\u001b[J401         14.4666     24.8331               26.2784       \n",
      "\u001b[J402         12.6049     17.5725               26.3552       \n",
      "\u001b[J403         11.477      17.2687               26.441        \n",
      "\u001b[J404         11.1098     14.8067               26.521        \n",
      "\u001b[J405         10.6269     15.2275               26.5992       \n",
      "\u001b[J406         10.525      19.6853               26.6888       \n",
      "\u001b[J407         13.1385     26.3343               26.7572       \n",
      "\u001b[J408         15.0944     17.2833               26.8447       \n",
      "\u001b[J409         12.3963     17.3113               26.9498       \n",
      "\u001b[J410         12.2583     16.6479               27.0494       \n",
      "\u001b[J411         10.8354     19.8107               27.1503       \n",
      "\u001b[J412         11.3729     20.3063               27.2451       \n",
      "\u001b[J413         14.1959     18.2797               27.3087       \n",
      "\u001b[J414         13.1311     16.0305               27.369        \n",
      "\u001b[J415         11.4243     16.8488               27.4379       \n",
      "\u001b[J416         11.7211     17.9924               27.5002       \n",
      "\u001b[J417         10.7518     17.2594               27.5605       \n",
      "\u001b[J418         11.7835     16.0545               27.6535       \n",
      "\u001b[J419         11.792      18.3377               27.7634       \n",
      "\u001b[J420         10.5707     19.404                27.8759       \n",
      "\u001b[J421         10.0242     23.4069               27.9896       \n",
      "\u001b[J422         14.9642     22.4677               28.097        \n",
      "\u001b[J423         14.0758     17.4748               28.2019       \n",
      "\u001b[J424         10.7549     18.998                28.3024       \n",
      "\u001b[J425         14.9474     23.4671               28.4027       \n",
      "\u001b[J426         11.0035     17.3489               28.4991       \n",
      "\u001b[J427         11.0117     14.2802               28.5949       \n",
      "\u001b[J428         11.2273     19.2284               28.6759       \n",
      "\u001b[J429         11.6174     16.9615               28.7454       \n",
      "\u001b[J430         10.414      16.3222               28.8182       \n",
      "\u001b[J431         10.1902     15.4476               28.8994       \n",
      "\u001b[J432         10.7179     15.9881               28.9801       \n",
      "\u001b[J433         12.195      18.1775               29.0752       \n",
      "\u001b[J434         12.9828     18.3296               29.1876       \n",
      "\u001b[J435         10.474      15.208                29.2879       \n",
      "\u001b[J436         10.7905     14.6278               29.3848       \n",
      "\u001b[J437         10.3087     17.7231               29.4763       \n",
      "\u001b[J438         11.5914     22.2036               29.5833       \n",
      "\u001b[J439         14.368      18.598                29.6813       \n",
      "\u001b[J440         12.2093     16.0048               29.7577       \n",
      "\u001b[J441         13.1123     16.926                29.8238       \n",
      "\u001b[J442         11.3977     26.6352               29.89         \n",
      "\u001b[J443         15.4757     19.0601               29.9554       \n",
      "\u001b[J444         12.7932     20.5578               30.0185       \n",
      "\u001b[J445         12.0645     20.2812               30.0874       \n",
      "\u001b[J446         13.8377     25.2851               30.1536       \n",
      "\u001b[J447         13.8125     17.0208               30.2178       \n",
      "\u001b[J448         13.433      25.7911               30.2738       \n",
      "\u001b[J449         13.6762     21.3534               30.3719       \n",
      "\u001b[J450         11.8465     15.292                30.4886       \n",
      "\u001b[J451         10.7344     19.3535               30.6042       \n",
      "\u001b[J452         11.6726     15.7222               30.7142       \n",
      "\u001b[J453         12.5292     15.2901               30.7937       \n",
      "\u001b[J454         8.72135     16.3798               30.8658       \n",
      "\u001b[J455         12.7871     17.0772               30.9456       \n",
      "\u001b[J456         12.3205     14.5098               31.0227       \n",
      "\u001b[J457         11.2947     15.4016               31.1066       \n",
      "\u001b[J458         10.2576     18.0143               31.1835       \n",
      "\u001b[J459         11.5688     17.7829               31.2465       \n",
      "\u001b[J460         11.0953     24.8205               31.2955       \n",
      "\u001b[J461         13.2541     17.5731               31.3638       \n",
      "\u001b[J462         14.4625     16.0707               31.4623       \n",
      "\u001b[J463         14.0593     16.4067               31.5624       \n",
      "\u001b[J464         13.8915     21.192                31.663        \n",
      "\u001b[J465         15.0006     18.6723               31.7527       \n",
      "\u001b[J466         9.83917     17.3672               31.861        \n",
      "\u001b[J467         10.1378     19.8748               31.9741       \n",
      "\u001b[J468         10.7372     16.5547               32.0755       \n",
      "\u001b[J469         19.301      20.5336               32.1813       \n",
      "\u001b[J470         12.4898     18.3693               32.2588       \n",
      "\u001b[J471         12.9527     17.0828               32.3272       \n",
      "\u001b[J472         10.1635     16.7918               32.41         \n",
      "\u001b[J473         10.3084     15.7239               32.4781       \n",
      "\u001b[J474         11.4873     15.5744               32.5478       \n",
      "\u001b[J475         11.3611     17.9085               32.624        \n",
      "\u001b[J476         12.6627     19.2657               32.6948       \n",
      "\u001b[J477         12.7545     20.6057               32.7531       \n",
      "\u001b[J478         12.9868     19.4126               32.847        \n",
      "\u001b[J479         10.2776     14.5637               32.9498       \n",
      "\u001b[J480         10.7468     20.8008               33.0486       \n",
      "\u001b[J481         11.9678     18.2021               33.1488       \n",
      "\u001b[J482         11.4085     18.419                33.248        \n",
      "\u001b[J483         11.7376     21.6525               33.3516       \n",
      "\u001b[J484         10.9935     18.4345               33.4494       \n",
      "\u001b[J485         9.76786     24.8343               33.5533       \n",
      "\u001b[J486         11.0282     19.8015               33.6567       \n",
      "\u001b[J487         10.2377     14.7323               33.749        \n",
      "\u001b[J488         10.6307     17.1263               33.8154       \n",
      "\u001b[J489         10.0579     15.7151               33.8822       \n",
      "\u001b[J490         9.77579     15.7486               33.9485       \n",
      "\u001b[J491         10.4348     17.6043               34.0147       \n",
      "\u001b[J492         10.5708     20.5516               34.081        \n",
      "\u001b[J493         16.0142     36.6219               34.1503       \n",
      "\u001b[J494         13.5382     16.9405               34.2145       \n",
      "\u001b[J495         14.2037     18.1958               34.2733       \n",
      "\u001b[J496         10.9954     14.2554               34.3305       \n",
      "\u001b[J497         10.4127     23.5706               34.4061       \n",
      "\u001b[J498         12.7253     16.8681               34.5129       \n",
      "\u001b[J499         9.70118     14.397                34.615        \n",
      "\u001b[J500         10.8272     17.8068               34.7119       \n",
      "\u001b[J501         11.4815     16.0767               34.7949       \n",
      "\u001b[J502         11.5503     16.1913               34.8771       \n",
      "\u001b[J503         11.2503     17.9932               34.9564       \n",
      "\u001b[J504         10.0815     14.8239               35.0324       \n",
      "\u001b[J505         10.6885     14.7044               35.1156       \n",
      "\u001b[J506         10.1581     17.1749               35.1975       \n",
      "\u001b[J507         12.0613     16.0633               35.2623       \n",
      "\u001b[J508         11.4381     15.9552               35.3256       \n",
      "\u001b[J509         11.0982     17.8829               35.3852       \n",
      "\u001b[J510         9.60124     15.0862               35.4408       \n",
      "\u001b[J511         11.1893     14.5722               35.4995       \n",
      "\u001b[J512         11.2108     17.6008               35.5617       \n",
      "\u001b[J513         11.0103     16.5469               35.6216       \n",
      "\u001b[J514         10.5366     17.3355               35.6795       \n",
      "\u001b[J515         9.49197     15.6537               35.7442       \n",
      "\u001b[J516         8.87749     16.3515               35.7999       \n",
      "\u001b[J517         9.5903      18.5396               35.8511       \n",
      "\u001b[J518         10.3653     18.3782               35.9035       \n",
      "\u001b[J519         10.4651     17.7928               35.9553       \n",
      "\u001b[J520         9.73766     18.1473               36.0051       \n",
      "\u001b[J521         10.1087     16.1775               36.0579       \n",
      "\u001b[J522         9.75508     15.962                36.1096       \n",
      "\u001b[J523         11.7736     20.214                36.161        \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[J524         12.8285     18.6274               36.2128       \n",
      "\u001b[J525         10.4597     20.7187               36.2675       \n",
      "\u001b[J526         14.2441     19.2548               36.3198       \n",
      "\u001b[J527         12.3524     17.6241               36.3703       \n",
      "\u001b[J528         11.0446     15.1114               36.4224       \n",
      "\u001b[J529         9.6662      16.7136               36.4759       \n",
      "\u001b[J530         10.1589     15.0225               36.5262       \n",
      "\u001b[J531         11.5423     16.8                  36.5784       \n",
      "\u001b[J532         10.3142     16.3965               36.6302       \n",
      "\u001b[J533         10.1917     18.8354               36.6831       \n",
      "\u001b[J534         10.2365     17.7976               36.7328       \n",
      "\u001b[J535         10.0903     17.8118               36.7835       \n",
      "\u001b[J536         8.79556     16.9824               36.8318       \n",
      "\u001b[J537         11.8157     19.9965               36.9096       \n",
      "\u001b[J538         12.2981     19.3151               37.0105       \n",
      "\u001b[J539         10.7439     15.9118               37.1115       \n",
      "\u001b[J540         9.98584     15.8755               37.1775       \n",
      "\u001b[J541         9.96482     15.9306               37.2277       \n",
      "\u001b[J542         9.29281     17.8944               37.2804       \n",
      "\u001b[J543         9.65983     15.8972               37.3323       \n",
      "\u001b[J544         9.66599     14.9116               37.3853       \n",
      "\u001b[J545         9.49588     18.991                37.4371       \n",
      "\u001b[J546         10.2326     16.5636               37.4898       \n",
      "\u001b[J547         10.396      16.4644               37.5403       \n",
      "\u001b[J548         10.5451     18.1017               37.593        \n",
      "\u001b[J549         10.467      17.2805               37.6444       \n",
      "\u001b[J550         11.0198     18.8648               37.6932       \n",
      "\u001b[J551         11.0547     23.1848               37.7437       \n",
      "\u001b[J552         14.5364     23.3665               37.7932       \n",
      "\u001b[J553         10.0311     14.0931               37.892        \n",
      "\u001b[J554         13.1732     14.4873               37.9981       \n",
      "\u001b[J555         9.09905     16.6438               38.1171       \n",
      "\u001b[J556         10.0495     14.781                38.2311       \n",
      "\u001b[J557         10.3211     18.8902               38.3119       \n",
      "\u001b[J558         10.1137     18.0239               38.3868       \n",
      "\u001b[J559         12.0967     21.1705               38.4594       \n",
      "\u001b[J560         11.572      21.4453               38.5601       \n",
      "\u001b[J561         13.2677     18.0932               38.6636       \n",
      "\u001b[J562         11.3794     16.2754               38.761        \n",
      "\u001b[J563         9.35476     14.7938               38.8501       \n",
      "\u001b[J564         12.4434     16.7325               38.9423       \n",
      "\u001b[J565         10.6995     16.7641               39.0408       \n",
      "\u001b[J566         9.35253     17.2731               39.1325       \n",
      "\u001b[J567         10.2031     16.3331               39.223        \n",
      "\u001b[J568         10.4609     17.1535               39.289        \n",
      "\u001b[J569         10.7601     17.0643               39.3528       \n",
      "\u001b[J570         9.5227      15.2652               39.4142       \n",
      "\u001b[J571         8.6189      19.0547               39.4799       \n",
      "\u001b[J572         9.6704      17.5438               39.5498       \n",
      "\u001b[J573         9.04677     16.215                39.6139       \n",
      "\u001b[J574         10.0215     18.6133               39.6755       \n",
      "\u001b[J575         11.7981     18.9767               39.7428       \n",
      "\u001b[J576         12.2626     22.2317               39.8046       \n",
      "\u001b[J577         11.4917     16.4828               39.8565       \n",
      "\u001b[J578         9.00623     17.1522               39.919        \n",
      "\u001b[J579         11.5886     14.9232               39.9763       \n",
      "\u001b[J580         13.7789     20.9938               40.0321       \n",
      "\u001b[J581         12.0334     14.9428               40.0876       \n",
      "\u001b[J582         9.69647     16.315                40.1421       \n",
      "\u001b[J583         10.7456     24.9193               40.1986       \n",
      "\u001b[J584         10.9222     16.9616               40.2728       \n",
      "\u001b[J585         9.28255     14.8193               40.3528       \n",
      "\u001b[J586         11.684      22.368                40.4325       \n",
      "\u001b[J587         11.0609     15.224                40.5064       \n",
      "\u001b[J588         11.1959     15.2651               40.589        \n",
      "\u001b[J589         9.15991     24.093                40.6658       \n",
      "\u001b[J590         12.6936     17.6406               40.7349       \n",
      "\u001b[J591         12.7193     18.671                40.7913       \n",
      "\u001b[J592         9.38919     16.7365               40.8482       \n",
      "\u001b[J593         10.2212     18.679                40.908        \n",
      "\u001b[J594         10.871      16.1867               40.9651       \n",
      "\u001b[J595         8.37819     17.6995               41.0236       \n",
      "\u001b[J596         9.25549     15.027                41.0825       \n",
      "\u001b[J597         10.6611     22.2668               41.1508       \n",
      "\u001b[J598         11.0713     18.4732               41.2565       \n",
      "\u001b[J599         9.83945     17.5891               41.3587       \n",
      "\u001b[J600         10.7659     18.3955               41.4871       \n",
      "\u001b[J601         10.3057     14.6434               41.5894       \n",
      "\u001b[J602         8.62942     15.2566               41.6937       \n",
      "\u001b[J603         9.50762     14.5489               41.7744       \n",
      "\u001b[J604         10.1357     16.5466               41.8443       \n",
      "\u001b[J605         9.26128     14.9186               41.9191       \n",
      "\u001b[J606         9.12298     16.7192               41.9983       \n",
      "\u001b[J607         10.2911     17.4573               42.0687       \n",
      "\u001b[J608         9.61447     15.8411               42.1424       \n",
      "\u001b[J609         8.02423     14.3372               42.214        \n",
      "\u001b[J610         9.33009     18.6477               42.2692       \n",
      "\u001b[J611         9.1423      15.9839               42.3248       \n",
      "\u001b[J612         10.3168     17.252                42.3848       \n",
      "\u001b[J613         9.10585     16.5434               42.4451       \n",
      "\u001b[J614         9.89381     15.256                42.5031       \n",
      "\u001b[J615         8.07544     14.4278               42.5612       \n",
      "\u001b[J616         8.40637     14.8976               42.6162       \n",
      "\u001b[J617         9.44343     15.4613               42.6682       \n",
      "\u001b[J618         9.71896     19.7283               42.7233       \n",
      "\u001b[J619         11.2797     20.1935               42.7806       \n",
      "\u001b[J620         13.6703     15.0245               42.8318       \n",
      "\u001b[J621         10.1927     17.7513               42.8847       \n",
      "\u001b[J622         10.6918     18.6148               42.9385       \n",
      "\u001b[J623         14.7854     27.299                42.9918       \n",
      "\u001b[J624         13.013      15.9695               43.0439       \n",
      "\u001b[J625         11.1764     15.6983               43.0972       \n",
      "\u001b[J626         9.11337     19.311                43.1502       \n",
      "\u001b[J627         10.1028     16.7096               43.2012       \n",
      "\u001b[J628         9.10773     14.7104               43.2961       \n",
      "\u001b[J629         9.91153     18.1631               43.3998       \n",
      "\u001b[J630         9.99623     17.1908               43.5082       \n",
      "\u001b[J631         10.5712     15.6353               43.6128       \n",
      "\u001b[J632         8.46967     17.6576               43.7209       \n",
      "\u001b[J633         9.83759     18.8139               43.7974       \n",
      "\u001b[J634         9.6989      13.836                43.8662       \n",
      "\u001b[J635         8.86679     17.0109               43.95         \n",
      "\u001b[J636         10.7979     19.034                44.0197       \n",
      "\u001b[J637         9.28249     18.549                44.0873       \n",
      "\u001b[J638         9.21833     17.1405               44.164        \n",
      "\u001b[J639         13.0353     13.9921               44.233        \n",
      "\u001b[J640         10.6441     22.5244               44.2887       \n",
      "\u001b[J641         10.1817     16.6516               44.3433       \n",
      "\u001b[J642         9.12405     16.6367               44.3968       \n",
      "\u001b[J643         9.31844     18.447                44.4505       \n",
      "\u001b[J644         9.83459     14.2532               44.5027       \n",
      "\u001b[J645         10.8846     14.8092               44.5578       \n",
      "\u001b[J646         9.04515     13.8867               44.6671       \n",
      "\u001b[J647         9.38186     22.7003               44.7873       \n",
      "\u001b[J648         11.0383     18.6                  44.8813       \n",
      "\u001b[J649         11.0373     17.8081               44.9937       \n",
      "\u001b[J650         8.56203     14.8588               45.0983       \n",
      "\u001b[J651         8.50586     19.7627               45.2022       \n",
      "\u001b[J652         8.89948     13.9068               45.3093       \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[J653         10.8658     20.1985               45.414        \n",
      "\u001b[J654         9.0625      15.4066               45.5289       \n",
      "\u001b[J655         9.07522     16.2833               45.6438       \n",
      "\u001b[J656         9.84829     17.2054               45.7625       \n",
      "\u001b[J657         11.0711     21.0262               45.8602       \n",
      "\u001b[J658         10.7185     15.6881               45.9719       \n",
      "\u001b[J659         9.68096     15.6333               46.0751       \n",
      "\u001b[J660         11.2997     21.7036               46.1747       \n",
      "\u001b[J661         12.7241     23.7306               46.2612       \n",
      "\u001b[J662         16.233      19.7257               46.3344       \n",
      "\u001b[J663         13.9428     16.4192               46.4057       \n",
      "\u001b[J664         10.5002     14.726                46.4757       \n",
      "\u001b[J665         8.71161     18.861                46.5475       \n",
      "\u001b[J666         9.91557     15.5422               46.6228       \n",
      "\u001b[J667         9.61461     14.5246               46.6949       \n",
      "\u001b[J668         9.71717     14.2411               46.7596       \n",
      "\u001b[J669         8.29415     18.193                46.8288       \n",
      "\u001b[J670         11.1812     18.9431               46.8936       \n",
      "\u001b[J671         9.21413     15.8676               46.9556       \n",
      "\u001b[J672         8.67036     17.1694               47.0139       \n",
      "\u001b[J673         9.51682     17.4329               47.0691       \n",
      "\u001b[J674         8.81065     14.1916               47.122        \n",
      "\u001b[J675         9.33964     16.8632               47.178        \n",
      "\u001b[J676         8.20258     15.2651               47.2446       \n",
      "\u001b[J677         9.24125     14.5649               47.3213       \n",
      "\u001b[J678         9.37419     14.9297               47.3978       \n",
      "\u001b[J679         10.6177     18.9571               47.4871       \n",
      "\u001b[J680         11.8964     21.4769               47.5636       \n",
      "\u001b[J681         12.9063     17.1303               47.6431       \n",
      "\u001b[J682         11.9918     19.2374               47.7257       \n",
      "\u001b[J683         11.2351     17.1644               47.7906       \n",
      "\u001b[J684         8.83605     17.1238               47.8561       \n",
      "\u001b[J685         8.2649      16.8235               47.9247       \n",
      "\u001b[J686         10.8353     24.5671               48.001        \n",
      "\u001b[J687         14.8085     16.0728               48.0782       \n",
      "\u001b[J688         8.84396     16.2979               48.1555       \n",
      "\u001b[J689         9.04639     14.9024               48.2369       \n",
      "\u001b[J690         8.38246     15.8303               48.3196       \n",
      "\u001b[J691         8.20483     14.2847               48.423        \n",
      "\u001b[J692         8.70852     15.6135               48.5425       \n",
      "\u001b[J693         7.52335     15.7419               48.6543       \n",
      "\u001b[J694         8.74682     14.0263               48.7495       \n",
      "\u001b[J695         8.72006     15.2439               48.8297       \n",
      "\u001b[J696         9.13031     15.5955               48.9098       \n",
      "\u001b[J697         8.96104     15.3078               48.9874       \n",
      "\u001b[J698         9.87645     19.2872               49.0686       \n",
      "\u001b[J699         8.92646     14.9903               49.149        \n",
      "\u001b[J700         9.23252     16.0703               49.2266       \n",
      "\u001b[J701         9.8823      14.3717               49.2866       \n",
      "\u001b[J702         9.18753     14.9787               49.3459       \n",
      "\u001b[J703         7.62615     15.5904               49.4046       \n",
      "\u001b[J704         8.7864      17.4894               49.4615       \n",
      "\u001b[J705         9.62687     18.8933               49.5225       \n",
      "\u001b[J706         8.39719     15.7579               49.5823       \n",
      "\u001b[J707         9.02213     15.358                49.6395       \n",
      "\u001b[J708         8.24871     17.1583               49.6996       \n",
      "\u001b[J709         9.42078     15.4356               49.7591       \n",
      "\u001b[J710         8.02304     15.7674               49.8137       \n",
      "\u001b[J711         9.57654     16.591                49.8706       \n",
      "\u001b[J712         13.2036     14.2141               49.9281       \n",
      "\u001b[J713         11.3478     16.7691               49.996        \n",
      "\u001b[J714         10.0025     16.9262               50.1043       \n",
      "\u001b[J715         9.48918     15.0988               50.214        \n",
      "\u001b[J716         8.87121     15.4855               50.3211       \n",
      "\u001b[J717         10.2865     14.5283               50.4186       \n",
      "\u001b[J718         8.94611     15.7401               50.524        \n",
      "\u001b[J719         10.1428     18.6497               50.6235       \n",
      "\u001b[J720         8.48429     14.631                50.7212       \n",
      "\u001b[J721         7.9275      18.9546               50.7929       \n",
      "\u001b[J722         8.87055     16.0821               50.8661       \n",
      "\u001b[J723         9.35809     14.4377               50.9395       \n",
      "\u001b[J724         8.60507     14.1323               51.0112       \n",
      "\u001b[J725         8.33101     17.8377               51.0991       \n",
      "\u001b[J726         10.5001     16.3375               51.1726       \n",
      "\u001b[J727         10.1027     25.2849               51.2509       \n",
      "\u001b[J728         12.0883     17.5397               51.3298       \n",
      "\u001b[J729         8.15979     13.6871               51.3864       \n",
      "\u001b[J730         9.84301     19.5498               51.4409       \n",
      "\u001b[J731         11.2975     20.7267               51.4974       \n",
      "\u001b[J732         8.53106     17.9336               51.5625       \n",
      "\u001b[J733         8.5623      15.5011               51.6782       \n",
      "\u001b[J734         9.86142     16.3319               51.7892       \n",
      "\u001b[J735         13.3601     20.8625               51.9035       \n",
      "\u001b[J736         9.88783     14.386                52.0185       \n",
      "\u001b[J737         9.21245     14.1988               52.1453       \n",
      "\u001b[J738         9.24946     15.2046               52.2469       \n",
      "\u001b[J739         9.36022     16.808                52.3242       \n",
      "\u001b[J740         8.20319     14.1756               52.3982       \n",
      "\u001b[J741         9.57612     18.4362               52.5064       \n",
      "\u001b[J742         10.2684     14.0306               52.6258       \n",
      "\u001b[J743         7.19512     15.304                52.741        \n",
      "\u001b[J744         9.26695     13.8734               52.8378       \n",
      "\u001b[J745         12.1842     19.2261               52.9366       \n",
      "\u001b[J746         10.67       16.6241               53.0385       \n",
      "\u001b[J747         9.30025     13.6192               53.1463       \n",
      "\u001b[J748         8.46752     13.2674               53.2583       \n",
      "\u001b[J749         10.7034     15.0521               53.4153       \n",
      "\u001b[J750         9.82658     17.6585               53.529        \n",
      "\u001b[J751         11.2821     20.7509               53.6846       \n",
      "\u001b[J752         11.6107     16.5861               53.814        \n",
      "\u001b[J753         13.2027     23.2051               53.9436       \n",
      "\u001b[J754         9.98624     15.365                54.0477       \n",
      "\u001b[J755         9.12091     18.1598               54.1664       \n",
      "\u001b[J756         10.0247     14.4338               54.2721       \n",
      "\u001b[J757         8.19079     19.2329               54.3502       \n",
      "\u001b[J758         11.3954     17.072                54.43         \n",
      "\u001b[J759         10.1497     15.5609               54.5134       \n",
      "\u001b[J760         8.50795     14.2156               54.5961       \n",
      "\u001b[J761         8.97637     19.1636               54.678        \n",
      "\u001b[J762         9.25492     17.7156               54.7523       \n",
      "\u001b[J763         8.06194     13.8756               54.8147       \n",
      "\u001b[J764         8.36085     14.1395               54.8768       \n",
      "\u001b[J765         7.57674     15.4559               54.9522       \n",
      "\u001b[J766         8.42804     14.7805               55.0212       \n",
      "\u001b[J767         9.7182      15.5531               55.0823       \n",
      "\u001b[J768         7.69578     16.7066               55.1443       \n",
      "\u001b[J769         9.74531     19.8474               55.2176       \n",
      "\u001b[J770         9.34304     17.9367               55.2762       \n",
      "\u001b[J771         7.91793     14.5213               55.334        \n",
      "\u001b[J772         8.18302     16.4843               55.3916       \n",
      "\u001b[J773         8.64807     14.4103               55.4529       \n",
      "\u001b[J774         7.55505     17.8902               55.509        \n",
      "\u001b[J775         10.5922     16.9865               55.5668       \n",
      "\u001b[J776         9.58548     17.9211               55.6239       \n",
      "\u001b[J777         8.65492     13.3401               55.6887       \n",
      "\u001b[J778         9.22836     13.9793               55.7779       \n",
      "\u001b[J779         6.98505     16.4076               55.8758       \n",
      "\u001b[J780         8.52656     16.6304               55.9987       \n",
      "\u001b[J781         8.28748     13.6202               56.1163       \n",
      "\u001b[J782         8.32672     15.1488               56.2423       \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[J783         8.09174     14.3224               56.356        \n",
      "\u001b[J784         8.94268     15.9576               56.4876       \n",
      "\u001b[J785         8.42926     14.9043               56.6043       \n",
      "\u001b[J786         7.33249     14.7212               56.7206       \n",
      "\u001b[J787         8.02772     13.9465               56.7958       \n",
      "\u001b[J788         6.49939     14.6429               56.9021       \n",
      "\u001b[J789         10.2528     17.0047               57.0216       \n",
      "\u001b[J790         14.6196     23.8009               57.1368       \n",
      "\u001b[J791         9.47062     16.4423               57.2478       \n",
      "\u001b[J792         10.6362     25.4086               57.3308       \n",
      "\u001b[J793         10.8598     13.9759               57.4187       \n",
      "\u001b[J794         9.25337     19.8112               57.5009       \n",
      "\u001b[J795         9.23013     17.3954               57.5866       \n",
      "\u001b[J796         7.51987     14.6258               57.6738       \n",
      "\u001b[J797         7.19373     14.9093               57.7497       \n",
      "\u001b[J798         7.54658     17.8643               57.8126       \n",
      "\u001b[J799         9.70911     17.8042               57.8754       \n",
      "\u001b[J800         8.48797     15.4857               57.9377       \n",
      "\u001b[J801         8.05694     15.8027               58.0007       \n",
      "\u001b[J802         7.68649     13.0168               58.0637       \n",
      "\u001b[J803         9.01385     14.788                58.1266       \n",
      "\u001b[J804         9.60256     13.1469               58.1905       \n",
      "\u001b[J805         8.93338     16.4313               58.2594       \n",
      "\u001b[J806         7.65281     13.9011               58.3232       \n",
      "\u001b[J807         9.33347     18.5424               58.381        \n",
      "\u001b[J808         11.3252     22.5979               58.4417       \n",
      "\u001b[J809         8.0511      14.5553               58.5006       \n",
      "\u001b[J810         9.84924     20.1125               58.558        \n",
      "\u001b[J811         10.7279     17.5678               58.6169       \n",
      "\u001b[J812         8.95534     16.4372               58.6772       \n",
      "\u001b[J813         7.64607     15.0886               58.7777       \n",
      "\u001b[J814         7.53098     15.5289               58.8913       \n",
      "\u001b[J815         8.77847     17.3786               59.0137       \n",
      "\u001b[J816         8.39323     14.5995               59.1417       \n",
      "\u001b[J817         7.40772     17.1698               59.2457       \n",
      "\u001b[J818         7.63377     14.9505               59.3218       \n",
      "\u001b[J819         8.22523     16.3762               59.3996       \n",
      "\u001b[J820         8.81901     14.8627               59.473        \n",
      "\u001b[J821         7.6772      13.2351               59.5489       \n",
      "\u001b[J822         7.89894     14.0011               59.6253       \n",
      "\u001b[J823         7.07612     13.6319               59.7322       \n",
      "\u001b[J824         7.98692     14.9089               59.8479       \n",
      "\u001b[J825         8.01249     18.4202               59.9707       \n",
      "\u001b[J826         7.75596     15.8227               60.0739       \n",
      "\u001b[J827         6.84585     14.8212               60.1855       \n",
      "\u001b[J828         7.93022     17.5813               60.3322       \n",
      "\u001b[J829         8.26235     15.6265               60.4667       \n",
      "\u001b[J830         9.05515     14.4409               60.5793       \n",
      "\u001b[J831         7.68822     16.7113               60.7132       \n",
      "\u001b[J832         9.15184     18.4572               60.8605       \n",
      "\u001b[J833         9.66549     14.6797               60.9739       \n",
      "\u001b[J834         8.6045      14.3991               61.0824       \n",
      "\u001b[J835         9.32822     22.6731               61.2042       \n",
      "\u001b[J836         9.97465     20.1497               61.3422       \n",
      "\u001b[J837         7.8013      19.2265               61.4558       \n",
      "\u001b[J838         9.74814     15.3562               61.571        \n",
      "\u001b[J839         6.88044     15.2652               61.6903       \n",
      "\u001b[J840         8.51618     17.6012               61.7749       \n",
      "\u001b[J841         8.93818     14                    61.8524       \n",
      "\u001b[J842         10.9098     21.25                 61.9283       \n",
      "\u001b[J843         14.5648     14.768                62.0045       \n",
      "\u001b[J844         11.9483     17.4544               62.078        \n",
      "\u001b[J845         9.99234     16.3047               62.1554       \n",
      "\u001b[J846         8.63166     13.6206               62.2563       \n",
      "\u001b[J847         7.28822     15.645                62.367        \n",
      "\u001b[J848         8.17329     14.8036               62.4835       \n",
      "\u001b[J849         8.53553     16.0884               62.5998       \n",
      "\u001b[J850         8.69385     18.4281               62.7169       \n",
      "\u001b[J851         10.8155     14.2126               62.8245       \n",
      "\u001b[J852         8.52193     19.8455               62.9336       \n",
      "\u001b[J853         9.68639     20.9466               63.0376       \n",
      "\u001b[J854         12.0499     13.3789               63.1579       \n",
      "\u001b[J855         7.77119     16.7735               63.2795       \n",
      "\u001b[J856         8.73808     13.779                63.3952       \n",
      "\u001b[J857         7.2761      13.4563               63.507        \n",
      "\u001b[J858         8.36889     15.7273               63.6263       \n",
      "\u001b[J859         8.6167      19.1634               63.7391       \n",
      "\u001b[J860         9.91613     15.094                63.8174       \n",
      "\u001b[J861         8.34911     14.6415               63.8965       \n",
      "\u001b[J862         7.31821     14.0852               63.9835       \n",
      "\u001b[J863         6.51903     15.8273               64.1389       \n",
      "\u001b[J864         8.13047     14.9047               64.2604       \n",
      "\u001b[J865         8.33938     13.5085               64.3842       \n",
      "\u001b[J866         9.88494     14.1495               64.5033       \n",
      "\u001b[J867         6.88774     15.4649               64.6225       \n",
      "\u001b[J868         7.97064     15.2256               64.7356       \n",
      "\u001b[J869         7.24742     14.9468               64.8125       \n",
      "\u001b[J870         7.51909     16.3638               64.8912       \n",
      "\u001b[J871         8.93376     16.2775               64.9698       \n",
      "\u001b[J872         9.33294     13.6354               65.0463       \n",
      "\u001b[J873         9.17433     14.4405               65.1228       \n",
      "\u001b[J874         8.30469     16.1711               65.1966       \n",
      "\u001b[J875         8.34357     13.7307               65.2997       \n",
      "\u001b[J876         7.83873     16.6849               65.4199       \n",
      "\u001b[J877         9.14601     16.8627               65.5385       \n",
      "\u001b[J878         7.23879     15.2022               65.6615       \n",
      "\u001b[J879         7.20387     14.0038               65.7569       \n",
      "\u001b[J880         7.3054      15.3712               65.8699       \n",
      "\u001b[J881         8.59442     16.8782               65.9883       \n",
      "\u001b[J882         7.51825     14.6412               66.1071       \n",
      "\u001b[J883         7.40536     13.8665               66.2287       \n",
      "\u001b[J884         6.7553      16.2542               66.3606       \n",
      "\u001b[J885         8.15194     16.357                66.4764       \n",
      "\u001b[J886         7.27786     16.1546               66.5953       \n",
      "\u001b[J887         8.80585     21.2445               66.7124       \n",
      "\u001b[J888         7.88458     12.9495               66.7927       \n",
      "\u001b[J889         6.72017     14.8268               66.8761       \n",
      "\u001b[J890         7.22504     14.2465               66.9495       \n",
      "\u001b[J891         8.19875     14.3342               67.0253       \n",
      "\u001b[J892         6.62731     15.0401               67.1013       \n",
      "\u001b[J893         7.05403     13.3593               67.1802       \n",
      "\u001b[J894         7.01766     14.4744               67.2497       \n",
      "\u001b[J895         8.28709     13.6404               67.3133       \n",
      "\u001b[J896         8.88193     16.9733               67.4129       \n",
      "\u001b[J897         8.68828     13.7053               67.5329       \n",
      "\u001b[J898         7.51645     13.612                67.6616       \n",
      "\u001b[J899         7.18197     15.4387               67.7696       \n",
      "\u001b[J900         9.3338      23.6183               67.8526       \n",
      "\u001b[J901         9.05894     14.7196               67.9365       \n",
      "\u001b[J902         8.21802     14.7633               68.022        \n",
      "\u001b[J903         8.23749     16.8442               68.1065       \n",
      "\u001b[J904         9.7802      22.0562               68.1882       \n",
      "\u001b[J905         9.59282     14.9483               68.2711       \n",
      "\u001b[J906         8.87205     14.6417               68.3953       \n",
      "\u001b[J907         8.36006     16.7257               68.5194       \n",
      "\u001b[J908         10.4679     22.4811               68.6434       \n",
      "\u001b[J909         7.2284      15.0939               68.7638       \n",
      "\u001b[J910         9.03562     15.5122               68.8832       \n",
      "\u001b[J911         7.3248      14.4102               69.0028       \n",
      "\u001b[J912         8.91977     23.9875               69.0822       \n",
      "\u001b[J913         8.23372     15.0181               69.1446       \n",
      "\u001b[J914         6.71679     14.6568               69.2053       \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[J915         7.05115     14.0445               69.2695       \n",
      "\u001b[J916         7.0739      14.0685               69.3312       \n",
      "\u001b[J917         8.10107     15.0339               69.3908       \n",
      "\u001b[J918         7.46474     15.8252               69.4515       \n",
      "\u001b[J919         7.41308     15.1455               69.5143       \n",
      "\u001b[J920         7.55011     16.8442               69.574        \n",
      "\u001b[J921         6.82981     15.1295               69.6355       \n",
      "\u001b[J922         8.34158     17.6737               69.6962       \n",
      "\u001b[J923         8.21816     16.5886               69.7603       \n",
      "\u001b[J924         11.2942     14.6747               69.817        \n",
      "\u001b[J925         8.09914     16.2759               69.8735       \n",
      "\u001b[J926         10.022      19.6166               69.9297       \n",
      "\u001b[J927         9.39971     18.9165               69.9901       \n",
      "\u001b[J928         9.28334     13.7494               70.0875       \n",
      "\u001b[J929         7.11496     13.8054               70.21         \n",
      "\u001b[J930         10.6133     17.5388               70.3363       \n",
      "\u001b[J931         8.80602     15.8783               70.4579       \n",
      "\u001b[J932         8.14126     15.3492               70.5818       \n",
      "\u001b[J933         7.44698     15.3502               70.7          \n",
      "\u001b[J934         7.21453     13.6732               70.7925       \n",
      "\u001b[J935         6.67671     16.2498               70.876        \n",
      "\u001b[J936         6.88647     15.0891               70.9609       \n",
      "\u001b[J937         6.55708     13.9993               71.0426       \n",
      "\u001b[J938         6.77591     14.0645               71.124        \n",
      "\u001b[J939         7.26482     13.7913               71.2078       \n",
      "\u001b[J940         6.69278     15.3959               71.2805       \n",
      "\u001b[J941         7.29513     13.4086               71.3423       \n",
      "\u001b[J942         6.70825     14.8192               71.4043       \n",
      "\u001b[J943         6.74565     15.8819               71.4679       \n",
      "\u001b[J944         6.4003      14.1221               71.5288       \n",
      "\u001b[J945         6.25301     14.9193               71.5913       \n",
      "\u001b[J946         6.43636     15.7803               71.6534       \n",
      "\u001b[J947         6.58199     13.508                71.7168       \n",
      "\u001b[J948         6.55633     13.1337               71.78         \n",
      "\u001b[J949         7.35979     14.3273               71.842        \n",
      "\u001b[J950         7.09432     15.4156               71.9029       \n",
      "\u001b[J951         7.99988     15.0801               71.9655       \n",
      "\u001b[J952         10.0012     16.4602               72.0294       \n",
      "\u001b[J953         7.97842     14.9699               72.0929       \n",
      "\u001b[J954         8.09221     14.9207               72.1536       \n",
      "\u001b[J955         6.05939     15.3999               72.2162       \n",
      "\u001b[J956         7.52956     13.2732               72.2796       \n",
      "\u001b[J957         6.98864     13.3784               72.3403       \n",
      "\u001b[J958         7.43728     13.8736               72.4013       \n",
      "\u001b[J959         5.58021     14.7683               72.4633       \n",
      "\u001b[J960         6.84618     15.6112               72.5224       \n",
      "\u001b[J961         7.31468     14.5199               72.5866       \n",
      "\u001b[J962         7.39058     13.9572               72.648        \n",
      "\u001b[J963         8.85054     15.3919               72.7108       \n",
      "\u001b[J964         8.43072     19.5349               72.7766       \n",
      "\u001b[J965         9.17629     15.6163               72.8359       \n",
      "\u001b[J966         7.04169     13.0216               72.8952       \n",
      "\u001b[J967         7.68135     12.9843               72.955        \n",
      "\u001b[J968         9.22286     14.7255               73.0155       \n",
      "\u001b[J969         9.75049     17.1731               73.0738       \n",
      "\u001b[J970         7.76436     16.661                73.1304       \n",
      "\u001b[J971         6.94467     13.5279               73.1907       \n",
      "\u001b[J972         6.06843     15.6726               73.2497       \n",
      "\u001b[J973         8.35775     13.4958               73.3098       \n",
      "\u001b[J974         7.40161     14.6418               73.3679       \n",
      "\u001b[J975         5.80441     13.0716               73.4295       \n",
      "\u001b[J976         7.6469      16.2106               73.4886       \n",
      "\u001b[J977         6.10525     15.799                73.5476       \n",
      "\u001b[J978         7.78868     17.0302               73.6069       \n",
      "\u001b[J979         7.31263     15.7877               73.6681       \n",
      "\u001b[J980         8.74485     15.0864               73.7284       \n",
      "\u001b[J981         7.348       14.6939               73.792        \n",
      "\u001b[J982         8.51843     14.3059               73.852        \n",
      "\u001b[J983         8.21066     15.9572               73.914        \n",
      "\u001b[J984         7.61386     19.8077               73.9726       \n",
      "\u001b[J985         9.74034     13.7867               74.0341       \n",
      "\u001b[J986         6.7018      14.6783               74.0939       \n",
      "\u001b[J987         7.09558     15.075                74.1541       \n",
      "\u001b[J988         7.29092     13.1048               74.2648       \n",
      "\u001b[J989         6.42098     17.4049               74.3776       \n",
      "\u001b[J990         9.5125      18.1086               74.4388       \n",
      "\u001b[J991         10.3818     18.4283               74.5041       \n",
      "\u001b[J992         7.72438     16.0381               74.5661       \n",
      "\u001b[J993         7.27099     14.9068               74.6292       \n",
      "\u001b[J994         7.51899     16.608                74.6891       \n",
      "\u001b[J995         6.91266     14.8779               74.7511       \n",
      "\u001b[J996         6.50012     14.0649               74.8123       \n",
      "\u001b[J997         6.13659     15.3984               74.8735       \n",
      "\u001b[J998         6.07689     13.4686               74.9348       \n",
      "\u001b[J999         6.98289     14.4729               74.9966       \n",
      "\u001b[J1000        7.84806     18.2915               75.057        \n"
     ]
    }
   ],
   "source": [
    "# 学習を実行！！\n",
    "trainer.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "with open('result/log') as f:\n",
    "     logs = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "result_train = [ log['main/loss'] for log in logs ]\n",
    "result_test  = [ log['validation/main/loss'] for log in logs ]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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0mqNXSimoukB/KfCxx+ubRWS1iEwTkVhfHxCR8SKyXESWp6en+9qkTByBcvSiOXql1PGt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\n+0true6Stuazsu0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KQvl4wWq9pQPv2Cmrt0WkHiF63MaYFOAZYBewBzhsjJlH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\naaBXSqkQ9//xU3V3m4HyxgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7febe08e3668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(result_train, label='train')  # 訓練データ\n",
    "plt.plot(result_test,  label='test')  # 検証データ\n",
    "plt.legend()  # 凡例表示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 今回は可視化はしない、xは多項式になってる？だから\n",
    "# プロット\n",
    "#y = model.predict(x)\n",
    "#plt.plot(x, t)\n",
    "#plt.scatter(x, y.data)\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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