{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy\n",
    "import shelve \n",
    "import pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data=shelve.open(\"UNFIXED_TRANS_MODEL/DECODA_AEUNFIXED_TANH_TFIDF_MODELS.shelve\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['TRS_AE_H1',\n",
       " 'TRS_AE_OUT',\n",
       " 'TRS_SPARSE',\n",
       " 'LABEL',\n",
       " 'ASR_AE_OUT',\n",
       " 'ASR_H2_TRANSFORMED',\n",
       " 'ASR_SPARSE',\n",
       " 'ASR_TRANFORMED_OUT',\n",
       " 'ASR_H1_TRANSFORMED',\n",
       " 'ASR_W1_TRANSFORMED',\n",
       " 'ASR_AE_H1']"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "start=pandas.DataFrame(data[\"ASR_AE_H1\"][\"TRAIN\"])\n",
    "arrive=pandas.DataFrame(data[\"TRS_AE_H1\"][\"TRAIN\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "numpy.linalg.solve?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>20</th>\n",
       "      <th>21</th>\n",
       "      <th>22</th>\n",
       "      <th>23</th>\n",
       "      <th>24</th>\n",
       "      <th>25</th>\n",
       "      <th>26</th>\n",
       "      <th>27</th>\n",
       "      <th>28</th>\n",
       "      <th>29</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.095828</td>\n",
       "      <td>0.094077</td>\n",
       "      <td>0.064454</td>\n",
       "      <td>0.005000</td>\n",
       "      <td>0.034852</td>\n",
       "      <td>0.255184</td>\n",
       "      <td>0.138804</td>\n",
       "      <td>0.061555</td>\n",
       "      <td>0.008258</td>\n",
       "      <td>-0.110465</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005698</td>\n",
       "      <td>0.032844</td>\n",
       "      <td>0.190214</td>\n",
       "      <td>0.072257</td>\n",
       "      <td>-0.054261</td>\n",
       "      <td>-0.013015</td>\n",
       "      <td>-0.146414</td>\n",
       "      <td>0.216366</td>\n",
       "      <td>0.048247</td>\n",
       "      <td>0.096101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.049315</td>\n",
       "      <td>-0.105927</td>\n",
       "      <td>0.139817</td>\n",
       "      <td>0.089745</td>\n",
       "      <td>0.007932</td>\n",
       "      <td>-0.014061</td>\n",
       "      <td>-0.086837</td>\n",
       "      <td>-0.063261</td>\n",
       "      <td>0.065267</td>\n",
       "      <td>0.061193</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.002795</td>\n",
       "      <td>0.106070</td>\n",
       "      <td>-0.001700</td>\n",
       "      <td>-0.110826</td>\n",
       "      <td>0.003025</td>\n",
       "      <td>-0.002421</td>\n",
       "      <td>0.052912</td>\n",
       "      <td>0.000085</td>\n",
       "      <td>0.017973</td>\n",
       "      <td>0.150630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.070431</td>\n",
       "      <td>0.104572</td>\n",
       "      <td>0.105637</td>\n",
       "      <td>-0.058381</td>\n",
       "      <td>0.094528</td>\n",
       "      <td>0.019044</td>\n",
       "      <td>-0.064244</td>\n",
       "      <td>-0.021215</td>\n",
       "      <td>-0.002325</td>\n",
       "      <td>0.239269</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.126628</td>\n",
       "      <td>-0.083942</td>\n",
       "      <td>0.027956</td>\n",
       "      <td>-0.130336</td>\n",
       "      <td>0.132708</td>\n",
       "      <td>0.043308</td>\n",
       "      <td>-0.020546</td>\n",
       "      <td>0.185487</td>\n",
       "      <td>0.099644</td>\n",
       "      <td>0.011844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.057383</td>\n",
       "      <td>0.064138</td>\n",
       "      <td>-0.051631</td>\n",
       "      <td>-0.136385</td>\n",
       "      <td>0.014790</td>\n",
       "      <td>-0.053950</td>\n",
       "      <td>-0.105500</td>\n",
       "      <td>0.097420</td>\n",
       "      <td>0.060602</td>\n",
       "      <td>0.034949</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.120259</td>\n",
       "      <td>-0.029344</td>\n",
       "      <td>0.002387</td>\n",
       "      <td>0.033411</td>\n",
       "      <td>0.191508</td>\n",
       "      <td>-0.020418</td>\n",
       "      <td>0.018575</td>\n",
       "      <td>0.067591</td>\n",
       "      <td>0.042547</td>\n",
       "      <td>-0.068600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.102551</td>\n",
       "      <td>0.107649</td>\n",
       "      <td>0.033867</td>\n",
       "      <td>-0.077751</td>\n",
       "      <td>-0.131777</td>\n",
       "      <td>0.107295</td>\n",
       "      <td>0.126868</td>\n",
       "      <td>0.076835</td>\n",
       "      <td>0.156138</td>\n",
       "      <td>-0.018007</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015602</td>\n",
       "      <td>-0.015812</td>\n",
       "      <td>0.246245</td>\n",
       "      <td>0.011869</td>\n",
       "      <td>0.009774</td>\n",
       "      <td>-0.002712</td>\n",
       "      <td>-0.053801</td>\n",
       "      <td>0.025334</td>\n",
       "      <td>0.018179</td>\n",
       "      <td>-0.042104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.081087</td>\n",
       "      <td>-0.056996</td>\n",
       "      <td>0.177333</td>\n",
       "      <td>0.114859</td>\n",
       "      <td>0.018600</td>\n",
       "      <td>-0.003228</td>\n",
       "      <td>-0.129305</td>\n",
       "      <td>-0.101790</td>\n",
       "      <td>0.112216</td>\n",
       "      <td>0.151803</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004184</td>\n",
       "      <td>0.045901</td>\n",
       "      <td>0.022902</td>\n",
       "      <td>-0.104498</td>\n",
       "      <td>0.109945</td>\n",
       "      <td>-0.001087</td>\n",
       "      <td>0.009608</td>\n",
       "      <td>-0.003640</td>\n",
       "      <td>0.081301</td>\n",
       "      <td>0.077437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.033265</td>\n",
       "      <td>0.003115</td>\n",
       "      <td>-0.067716</td>\n",
       "      <td>-0.097230</td>\n",
       "      <td>-0.073368</td>\n",
       "      <td>-0.052567</td>\n",
       "      <td>0.078045</td>\n",
       "      <td>-0.038680</td>\n",
       "      <td>0.116886</td>\n",
       "      <td>0.078969</td>\n",
       "      <td>...</td>\n",
       "      <td>0.015741</td>\n",
       "      <td>0.078698</td>\n",
       "      <td>-0.037044</td>\n",
       "      <td>-0.038210</td>\n",
       "      <td>0.040290</td>\n",
       "      <td>-0.030515</td>\n",
       "      <td>-0.138161</td>\n",
       "      <td>0.022912</td>\n",
       "      <td>0.036189</td>\n",
       "      <td>-0.005066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.053517</td>\n",
       "      <td>-0.026260</td>\n",
       "      <td>-0.007316</td>\n",
       "      <td>0.121802</td>\n",
       "      <td>0.022661</td>\n",
       "      <td>-0.097564</td>\n",
       "      <td>0.049540</td>\n",
       "      <td>-0.027600</td>\n",
       "      <td>-0.006642</td>\n",
       "      <td>0.114731</td>\n",
       "      <td>...</td>\n",
       "      <td>0.070257</td>\n",
       "      <td>0.090122</td>\n",
       "      <td>-0.120885</td>\n",
       "      <td>0.022730</td>\n",
       "      <td>0.073584</td>\n",
       "      <td>-0.084814</td>\n",
       "      <td>-0.110592</td>\n",
       "      <td>-0.066354</td>\n",
       "      <td>0.029050</td>\n",
       "      <td>-0.007041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.102788</td>\n",
       "      <td>-0.044884</td>\n",
       "      <td>-0.077538</td>\n",
       "      <td>0.013125</td>\n",
       "      <td>-0.058038</td>\n",
       "      <td>-0.103587</td>\n",
       "      <td>-0.070900</td>\n",
       "      <td>-0.049881</td>\n",
       "      <td>-0.005486</td>\n",
       "      <td>-0.086634</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.074391</td>\n",
       "      <td>-0.057040</td>\n",
       "      <td>-0.014867</td>\n",
       "      <td>-0.124325</td>\n",
       "      <td>0.049293</td>\n",
       "      <td>-0.200725</td>\n",
       "      <td>-0.108427</td>\n",
       "      <td>-0.046239</td>\n",
       "      <td>-0.007875</td>\n",
       "      <td>-0.129807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.010572</td>\n",
       "      <td>0.036586</td>\n",
       "      <td>0.000540</td>\n",
       "      <td>0.086891</td>\n",
       "      <td>0.100761</td>\n",
       "      <td>0.122453</td>\n",
       "      <td>0.164273</td>\n",
       "      <td>0.037722</td>\n",
       "      <td>-0.017083</td>\n",
       "      <td>-0.159041</td>\n",
       "      <td>...</td>\n",
       "      <td>0.076312</td>\n",
       "      <td>0.048660</td>\n",
       "      <td>0.111742</td>\n",
       "      <td>0.068489</td>\n",
       "      <td>-0.016658</td>\n",
       "      <td>-0.015813</td>\n",
       "      <td>-0.131927</td>\n",
       "      <td>0.034873</td>\n",
       "      <td>0.065312</td>\n",
       "      <td>0.040883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.020534</td>\n",
       "      <td>0.047307</td>\n",
       "      <td>0.015860</td>\n",
       "      <td>0.045961</td>\n",
       "      <td>-0.096131</td>\n",
       "      <td>-0.020628</td>\n",
       "      <td>-0.002629</td>\n",
       "      <td>-0.002417</td>\n",
       "      <td>0.139372</td>\n",
       "      <td>0.037992</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.069069</td>\n",
       "      <td>0.048313</td>\n",
       "      <td>-0.077668</td>\n",
       "      <td>0.057968</td>\n",
       "      <td>0.068266</td>\n",
       "      <td>-0.125315</td>\n",
       "      <td>-0.065706</td>\n",
       "      <td>-0.034157</td>\n",
       "      <td>0.109147</td>\n",
       "      <td>0.022896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.217069</td>\n",
       "      <td>-0.043565</td>\n",
       "      <td>-0.097798</td>\n",
       "      <td>-0.114152</td>\n",
       "      <td>-0.053188</td>\n",
       "      <td>0.046797</td>\n",
       "      <td>0.060397</td>\n",
       "      <td>0.084732</td>\n",
       "      <td>0.065784</td>\n",
       "      <td>-0.073668</td>\n",
       "      <td>...</td>\n",
       "      <td>0.165580</td>\n",
       "      <td>0.016880</td>\n",
       "      <td>-0.216293</td>\n",
       "      <td>-0.074625</td>\n",
       "      <td>0.094212</td>\n",
       "      <td>0.117088</td>\n",
       "      <td>0.120448</td>\n",
       "      <td>0.020182</td>\n",
       "      <td>-0.183927</td>\n",
       "      <td>0.213624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-0.093495</td>\n",
       "      <td>-0.029119</td>\n",
       "      <td>-0.093058</td>\n",
       "      <td>-0.021648</td>\n",
       "      <td>0.103252</td>\n",
       "      <td>0.051248</td>\n",
       "      <td>0.060941</td>\n",
       "      <td>-0.128204</td>\n",
       "      <td>-0.153370</td>\n",
       "      <td>-0.052073</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.019607</td>\n",
       "      <td>0.142054</td>\n",
       "      <td>-0.015426</td>\n",
       "      <td>0.021803</td>\n",
       "      <td>0.026477</td>\n",
       "      <td>-0.012468</td>\n",
       "      <td>-0.063298</td>\n",
       "      <td>0.002236</td>\n",
       "      <td>-0.028927</td>\n",
       "      <td>-0.030102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.069603</td>\n",
       "      <td>0.039865</td>\n",
       "      <td>-0.134455</td>\n",
       "      <td>-0.072516</td>\n",
       "      <td>-0.044724</td>\n",
       "      <td>0.007879</td>\n",
       "      <td>0.053143</td>\n",
       "      <td>-0.092920</td>\n",
       "      <td>0.103934</td>\n",
       "      <td>0.081095</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.082595</td>\n",
       "      <td>0.106509</td>\n",
       "      <td>-0.032274</td>\n",
       "      <td>0.039220</td>\n",
       "      <td>-0.040946</td>\n",
       "      <td>-0.153844</td>\n",
       "      <td>-0.134401</td>\n",
       "      <td>-0.060568</td>\n",
       "      <td>-0.035768</td>\n",
       "      <td>-0.076069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.092411</td>\n",
       "      <td>-0.072374</td>\n",
       "      <td>-0.214866</td>\n",
       "      <td>0.032523</td>\n",
       "      <td>-0.035071</td>\n",
       "      <td>0.085376</td>\n",
       "      <td>0.047597</td>\n",
       "      <td>0.075830</td>\n",
       "      <td>-0.054554</td>\n",
       "      <td>0.139294</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.042675</td>\n",
       "      <td>-0.154207</td>\n",
       "      <td>0.080187</td>\n",
       "      <td>-0.222749</td>\n",
       "      <td>-0.062910</td>\n",
       "      <td>0.046079</td>\n",
       "      <td>-0.072128</td>\n",
       "      <td>-0.044074</td>\n",
       "      <td>0.101505</td>\n",
       "      <td>0.143366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.091530</td>\n",
       "      <td>-0.040808</td>\n",
       "      <td>0.137974</td>\n",
       "      <td>0.044668</td>\n",
       "      <td>0.012284</td>\n",
       "      <td>-0.001496</td>\n",
       "      <td>-0.043365</td>\n",
       "      <td>0.039408</td>\n",
       "      <td>-0.042572</td>\n",
       "      <td>0.177787</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.060470</td>\n",
       "      <td>0.054979</td>\n",
       "      <td>0.054879</td>\n",
       "      <td>-0.200555</td>\n",
       "      <td>-0.072838</td>\n",
       "      <td>-0.008390</td>\n",
       "      <td>-0.009577</td>\n",
       "      <td>0.004447</td>\n",
       "      <td>0.012776</td>\n",
       "      <td>0.059664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.091810</td>\n",
       "      <td>0.192705</td>\n",
       "      <td>-0.085304</td>\n",
       "      <td>0.031924</td>\n",
       "      <td>0.028380</td>\n",
       "      <td>-0.052882</td>\n",
       "      <td>-0.046814</td>\n",
       "      <td>-0.093164</td>\n",
       "      <td>-0.025270</td>\n",
       "      <td>-0.137315</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.079403</td>\n",
       "      <td>-0.032367</td>\n",
       "      <td>-0.060832</td>\n",
       "      <td>-0.015256</td>\n",
       "      <td>-0.109076</td>\n",
       "      <td>0.194599</td>\n",
       "      <td>-0.016632</td>\n",
       "      <td>0.141029</td>\n",
       "      <td>-0.003609</td>\n",
       "      <td>0.054082</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-0.083511</td>\n",
       "      <td>0.052474</td>\n",
       "      <td>0.119949</td>\n",
       "      <td>-0.078950</td>\n",
       "      <td>-0.154862</td>\n",
       "      <td>0.118195</td>\n",
       "      <td>0.094893</td>\n",
       "      <td>0.076539</td>\n",
       "      <td>0.123259</td>\n",
       "      <td>-0.092973</td>\n",
       "      <td>...</td>\n",
       "      <td>0.077563</td>\n",
       "      <td>-0.058002</td>\n",
       "      <td>0.158670</td>\n",
       "      <td>0.080174</td>\n",
       "      <td>-0.023957</td>\n",
       "      <td>-0.066706</td>\n",
       "      <td>0.069988</td>\n",
       "      <td>-0.035074</td>\n",
       "      <td>-0.035208</td>\n",
       "      <td>0.007463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.159707</td>\n",
       "      <td>0.006227</td>\n",
       "      <td>-0.133666</td>\n",
       "      <td>-0.081429</td>\n",
       "      <td>-0.054780</td>\n",
       "      <td>0.149050</td>\n",
       "      <td>0.036934</td>\n",
       "      <td>0.109069</td>\n",
       "      <td>0.149953</td>\n",
       "      <td>-0.056654</td>\n",
       "      <td>...</td>\n",
       "      <td>0.227796</td>\n",
       "      <td>0.042571</td>\n",
       "      <td>-0.255288</td>\n",
       "      <td>-0.022324</td>\n",
       "      <td>0.134346</td>\n",
       "      <td>0.156567</td>\n",
       "      <td>0.074441</td>\n",
       "      <td>0.014446</td>\n",
       "      <td>-0.180474</td>\n",
       "      <td>0.239199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.075657</td>\n",
       "      <td>-0.024382</td>\n",
       "      <td>-0.068347</td>\n",
       "      <td>0.109873</td>\n",
       "      <td>0.031506</td>\n",
       "      <td>0.009500</td>\n",
       "      <td>0.077935</td>\n",
       "      <td>0.049562</td>\n",
       "      <td>-0.110447</td>\n",
       "      <td>-0.021240</td>\n",
       "      <td>...</td>\n",
       "      <td>0.024888</td>\n",
       "      <td>0.114617</td>\n",
       "      <td>-0.019549</td>\n",
       "      <td>0.024313</td>\n",
       "      <td>-0.113078</td>\n",
       "      <td>0.024429</td>\n",
       "      <td>0.025947</td>\n",
       "      <td>0.139214</td>\n",
       "      <td>0.006163</td>\n",
       "      <td>-0.062183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-0.068869</td>\n",
       "      <td>-0.112150</td>\n",
       "      <td>-0.032010</td>\n",
       "      <td>-0.061449</td>\n",
       "      <td>0.103416</td>\n",
       "      <td>0.019534</td>\n",
       "      <td>0.102066</td>\n",
       "      <td>-0.127848</td>\n",
       "      <td>0.040182</td>\n",
       "      <td>0.022807</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064813</td>\n",
       "      <td>0.147303</td>\n",
       "      <td>0.005426</td>\n",
       "      <td>0.001905</td>\n",
       "      <td>0.056852</td>\n",
       "      <td>-0.022922</td>\n",
       "      <td>-0.042349</td>\n",
       "      <td>-0.129881</td>\n",
       "      <td>0.037455</td>\n",
       "      <td>-0.029050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.045922</td>\n",
       "      <td>0.056816</td>\n",
       "      <td>0.030923</td>\n",
       "      <td>-0.011687</td>\n",
       "      <td>-0.112245</td>\n",
       "      <td>0.024489</td>\n",
       "      <td>0.009506</td>\n",
       "      <td>-0.084875</td>\n",
       "      <td>0.068272</td>\n",
       "      <td>0.020792</td>\n",
       "      <td>...</td>\n",
       "      <td>0.019329</td>\n",
       "      <td>0.102829</td>\n",
       "      <td>-0.118848</td>\n",
       "      <td>-0.031245</td>\n",
       "      <td>0.232980</td>\n",
       "      <td>-0.016550</td>\n",
       "      <td>-0.117394</td>\n",
       "      <td>0.001953</td>\n",
       "      <td>0.129591</td>\n",
       "      <td>-0.012279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.093292</td>\n",
       "      <td>-0.056969</td>\n",
       "      <td>-0.076811</td>\n",
       "      <td>0.005718</td>\n",
       "      <td>0.008259</td>\n",
       "      <td>0.022250</td>\n",
       "      <td>0.046335</td>\n",
       "      <td>-0.122238</td>\n",
       "      <td>0.001243</td>\n",
       "      <td>-0.027331</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.030175</td>\n",
       "      <td>0.096093</td>\n",
       "      <td>0.089666</td>\n",
       "      <td>0.038075</td>\n",
       "      <td>0.197163</td>\n",
       "      <td>0.020330</td>\n",
       "      <td>-0.057137</td>\n",
       "      <td>-0.139913</td>\n",
       "      <td>0.033170</td>\n",
       "      <td>-0.025176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.011641</td>\n",
       "      <td>0.103268</td>\n",
       "      <td>-0.239723</td>\n",
       "      <td>0.165129</td>\n",
       "      <td>0.063284</td>\n",
       "      <td>0.061869</td>\n",
       "      <td>-0.357323</td>\n",
       "      <td>0.116018</td>\n",
       "      <td>0.035657</td>\n",
       "      <td>0.193900</td>\n",
       "      <td>...</td>\n",
       "      <td>0.064785</td>\n",
       "      <td>0.055817</td>\n",
       "      <td>0.219792</td>\n",
       "      <td>0.139544</td>\n",
       "      <td>0.095663</td>\n",
       "      <td>-0.043986</td>\n",
       "      <td>0.150743</td>\n",
       "      <td>-0.162546</td>\n",
       "      <td>-0.216073</td>\n",
       "      <td>-0.164174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.025955</td>\n",
       "      <td>-0.082451</td>\n",
       "      <td>0.052724</td>\n",
       "      <td>0.211529</td>\n",
       "      <td>-0.103117</td>\n",
       "      <td>0.001840</td>\n",
       "      <td>0.078440</td>\n",
       "      <td>-0.028392</td>\n",
       "      <td>-0.025803</td>\n",
       "      <td>0.103004</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.051964</td>\n",
       "      <td>0.082940</td>\n",
       "      <td>0.049524</td>\n",
       "      <td>0.017714</td>\n",
       "      <td>-0.043801</td>\n",
       "      <td>0.019603</td>\n",
       "      <td>0.031870</td>\n",
       "      <td>-0.051555</td>\n",
       "      <td>-0.008450</td>\n",
       "      <td>-0.011886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.026992</td>\n",
       "      <td>0.017445</td>\n",
       "      <td>0.105758</td>\n",
       "      <td>0.107639</td>\n",
       "      <td>0.039262</td>\n",
       "      <td>0.079931</td>\n",
       "      <td>-0.063278</td>\n",
       "      <td>-0.057559</td>\n",
       "      <td>-0.063414</td>\n",
       "      <td>-0.114625</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000787</td>\n",
       "      <td>-0.072024</td>\n",
       "      <td>0.065077</td>\n",
       "      <td>-0.193135</td>\n",
       "      <td>0.004341</td>\n",
       "      <td>-0.102588</td>\n",
       "      <td>0.012404</td>\n",
       "      <td>0.049276</td>\n",
       "      <td>-0.016952</td>\n",
       "      <td>0.025958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.084130</td>\n",
       "      <td>-0.030860</td>\n",
       "      <td>-0.135712</td>\n",
       "      <td>-0.064491</td>\n",
       "      <td>-0.034164</td>\n",
       "      <td>-0.024421</td>\n",
       "      <td>0.059942</td>\n",
       "      <td>0.033867</td>\n",
       "      <td>-0.016216</td>\n",
       "      <td>-0.043174</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.138289</td>\n",
       "      <td>0.080938</td>\n",
       "      <td>0.072683</td>\n",
       "      <td>0.057407</td>\n",
       "      <td>0.020192</td>\n",
       "      <td>0.011558</td>\n",
       "      <td>0.003201</td>\n",
       "      <td>-0.038401</td>\n",
       "      <td>0.004925</td>\n",
       "      <td>0.058976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.162953</td>\n",
       "      <td>-0.142121</td>\n",
       "      <td>-0.101408</td>\n",
       "      <td>0.138040</td>\n",
       "      <td>0.099273</td>\n",
       "      <td>-0.010463</td>\n",
       "      <td>0.137108</td>\n",
       "      <td>-0.134456</td>\n",
       "      <td>-0.090858</td>\n",
       "      <td>0.053591</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004166</td>\n",
       "      <td>0.107071</td>\n",
       "      <td>0.064339</td>\n",
       "      <td>-0.006742</td>\n",
       "      <td>0.067985</td>\n",
       "      <td>0.051902</td>\n",
       "      <td>0.060883</td>\n",
       "      <td>-0.211823</td>\n",
       "      <td>0.032708</td>\n",
       "      <td>-0.021987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.050069</td>\n",
       "      <td>-0.107428</td>\n",
       "      <td>-0.167429</td>\n",
       "      <td>0.006053</td>\n",
       "      <td>-0.064040</td>\n",
       "      <td>-0.034777</td>\n",
       "      <td>0.152875</td>\n",
       "      <td>-0.022093</td>\n",
       "      <td>0.025245</td>\n",
       "      <td>0.230560</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.008718</td>\n",
       "      <td>0.150272</td>\n",
       "      <td>0.024461</td>\n",
       "      <td>0.045852</td>\n",
       "      <td>-0.061045</td>\n",
       "      <td>-0.041211</td>\n",
       "      <td>-0.112230</td>\n",
       "      <td>0.028271</td>\n",
       "      <td>0.012828</td>\n",
       "      <td>-0.032820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-0.031953</td>\n",
       "      <td>0.088078</td>\n",
       "      <td>0.067353</td>\n",
       "      <td>0.039031</td>\n",
       "      <td>-0.170931</td>\n",
       "      <td>0.056779</td>\n",
       "      <td>0.005425</td>\n",
       "      <td>-0.035446</td>\n",
       "      <td>0.123315</td>\n",
       "      <td>0.044717</td>\n",
       "      <td>...</td>\n",
       "      <td>0.030051</td>\n",
       "      <td>0.015450</td>\n",
       "      <td>-0.016603</td>\n",
       "      <td>0.041394</td>\n",
       "      <td>0.099002</td>\n",
       "      <td>-0.101635</td>\n",
       "      <td>-0.052563</td>\n",
       "      <td>0.014109</td>\n",
       "      <td>0.128060</td>\n",
       "      <td>0.078787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>710</th>\n",
       "      <td>0.057218</td>\n",
       "      <td>-0.000716</td>\n",
       "      <td>0.045949</td>\n",
       "      <td>-0.043700</td>\n",
       "      <td>0.086440</td>\n",
       "      <td>-0.210087</td>\n",
       "      <td>0.001247</td>\n",
       "      <td>-0.122513</td>\n",
       "      <td>0.096624</td>\n",
       "      <td>-0.004192</td>\n",
       "      <td>...</td>\n",
       "      <td>0.091128</td>\n",
       "      <td>-0.045271</td>\n",
       "      <td>0.093843</td>\n",
       "      <td>-0.095517</td>\n",
       "      <td>-0.117269</td>\n",
       "      <td>-0.052331</td>\n",
       "      <td>-0.014914</td>\n",
       "      <td>-0.021942</td>\n",
       "      <td>0.000176</td>\n",
       "      <td>0.194877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>711</th>\n",
       "      <td>0.118742</td>\n",
       "      <td>0.039140</td>\n",
       "      <td>0.049865</td>\n",
       "      <td>-0.045134</td>\n",
       "      <td>-0.066356</td>\n",
       "      <td>-0.159225</td>\n",
       "      <td>0.081101</td>\n",
       "      <td>-0.004457</td>\n",
       "      <td>-0.027130</td>\n",
       "      <td>-0.126725</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.088858</td>\n",
       "      <td>-0.080836</td>\n",
       "      <td>-0.098331</td>\n",
       "      <td>-0.083083</td>\n",
       "      <td>0.092042</td>\n",
       "      <td>-0.087251</td>\n",
       "      <td>-0.018860</td>\n",
       "      <td>0.002366</td>\n",
       "      <td>-0.089988</td>\n",
       "      <td>-0.216067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>712</th>\n",
       "      <td>-0.091058</td>\n",
       "      <td>0.038118</td>\n",
       "      <td>-0.083888</td>\n",
       "      <td>-0.049762</td>\n",
       "      <td>0.044039</td>\n",
       "      <td>-0.005555</td>\n",
       "      <td>-0.105353</td>\n",
       "      <td>0.094866</td>\n",
       "      <td>-0.015670</td>\n",
       "      <td>-0.071574</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005078</td>\n",
       "      <td>-0.082282</td>\n",
       "      <td>0.069196</td>\n",
       "      <td>0.025603</td>\n",
       "      <td>0.013902</td>\n",
       "      <td>-0.043574</td>\n",
       "      <td>-0.153461</td>\n",
       "      <td>-0.047198</td>\n",
       "      <td>-0.033958</td>\n",
       "      <td>-0.077728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>713</th>\n",
       "      <td>-0.040824</td>\n",
       "      <td>-0.064491</td>\n",
       "      <td>-0.071878</td>\n",
       "      <td>-0.010769</td>\n",
       "      <td>-0.012108</td>\n",
       "      <td>-0.012644</td>\n",
       "      <td>0.042132</td>\n",
       "      <td>-0.043508</td>\n",
       "      <td>-0.054967</td>\n",
       "      <td>0.042567</td>\n",
       "      <td>...</td>\n",
       "      <td>0.073575</td>\n",
       "      <td>-0.004586</td>\n",
       "      <td>-0.009905</td>\n",
       "      <td>-0.050015</td>\n",
       "      <td>0.069671</td>\n",
       "      <td>-0.047327</td>\n",
       "      <td>-0.073936</td>\n",
       "      <td>0.018980</td>\n",
       "      <td>0.014085</td>\n",
       "      <td>-0.198024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>714</th>\n",
       "      <td>-0.098083</td>\n",
       "      <td>0.061748</td>\n",
       "      <td>-0.004655</td>\n",
       "      <td>-0.061566</td>\n",
       "      <td>-0.176208</td>\n",
       "      <td>0.052830</td>\n",
       "      <td>0.012869</td>\n",
       "      <td>0.078689</td>\n",
       "      <td>0.200624</td>\n",
       "      <td>0.081573</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.079312</td>\n",
       "      <td>0.038584</td>\n",
       "      <td>0.074002</td>\n",
       "      <td>0.033789</td>\n",
       "      <td>0.041839</td>\n",
       "      <td>-0.021300</td>\n",
       "      <td>-0.067765</td>\n",
       "      <td>0.102621</td>\n",
       "      <td>-0.053359</td>\n",
       "      <td>0.040115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>715</th>\n",
       "      <td>-0.026413</td>\n",
       "      <td>0.088998</td>\n",
       "      <td>0.049851</td>\n",
       "      <td>0.062221</td>\n",
       "      <td>-0.081202</td>\n",
       "      <td>0.024794</td>\n",
       "      <td>0.001460</td>\n",
       "      <td>0.032637</td>\n",
       "      <td>-0.012282</td>\n",
       "      <td>-0.020913</td>\n",
       "      <td>...</td>\n",
       "      <td>0.021407</td>\n",
       "      <td>0.006806</td>\n",
       "      <td>0.068822</td>\n",
       "      <td>0.036272</td>\n",
       "      <td>-0.007145</td>\n",
       "      <td>-0.109716</td>\n",
       "      <td>0.090181</td>\n",
       "      <td>-0.095810</td>\n",
       "      <td>-0.048979</td>\n",
       "      <td>-0.026312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>716</th>\n",
       "      <td>0.000892</td>\n",
       "      <td>-0.021864</td>\n",
       "      <td>0.019528</td>\n",
       "      <td>0.097987</td>\n",
       "      <td>-0.156852</td>\n",
       "      <td>-0.000474</td>\n",
       "      <td>-0.058268</td>\n",
       "      <td>-0.029209</td>\n",
       "      <td>-0.010275</td>\n",
       "      <td>-0.152830</td>\n",
       "      <td>...</td>\n",
       "      <td>0.145182</td>\n",
       "      <td>-0.037473</td>\n",
       "      <td>0.114900</td>\n",
       "      <td>-0.072669</td>\n",
       "      <td>-0.033866</td>\n",
       "      <td>-0.112974</td>\n",
       "      <td>0.072455</td>\n",
       "      <td>0.120520</td>\n",
       "      <td>0.108551</td>\n",
       "      <td>0.035737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>-0.078187</td>\n",
       "      <td>-0.131243</td>\n",
       "      <td>-0.029279</td>\n",
       "      <td>0.087811</td>\n",
       "      <td>0.080511</td>\n",
       "      <td>-0.043974</td>\n",
       "      <td>-0.106360</td>\n",
       "      <td>0.045191</td>\n",
       "      <td>-0.023543</td>\n",
       "      <td>-0.219772</td>\n",
       "      <td>...</td>\n",
       "      <td>0.113065</td>\n",
       "      <td>0.023451</td>\n",
       "      <td>-0.118515</td>\n",
       "      <td>-0.018042</td>\n",
       "      <td>0.075908</td>\n",
       "      <td>-0.011397</td>\n",
       "      <td>-0.099506</td>\n",
       "      <td>-0.203109</td>\n",
       "      <td>-0.019227</td>\n",
       "      <td>-0.060824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>718</th>\n",
       "      <td>-0.041328</td>\n",
       "      <td>-0.205643</td>\n",
       "      <td>-0.113451</td>\n",
       "      <td>-0.127914</td>\n",
       "      <td>0.085938</td>\n",
       "      <td>-0.103518</td>\n",
       "      <td>0.001445</td>\n",
       "      <td>-0.020567</td>\n",
       "      <td>-0.073136</td>\n",
       "      <td>-0.127584</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.030719</td>\n",
       "      <td>-0.201169</td>\n",
       "      <td>0.113887</td>\n",
       "      <td>-0.065050</td>\n",
       "      <td>0.006714</td>\n",
       "      <td>-0.034792</td>\n",
       "      <td>0.138865</td>\n",
       "      <td>0.050355</td>\n",
       "      <td>-0.078382</td>\n",
       "      <td>-0.133125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>0.022974</td>\n",
       "      <td>0.117998</td>\n",
       "      <td>0.124083</td>\n",
       "      <td>-0.025515</td>\n",
       "      <td>-0.031253</td>\n",
       "      <td>-0.057585</td>\n",
       "      <td>-0.022532</td>\n",
       "      <td>0.128634</td>\n",
       "      <td>0.037159</td>\n",
       "      <td>0.058906</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.129264</td>\n",
       "      <td>-0.000332</td>\n",
       "      <td>-0.063449</td>\n",
       "      <td>-0.138419</td>\n",
       "      <td>-0.018568</td>\n",
       "      <td>0.147285</td>\n",
       "      <td>0.116869</td>\n",
       "      <td>0.024050</td>\n",
       "      <td>0.045580</td>\n",
       "      <td>-0.027611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>0.082192</td>\n",
       "      <td>-0.099203</td>\n",
       "      <td>0.026798</td>\n",
       "      <td>-0.006493</td>\n",
       "      <td>-0.164346</td>\n",
       "      <td>-0.096491</td>\n",
       "      <td>-0.093469</td>\n",
       "      <td>-0.046964</td>\n",
       "      <td>0.009439</td>\n",
       "      <td>-0.105384</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.022238</td>\n",
       "      <td>0.056140</td>\n",
       "      <td>0.108819</td>\n",
       "      <td>0.070125</td>\n",
       "      <td>-0.019369</td>\n",
       "      <td>0.179191</td>\n",
       "      <td>0.059015</td>\n",
       "      <td>0.007904</td>\n",
       "      <td>-0.136182</td>\n",
       "      <td>0.127177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>0.225093</td>\n",
       "      <td>0.038873</td>\n",
       "      <td>0.039975</td>\n",
       "      <td>-0.002533</td>\n",
       "      <td>0.054614</td>\n",
       "      <td>-0.142109</td>\n",
       "      <td>0.105189</td>\n",
       "      <td>-0.133799</td>\n",
       "      <td>-0.113115</td>\n",
       "      <td>-0.012825</td>\n",
       "      <td>...</td>\n",
       "      <td>0.085498</td>\n",
       "      <td>0.027816</td>\n",
       "      <td>0.227649</td>\n",
       "      <td>0.065636</td>\n",
       "      <td>-0.020047</td>\n",
       "      <td>0.028470</td>\n",
       "      <td>-0.183163</td>\n",
       "      <td>0.099363</td>\n",
       "      <td>-0.087643</td>\n",
       "      <td>0.070239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>0.031351</td>\n",
       "      <td>0.043465</td>\n",
       "      <td>-0.096682</td>\n",
       "      <td>0.010961</td>\n",
       "      <td>0.018137</td>\n",
       "      <td>-0.034740</td>\n",
       "      <td>0.020382</td>\n",
       "      <td>-0.033106</td>\n",
       "      <td>0.087126</td>\n",
       "      <td>-0.130772</td>\n",
       "      <td>...</td>\n",
       "      <td>0.065295</td>\n",
       "      <td>0.106804</td>\n",
       "      <td>-0.037142</td>\n",
       "      <td>-0.108673</td>\n",
       "      <td>-0.085001</td>\n",
       "      <td>0.043511</td>\n",
       "      <td>-0.035613</td>\n",
       "      <td>-0.030995</td>\n",
       "      <td>0.040233</td>\n",
       "      <td>-0.037438</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>-0.026392</td>\n",
       "      <td>0.125142</td>\n",
       "      <td>0.040891</td>\n",
       "      <td>-0.030586</td>\n",
       "      <td>-0.066071</td>\n",
       "      <td>-0.093671</td>\n",
       "      <td>0.032446</td>\n",
       "      <td>0.085058</td>\n",
       "      <td>0.085075</td>\n",
       "      <td>0.094114</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.115757</td>\n",
       "      <td>-0.051511</td>\n",
       "      <td>-0.091039</td>\n",
       "      <td>-0.258168</td>\n",
       "      <td>0.073377</td>\n",
       "      <td>0.204837</td>\n",
       "      <td>0.136531</td>\n",
       "      <td>0.091806</td>\n",
       "      <td>0.068777</td>\n",
       "      <td>0.017478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>-0.065153</td>\n",
       "      <td>0.032460</td>\n",
       "      <td>-0.026163</td>\n",
       "      <td>-0.044251</td>\n",
       "      <td>0.093558</td>\n",
       "      <td>-0.063685</td>\n",
       "      <td>-0.041220</td>\n",
       "      <td>0.155498</td>\n",
       "      <td>-0.065072</td>\n",
       "      <td>-0.116682</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.025496</td>\n",
       "      <td>-0.035865</td>\n",
       "      <td>-0.026090</td>\n",
       "      <td>0.058384</td>\n",
       "      <td>0.017356</td>\n",
       "      <td>-0.052266</td>\n",
       "      <td>-0.095594</td>\n",
       "      <td>-0.046694</td>\n",
       "      <td>-0.006562</td>\n",
       "      <td>-0.066922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>-0.104089</td>\n",
       "      <td>-0.006330</td>\n",
       "      <td>-0.162898</td>\n",
       "      <td>0.097481</td>\n",
       "      <td>-0.019371</td>\n",
       "      <td>-0.126369</td>\n",
       "      <td>-0.020235</td>\n",
       "      <td>-0.184923</td>\n",
       "      <td>-0.012081</td>\n",
       "      <td>-0.118768</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.046492</td>\n",
       "      <td>0.098669</td>\n",
       "      <td>-0.080551</td>\n",
       "      <td>-0.012283</td>\n",
       "      <td>-0.231471</td>\n",
       "      <td>-0.007653</td>\n",
       "      <td>-0.079373</td>\n",
       "      <td>0.039797</td>\n",
       "      <td>-0.052620</td>\n",
       "      <td>0.032945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>-0.099979</td>\n",
       "      <td>-0.029269</td>\n",
       "      <td>0.003966</td>\n",
       "      <td>0.051893</td>\n",
       "      <td>-0.047458</td>\n",
       "      <td>-0.090203</td>\n",
       "      <td>-0.059660</td>\n",
       "      <td>0.051571</td>\n",
       "      <td>0.122297</td>\n",
       "      <td>-0.039896</td>\n",
       "      <td>...</td>\n",
       "      <td>0.052456</td>\n",
       "      <td>0.014642</td>\n",
       "      <td>-0.111652</td>\n",
       "      <td>0.068665</td>\n",
       "      <td>-0.026826</td>\n",
       "      <td>-0.030706</td>\n",
       "      <td>-0.077535</td>\n",
       "      <td>-0.029785</td>\n",
       "      <td>0.058470</td>\n",
       "      <td>0.009384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>0.001781</td>\n",
       "      <td>0.032592</td>\n",
       "      <td>-0.148176</td>\n",
       "      <td>0.045772</td>\n",
       "      <td>0.147408</td>\n",
       "      <td>0.109264</td>\n",
       "      <td>0.090248</td>\n",
       "      <td>-0.096019</td>\n",
       "      <td>0.077394</td>\n",
       "      <td>-0.048863</td>\n",
       "      <td>...</td>\n",
       "      <td>0.053339</td>\n",
       "      <td>0.005274</td>\n",
       "      <td>-0.059453</td>\n",
       "      <td>0.008134</td>\n",
       "      <td>-0.038290</td>\n",
       "      <td>0.067509</td>\n",
       "      <td>0.029866</td>\n",
       "      <td>0.073564</td>\n",
       "      <td>0.078584</td>\n",
       "      <td>0.005270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>-0.134914</td>\n",
       "      <td>0.151680</td>\n",
       "      <td>0.088859</td>\n",
       "      <td>0.077611</td>\n",
       "      <td>-0.108851</td>\n",
       "      <td>0.051207</td>\n",
       "      <td>-0.130247</td>\n",
       "      <td>0.130885</td>\n",
       "      <td>-0.046378</td>\n",
       "      <td>-0.000887</td>\n",
       "      <td>...</td>\n",
       "      <td>0.033713</td>\n",
       "      <td>-0.033918</td>\n",
       "      <td>-0.183244</td>\n",
       "      <td>0.087093</td>\n",
       "      <td>0.093588</td>\n",
       "      <td>-0.075383</td>\n",
       "      <td>-0.083091</td>\n",
       "      <td>0.032140</td>\n",
       "      <td>-0.081681</td>\n",
       "      <td>0.073589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>0.008924</td>\n",
       "      <td>0.170627</td>\n",
       "      <td>-0.188402</td>\n",
       "      <td>-0.047501</td>\n",
       "      <td>0.084603</td>\n",
       "      <td>-0.160660</td>\n",
       "      <td>0.088385</td>\n",
       "      <td>-0.122375</td>\n",
       "      <td>-0.081772</td>\n",
       "      <td>-0.095984</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.086929</td>\n",
       "      <td>0.077511</td>\n",
       "      <td>0.028591</td>\n",
       "      <td>-0.041051</td>\n",
       "      <td>-0.101693</td>\n",
       "      <td>0.081230</td>\n",
       "      <td>-0.007482</td>\n",
       "      <td>-0.030315</td>\n",
       "      <td>0.053100</td>\n",
       "      <td>-0.024468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>0.007608</td>\n",
       "      <td>0.094923</td>\n",
       "      <td>-0.029052</td>\n",
       "      <td>-0.068644</td>\n",
       "      <td>0.043482</td>\n",
       "      <td>-0.010080</td>\n",
       "      <td>-0.054862</td>\n",
       "      <td>0.070610</td>\n",
       "      <td>-0.016593</td>\n",
       "      <td>-0.081485</td>\n",
       "      <td>...</td>\n",
       "      <td>0.006691</td>\n",
       "      <td>-0.024981</td>\n",
       "      <td>0.061820</td>\n",
       "      <td>-0.037116</td>\n",
       "      <td>-0.043336</td>\n",
       "      <td>-0.162368</td>\n",
       "      <td>-0.082755</td>\n",
       "      <td>-0.002722</td>\n",
       "      <td>-0.035915</td>\n",
       "      <td>-0.028002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>0.047019</td>\n",
       "      <td>-0.084140</td>\n",
       "      <td>-0.122474</td>\n",
       "      <td>-0.238696</td>\n",
       "      <td>0.109861</td>\n",
       "      <td>-0.287167</td>\n",
       "      <td>0.015536</td>\n",
       "      <td>-0.128475</td>\n",
       "      <td>-0.094020</td>\n",
       "      <td>-0.030957</td>\n",
       "      <td>...</td>\n",
       "      <td>0.022598</td>\n",
       "      <td>-0.267127</td>\n",
       "      <td>0.197112</td>\n",
       "      <td>0.000127</td>\n",
       "      <td>0.081618</td>\n",
       "      <td>-0.218737</td>\n",
       "      <td>0.100886</td>\n",
       "      <td>0.056582</td>\n",
       "      <td>0.027568</td>\n",
       "      <td>0.105986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>0.081022</td>\n",
       "      <td>0.013305</td>\n",
       "      <td>0.114409</td>\n",
       "      <td>0.062995</td>\n",
       "      <td>-0.164720</td>\n",
       "      <td>-0.115057</td>\n",
       "      <td>-0.110353</td>\n",
       "      <td>-0.116185</td>\n",
       "      <td>-0.031837</td>\n",
       "      <td>-0.140651</td>\n",
       "      <td>...</td>\n",
       "      <td>0.125540</td>\n",
       "      <td>-0.082116</td>\n",
       "      <td>0.122555</td>\n",
       "      <td>0.043617</td>\n",
       "      <td>-0.041418</td>\n",
       "      <td>-0.059412</td>\n",
       "      <td>0.062782</td>\n",
       "      <td>0.143154</td>\n",
       "      <td>0.052390</td>\n",
       "      <td>0.090311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>-0.034646</td>\n",
       "      <td>-0.081410</td>\n",
       "      <td>-0.039706</td>\n",
       "      <td>-0.113081</td>\n",
       "      <td>0.146101</td>\n",
       "      <td>-0.009946</td>\n",
       "      <td>-0.160874</td>\n",
       "      <td>-0.151659</td>\n",
       "      <td>0.165233</td>\n",
       "      <td>0.027187</td>\n",
       "      <td>...</td>\n",
       "      <td>0.053446</td>\n",
       "      <td>0.029086</td>\n",
       "      <td>-0.129539</td>\n",
       "      <td>0.123253</td>\n",
       "      <td>0.030792</td>\n",
       "      <td>0.095709</td>\n",
       "      <td>0.089065</td>\n",
       "      <td>0.054203</td>\n",
       "      <td>0.155565</td>\n",
       "      <td>-0.157767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>-0.179574</td>\n",
       "      <td>0.075077</td>\n",
       "      <td>-0.188889</td>\n",
       "      <td>-0.087076</td>\n",
       "      <td>-0.005967</td>\n",
       "      <td>0.047004</td>\n",
       "      <td>0.025441</td>\n",
       "      <td>-0.137456</td>\n",
       "      <td>-0.144247</td>\n",
       "      <td>0.005875</td>\n",
       "      <td>...</td>\n",
       "      <td>0.012924</td>\n",
       "      <td>0.121656</td>\n",
       "      <td>0.020084</td>\n",
       "      <td>-0.060595</td>\n",
       "      <td>0.103716</td>\n",
       "      <td>-0.048903</td>\n",
       "      <td>0.189518</td>\n",
       "      <td>-0.144270</td>\n",
       "      <td>-0.004600</td>\n",
       "      <td>0.105274</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>0.011921</td>\n",
       "      <td>0.095354</td>\n",
       "      <td>-0.115003</td>\n",
       "      <td>0.085979</td>\n",
       "      <td>0.053312</td>\n",
       "      <td>0.158174</td>\n",
       "      <td>-0.064285</td>\n",
       "      <td>0.035162</td>\n",
       "      <td>-0.035548</td>\n",
       "      <td>-0.040350</td>\n",
       "      <td>...</td>\n",
       "      <td>0.085831</td>\n",
       "      <td>-0.061103</td>\n",
       "      <td>-0.192689</td>\n",
       "      <td>-0.052237</td>\n",
       "      <td>0.063863</td>\n",
       "      <td>0.151695</td>\n",
       "      <td>0.025876</td>\n",
       "      <td>0.024370</td>\n",
       "      <td>-0.099425</td>\n",
       "      <td>0.103310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>-0.083474</td>\n",
       "      <td>0.171966</td>\n",
       "      <td>-0.008395</td>\n",
       "      <td>0.012177</td>\n",
       "      <td>-0.109283</td>\n",
       "      <td>0.156746</td>\n",
       "      <td>0.182654</td>\n",
       "      <td>0.015560</td>\n",
       "      <td>-0.019857</td>\n",
       "      <td>-0.030845</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.039306</td>\n",
       "      <td>0.032532</td>\n",
       "      <td>0.108285</td>\n",
       "      <td>0.097497</td>\n",
       "      <td>0.029726</td>\n",
       "      <td>-0.003941</td>\n",
       "      <td>-0.095776</td>\n",
       "      <td>-0.016037</td>\n",
       "      <td>-0.012960</td>\n",
       "      <td>-0.070937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>0.131683</td>\n",
       "      <td>-0.010947</td>\n",
       "      <td>-0.043020</td>\n",
       "      <td>0.100373</td>\n",
       "      <td>0.024553</td>\n",
       "      <td>0.001086</td>\n",
       "      <td>0.002455</td>\n",
       "      <td>0.018348</td>\n",
       "      <td>-0.019553</td>\n",
       "      <td>-0.106160</td>\n",
       "      <td>...</td>\n",
       "      <td>0.121327</td>\n",
       "      <td>0.033548</td>\n",
       "      <td>0.156824</td>\n",
       "      <td>-0.059156</td>\n",
       "      <td>-0.047101</td>\n",
       "      <td>-0.104181</td>\n",
       "      <td>0.034494</td>\n",
       "      <td>-0.108165</td>\n",
       "      <td>0.060819</td>\n",
       "      <td>-0.009263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>0.039446</td>\n",
       "      <td>0.131960</td>\n",
       "      <td>-0.125315</td>\n",
       "      <td>0.022878</td>\n",
       "      <td>0.011954</td>\n",
       "      <td>-0.025425</td>\n",
       "      <td>-0.046972</td>\n",
       "      <td>-0.087201</td>\n",
       "      <td>0.044809</td>\n",
       "      <td>-0.032539</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.018210</td>\n",
       "      <td>-0.077261</td>\n",
       "      <td>0.180543</td>\n",
       "      <td>-0.092353</td>\n",
       "      <td>-0.046448</td>\n",
       "      <td>0.066836</td>\n",
       "      <td>-0.124524</td>\n",
       "      <td>0.069870</td>\n",
       "      <td>-0.094342</td>\n",
       "      <td>0.020224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>-0.112630</td>\n",
       "      <td>0.020838</td>\n",
       "      <td>-0.039669</td>\n",
       "      <td>-0.044483</td>\n",
       "      <td>0.053412</td>\n",
       "      <td>0.003480</td>\n",
       "      <td>-0.037370</td>\n",
       "      <td>0.085616</td>\n",
       "      <td>-0.018644</td>\n",
       "      <td>-0.113542</td>\n",
       "      <td>...</td>\n",
       "      <td>0.059463</td>\n",
       "      <td>-0.012061</td>\n",
       "      <td>-0.174740</td>\n",
       "      <td>0.039399</td>\n",
       "      <td>-0.029705</td>\n",
       "      <td>0.092393</td>\n",
       "      <td>-0.004473</td>\n",
       "      <td>-0.032809</td>\n",
       "      <td>0.017103</td>\n",
       "      <td>0.009869</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>740 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           0         1         2         3         4         5         6   \\\n",
       "0    0.095828  0.094077  0.064454  0.005000  0.034852  0.255184  0.138804   \n",
       "1    0.049315 -0.105927  0.139817  0.089745  0.007932 -0.014061 -0.086837   \n",
       "2    0.070431  0.104572  0.105637 -0.058381  0.094528  0.019044 -0.064244   \n",
       "3    0.057383  0.064138 -0.051631 -0.136385  0.014790 -0.053950 -0.105500   \n",
       "4   -0.102551  0.107649  0.033867 -0.077751 -0.131777  0.107295  0.126868   \n",
       "5    0.081087 -0.056996  0.177333  0.114859  0.018600 -0.003228 -0.129305   \n",
       "6   -0.033265  0.003115 -0.067716 -0.097230 -0.073368 -0.052567  0.078045   \n",
       "7    0.053517 -0.026260 -0.007316  0.121802  0.022661 -0.097564  0.049540   \n",
       "8    0.102788 -0.044884 -0.077538  0.013125 -0.058038 -0.103587 -0.070900   \n",
       "9    0.010572  0.036586  0.000540  0.086891  0.100761  0.122453  0.164273   \n",
       "10   0.020534  0.047307  0.015860  0.045961 -0.096131 -0.020628 -0.002629   \n",
       "11   0.217069 -0.043565 -0.097798 -0.114152 -0.053188  0.046797  0.060397   \n",
       "12  -0.093495 -0.029119 -0.093058 -0.021648  0.103252  0.051248  0.060941   \n",
       "13   0.069603  0.039865 -0.134455 -0.072516 -0.044724  0.007879  0.053143   \n",
       "14   0.092411 -0.072374 -0.214866  0.032523 -0.035071  0.085376  0.047597   \n",
       "15   0.091530 -0.040808  0.137974  0.044668  0.012284 -0.001496 -0.043365   \n",
       "16  -0.091810  0.192705 -0.085304  0.031924  0.028380 -0.052882 -0.046814   \n",
       "17  -0.083511  0.052474  0.119949 -0.078950 -0.154862  0.118195  0.094893   \n",
       "18   0.159707  0.006227 -0.133666 -0.081429 -0.054780  0.149050  0.036934   \n",
       "19   0.075657 -0.024382 -0.068347  0.109873  0.031506  0.009500  0.077935   \n",
       "20  -0.068869 -0.112150 -0.032010 -0.061449  0.103416  0.019534  0.102066   \n",
       "21   0.045922  0.056816  0.030923 -0.011687 -0.112245  0.024489  0.009506   \n",
       "22  -0.093292 -0.056969 -0.076811  0.005718  0.008259  0.022250  0.046335   \n",
       "23   0.011641  0.103268 -0.239723  0.165129  0.063284  0.061869 -0.357323   \n",
       "24   0.025955 -0.082451  0.052724  0.211529 -0.103117  0.001840  0.078440   \n",
       "25   0.026992  0.017445  0.105758  0.107639  0.039262  0.079931 -0.063278   \n",
       "26   0.084130 -0.030860 -0.135712 -0.064491 -0.034164 -0.024421  0.059942   \n",
       "27  -0.162953 -0.142121 -0.101408  0.138040  0.099273 -0.010463  0.137108   \n",
       "28   0.050069 -0.107428 -0.167429  0.006053 -0.064040 -0.034777  0.152875   \n",
       "29  -0.031953  0.088078  0.067353  0.039031 -0.170931  0.056779  0.005425   \n",
       "..        ...       ...       ...       ...       ...       ...       ...   \n",
       "710  0.057218 -0.000716  0.045949 -0.043700  0.086440 -0.210087  0.001247   \n",
       "711  0.118742  0.039140  0.049865 -0.045134 -0.066356 -0.159225  0.081101   \n",
       "712 -0.091058  0.038118 -0.083888 -0.049762  0.044039 -0.005555 -0.105353   \n",
       "713 -0.040824 -0.064491 -0.071878 -0.010769 -0.012108 -0.012644  0.042132   \n",
       "714 -0.098083  0.061748 -0.004655 -0.061566 -0.176208  0.052830  0.012869   \n",
       "715 -0.026413  0.088998  0.049851  0.062221 -0.081202  0.024794  0.001460   \n",
       "716  0.000892 -0.021864  0.019528  0.097987 -0.156852 -0.000474 -0.058268   \n",
       "717 -0.078187 -0.131243 -0.029279  0.087811  0.080511 -0.043974 -0.106360   \n",
       "718 -0.041328 -0.205643 -0.113451 -0.127914  0.085938 -0.103518  0.001445   \n",
       "719  0.022974  0.117998  0.124083 -0.025515 -0.031253 -0.057585 -0.022532   \n",
       "720  0.082192 -0.099203  0.026798 -0.006493 -0.164346 -0.096491 -0.093469   \n",
       "721  0.225093  0.038873  0.039975 -0.002533  0.054614 -0.142109  0.105189   \n",
       "722  0.031351  0.043465 -0.096682  0.010961  0.018137 -0.034740  0.020382   \n",
       "723 -0.026392  0.125142  0.040891 -0.030586 -0.066071 -0.093671  0.032446   \n",
       "724 -0.065153  0.032460 -0.026163 -0.044251  0.093558 -0.063685 -0.041220   \n",
       "725 -0.104089 -0.006330 -0.162898  0.097481 -0.019371 -0.126369 -0.020235   \n",
       "726 -0.099979 -0.029269  0.003966  0.051893 -0.047458 -0.090203 -0.059660   \n",
       "727  0.001781  0.032592 -0.148176  0.045772  0.147408  0.109264  0.090248   \n",
       "728 -0.134914  0.151680  0.088859  0.077611 -0.108851  0.051207 -0.130247   \n",
       "729  0.008924  0.170627 -0.188402 -0.047501  0.084603 -0.160660  0.088385   \n",
       "730  0.007608  0.094923 -0.029052 -0.068644  0.043482 -0.010080 -0.054862   \n",
       "731  0.047019 -0.084140 -0.122474 -0.238696  0.109861 -0.287167  0.015536   \n",
       "732  0.081022  0.013305  0.114409  0.062995 -0.164720 -0.115057 -0.110353   \n",
       "733 -0.034646 -0.081410 -0.039706 -0.113081  0.146101 -0.009946 -0.160874   \n",
       "734 -0.179574  0.075077 -0.188889 -0.087076 -0.005967  0.047004  0.025441   \n",
       "735  0.011921  0.095354 -0.115003  0.085979  0.053312  0.158174 -0.064285   \n",
       "736 -0.083474  0.171966 -0.008395  0.012177 -0.109283  0.156746  0.182654   \n",
       "737  0.131683 -0.010947 -0.043020  0.100373  0.024553  0.001086  0.002455   \n",
       "738  0.039446  0.131960 -0.125315  0.022878  0.011954 -0.025425 -0.046972   \n",
       "739 -0.112630  0.020838 -0.039669 -0.044483  0.053412  0.003480 -0.037370   \n",
       "\n",
       "           7         8         9     ...           20        21        22  \\\n",
       "0    0.061555  0.008258 -0.110465    ...    -0.005698  0.032844  0.190214   \n",
       "1   -0.063261  0.065267  0.061193    ...    -0.002795  0.106070 -0.001700   \n",
       "2   -0.021215 -0.002325  0.239269    ...    -0.126628 -0.083942  0.027956   \n",
       "3    0.097420  0.060602  0.034949    ...    -0.120259 -0.029344  0.002387   \n",
       "4    0.076835  0.156138 -0.018007    ...     0.015602 -0.015812  0.246245   \n",
       "5   -0.101790  0.112216  0.151803    ...    -0.004184  0.045901  0.022902   \n",
       "6   -0.038680  0.116886  0.078969    ...     0.015741  0.078698 -0.037044   \n",
       "7   -0.027600 -0.006642  0.114731    ...     0.070257  0.090122 -0.120885   \n",
       "8   -0.049881 -0.005486 -0.086634    ...    -0.074391 -0.057040 -0.014867   \n",
       "9    0.037722 -0.017083 -0.159041    ...     0.076312  0.048660  0.111742   \n",
       "10  -0.002417  0.139372  0.037992    ...    -0.069069  0.048313 -0.077668   \n",
       "11   0.084732  0.065784 -0.073668    ...     0.165580  0.016880 -0.216293   \n",
       "12  -0.128204 -0.153370 -0.052073    ...    -0.019607  0.142054 -0.015426   \n",
       "13  -0.092920  0.103934  0.081095    ...    -0.082595  0.106509 -0.032274   \n",
       "14   0.075830 -0.054554  0.139294    ...    -0.042675 -0.154207  0.080187   \n",
       "15   0.039408 -0.042572  0.177787    ...    -0.060470  0.054979  0.054879   \n",
       "16  -0.093164 -0.025270 -0.137315    ...    -0.079403 -0.032367 -0.060832   \n",
       "17   0.076539  0.123259 -0.092973    ...     0.077563 -0.058002  0.158670   \n",
       "18   0.109069  0.149953 -0.056654    ...     0.227796  0.042571 -0.255288   \n",
       "19   0.049562 -0.110447 -0.021240    ...     0.024888  0.114617 -0.019549   \n",
       "20  -0.127848  0.040182  0.022807    ...     0.064813  0.147303  0.005426   \n",
       "21  -0.084875  0.068272  0.020792    ...     0.019329  0.102829 -0.118848   \n",
       "22  -0.122238  0.001243 -0.027331    ...    -0.030175  0.096093  0.089666   \n",
       "23   0.116018  0.035657  0.193900    ...     0.064785  0.055817  0.219792   \n",
       "24  -0.028392 -0.025803  0.103004    ...    -0.051964  0.082940  0.049524   \n",
       "25  -0.057559 -0.063414 -0.114625    ...     0.000787 -0.072024  0.065077   \n",
       "26   0.033867 -0.016216 -0.043174    ...    -0.138289  0.080938  0.072683   \n",
       "27  -0.134456 -0.090858  0.053591    ...     0.004166  0.107071  0.064339   \n",
       "28  -0.022093  0.025245  0.230560    ...    -0.008718  0.150272  0.024461   \n",
       "29  -0.035446  0.123315  0.044717    ...     0.030051  0.015450 -0.016603   \n",
       "..        ...       ...       ...    ...          ...       ...       ...   \n",
       "710 -0.122513  0.096624 -0.004192    ...     0.091128 -0.045271  0.093843   \n",
       "711 -0.004457 -0.027130 -0.126725    ...    -0.088858 -0.080836 -0.098331   \n",
       "712  0.094866 -0.015670 -0.071574    ...    -0.005078 -0.082282  0.069196   \n",
       "713 -0.043508 -0.054967  0.042567    ...     0.073575 -0.004586 -0.009905   \n",
       "714  0.078689  0.200624  0.081573    ...    -0.079312  0.038584  0.074002   \n",
       "715  0.032637 -0.012282 -0.020913    ...     0.021407  0.006806  0.068822   \n",
       "716 -0.029209 -0.010275 -0.152830    ...     0.145182 -0.037473  0.114900   \n",
       "717  0.045191 -0.023543 -0.219772    ...     0.113065  0.023451 -0.118515   \n",
       "718 -0.020567 -0.073136 -0.127584    ...    -0.030719 -0.201169  0.113887   \n",
       "719  0.128634  0.037159  0.058906    ...    -0.129264 -0.000332 -0.063449   \n",
       "720 -0.046964  0.009439 -0.105384    ...    -0.022238  0.056140  0.108819   \n",
       "721 -0.133799 -0.113115 -0.012825    ...     0.085498  0.027816  0.227649   \n",
       "722 -0.033106  0.087126 -0.130772    ...     0.065295  0.106804 -0.037142   \n",
       "723  0.085058  0.085075  0.094114    ...    -0.115757 -0.051511 -0.091039   \n",
       "724  0.155498 -0.065072 -0.116682    ...    -0.025496 -0.035865 -0.026090   \n",
       "725 -0.184923 -0.012081 -0.118768    ...    -0.046492  0.098669 -0.080551   \n",
       "726  0.051571  0.122297 -0.039896    ...     0.052456  0.014642 -0.111652   \n",
       "727 -0.096019  0.077394 -0.048863    ...     0.053339  0.005274 -0.059453   \n",
       "728  0.130885 -0.046378 -0.000887    ...     0.033713 -0.033918 -0.183244   \n",
       "729 -0.122375 -0.081772 -0.095984    ...    -0.086929  0.077511  0.028591   \n",
       "730  0.070610 -0.016593 -0.081485    ...     0.006691 -0.024981  0.061820   \n",
       "731 -0.128475 -0.094020 -0.030957    ...     0.022598 -0.267127  0.197112   \n",
       "732 -0.116185 -0.031837 -0.140651    ...     0.125540 -0.082116  0.122555   \n",
       "733 -0.151659  0.165233  0.027187    ...     0.053446  0.029086 -0.129539   \n",
       "734 -0.137456 -0.144247  0.005875    ...     0.012924  0.121656  0.020084   \n",
       "735  0.035162 -0.035548 -0.040350    ...     0.085831 -0.061103 -0.192689   \n",
       "736  0.015560 -0.019857 -0.030845    ...    -0.039306  0.032532  0.108285   \n",
       "737  0.018348 -0.019553 -0.106160    ...     0.121327  0.033548  0.156824   \n",
       "738 -0.087201  0.044809 -0.032539    ...    -0.018210 -0.077261  0.180543   \n",
       "739  0.085616 -0.018644 -0.113542    ...     0.059463 -0.012061 -0.174740   \n",
       "\n",
       "           23        24        25        26        27        28        29  \n",
       "0    0.072257 -0.054261 -0.013015 -0.146414  0.216366  0.048247  0.096101  \n",
       "1   -0.110826  0.003025 -0.002421  0.052912  0.000085  0.017973  0.150630  \n",
       "2   -0.130336  0.132708  0.043308 -0.020546  0.185487  0.099644  0.011844  \n",
       "3    0.033411  0.191508 -0.020418  0.018575  0.067591  0.042547 -0.068600  \n",
       "4    0.011869  0.009774 -0.002712 -0.053801  0.025334  0.018179 -0.042104  \n",
       "5   -0.104498  0.109945 -0.001087  0.009608 -0.003640  0.081301  0.077437  \n",
       "6   -0.038210  0.040290 -0.030515 -0.138161  0.022912  0.036189 -0.005066  \n",
       "7    0.022730  0.073584 -0.084814 -0.110592 -0.066354  0.029050 -0.007041  \n",
       "8   -0.124325  0.049293 -0.200725 -0.108427 -0.046239 -0.007875 -0.129807  \n",
       "9    0.068489 -0.016658 -0.015813 -0.131927  0.034873  0.065312  0.040883  \n",
       "10   0.057968  0.068266 -0.125315 -0.065706 -0.034157  0.109147  0.022896  \n",
       "11  -0.074625  0.094212  0.117088  0.120448  0.020182 -0.183927  0.213624  \n",
       "12   0.021803  0.026477 -0.012468 -0.063298  0.002236 -0.028927 -0.030102  \n",
       "13   0.039220 -0.040946 -0.153844 -0.134401 -0.060568 -0.035768 -0.076069  \n",
       "14  -0.222749 -0.062910  0.046079 -0.072128 -0.044074  0.101505  0.143366  \n",
       "15  -0.200555 -0.072838 -0.008390 -0.009577  0.004447  0.012776  0.059664  \n",
       "16  -0.015256 -0.109076  0.194599 -0.016632  0.141029 -0.003609  0.054082  \n",
       "17   0.080174 -0.023957 -0.066706  0.069988 -0.035074 -0.035208  0.007463  \n",
       "18  -0.022324  0.134346  0.156567  0.074441  0.014446 -0.180474  0.239199  \n",
       "19   0.024313 -0.113078  0.024429  0.025947  0.139214  0.006163 -0.062183  \n",
       "20   0.001905  0.056852 -0.022922 -0.042349 -0.129881  0.037455 -0.029050  \n",
       "21  -0.031245  0.232980 -0.016550 -0.117394  0.001953  0.129591 -0.012279  \n",
       "22   0.038075  0.197163  0.020330 -0.057137 -0.139913  0.033170 -0.025176  \n",
       "23   0.139544  0.095663 -0.043986  0.150743 -0.162546 -0.216073 -0.164174  \n",
       "24   0.017714 -0.043801  0.019603  0.031870 -0.051555 -0.008450 -0.011886  \n",
       "25  -0.193135  0.004341 -0.102588  0.012404  0.049276 -0.016952  0.025958  \n",
       "26   0.057407  0.020192  0.011558  0.003201 -0.038401  0.004925  0.058976  \n",
       "27  -0.006742  0.067985  0.051902  0.060883 -0.211823  0.032708 -0.021987  \n",
       "28   0.045852 -0.061045 -0.041211 -0.112230  0.028271  0.012828 -0.032820  \n",
       "29   0.041394  0.099002 -0.101635 -0.052563  0.014109  0.128060  0.078787  \n",
       "..        ...       ...       ...       ...       ...       ...       ...  \n",
       "710 -0.095517 -0.117269 -0.052331 -0.014914 -0.021942  0.000176  0.194877  \n",
       "711 -0.083083  0.092042 -0.087251 -0.018860  0.002366 -0.089988 -0.216067  \n",
       "712  0.025603  0.013902 -0.043574 -0.153461 -0.047198 -0.033958 -0.077728  \n",
       "713 -0.050015  0.069671 -0.047327 -0.073936  0.018980  0.014085 -0.198024  \n",
       "714  0.033789  0.041839 -0.021300 -0.067765  0.102621 -0.053359  0.040115  \n",
       "715  0.036272 -0.007145 -0.109716  0.090181 -0.095810 -0.048979 -0.026312  \n",
       "716 -0.072669 -0.033866 -0.112974  0.072455  0.120520  0.108551  0.035737  \n",
       "717 -0.018042  0.075908 -0.011397 -0.099506 -0.203109 -0.019227 -0.060824  \n",
       "718 -0.065050  0.006714 -0.034792  0.138865  0.050355 -0.078382 -0.133125  \n",
       "719 -0.138419 -0.018568  0.147285  0.116869  0.024050  0.045580 -0.027611  \n",
       "720  0.070125 -0.019369  0.179191  0.059015  0.007904 -0.136182  0.127177  \n",
       "721  0.065636 -0.020047  0.028470 -0.183163  0.099363 -0.087643  0.070239  \n",
       "722 -0.108673 -0.085001  0.043511 -0.035613 -0.030995  0.040233 -0.037438  \n",
       "723 -0.258168  0.073377  0.204837  0.136531  0.091806  0.068777  0.017478  \n",
       "724  0.058384  0.017356 -0.052266 -0.095594 -0.046694 -0.006562 -0.066922  \n",
       "725 -0.012283 -0.231471 -0.007653 -0.079373  0.039797 -0.052620  0.032945  \n",
       "726  0.068665 -0.026826 -0.030706 -0.077535 -0.029785  0.058470  0.009384  \n",
       "727  0.008134 -0.038290  0.067509  0.029866  0.073564  0.078584  0.005270  \n",
       "728  0.087093  0.093588 -0.075383 -0.083091  0.032140 -0.081681  0.073589  \n",
       "729 -0.041051 -0.101693  0.081230 -0.007482 -0.030315  0.053100 -0.024468  \n",
       "730 -0.037116 -0.043336 -0.162368 -0.082755 -0.002722 -0.035915 -0.028002  \n",
       "731  0.000127  0.081618 -0.218737  0.100886  0.056582  0.027568  0.105986  \n",
       "732  0.043617 -0.041418 -0.059412  0.062782  0.143154  0.052390  0.090311  \n",
       "733  0.123253  0.030792  0.095709  0.089065  0.054203  0.155565 -0.157767  \n",
       "734 -0.060595  0.103716 -0.048903  0.189518 -0.144270 -0.004600  0.105274  \n",
       "735 -0.052237  0.063863  0.151695  0.025876  0.024370 -0.099425  0.103310  \n",
       "736  0.097497  0.029726 -0.003941 -0.095776 -0.016037 -0.012960 -0.070937  \n",
       "737 -0.059156 -0.047101 -0.104181  0.034494 -0.108165  0.060819 -0.009263  \n",
       "738 -0.092353 -0.046448  0.066836 -0.124524  0.069870 -0.094342  0.020224  \n",
       "739  0.039399 -0.029705  0.092393 -0.004473 -0.032809  0.017103  0.009869  \n",
       "\n",
       "[740 rows x 30 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pandas.DataFrame(start[\"TRAIN\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "p=numpy.linalg.solve(start.loc[:25,:25].to_dense(),arrive.loc[:25,:25].to_dense())[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ -1.13494391,   1.11388421,  -1.44366185,  -1.45194844,\n",
       "        -6.96681812,  -2.47239718,   5.27162862,   6.53341358,\n",
       "         6.03225759,   5.15725109,  -3.21296575,  16.30541539,\n",
       "       -11.10246431,  -3.52757846,  -8.69464255,   2.05276154,\n",
       "        -4.05759841,  -4.03609924,  -1.17294172,  -1.61748536,\n",
       "         1.94786758,   1.39147731,  -3.66581431,  -2.28182884,\n",
       "        -8.27275911,  -4.84901421])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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