{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from scipy import stats\n",
    "import numpy as np\n",
    "\n",
    "data='../3classdata/W/1.csv'\n",
    "window=3\n",
    "resolution=500\n",
    "shift=3\n",
    "\n",
    "import glob\n",
    "from functools import partial\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-1.        , -0.48715223, -0.40806948, -0.3564728 , -0.31673373,\n",
       "       -0.28370106, -0.25499594, -0.22931092, -0.20584419, -0.18406497,\n",
       "       -0.16360107, -0.14417942, -0.1255919 , -0.10767457, -0.09029443,\n",
       "       -0.07334053, -0.05671771, -0.04034218, -0.02413812, -0.00803494,\n",
       "        0.00803494,  0.02413812,  0.04034218,  0.05671771,  0.07334053,\n",
       "        0.09029443,  0.10767457,  0.1255919 ,  0.14417942,  0.16360107,\n",
       "        0.18406497,  0.20584419,  0.22931092,  0.25499594,  0.28370106,\n",
       "        0.31673373,  0.3564728 ,  0.40806948,  0.48715223,  1.        ])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def gaussian_interval(resolution):\n",
    "    # use a gaussian distribution, mean 0, std deviation 0.25\n",
    "    distribution = stats.norm(loc=0, scale=0.25)\n",
    "    # bounds of range for inverse comulative distribution function\n",
    "    bounds = distribution.cdf([-1, 1])\n",
    "    # generate linear space of 2*resolution points using bounds\n",
    "    linsp = np.linspace(*bounds, num=2*resolution)\n",
    "    # obtain the array of 2*resolution points\n",
    "    return distribution.ppf(linsp)\n",
    "gaussian_interval(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(data, dtype=float, header=None)\n",
    "# rotate dataframe (each column is a temporal sequence)\n",
    "df = df.T.reset_index().reindex(axis=1).drop(['index'], axis=1).infer_objects()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
       "      <th>12</th>\n",
       "      <th>13</th>\n",
       "      <th>14</th>\n",
       "      <th>15</th>\n",
       "      <th>16</th>\n",
       "      <th>17</th>\n",
       "      <th>18</th>\n",
       "      <th>19</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.794245</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.828071</td>\n",
       "      <td>-0.994168</td>\n",
       "      <td>0.944798</td>\n",
       "      <td>0.668407</td>\n",
       "      <td>-0.373019</td>\n",
       "      <td>-0.150670</td>\n",
       "      <td>0.847187</td>\n",
       "      <td>0.993011</td>\n",
       "      <td>0.997649</td>\n",
       "      <td>0.424828</td>\n",
       "      <td>0.707602</td>\n",
       "      <td>-0.548011</td>\n",
       "      <td>-0.897720</td>\n",
       "      <td>-0.996191</td>\n",
       "      <td>0.733333</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.000000</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.773646</td>\n",
       "      <td>-0.982051</td>\n",
       "      <td>0.838096</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.702760</td>\n",
       "      <td>0.490809</td>\n",
       "      <td>-0.536255</td>\n",
       "      <td>0.522335</td>\n",
       "      <td>0.949622</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.416761</td>\n",
       "      <td>0.719298</td>\n",
       "      <td>-0.696552</td>\n",
       "      <td>-0.840543</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.721212</td>\n",
       "      <td>0.707079</td>\n",
       "      <td>-0.989454</td>\n",
       "      <td>-0.998286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.704494</td>\n",
       "      <td>-0.941707</td>\n",
       "      <td>0.867532</td>\n",
       "      <td>-0.971583</td>\n",
       "      <td>0.515924</td>\n",
       "      <td>0.189991</td>\n",
       "      <td>-0.667524</td>\n",
       "      <td>0.557023</td>\n",
       "      <td>0.946264</td>\n",
       "      <td>0.940591</td>\n",
       "      <td>0.540661</td>\n",
       "      <td>-0.131239</td>\n",
       "      <td>0.754386</td>\n",
       "      <td>-0.875862</td>\n",
       "      <td>-0.722166</td>\n",
       "      <td>-0.990737</td>\n",
       "      <td>0.715152</td>\n",
       "      <td>0.664768</td>\n",
       "      <td>-0.700204</td>\n",
       "      <td>-0.977304</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.702488</td>\n",
       "      <td>-0.727678</td>\n",
       "      <td>0.847612</td>\n",
       "      <td>-0.956749</td>\n",
       "      <td>0.222930</td>\n",
       "      <td>-0.078956</td>\n",
       "      <td>-0.759538</td>\n",
       "      <td>0.573242</td>\n",
       "      <td>0.914358</td>\n",
       "      <td>0.871396</td>\n",
       "      <td>-0.152875</td>\n",
       "      <td>-0.246231</td>\n",
       "      <td>0.766082</td>\n",
       "      <td>-0.839788</td>\n",
       "      <td>-0.739604</td>\n",
       "      <td>-0.937756</td>\n",
       "      <td>0.660606</td>\n",
       "      <td>0.243287</td>\n",
       "      <td>-0.358765</td>\n",
       "      <td>-0.947124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.653693</td>\n",
       "      <td>-0.474916</td>\n",
       "      <td>0.893637</td>\n",
       "      <td>-0.896301</td>\n",
       "      <td>-0.210191</td>\n",
       "      <td>-0.359162</td>\n",
       "      <td>-0.840516</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.993283</td>\n",
       "      <td>0.808842</td>\n",
       "      <td>-0.618419</td>\n",
       "      <td>-0.535811</td>\n",
       "      <td>0.812865</td>\n",
       "      <td>-0.818568</td>\n",
       "      <td>-0.519115</td>\n",
       "      <td>-0.823284</td>\n",
       "      <td>0.630303</td>\n",
       "      <td>0.222132</td>\n",
       "      <td>-0.169913</td>\n",
       "      <td>-0.810559</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         0         1         2         3         4         5         6   \\\n",
       "0 -0.794245 -1.000000  0.828071 -0.994168  0.944798  0.668407 -0.373019   \n",
       "1 -0.773646 -0.982051  0.838096 -1.000000  0.702760  0.490809 -0.536255   \n",
       "2 -0.704494 -0.941707  0.867532 -0.971583  0.515924  0.189991 -0.667524   \n",
       "3 -0.702488 -0.727678  0.847612 -0.956749  0.222930 -0.078956 -0.759538   \n",
       "4 -0.653693 -0.474916  0.893637 -0.896301 -0.210191 -0.359162 -0.840516   \n",
       "\n",
       "         7         8         9         10        11        12        13  \\\n",
       "0 -0.150670  0.847187  0.993011  0.997649  0.424828  0.707602 -0.548011   \n",
       "1  0.522335  0.949622  1.000000  1.000000  0.416761  0.719298 -0.696552   \n",
       "2  0.557023  0.946264  0.940591  0.540661 -0.131239  0.754386 -0.875862   \n",
       "3  0.573242  0.914358  0.871396 -0.152875 -0.246231  0.766082 -0.839788   \n",
       "4 -1.000000  0.993283  0.808842 -0.618419 -0.535811  0.812865 -0.818568   \n",
       "\n",
       "         14        15        16        17        18        19  \n",
       "0 -0.897720 -0.996191  0.733333  1.000000 -1.000000 -1.000000  \n",
       "1 -0.840543 -1.000000  0.721212  0.707079 -0.989454 -0.998286  \n",
       "2 -0.722166 -0.990737  0.715152  0.664768 -0.700204 -0.977304  \n",
       "3 -0.739604 -0.937756  0.660606  0.243287 -0.358765 -0.947124  \n",
       "4 -0.519115 -0.823284  0.630303  0.222132 -0.169913 -0.810559  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = ((df - df.min()) / (df.max() - df.min()))*2 - 1\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#df = df.apply(partial(\n",
    "   # discretize_series, gaussianInterval=gaussian_interval(resolution)))\n",
    "#df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "l = df.apply(lambda x : pd.cut(x, gaussian_interval(resolution), right=True).apply(lambda l : l.left))\n",
    "r = df.apply(lambda x : pd.cut(x, gaussian_interval(resolution), right=True).apply(lambda l : l.right))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = l"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
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       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>11</th>\n",
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       "      <th>13</th>\n",
       "      <th>14</th>\n",
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       "      <th>0</th>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.66230</td>\n",
       "      <td>-0.37440</td>\n",
       "      <td>-0.15070</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.423700</td>\n",
       "      <td>0.6860</td>\n",
       "      <td>-0.549000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.718200</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.686000</td>\n",
       "      <td>0.48980</td>\n",
       "      <td>-0.54220</td>\n",
       "      <td>0.51840</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.415900</td>\n",
       "      <td>0.7182</td>\n",
       "      <td>-0.718200</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.718200</td>\n",
       "      <td>0.68600</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.7182</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.513200</td>\n",
       "      <td>0.18950</td>\n",
       "      <td>-0.68600</td>\n",
       "      <td>0.55620</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.5358</td>\n",
       "      <td>-0.131600</td>\n",
       "      <td>0.7182</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.686000</td>\n",
       "      <td>0.66230</td>\n",
       "      <td>-0.71820</td>\n",
       "      <td>-1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-0.7182</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.222100</td>\n",
       "      <td>-0.07941</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.57220</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.1530</td>\n",
       "      <td>-0.246400</td>\n",
       "      <td>0.7182</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.643300</td>\n",
       "      <td>0.24230</td>\n",
       "      <td>-0.35970</td>\n",
       "      <td>-1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.6623</td>\n",
       "      <td>-0.47750</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.210200</td>\n",
       "      <td>-0.35970</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.6275</td>\n",
       "      <td>-0.535800</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.52400</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.627500</td>\n",
       "      <td>0.22210</td>\n",
       "      <td>-0.17000</td>\n",
       "      <td>-1.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.2886</td>\n",
       "      <td>-0.71820</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>-0.010980</td>\n",
       "      <td>-0.44960</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.68600</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>-0.7182</td>\n",
       "      <td>-0.503300</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.27670</td>\n",
       "      <td>-0.71820</td>\n",
       "      <td>0.627500</td>\n",
       "      <td>0.28620</td>\n",
       "      <td>-0.05148</td>\n",
       "      <td>-0.48980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.1266</td>\n",
       "      <td>-0.37440</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.180400</td>\n",
       "      <td>-0.60180</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.03936</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.60180</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.07677</td>\n",
       "      <td>-0.64330</td>\n",
       "      <td>0.041910</td>\n",
       "      <td>-0.19030</td>\n",
       "      <td>0.29480</td>\n",
       "      <td>-0.53580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.1614</td>\n",
       "      <td>-0.04573</td>\n",
       "      <td>0.662300</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.302500</td>\n",
       "      <td>-0.71820</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.09406</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.64330</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.48980</td>\n",
       "      <td>-0.51840</td>\n",
       "      <td>-0.303800</td>\n",
       "      <td>-0.57220</td>\n",
       "      <td>0.14400</td>\n",
       "      <td>-0.39490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.4941</td>\n",
       "      <td>0.24950</td>\n",
       "      <td>0.386400</td>\n",
       "      <td>-0.62750</td>\n",
       "      <td>-0.036190</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.11460</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.66230</td>\n",
       "      <td>-0.6275</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.41350</td>\n",
       "      <td>-0.643300</td>\n",
       "      <td>-0.71820</td>\n",
       "      <td>0.47750</td>\n",
       "      <td>-0.16840</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.5081</td>\n",
       "      <td>0.54220</td>\n",
       "      <td>0.179600</td>\n",
       "      <td>-0.27560</td>\n",
       "      <td>-0.513200</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.45600</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.64330</td>\n",
       "      <td>-0.1008</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.35110</td>\n",
       "      <td>-0.770200</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.61380</td>\n",
       "      <td>-0.01601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.6018</td>\n",
       "      <td>0.44340</td>\n",
       "      <td>0.001568</td>\n",
       "      <td>-0.27910</td>\n",
       "      <td>-0.494100</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>0.52400</td>\n",
       "      <td>0.1188</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.26110</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.66230</td>\n",
       "      <td>-0.05212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.6623</td>\n",
       "      <td>0.37830</td>\n",
       "      <td>-0.198800</td>\n",
       "      <td>-0.02671</td>\n",
       "      <td>-0.518400</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.56390</td>\n",
       "      <td>0.32600</td>\n",
       "      <td>0.3949</td>\n",
       "      <td>-0.686000</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.15070</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>-0.07809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.66230</td>\n",
       "      <td>-0.408600</td>\n",
       "      <td>0.17800</td>\n",
       "      <td>-0.326000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.64330</td>\n",
       "      <td>0.07415</td>\n",
       "      <td>-0.25260</td>\n",
       "      <td>0.2165</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-0.382300</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.15530</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>0.52400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.294800</td>\n",
       "      <td>0.52970</td>\n",
       "      <td>0.235400</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.39710</td>\n",
       "      <td>0.27220</td>\n",
       "      <td>-0.71820</td>\n",
       "      <td>0.0286</td>\n",
       "      <td>-0.662300</td>\n",
       "      <td>0.7182</td>\n",
       "      <td>-0.196200</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.34130</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>0.54900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.225800</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.601800</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.30120</td>\n",
       "      <td>-0.20750</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.3844</td>\n",
       "      <td>-0.572200</td>\n",
       "      <td>0.5639</td>\n",
       "      <td>0.068270</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>0.71820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.613800</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.718200</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.27910</td>\n",
       "      <td>-0.51840</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.5639</td>\n",
       "      <td>-0.494100</td>\n",
       "      <td>0.2156</td>\n",
       "      <td>0.470000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.51840</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.39060</td>\n",
       "      <td>-0.34130</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.6275</td>\n",
       "      <td>-0.399400</td>\n",
       "      <td>0.1576</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.61380</td>\n",
       "      <td>-0.57220</td>\n",
       "      <td>-0.71820</td>\n",
       "      <td>0.7182</td>\n",
       "      <td>-0.462800</td>\n",
       "      <td>0.1345</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.68600</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.62750</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-0.66230</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.71820</td>\n",
       "      <td>-0.36330</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-0.423700</td>\n",
       "      <td>-0.3335</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.58120</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.52400</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.354500</td>\n",
       "      <td>-0.47750</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.68600</td>\n",
       "      <td>-0.39710</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-0.310500</td>\n",
       "      <td>-0.6138</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.57220</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.44040</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.001568</td>\n",
       "      <td>-0.24130</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.66230</td>\n",
       "      <td>-0.32020</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-0.397100</td>\n",
       "      <td>-0.5562</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.51840</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.57220</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.202300</td>\n",
       "      <td>-0.08404</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.71820</td>\n",
       "      <td>-0.27790</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-0.418500</td>\n",
       "      <td>-0.5562</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.52400</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.64330</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.240300</td>\n",
       "      <td>0.21290</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>-0.27440</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-0.440400</td>\n",
       "      <td>-0.5358</td>\n",
       "      <td>0.513200</td>\n",
       "      <td>0.51840</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.770200</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.45940</td>\n",
       "      <td>-0.181200</td>\n",
       "      <td>0.31880</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.64330</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.25890</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-0.470000</td>\n",
       "      <td>-0.4628</td>\n",
       "      <td>0.215600</td>\n",
       "      <td>0.52970</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.627500</td>\n",
       "      <td>-0.62750</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.44640</td>\n",
       "      <td>0.001568</td>\n",
       "      <td>0.48560</td>\n",
       "      <td>-0.34290</td>\n",
       "      <td>0.50330</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.26540</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>-0.408600</td>\n",
       "      <td>-0.4404</td>\n",
       "      <td>0.281400</td>\n",
       "      <td>0.52970</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.556200</td>\n",
       "      <td>-0.44960</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.6623</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.27790</td>\n",
       "      <td>0.247400</td>\n",
       "      <td>0.61380</td>\n",
       "      <td>0.19200</td>\n",
       "      <td>0.45280</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.27220</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.095410</td>\n",
       "      <td>-0.4159</td>\n",
       "      <td>0.288600</td>\n",
       "      <td>0.54900</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.462800</td>\n",
       "      <td>0.12230</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.2622</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.12230</td>\n",
       "      <td>0.374400</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>0.47000</td>\n",
       "      <td>0.43750</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.27910</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.301200</td>\n",
       "      <td>-0.4290</td>\n",
       "      <td>0.271000</td>\n",
       "      <td>0.55620</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.388500</td>\n",
       "      <td>0.19120</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.2464</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.09138</td>\n",
       "      <td>0.485600</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>0.41590</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.27790</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-0.3928</td>\n",
       "      <td>0.251500</td>\n",
       "      <td>0.57220</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.297300</td>\n",
       "      <td>0.08537</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-0.2239</td>\n",
       "      <td>0.66230</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>-0.14330</td>\n",
       "      <td>0.415900</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.37640</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.24950</td>\n",
       "      <td>0.7702</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-0.4404</td>\n",
       "      <td>0.216500</td>\n",
       "      <td>0.56390</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.072840</td>\n",
       "      <td>0.29360</td>\n",
       "      <td>0.57220</td>\n",
       "      <td>0.77020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-0.3494</td>\n",
       "      <td>0.56390</td>\n",
       "      <td>-0.718200</td>\n",
       "      <td>-0.26110</td>\n",
       "      <td>0.277900</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.36880</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.27670</td>\n",
       "      <td>0.4496</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-0.5132</td>\n",
       "      <td>0.135900</td>\n",
       "      <td>0.55620</td>\n",
       "      <td>0.44040</td>\n",
       "      <td>-0.036830</td>\n",
       "      <td>0.40160</td>\n",
       "      <td>0.28860</td>\n",
       "      <td>0.68600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>-0.7702</td>\n",
       "      <td>0.33660</td>\n",
       "      <td>-0.643300</td>\n",
       "      <td>-0.29480</td>\n",
       "      <td>-0.048920</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.33350</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.28140</td>\n",
       "      <td>-0.1522</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>-0.5722</td>\n",
       "      <td>0.159100</td>\n",
       "      <td>0.51320</td>\n",
       "      <td>0.51840</td>\n",
       "      <td>-0.024820</td>\n",
       "      <td>0.38440</td>\n",
       "      <td>0.31320</td>\n",
       "      <td>0.50330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>-1.0000</td>\n",
       "      <td>0.36150</td>\n",
       "      <td>-0.459400</td>\n",
       "      <td>-0.31880</td>\n",
       "      <td>-0.202300</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.33500</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.25570</td>\n",
       "      <td>-0.4775</td>\n",
       "      <td>0.718200</td>\n",
       "      <td>-0.7182</td>\n",
       "      <td>-0.072840</td>\n",
       "      <td>0.43750</td>\n",
       "      <td>0.46640</td>\n",
       "      <td>0.005959</td>\n",
       "      <td>0.39280</td>\n",
       "      <td>-0.46280</td>\n",
       "      <td>0.52970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>-1.0000</td>\n",
       "      <td>0.20750</td>\n",
       "      <td>-0.386400</td>\n",
       "      <td>-0.37060</td>\n",
       "      <td>-0.542200</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.33660</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.17480</td>\n",
       "      <td>-0.1553</td>\n",
       "      <td>0.426300</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-0.021040</td>\n",
       "      <td>0.30250</td>\n",
       "      <td>0.39280</td>\n",
       "      <td>0.060490</td>\n",
       "      <td>0.44040</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.57220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>-1.0000</td>\n",
       "      <td>0.08073</td>\n",
       "      <td>-0.170800</td>\n",
       "      <td>-0.37640</td>\n",
       "      <td>-0.591000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.55620</td>\n",
       "      <td>0.30910</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.05662</td>\n",
       "      <td>0.1862</td>\n",
       "      <td>0.485600</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>0.005332</td>\n",
       "      <td>0.29230</td>\n",
       "      <td>0.30780</td>\n",
       "      <td>0.429000</td>\n",
       "      <td>0.46280</td>\n",
       "      <td>-0.42900</td>\n",
       "      <td>0.62750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>-1.0000</td>\n",
       "      <td>0.09947</td>\n",
       "      <td>-0.007214</td>\n",
       "      <td>-0.38030</td>\n",
       "      <td>-0.718200</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>0.05598</td>\n",
       "      <td>0.27440</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.01915</td>\n",
       "      <td>0.3949</td>\n",
       "      <td>0.542200</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>0.040640</td>\n",
       "      <td>0.07349</td>\n",
       "      <td>0.25790</td>\n",
       "      <td>0.627500</td>\n",
       "      <td>0.64330</td>\n",
       "      <td>-0.71820</td>\n",
       "      <td>0.66230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-0.25360</td>\n",
       "      <td>0.120200</td>\n",
       "      <td>-0.38030</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.44340</td>\n",
       "      <td>0.27330</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.08404</td>\n",
       "      <td>0.4496</td>\n",
       "      <td>0.503300</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>0.065020</td>\n",
       "      <td>-0.21740</td>\n",
       "      <td>0.14180</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.60180</td>\n",
       "      <td>-0.64330</td>\n",
       "      <td>0.53580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-0.21200</td>\n",
       "      <td>0.293600</td>\n",
       "      <td>-0.38030</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.44960</td>\n",
       "      <td>0.26430</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.11600</td>\n",
       "      <td>0.4664</td>\n",
       "      <td>0.462800</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>0.127300</td>\n",
       "      <td>-0.50810</td>\n",
       "      <td>0.07809</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.71820</td>\n",
       "      <td>-0.57220</td>\n",
       "      <td>0.45280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-0.29360</td>\n",
       "      <td>0.317400</td>\n",
       "      <td>-0.39060</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.64330</td>\n",
       "      <td>0.24740</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.14620</td>\n",
       "      <td>0.5184</td>\n",
       "      <td>0.459400</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-0.032390</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.04701</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.29860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-0.36690</td>\n",
       "      <td>0.318800</td>\n",
       "      <td>-0.39280</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.62750</td>\n",
       "      <td>0.22300</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.08205</td>\n",
       "      <td>0.1029</td>\n",
       "      <td>-0.002195</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-0.129400</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>-0.03239</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>0.15000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-0.34940</td>\n",
       "      <td>0.380300</td>\n",
       "      <td>-0.40160</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-0.71820</td>\n",
       "      <td>0.20670</td>\n",
       "      <td>-0.77020</td>\n",
       "      <td>0.02419</td>\n",
       "      <td>-0.4775</td>\n",
       "      <td>-0.581200</td>\n",
       "      <td>-1.0000</td>\n",
       "      <td>-0.118800</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.01224</td>\n",
       "      <td>0.770200</td>\n",
       "      <td>0.77020</td>\n",
       "      <td>-1.00000</td>\n",
       "      <td>-0.05020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        0        1         2        3         4        5        6        7   \\\n",
       "0  -1.0000 -1.00000  0.770200 -1.00000  0.770200  0.66230 -0.37440 -0.15070   \n",
       "1  -1.0000 -1.00000  0.770200 -1.00000  0.686000  0.48980 -0.54220  0.51840   \n",
       "2  -0.7182 -1.00000  0.770200 -1.00000  0.513200  0.18950 -0.68600  0.55620   \n",
       "3  -0.7182 -0.77020  0.770200 -1.00000  0.222100 -0.07941 -0.77020  0.57220   \n",
       "4  -0.6623 -0.47750  0.770200 -1.00000 -0.210200 -0.35970 -1.00000 -1.00000   \n",
       "5  -0.2886 -0.71820  0.770200 -0.77020 -0.010980 -0.44960 -1.00000  0.68600   \n",
       "6  -0.1266 -0.37440  0.770200 -1.00000  0.180400 -0.60180 -1.00000  0.03936   \n",
       "7   0.1614 -0.04573  0.662300 -0.77020  0.302500 -0.71820 -1.00000 -0.09406   \n",
       "8   0.4941  0.24950  0.386400 -0.62750 -0.036190 -0.77020 -1.00000  0.11460   \n",
       "9   0.5081  0.54220  0.179600 -0.27560 -0.513200 -1.00000 -1.00000  0.45600   \n",
       "10  0.6018  0.44340  0.001568 -0.27910 -0.494100 -1.00000 -1.00000  0.71820   \n",
       "11  0.6623  0.37830 -0.198800 -0.02671 -0.518400 -1.00000 -1.00000  0.77020   \n",
       "12  0.7702  0.66230 -0.408600  0.17800 -0.326000 -1.00000 -1.00000  0.64330   \n",
       "13  0.7702  0.77020 -0.294800  0.52970  0.235400 -1.00000 -1.00000  0.39710   \n",
       "14  0.7702  0.77020 -0.225800  0.77020  0.601800 -1.00000 -1.00000  0.30120   \n",
       "15  0.7702  0.77020 -0.613800  0.77020  0.718200 -1.00000 -1.00000  0.27910   \n",
       "16  0.7702  0.77020 -1.000000  0.77020  0.770200 -1.00000 -1.00000  0.39060   \n",
       "17  0.7702  0.71820 -1.000000  0.77020  0.770200 -1.00000 -1.00000  0.61380   \n",
       "18  0.7702  0.62750 -1.000000  0.77020  0.770200 -0.66230 -1.00000  0.77020   \n",
       "19  0.7702  0.52400 -1.000000  0.77020  0.354500 -0.47750 -1.00000  0.77020   \n",
       "20  0.7702  0.44040 -1.000000  0.77020  0.001568 -0.24130 -1.00000  0.77020   \n",
       "21  0.7702  0.57220 -1.000000  0.77020 -0.202300 -0.08404 -1.00000  0.77020   \n",
       "22  0.7702  0.64330 -1.000000  0.77020 -0.240300  0.21290 -1.00000  0.71820   \n",
       "23  0.7702  0.71820 -1.000000  0.45940 -0.181200  0.31880 -1.00000  0.64330   \n",
       "24  0.7702  0.71820 -1.000000  0.44640  0.001568  0.48560 -0.34290  0.50330   \n",
       "25  0.6623  0.77020 -1.000000  0.27790  0.247400  0.61380  0.19200  0.45280   \n",
       "26  0.2622  0.77020 -1.000000  0.12230  0.374400  0.71820  0.47000  0.43750   \n",
       "27  0.2464  0.77020 -1.000000 -0.09138  0.485600  0.77020  0.71820  0.41590   \n",
       "28 -0.2239  0.66230 -1.000000 -0.14330  0.415900  0.77020  0.77020  0.37640   \n",
       "29 -0.3494  0.56390 -0.718200 -0.26110  0.277900  0.77020  0.77020  0.36880   \n",
       "30 -0.7702  0.33660 -0.643300 -0.29480 -0.048920  0.77020  0.77020  0.33350   \n",
       "31 -1.0000  0.36150 -0.459400 -0.31880 -0.202300  0.77020  0.77020  0.33500   \n",
       "32 -1.0000  0.20750 -0.386400 -0.37060 -0.542200  0.77020  0.77020  0.33660   \n",
       "33 -1.0000  0.08073 -0.170800 -0.37640 -0.591000  0.77020  0.55620  0.30910   \n",
       "34 -1.0000  0.09947 -0.007214 -0.38030 -0.718200  0.77020  0.05598  0.27440   \n",
       "35 -1.0000 -0.25360  0.120200 -0.38030 -1.000000  0.77020 -0.44340  0.27330   \n",
       "36 -1.0000 -0.21200  0.293600 -0.38030 -1.000000  0.77020 -0.44960  0.26430   \n",
       "37 -1.0000 -0.29360  0.317400 -0.39060 -1.000000  0.77020 -0.64330  0.24740   \n",
       "38 -1.0000 -0.36690  0.318800 -0.39280 -1.000000  0.77020 -0.62750  0.22300   \n",
       "39 -1.0000 -0.34940  0.380300 -0.40160 -1.000000  0.77020 -0.71820  0.20670   \n",
       "\n",
       "         8        9       10        11      12        13       14       15  \\\n",
       "0   0.77020  0.77020  0.7702  0.423700  0.6860 -0.549000 -1.00000 -1.00000   \n",
       "1   0.77020  0.77020  0.7702  0.415900  0.7182 -0.718200 -1.00000 -1.00000   \n",
       "2   0.77020  0.77020  0.5358 -0.131600  0.7182 -1.000000 -0.77020 -1.00000   \n",
       "3   0.77020  0.77020 -0.1530 -0.246400  0.7182 -1.000000 -0.77020 -1.00000   \n",
       "4   0.77020  0.77020 -0.6275 -0.535800  0.7702 -1.000000 -0.52400 -1.00000   \n",
       "5   0.77020  0.71820 -0.7182 -0.503300  0.7702 -1.000000 -0.27670 -0.71820   \n",
       "6   0.77020  0.60180 -1.0000 -1.000000  0.7702 -1.000000  0.07677 -0.64330   \n",
       "7   0.77020  0.64330 -1.0000 -1.000000  0.7702 -1.000000  0.48980 -0.51840   \n",
       "8   0.77020  0.66230 -0.6275 -1.000000  0.7702 -1.000000  0.77020 -0.41350   \n",
       "9   0.77020  0.64330 -0.1008 -1.000000  0.7702 -1.000000  0.77020 -0.35110   \n",
       "10  0.71820  0.52400  0.1188 -1.000000  0.7702 -1.000000  0.77020 -0.26110   \n",
       "11  0.56390  0.32600  0.3949 -0.686000  0.7702 -1.000000  0.77020 -0.15070   \n",
       "12  0.07415 -0.25260  0.2165 -1.000000  0.7702 -0.382300  0.77020  0.15530   \n",
       "13  0.27220 -0.71820  0.0286 -0.662300  0.7182 -0.196200  0.77020  0.34130   \n",
       "14 -0.20750 -1.00000  0.3844 -0.572200  0.5639  0.068270  0.77020  0.77020   \n",
       "15 -0.51840 -1.00000  0.5639 -0.494100  0.2156  0.470000  0.77020  0.51840   \n",
       "16 -0.34130 -1.00000  0.6275 -0.399400  0.1576  0.770200  0.71820  0.71820   \n",
       "17 -0.57220 -0.71820  0.7182 -0.462800  0.1345  0.770200  0.68600  0.77020   \n",
       "18 -0.71820 -0.36330  0.7702 -0.423700 -0.3335  0.770200  0.58120  0.77020   \n",
       "19 -0.68600 -0.39710  0.7702 -0.310500 -0.6138  0.770200  0.57220  0.77020   \n",
       "20 -0.66230 -0.32020  0.7702 -0.397100 -0.5562  0.770200  0.51840  0.77020   \n",
       "21 -0.71820 -0.27790  0.7702 -0.418500 -0.5562  0.770200  0.52400  0.77020   \n",
       "22 -0.77020 -0.27440  0.7702 -0.440400 -0.5358  0.513200  0.51840  0.77020   \n",
       "23 -1.00000 -0.25890  0.7702 -0.470000 -0.4628  0.215600  0.52970  0.77020   \n",
       "24 -1.00000 -0.26540  0.7702 -0.408600 -0.4404  0.281400  0.52970  0.77020   \n",
       "25 -1.00000 -0.27220  0.7702  0.095410 -0.4159  0.288600  0.54900  0.77020   \n",
       "26 -1.00000 -0.27910  0.7702  0.301200 -0.4290  0.271000  0.55620  0.77020   \n",
       "27 -1.00000 -0.27790  0.7702  0.770200 -0.3928  0.251500  0.57220  0.77020   \n",
       "28 -1.00000 -0.24950  0.7702  0.770200 -0.4404  0.216500  0.56390  0.77020   \n",
       "29 -1.00000 -0.27670  0.4496  0.770200 -0.5132  0.135900  0.55620  0.44040   \n",
       "30 -1.00000 -0.28140 -0.1522  0.770200 -0.5722  0.159100  0.51320  0.51840   \n",
       "31 -1.00000 -0.25570 -0.4775  0.718200 -0.7182 -0.072840  0.43750  0.46640   \n",
       "32 -1.00000 -0.17480 -0.1553  0.426300 -1.0000 -0.021040  0.30250  0.39280   \n",
       "33 -1.00000 -0.05662  0.1862  0.485600 -1.0000  0.005332  0.29230  0.30780   \n",
       "34 -1.00000  0.01915  0.3949  0.542200 -1.0000  0.040640  0.07349  0.25790   \n",
       "35 -0.77020  0.08404  0.4496  0.503300 -1.0000  0.065020 -0.21740  0.14180   \n",
       "36 -0.77020  0.11600  0.4664  0.462800 -1.0000  0.127300 -0.50810  0.07809   \n",
       "37 -0.77020  0.14620  0.5184  0.459400 -1.0000 -0.032390 -1.00000  0.04701   \n",
       "38 -0.77020  0.08205  0.1029 -0.002195 -1.0000 -0.129400 -0.77020 -0.03239   \n",
       "39 -0.77020  0.02419 -0.4775 -0.581200 -1.0000 -0.118800 -1.00000 -0.01224   \n",
       "\n",
       "          16       17       18       19  \n",
       "0   0.718200  0.77020 -1.00000 -1.00000  \n",
       "1   0.718200  0.68600 -1.00000 -1.00000  \n",
       "2   0.686000  0.66230 -0.71820 -1.00000  \n",
       "3   0.643300  0.24230 -0.35970 -1.00000  \n",
       "4   0.627500  0.22210 -0.17000 -1.00000  \n",
       "5   0.627500  0.28620 -0.05148 -0.48980  \n",
       "6   0.041910 -0.19030  0.29480 -0.53580  \n",
       "7  -0.303800 -0.57220  0.14400 -0.39490  \n",
       "8  -0.643300 -0.71820  0.47750 -0.16840  \n",
       "9  -0.770200 -0.77020  0.61380 -0.01601  \n",
       "10 -1.000000 -1.00000  0.66230 -0.05212  \n",
       "11 -1.000000 -1.00000  0.71820 -0.07809  \n",
       "12 -1.000000 -1.00000  0.71820  0.52400  \n",
       "13 -1.000000 -1.00000  0.71820  0.54900  \n",
       "14 -1.000000 -1.00000  0.71820  0.71820  \n",
       "15 -1.000000 -1.00000  0.77020  0.77020  \n",
       "16 -1.000000 -0.77020  0.71820  0.77020  \n",
       "17 -1.000000 -0.77020  0.77020  0.77020  \n",
       "18 -1.000000 -0.77020  0.77020  0.77020  \n",
       "19 -1.000000 -1.00000  0.77020  0.77020  \n",
       "20 -1.000000 -0.77020  0.77020  0.77020  \n",
       "21 -1.000000 -0.77020  0.77020  0.77020  \n",
       "22 -0.770200 -0.77020  0.77020  0.77020  \n",
       "23 -0.627500 -0.62750  0.77020  0.77020  \n",
       "24 -0.556200 -0.44960  0.77020  0.77020  \n",
       "25 -0.462800  0.12230  0.77020  0.77020  \n",
       "26 -0.388500  0.19120  0.71820  0.77020  \n",
       "27 -0.297300  0.08537  0.71820  0.77020  \n",
       "28 -0.072840  0.29360  0.57220  0.77020  \n",
       "29 -0.036830  0.40160  0.28860  0.68600  \n",
       "30 -0.024820  0.38440  0.31320  0.50330  \n",
       "31  0.005959  0.39280 -0.46280  0.52970  \n",
       "32  0.060490  0.44040 -0.77020  0.57220  \n",
       "33  0.429000  0.46280 -0.42900  0.62750  \n",
       "34  0.627500  0.64330 -0.71820  0.66230  \n",
       "35  0.770200  0.60180 -0.64330  0.53580  \n",
       "36  0.770200  0.71820 -0.57220  0.45280  \n",
       "37  0.770200  0.77020 -0.77020  0.29860  \n",
       "38  0.770200  0.77020 -1.00000  0.15000  \n",
       "39  0.770200  0.77020 -1.00000 -0.05020  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def generate_words(col, w, s):\n",
    "    word = []\n",
    "    idx = 0\n",
    "    distance = abs(w-s)\n",
    "    while idx < len(col):\n",
    "        if len(word) == w:\n",
    "            yield word\n",
    "            word = []\n",
    "            if w < s and idx == w:\n",
    "                idx += distance\n",
    "            if w > s:\n",
    "                idx -= distance \n",
    "        else:\n",
    "            word.append(col[idx])\n",
    "            idx+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-1.0, -1.0, -0.7182], [-0.2886, -0.1266, 0.1614], [0.4941, 0.5081, 0.6018], [0.6623, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.6623], [0.2622, 0.2464, -0.2239], [-0.3494, -0.7702, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0]]\n",
      "[[-1.0, -1.0, -1.0], [-0.7182, -0.3744, -0.04573], [0.2495, 0.5422, 0.4434], [0.3783, 0.6623, 0.7702], [0.7702, 0.7702, 0.7702], [0.7182, 0.6275, 0.524], [0.4404, 0.5722, 0.6433], [0.7182, 0.7182, 0.7702], [0.7702, 0.7702, 0.6623], [0.5639, 0.3366, 0.3615], [0.2075, 0.08073, 0.09947], [-0.2536, -0.212, -0.2936]]\n",
      "[[0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.6623], [0.3864, 0.1796, 0.001568], [-0.1988, -0.4086, -0.2948], [-0.2258, -0.6138, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-0.7182, -0.6433, -0.4594], [-0.3864, -0.1708, -0.007214], [0.1202, 0.2936, 0.3174]]\n",
      "[[-1.0, -1.0, -1.0], [-0.7702, -1.0, -0.7702], [-0.6275, -0.2756, -0.2791], [-0.02671, 0.178, 0.5297], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.4594, 0.4464, 0.2779], [0.1223, -0.09138, -0.1433], [-0.2611, -0.2948, -0.3188], [-0.3706, -0.3764, -0.3803], [-0.3803, -0.3803, -0.3906]]\n",
      "[[0.7702, 0.686, 0.5132], [-0.01098, 0.1804, 0.3025], [-0.03619, -0.5132, -0.4941], [-0.5184, -0.326, 0.2354], [0.6018, 0.7182, 0.7702], [0.7702, 0.7702, 0.3545], [0.001568, -0.2023, -0.2403], [-0.1812, 0.001568, 0.2474], [0.3744, 0.4856, 0.4159], [0.2779, -0.04892, -0.2023], [-0.5422, -0.591, -0.7182], [-1.0, -1.0, -1.0]]\n",
      "[[0.6623, 0.4898, 0.1895], [-0.4496, -0.6018, -0.7182], [-0.7702, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -0.6623, -0.4775], [-0.2413, -0.08404, 0.2129], [0.3188, 0.4856, 0.6138], [0.7182, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702]]\n",
      "[[-0.3744, -0.5422, -0.686], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -0.3429, 0.192], [0.47, 0.7182, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.5562, 0.05598], [-0.4434, -0.4496, -0.6433]]\n",
      "[[-0.1507, 0.5184, 0.5562], [0.686, 0.03936, -0.09406], [0.1146, 0.456, 0.7182], [0.7702, 0.6433, 0.3971], [0.3012, 0.2791, 0.3906], [0.6138, 0.7702, 0.7702], [0.7702, 0.7702, 0.7182], [0.6433, 0.5033, 0.4528], [0.4375, 0.4159, 0.3764], [0.3688, 0.3335, 0.335], [0.3366, 0.3091, 0.2744], [0.2733, 0.2643, 0.2474]]\n",
      "[[0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7182], [0.5639, 0.07415, 0.2722], [-0.2075, -0.5184, -0.3413], [-0.5722, -0.7182, -0.686], [-0.6623, -0.7182, -0.7702], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-0.7702, -0.7702, -0.7702]]\n",
      "[[0.7702, 0.7702, 0.7702], [0.7182, 0.6018, 0.6433], [0.6623, 0.6433, 0.524], [0.326, -0.2526, -0.7182], [-1.0, -1.0, -1.0], [-0.7182, -0.3633, -0.3971], [-0.3202, -0.2779, -0.2744], [-0.2589, -0.2654, -0.2722], [-0.2791, -0.2779, -0.2495], [-0.2767, -0.2814, -0.2557], [-0.1748, -0.05662, 0.01915], [0.08404, 0.116, 0.1462]]\n",
      "[[0.7702, 0.7702, 0.5358], [-0.7182, -1.0, -1.0], [-0.6275, -0.1008, 0.1188], [0.3949, 0.2165, 0.0286], [0.3844, 0.5639, 0.6275], [0.7182, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.4496, -0.1522, -0.4775], [-0.1553, 0.1862, 0.3949], [0.4496, 0.4664, 0.5184]]\n",
      "[[0.4237, 0.4159, -0.1316], [-0.5033, -1.0, -1.0], [-1.0, -1.0, -1.0], [-0.686, -1.0, -0.6623], [-0.5722, -0.4941, -0.3994], [-0.4628, -0.4237, -0.3105], [-0.3971, -0.4185, -0.4404], [-0.47, -0.4086, 0.09541], [0.3012, 0.7702, 0.7702], [0.7702, 0.7702, 0.7182], [0.4263, 0.4856, 0.5422], [0.5033, 0.4628, 0.4594]]\n",
      "[[0.686, 0.7182, 0.7182], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7182], [0.5639, 0.2156, 0.1576], [0.1345, -0.3335, -0.6138], [-0.5562, -0.5562, -0.5358], [-0.4628, -0.4404, -0.4159], [-0.429, -0.3928, -0.4404], [-0.5132, -0.5722, -0.7182], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0]]\n",
      "[[-0.549, -0.7182, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -0.3823, -0.1962], [0.06827, 0.47, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.5132], [0.2156, 0.2814, 0.2886], [0.271, 0.2515, 0.2165], [0.1359, 0.1591, -0.07284], [-0.02104, 0.005332, 0.04064], [0.06502, 0.1273, -0.03239]]\n",
      "[[-1.0, -1.0, -0.7702], [-0.2767, 0.07677, 0.4898], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7182], [0.686, 0.5812, 0.5722], [0.5184, 0.524, 0.5184], [0.5297, 0.5297, 0.549], [0.5562, 0.5722, 0.5639], [0.5562, 0.5132, 0.4375], [0.3025, 0.2923, 0.07349], [-0.2174, -0.5081, -1.0]]\n",
      "[[-1.0, -1.0, -1.0], [-0.7182, -0.6433, -0.5184], [-0.4135, -0.3511, -0.2611], [-0.1507, 0.1553, 0.3413], [0.7702, 0.5184, 0.7182], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.4404, 0.5184, 0.4664], [0.3928, 0.3078, 0.2579], [0.1418, 0.07809, 0.04701]]\n",
      "[[0.7182, 0.7182, 0.686], [0.6275, 0.04191, -0.3038], [-0.6433, -0.7702, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -0.7702], [-0.6275, -0.5562, -0.4628], [-0.3885, -0.2973, -0.07284], [-0.03683, -0.02482, 0.005959], [0.06049, 0.429, 0.6275], [0.7702, 0.7702, 0.7702]]\n",
      "[[0.7702, 0.686, 0.6623], [0.2862, -0.1903, -0.5722], [-0.7182, -0.7702, -1.0], [-1.0, -1.0, -1.0], [-1.0, -1.0, -0.7702], [-0.7702, -0.7702, -1.0], [-0.7702, -0.7702, -0.7702], [-0.6275, -0.4496, 0.1223], [0.1912, 0.08537, 0.2936], [0.4016, 0.3844, 0.3928], [0.4404, 0.4628, 0.6433], [0.6018, 0.7182, 0.7702]]\n",
      "[[-1.0, -1.0, -0.7182], [-0.05148, 0.2948, 0.144], [0.4775, 0.6138, 0.6623], [0.7182, 0.7182, 0.7182], [0.7182, 0.7702, 0.7182], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7182, 0.7182, 0.5722], [0.2886, 0.3132, -0.4628], [-0.7702, -0.429, -0.7182], [-0.6433, -0.5722, -0.7702]]\n",
      "[[-1.0, -1.0, -1.0], [-0.4898, -0.5358, -0.3949], [-0.1684, -0.01601, -0.05212], [-0.07809, 0.524, 0.549], [0.7182, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.7702, 0.7702, 0.7702], [0.686, 0.5033, 0.5297], [0.5722, 0.6275, 0.6623], [0.5358, 0.4528, 0.2986]]\n"
     ]
    }
   ],
   "source": [
    "for _,col in df.iteritems():\n",
    "    print(list(generate_words(col, 3, 5)))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
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