Processamento.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "matplotlib.style.use('ggplot')\n",
    "\n",
    "% matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'> (489, 5)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Matrix</th>\n",
       "      <th>Motifs</th>\n",
       "      <th>ReverseComplement</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>&gt;MA0020.1</td>\n",
       "      <td>Dof2</td>\n",
       "      <td>[[1.         1.         1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'C', 'T', 'T', 'T']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&gt;MA0021.1</td>\n",
       "      <td>Dof3</td>\n",
       "      <td>[[1.         1.         1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y', 'G']</td>\n",
       "      <td>['C', 'R', 'C', 'T', 'T', 'T']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&gt;MA0034.1</td>\n",
       "      <td>Gam1</td>\n",
       "      <td>[[0.16 0.4  0.12 0.92 1.   0.04 0.12 0.24 0.4 ...</td>\n",
       "      <td>['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...</td>\n",
       "      <td>['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&gt;MA0044.1</td>\n",
       "      <td>HMG-1</td>\n",
       "      <td>[[0.         0.         0.         0.         ...</td>\n",
       "      <td>['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']</td>\n",
       "      <td>['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&gt;MA0045.1</td>\n",
       "      <td>HMG-I/Y</td>\n",
       "      <td>[[0.21428571 0.5        0.64285714 0.21428571 ...</td>\n",
       "      <td>['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...</td>\n",
       "      <td>['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>&gt;MA0053.1</td>\n",
       "      <td>MNB1A</td>\n",
       "      <td>[[1.  1.  1.  0.  0.2]\\n [0.  0.  0.  0.  0.6]...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'T', 'T', 'T']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>&gt;MA0054.1</td>\n",
       "      <td>myb.Ph3</td>\n",
       "      <td>[[0.27142857 0.91428571 0.9        0.05714286 ...</td>\n",
       "      <td>['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']</td>\n",
       "      <td>['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>&gt;MA0064.1</td>\n",
       "      <td>PBF</td>\n",
       "      <td>[[1.     1.     1.     0.     0.0625]\\n [0.   ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y']</td>\n",
       "      <td>['R', 'C', 'T', 'T', 'T']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>&gt;MA0082.1</td>\n",
       "      <td>squamosa</td>\n",
       "      <td>[[0.36666667 0.         0.8        0.53333333 ...</td>\n",
       "      <td>['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...</td>\n",
       "      <td>['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>&gt;MA0096.1</td>\n",
       "      <td>bZIP910</td>\n",
       "      <td>[[0.42857143 0.         0.         1.         ...</td>\n",
       "      <td>['M', 'T', 'G', 'A', 'C', 'G', 'T']</td>\n",
       "      <td>['A', 'C', 'G', 'T', 'C', 'A', 'K']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>&gt;MA0097.1</td>\n",
       "      <td>bZIP911</td>\n",
       "      <td>[[0.03030303 0.51515152 0.         0.         ...</td>\n",
       "      <td>['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>&gt;MA0120.1</td>\n",
       "      <td>id1</td>\n",
       "      <td>[[0.04166667 0.125      0.04166667 0.         ...</td>\n",
       "      <td>['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...</td>\n",
       "      <td>['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>&gt;MA0121.1</td>\n",
       "      <td>ARR10</td>\n",
       "      <td>[[0.93333333 0.         0.93333333 0.         ...</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']</td>\n",
       "      <td>['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>&gt;MA0123.1</td>\n",
       "      <td>abi4</td>\n",
       "      <td>[[0.         0.24489796 0.         0.         ...</td>\n",
       "      <td>['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...</td>\n",
       "      <td>['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>&gt;MA0127.1</td>\n",
       "      <td>PEND</td>\n",
       "      <td>[[0.71428571 0.14285714 0.02380952 0.0952381  ...</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...</td>\n",
       "      <td>['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>&gt;MA0128.1</td>\n",
       "      <td>EmBP-1</td>\n",
       "      <td>[[0.69230769 0.07692308 1.         0.         ...</td>\n",
       "      <td>['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>&gt;MA0129.1</td>\n",
       "      <td>TGA1A</td>\n",
       "      <td>[[0.26666667 0.86666667 0.         0.13333333 ...</td>\n",
       "      <td>['T', 'A', 'C', 'G', 'T', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'A', 'C', 'G', 'T', 'A']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>&gt;MA0549.1</td>\n",
       "      <td>BZR2</td>\n",
       "      <td>[[0.23232323 0.41414141 0.         0.8989899  ...</td>\n",
       "      <td>['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...</td>\n",
       "      <td>['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>&gt;MA0551.1</td>\n",
       "      <td>HY5</td>\n",
       "      <td>[[0.321875 0.3375   0.1625   0.028125 0.46875 ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>&gt;MA0552.1</td>\n",
       "      <td>PIF1</td>\n",
       "      <td>[[0.3245614  0.21929825 0.30701754 0.46491228 ...</td>\n",
       "      <td>['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>&gt;MA0553.1</td>\n",
       "      <td>SMZ</td>\n",
       "      <td>[[0.         0.         0.         0.         ...</td>\n",
       "      <td>['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']</td>\n",
       "      <td>['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>&gt;MA0554.1</td>\n",
       "      <td>SOC1</td>\n",
       "      <td>[[0.32432432 0.19369369 0.0731982  0.06981982 ...</td>\n",
       "      <td>['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>&gt;MA0555.1</td>\n",
       "      <td>SVP</td>\n",
       "      <td>[[0.30434783 0.30434783 0.30434783 0.35869565 ...</td>\n",
       "      <td>['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...</td>\n",
       "      <td>['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>&gt;MA0556.1</td>\n",
       "      <td>AP3</td>\n",
       "      <td>[[0.3161512  0.28865979 0.16494845 0.         ...</td>\n",
       "      <td>['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...</td>\n",
       "      <td>['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>&gt;MA0557.1</td>\n",
       "      <td>FHY3</td>\n",
       "      <td>[[0.19574468 0.31914894 0.03829787 0.96170213 ...</td>\n",
       "      <td>['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...</td>\n",
       "      <td>['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>&gt;MA0558.1</td>\n",
       "      <td>FLC</td>\n",
       "      <td>[[0.44       0.32727273 0.34545455 0.29818182 ...</td>\n",
       "      <td>['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>&gt;MA0559.1</td>\n",
       "      <td>PI</td>\n",
       "      <td>[[0.27956989 0.10215054 0.63978495 0.80286738 ...</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...</td>\n",
       "      <td>['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>&gt;MA0560.1</td>\n",
       "      <td>PIF3</td>\n",
       "      <td>[[0.39848197 0.11005693 0.03605313 0.         ...</td>\n",
       "      <td>['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>&gt;MA0561.1</td>\n",
       "      <td>PIF4</td>\n",
       "      <td>[[0.         1.         0.         0.14626866 ...</td>\n",
       "      <td>['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>&gt;MA0562.1</td>\n",
       "      <td>PIF5</td>\n",
       "      <td>[[0.         0.         1.         0.         ...</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']</td>\n",
       "      <td>['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>&gt;MA1396.1</td>\n",
       "      <td>GATA6</td>\n",
       "      <td>[[0.10791367 0.93764988 0.         1.         ...</td>\n",
       "      <td>['Y', 'A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', ...</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', 'A', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>&gt;MA1397.1</td>\n",
       "      <td>At1g74840</td>\n",
       "      <td>[[0.5        0.425      0.07666667 0.065      ...</td>\n",
       "      <td>['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...</td>\n",
       "      <td>['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'C', 'A', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>&gt;MA1398.1</td>\n",
       "      <td>At5g47390</td>\n",
       "      <td>[[0.37562604 0.31719533 0.4624374  0.48414023 ...</td>\n",
       "      <td>['W', 'W', 'W', 'A', 'Y', 'C', 'T', 'T', 'A', ...</td>\n",
       "      <td>['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>&gt;MA1399.1</td>\n",
       "      <td>At5g08520</td>\n",
       "      <td>[[0.32441472 0.48829431 0.41471572 0.34949833 ...</td>\n",
       "      <td>['A', 'W', 'W', 'R', 'W', 'R', 'G', 'A', 'T', ...</td>\n",
       "      <td>['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'Y', 'W', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>&gt;MA1400.1</td>\n",
       "      <td>At1g19000</td>\n",
       "      <td>[[0.45409015 0.53255426 0.47078464 0.05509182 ...</td>\n",
       "      <td>['W', 'W', 'A', 'T', 'G', 'G', 'A', 'T', 'A', ...</td>\n",
       "      <td>['A', 'A', 'C', 'C', 'T', 'T', 'A', 'T', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>&gt;MA1401.1</td>\n",
       "      <td>EPR1</td>\n",
       "      <td>[[0.42211055 0.70519263 0.99497487 1.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'A', 'A', 'T', 'A', 'T', 'C', ...</td>\n",
       "      <td>['T', 'A', 'A', 'G', 'A', 'T', 'A', 'T', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>&gt;MA1402.1</td>\n",
       "      <td>BPC6</td>\n",
       "      <td>[[0.12765957 0.09574468 0.06914894 0.07978723 ...</td>\n",
       "      <td>['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>&gt;MA1403.1</td>\n",
       "      <td>BPC5</td>\n",
       "      <td>[[0.93137255 0.02941176 1.         0.01960784 ...</td>\n",
       "      <td>['A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', ...</td>\n",
       "      <td>['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>&gt;MA1404.1</td>\n",
       "      <td>BPC1</td>\n",
       "      <td>[[0.15213358 0.8961039  0.0148423  0.92949907 ...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>&gt;MA0954.2</td>\n",
       "      <td>ATHB7</td>\n",
       "      <td>[[0.15333333 0.08833333 0.78833333 0.93333333 ...</td>\n",
       "      <td>['T', 'C', 'A', 'A', 'T', 'G', 'A', 'T', 'T', ...</td>\n",
       "      <td>['A', 'A', 'Y', 'C', 'A', 'A', 'T', 'C', 'A', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>&gt;MA1000.2</td>\n",
       "      <td>ERF105</td>\n",
       "      <td>[[0.24573379 0.25426621 0.28668942 0.3225256  ...</td>\n",
       "      <td>['G', 'Y', 'G', 'R', 'Y', 'G', 'G', 'C', 'G', ...</td>\n",
       "      <td>['C', 'K', 'C', 'C', 'G', 'C', 'C', 'G', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>&gt;MA0586.2</td>\n",
       "      <td>SPL14</td>\n",
       "      <td>[[0.21440823 0.03945111 0.         0.         ...</td>\n",
       "      <td>['T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', 'A', ...</td>\n",
       "      <td>['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>&gt;MA1026.2</td>\n",
       "      <td>ATHB15</td>\n",
       "      <td>[[0.44915254 0.61525424 0.45423729 0.35932203 ...</td>\n",
       "      <td>['A', 'A', 'W', 'W', 'R', 'T', 'A', 'A', 'T', ...</td>\n",
       "      <td>['R', 'T', 'K', 'A', 'T', 'C', 'A', 'T', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>&gt;MA0548.2</td>\n",
       "      <td>AGL15</td>\n",
       "      <td>[[0.22203673 0.08013356 0.02671119 0.14023372 ...</td>\n",
       "      <td>['C', 'T', 'T', 'T', 'C', 'C', 'W', 'T', 'T', ...</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'W', 'C', 'C', 'A', 'A', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>&gt;MA0550.2</td>\n",
       "      <td>BZR1</td>\n",
       "      <td>[[0.16156463 0.00680272 0.59693878 0.         ...</td>\n",
       "      <td>['C', 'C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['A', 'A', 'A', 'A', 'A', 'N', 'A', 'N', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>&gt;MA1059.2</td>\n",
       "      <td>SPL5</td>\n",
       "      <td>[[0.40802676 0.45652174 0.17056856 0.04180602 ...</td>\n",
       "      <td>['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...</td>\n",
       "      <td>['G', 'T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>&gt;MA1405.1</td>\n",
       "      <td>SIZF2</td>\n",
       "      <td>[[0.16191162 0.8838     0.00263997 0.03329    ...</td>\n",
       "      <td>['G', 'A', 'C', 'T', 'G', 'A', 'C', 'A', 'G', ...</td>\n",
       "      <td>['A', 'C', 'T', 'G', 'T', 'C', 'A', 'G', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>&gt;MA1406.1</td>\n",
       "      <td>ATHB4</td>\n",
       "      <td>[[2.39200000e-02 8.22550000e-01 9.83480000e-01...</td>\n",
       "      <td>['Y', 'A', 'A', 'T', 'S', 'A', 'T', 'T', 'G', ...</td>\n",
       "      <td>['S', 'C', 'A', 'A', 'T', 'S', 'A', 'T', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>&gt;MA1407.1</td>\n",
       "      <td>bZIP14</td>\n",
       "      <td>[[0.40640641 0.43756244 0.01698302 0.01698302 ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'A', ...</td>\n",
       "      <td>['D', 'T', 'A', 'C', 'G', 'T', 'C', 'A', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>&gt;MA1408.1</td>\n",
       "      <td>FaEOBII</td>\n",
       "      <td>[[0.45035    0.21068    0.01124011 0.02313    ...</td>\n",
       "      <td>['A', 'G', 'T', 'T', 'A', 'G', 'G', 'T', 'A', ...</td>\n",
       "      <td>['N', 'T', 'A', 'C', 'C', 'T', 'A', 'A', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>&gt;MA1409.1</td>\n",
       "      <td>OsRR22</td>\n",
       "      <td>[[0.51257    0.8687     0.00486    0.97906979 ...</td>\n",
       "      <td>['A', 'A', 'G', 'A', 'T', 'A', 'C', 'G', 'S', ...</td>\n",
       "      <td>['A', 'S', 'C', 'G', 'T', 'A', 'T', 'C', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>&gt;MA1410.1</td>\n",
       "      <td>StBRC1</td>\n",
       "      <td>[[0.11497885 0.02437    0.00419    0.04402    ...</td>\n",
       "      <td>['G', 'G', 'G', 'G', 'S', 'C', 'C', 'M', 'C', ...</td>\n",
       "      <td>['G', 'G', 'K', 'G', 'G', 'S', 'C', 'C', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>&gt;MA1411.1</td>\n",
       "      <td>TSAR1</td>\n",
       "      <td>[[3.12613126e-01 3.30000000e-02 1.25451255e-01...</td>\n",
       "      <td>['A', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>['Y', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>&gt;MA1412.1</td>\n",
       "      <td>TSAR2</td>\n",
       "      <td>[[1.76748233e-01 2.68700000e-02 1.99798002e-02...</td>\n",
       "      <td>['T', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>['C', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>&gt;MA1413.1</td>\n",
       "      <td>UIF1</td>\n",
       "      <td>[[4.23700000e-01 5.56050000e-01 8.60790000e-01...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'A', 'T', 'T', 'C', 'C', ...</td>\n",
       "      <td>['Y', 'G', 'G', 'A', 'A', 'T', 'C', 'T', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>&gt;MA1414.1</td>\n",
       "      <td>E2FA</td>\n",
       "      <td>[[2.71536871e-01 2.44658856e-01 1.58511371e-02...</td>\n",
       "      <td>['T', 'G', 'G', 'C', 'G', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>['T', 'T', 'T', 'G', 'G', 'C', 'G', 'C', 'C', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>&gt;MA1415.1</td>\n",
       "      <td>REF6</td>\n",
       "      <td>[[5.37835639e-01 7.14401953e-01 9.37889883e-01...</td>\n",
       "      <td>['R', 'A', 'A', 'A', 'C', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'N', 'C', 'T', 'C', 'T', 'G', 'T', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>&gt;MA1085.2</td>\n",
       "      <td>WRKY40</td>\n",
       "      <td>[[0.38034188 0.45726496 1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'T', 'C', 'A', 'A', 'A', ...</td>\n",
       "      <td>['T', 'T', 'T', 'T', 'G', 'A', 'C', 'T', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>&gt;MA1416.1</td>\n",
       "      <td>RAMOSA1</td>\n",
       "      <td>[[1.36283470e-01 7.51362835e-01 1.00034739e-01...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>&gt;MA1417.1</td>\n",
       "      <td>O2</td>\n",
       "      <td>[[1.50147203e-01 6.32973503e-02 1.42296369e-02...</td>\n",
       "      <td>['G', 'T', 'G', 'C', 'C', 'A', 'C', 'G', 'T', ...</td>\n",
       "      <td>['G', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>489 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ID       Name                                             Matrix  \\\n",
       "0    >MA0020.1       Dof2  [[1.         1.         1.         0.         ...   \n",
       "1    >MA0021.1       Dof3  [[1.         1.         1.         0.         ...   \n",
       "2    >MA0034.1       Gam1  [[0.16 0.4  0.12 0.92 1.   0.04 0.12 0.24 0.4 ...   \n",
       "3    >MA0044.1      HMG-1  [[0.         0.         0.         0.         ...   \n",
       "4    >MA0045.1    HMG-I/Y  [[0.21428571 0.5        0.64285714 0.21428571 ...   \n",
       "5    >MA0053.1      MNB1A  [[1.  1.  1.  0.  0.2]\\n [0.  0.  0.  0.  0.6]...   \n",
       "6    >MA0054.1    myb.Ph3  [[0.27142857 0.91428571 0.9        0.05714286 ...   \n",
       "7    >MA0064.1        PBF  [[1.     1.     1.     0.     0.0625]\\n [0.   ...   \n",
       "8    >MA0082.1   squamosa  [[0.36666667 0.         0.8        0.53333333 ...   \n",
       "9    >MA0096.1    bZIP910  [[0.42857143 0.         0.         1.         ...   \n",
       "10   >MA0097.1    bZIP911  [[0.03030303 0.51515152 0.         0.         ...   \n",
       "11   >MA0120.1        id1  [[0.04166667 0.125      0.04166667 0.         ...   \n",
       "12   >MA0121.1      ARR10  [[0.93333333 0.         0.93333333 0.         ...   \n",
       "13   >MA0123.1       abi4  [[0.         0.24489796 0.         0.         ...   \n",
       "14   >MA0127.1       PEND  [[0.71428571 0.14285714 0.02380952 0.0952381  ...   \n",
       "15   >MA0128.1     EmBP-1  [[0.69230769 0.07692308 1.         0.         ...   \n",
       "16   >MA0129.1      TGA1A  [[0.26666667 0.86666667 0.         0.13333333 ...   \n",
       "17   >MA0549.1       BZR2  [[0.23232323 0.41414141 0.         0.8989899  ...   \n",
       "18   >MA0551.1        HY5  [[0.321875 0.3375   0.1625   0.028125 0.46875 ...   \n",
       "19   >MA0552.1       PIF1  [[0.3245614  0.21929825 0.30701754 0.46491228 ...   \n",
       "20   >MA0553.1        SMZ  [[0.         0.         0.         0.         ...   \n",
       "21   >MA0554.1       SOC1  [[0.32432432 0.19369369 0.0731982  0.06981982 ...   \n",
       "22   >MA0555.1        SVP  [[0.30434783 0.30434783 0.30434783 0.35869565 ...   \n",
       "23   >MA0556.1        AP3  [[0.3161512  0.28865979 0.16494845 0.         ...   \n",
       "24   >MA0557.1       FHY3  [[0.19574468 0.31914894 0.03829787 0.96170213 ...   \n",
       "25   >MA0558.1        FLC  [[0.44       0.32727273 0.34545455 0.29818182 ...   \n",
       "26   >MA0559.1         PI  [[0.27956989 0.10215054 0.63978495 0.80286738 ...   \n",
       "27   >MA0560.1       PIF3  [[0.39848197 0.11005693 0.03605313 0.         ...   \n",
       "28   >MA0561.1       PIF4  [[0.         1.         0.         0.14626866 ...   \n",
       "29   >MA0562.1       PIF5  [[0.         0.         1.         0.         ...   \n",
       "..         ...        ...                                                ...   \n",
       "459  >MA1396.1      GATA6  [[0.10791367 0.93764988 0.         1.         ...   \n",
       "460  >MA1397.1  At1g74840  [[0.5        0.425      0.07666667 0.065      ...   \n",
       "461  >MA1398.1  At5g47390  [[0.37562604 0.31719533 0.4624374  0.48414023 ...   \n",
       "462  >MA1399.1  At5g08520  [[0.32441472 0.48829431 0.41471572 0.34949833 ...   \n",
       "463  >MA1400.1  At1g19000  [[0.45409015 0.53255426 0.47078464 0.05509182 ...   \n",
       "464  >MA1401.1       EPR1  [[0.42211055 0.70519263 0.99497487 1.         ...   \n",
       "465  >MA1402.1       BPC6  [[0.12765957 0.09574468 0.06914894 0.07978723 ...   \n",
       "466  >MA1403.1       BPC5  [[0.93137255 0.02941176 1.         0.01960784 ...   \n",
       "467  >MA1404.1       BPC1  [[0.15213358 0.8961039  0.0148423  0.92949907 ...   \n",
       "468  >MA0954.2      ATHB7  [[0.15333333 0.08833333 0.78833333 0.93333333 ...   \n",
       "469  >MA1000.2     ERF105  [[0.24573379 0.25426621 0.28668942 0.3225256  ...   \n",
       "470  >MA0586.2      SPL14  [[0.21440823 0.03945111 0.         0.         ...   \n",
       "471  >MA1026.2     ATHB15  [[0.44915254 0.61525424 0.45423729 0.35932203 ...   \n",
       "472  >MA0548.2      AGL15  [[0.22203673 0.08013356 0.02671119 0.14023372 ...   \n",
       "473  >MA0550.2       BZR1  [[0.16156463 0.00680272 0.59693878 0.         ...   \n",
       "474  >MA1059.2       SPL5  [[0.40802676 0.45652174 0.17056856 0.04180602 ...   \n",
       "475  >MA1405.1      SIZF2  [[0.16191162 0.8838     0.00263997 0.03329    ...   \n",
       "476  >MA1406.1      ATHB4  [[2.39200000e-02 8.22550000e-01 9.83480000e-01...   \n",
       "477  >MA1407.1     bZIP14  [[0.40640641 0.43756244 0.01698302 0.01698302 ...   \n",
       "478  >MA1408.1    FaEOBII  [[0.45035    0.21068    0.01124011 0.02313    ...   \n",
       "479  >MA1409.1     OsRR22  [[0.51257    0.8687     0.00486    0.97906979 ...   \n",
       "480  >MA1410.1     StBRC1  [[0.11497885 0.02437    0.00419    0.04402    ...   \n",
       "481  >MA1411.1      TSAR1  [[3.12613126e-01 3.30000000e-02 1.25451255e-01...   \n",
       "482  >MA1412.1      TSAR2  [[1.76748233e-01 2.68700000e-02 1.99798002e-02...   \n",
       "483  >MA1413.1       UIF1  [[4.23700000e-01 5.56050000e-01 8.60790000e-01...   \n",
       "484  >MA1414.1       E2FA  [[2.71536871e-01 2.44658856e-01 1.58511371e-02...   \n",
       "485  >MA1415.1       REF6  [[5.37835639e-01 7.14401953e-01 9.37889883e-01...   \n",
       "486  >MA1085.2     WRKY40  [[0.38034188 0.45726496 1.         0.         ...   \n",
       "487  >MA1416.1    RAMOSA1  [[1.36283470e-01 7.51362835e-01 1.00034739e-01...   \n",
       "488  >MA1417.1         O2  [[1.50147203e-01 6.32973503e-02 1.42296369e-02...   \n",
       "\n",
       "                                                Motifs  \\\n",
       "0                       ['A', 'A', 'A', 'G', 'C', 'A']   \n",
       "1                       ['A', 'A', 'A', 'G', 'Y', 'G']   \n",
       "2    ['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...   \n",
       "3        ['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']   \n",
       "4    ['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...   \n",
       "5                            ['A', 'A', 'A', 'G', 'C']   \n",
       "6        ['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']   \n",
       "7                            ['A', 'A', 'A', 'G', 'Y']   \n",
       "8    ['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...   \n",
       "9                  ['M', 'T', 'G', 'A', 'C', 'G', 'T']   \n",
       "10   ['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "11   ['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...   \n",
       "12            ['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']   \n",
       "13   ['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...   \n",
       "14   ['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...   \n",
       "15            ['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']   \n",
       "16                 ['T', 'A', 'C', 'G', 'T', 'C', 'A']   \n",
       "17   ['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...   \n",
       "18   ['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...   \n",
       "19   ['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...   \n",
       "20            ['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']   \n",
       "21   ['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...   \n",
       "22   ['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...   \n",
       "23   ['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...   \n",
       "24   ['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...   \n",
       "25   ['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...   \n",
       "26   ['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...   \n",
       "27   ['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "28            ['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']   \n",
       "29            ['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']   \n",
       "..                                                 ...   \n",
       "459  ['Y', 'A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', ...   \n",
       "460  ['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...   \n",
       "461  ['W', 'W', 'W', 'A', 'Y', 'C', 'T', 'T', 'A', ...   \n",
       "462  ['A', 'W', 'W', 'R', 'W', 'R', 'G', 'A', 'T', ...   \n",
       "463  ['W', 'W', 'A', 'T', 'G', 'G', 'A', 'T', 'A', ...   \n",
       "464  ['A', 'A', 'A', 'A', 'A', 'T', 'A', 'T', 'C', ...   \n",
       "465  ['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...   \n",
       "466  ['A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', ...   \n",
       "467  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...   \n",
       "468  ['T', 'C', 'A', 'A', 'T', 'G', 'A', 'T', 'T', ...   \n",
       "469  ['G', 'Y', 'G', 'R', 'Y', 'G', 'G', 'C', 'G', ...   \n",
       "470  ['T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', 'A', ...   \n",
       "471  ['A', 'A', 'W', 'W', 'R', 'T', 'A', 'A', 'T', ...   \n",
       "472  ['C', 'T', 'T', 'T', 'C', 'C', 'W', 'T', 'T', ...   \n",
       "473  ['C', 'C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "474  ['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...   \n",
       "475  ['G', 'A', 'C', 'T', 'G', 'A', 'C', 'A', 'G', ...   \n",
       "476  ['Y', 'A', 'A', 'T', 'S', 'A', 'T', 'T', 'G', ...   \n",
       "477  ['A', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'A', ...   \n",
       "478  ['A', 'G', 'T', 'T', 'A', 'G', 'G', 'T', 'A', ...   \n",
       "479  ['A', 'A', 'G', 'A', 'T', 'A', 'C', 'G', 'S', ...   \n",
       "480  ['G', 'G', 'G', 'G', 'S', 'C', 'C', 'M', 'C', ...   \n",
       "481  ['A', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...   \n",
       "482  ['T', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...   \n",
       "483  ['A', 'A', 'A', 'G', 'A', 'T', 'T', 'C', 'C', ...   \n",
       "484  ['T', 'G', 'G', 'C', 'G', 'C', 'C', 'A', 'A', ...   \n",
       "485  ['R', 'A', 'A', 'A', 'C', 'A', 'G', 'A', 'G', ...   \n",
       "486  ['A', 'A', 'A', 'G', 'T', 'C', 'A', 'A', 'A', ...   \n",
       "487  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...   \n",
       "488  ['G', 'T', 'G', 'C', 'C', 'A', 'C', 'G', 'T', ...   \n",
       "\n",
       "                                     ReverseComplement  \n",
       "0                       ['T', 'G', 'C', 'T', 'T', 'T']  \n",
       "1                       ['C', 'R', 'C', 'T', 'T', 'T']  \n",
       "2    ['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...  \n",
       "3        ['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']  \n",
       "4    ['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...  \n",
       "5                            ['G', 'C', 'T', 'T', 'T']  \n",
       "6        ['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']  \n",
       "7                            ['R', 'C', 'T', 'T', 'T']  \n",
       "8    ['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...  \n",
       "9                  ['A', 'C', 'G', 'T', 'C', 'A', 'K']  \n",
       "10   ['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...  \n",
       "11   ['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...  \n",
       "12            ['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']  \n",
       "13   ['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...  \n",
       "14   ['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...  \n",
       "15            ['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']  \n",
       "16                 ['T', 'G', 'A', 'C', 'G', 'T', 'A']  \n",
       "17   ['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...  \n",
       "18   ['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...  \n",
       "19   ['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...  \n",
       "20            ['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']  \n",
       "21   ['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...  \n",
       "22   ['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...  \n",
       "23   ['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...  \n",
       "24   ['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...  \n",
       "25   ['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...  \n",
       "26   ['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...  \n",
       "27   ['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...  \n",
       "28            ['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']  \n",
       "29            ['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']  \n",
       "..                                                 ...  \n",
       "459  ['A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', 'A', ...  \n",
       "460  ['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'C', 'A', ...  \n",
       "461  ['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...  \n",
       "462  ['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'Y', 'W', ...  \n",
       "463  ['A', 'A', 'C', 'C', 'T', 'T', 'A', 'T', 'C', ...  \n",
       "464  ['T', 'A', 'A', 'G', 'A', 'T', 'A', 'T', 'T', ...  \n",
       "465  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...  \n",
       "466  ['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...  \n",
       "467  ['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...  \n",
       "468  ['A', 'A', 'Y', 'C', 'A', 'A', 'T', 'C', 'A', ...  \n",
       "469  ['C', 'K', 'C', 'C', 'G', 'C', 'C', 'G', 'C', ...  \n",
       "470  ['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...  \n",
       "471  ['R', 'T', 'K', 'A', 'T', 'C', 'A', 'T', 'T', ...  \n",
       "472  ['A', 'C', 'T', 'T', 'W', 'C', 'C', 'A', 'A', ...  \n",
       "473  ['A', 'A', 'A', 'A', 'A', 'N', 'A', 'N', 'T', ...  \n",
       "474  ['G', 'T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', ...  \n",
       "475  ['A', 'C', 'T', 'G', 'T', 'C', 'A', 'G', 'T', ...  \n",
       "476  ['S', 'C', 'A', 'A', 'T', 'S', 'A', 'T', 'T', ...  \n",
       "477  ['D', 'T', 'A', 'C', 'G', 'T', 'C', 'A', 'T', ...  \n",
       "478  ['N', 'T', 'A', 'C', 'C', 'T', 'A', 'A', 'C', ...  \n",
       "479  ['A', 'S', 'C', 'G', 'T', 'A', 'T', 'C', 'T', ...  \n",
       "480  ['G', 'G', 'K', 'G', 'G', 'S', 'C', 'C', 'C', ...  \n",
       "481  ['Y', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...  \n",
       "482  ['C', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...  \n",
       "483  ['Y', 'G', 'G', 'A', 'A', 'T', 'C', 'T', 'T', ...  \n",
       "484  ['T', 'T', 'T', 'G', 'G', 'C', 'G', 'C', 'C', ...  \n",
       "485  ['T', 'N', 'C', 'T', 'C', 'T', 'G', 'T', 'T', ...  \n",
       "486  ['T', 'T', 'T', 'T', 'G', 'A', 'C', 'T', 'T', ...  \n",
       "487  ['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...  \n",
       "488  ['G', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...  \n",
       "\n",
       "[489 rows x 5 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Importando data frame da fatores de transcrição\n",
    "df = pd.read_csv(\n",
    "    'df.csv',\n",
    "    sep=',')\n",
    "df = df.drop(['A', 'C', 'G', 'T'], axis=1)\n",
    "print(type(df), df.shape)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Promoter</th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Motifs</th>\n",
       "      <th>ReverseComplement</th>\n",
       "      <th>5l3l</th>\n",
       "      <th>3l5l</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0020.1</td>\n",
       "      <td>Dof2</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0021.1</td>\n",
       "      <td>Dof3</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y', 'G']</td>\n",
       "      <td>['C', 'R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0034.1</td>\n",
       "      <td>Gam1</td>\n",
       "      <td>['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...</td>\n",
       "      <td>['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0044.1</td>\n",
       "      <td>HMG-1</td>\n",
       "      <td>['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']</td>\n",
       "      <td>['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0045.1</td>\n",
       "      <td>HMG-I/Y</td>\n",
       "      <td>['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...</td>\n",
       "      <td>['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0053.1</td>\n",
       "      <td>MNB1A</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0054.1</td>\n",
       "      <td>myb.Ph3</td>\n",
       "      <td>['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']</td>\n",
       "      <td>['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0064.1</td>\n",
       "      <td>PBF</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y']</td>\n",
       "      <td>['R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0082.1</td>\n",
       "      <td>squamosa</td>\n",
       "      <td>['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...</td>\n",
       "      <td>['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0096.1</td>\n",
       "      <td>bZIP910</td>\n",
       "      <td>['M', 'T', 'G', 'A', 'C', 'G', 'T']</td>\n",
       "      <td>['A', 'C', 'G', 'T', 'C', 'A', 'K']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0097.1</td>\n",
       "      <td>bZIP911</td>\n",
       "      <td>['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0120.1</td>\n",
       "      <td>id1</td>\n",
       "      <td>['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...</td>\n",
       "      <td>['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0121.1</td>\n",
       "      <td>ARR10</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']</td>\n",
       "      <td>['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0123.1</td>\n",
       "      <td>abi4</td>\n",
       "      <td>['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...</td>\n",
       "      <td>['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0127.1</td>\n",
       "      <td>PEND</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...</td>\n",
       "      <td>['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0128.1</td>\n",
       "      <td>EmBP-1</td>\n",
       "      <td>['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0129.1</td>\n",
       "      <td>TGA1A</td>\n",
       "      <td>['T', 'A', 'C', 'G', 'T', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'A', 'C', 'G', 'T', 'A']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0549.1</td>\n",
       "      <td>BZR2</td>\n",
       "      <td>['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...</td>\n",
       "      <td>['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0551.1</td>\n",
       "      <td>HY5</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0552.1</td>\n",
       "      <td>PIF1</td>\n",
       "      <td>['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0553.1</td>\n",
       "      <td>SMZ</td>\n",
       "      <td>['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']</td>\n",
       "      <td>['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0554.1</td>\n",
       "      <td>SOC1</td>\n",
       "      <td>['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0555.1</td>\n",
       "      <td>SVP</td>\n",
       "      <td>['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...</td>\n",
       "      <td>['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0556.1</td>\n",
       "      <td>AP3</td>\n",
       "      <td>['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...</td>\n",
       "      <td>['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0557.1</td>\n",
       "      <td>FHY3</td>\n",
       "      <td>['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...</td>\n",
       "      <td>['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0558.1</td>\n",
       "      <td>FLC</td>\n",
       "      <td>['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0559.1</td>\n",
       "      <td>PI</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...</td>\n",
       "      <td>['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0560.1</td>\n",
       "      <td>PIF3</td>\n",
       "      <td>['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0561.1</td>\n",
       "      <td>PIF4</td>\n",
       "      <td>['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0562.1</td>\n",
       "      <td>PIF5</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']</td>\n",
       "      <td>['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757963</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0989.1</td>\n",
       "      <td>PHYPADRAFT_153324</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N']</td>\n",
       "      <td>['N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', 'N']</td>\n",
       "      <td>[289]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757964</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1027.1</td>\n",
       "      <td>KAN1</td>\n",
       "      <td>['A', 'N', 'W', 'T', 'A', 'T', 'T', 'C']</td>\n",
       "      <td>['G', 'A', 'A', 'T', 'A', 'W', 'N', 'T']</td>\n",
       "      <td>[350]</td>\n",
       "      <td>[1609, 1785]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757965</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1042.1</td>\n",
       "      <td>MYB59</td>\n",
       "      <td>['R', 'T', 'T', 'A', 'G', 'G', 'T', 'A']</td>\n",
       "      <td>['T', 'A', 'C', 'C', 'T', 'A', 'A', 'Y']</td>\n",
       "      <td>[]</td>\n",
       "      <td>[1581]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757966</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1071.1</td>\n",
       "      <td>DOF5.3</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'M', 'G']</td>\n",
       "      <td>['C', 'K', 'T', 'T', 'W', 'T', 'N']</td>\n",
       "      <td>[214, 245, 289, 1241, 1752]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757967</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1201.1</td>\n",
       "      <td>AGL42</td>\n",
       "      <td>['C', 'A', 'T', 'C', 'A', 'T', 'C']</td>\n",
       "      <td>['G', 'A', 'T', 'G', 'A', 'T', 'G']</td>\n",
       "      <td>[]</td>\n",
       "      <td>[1337, 1340, 1713]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757968</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1206.1</td>\n",
       "      <td>ARF2</td>\n",
       "      <td>['W', 'K', 'S', 'M', 'G', 'A', 'C', 'A', 'A', ...</td>\n",
       "      <td>['Y', 'T', 'T', 'G', 'T', 'C', 'K', 'S', 'K', ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[581]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757969</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1210.1</td>\n",
       "      <td>HAT22</td>\n",
       "      <td>['A', 'Y', 'Y', 'A', 'A', 'T', 'C', 'A', 'T', ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'A', 'T', 'T', 'R', 'R', ...</td>\n",
       "      <td>[656]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757970</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0021.1</td>\n",
       "      <td>Dof3</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y', 'G']</td>\n",
       "      <td>['C', 'R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>[435, 1972]</td>\n",
       "      <td>[413]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757971</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0053.1</td>\n",
       "      <td>MNB1A</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>[1972]</td>\n",
       "      <td>[153, 1785]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757972</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0064.1</td>\n",
       "      <td>PBF</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y']</td>\n",
       "      <td>['R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>[160, 435, 713, 859, 1289, 1393, 1597, 1972]</td>\n",
       "      <td>[153, 349, 414, 780, 1308, 1624, 1785, 1870]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757973</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0121.1</td>\n",
       "      <td>ARR10</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']</td>\n",
       "      <td>['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']</td>\n",
       "      <td>[1328, 1499]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757974</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0562.1</td>\n",
       "      <td>PIF5</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']</td>\n",
       "      <td>['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']</td>\n",
       "      <td>[1334]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757975</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0932.1</td>\n",
       "      <td>AHL12</td>\n",
       "      <td>['A', 'A', 'W', 'W', 'W', 'W', 'T', 'T']</td>\n",
       "      <td>['A', 'A', 'W', 'W', 'W', 'W', 'T', 'T']</td>\n",
       "      <td>[83, 126, 127, 178, 179, 180, 204, 246, 650, 6...</td>\n",
       "      <td>[83, 126, 127, 178, 179, 180, 204, 246, 650, 6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757976</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0933.1</td>\n",
       "      <td>AHL20</td>\n",
       "      <td>['A', 'A', 'T', 'T', 'A', 'A', 'W', 'T']</td>\n",
       "      <td>['A', 'W', 'T', 'T', 'A', 'A', 'T', 'T']</td>\n",
       "      <td>[1514, 1518]</td>\n",
       "      <td>[613, 1510, 1514]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757977</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0934.1</td>\n",
       "      <td>AHL25</td>\n",
       "      <td>['A', 'W', 'T', 'T', 'A', 'A', 'W', 'T']</td>\n",
       "      <td>['A', 'W', 'T', 'T', 'A', 'A', 'W', 'T']</td>\n",
       "      <td>[338, 613, 1510, 1514, 1518]</td>\n",
       "      <td>[338, 613, 1510, 1514, 1518]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757978</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0951.1</td>\n",
       "      <td>ATHB-16</td>\n",
       "      <td>['T', 'A', 'A', 'T', 'M', 'A', 'T', 'T']</td>\n",
       "      <td>['A', 'A', 'T', 'K', 'A', 'T', 'T', 'A']</td>\n",
       "      <td>[]</td>\n",
       "      <td>[165]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757979</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0981.1</td>\n",
       "      <td>DOF1.8</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N', ...</td>\n",
       "      <td>['N', 'N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...</td>\n",
       "      <td>[157, 710, 856, 1390]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757980</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0982.1</td>\n",
       "      <td>DOF2.4</td>\n",
       "      <td>['A', 'W', 'A', 'A', 'A', 'G', 'T']</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'T', 'W', 'T']</td>\n",
       "      <td>[158, 711, 857, 1391]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757981</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0983.1</td>\n",
       "      <td>DOF5.6</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'M', 'G', 'T']</td>\n",
       "      <td>['A', 'C', 'K', 'T', 'T', 'W', 'T', 'N']</td>\n",
       "      <td>[157, 710, 856, 1390, 1737]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757982</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0987.1</td>\n",
       "      <td>PHYPADRAFT_140773</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N', ...</td>\n",
       "      <td>['N', 'N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...</td>\n",
       "      <td>[157, 710, 856, 1390]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757983</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0989.1</td>\n",
       "      <td>PHYPADRAFT_153324</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N']</td>\n",
       "      <td>['N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', 'N']</td>\n",
       "      <td>[157, 710, 856, 1390]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757984</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1027.1</td>\n",
       "      <td>KAN1</td>\n",
       "      <td>['A', 'N', 'W', 'T', 'A', 'T', 'T', 'C']</td>\n",
       "      <td>['G', 'A', 'A', 'T', 'A', 'W', 'N', 'T']</td>\n",
       "      <td>[]</td>\n",
       "      <td>[1407]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757985</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1030.1</td>\n",
       "      <td>P0510F09.23</td>\n",
       "      <td>['W', 'R', 'M', 'C', 'C', 'T', 'A', 'R', 'N', ...</td>\n",
       "      <td>['N', 'N', 'Y', 'T', 'A', 'G', 'G', 'K', 'Y', ...</td>\n",
       "      <td>[1207, 1847]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757986</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1031.1</td>\n",
       "      <td>OJ1581_H09.2</td>\n",
       "      <td>['G', 'K', 'G', 'G', 'G', 'C', 'C', 'C', 'M', ...</td>\n",
       "      <td>['G', 'K', 'G', 'G', 'G', 'C', 'C', 'C', 'K', ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[1929]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757987</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1071.1</td>\n",
       "      <td>DOF5.3</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'M', 'G']</td>\n",
       "      <td>['C', 'K', 'T', 'T', 'W', 'T', 'N']</td>\n",
       "      <td>[157, 303, 673, 710, 856, 885, 1015, 1055, 115...</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757988</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1073.1</td>\n",
       "      <td>TRB2</td>\n",
       "      <td>['W', 'R', 'M', 'C', 'C', 'T', 'A', 'R']</td>\n",
       "      <td>['Y', 'T', 'A', 'G', 'G', 'K', 'Y', 'W']</td>\n",
       "      <td>[1207, 1847]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757989</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1093.1</td>\n",
       "      <td>WRKY75</td>\n",
       "      <td>['A', 'R', 'G', 'T', 'C', 'A', 'A', 'C']</td>\n",
       "      <td>['G', 'T', 'T', 'G', 'A', 'C', 'Y', 'T']</td>\n",
       "      <td>[]</td>\n",
       "      <td>[1681]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757990</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1202.1</td>\n",
       "      <td>AGL55</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'G', 'T', 'G', 'A']</td>\n",
       "      <td>[1364]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757991</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1275.1</td>\n",
       "      <td>AT1G47655</td>\n",
       "      <td>['N', 'G', 'A', 'W', 'A', 'A', 'A', 'G', 'T', ...</td>\n",
       "      <td>['T', 'Y', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...</td>\n",
       "      <td>[855]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757992</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA1324.1</td>\n",
       "      <td>GATA20</td>\n",
       "      <td>['A', 'T', 'C', 'S', 'G', 'A', 'T', 'C']</td>\n",
       "      <td>['G', 'A', 'T', 'C', 'S', 'G', 'A', 'T']</td>\n",
       "      <td>[478]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>757993 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Promoter         ID               Name  \\\n",
       "0            NaN  >MA0020.1               Dof2   \n",
       "1            NaN  >MA0021.1               Dof3   \n",
       "2            NaN  >MA0034.1               Gam1   \n",
       "3            NaN  >MA0044.1              HMG-1   \n",
       "4            NaN  >MA0045.1            HMG-I/Y   \n",
       "5            NaN  >MA0053.1              MNB1A   \n",
       "6            NaN  >MA0054.1            myb.Ph3   \n",
       "7            NaN  >MA0064.1                PBF   \n",
       "8            NaN  >MA0082.1           squamosa   \n",
       "9            NaN  >MA0096.1            bZIP910   \n",
       "10           NaN  >MA0097.1            bZIP911   \n",
       "11           NaN  >MA0120.1                id1   \n",
       "12           NaN  >MA0121.1              ARR10   \n",
       "13           NaN  >MA0123.1               abi4   \n",
       "14           NaN  >MA0127.1               PEND   \n",
       "15           NaN  >MA0128.1             EmBP-1   \n",
       "16           NaN  >MA0129.1              TGA1A   \n",
       "17           NaN  >MA0549.1               BZR2   \n",
       "18           NaN  >MA0551.1                HY5   \n",
       "19           NaN  >MA0552.1               PIF1   \n",
       "20           NaN  >MA0553.1                SMZ   \n",
       "21           NaN  >MA0554.1               SOC1   \n",
       "22           NaN  >MA0555.1                SVP   \n",
       "23           NaN  >MA0556.1                AP3   \n",
       "24           NaN  >MA0557.1               FHY3   \n",
       "25           NaN  >MA0558.1                FLC   \n",
       "26           NaN  >MA0559.1                 PI   \n",
       "27           NaN  >MA0560.1               PIF3   \n",
       "28           NaN  >MA0561.1               PIF4   \n",
       "29           NaN  >MA0562.1               PIF5   \n",
       "...          ...        ...                ...   \n",
       "757963       NaN  >MA0989.1  PHYPADRAFT_153324   \n",
       "757964       NaN  >MA1027.1               KAN1   \n",
       "757965       NaN  >MA1042.1              MYB59   \n",
       "757966       NaN  >MA1071.1             DOF5.3   \n",
       "757967       NaN  >MA1201.1              AGL42   \n",
       "757968       NaN  >MA1206.1               ARF2   \n",
       "757969       NaN  >MA1210.1              HAT22   \n",
       "757970       NaN  >MA0021.1               Dof3   \n",
       "757971       NaN  >MA0053.1              MNB1A   \n",
       "757972       NaN  >MA0064.1                PBF   \n",
       "757973       NaN  >MA0121.1              ARR10   \n",
       "757974       NaN  >MA0562.1               PIF5   \n",
       "757975       NaN  >MA0932.1              AHL12   \n",
       "757976       NaN  >MA0933.1              AHL20   \n",
       "757977       NaN  >MA0934.1              AHL25   \n",
       "757978       NaN  >MA0951.1            ATHB-16   \n",
       "757979       NaN  >MA0981.1             DOF1.8   \n",
       "757980       NaN  >MA0982.1             DOF2.4   \n",
       "757981       NaN  >MA0983.1             DOF5.6   \n",
       "757982       NaN  >MA0987.1  PHYPADRAFT_140773   \n",
       "757983       NaN  >MA0989.1  PHYPADRAFT_153324   \n",
       "757984       NaN  >MA1027.1               KAN1   \n",
       "757985       NaN  >MA1030.1        P0510F09.23   \n",
       "757986       NaN  >MA1031.1       OJ1581_H09.2   \n",
       "757987       NaN  >MA1071.1             DOF5.3   \n",
       "757988       NaN  >MA1073.1               TRB2   \n",
       "757989       NaN  >MA1093.1             WRKY75   \n",
       "757990       NaN  >MA1202.1              AGL55   \n",
       "757991       NaN  >MA1275.1          AT1G47655   \n",
       "757992       NaN  >MA1324.1             GATA20   \n",
       "\n",
       "                                                   Motifs  \\\n",
       "0                          ['A', 'A', 'A', 'G', 'C', 'A']   \n",
       "1                          ['A', 'A', 'A', 'G', 'Y', 'G']   \n",
       "2       ['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...   \n",
       "3           ['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']   \n",
       "4       ['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...   \n",
       "5                               ['A', 'A', 'A', 'G', 'C']   \n",
       "6           ['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']   \n",
       "7                               ['A', 'A', 'A', 'G', 'Y']   \n",
       "8       ['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...   \n",
       "9                     ['M', 'T', 'G', 'A', 'C', 'G', 'T']   \n",
       "10      ['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "11      ['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...   \n",
       "12               ['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']   \n",
       "13      ['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...   \n",
       "14      ['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...   \n",
       "15               ['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']   \n",
       "16                    ['T', 'A', 'C', 'G', 'T', 'C', 'A']   \n",
       "17      ['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...   \n",
       "18      ['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...   \n",
       "19      ['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...   \n",
       "20               ['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']   \n",
       "21      ['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...   \n",
       "22      ['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...   \n",
       "23      ['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...   \n",
       "24      ['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...   \n",
       "25      ['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...   \n",
       "26      ['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...   \n",
       "27      ['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "28               ['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']   \n",
       "29               ['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']   \n",
       "...                                                   ...   \n",
       "757963      ['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N']   \n",
       "757964           ['A', 'N', 'W', 'T', 'A', 'T', 'T', 'C']   \n",
       "757965           ['R', 'T', 'T', 'A', 'G', 'G', 'T', 'A']   \n",
       "757966                ['N', 'A', 'W', 'A', 'A', 'M', 'G']   \n",
       "757967                ['C', 'A', 'T', 'C', 'A', 'T', 'C']   \n",
       "757968  ['W', 'K', 'S', 'M', 'G', 'A', 'C', 'A', 'A', ...   \n",
       "757969  ['A', 'Y', 'Y', 'A', 'A', 'T', 'C', 'A', 'T', ...   \n",
       "757970                     ['A', 'A', 'A', 'G', 'Y', 'G']   \n",
       "757971                          ['A', 'A', 'A', 'G', 'C']   \n",
       "757972                          ['A', 'A', 'A', 'G', 'Y']   \n",
       "757973           ['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']   \n",
       "757974           ['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']   \n",
       "757975           ['A', 'A', 'W', 'W', 'W', 'W', 'T', 'T']   \n",
       "757976           ['A', 'A', 'T', 'T', 'A', 'A', 'W', 'T']   \n",
       "757977           ['A', 'W', 'T', 'T', 'A', 'A', 'W', 'T']   \n",
       "757978           ['T', 'A', 'A', 'T', 'M', 'A', 'T', 'T']   \n",
       "757979  ['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N', ...   \n",
       "757980                ['A', 'W', 'A', 'A', 'A', 'G', 'T']   \n",
       "757981           ['N', 'A', 'W', 'A', 'A', 'M', 'G', 'T']   \n",
       "757982  ['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N', ...   \n",
       "757983      ['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N']   \n",
       "757984           ['A', 'N', 'W', 'T', 'A', 'T', 'T', 'C']   \n",
       "757985  ['W', 'R', 'M', 'C', 'C', 'T', 'A', 'R', 'N', ...   \n",
       "757986  ['G', 'K', 'G', 'G', 'G', 'C', 'C', 'C', 'M', ...   \n",
       "757987                ['N', 'A', 'W', 'A', 'A', 'M', 'G']   \n",
       "757988           ['W', 'R', 'M', 'C', 'C', 'T', 'A', 'R']   \n",
       "757989           ['A', 'R', 'G', 'T', 'C', 'A', 'A', 'C']   \n",
       "757990                     ['T', 'C', 'A', 'C', 'C', 'A']   \n",
       "757991  ['N', 'G', 'A', 'W', 'A', 'A', 'A', 'G', 'T', ...   \n",
       "757992           ['A', 'T', 'C', 'S', 'G', 'A', 'T', 'C']   \n",
       "\n",
       "                                        ReverseComplement  \\\n",
       "0                          ['T', 'G', 'C', 'T', 'T', 'T']   \n",
       "1                          ['C', 'R', 'C', 'T', 'T', 'T']   \n",
       "2       ['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...   \n",
       "3           ['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']   \n",
       "4       ['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...   \n",
       "5                               ['G', 'C', 'T', 'T', 'T']   \n",
       "6           ['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']   \n",
       "7                               ['R', 'C', 'T', 'T', 'T']   \n",
       "8       ['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...   \n",
       "9                     ['A', 'C', 'G', 'T', 'C', 'A', 'K']   \n",
       "10      ['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...   \n",
       "11      ['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...   \n",
       "12               ['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']   \n",
       "13      ['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...   \n",
       "14      ['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...   \n",
       "15               ['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']   \n",
       "16                    ['T', 'G', 'A', 'C', 'G', 'T', 'A']   \n",
       "17      ['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "18      ['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...   \n",
       "19      ['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...   \n",
       "20               ['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']   \n",
       "21      ['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...   \n",
       "22      ['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...   \n",
       "23      ['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...   \n",
       "24      ['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...   \n",
       "25      ['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...   \n",
       "26      ['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...   \n",
       "27      ['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...   \n",
       "28               ['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']   \n",
       "29               ['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']   \n",
       "...                                                   ...   \n",
       "757963      ['N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', 'N']   \n",
       "757964           ['G', 'A', 'A', 'T', 'A', 'W', 'N', 'T']   \n",
       "757965           ['T', 'A', 'C', 'C', 'T', 'A', 'A', 'Y']   \n",
       "757966                ['C', 'K', 'T', 'T', 'W', 'T', 'N']   \n",
       "757967                ['G', 'A', 'T', 'G', 'A', 'T', 'G']   \n",
       "757968  ['Y', 'T', 'T', 'G', 'T', 'C', 'K', 'S', 'K', ...   \n",
       "757969  ['A', 'A', 'T', 'G', 'A', 'T', 'T', 'R', 'R', ...   \n",
       "757970                     ['C', 'R', 'C', 'T', 'T', 'T']   \n",
       "757971                          ['G', 'C', 'T', 'T', 'T']   \n",
       "757972                          ['R', 'C', 'T', 'T', 'T']   \n",
       "757973           ['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']   \n",
       "757974           ['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']   \n",
       "757975           ['A', 'A', 'W', 'W', 'W', 'W', 'T', 'T']   \n",
       "757976           ['A', 'W', 'T', 'T', 'A', 'A', 'T', 'T']   \n",
       "757977           ['A', 'W', 'T', 'T', 'A', 'A', 'W', 'T']   \n",
       "757978           ['A', 'A', 'T', 'K', 'A', 'T', 'T', 'A']   \n",
       "757979  ['N', 'N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...   \n",
       "757980                ['A', 'C', 'T', 'T', 'T', 'W', 'T']   \n",
       "757981           ['A', 'C', 'K', 'T', 'T', 'W', 'T', 'N']   \n",
       "757982  ['N', 'N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...   \n",
       "757983      ['N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', 'N']   \n",
       "757984           ['G', 'A', 'A', 'T', 'A', 'W', 'N', 'T']   \n",
       "757985  ['N', 'N', 'Y', 'T', 'A', 'G', 'G', 'K', 'Y', ...   \n",
       "757986  ['G', 'K', 'G', 'G', 'G', 'C', 'C', 'C', 'K', ...   \n",
       "757987                ['C', 'K', 'T', 'T', 'W', 'T', 'N']   \n",
       "757988           ['Y', 'T', 'A', 'G', 'G', 'K', 'Y', 'W']   \n",
       "757989           ['G', 'T', 'T', 'G', 'A', 'C', 'Y', 'T']   \n",
       "757990                     ['T', 'G', 'G', 'T', 'G', 'A']   \n",
       "757991  ['T', 'Y', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...   \n",
       "757992           ['G', 'A', 'T', 'C', 'S', 'G', 'A', 'T']   \n",
       "\n",
       "                                                     5l3l  \\\n",
       "0                                                       0   \n",
       "1                                                       0   \n",
       "2                                                       0   \n",
       "3                                                       0   \n",
       "4                                                       0   \n",
       "5                                                       0   \n",
       "6                                                       0   \n",
       "7                                                       0   \n",
       "8                                                       0   \n",
       "9                                                       0   \n",
       "10                                                      0   \n",
       "11                                                      0   \n",
       "12                                                      0   \n",
       "13                                                      0   \n",
       "14                                                      0   \n",
       "15                                                      0   \n",
       "16                                                      0   \n",
       "17                                                      0   \n",
       "18                                                      0   \n",
       "19                                                      0   \n",
       "20                                                      0   \n",
       "21                                                      0   \n",
       "22                                                      0   \n",
       "23                                                      0   \n",
       "24                                                      0   \n",
       "25                                                      0   \n",
       "26                                                      0   \n",
       "27                                                      0   \n",
       "28                                                      0   \n",
       "29                                                      0   \n",
       "...                                                   ...   \n",
       "757963                                              [289]   \n",
       "757964                                              [350]   \n",
       "757965                                                 []   \n",
       "757966                        [214, 245, 289, 1241, 1752]   \n",
       "757967                                                 []   \n",
       "757968                                                 []   \n",
       "757969                                              [656]   \n",
       "757970                                        [435, 1972]   \n",
       "757971                                             [1972]   \n",
       "757972       [160, 435, 713, 859, 1289, 1393, 1597, 1972]   \n",
       "757973                                       [1328, 1499]   \n",
       "757974                                             [1334]   \n",
       "757975  [83, 126, 127, 178, 179, 180, 204, 246, 650, 6...   \n",
       "757976                                       [1514, 1518]   \n",
       "757977                       [338, 613, 1510, 1514, 1518]   \n",
       "757978                                                 []   \n",
       "757979                              [157, 710, 856, 1390]   \n",
       "757980                              [158, 711, 857, 1391]   \n",
       "757981                        [157, 710, 856, 1390, 1737]   \n",
       "757982                              [157, 710, 856, 1390]   \n",
       "757983                              [157, 710, 856, 1390]   \n",
       "757984                                                 []   \n",
       "757985                                       [1207, 1847]   \n",
       "757986                                                 []   \n",
       "757987  [157, 303, 673, 710, 856, 885, 1015, 1055, 115...   \n",
       "757988                                       [1207, 1847]   \n",
       "757989                                                 []   \n",
       "757990                                             [1364]   \n",
       "757991                                              [855]   \n",
       "757992                                              [478]   \n",
       "\n",
       "                                                     3l5l  \n",
       "0                                                       0  \n",
       "1                                                       0  \n",
       "2                                                       0  \n",
       "3                                                       0  \n",
       "4                                                       0  \n",
       "5                                                       0  \n",
       "6                                                       0  \n",
       "7                                                       0  \n",
       "8                                                       0  \n",
       "9                                                       0  \n",
       "10                                                      0  \n",
       "11                                                      0  \n",
       "12                                                      0  \n",
       "13                                                      0  \n",
       "14                                                      0  \n",
       "15                                                      0  \n",
       "16                                                      0  \n",
       "17                                                      0  \n",
       "18                                                      0  \n",
       "19                                                      0  \n",
       "20                                                      0  \n",
       "21                                                      0  \n",
       "22                                                      0  \n",
       "23                                                      0  \n",
       "24                                                      0  \n",
       "25                                                      0  \n",
       "26                                                      0  \n",
       "27                                                      0  \n",
       "28                                                      0  \n",
       "29                                                      0  \n",
       "...                                                   ...  \n",
       "757963                                                 []  \n",
       "757964                                       [1609, 1785]  \n",
       "757965                                             [1581]  \n",
       "757966                                                 []  \n",
       "757967                                 [1337, 1340, 1713]  \n",
       "757968                                              [581]  \n",
       "757969                                                 []  \n",
       "757970                                              [413]  \n",
       "757971                                        [153, 1785]  \n",
       "757972       [153, 349, 414, 780, 1308, 1624, 1785, 1870]  \n",
       "757973                                                 []  \n",
       "757974                                                 []  \n",
       "757975  [83, 126, 127, 178, 179, 180, 204, 246, 650, 6...  \n",
       "757976                                  [613, 1510, 1514]  \n",
       "757977                       [338, 613, 1510, 1514, 1518]  \n",
       "757978                                              [165]  \n",
       "757979                                                 []  \n",
       "757980                                                 []  \n",
       "757981                                                 []  \n",
       "757982                                                 []  \n",
       "757983                                                 []  \n",
       "757984                                             [1407]  \n",
       "757985                                                 []  \n",
       "757986                                             [1929]  \n",
       "757987                                                 []  \n",
       "757988                                                 []  \n",
       "757989                                             [1681]  \n",
       "757990                                                 []  \n",
       "757991                                                 []  \n",
       "757992                                                 []  \n",
       "\n",
       "[757993 rows x 7 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Importando data frame da fatores de transcrição\n",
    "genoma = pd.read_csv(\n",
    "    'Genome Log.csv',\n",
    "    sep=',')\n",
    "genoma"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Matrix</th>\n",
       "      <th>Motifs</th>\n",
       "      <th>ReverseComplement</th>\n",
       "      <th>Genome</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>&gt;MA0020.1</td>\n",
       "      <td>Dof2</td>\n",
       "      <td>[[1.         1.         1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&gt;MA0021.1</td>\n",
       "      <td>Dof3</td>\n",
       "      <td>[[1.         1.         1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y', 'G']</td>\n",
       "      <td>['C', 'R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&gt;MA0034.1</td>\n",
       "      <td>Gam1</td>\n",
       "      <td>[[0.16 0.4  0.12 0.92 1.   0.04 0.12 0.24 0.4 ...</td>\n",
       "      <td>['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...</td>\n",
       "      <td>['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&gt;MA0044.1</td>\n",
       "      <td>HMG-1</td>\n",
       "      <td>[[0.         0.         0.         0.         ...</td>\n",
       "      <td>['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']</td>\n",
       "      <td>['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']</td>\n",
       "      <td>21726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&gt;MA0045.1</td>\n",
       "      <td>HMG-I/Y</td>\n",
       "      <td>[[0.21428571 0.5        0.64285714 0.21428571 ...</td>\n",
       "      <td>['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...</td>\n",
       "      <td>['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...</td>\n",
       "      <td>25575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>&gt;MA0053.1</td>\n",
       "      <td>MNB1A</td>\n",
       "      <td>[[1.  1.  1.  0.  0.2]\\n [0.  0.  0.  0.  0.6]...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>&gt;MA0054.1</td>\n",
       "      <td>myb.Ph3</td>\n",
       "      <td>[[0.27142857 0.91428571 0.9        0.05714286 ...</td>\n",
       "      <td>['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']</td>\n",
       "      <td>['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']</td>\n",
       "      <td>7181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>&gt;MA0064.1</td>\n",
       "      <td>PBF</td>\n",
       "      <td>[[1.     1.     1.     0.     0.0625]\\n [0.   ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y']</td>\n",
       "      <td>['R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>&gt;MA0082.1</td>\n",
       "      <td>squamosa</td>\n",
       "      <td>[[0.36666667 0.         0.8        0.53333333 ...</td>\n",
       "      <td>['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...</td>\n",
       "      <td>['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...</td>\n",
       "      <td>27431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>&gt;MA0096.1</td>\n",
       "      <td>bZIP910</td>\n",
       "      <td>[[0.42857143 0.         0.         1.         ...</td>\n",
       "      <td>['M', 'T', 'G', 'A', 'C', 'G', 'T']</td>\n",
       "      <td>['A', 'C', 'G', 'T', 'C', 'A', 'K']</td>\n",
       "      <td>957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>&gt;MA0097.1</td>\n",
       "      <td>bZIP911</td>\n",
       "      <td>[[0.03030303 0.51515152 0.         0.         ...</td>\n",
       "      <td>['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...</td>\n",
       "      <td>29717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>&gt;MA0120.1</td>\n",
       "      <td>id1</td>\n",
       "      <td>[[0.04166667 0.125      0.04166667 0.         ...</td>\n",
       "      <td>['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...</td>\n",
       "      <td>['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...</td>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>&gt;MA0121.1</td>\n",
       "      <td>ARR10</td>\n",
       "      <td>[[0.93333333 0.         0.93333333 0.         ...</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']</td>\n",
       "      <td>['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']</td>\n",
       "      <td>4041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>&gt;MA0123.1</td>\n",
       "      <td>abi4</td>\n",
       "      <td>[[0.         0.24489796 0.         0.         ...</td>\n",
       "      <td>['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...</td>\n",
       "      <td>['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>&gt;MA0127.1</td>\n",
       "      <td>PEND</td>\n",
       "      <td>[[0.71428571 0.14285714 0.02380952 0.0952381  ...</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...</td>\n",
       "      <td>['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>&gt;MA0128.1</td>\n",
       "      <td>EmBP-1</td>\n",
       "      <td>[[0.69230769 0.07692308 1.         0.         ...</td>\n",
       "      <td>['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>&gt;MA0129.1</td>\n",
       "      <td>TGA1A</td>\n",
       "      <td>[[0.26666667 0.86666667 0.         0.13333333 ...</td>\n",
       "      <td>['T', 'A', 'C', 'G', 'T', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'A', 'C', 'G', 'T', 'A']</td>\n",
       "      <td>8031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>&gt;MA0549.1</td>\n",
       "      <td>BZR2</td>\n",
       "      <td>[[0.23232323 0.41414141 0.         0.8989899  ...</td>\n",
       "      <td>['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...</td>\n",
       "      <td>['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>&gt;MA0551.1</td>\n",
       "      <td>HY5</td>\n",
       "      <td>[[0.321875 0.3375   0.1625   0.028125 0.46875 ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...</td>\n",
       "      <td>551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>&gt;MA0552.1</td>\n",
       "      <td>PIF1</td>\n",
       "      <td>[[0.3245614  0.21929825 0.30701754 0.46491228 ...</td>\n",
       "      <td>['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...</td>\n",
       "      <td>3780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>&gt;MA0553.1</td>\n",
       "      <td>SMZ</td>\n",
       "      <td>[[0.         0.         0.         0.         ...</td>\n",
       "      <td>['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']</td>\n",
       "      <td>['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']</td>\n",
       "      <td>2411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>&gt;MA0554.1</td>\n",
       "      <td>SOC1</td>\n",
       "      <td>[[0.32432432 0.19369369 0.0731982  0.06981982 ...</td>\n",
       "      <td>['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>&gt;MA0555.1</td>\n",
       "      <td>SVP</td>\n",
       "      <td>[[0.30434783 0.30434783 0.30434783 0.35869565 ...</td>\n",
       "      <td>['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...</td>\n",
       "      <td>['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...</td>\n",
       "      <td>170</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>&gt;MA0556.1</td>\n",
       "      <td>AP3</td>\n",
       "      <td>[[0.3161512  0.28865979 0.16494845 0.         ...</td>\n",
       "      <td>['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...</td>\n",
       "      <td>['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>&gt;MA0557.1</td>\n",
       "      <td>FHY3</td>\n",
       "      <td>[[0.19574468 0.31914894 0.03829787 0.96170213 ...</td>\n",
       "      <td>['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...</td>\n",
       "      <td>['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>&gt;MA0558.1</td>\n",
       "      <td>FLC</td>\n",
       "      <td>[[0.44       0.32727273 0.34545455 0.29818182 ...</td>\n",
       "      <td>['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...</td>\n",
       "      <td>165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>&gt;MA0559.1</td>\n",
       "      <td>PI</td>\n",
       "      <td>[[0.27956989 0.10215054 0.63978495 0.80286738 ...</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...</td>\n",
       "      <td>['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...</td>\n",
       "      <td>375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>&gt;MA0560.1</td>\n",
       "      <td>PIF3</td>\n",
       "      <td>[[0.39848197 0.11005693 0.03605313 0.         ...</td>\n",
       "      <td>['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>&gt;MA0561.1</td>\n",
       "      <td>PIF4</td>\n",
       "      <td>[[0.         1.         0.         0.14626866 ...</td>\n",
       "      <td>['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>&gt;MA0562.1</td>\n",
       "      <td>PIF5</td>\n",
       "      <td>[[0.         0.         1.         0.         ...</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']</td>\n",
       "      <td>['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']</td>\n",
       "      <td>42</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>&gt;MA1396.1</td>\n",
       "      <td>GATA6</td>\n",
       "      <td>[[0.10791367 0.93764988 0.         1.         ...</td>\n",
       "      <td>['Y', 'A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', ...</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', 'A', ...</td>\n",
       "      <td>7144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>&gt;MA1397.1</td>\n",
       "      <td>At1g74840</td>\n",
       "      <td>[[0.5        0.425      0.07666667 0.065      ...</td>\n",
       "      <td>['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...</td>\n",
       "      <td>['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'C', 'A', ...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>&gt;MA1398.1</td>\n",
       "      <td>At5g47390</td>\n",
       "      <td>[[0.37562604 0.31719533 0.4624374  0.48414023 ...</td>\n",
       "      <td>['W', 'W', 'W', 'A', 'Y', 'C', 'T', 'T', 'A', ...</td>\n",
       "      <td>['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>&gt;MA1399.1</td>\n",
       "      <td>At5g08520</td>\n",
       "      <td>[[0.32441472 0.48829431 0.41471572 0.34949833 ...</td>\n",
       "      <td>['A', 'W', 'W', 'R', 'W', 'R', 'G', 'A', 'T', ...</td>\n",
       "      <td>['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'Y', 'W', ...</td>\n",
       "      <td>394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>&gt;MA1400.1</td>\n",
       "      <td>At1g19000</td>\n",
       "      <td>[[0.45409015 0.53255426 0.47078464 0.05509182 ...</td>\n",
       "      <td>['W', 'W', 'A', 'T', 'G', 'G', 'A', 'T', 'A', ...</td>\n",
       "      <td>['A', 'A', 'C', 'C', 'T', 'T', 'A', 'T', 'C', ...</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>&gt;MA1401.1</td>\n",
       "      <td>EPR1</td>\n",
       "      <td>[[0.42211055 0.70519263 0.99497487 1.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'A', 'A', 'T', 'A', 'T', 'C', ...</td>\n",
       "      <td>['T', 'A', 'A', 'G', 'A', 'T', 'A', 'T', 'T', ...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>&gt;MA1402.1</td>\n",
       "      <td>BPC6</td>\n",
       "      <td>[[0.12765957 0.09574468 0.06914894 0.07978723 ...</td>\n",
       "      <td>['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>&gt;MA1403.1</td>\n",
       "      <td>BPC5</td>\n",
       "      <td>[[0.93137255 0.02941176 1.         0.01960784 ...</td>\n",
       "      <td>['A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', ...</td>\n",
       "      <td>['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>&gt;MA1404.1</td>\n",
       "      <td>BPC1</td>\n",
       "      <td>[[0.15213358 0.8961039  0.0148423  0.92949907 ...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>&gt;MA0954.2</td>\n",
       "      <td>ATHB7</td>\n",
       "      <td>[[0.15333333 0.08833333 0.78833333 0.93333333 ...</td>\n",
       "      <td>['T', 'C', 'A', 'A', 'T', 'G', 'A', 'T', 'T', ...</td>\n",
       "      <td>['A', 'A', 'Y', 'C', 'A', 'A', 'T', 'C', 'A', ...</td>\n",
       "      <td>617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>&gt;MA1000.2</td>\n",
       "      <td>ERF105</td>\n",
       "      <td>[[0.24573379 0.25426621 0.28668942 0.3225256  ...</td>\n",
       "      <td>['G', 'Y', 'G', 'R', 'Y', 'G', 'G', 'C', 'G', ...</td>\n",
       "      <td>['C', 'K', 'C', 'C', 'G', 'C', 'C', 'G', 'C', ...</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>&gt;MA0586.2</td>\n",
       "      <td>SPL14</td>\n",
       "      <td>[[0.21440823 0.03945111 0.         0.         ...</td>\n",
       "      <td>['T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', 'A', ...</td>\n",
       "      <td>['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...</td>\n",
       "      <td>734</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>&gt;MA1026.2</td>\n",
       "      <td>ATHB15</td>\n",
       "      <td>[[0.44915254 0.61525424 0.45423729 0.35932203 ...</td>\n",
       "      <td>['A', 'A', 'W', 'W', 'R', 'T', 'A', 'A', 'T', ...</td>\n",
       "      <td>['R', 'T', 'K', 'A', 'T', 'C', 'A', 'T', 'T', ...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>&gt;MA0548.2</td>\n",
       "      <td>AGL15</td>\n",
       "      <td>[[0.22203673 0.08013356 0.02671119 0.14023372 ...</td>\n",
       "      <td>['C', 'T', 'T', 'T', 'C', 'C', 'W', 'T', 'T', ...</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'W', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>&gt;MA0550.2</td>\n",
       "      <td>BZR1</td>\n",
       "      <td>[[0.16156463 0.00680272 0.59693878 0.         ...</td>\n",
       "      <td>['C', 'C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['A', 'A', 'A', 'A', 'A', 'N', 'A', 'N', 'T', ...</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>&gt;MA1059.2</td>\n",
       "      <td>SPL5</td>\n",
       "      <td>[[0.40802676 0.45652174 0.17056856 0.04180602 ...</td>\n",
       "      <td>['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...</td>\n",
       "      <td>['G', 'T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', ...</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>&gt;MA1405.1</td>\n",
       "      <td>SIZF2</td>\n",
       "      <td>[[0.16191162 0.8838     0.00263997 0.03329    ...</td>\n",
       "      <td>['G', 'A', 'C', 'T', 'G', 'A', 'C', 'A', 'G', ...</td>\n",
       "      <td>['A', 'C', 'T', 'G', 'T', 'C', 'A', 'G', 'T', ...</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>&gt;MA1406.1</td>\n",
       "      <td>ATHB4</td>\n",
       "      <td>[[2.39200000e-02 8.22550000e-01 9.83480000e-01...</td>\n",
       "      <td>['Y', 'A', 'A', 'T', 'S', 'A', 'T', 'T', 'G', ...</td>\n",
       "      <td>['S', 'C', 'A', 'A', 'T', 'S', 'A', 'T', 'T', ...</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>&gt;MA1407.1</td>\n",
       "      <td>bZIP14</td>\n",
       "      <td>[[0.40640641 0.43756244 0.01698302 0.01698302 ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'A', ...</td>\n",
       "      <td>['D', 'T', 'A', 'C', 'G', 'T', 'C', 'A', 'T', ...</td>\n",
       "      <td>901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>&gt;MA1408.1</td>\n",
       "      <td>FaEOBII</td>\n",
       "      <td>[[0.45035    0.21068    0.01124011 0.02313    ...</td>\n",
       "      <td>['A', 'G', 'T', 'T', 'A', 'G', 'G', 'T', 'A', ...</td>\n",
       "      <td>['N', 'T', 'A', 'C', 'C', 'T', 'A', 'A', 'C', ...</td>\n",
       "      <td>269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>&gt;MA1409.1</td>\n",
       "      <td>OsRR22</td>\n",
       "      <td>[[0.51257    0.8687     0.00486    0.97906979 ...</td>\n",
       "      <td>['A', 'A', 'G', 'A', 'T', 'A', 'C', 'G', 'S', ...</td>\n",
       "      <td>['A', 'S', 'C', 'G', 'T', 'A', 'T', 'C', 'T', ...</td>\n",
       "      <td>450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>&gt;MA1410.1</td>\n",
       "      <td>StBRC1</td>\n",
       "      <td>[[0.11497885 0.02437    0.00419    0.04402    ...</td>\n",
       "      <td>['G', 'G', 'G', 'G', 'S', 'C', 'C', 'M', 'C', ...</td>\n",
       "      <td>['G', 'G', 'K', 'G', 'G', 'S', 'C', 'C', 'C', ...</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>&gt;MA1411.1</td>\n",
       "      <td>TSAR1</td>\n",
       "      <td>[[3.12613126e-01 3.30000000e-02 1.25451255e-01...</td>\n",
       "      <td>['A', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>['Y', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>&gt;MA1412.1</td>\n",
       "      <td>TSAR2</td>\n",
       "      <td>[[1.76748233e-01 2.68700000e-02 1.99798002e-02...</td>\n",
       "      <td>['T', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>['C', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>&gt;MA1413.1</td>\n",
       "      <td>UIF1</td>\n",
       "      <td>[[4.23700000e-01 5.56050000e-01 8.60790000e-01...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'A', 'T', 'T', 'C', 'C', ...</td>\n",
       "      <td>['Y', 'G', 'G', 'A', 'A', 'T', 'C', 'T', 'T', ...</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>&gt;MA1414.1</td>\n",
       "      <td>E2FA</td>\n",
       "      <td>[[2.71536871e-01 2.44658856e-01 1.58511371e-02...</td>\n",
       "      <td>['T', 'G', 'G', 'C', 'G', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>['T', 'T', 'T', 'G', 'G', 'C', 'G', 'C', 'C', ...</td>\n",
       "      <td>283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>&gt;MA1415.1</td>\n",
       "      <td>REF6</td>\n",
       "      <td>[[5.37835639e-01 7.14401953e-01 9.37889883e-01...</td>\n",
       "      <td>['R', 'A', 'A', 'A', 'C', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'N', 'C', 'T', 'C', 'T', 'G', 'T', 'T', ...</td>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>&gt;MA1085.2</td>\n",
       "      <td>WRKY40</td>\n",
       "      <td>[[0.38034188 0.45726496 1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'T', 'C', 'A', 'A', 'A', ...</td>\n",
       "      <td>['T', 'T', 'T', 'T', 'G', 'A', 'C', 'T', 'T', ...</td>\n",
       "      <td>785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>&gt;MA1416.1</td>\n",
       "      <td>RAMOSA1</td>\n",
       "      <td>[[1.36283470e-01 7.51362835e-01 1.00034739e-01...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...</td>\n",
       "      <td>380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>&gt;MA1417.1</td>\n",
       "      <td>O2</td>\n",
       "      <td>[[1.50147203e-01 6.32973503e-02 1.42296369e-02...</td>\n",
       "      <td>['G', 'T', 'G', 'C', 'C', 'A', 'C', 'G', 'T', ...</td>\n",
       "      <td>['G', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>489 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ID       Name                                             Matrix  \\\n",
       "0    >MA0020.1       Dof2  [[1.         1.         1.         0.         ...   \n",
       "1    >MA0021.1       Dof3  [[1.         1.         1.         0.         ...   \n",
       "2    >MA0034.1       Gam1  [[0.16 0.4  0.12 0.92 1.   0.04 0.12 0.24 0.4 ...   \n",
       "3    >MA0044.1      HMG-1  [[0.         0.         0.         0.         ...   \n",
       "4    >MA0045.1    HMG-I/Y  [[0.21428571 0.5        0.64285714 0.21428571 ...   \n",
       "5    >MA0053.1      MNB1A  [[1.  1.  1.  0.  0.2]\\n [0.  0.  0.  0.  0.6]...   \n",
       "6    >MA0054.1    myb.Ph3  [[0.27142857 0.91428571 0.9        0.05714286 ...   \n",
       "7    >MA0064.1        PBF  [[1.     1.     1.     0.     0.0625]\\n [0.   ...   \n",
       "8    >MA0082.1   squamosa  [[0.36666667 0.         0.8        0.53333333 ...   \n",
       "9    >MA0096.1    bZIP910  [[0.42857143 0.         0.         1.         ...   \n",
       "10   >MA0097.1    bZIP911  [[0.03030303 0.51515152 0.         0.         ...   \n",
       "11   >MA0120.1        id1  [[0.04166667 0.125      0.04166667 0.         ...   \n",
       "12   >MA0121.1      ARR10  [[0.93333333 0.         0.93333333 0.         ...   \n",
       "13   >MA0123.1       abi4  [[0.         0.24489796 0.         0.         ...   \n",
       "14   >MA0127.1       PEND  [[0.71428571 0.14285714 0.02380952 0.0952381  ...   \n",
       "15   >MA0128.1     EmBP-1  [[0.69230769 0.07692308 1.         0.         ...   \n",
       "16   >MA0129.1      TGA1A  [[0.26666667 0.86666667 0.         0.13333333 ...   \n",
       "17   >MA0549.1       BZR2  [[0.23232323 0.41414141 0.         0.8989899  ...   \n",
       "18   >MA0551.1        HY5  [[0.321875 0.3375   0.1625   0.028125 0.46875 ...   \n",
       "19   >MA0552.1       PIF1  [[0.3245614  0.21929825 0.30701754 0.46491228 ...   \n",
       "20   >MA0553.1        SMZ  [[0.         0.         0.         0.         ...   \n",
       "21   >MA0554.1       SOC1  [[0.32432432 0.19369369 0.0731982  0.06981982 ...   \n",
       "22   >MA0555.1        SVP  [[0.30434783 0.30434783 0.30434783 0.35869565 ...   \n",
       "23   >MA0556.1        AP3  [[0.3161512  0.28865979 0.16494845 0.         ...   \n",
       "24   >MA0557.1       FHY3  [[0.19574468 0.31914894 0.03829787 0.96170213 ...   \n",
       "25   >MA0558.1        FLC  [[0.44       0.32727273 0.34545455 0.29818182 ...   \n",
       "26   >MA0559.1         PI  [[0.27956989 0.10215054 0.63978495 0.80286738 ...   \n",
       "27   >MA0560.1       PIF3  [[0.39848197 0.11005693 0.03605313 0.         ...   \n",
       "28   >MA0561.1       PIF4  [[0.         1.         0.         0.14626866 ...   \n",
       "29   >MA0562.1       PIF5  [[0.         0.         1.         0.         ...   \n",
       "..         ...        ...                                                ...   \n",
       "459  >MA1396.1      GATA6  [[0.10791367 0.93764988 0.         1.         ...   \n",
       "460  >MA1397.1  At1g74840  [[0.5        0.425      0.07666667 0.065      ...   \n",
       "461  >MA1398.1  At5g47390  [[0.37562604 0.31719533 0.4624374  0.48414023 ...   \n",
       "462  >MA1399.1  At5g08520  [[0.32441472 0.48829431 0.41471572 0.34949833 ...   \n",
       "463  >MA1400.1  At1g19000  [[0.45409015 0.53255426 0.47078464 0.05509182 ...   \n",
       "464  >MA1401.1       EPR1  [[0.42211055 0.70519263 0.99497487 1.         ...   \n",
       "465  >MA1402.1       BPC6  [[0.12765957 0.09574468 0.06914894 0.07978723 ...   \n",
       "466  >MA1403.1       BPC5  [[0.93137255 0.02941176 1.         0.01960784 ...   \n",
       "467  >MA1404.1       BPC1  [[0.15213358 0.8961039  0.0148423  0.92949907 ...   \n",
       "468  >MA0954.2      ATHB7  [[0.15333333 0.08833333 0.78833333 0.93333333 ...   \n",
       "469  >MA1000.2     ERF105  [[0.24573379 0.25426621 0.28668942 0.3225256  ...   \n",
       "470  >MA0586.2      SPL14  [[0.21440823 0.03945111 0.         0.         ...   \n",
       "471  >MA1026.2     ATHB15  [[0.44915254 0.61525424 0.45423729 0.35932203 ...   \n",
       "472  >MA0548.2      AGL15  [[0.22203673 0.08013356 0.02671119 0.14023372 ...   \n",
       "473  >MA0550.2       BZR1  [[0.16156463 0.00680272 0.59693878 0.         ...   \n",
       "474  >MA1059.2       SPL5  [[0.40802676 0.45652174 0.17056856 0.04180602 ...   \n",
       "475  >MA1405.1      SIZF2  [[0.16191162 0.8838     0.00263997 0.03329    ...   \n",
       "476  >MA1406.1      ATHB4  [[2.39200000e-02 8.22550000e-01 9.83480000e-01...   \n",
       "477  >MA1407.1     bZIP14  [[0.40640641 0.43756244 0.01698302 0.01698302 ...   \n",
       "478  >MA1408.1    FaEOBII  [[0.45035    0.21068    0.01124011 0.02313    ...   \n",
       "479  >MA1409.1     OsRR22  [[0.51257    0.8687     0.00486    0.97906979 ...   \n",
       "480  >MA1410.1     StBRC1  [[0.11497885 0.02437    0.00419    0.04402    ...   \n",
       "481  >MA1411.1      TSAR1  [[3.12613126e-01 3.30000000e-02 1.25451255e-01...   \n",
       "482  >MA1412.1      TSAR2  [[1.76748233e-01 2.68700000e-02 1.99798002e-02...   \n",
       "483  >MA1413.1       UIF1  [[4.23700000e-01 5.56050000e-01 8.60790000e-01...   \n",
       "484  >MA1414.1       E2FA  [[2.71536871e-01 2.44658856e-01 1.58511371e-02...   \n",
       "485  >MA1415.1       REF6  [[5.37835639e-01 7.14401953e-01 9.37889883e-01...   \n",
       "486  >MA1085.2     WRKY40  [[0.38034188 0.45726496 1.         0.         ...   \n",
       "487  >MA1416.1    RAMOSA1  [[1.36283470e-01 7.51362835e-01 1.00034739e-01...   \n",
       "488  >MA1417.1         O2  [[1.50147203e-01 6.32973503e-02 1.42296369e-02...   \n",
       "\n",
       "                                                Motifs  \\\n",
       "0                       ['A', 'A', 'A', 'G', 'C', 'A']   \n",
       "1                       ['A', 'A', 'A', 'G', 'Y', 'G']   \n",
       "2    ['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...   \n",
       "3        ['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']   \n",
       "4    ['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...   \n",
       "5                            ['A', 'A', 'A', 'G', 'C']   \n",
       "6        ['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']   \n",
       "7                            ['A', 'A', 'A', 'G', 'Y']   \n",
       "8    ['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...   \n",
       "9                  ['M', 'T', 'G', 'A', 'C', 'G', 'T']   \n",
       "10   ['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "11   ['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...   \n",
       "12            ['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']   \n",
       "13   ['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...   \n",
       "14   ['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...   \n",
       "15            ['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']   \n",
       "16                 ['T', 'A', 'C', 'G', 'T', 'C', 'A']   \n",
       "17   ['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...   \n",
       "18   ['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...   \n",
       "19   ['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...   \n",
       "20            ['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']   \n",
       "21   ['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...   \n",
       "22   ['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...   \n",
       "23   ['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...   \n",
       "24   ['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...   \n",
       "25   ['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...   \n",
       "26   ['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...   \n",
       "27   ['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "28            ['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']   \n",
       "29            ['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']   \n",
       "..                                                 ...   \n",
       "459  ['Y', 'A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', ...   \n",
       "460  ['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...   \n",
       "461  ['W', 'W', 'W', 'A', 'Y', 'C', 'T', 'T', 'A', ...   \n",
       "462  ['A', 'W', 'W', 'R', 'W', 'R', 'G', 'A', 'T', ...   \n",
       "463  ['W', 'W', 'A', 'T', 'G', 'G', 'A', 'T', 'A', ...   \n",
       "464  ['A', 'A', 'A', 'A', 'A', 'T', 'A', 'T', 'C', ...   \n",
       "465  ['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...   \n",
       "466  ['A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', ...   \n",
       "467  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...   \n",
       "468  ['T', 'C', 'A', 'A', 'T', 'G', 'A', 'T', 'T', ...   \n",
       "469  ['G', 'Y', 'G', 'R', 'Y', 'G', 'G', 'C', 'G', ...   \n",
       "470  ['T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', 'A', ...   \n",
       "471  ['A', 'A', 'W', 'W', 'R', 'T', 'A', 'A', 'T', ...   \n",
       "472  ['C', 'T', 'T', 'T', 'C', 'C', 'W', 'T', 'T', ...   \n",
       "473  ['C', 'C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "474  ['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...   \n",
       "475  ['G', 'A', 'C', 'T', 'G', 'A', 'C', 'A', 'G', ...   \n",
       "476  ['Y', 'A', 'A', 'T', 'S', 'A', 'T', 'T', 'G', ...   \n",
       "477  ['A', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'A', ...   \n",
       "478  ['A', 'G', 'T', 'T', 'A', 'G', 'G', 'T', 'A', ...   \n",
       "479  ['A', 'A', 'G', 'A', 'T', 'A', 'C', 'G', 'S', ...   \n",
       "480  ['G', 'G', 'G', 'G', 'S', 'C', 'C', 'M', 'C', ...   \n",
       "481  ['A', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...   \n",
       "482  ['T', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...   \n",
       "483  ['A', 'A', 'A', 'G', 'A', 'T', 'T', 'C', 'C', ...   \n",
       "484  ['T', 'G', 'G', 'C', 'G', 'C', 'C', 'A', 'A', ...   \n",
       "485  ['R', 'A', 'A', 'A', 'C', 'A', 'G', 'A', 'G', ...   \n",
       "486  ['A', 'A', 'A', 'G', 'T', 'C', 'A', 'A', 'A', ...   \n",
       "487  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...   \n",
       "488  ['G', 'T', 'G', 'C', 'C', 'A', 'C', 'G', 'T', ...   \n",
       "\n",
       "                                     ReverseComplement  Genome  \n",
       "0                       ['T', 'G', 'C', 'T', 'T', 'T']       5  \n",
       "1                       ['C', 'R', 'C', 'T', 'T', 'T']       1  \n",
       "2    ['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...      91  \n",
       "3        ['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']   21726  \n",
       "4    ['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...   25575  \n",
       "5                            ['G', 'C', 'T', 'T', 'T']      79  \n",
       "6        ['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']    7181  \n",
       "7                            ['R', 'C', 'T', 'T', 'T']       2  \n",
       "8    ['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...   27431  \n",
       "9                  ['A', 'C', 'G', 'T', 'C', 'A', 'K']     957  \n",
       "10   ['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...   29717  \n",
       "11   ['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...     178  \n",
       "12            ['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']    4041  \n",
       "13   ['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...      20  \n",
       "14   ['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...      13  \n",
       "15            ['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']     103  \n",
       "16                 ['T', 'G', 'A', 'C', 'G', 'T', 'A']    8031  \n",
       "17   ['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...      22  \n",
       "18   ['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...     551  \n",
       "19   ['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...    3780  \n",
       "20            ['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']    2411  \n",
       "21   ['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...       1  \n",
       "22   ['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...     170  \n",
       "23   ['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...       1  \n",
       "24   ['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...       9  \n",
       "25   ['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...     165  \n",
       "26   ['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...     375  \n",
       "27   ['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...       8  \n",
       "28            ['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']       2  \n",
       "29            ['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']      42  \n",
       "..                                                 ...     ...  \n",
       "459  ['A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', 'A', ...    7144  \n",
       "460  ['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'C', 'A', ...       6  \n",
       "461  ['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...       5  \n",
       "462  ['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'Y', 'W', ...     394  \n",
       "463  ['A', 'A', 'C', 'C', 'T', 'T', 'A', 'T', 'C', ...      35  \n",
       "464  ['T', 'A', 'A', 'G', 'A', 'T', 'A', 'T', 'T', ...       3  \n",
       "465  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...     545  \n",
       "466  ['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...       3  \n",
       "467  ['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...       6  \n",
       "468  ['A', 'A', 'Y', 'C', 'A', 'A', 'T', 'C', 'A', ...     617  \n",
       "469  ['C', 'K', 'C', 'C', 'G', 'C', 'C', 'G', 'C', ...      64  \n",
       "470  ['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...     734  \n",
       "471  ['R', 'T', 'K', 'A', 'T', 'C', 'A', 'T', 'T', ...       3  \n",
       "472  ['A', 'C', 'T', 'T', 'W', 'C', 'C', 'A', 'A', ...     459  \n",
       "473  ['A', 'A', 'A', 'A', 'A', 'N', 'A', 'N', 'T', ...     124  \n",
       "474  ['G', 'T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', ...      56  \n",
       "475  ['A', 'C', 'T', 'G', 'T', 'C', 'A', 'G', 'T', ...      91  \n",
       "476  ['S', 'C', 'A', 'A', 'T', 'S', 'A', 'T', 'T', ...      11  \n",
       "477  ['D', 'T', 'A', 'C', 'G', 'T', 'C', 'A', 'T', ...     901  \n",
       "478  ['N', 'T', 'A', 'C', 'C', 'T', 'A', 'A', 'C', ...     269  \n",
       "479  ['A', 'S', 'C', 'G', 'T', 'A', 'T', 'C', 'T', ...     450  \n",
       "480  ['G', 'G', 'K', 'G', 'G', 'S', 'C', 'C', 'C', ...      63  \n",
       "481  ['Y', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...      39  \n",
       "482  ['C', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...      59  \n",
       "483  ['Y', 'G', 'G', 'A', 'A', 'T', 'C', 'T', 'T', ...      39  \n",
       "484  ['T', 'T', 'T', 'G', 'G', 'C', 'G', 'C', 'C', ...     283  \n",
       "485  ['T', 'N', 'C', 'T', 'C', 'T', 'G', 'T', 'T', ...      34  \n",
       "486  ['T', 'T', 'T', 'T', 'G', 'A', 'C', 'T', 'T', ...     785  \n",
       "487  ['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...     380  \n",
       "488  ['G', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...       3  \n",
       "\n",
       "[489 rows x 6 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Genome'] = 0\n",
    "i = genoma.groupby(['ID']).count()\n",
    "df['Genome'] = i['5l3l'].values.copy()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gene</th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Motifs</th>\n",
       "      <th>ReverseComplement</th>\n",
       "      <th>5l3l</th>\n",
       "      <th>3l5l</th>\n",
       "      <th>Mean</th>\n",
       "      <th>SUM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0020.1</td>\n",
       "      <td>Dof2</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0021.1</td>\n",
       "      <td>Dof3</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y', 'G']</td>\n",
       "      <td>['C', 'R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0034.1</td>\n",
       "      <td>Gam1</td>\n",
       "      <td>['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...</td>\n",
       "      <td>['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0044.1</td>\n",
       "      <td>HMG-1</td>\n",
       "      <td>['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']</td>\n",
       "      <td>['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0045.1</td>\n",
       "      <td>HMG-I/Y</td>\n",
       "      <td>['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...</td>\n",
       "      <td>['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0053.1</td>\n",
       "      <td>MNB1A</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0054.1</td>\n",
       "      <td>myb.Ph3</td>\n",
       "      <td>['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']</td>\n",
       "      <td>['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0064.1</td>\n",
       "      <td>PBF</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y']</td>\n",
       "      <td>['R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0082.1</td>\n",
       "      <td>squamosa</td>\n",
       "      <td>['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...</td>\n",
       "      <td>['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0096.1</td>\n",
       "      <td>bZIP910</td>\n",
       "      <td>['M', 'T', 'G', 'A', 'C', 'G', 'T']</td>\n",
       "      <td>['A', 'C', 'G', 'T', 'C', 'A', 'K']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0097.1</td>\n",
       "      <td>bZIP911</td>\n",
       "      <td>['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0120.1</td>\n",
       "      <td>id1</td>\n",
       "      <td>['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...</td>\n",
       "      <td>['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0121.1</td>\n",
       "      <td>ARR10</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']</td>\n",
       "      <td>['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0123.1</td>\n",
       "      <td>abi4</td>\n",
       "      <td>['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...</td>\n",
       "      <td>['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0127.1</td>\n",
       "      <td>PEND</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...</td>\n",
       "      <td>['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0128.1</td>\n",
       "      <td>EmBP-1</td>\n",
       "      <td>['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0129.1</td>\n",
       "      <td>TGA1A</td>\n",
       "      <td>['T', 'A', 'C', 'G', 'T', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'A', 'C', 'G', 'T', 'A']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0549.1</td>\n",
       "      <td>BZR2</td>\n",
       "      <td>['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...</td>\n",
       "      <td>['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0551.1</td>\n",
       "      <td>HY5</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0552.1</td>\n",
       "      <td>PIF1</td>\n",
       "      <td>['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0553.1</td>\n",
       "      <td>SMZ</td>\n",
       "      <td>['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']</td>\n",
       "      <td>['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0554.1</td>\n",
       "      <td>SOC1</td>\n",
       "      <td>['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0555.1</td>\n",
       "      <td>SVP</td>\n",
       "      <td>['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...</td>\n",
       "      <td>['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0556.1</td>\n",
       "      <td>AP3</td>\n",
       "      <td>['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...</td>\n",
       "      <td>['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0557.1</td>\n",
       "      <td>FHY3</td>\n",
       "      <td>['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...</td>\n",
       "      <td>['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0558.1</td>\n",
       "      <td>FLC</td>\n",
       "      <td>['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0559.1</td>\n",
       "      <td>PI</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...</td>\n",
       "      <td>['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0560.1</td>\n",
       "      <td>PIF3</td>\n",
       "      <td>['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0561.1</td>\n",
       "      <td>PIF4</td>\n",
       "      <td>['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NaN</td>\n",
       "      <td>&gt;MA0562.1</td>\n",
       "      <td>PIF5</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']</td>\n",
       "      <td>['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1499</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0020.1</td>\n",
       "      <td>Dof2</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>[880]</td>\n",
       "      <td>[1227]</td>\n",
       "      <td>1053.500000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1500</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0021.1</td>\n",
       "      <td>Dof3</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y', 'G']</td>\n",
       "      <td>['C', 'R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>[600, 899]</td>\n",
       "      <td>[]</td>\n",
       "      <td>749.500000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1501</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0053.1</td>\n",
       "      <td>MNB1A</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>[880, 1186]</td>\n",
       "      <td>[1228]</td>\n",
       "      <td>1098.000000</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1502</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0064.1</td>\n",
       "      <td>PBF</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y']</td>\n",
       "      <td>['R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>[77, 210, 224, 600, 693, 832, 880, 899, 1186]</td>\n",
       "      <td>[311, 1228, 1353, 1617, 1938]</td>\n",
       "      <td>860.571429</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1503</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0096.1</td>\n",
       "      <td>bZIP910</td>\n",
       "      <td>['M', 'T', 'G', 'A', 'C', 'G', 'T']</td>\n",
       "      <td>['A', 'C', 'G', 'T', 'C', 'A', 'K']</td>\n",
       "      <td>[491]</td>\n",
       "      <td>[]</td>\n",
       "      <td>491.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1504</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0129.1</td>\n",
       "      <td>TGA1A</td>\n",
       "      <td>['T', 'A', 'C', 'G', 'T', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'A', 'C', 'G', 'T', 'A']</td>\n",
       "      <td>[]</td>\n",
       "      <td>[492]</td>\n",
       "      <td>492.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1505</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0932.1</td>\n",
       "      <td>AHL12</td>\n",
       "      <td>['A', 'A', 'W', 'W', 'W', 'W', 'T', 'T']</td>\n",
       "      <td>['A', 'A', 'W', 'W', 'W', 'W', 'T', 'T']</td>\n",
       "      <td>[96, 652, 885, 1108, 1146, 1399, 1408]</td>\n",
       "      <td>[96, 652, 885, 1108, 1146, 1399, 1408]</td>\n",
       "      <td>956.285714</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1506</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0933.1</td>\n",
       "      <td>AHL20</td>\n",
       "      <td>['A', 'A', 'T', 'T', 'A', 'A', 'W', 'T']</td>\n",
       "      <td>['A', 'W', 'T', 'T', 'A', 'A', 'T', 'T']</td>\n",
       "      <td>[88]</td>\n",
       "      <td>[1273]</td>\n",
       "      <td>680.500000</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1507</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0934.1</td>\n",
       "      <td>AHL25</td>\n",
       "      <td>['A', 'W', 'T', 'T', 'A', 'A', 'W', 'T']</td>\n",
       "      <td>['A', 'W', 'T', 'T', 'A', 'A', 'W', 'T']</td>\n",
       "      <td>[88, 109, 1273, 1302, 1497]</td>\n",
       "      <td>[88, 109, 1273, 1302, 1497]</td>\n",
       "      <td>853.800000</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1508</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0951.1</td>\n",
       "      <td>ATHB-16</td>\n",
       "      <td>['T', 'A', 'A', 'T', 'M', 'A', 'T', 'T']</td>\n",
       "      <td>['A', 'A', 'T', 'K', 'A', 'T', 'T', 'A']</td>\n",
       "      <td>[1145, 1398]</td>\n",
       "      <td>[852]</td>\n",
       "      <td>1131.666667</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1509</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0952.1</td>\n",
       "      <td>ATHB-51</td>\n",
       "      <td>['A', 'A', 'T', 'W', 'A', 'T', 'T', 'G']</td>\n",
       "      <td>['C', 'A', 'A', 'T', 'W', 'A', 'T', 'T']</td>\n",
       "      <td>[]</td>\n",
       "      <td>[884]</td>\n",
       "      <td>884.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1510</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0965.1</td>\n",
       "      <td>BIM2</td>\n",
       "      <td>['N', 'K', 'C', 'A', 'C', 'G', 'T', 'G', 'M', ...</td>\n",
       "      <td>['N', 'K', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...</td>\n",
       "      <td>[1747]</td>\n",
       "      <td>[]</td>\n",
       "      <td>1747.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1511</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0972.1</td>\n",
       "      <td>CCA1</td>\n",
       "      <td>['A', 'A', 'A', 'T', 'A', 'T', 'C', 'T']</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'A', 'T', 'T', 'T']</td>\n",
       "      <td>[1436]</td>\n",
       "      <td>[]</td>\n",
       "      <td>1436.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1512</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0977.1</td>\n",
       "      <td>DOF2.5</td>\n",
       "      <td>['A', 'W', 'A', 'A', 'A', 'G', 'T', 'G']</td>\n",
       "      <td>['C', 'A', 'C', 'T', 'T', 'T', 'W', 'T']</td>\n",
       "      <td>[598]</td>\n",
       "      <td>[]</td>\n",
       "      <td>598.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1513</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0981.1</td>\n",
       "      <td>DOF1.8</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N', ...</td>\n",
       "      <td>['N', 'N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...</td>\n",
       "      <td>[74, 221, 597]</td>\n",
       "      <td>[1615, 1936]</td>\n",
       "      <td>888.600000</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1514</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0982.1</td>\n",
       "      <td>DOF2.4</td>\n",
       "      <td>['A', 'W', 'A', 'A', 'A', 'G', 'T']</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'T', 'W', 'T']</td>\n",
       "      <td>[75, 222, 598]</td>\n",
       "      <td>[1617, 1938]</td>\n",
       "      <td>890.000000</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1515</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0983.1</td>\n",
       "      <td>DOF5.6</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'M', 'G', 'T']</td>\n",
       "      <td>['A', 'C', 'K', 'T', 'T', 'W', 'T', 'N']</td>\n",
       "      <td>[74, 221, 597, 959]</td>\n",
       "      <td>[963, 1617, 1938]</td>\n",
       "      <td>909.857143</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1516</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0987.1</td>\n",
       "      <td>PHYPADRAFT_140773</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N', ...</td>\n",
       "      <td>['N', 'N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...</td>\n",
       "      <td>[74, 221, 597]</td>\n",
       "      <td>[1615, 1936]</td>\n",
       "      <td>888.600000</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1517</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA0989.1</td>\n",
       "      <td>PHYPADRAFT_153324</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N']</td>\n",
       "      <td>['N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', 'N']</td>\n",
       "      <td>[74, 221, 597]</td>\n",
       "      <td>[1616, 1937]</td>\n",
       "      <td>889.000000</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1518</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA1016.1</td>\n",
       "      <td>GATA15</td>\n",
       "      <td>['N', 'A', 'T', 'G', 'A', 'T', 'C', 'A', 'N']</td>\n",
       "      <td>['N', 'T', 'G', 'A', 'T', 'C', 'A', 'T', 'N']</td>\n",
       "      <td>[739]</td>\n",
       "      <td>[]</td>\n",
       "      <td>739.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1519</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA1022.1</td>\n",
       "      <td>PHYPADRAFT_38837</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'G', ...</td>\n",
       "      <td>['N', 'C', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...</td>\n",
       "      <td>[597]</td>\n",
       "      <td>[]</td>\n",
       "      <td>597.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1520</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA1027.1</td>\n",
       "      <td>KAN1</td>\n",
       "      <td>['A', 'N', 'W', 'T', 'A', 'T', 'T', 'C']</td>\n",
       "      <td>['G', 'A', 'A', 'T', 'A', 'W', 'N', 'T']</td>\n",
       "      <td>[981, 1058, 1109]</td>\n",
       "      <td>[1243, 1359]</td>\n",
       "      <td>1150.000000</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1521</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA1030.1</td>\n",
       "      <td>P0510F09.23</td>\n",
       "      <td>['W', 'R', 'M', 'C', 'C', 'T', 'A', 'R', 'N', ...</td>\n",
       "      <td>['N', 'N', 'Y', 'T', 'A', 'G', 'G', 'K', 'Y', ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[482]</td>\n",
       "      <td>482.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1522</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA1047.1</td>\n",
       "      <td>TGA5</td>\n",
       "      <td>['A', 'T', 'G', 'A', 'C', 'G', 'T', 'A']</td>\n",
       "      <td>['T', 'A', 'C', 'G', 'T', 'C', 'A', 'T']</td>\n",
       "      <td>[491]</td>\n",
       "      <td>[]</td>\n",
       "      <td>491.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1523</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA1071.1</td>\n",
       "      <td>DOF5.3</td>\n",
       "      <td>['N', 'A', 'W', 'A', 'A', 'M', 'G']</td>\n",
       "      <td>['C', 'K', 'T', 'T', 'W', 'T', 'N']</td>\n",
       "      <td>[62, 74, 221, 451, 597, 717, 959, 1783]</td>\n",
       "      <td>[570, 964, 1001, 1077, 1442, 1618, 1834, 1840,...</td>\n",
       "      <td>1063.000000</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1524</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA1073.1</td>\n",
       "      <td>TRB2</td>\n",
       "      <td>['W', 'R', 'M', 'C', 'C', 'T', 'A', 'R']</td>\n",
       "      <td>['Y', 'T', 'A', 'G', 'G', 'K', 'Y', 'W']</td>\n",
       "      <td>[]</td>\n",
       "      <td>[484]</td>\n",
       "      <td>484.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1525</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA1202.1</td>\n",
       "      <td>AGL55</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'G', 'T', 'G', 'A']</td>\n",
       "      <td>[541]</td>\n",
       "      <td>[]</td>\n",
       "      <td>541.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1526</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA1276.1</td>\n",
       "      <td>AT3G52440</td>\n",
       "      <td>['S', 'A', 'W', 'A', 'A', 'A', 'G', 'K', 'K', ...</td>\n",
       "      <td>['T', 'T', 'K', 'K', 'C', 'T', 'T', 'T', 'W', ...</td>\n",
       "      <td>[597]</td>\n",
       "      <td>[]</td>\n",
       "      <td>597.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1527</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA1322.1</td>\n",
       "      <td>SPL9</td>\n",
       "      <td>['A', 'T', 'T', 'G', 'T', 'A', 'C', 'K', 'K', ...</td>\n",
       "      <td>['A', 'W', 'K', 'K', 'G', 'T', 'A', 'C', 'A', ...</td>\n",
       "      <td>[]</td>\n",
       "      <td>[132]</td>\n",
       "      <td>132.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1528</th>\n",
       "      <td>Vigun09g215600</td>\n",
       "      <td>&gt;MA1399.1</td>\n",
       "      <td>At5g08520</td>\n",
       "      <td>['A', 'W', 'W', 'R', 'W', 'R', 'G', 'A', 'T', ...</td>\n",
       "      <td>['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'Y', 'W', ...</td>\n",
       "      <td>[1783]</td>\n",
       "      <td>[]</td>\n",
       "      <td>1783.000000</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1529 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                Gene         ID               Name  \\\n",
       "0                NaN  >MA0020.1               Dof2   \n",
       "1                NaN  >MA0021.1               Dof3   \n",
       "2                NaN  >MA0034.1               Gam1   \n",
       "3                NaN  >MA0044.1              HMG-1   \n",
       "4                NaN  >MA0045.1            HMG-I/Y   \n",
       "5                NaN  >MA0053.1              MNB1A   \n",
       "6                NaN  >MA0054.1            myb.Ph3   \n",
       "7                NaN  >MA0064.1                PBF   \n",
       "8                NaN  >MA0082.1           squamosa   \n",
       "9                NaN  >MA0096.1            bZIP910   \n",
       "10               NaN  >MA0097.1            bZIP911   \n",
       "11               NaN  >MA0120.1                id1   \n",
       "12               NaN  >MA0121.1              ARR10   \n",
       "13               NaN  >MA0123.1               abi4   \n",
       "14               NaN  >MA0127.1               PEND   \n",
       "15               NaN  >MA0128.1             EmBP-1   \n",
       "16               NaN  >MA0129.1              TGA1A   \n",
       "17               NaN  >MA0549.1               BZR2   \n",
       "18               NaN  >MA0551.1                HY5   \n",
       "19               NaN  >MA0552.1               PIF1   \n",
       "20               NaN  >MA0553.1                SMZ   \n",
       "21               NaN  >MA0554.1               SOC1   \n",
       "22               NaN  >MA0555.1                SVP   \n",
       "23               NaN  >MA0556.1                AP3   \n",
       "24               NaN  >MA0557.1               FHY3   \n",
       "25               NaN  >MA0558.1                FLC   \n",
       "26               NaN  >MA0559.1                 PI   \n",
       "27               NaN  >MA0560.1               PIF3   \n",
       "28               NaN  >MA0561.1               PIF4   \n",
       "29               NaN  >MA0562.1               PIF5   \n",
       "...              ...        ...                ...   \n",
       "1499  Vigun09g215600  >MA0020.1               Dof2   \n",
       "1500  Vigun09g215600  >MA0021.1               Dof3   \n",
       "1501  Vigun09g215600  >MA0053.1              MNB1A   \n",
       "1502  Vigun09g215600  >MA0064.1                PBF   \n",
       "1503  Vigun09g215600  >MA0096.1            bZIP910   \n",
       "1504  Vigun09g215600  >MA0129.1              TGA1A   \n",
       "1505  Vigun09g215600  >MA0932.1              AHL12   \n",
       "1506  Vigun09g215600  >MA0933.1              AHL20   \n",
       "1507  Vigun09g215600  >MA0934.1              AHL25   \n",
       "1508  Vigun09g215600  >MA0951.1            ATHB-16   \n",
       "1509  Vigun09g215600  >MA0952.1            ATHB-51   \n",
       "1510  Vigun09g215600  >MA0965.1               BIM2   \n",
       "1511  Vigun09g215600  >MA0972.1               CCA1   \n",
       "1512  Vigun09g215600  >MA0977.1             DOF2.5   \n",
       "1513  Vigun09g215600  >MA0981.1             DOF1.8   \n",
       "1514  Vigun09g215600  >MA0982.1             DOF2.4   \n",
       "1515  Vigun09g215600  >MA0983.1             DOF5.6   \n",
       "1516  Vigun09g215600  >MA0987.1  PHYPADRAFT_140773   \n",
       "1517  Vigun09g215600  >MA0989.1  PHYPADRAFT_153324   \n",
       "1518  Vigun09g215600  >MA1016.1             GATA15   \n",
       "1519  Vigun09g215600  >MA1022.1   PHYPADRAFT_38837   \n",
       "1520  Vigun09g215600  >MA1027.1               KAN1   \n",
       "1521  Vigun09g215600  >MA1030.1        P0510F09.23   \n",
       "1522  Vigun09g215600  >MA1047.1               TGA5   \n",
       "1523  Vigun09g215600  >MA1071.1             DOF5.3   \n",
       "1524  Vigun09g215600  >MA1073.1               TRB2   \n",
       "1525  Vigun09g215600  >MA1202.1              AGL55   \n",
       "1526  Vigun09g215600  >MA1276.1          AT3G52440   \n",
       "1527  Vigun09g215600  >MA1322.1               SPL9   \n",
       "1528  Vigun09g215600  >MA1399.1          At5g08520   \n",
       "\n",
       "                                                 Motifs  \\\n",
       "0                        ['A', 'A', 'A', 'G', 'C', 'A']   \n",
       "1                        ['A', 'A', 'A', 'G', 'Y', 'G']   \n",
       "2     ['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...   \n",
       "3         ['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']   \n",
       "4     ['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...   \n",
       "5                             ['A', 'A', 'A', 'G', 'C']   \n",
       "6         ['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']   \n",
       "7                             ['A', 'A', 'A', 'G', 'Y']   \n",
       "8     ['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...   \n",
       "9                   ['M', 'T', 'G', 'A', 'C', 'G', 'T']   \n",
       "10    ['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "11    ['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...   \n",
       "12             ['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']   \n",
       "13    ['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...   \n",
       "14    ['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...   \n",
       "15             ['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']   \n",
       "16                  ['T', 'A', 'C', 'G', 'T', 'C', 'A']   \n",
       "17    ['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...   \n",
       "18    ['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...   \n",
       "19    ['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...   \n",
       "20             ['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']   \n",
       "21    ['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...   \n",
       "22    ['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...   \n",
       "23    ['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...   \n",
       "24    ['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...   \n",
       "25    ['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...   \n",
       "26    ['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...   \n",
       "27    ['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "28             ['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']   \n",
       "29             ['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']   \n",
       "...                                                 ...   \n",
       "1499                     ['A', 'A', 'A', 'G', 'C', 'A']   \n",
       "1500                     ['A', 'A', 'A', 'G', 'Y', 'G']   \n",
       "1501                          ['A', 'A', 'A', 'G', 'C']   \n",
       "1502                          ['A', 'A', 'A', 'G', 'Y']   \n",
       "1503                ['M', 'T', 'G', 'A', 'C', 'G', 'T']   \n",
       "1504                ['T', 'A', 'C', 'G', 'T', 'C', 'A']   \n",
       "1505           ['A', 'A', 'W', 'W', 'W', 'W', 'T', 'T']   \n",
       "1506           ['A', 'A', 'T', 'T', 'A', 'A', 'W', 'T']   \n",
       "1507           ['A', 'W', 'T', 'T', 'A', 'A', 'W', 'T']   \n",
       "1508           ['T', 'A', 'A', 'T', 'M', 'A', 'T', 'T']   \n",
       "1509           ['A', 'A', 'T', 'W', 'A', 'T', 'T', 'G']   \n",
       "1510  ['N', 'K', 'C', 'A', 'C', 'G', 'T', 'G', 'M', ...   \n",
       "1511           ['A', 'A', 'A', 'T', 'A', 'T', 'C', 'T']   \n",
       "1512           ['A', 'W', 'A', 'A', 'A', 'G', 'T', 'G']   \n",
       "1513  ['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N', ...   \n",
       "1514                ['A', 'W', 'A', 'A', 'A', 'G', 'T']   \n",
       "1515           ['N', 'A', 'W', 'A', 'A', 'M', 'G', 'T']   \n",
       "1516  ['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N', ...   \n",
       "1517      ['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'N']   \n",
       "1518      ['N', 'A', 'T', 'G', 'A', 'T', 'C', 'A', 'N']   \n",
       "1519  ['N', 'A', 'W', 'A', 'A', 'A', 'G', 'T', 'G', ...   \n",
       "1520           ['A', 'N', 'W', 'T', 'A', 'T', 'T', 'C']   \n",
       "1521  ['W', 'R', 'M', 'C', 'C', 'T', 'A', 'R', 'N', ...   \n",
       "1522           ['A', 'T', 'G', 'A', 'C', 'G', 'T', 'A']   \n",
       "1523                ['N', 'A', 'W', 'A', 'A', 'M', 'G']   \n",
       "1524           ['W', 'R', 'M', 'C', 'C', 'T', 'A', 'R']   \n",
       "1525                     ['T', 'C', 'A', 'C', 'C', 'A']   \n",
       "1526  ['S', 'A', 'W', 'A', 'A', 'A', 'G', 'K', 'K', ...   \n",
       "1527  ['A', 'T', 'T', 'G', 'T', 'A', 'C', 'K', 'K', ...   \n",
       "1528  ['A', 'W', 'W', 'R', 'W', 'R', 'G', 'A', 'T', ...   \n",
       "\n",
       "                                      ReverseComplement  \\\n",
       "0                        ['T', 'G', 'C', 'T', 'T', 'T']   \n",
       "1                        ['C', 'R', 'C', 'T', 'T', 'T']   \n",
       "2     ['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...   \n",
       "3         ['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']   \n",
       "4     ['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...   \n",
       "5                             ['G', 'C', 'T', 'T', 'T']   \n",
       "6         ['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']   \n",
       "7                             ['R', 'C', 'T', 'T', 'T']   \n",
       "8     ['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...   \n",
       "9                   ['A', 'C', 'G', 'T', 'C', 'A', 'K']   \n",
       "10    ['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...   \n",
       "11    ['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...   \n",
       "12             ['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']   \n",
       "13    ['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...   \n",
       "14    ['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...   \n",
       "15             ['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']   \n",
       "16                  ['T', 'G', 'A', 'C', 'G', 'T', 'A']   \n",
       "17    ['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "18    ['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...   \n",
       "19    ['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...   \n",
       "20             ['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']   \n",
       "21    ['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...   \n",
       "22    ['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...   \n",
       "23    ['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...   \n",
       "24    ['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...   \n",
       "25    ['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...   \n",
       "26    ['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...   \n",
       "27    ['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...   \n",
       "28             ['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']   \n",
       "29             ['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']   \n",
       "...                                                 ...   \n",
       "1499                     ['T', 'G', 'C', 'T', 'T', 'T']   \n",
       "1500                     ['C', 'R', 'C', 'T', 'T', 'T']   \n",
       "1501                          ['G', 'C', 'T', 'T', 'T']   \n",
       "1502                          ['R', 'C', 'T', 'T', 'T']   \n",
       "1503                ['A', 'C', 'G', 'T', 'C', 'A', 'K']   \n",
       "1504                ['T', 'G', 'A', 'C', 'G', 'T', 'A']   \n",
       "1505           ['A', 'A', 'W', 'W', 'W', 'W', 'T', 'T']   \n",
       "1506           ['A', 'W', 'T', 'T', 'A', 'A', 'T', 'T']   \n",
       "1507           ['A', 'W', 'T', 'T', 'A', 'A', 'W', 'T']   \n",
       "1508           ['A', 'A', 'T', 'K', 'A', 'T', 'T', 'A']   \n",
       "1509           ['C', 'A', 'A', 'T', 'W', 'A', 'T', 'T']   \n",
       "1510  ['N', 'K', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...   \n",
       "1511           ['A', 'G', 'A', 'T', 'A', 'T', 'T', 'T']   \n",
       "1512           ['C', 'A', 'C', 'T', 'T', 'T', 'W', 'T']   \n",
       "1513  ['N', 'N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...   \n",
       "1514                ['A', 'C', 'T', 'T', 'T', 'W', 'T']   \n",
       "1515           ['A', 'C', 'K', 'T', 'T', 'W', 'T', 'N']   \n",
       "1516  ['N', 'N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...   \n",
       "1517      ['N', 'A', 'C', 'T', 'T', 'T', 'W', 'T', 'N']   \n",
       "1518      ['N', 'T', 'G', 'A', 'T', 'C', 'A', 'T', 'N']   \n",
       "1519  ['N', 'C', 'A', 'C', 'T', 'T', 'T', 'W', 'T', ...   \n",
       "1520           ['G', 'A', 'A', 'T', 'A', 'W', 'N', 'T']   \n",
       "1521  ['N', 'N', 'Y', 'T', 'A', 'G', 'G', 'K', 'Y', ...   \n",
       "1522           ['T', 'A', 'C', 'G', 'T', 'C', 'A', 'T']   \n",
       "1523                ['C', 'K', 'T', 'T', 'W', 'T', 'N']   \n",
       "1524           ['Y', 'T', 'A', 'G', 'G', 'K', 'Y', 'W']   \n",
       "1525                     ['T', 'G', 'G', 'T', 'G', 'A']   \n",
       "1526  ['T', 'T', 'K', 'K', 'C', 'T', 'T', 'T', 'W', ...   \n",
       "1527  ['A', 'W', 'K', 'K', 'G', 'T', 'A', 'C', 'A', ...   \n",
       "1528  ['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'Y', 'W', ...   \n",
       "\n",
       "                                               5l3l  \\\n",
       "0                                                 0   \n",
       "1                                                 0   \n",
       "2                                                 0   \n",
       "3                                                 0   \n",
       "4                                                 0   \n",
       "5                                                 0   \n",
       "6                                                 0   \n",
       "7                                                 0   \n",
       "8                                                 0   \n",
       "9                                                 0   \n",
       "10                                                0   \n",
       "11                                                0   \n",
       "12                                                0   \n",
       "13                                                0   \n",
       "14                                                0   \n",
       "15                                                0   \n",
       "16                                                0   \n",
       "17                                                0   \n",
       "18                                                0   \n",
       "19                                                0   \n",
       "20                                                0   \n",
       "21                                                0   \n",
       "22                                                0   \n",
       "23                                                0   \n",
       "24                                                0   \n",
       "25                                                0   \n",
       "26                                                0   \n",
       "27                                                0   \n",
       "28                                                0   \n",
       "29                                                0   \n",
       "...                                             ...   \n",
       "1499                                          [880]   \n",
       "1500                                     [600, 899]   \n",
       "1501                                    [880, 1186]   \n",
       "1502  [77, 210, 224, 600, 693, 832, 880, 899, 1186]   \n",
       "1503                                          [491]   \n",
       "1504                                             []   \n",
       "1505         [96, 652, 885, 1108, 1146, 1399, 1408]   \n",
       "1506                                           [88]   \n",
       "1507                    [88, 109, 1273, 1302, 1497]   \n",
       "1508                                   [1145, 1398]   \n",
       "1509                                             []   \n",
       "1510                                         [1747]   \n",
       "1511                                         [1436]   \n",
       "1512                                          [598]   \n",
       "1513                                 [74, 221, 597]   \n",
       "1514                                 [75, 222, 598]   \n",
       "1515                            [74, 221, 597, 959]   \n",
       "1516                                 [74, 221, 597]   \n",
       "1517                                 [74, 221, 597]   \n",
       "1518                                          [739]   \n",
       "1519                                          [597]   \n",
       "1520                              [981, 1058, 1109]   \n",
       "1521                                             []   \n",
       "1522                                          [491]   \n",
       "1523        [62, 74, 221, 451, 597, 717, 959, 1783]   \n",
       "1524                                             []   \n",
       "1525                                          [541]   \n",
       "1526                                          [597]   \n",
       "1527                                             []   \n",
       "1528                                         [1783]   \n",
       "\n",
       "                                                   3l5l         Mean  SUM  \n",
       "0                                                     0     0.000000    0  \n",
       "1                                                     0     0.000000    0  \n",
       "2                                                     0     0.000000    0  \n",
       "3                                                     0     0.000000    0  \n",
       "4                                                     0     0.000000    0  \n",
       "5                                                     0     0.000000    0  \n",
       "6                                                     0     0.000000    0  \n",
       "7                                                     0     0.000000    0  \n",
       "8                                                     0     0.000000    0  \n",
       "9                                                     0     0.000000    0  \n",
       "10                                                    0     0.000000    0  \n",
       "11                                                    0     0.000000    0  \n",
       "12                                                    0     0.000000    0  \n",
       "13                                                    0     0.000000    0  \n",
       "14                                                    0     0.000000    0  \n",
       "15                                                    0     0.000000    0  \n",
       "16                                                    0     0.000000    0  \n",
       "17                                                    0     0.000000    0  \n",
       "18                                                    0     0.000000    0  \n",
       "19                                                    0     0.000000    0  \n",
       "20                                                    0     0.000000    0  \n",
       "21                                                    0     0.000000    0  \n",
       "22                                                    0     0.000000    0  \n",
       "23                                                    0     0.000000    0  \n",
       "24                                                    0     0.000000    0  \n",
       "25                                                    0     0.000000    0  \n",
       "26                                                    0     0.000000    0  \n",
       "27                                                    0     0.000000    0  \n",
       "28                                                    0     0.000000    0  \n",
       "29                                                    0     0.000000    0  \n",
       "...                                                 ...          ...  ...  \n",
       "1499                                             [1227]  1053.500000    2  \n",
       "1500                                                 []   749.500000    2  \n",
       "1501                                             [1228]  1098.000000    3  \n",
       "1502                      [311, 1228, 1353, 1617, 1938]   860.571429   14  \n",
       "1503                                                 []   491.000000    1  \n",
       "1504                                              [492]   492.000000    1  \n",
       "1505             [96, 652, 885, 1108, 1146, 1399, 1408]   956.285714   14  \n",
       "1506                                             [1273]   680.500000    2  \n",
       "1507                        [88, 109, 1273, 1302, 1497]   853.800000   10  \n",
       "1508                                              [852]  1131.666667    3  \n",
       "1509                                              [884]   884.000000    1  \n",
       "1510                                                 []  1747.000000    1  \n",
       "1511                                                 []  1436.000000    1  \n",
       "1512                                                 []   598.000000    1  \n",
       "1513                                       [1615, 1936]   888.600000    5  \n",
       "1514                                       [1617, 1938]   890.000000    5  \n",
       "1515                                  [963, 1617, 1938]   909.857143    7  \n",
       "1516                                       [1615, 1936]   888.600000    5  \n",
       "1517                                       [1616, 1937]   889.000000    5  \n",
       "1518                                                 []   739.000000    1  \n",
       "1519                                                 []   597.000000    1  \n",
       "1520                                       [1243, 1359]  1150.000000    5  \n",
       "1521                                              [482]   482.000000    1  \n",
       "1522                                                 []   491.000000    1  \n",
       "1523  [570, 964, 1001, 1077, 1442, 1618, 1834, 1840,...  1063.000000   18  \n",
       "1524                                              [484]   484.000000    1  \n",
       "1525                                                 []   541.000000    1  \n",
       "1526                                                 []   597.000000    1  \n",
       "1527                                              [132]   132.000000    1  \n",
       "1528                                                 []  1783.000000    1  \n",
       "\n",
       "[1529 rows x 9 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Importando data frame da analise de fenilpropanoides\n",
    "fenilpropanoides = pd.read_csv(\n",
    "    'Log.csv',\n",
    "    sep=',')\n",
    "fenilpropanoides"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Matrix</th>\n",
       "      <th>Motifs</th>\n",
       "      <th>ReverseComplement</th>\n",
       "      <th>Genome</th>\n",
       "      <th>Cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>&gt;MA0020.1</td>\n",
       "      <td>Dof2</td>\n",
       "      <td>[[1.         1.         1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&gt;MA0021.1</td>\n",
       "      <td>Dof3</td>\n",
       "      <td>[[1.         1.         1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y', 'G']</td>\n",
       "      <td>['C', 'R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&gt;MA0034.1</td>\n",
       "      <td>Gam1</td>\n",
       "      <td>[[0.16 0.4  0.12 0.92 1.   0.04 0.12 0.24 0.4 ...</td>\n",
       "      <td>['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...</td>\n",
       "      <td>['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&gt;MA0044.1</td>\n",
       "      <td>HMG-1</td>\n",
       "      <td>[[0.         0.         0.         0.         ...</td>\n",
       "      <td>['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']</td>\n",
       "      <td>['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']</td>\n",
       "      <td>21726</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&gt;MA0045.1</td>\n",
       "      <td>HMG-I/Y</td>\n",
       "      <td>[[0.21428571 0.5        0.64285714 0.21428571 ...</td>\n",
       "      <td>['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...</td>\n",
       "      <td>['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...</td>\n",
       "      <td>25575</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>&gt;MA0053.1</td>\n",
       "      <td>MNB1A</td>\n",
       "      <td>[[1.  1.  1.  0.  0.2]\\n [0.  0.  0.  0.  0.6]...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>79</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>&gt;MA0054.1</td>\n",
       "      <td>myb.Ph3</td>\n",
       "      <td>[[0.27142857 0.91428571 0.9        0.05714286 ...</td>\n",
       "      <td>['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']</td>\n",
       "      <td>['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']</td>\n",
       "      <td>7181</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>&gt;MA0064.1</td>\n",
       "      <td>PBF</td>\n",
       "      <td>[[1.     1.     1.     0.     0.0625]\\n [0.   ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y']</td>\n",
       "      <td>['R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>&gt;MA0082.1</td>\n",
       "      <td>squamosa</td>\n",
       "      <td>[[0.36666667 0.         0.8        0.53333333 ...</td>\n",
       "      <td>['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...</td>\n",
       "      <td>['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...</td>\n",
       "      <td>27431</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>&gt;MA0096.1</td>\n",
       "      <td>bZIP910</td>\n",
       "      <td>[[0.42857143 0.         0.         1.         ...</td>\n",
       "      <td>['M', 'T', 'G', 'A', 'C', 'G', 'T']</td>\n",
       "      <td>['A', 'C', 'G', 'T', 'C', 'A', 'K']</td>\n",
       "      <td>957</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>&gt;MA0097.1</td>\n",
       "      <td>bZIP911</td>\n",
       "      <td>[[0.03030303 0.51515152 0.         0.         ...</td>\n",
       "      <td>['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...</td>\n",
       "      <td>29717</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>&gt;MA0120.1</td>\n",
       "      <td>id1</td>\n",
       "      <td>[[0.04166667 0.125      0.04166667 0.         ...</td>\n",
       "      <td>['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...</td>\n",
       "      <td>['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...</td>\n",
       "      <td>178</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>&gt;MA0121.1</td>\n",
       "      <td>ARR10</td>\n",
       "      <td>[[0.93333333 0.         0.93333333 0.         ...</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']</td>\n",
       "      <td>['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']</td>\n",
       "      <td>4041</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>&gt;MA0123.1</td>\n",
       "      <td>abi4</td>\n",
       "      <td>[[0.         0.24489796 0.         0.         ...</td>\n",
       "      <td>['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...</td>\n",
       "      <td>['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>&gt;MA0127.1</td>\n",
       "      <td>PEND</td>\n",
       "      <td>[[0.71428571 0.14285714 0.02380952 0.0952381  ...</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...</td>\n",
       "      <td>['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>&gt;MA0128.1</td>\n",
       "      <td>EmBP-1</td>\n",
       "      <td>[[0.69230769 0.07692308 1.         0.         ...</td>\n",
       "      <td>['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>&gt;MA0129.1</td>\n",
       "      <td>TGA1A</td>\n",
       "      <td>[[0.26666667 0.86666667 0.         0.13333333 ...</td>\n",
       "      <td>['T', 'A', 'C', 'G', 'T', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'A', 'C', 'G', 'T', 'A']</td>\n",
       "      <td>8031</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>&gt;MA0549.1</td>\n",
       "      <td>BZR2</td>\n",
       "      <td>[[0.23232323 0.41414141 0.         0.8989899  ...</td>\n",
       "      <td>['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...</td>\n",
       "      <td>['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>&gt;MA0551.1</td>\n",
       "      <td>HY5</td>\n",
       "      <td>[[0.321875 0.3375   0.1625   0.028125 0.46875 ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...</td>\n",
       "      <td>551</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>&gt;MA0552.1</td>\n",
       "      <td>PIF1</td>\n",
       "      <td>[[0.3245614  0.21929825 0.30701754 0.46491228 ...</td>\n",
       "      <td>['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...</td>\n",
       "      <td>3780</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>&gt;MA0553.1</td>\n",
       "      <td>SMZ</td>\n",
       "      <td>[[0.         0.         0.         0.         ...</td>\n",
       "      <td>['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']</td>\n",
       "      <td>['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']</td>\n",
       "      <td>2411</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>&gt;MA0554.1</td>\n",
       "      <td>SOC1</td>\n",
       "      <td>[[0.32432432 0.19369369 0.0731982  0.06981982 ...</td>\n",
       "      <td>['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>&gt;MA0555.1</td>\n",
       "      <td>SVP</td>\n",
       "      <td>[[0.30434783 0.30434783 0.30434783 0.35869565 ...</td>\n",
       "      <td>['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...</td>\n",
       "      <td>['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...</td>\n",
       "      <td>170</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>&gt;MA0556.1</td>\n",
       "      <td>AP3</td>\n",
       "      <td>[[0.3161512  0.28865979 0.16494845 0.         ...</td>\n",
       "      <td>['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...</td>\n",
       "      <td>['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>&gt;MA0557.1</td>\n",
       "      <td>FHY3</td>\n",
       "      <td>[[0.19574468 0.31914894 0.03829787 0.96170213 ...</td>\n",
       "      <td>['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...</td>\n",
       "      <td>['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>&gt;MA0558.1</td>\n",
       "      <td>FLC</td>\n",
       "      <td>[[0.44       0.32727273 0.34545455 0.29818182 ...</td>\n",
       "      <td>['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...</td>\n",
       "      <td>165</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>&gt;MA0559.1</td>\n",
       "      <td>PI</td>\n",
       "      <td>[[0.27956989 0.10215054 0.63978495 0.80286738 ...</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...</td>\n",
       "      <td>['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...</td>\n",
       "      <td>375</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>&gt;MA0560.1</td>\n",
       "      <td>PIF3</td>\n",
       "      <td>[[0.39848197 0.11005693 0.03605313 0.         ...</td>\n",
       "      <td>['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>&gt;MA0561.1</td>\n",
       "      <td>PIF4</td>\n",
       "      <td>[[0.         1.         0.         0.14626866 ...</td>\n",
       "      <td>['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>&gt;MA0562.1</td>\n",
       "      <td>PIF5</td>\n",
       "      <td>[[0.         0.         1.         0.         ...</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']</td>\n",
       "      <td>['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']</td>\n",
       "      <td>42</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>&gt;MA1396.1</td>\n",
       "      <td>GATA6</td>\n",
       "      <td>[[0.10791367 0.93764988 0.         1.         ...</td>\n",
       "      <td>['Y', 'A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', ...</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', 'A', ...</td>\n",
       "      <td>7144</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>&gt;MA1397.1</td>\n",
       "      <td>At1g74840</td>\n",
       "      <td>[[0.5        0.425      0.07666667 0.065      ...</td>\n",
       "      <td>['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...</td>\n",
       "      <td>['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'C', 'A', ...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>&gt;MA1398.1</td>\n",
       "      <td>At5g47390</td>\n",
       "      <td>[[0.37562604 0.31719533 0.4624374  0.48414023 ...</td>\n",
       "      <td>['W', 'W', 'W', 'A', 'Y', 'C', 'T', 'T', 'A', ...</td>\n",
       "      <td>['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>&gt;MA1399.1</td>\n",
       "      <td>At5g08520</td>\n",
       "      <td>[[0.32441472 0.48829431 0.41471572 0.34949833 ...</td>\n",
       "      <td>['A', 'W', 'W', 'R', 'W', 'R', 'G', 'A', 'T', ...</td>\n",
       "      <td>['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'Y', 'W', ...</td>\n",
       "      <td>394</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>&gt;MA1400.1</td>\n",
       "      <td>At1g19000</td>\n",
       "      <td>[[0.45409015 0.53255426 0.47078464 0.05509182 ...</td>\n",
       "      <td>['W', 'W', 'A', 'T', 'G', 'G', 'A', 'T', 'A', ...</td>\n",
       "      <td>['A', 'A', 'C', 'C', 'T', 'T', 'A', 'T', 'C', ...</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>&gt;MA1401.1</td>\n",
       "      <td>EPR1</td>\n",
       "      <td>[[0.42211055 0.70519263 0.99497487 1.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'A', 'A', 'T', 'A', 'T', 'C', ...</td>\n",
       "      <td>['T', 'A', 'A', 'G', 'A', 'T', 'A', 'T', 'T', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>&gt;MA1402.1</td>\n",
       "      <td>BPC6</td>\n",
       "      <td>[[0.12765957 0.09574468 0.06914894 0.07978723 ...</td>\n",
       "      <td>['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>545</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>&gt;MA1403.1</td>\n",
       "      <td>BPC5</td>\n",
       "      <td>[[0.93137255 0.02941176 1.         0.01960784 ...</td>\n",
       "      <td>['A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', ...</td>\n",
       "      <td>['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>&gt;MA1404.1</td>\n",
       "      <td>BPC1</td>\n",
       "      <td>[[0.15213358 0.8961039  0.0148423  0.92949907 ...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>&gt;MA0954.2</td>\n",
       "      <td>ATHB7</td>\n",
       "      <td>[[0.15333333 0.08833333 0.78833333 0.93333333 ...</td>\n",
       "      <td>['T', 'C', 'A', 'A', 'T', 'G', 'A', 'T', 'T', ...</td>\n",
       "      <td>['A', 'A', 'Y', 'C', 'A', 'A', 'T', 'C', 'A', ...</td>\n",
       "      <td>617</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>&gt;MA1000.2</td>\n",
       "      <td>ERF105</td>\n",
       "      <td>[[0.24573379 0.25426621 0.28668942 0.3225256  ...</td>\n",
       "      <td>['G', 'Y', 'G', 'R', 'Y', 'G', 'G', 'C', 'G', ...</td>\n",
       "      <td>['C', 'K', 'C', 'C', 'G', 'C', 'C', 'G', 'C', ...</td>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>&gt;MA0586.2</td>\n",
       "      <td>SPL14</td>\n",
       "      <td>[[0.21440823 0.03945111 0.         0.         ...</td>\n",
       "      <td>['T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', 'A', ...</td>\n",
       "      <td>['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...</td>\n",
       "      <td>734</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>&gt;MA1026.2</td>\n",
       "      <td>ATHB15</td>\n",
       "      <td>[[0.44915254 0.61525424 0.45423729 0.35932203 ...</td>\n",
       "      <td>['A', 'A', 'W', 'W', 'R', 'T', 'A', 'A', 'T', ...</td>\n",
       "      <td>['R', 'T', 'K', 'A', 'T', 'C', 'A', 'T', 'T', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>&gt;MA0548.2</td>\n",
       "      <td>AGL15</td>\n",
       "      <td>[[0.22203673 0.08013356 0.02671119 0.14023372 ...</td>\n",
       "      <td>['C', 'T', 'T', 'T', 'C', 'C', 'W', 'T', 'T', ...</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'W', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>459</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>&gt;MA0550.2</td>\n",
       "      <td>BZR1</td>\n",
       "      <td>[[0.16156463 0.00680272 0.59693878 0.         ...</td>\n",
       "      <td>['C', 'C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['A', 'A', 'A', 'A', 'A', 'N', 'A', 'N', 'T', ...</td>\n",
       "      <td>124</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>&gt;MA1059.2</td>\n",
       "      <td>SPL5</td>\n",
       "      <td>[[0.40802676 0.45652174 0.17056856 0.04180602 ...</td>\n",
       "      <td>['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...</td>\n",
       "      <td>['G', 'T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', ...</td>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>&gt;MA1405.1</td>\n",
       "      <td>SIZF2</td>\n",
       "      <td>[[0.16191162 0.8838     0.00263997 0.03329    ...</td>\n",
       "      <td>['G', 'A', 'C', 'T', 'G', 'A', 'C', 'A', 'G', ...</td>\n",
       "      <td>['A', 'C', 'T', 'G', 'T', 'C', 'A', 'G', 'T', ...</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>&gt;MA1406.1</td>\n",
       "      <td>ATHB4</td>\n",
       "      <td>[[2.39200000e-02 8.22550000e-01 9.83480000e-01...</td>\n",
       "      <td>['Y', 'A', 'A', 'T', 'S', 'A', 'T', 'T', 'G', ...</td>\n",
       "      <td>['S', 'C', 'A', 'A', 'T', 'S', 'A', 'T', 'T', ...</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>&gt;MA1407.1</td>\n",
       "      <td>bZIP14</td>\n",
       "      <td>[[0.40640641 0.43756244 0.01698302 0.01698302 ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'A', ...</td>\n",
       "      <td>['D', 'T', 'A', 'C', 'G', 'T', 'C', 'A', 'T', ...</td>\n",
       "      <td>901</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>&gt;MA1408.1</td>\n",
       "      <td>FaEOBII</td>\n",
       "      <td>[[0.45035    0.21068    0.01124011 0.02313    ...</td>\n",
       "      <td>['A', 'G', 'T', 'T', 'A', 'G', 'G', 'T', 'A', ...</td>\n",
       "      <td>['N', 'T', 'A', 'C', 'C', 'T', 'A', 'A', 'C', ...</td>\n",
       "      <td>269</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>&gt;MA1409.1</td>\n",
       "      <td>OsRR22</td>\n",
       "      <td>[[0.51257    0.8687     0.00486    0.97906979 ...</td>\n",
       "      <td>['A', 'A', 'G', 'A', 'T', 'A', 'C', 'G', 'S', ...</td>\n",
       "      <td>['A', 'S', 'C', 'G', 'T', 'A', 'T', 'C', 'T', ...</td>\n",
       "      <td>450</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>&gt;MA1410.1</td>\n",
       "      <td>StBRC1</td>\n",
       "      <td>[[0.11497885 0.02437    0.00419    0.04402    ...</td>\n",
       "      <td>['G', 'G', 'G', 'G', 'S', 'C', 'C', 'M', 'C', ...</td>\n",
       "      <td>['G', 'G', 'K', 'G', 'G', 'S', 'C', 'C', 'C', ...</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>&gt;MA1411.1</td>\n",
       "      <td>TSAR1</td>\n",
       "      <td>[[3.12613126e-01 3.30000000e-02 1.25451255e-01...</td>\n",
       "      <td>['A', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>['Y', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>&gt;MA1412.1</td>\n",
       "      <td>TSAR2</td>\n",
       "      <td>[[1.76748233e-01 2.68700000e-02 1.99798002e-02...</td>\n",
       "      <td>['T', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>['C', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>59</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>&gt;MA1413.1</td>\n",
       "      <td>UIF1</td>\n",
       "      <td>[[4.23700000e-01 5.56050000e-01 8.60790000e-01...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'A', 'T', 'T', 'C', 'C', ...</td>\n",
       "      <td>['Y', 'G', 'G', 'A', 'A', 'T', 'C', 'T', 'T', ...</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>&gt;MA1414.1</td>\n",
       "      <td>E2FA</td>\n",
       "      <td>[[2.71536871e-01 2.44658856e-01 1.58511371e-02...</td>\n",
       "      <td>['T', 'G', 'G', 'C', 'G', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>['T', 'T', 'T', 'G', 'G', 'C', 'G', 'C', 'C', ...</td>\n",
       "      <td>283</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>&gt;MA1415.1</td>\n",
       "      <td>REF6</td>\n",
       "      <td>[[5.37835639e-01 7.14401953e-01 9.37889883e-01...</td>\n",
       "      <td>['R', 'A', 'A', 'A', 'C', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'N', 'C', 'T', 'C', 'T', 'G', 'T', 'T', ...</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>&gt;MA1085.2</td>\n",
       "      <td>WRKY40</td>\n",
       "      <td>[[0.38034188 0.45726496 1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'T', 'C', 'A', 'A', 'A', ...</td>\n",
       "      <td>['T', 'T', 'T', 'T', 'G', 'A', 'C', 'T', 'T', ...</td>\n",
       "      <td>785</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>&gt;MA1416.1</td>\n",
       "      <td>RAMOSA1</td>\n",
       "      <td>[[1.36283470e-01 7.51362835e-01 1.00034739e-01...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...</td>\n",
       "      <td>380</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>&gt;MA1417.1</td>\n",
       "      <td>O2</td>\n",
       "      <td>[[1.50147203e-01 6.32973503e-02 1.42296369e-02...</td>\n",
       "      <td>['G', 'T', 'G', 'C', 'C', 'A', 'C', 'G', 'T', ...</td>\n",
       "      <td>['G', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>489 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ID       Name                                             Matrix  \\\n",
       "0    >MA0020.1       Dof2  [[1.         1.         1.         0.         ...   \n",
       "1    >MA0021.1       Dof3  [[1.         1.         1.         0.         ...   \n",
       "2    >MA0034.1       Gam1  [[0.16 0.4  0.12 0.92 1.   0.04 0.12 0.24 0.4 ...   \n",
       "3    >MA0044.1      HMG-1  [[0.         0.         0.         0.         ...   \n",
       "4    >MA0045.1    HMG-I/Y  [[0.21428571 0.5        0.64285714 0.21428571 ...   \n",
       "5    >MA0053.1      MNB1A  [[1.  1.  1.  0.  0.2]\\n [0.  0.  0.  0.  0.6]...   \n",
       "6    >MA0054.1    myb.Ph3  [[0.27142857 0.91428571 0.9        0.05714286 ...   \n",
       "7    >MA0064.1        PBF  [[1.     1.     1.     0.     0.0625]\\n [0.   ...   \n",
       "8    >MA0082.1   squamosa  [[0.36666667 0.         0.8        0.53333333 ...   \n",
       "9    >MA0096.1    bZIP910  [[0.42857143 0.         0.         1.         ...   \n",
       "10   >MA0097.1    bZIP911  [[0.03030303 0.51515152 0.         0.         ...   \n",
       "11   >MA0120.1        id1  [[0.04166667 0.125      0.04166667 0.         ...   \n",
       "12   >MA0121.1      ARR10  [[0.93333333 0.         0.93333333 0.         ...   \n",
       "13   >MA0123.1       abi4  [[0.         0.24489796 0.         0.         ...   \n",
       "14   >MA0127.1       PEND  [[0.71428571 0.14285714 0.02380952 0.0952381  ...   \n",
       "15   >MA0128.1     EmBP-1  [[0.69230769 0.07692308 1.         0.         ...   \n",
       "16   >MA0129.1      TGA1A  [[0.26666667 0.86666667 0.         0.13333333 ...   \n",
       "17   >MA0549.1       BZR2  [[0.23232323 0.41414141 0.         0.8989899  ...   \n",
       "18   >MA0551.1        HY5  [[0.321875 0.3375   0.1625   0.028125 0.46875 ...   \n",
       "19   >MA0552.1       PIF1  [[0.3245614  0.21929825 0.30701754 0.46491228 ...   \n",
       "20   >MA0553.1        SMZ  [[0.         0.         0.         0.         ...   \n",
       "21   >MA0554.1       SOC1  [[0.32432432 0.19369369 0.0731982  0.06981982 ...   \n",
       "22   >MA0555.1        SVP  [[0.30434783 0.30434783 0.30434783 0.35869565 ...   \n",
       "23   >MA0556.1        AP3  [[0.3161512  0.28865979 0.16494845 0.         ...   \n",
       "24   >MA0557.1       FHY3  [[0.19574468 0.31914894 0.03829787 0.96170213 ...   \n",
       "25   >MA0558.1        FLC  [[0.44       0.32727273 0.34545455 0.29818182 ...   \n",
       "26   >MA0559.1         PI  [[0.27956989 0.10215054 0.63978495 0.80286738 ...   \n",
       "27   >MA0560.1       PIF3  [[0.39848197 0.11005693 0.03605313 0.         ...   \n",
       "28   >MA0561.1       PIF4  [[0.         1.         0.         0.14626866 ...   \n",
       "29   >MA0562.1       PIF5  [[0.         0.         1.         0.         ...   \n",
       "..         ...        ...                                                ...   \n",
       "459  >MA1396.1      GATA6  [[0.10791367 0.93764988 0.         1.         ...   \n",
       "460  >MA1397.1  At1g74840  [[0.5        0.425      0.07666667 0.065      ...   \n",
       "461  >MA1398.1  At5g47390  [[0.37562604 0.31719533 0.4624374  0.48414023 ...   \n",
       "462  >MA1399.1  At5g08520  [[0.32441472 0.48829431 0.41471572 0.34949833 ...   \n",
       "463  >MA1400.1  At1g19000  [[0.45409015 0.53255426 0.47078464 0.05509182 ...   \n",
       "464  >MA1401.1       EPR1  [[0.42211055 0.70519263 0.99497487 1.         ...   \n",
       "465  >MA1402.1       BPC6  [[0.12765957 0.09574468 0.06914894 0.07978723 ...   \n",
       "466  >MA1403.1       BPC5  [[0.93137255 0.02941176 1.         0.01960784 ...   \n",
       "467  >MA1404.1       BPC1  [[0.15213358 0.8961039  0.0148423  0.92949907 ...   \n",
       "468  >MA0954.2      ATHB7  [[0.15333333 0.08833333 0.78833333 0.93333333 ...   \n",
       "469  >MA1000.2     ERF105  [[0.24573379 0.25426621 0.28668942 0.3225256  ...   \n",
       "470  >MA0586.2      SPL14  [[0.21440823 0.03945111 0.         0.         ...   \n",
       "471  >MA1026.2     ATHB15  [[0.44915254 0.61525424 0.45423729 0.35932203 ...   \n",
       "472  >MA0548.2      AGL15  [[0.22203673 0.08013356 0.02671119 0.14023372 ...   \n",
       "473  >MA0550.2       BZR1  [[0.16156463 0.00680272 0.59693878 0.         ...   \n",
       "474  >MA1059.2       SPL5  [[0.40802676 0.45652174 0.17056856 0.04180602 ...   \n",
       "475  >MA1405.1      SIZF2  [[0.16191162 0.8838     0.00263997 0.03329    ...   \n",
       "476  >MA1406.1      ATHB4  [[2.39200000e-02 8.22550000e-01 9.83480000e-01...   \n",
       "477  >MA1407.1     bZIP14  [[0.40640641 0.43756244 0.01698302 0.01698302 ...   \n",
       "478  >MA1408.1    FaEOBII  [[0.45035    0.21068    0.01124011 0.02313    ...   \n",
       "479  >MA1409.1     OsRR22  [[0.51257    0.8687     0.00486    0.97906979 ...   \n",
       "480  >MA1410.1     StBRC1  [[0.11497885 0.02437    0.00419    0.04402    ...   \n",
       "481  >MA1411.1      TSAR1  [[3.12613126e-01 3.30000000e-02 1.25451255e-01...   \n",
       "482  >MA1412.1      TSAR2  [[1.76748233e-01 2.68700000e-02 1.99798002e-02...   \n",
       "483  >MA1413.1       UIF1  [[4.23700000e-01 5.56050000e-01 8.60790000e-01...   \n",
       "484  >MA1414.1       E2FA  [[2.71536871e-01 2.44658856e-01 1.58511371e-02...   \n",
       "485  >MA1415.1       REF6  [[5.37835639e-01 7.14401953e-01 9.37889883e-01...   \n",
       "486  >MA1085.2     WRKY40  [[0.38034188 0.45726496 1.         0.         ...   \n",
       "487  >MA1416.1    RAMOSA1  [[1.36283470e-01 7.51362835e-01 1.00034739e-01...   \n",
       "488  >MA1417.1         O2  [[1.50147203e-01 6.32973503e-02 1.42296369e-02...   \n",
       "\n",
       "                                                Motifs  \\\n",
       "0                       ['A', 'A', 'A', 'G', 'C', 'A']   \n",
       "1                       ['A', 'A', 'A', 'G', 'Y', 'G']   \n",
       "2    ['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...   \n",
       "3        ['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']   \n",
       "4    ['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...   \n",
       "5                            ['A', 'A', 'A', 'G', 'C']   \n",
       "6        ['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']   \n",
       "7                            ['A', 'A', 'A', 'G', 'Y']   \n",
       "8    ['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...   \n",
       "9                  ['M', 'T', 'G', 'A', 'C', 'G', 'T']   \n",
       "10   ['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "11   ['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...   \n",
       "12            ['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']   \n",
       "13   ['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...   \n",
       "14   ['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...   \n",
       "15            ['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']   \n",
       "16                 ['T', 'A', 'C', 'G', 'T', 'C', 'A']   \n",
       "17   ['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...   \n",
       "18   ['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...   \n",
       "19   ['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...   \n",
       "20            ['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']   \n",
       "21   ['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...   \n",
       "22   ['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...   \n",
       "23   ['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...   \n",
       "24   ['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...   \n",
       "25   ['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...   \n",
       "26   ['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...   \n",
       "27   ['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "28            ['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']   \n",
       "29            ['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']   \n",
       "..                                                 ...   \n",
       "459  ['Y', 'A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', ...   \n",
       "460  ['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...   \n",
       "461  ['W', 'W', 'W', 'A', 'Y', 'C', 'T', 'T', 'A', ...   \n",
       "462  ['A', 'W', 'W', 'R', 'W', 'R', 'G', 'A', 'T', ...   \n",
       "463  ['W', 'W', 'A', 'T', 'G', 'G', 'A', 'T', 'A', ...   \n",
       "464  ['A', 'A', 'A', 'A', 'A', 'T', 'A', 'T', 'C', ...   \n",
       "465  ['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...   \n",
       "466  ['A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', ...   \n",
       "467  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...   \n",
       "468  ['T', 'C', 'A', 'A', 'T', 'G', 'A', 'T', 'T', ...   \n",
       "469  ['G', 'Y', 'G', 'R', 'Y', 'G', 'G', 'C', 'G', ...   \n",
       "470  ['T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', 'A', ...   \n",
       "471  ['A', 'A', 'W', 'W', 'R', 'T', 'A', 'A', 'T', ...   \n",
       "472  ['C', 'T', 'T', 'T', 'C', 'C', 'W', 'T', 'T', ...   \n",
       "473  ['C', 'C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "474  ['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...   \n",
       "475  ['G', 'A', 'C', 'T', 'G', 'A', 'C', 'A', 'G', ...   \n",
       "476  ['Y', 'A', 'A', 'T', 'S', 'A', 'T', 'T', 'G', ...   \n",
       "477  ['A', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'A', ...   \n",
       "478  ['A', 'G', 'T', 'T', 'A', 'G', 'G', 'T', 'A', ...   \n",
       "479  ['A', 'A', 'G', 'A', 'T', 'A', 'C', 'G', 'S', ...   \n",
       "480  ['G', 'G', 'G', 'G', 'S', 'C', 'C', 'M', 'C', ...   \n",
       "481  ['A', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...   \n",
       "482  ['T', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...   \n",
       "483  ['A', 'A', 'A', 'G', 'A', 'T', 'T', 'C', 'C', ...   \n",
       "484  ['T', 'G', 'G', 'C', 'G', 'C', 'C', 'A', 'A', ...   \n",
       "485  ['R', 'A', 'A', 'A', 'C', 'A', 'G', 'A', 'G', ...   \n",
       "486  ['A', 'A', 'A', 'G', 'T', 'C', 'A', 'A', 'A', ...   \n",
       "487  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...   \n",
       "488  ['G', 'T', 'G', 'C', 'C', 'A', 'C', 'G', 'T', ...   \n",
       "\n",
       "                                     ReverseComplement  Genome  Cluster  \n",
       "0                       ['T', 'G', 'C', 'T', 'T', 'T']       5        1  \n",
       "1                       ['C', 'R', 'C', 'T', 'T', 'T']       1        1  \n",
       "2    ['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...      91        1  \n",
       "3        ['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']   21726       31  \n",
       "4    ['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...   25575       36  \n",
       "5                            ['G', 'C', 'T', 'T', 'T']      79        1  \n",
       "6        ['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']    7181       12  \n",
       "7                            ['R', 'C', 'T', 'T', 'T']       2        1  \n",
       "8    ['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...   27431       35  \n",
       "9                  ['A', 'C', 'G', 'T', 'C', 'A', 'K']     957        5  \n",
       "10   ['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...   29717       39  \n",
       "11   ['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...     178        2  \n",
       "12            ['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']    4041        7  \n",
       "13   ['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...      20        1  \n",
       "14   ['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...      13        2  \n",
       "15            ['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']     103        1  \n",
       "16                 ['T', 'G', 'A', 'C', 'G', 'T', 'A']    8031       13  \n",
       "17   ['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...      22        1  \n",
       "18   ['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...     551        3  \n",
       "19   ['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...    3780        4  \n",
       "20            ['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']    2411        3  \n",
       "21   ['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...       1        1  \n",
       "22   ['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...     170        1  \n",
       "23   ['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...       1        1  \n",
       "24   ['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...       9        1  \n",
       "25   ['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...     165        1  \n",
       "26   ['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...     375        1  \n",
       "27   ['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...       8        1  \n",
       "28            ['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']       2        1  \n",
       "29            ['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']      42        1  \n",
       "..                                                 ...     ...      ...  \n",
       "459  ['A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', 'A', ...    7144        7  \n",
       "460  ['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'C', 'A', ...       6        1  \n",
       "461  ['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...       5        1  \n",
       "462  ['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'Y', 'W', ...     394        1  \n",
       "463  ['A', 'A', 'C', 'C', 'T', 'T', 'A', 'T', 'C', ...      35        1  \n",
       "464  ['T', 'A', 'A', 'G', 'A', 'T', 'A', 'T', 'T', ...       3        1  \n",
       "465  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...     545        2  \n",
       "466  ['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...       3        1  \n",
       "467  ['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...       6        1  \n",
       "468  ['A', 'A', 'Y', 'C', 'A', 'A', 'T', 'C', 'A', ...     617        2  \n",
       "469  ['C', 'K', 'C', 'C', 'G', 'C', 'C', 'G', 'C', ...      64        1  \n",
       "470  ['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...     734        5  \n",
       "471  ['R', 'T', 'K', 'A', 'T', 'C', 'A', 'T', 'T', ...       3        1  \n",
       "472  ['A', 'C', 'T', 'T', 'W', 'C', 'C', 'A', 'A', ...     459        3  \n",
       "473  ['A', 'A', 'A', 'A', 'A', 'N', 'A', 'N', 'T', ...     124        1  \n",
       "474  ['G', 'T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', ...      56        1  \n",
       "475  ['A', 'C', 'T', 'G', 'T', 'C', 'A', 'G', 'T', ...      91        1  \n",
       "476  ['S', 'C', 'A', 'A', 'T', 'S', 'A', 'T', 'T', ...      11        1  \n",
       "477  ['D', 'T', 'A', 'C', 'G', 'T', 'C', 'A', 'T', ...     901        3  \n",
       "478  ['N', 'T', 'A', 'C', 'C', 'T', 'A', 'A', 'C', ...     269        1  \n",
       "479  ['A', 'S', 'C', 'G', 'T', 'A', 'T', 'C', 'T', ...     450        1  \n",
       "480  ['G', 'G', 'K', 'G', 'G', 'S', 'C', 'C', 'C', ...      63        1  \n",
       "481  ['Y', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...      39        1  \n",
       "482  ['C', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...      59        1  \n",
       "483  ['Y', 'G', 'G', 'A', 'A', 'T', 'C', 'T', 'T', ...      39        1  \n",
       "484  ['T', 'T', 'T', 'G', 'G', 'C', 'G', 'C', 'C', ...     283        1  \n",
       "485  ['T', 'N', 'C', 'T', 'C', 'T', 'G', 'T', 'T', ...      34        1  \n",
       "486  ['T', 'T', 'T', 'T', 'G', 'A', 'C', 'T', 'T', ...     785        2  \n",
       "487  ['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...     380        1  \n",
       "488  ['G', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...       3        1  \n",
       "\n",
       "[489 rows x 7 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Cluster'] = 0\n",
    "i = fenilpropanoides.groupby(['ID']).count()\n",
    "df['Cluster'] = i['5l3l'].values.copy()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Name</th>\n",
       "      <th>Matrix</th>\n",
       "      <th>Motifs</th>\n",
       "      <th>ReverseComplement</th>\n",
       "      <th>Genome</th>\n",
       "      <th>Cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>&gt;MA0020.1</td>\n",
       "      <td>Dof2</td>\n",
       "      <td>[[1.         1.         1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&gt;MA0021.1</td>\n",
       "      <td>Dof3</td>\n",
       "      <td>[[1.         1.         1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y', 'G']</td>\n",
       "      <td>['C', 'R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&gt;MA0034.1</td>\n",
       "      <td>Gam1</td>\n",
       "      <td>[[0.16 0.4  0.12 0.92 1.   0.04 0.12 0.24 0.4 ...</td>\n",
       "      <td>['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...</td>\n",
       "      <td>['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&gt;MA0044.1</td>\n",
       "      <td>HMG-1</td>\n",
       "      <td>[[0.         0.         0.         0.         ...</td>\n",
       "      <td>['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']</td>\n",
       "      <td>['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']</td>\n",
       "      <td>21726</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&gt;MA0045.1</td>\n",
       "      <td>HMG-I/Y</td>\n",
       "      <td>[[0.21428571 0.5        0.64285714 0.21428571 ...</td>\n",
       "      <td>['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...</td>\n",
       "      <td>['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...</td>\n",
       "      <td>25575</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>&gt;MA0053.1</td>\n",
       "      <td>MNB1A</td>\n",
       "      <td>[[1.  1.  1.  0.  0.2]\\n [0.  0.  0.  0.  0.6]...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>79</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>&gt;MA0054.1</td>\n",
       "      <td>myb.Ph3</td>\n",
       "      <td>[[0.27142857 0.91428571 0.9        0.05714286 ...</td>\n",
       "      <td>['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']</td>\n",
       "      <td>['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']</td>\n",
       "      <td>7181</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>&gt;MA0064.1</td>\n",
       "      <td>PBF</td>\n",
       "      <td>[[1.     1.     1.     0.     0.0625]\\n [0.   ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'Y']</td>\n",
       "      <td>['R', 'C', 'T', 'T', 'T']</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>&gt;MA0082.1</td>\n",
       "      <td>squamosa</td>\n",
       "      <td>[[0.36666667 0.         0.8        0.53333333 ...</td>\n",
       "      <td>['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...</td>\n",
       "      <td>['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...</td>\n",
       "      <td>27431</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>&gt;MA0096.1</td>\n",
       "      <td>bZIP910</td>\n",
       "      <td>[[0.42857143 0.         0.         1.         ...</td>\n",
       "      <td>['M', 'T', 'G', 'A', 'C', 'G', 'T']</td>\n",
       "      <td>['A', 'C', 'G', 'T', 'C', 'A', 'K']</td>\n",
       "      <td>957</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>&gt;MA0097.1</td>\n",
       "      <td>bZIP911</td>\n",
       "      <td>[[0.03030303 0.51515152 0.         0.         ...</td>\n",
       "      <td>['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...</td>\n",
       "      <td>29717</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>&gt;MA0120.1</td>\n",
       "      <td>id1</td>\n",
       "      <td>[[0.04166667 0.125      0.04166667 0.         ...</td>\n",
       "      <td>['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...</td>\n",
       "      <td>['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...</td>\n",
       "      <td>178</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>&gt;MA0121.1</td>\n",
       "      <td>ARR10</td>\n",
       "      <td>[[0.93333333 0.         0.93333333 0.         ...</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']</td>\n",
       "      <td>['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']</td>\n",
       "      <td>4041</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>&gt;MA0123.1</td>\n",
       "      <td>abi4</td>\n",
       "      <td>[[0.         0.24489796 0.         0.         ...</td>\n",
       "      <td>['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...</td>\n",
       "      <td>['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>&gt;MA0127.1</td>\n",
       "      <td>PEND</td>\n",
       "      <td>[[0.71428571 0.14285714 0.02380952 0.0952381  ...</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...</td>\n",
       "      <td>['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>&gt;MA0128.1</td>\n",
       "      <td>EmBP-1</td>\n",
       "      <td>[[0.69230769 0.07692308 1.         0.         ...</td>\n",
       "      <td>['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>&gt;MA0129.1</td>\n",
       "      <td>TGA1A</td>\n",
       "      <td>[[0.26666667 0.86666667 0.         0.13333333 ...</td>\n",
       "      <td>['T', 'A', 'C', 'G', 'T', 'C', 'A']</td>\n",
       "      <td>['T', 'G', 'A', 'C', 'G', 'T', 'A']</td>\n",
       "      <td>8031</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>&gt;MA0549.1</td>\n",
       "      <td>BZR2</td>\n",
       "      <td>[[0.23232323 0.41414141 0.         0.8989899  ...</td>\n",
       "      <td>['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...</td>\n",
       "      <td>['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>&gt;MA0551.1</td>\n",
       "      <td>HY5</td>\n",
       "      <td>[[0.321875 0.3375   0.1625   0.028125 0.46875 ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...</td>\n",
       "      <td>551</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>&gt;MA0552.1</td>\n",
       "      <td>PIF1</td>\n",
       "      <td>[[0.3245614  0.21929825 0.30701754 0.46491228 ...</td>\n",
       "      <td>['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...</td>\n",
       "      <td>['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...</td>\n",
       "      <td>3780</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>&gt;MA0553.1</td>\n",
       "      <td>SMZ</td>\n",
       "      <td>[[0.         0.         0.         0.         ...</td>\n",
       "      <td>['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']</td>\n",
       "      <td>['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']</td>\n",
       "      <td>2411</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>&gt;MA0554.1</td>\n",
       "      <td>SOC1</td>\n",
       "      <td>[[0.32432432 0.19369369 0.0731982  0.06981982 ...</td>\n",
       "      <td>['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>&gt;MA0555.1</td>\n",
       "      <td>SVP</td>\n",
       "      <td>[[0.30434783 0.30434783 0.30434783 0.35869565 ...</td>\n",
       "      <td>['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...</td>\n",
       "      <td>['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...</td>\n",
       "      <td>170</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>&gt;MA0556.1</td>\n",
       "      <td>AP3</td>\n",
       "      <td>[[0.3161512  0.28865979 0.16494845 0.         ...</td>\n",
       "      <td>['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...</td>\n",
       "      <td>['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>&gt;MA0557.1</td>\n",
       "      <td>FHY3</td>\n",
       "      <td>[[0.19574468 0.31914894 0.03829787 0.96170213 ...</td>\n",
       "      <td>['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...</td>\n",
       "      <td>['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>&gt;MA0558.1</td>\n",
       "      <td>FLC</td>\n",
       "      <td>[[0.44       0.32727273 0.34545455 0.29818182 ...</td>\n",
       "      <td>['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...</td>\n",
       "      <td>165</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>&gt;MA0559.1</td>\n",
       "      <td>PI</td>\n",
       "      <td>[[0.27956989 0.10215054 0.63978495 0.80286738 ...</td>\n",
       "      <td>['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...</td>\n",
       "      <td>['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...</td>\n",
       "      <td>375</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>&gt;MA0560.1</td>\n",
       "      <td>PIF3</td>\n",
       "      <td>[[0.39848197 0.11005693 0.03605313 0.         ...</td>\n",
       "      <td>['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>&gt;MA0561.1</td>\n",
       "      <td>PIF4</td>\n",
       "      <td>[[0.         1.         0.         0.14626866 ...</td>\n",
       "      <td>['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']</td>\n",
       "      <td>['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>&gt;MA0562.1</td>\n",
       "      <td>PIF5</td>\n",
       "      <td>[[0.         0.         1.         0.         ...</td>\n",
       "      <td>['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']</td>\n",
       "      <td>['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']</td>\n",
       "      <td>42</td>\n",
       "      <td>1</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>&gt;MA1396.1</td>\n",
       "      <td>GATA6</td>\n",
       "      <td>[[0.10791367 0.93764988 0.         1.         ...</td>\n",
       "      <td>['Y', 'A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', ...</td>\n",
       "      <td>['A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', 'A', ...</td>\n",
       "      <td>7144</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>&gt;MA1397.1</td>\n",
       "      <td>At1g74840</td>\n",
       "      <td>[[0.5        0.425      0.07666667 0.065      ...</td>\n",
       "      <td>['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...</td>\n",
       "      <td>['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'C', 'A', ...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>461</th>\n",
       "      <td>&gt;MA1398.1</td>\n",
       "      <td>At5g47390</td>\n",
       "      <td>[[0.37562604 0.31719533 0.4624374  0.48414023 ...</td>\n",
       "      <td>['W', 'W', 'W', 'A', 'Y', 'C', 'T', 'T', 'A', ...</td>\n",
       "      <td>['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>&gt;MA1399.1</td>\n",
       "      <td>At5g08520</td>\n",
       "      <td>[[0.32441472 0.48829431 0.41471572 0.34949833 ...</td>\n",
       "      <td>['A', 'W', 'W', 'R', 'W', 'R', 'G', 'A', 'T', ...</td>\n",
       "      <td>['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'Y', 'W', ...</td>\n",
       "      <td>394</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>463</th>\n",
       "      <td>&gt;MA1400.1</td>\n",
       "      <td>At1g19000</td>\n",
       "      <td>[[0.45409015 0.53255426 0.47078464 0.05509182 ...</td>\n",
       "      <td>['W', 'W', 'A', 'T', 'G', 'G', 'A', 'T', 'A', ...</td>\n",
       "      <td>['A', 'A', 'C', 'C', 'T', 'T', 'A', 'T', 'C', ...</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>&gt;MA1401.1</td>\n",
       "      <td>EPR1</td>\n",
       "      <td>[[0.42211055 0.70519263 0.99497487 1.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'A', 'A', 'T', 'A', 'T', 'C', ...</td>\n",
       "      <td>['T', 'A', 'A', 'G', 'A', 'T', 'A', 'T', 'T', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>&gt;MA1402.1</td>\n",
       "      <td>BPC6</td>\n",
       "      <td>[[0.12765957 0.09574468 0.06914894 0.07978723 ...</td>\n",
       "      <td>['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>545</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>&gt;MA1403.1</td>\n",
       "      <td>BPC5</td>\n",
       "      <td>[[0.93137255 0.02941176 1.         0.01960784 ...</td>\n",
       "      <td>['A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', ...</td>\n",
       "      <td>['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>&gt;MA1404.1</td>\n",
       "      <td>BPC1</td>\n",
       "      <td>[[0.15213358 0.8961039  0.0148423  0.92949907 ...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>&gt;MA0954.2</td>\n",
       "      <td>ATHB7</td>\n",
       "      <td>[[0.15333333 0.08833333 0.78833333 0.93333333 ...</td>\n",
       "      <td>['T', 'C', 'A', 'A', 'T', 'G', 'A', 'T', 'T', ...</td>\n",
       "      <td>['A', 'A', 'Y', 'C', 'A', 'A', 'T', 'C', 'A', ...</td>\n",
       "      <td>617</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>&gt;MA1000.2</td>\n",
       "      <td>ERF105</td>\n",
       "      <td>[[0.24573379 0.25426621 0.28668942 0.3225256  ...</td>\n",
       "      <td>['G', 'Y', 'G', 'R', 'Y', 'G', 'G', 'C', 'G', ...</td>\n",
       "      <td>['C', 'K', 'C', 'C', 'G', 'C', 'C', 'G', 'C', ...</td>\n",
       "      <td>64</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>&gt;MA0586.2</td>\n",
       "      <td>SPL14</td>\n",
       "      <td>[[0.21440823 0.03945111 0.         0.         ...</td>\n",
       "      <td>['T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', 'A', ...</td>\n",
       "      <td>['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...</td>\n",
       "      <td>734</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>&gt;MA1026.2</td>\n",
       "      <td>ATHB15</td>\n",
       "      <td>[[0.44915254 0.61525424 0.45423729 0.35932203 ...</td>\n",
       "      <td>['A', 'A', 'W', 'W', 'R', 'T', 'A', 'A', 'T', ...</td>\n",
       "      <td>['R', 'T', 'K', 'A', 'T', 'C', 'A', 'T', 'T', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>&gt;MA0548.2</td>\n",
       "      <td>AGL15</td>\n",
       "      <td>[[0.22203673 0.08013356 0.02671119 0.14023372 ...</td>\n",
       "      <td>['C', 'T', 'T', 'T', 'C', 'C', 'W', 'T', 'T', ...</td>\n",
       "      <td>['A', 'C', 'T', 'T', 'W', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>459</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>&gt;MA0550.2</td>\n",
       "      <td>BZR1</td>\n",
       "      <td>[[0.16156463 0.00680272 0.59693878 0.         ...</td>\n",
       "      <td>['C', 'C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>['A', 'A', 'A', 'A', 'A', 'N', 'A', 'N', 'T', ...</td>\n",
       "      <td>124</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>&gt;MA1059.2</td>\n",
       "      <td>SPL5</td>\n",
       "      <td>[[0.40802676 0.45652174 0.17056856 0.04180602 ...</td>\n",
       "      <td>['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...</td>\n",
       "      <td>['G', 'T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', ...</td>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>&gt;MA1405.1</td>\n",
       "      <td>SIZF2</td>\n",
       "      <td>[[0.16191162 0.8838     0.00263997 0.03329    ...</td>\n",
       "      <td>['G', 'A', 'C', 'T', 'G', 'A', 'C', 'A', 'G', ...</td>\n",
       "      <td>['A', 'C', 'T', 'G', 'T', 'C', 'A', 'G', 'T', ...</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>&gt;MA1406.1</td>\n",
       "      <td>ATHB4</td>\n",
       "      <td>[[2.39200000e-02 8.22550000e-01 9.83480000e-01...</td>\n",
       "      <td>['Y', 'A', 'A', 'T', 'S', 'A', 'T', 'T', 'G', ...</td>\n",
       "      <td>['S', 'C', 'A', 'A', 'T', 'S', 'A', 'T', 'T', ...</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>&gt;MA1407.1</td>\n",
       "      <td>bZIP14</td>\n",
       "      <td>[[0.40640641 0.43756244 0.01698302 0.01698302 ...</td>\n",
       "      <td>['A', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'A', ...</td>\n",
       "      <td>['D', 'T', 'A', 'C', 'G', 'T', 'C', 'A', 'T', ...</td>\n",
       "      <td>901</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>&gt;MA1408.1</td>\n",
       "      <td>FaEOBII</td>\n",
       "      <td>[[0.45035    0.21068    0.01124011 0.02313    ...</td>\n",
       "      <td>['A', 'G', 'T', 'T', 'A', 'G', 'G', 'T', 'A', ...</td>\n",
       "      <td>['N', 'T', 'A', 'C', 'C', 'T', 'A', 'A', 'C', ...</td>\n",
       "      <td>269</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>&gt;MA1409.1</td>\n",
       "      <td>OsRR22</td>\n",
       "      <td>[[0.51257    0.8687     0.00486    0.97906979 ...</td>\n",
       "      <td>['A', 'A', 'G', 'A', 'T', 'A', 'C', 'G', 'S', ...</td>\n",
       "      <td>['A', 'S', 'C', 'G', 'T', 'A', 'T', 'C', 'T', ...</td>\n",
       "      <td>450</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>&gt;MA1410.1</td>\n",
       "      <td>StBRC1</td>\n",
       "      <td>[[0.11497885 0.02437    0.00419    0.04402    ...</td>\n",
       "      <td>['G', 'G', 'G', 'G', 'S', 'C', 'C', 'M', 'C', ...</td>\n",
       "      <td>['G', 'G', 'K', 'G', 'G', 'S', 'C', 'C', 'C', ...</td>\n",
       "      <td>63</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>&gt;MA1411.1</td>\n",
       "      <td>TSAR1</td>\n",
       "      <td>[[3.12613126e-01 3.30000000e-02 1.25451255e-01...</td>\n",
       "      <td>['A', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>['Y', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>&gt;MA1412.1</td>\n",
       "      <td>TSAR2</td>\n",
       "      <td>[[1.76748233e-01 2.68700000e-02 1.99798002e-02...</td>\n",
       "      <td>['T', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>['C', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...</td>\n",
       "      <td>59</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>&gt;MA1413.1</td>\n",
       "      <td>UIF1</td>\n",
       "      <td>[[4.23700000e-01 5.56050000e-01 8.60790000e-01...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'A', 'T', 'T', 'C', 'C', ...</td>\n",
       "      <td>['Y', 'G', 'G', 'A', 'A', 'T', 'C', 'T', 'T', ...</td>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>&gt;MA1414.1</td>\n",
       "      <td>E2FA</td>\n",
       "      <td>[[2.71536871e-01 2.44658856e-01 1.58511371e-02...</td>\n",
       "      <td>['T', 'G', 'G', 'C', 'G', 'C', 'C', 'A', 'A', ...</td>\n",
       "      <td>['T', 'T', 'T', 'G', 'G', 'C', 'G', 'C', 'C', ...</td>\n",
       "      <td>283</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>&gt;MA1415.1</td>\n",
       "      <td>REF6</td>\n",
       "      <td>[[5.37835639e-01 7.14401953e-01 9.37889883e-01...</td>\n",
       "      <td>['R', 'A', 'A', 'A', 'C', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'N', 'C', 'T', 'C', 'T', 'G', 'T', 'T', ...</td>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>&gt;MA1085.2</td>\n",
       "      <td>WRKY40</td>\n",
       "      <td>[[0.38034188 0.45726496 1.         0.         ...</td>\n",
       "      <td>['A', 'A', 'A', 'G', 'T', 'C', 'A', 'A', 'A', ...</td>\n",
       "      <td>['T', 'T', 'T', 'T', 'G', 'A', 'C', 'T', 'T', ...</td>\n",
       "      <td>785</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>&gt;MA1416.1</td>\n",
       "      <td>RAMOSA1</td>\n",
       "      <td>[[1.36283470e-01 7.51362835e-01 1.00034739e-01...</td>\n",
       "      <td>['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...</td>\n",
       "      <td>['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...</td>\n",
       "      <td>380</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>&gt;MA1417.1</td>\n",
       "      <td>O2</td>\n",
       "      <td>[[1.50147203e-01 6.32973503e-02 1.42296369e-02...</td>\n",
       "      <td>['G', 'T', 'G', 'C', 'C', 'A', 'C', 'G', 'T', ...</td>\n",
       "      <td>['G', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>489 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ID       Name                                             Matrix  \\\n",
       "0    >MA0020.1       Dof2  [[1.         1.         1.         0.         ...   \n",
       "1    >MA0021.1       Dof3  [[1.         1.         1.         0.         ...   \n",
       "2    >MA0034.1       Gam1  [[0.16 0.4  0.12 0.92 1.   0.04 0.12 0.24 0.4 ...   \n",
       "3    >MA0044.1      HMG-1  [[0.         0.         0.         0.         ...   \n",
       "4    >MA0045.1    HMG-I/Y  [[0.21428571 0.5        0.64285714 0.21428571 ...   \n",
       "5    >MA0053.1      MNB1A  [[1.  1.  1.  0.  0.2]\\n [0.  0.  0.  0.  0.6]...   \n",
       "6    >MA0054.1    myb.Ph3  [[0.27142857 0.91428571 0.9        0.05714286 ...   \n",
       "7    >MA0064.1        PBF  [[1.     1.     1.     0.     0.0625]\\n [0.   ...   \n",
       "8    >MA0082.1   squamosa  [[0.36666667 0.         0.8        0.53333333 ...   \n",
       "9    >MA0096.1    bZIP910  [[0.42857143 0.         0.         1.         ...   \n",
       "10   >MA0097.1    bZIP911  [[0.03030303 0.51515152 0.         0.         ...   \n",
       "11   >MA0120.1        id1  [[0.04166667 0.125      0.04166667 0.         ...   \n",
       "12   >MA0121.1      ARR10  [[0.93333333 0.         0.93333333 0.         ...   \n",
       "13   >MA0123.1       abi4  [[0.         0.24489796 0.         0.         ...   \n",
       "14   >MA0127.1       PEND  [[0.71428571 0.14285714 0.02380952 0.0952381  ...   \n",
       "15   >MA0128.1     EmBP-1  [[0.69230769 0.07692308 1.         0.         ...   \n",
       "16   >MA0129.1      TGA1A  [[0.26666667 0.86666667 0.         0.13333333 ...   \n",
       "17   >MA0549.1       BZR2  [[0.23232323 0.41414141 0.         0.8989899  ...   \n",
       "18   >MA0551.1        HY5  [[0.321875 0.3375   0.1625   0.028125 0.46875 ...   \n",
       "19   >MA0552.1       PIF1  [[0.3245614  0.21929825 0.30701754 0.46491228 ...   \n",
       "20   >MA0553.1        SMZ  [[0.         0.         0.         0.         ...   \n",
       "21   >MA0554.1       SOC1  [[0.32432432 0.19369369 0.0731982  0.06981982 ...   \n",
       "22   >MA0555.1        SVP  [[0.30434783 0.30434783 0.30434783 0.35869565 ...   \n",
       "23   >MA0556.1        AP3  [[0.3161512  0.28865979 0.16494845 0.         ...   \n",
       "24   >MA0557.1       FHY3  [[0.19574468 0.31914894 0.03829787 0.96170213 ...   \n",
       "25   >MA0558.1        FLC  [[0.44       0.32727273 0.34545455 0.29818182 ...   \n",
       "26   >MA0559.1         PI  [[0.27956989 0.10215054 0.63978495 0.80286738 ...   \n",
       "27   >MA0560.1       PIF3  [[0.39848197 0.11005693 0.03605313 0.         ...   \n",
       "28   >MA0561.1       PIF4  [[0.         1.         0.         0.14626866 ...   \n",
       "29   >MA0562.1       PIF5  [[0.         0.         1.         0.         ...   \n",
       "..         ...        ...                                                ...   \n",
       "459  >MA1396.1      GATA6  [[0.10791367 0.93764988 0.         1.         ...   \n",
       "460  >MA1397.1  At1g74840  [[0.5        0.425      0.07666667 0.065      ...   \n",
       "461  >MA1398.1  At5g47390  [[0.37562604 0.31719533 0.4624374  0.48414023 ...   \n",
       "462  >MA1399.1  At5g08520  [[0.32441472 0.48829431 0.41471572 0.34949833 ...   \n",
       "463  >MA1400.1  At1g19000  [[0.45409015 0.53255426 0.47078464 0.05509182 ...   \n",
       "464  >MA1401.1       EPR1  [[0.42211055 0.70519263 0.99497487 1.         ...   \n",
       "465  >MA1402.1       BPC6  [[0.12765957 0.09574468 0.06914894 0.07978723 ...   \n",
       "466  >MA1403.1       BPC5  [[0.93137255 0.02941176 1.         0.01960784 ...   \n",
       "467  >MA1404.1       BPC1  [[0.15213358 0.8961039  0.0148423  0.92949907 ...   \n",
       "468  >MA0954.2      ATHB7  [[0.15333333 0.08833333 0.78833333 0.93333333 ...   \n",
       "469  >MA1000.2     ERF105  [[0.24573379 0.25426621 0.28668942 0.3225256  ...   \n",
       "470  >MA0586.2      SPL14  [[0.21440823 0.03945111 0.         0.         ...   \n",
       "471  >MA1026.2     ATHB15  [[0.44915254 0.61525424 0.45423729 0.35932203 ...   \n",
       "472  >MA0548.2      AGL15  [[0.22203673 0.08013356 0.02671119 0.14023372 ...   \n",
       "473  >MA0550.2       BZR1  [[0.16156463 0.00680272 0.59693878 0.         ...   \n",
       "474  >MA1059.2       SPL5  [[0.40802676 0.45652174 0.17056856 0.04180602 ...   \n",
       "475  >MA1405.1      SIZF2  [[0.16191162 0.8838     0.00263997 0.03329    ...   \n",
       "476  >MA1406.1      ATHB4  [[2.39200000e-02 8.22550000e-01 9.83480000e-01...   \n",
       "477  >MA1407.1     bZIP14  [[0.40640641 0.43756244 0.01698302 0.01698302 ...   \n",
       "478  >MA1408.1    FaEOBII  [[0.45035    0.21068    0.01124011 0.02313    ...   \n",
       "479  >MA1409.1     OsRR22  [[0.51257    0.8687     0.00486    0.97906979 ...   \n",
       "480  >MA1410.1     StBRC1  [[0.11497885 0.02437    0.00419    0.04402    ...   \n",
       "481  >MA1411.1      TSAR1  [[3.12613126e-01 3.30000000e-02 1.25451255e-01...   \n",
       "482  >MA1412.1      TSAR2  [[1.76748233e-01 2.68700000e-02 1.99798002e-02...   \n",
       "483  >MA1413.1       UIF1  [[4.23700000e-01 5.56050000e-01 8.60790000e-01...   \n",
       "484  >MA1414.1       E2FA  [[2.71536871e-01 2.44658856e-01 1.58511371e-02...   \n",
       "485  >MA1415.1       REF6  [[5.37835639e-01 7.14401953e-01 9.37889883e-01...   \n",
       "486  >MA1085.2     WRKY40  [[0.38034188 0.45726496 1.         0.         ...   \n",
       "487  >MA1416.1    RAMOSA1  [[1.36283470e-01 7.51362835e-01 1.00034739e-01...   \n",
       "488  >MA1417.1         O2  [[1.50147203e-01 6.32973503e-02 1.42296369e-02...   \n",
       "\n",
       "                                                Motifs  \\\n",
       "0                       ['A', 'A', 'A', 'G', 'C', 'A']   \n",
       "1                       ['A', 'A', 'A', 'G', 'Y', 'G']   \n",
       "2    ['G', 'A', 'Y', 'A', 'A', 'C', 'C', 'G', 'M', ...   \n",
       "3        ['S', 'T', 'Y', 'G', 'T', 'A', 'Y', 'T', 'Y']   \n",
       "4    ['C', 'A', 'A', 'C', 'A', 'A', 'A', 'T', 'G', ...   \n",
       "5                            ['A', 'A', 'A', 'G', 'C']   \n",
       "6        ['T', 'A', 'A', 'C', 'C', 'G', 'T', 'T', 'W']   \n",
       "7                            ['A', 'A', 'A', 'G', 'Y']   \n",
       "8    ['M', 'C', 'A', 'W', 'A', 'W', 'A', 'T', 'R', ...   \n",
       "9                  ['M', 'T', 'G', 'A', 'C', 'G', 'T']   \n",
       "10   ['G', 'R', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "11   ['T', 'T', 'K', 'Y', 'C', 'C', 'Y', 'T', 'W', ...   \n",
       "12            ['A', 'G', 'A', 'T', 'Y', 'Y', 'K', 'C']   \n",
       "13   ['C', 'G', 'S', 'Y', 'G', 'C', 'C', 'C', 'C', ...   \n",
       "14   ['A', 'C', 'T', 'T', 'C', 'T', 'T', 'A', 'T', ...   \n",
       "15            ['W', 'S', 'A', 'C', 'G', 'T', 'G', 'G']   \n",
       "16                 ['T', 'A', 'C', 'G', 'T', 'C', 'A']   \n",
       "17   ['C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', 'K', ...   \n",
       "18   ['A', 'A', 'T', 'G', 'M', 'C', 'A', 'C', 'G', ...   \n",
       "19   ['R', 'K', 'A', 'R', 'N', 'G', 'W', 'C', 'A', ...   \n",
       "20            ['C', 'C', 'T', 'C', 'G', 'T', 'A', 'C']   \n",
       "21   ['W', 'T', 'T', 'T', 'T', 'C', 'C', 'W', 'T', ...   \n",
       "22   ['A', 'W', 'W', 'W', 'C', 'C', 'A', 'A', 'A', ...   \n",
       "23   ['W', 'T', 'C', 'C', 'A', 'A', 'A', 'A', 'R', ...   \n",
       "24   ['C', 'W', 'C', 'A', 'C', 'G', 'C', 'G', 'C', ...   \n",
       "25   ['A', 'A', 'W', 'T', 'T', 'C', 'C', 'A', 'A', ...   \n",
       "26   ['C', 'C', 'A', 'A', 'A', 'A', 'R', 'A', 'R', ...   \n",
       "27   ['A', 'G', 'C', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "28            ['C', 'A', 'C', 'G', 'T', 'G', 'G', 'C']   \n",
       "29            ['T', 'C', 'A', 'C', 'R', 'T', 'G', 'S']   \n",
       "..                                                 ...   \n",
       "459  ['Y', 'A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', ...   \n",
       "460  ['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...   \n",
       "461  ['W', 'W', 'W', 'A', 'Y', 'C', 'T', 'T', 'A', ...   \n",
       "462  ['A', 'W', 'W', 'R', 'W', 'R', 'G', 'A', 'T', ...   \n",
       "463  ['W', 'W', 'A', 'T', 'G', 'G', 'A', 'T', 'A', ...   \n",
       "464  ['A', 'A', 'A', 'A', 'A', 'T', 'A', 'T', 'C', ...   \n",
       "465  ['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...   \n",
       "466  ['A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', ...   \n",
       "467  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...   \n",
       "468  ['T', 'C', 'A', 'A', 'T', 'G', 'A', 'T', 'T', ...   \n",
       "469  ['G', 'Y', 'G', 'R', 'Y', 'G', 'G', 'C', 'G', ...   \n",
       "470  ['T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', 'A', ...   \n",
       "471  ['A', 'A', 'W', 'W', 'R', 'T', 'A', 'A', 'T', ...   \n",
       "472  ['C', 'T', 'T', 'T', 'C', 'C', 'W', 'T', 'T', ...   \n",
       "473  ['C', 'C', 'R', 'C', 'A', 'C', 'G', 'T', 'G', ...   \n",
       "474  ['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...   \n",
       "475  ['G', 'A', 'C', 'T', 'G', 'A', 'C', 'A', 'G', ...   \n",
       "476  ['Y', 'A', 'A', 'T', 'S', 'A', 'T', 'T', 'G', ...   \n",
       "477  ['A', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'A', ...   \n",
       "478  ['A', 'G', 'T', 'T', 'A', 'G', 'G', 'T', 'A', ...   \n",
       "479  ['A', 'A', 'G', 'A', 'T', 'A', 'C', 'G', 'S', ...   \n",
       "480  ['G', 'G', 'G', 'G', 'S', 'C', 'C', 'M', 'C', ...   \n",
       "481  ['A', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...   \n",
       "482  ['T', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...   \n",
       "483  ['A', 'A', 'A', 'G', 'A', 'T', 'T', 'C', 'C', ...   \n",
       "484  ['T', 'G', 'G', 'C', 'G', 'C', 'C', 'A', 'A', ...   \n",
       "485  ['R', 'A', 'A', 'A', 'C', 'A', 'G', 'A', 'G', ...   \n",
       "486  ['A', 'A', 'A', 'G', 'T', 'C', 'A', 'A', 'A', ...   \n",
       "487  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...   \n",
       "488  ['G', 'T', 'G', 'C', 'C', 'A', 'C', 'G', 'T', ...   \n",
       "\n",
       "                                     ReverseComplement  Genome  Cluster  \n",
       "0                       ['T', 'G', 'C', 'T', 'T', 'T']       5        1  \n",
       "1                       ['C', 'R', 'C', 'T', 'T', 'T']       1        1  \n",
       "2    ['G', 'K', 'C', 'G', 'G', 'T', 'T', 'R', 'T', ...      91        1  \n",
       "3        ['R', 'A', 'R', 'T', 'A', 'C', 'R', 'A', 'S']   21726       31  \n",
       "4    ['R', 'T', 'K', 'T', 'T', 'K', 'C', 'C', 'A', ...   25575       36  \n",
       "5                            ['G', 'C', 'T', 'T', 'T']      79        1  \n",
       "6        ['W', 'A', 'A', 'C', 'G', 'G', 'T', 'T', 'A']    7181       12  \n",
       "7                            ['R', 'C', 'T', 'T', 'T']       2        1  \n",
       "8    ['A', 'T', 'T', 'W', 'C', 'Y', 'A', 'T', 'W', ...   27431       35  \n",
       "9                  ['A', 'C', 'G', 'T', 'C', 'A', 'K']     957        5  \n",
       "10   ['G', 'K', 'K', 'C', 'A', 'C', 'G', 'T', 'C', ...   29717       39  \n",
       "11   ['C', 'G', 'A', 'W', 'A', 'R', 'G', 'G', 'R', ...     178        2  \n",
       "12            ['G', 'K', 'R', 'R', 'A', 'T', 'C', 'T']    4041        7  \n",
       "13   ['G', 'G', 'G', 'G', 'G', 'C', 'R', 'S', 'C', ...      20        1  \n",
       "14   ['K', 'A', 'T', 'A', 'A', 'G', 'A', 'A', 'G', ...      13        2  \n",
       "15            ['C', 'C', 'A', 'C', 'G', 'T', 'S', 'W']     103        1  \n",
       "16                 ['T', 'G', 'A', 'C', 'G', 'T', 'A']    8031       13  \n",
       "17   ['Y', 'S', 'K', 'C', 'A', 'C', 'G', 'T', 'G', ...      22        1  \n",
       "18   ['A', 'A', 'T', 'G', 'K', 'C', 'A', 'C', 'G', ...     551        3  \n",
       "19   ['C', 'C', 'A', 'C', 'G', 'T', 'G', 'W', 'C', ...    3780        4  \n",
       "20            ['G', 'T', 'A', 'C', 'G', 'A', 'G', 'G']    2411        3  \n",
       "21   ['C', 'C', 'A', 'A', 'A', 'A', 'A', 'W', 'G', ...       1        1  \n",
       "22   ['W', 'T', 'Y', 'T', 'T', 'T', 'C', 'C', 'W', ...     170        1  \n",
       "23   ['T', 'T', 'T', 'C', 'Y', 'W', 'Y', 'T', 'T', ...       1        1  \n",
       "24   ['T', 'N', 'A', 'G', 'C', 'G', 'C', 'G', 'T', ...       9        1  \n",
       "25   ['W', 'W', 'C', 'T', 'T', 'T', 'C', 'Y', 'A', ...     165        1  \n",
       "26   ['Y', 'T', 'T', 'T', 'C', 'Y', 'T', 'Y', 'T', ...     375        1  \n",
       "27   ['T', 'C', 'A', 'C', 'G', 'T', 'G', 'G', 'C', ...       8        1  \n",
       "28            ['G', 'C', 'C', 'A', 'C', 'G', 'T', 'G']       2        1  \n",
       "29            ['S', 'C', 'A', 'Y', 'G', 'T', 'G', 'A']      42        1  \n",
       "..                                                 ...     ...      ...  \n",
       "459  ['A', 'G', 'A', 'T', 'C', 'T', 'A', 'G', 'A', ...    7144        7  \n",
       "460  ['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'C', 'A', ...       6        1  \n",
       "461  ['W', 'W', 'T', 'G', 'G', 'A', 'T', 'A', 'A', ...       5        1  \n",
       "462  ['Y', 'C', 'T', 'T', 'A', 'T', 'C', 'Y', 'W', ...     394        1  \n",
       "463  ['A', 'A', 'C', 'C', 'T', 'T', 'A', 'T', 'C', ...      35        1  \n",
       "464  ['T', 'A', 'A', 'G', 'A', 'T', 'A', 'T', 'T', ...       3        1  \n",
       "465  ['G', 'A', 'G', 'A', 'G', 'A', 'G', 'A', 'G', ...     545        2  \n",
       "466  ['C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', ...       3        1  \n",
       "467  ['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...       6        1  \n",
       "468  ['A', 'A', 'Y', 'C', 'A', 'A', 'T', 'C', 'A', ...     617        2  \n",
       "469  ['C', 'K', 'C', 'C', 'G', 'C', 'C', 'G', 'C', ...      64        1  \n",
       "470  ['A', 'A', 'T', 'T', 'G', 'T', 'A', 'C', 'G', ...     734        5  \n",
       "471  ['R', 'T', 'K', 'A', 'T', 'C', 'A', 'T', 'T', ...       3        1  \n",
       "472  ['A', 'C', 'T', 'T', 'W', 'C', 'C', 'A', 'A', ...     459        3  \n",
       "473  ['A', 'A', 'A', 'A', 'A', 'N', 'A', 'N', 'T', ...     124        1  \n",
       "474  ['G', 'T', 'C', 'C', 'G', 'T', 'A', 'C', 'A', ...      56        1  \n",
       "475  ['A', 'C', 'T', 'G', 'T', 'C', 'A', 'G', 'T', ...      91        1  \n",
       "476  ['S', 'C', 'A', 'A', 'T', 'S', 'A', 'T', 'T', ...      11        1  \n",
       "477  ['D', 'T', 'A', 'C', 'G', 'T', 'C', 'A', 'T', ...     901        3  \n",
       "478  ['N', 'T', 'A', 'C', 'C', 'T', 'A', 'A', 'C', ...     269        1  \n",
       "479  ['A', 'S', 'C', 'G', 'T', 'A', 'T', 'C', 'T', ...     450        1  \n",
       "480  ['G', 'G', 'K', 'G', 'G', 'S', 'C', 'C', 'C', ...      63        1  \n",
       "481  ['Y', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...      39        1  \n",
       "482  ['C', 'G', 'C', 'A', 'C', 'G', 'T', 'G', 'C', ...      59        1  \n",
       "483  ['Y', 'G', 'G', 'A', 'A', 'T', 'C', 'T', 'T', ...      39        1  \n",
       "484  ['T', 'T', 'T', 'G', 'G', 'C', 'G', 'C', 'C', ...     283        1  \n",
       "485  ['T', 'N', 'C', 'T', 'C', 'T', 'G', 'T', 'T', ...      34        1  \n",
       "486  ['T', 'T', 'T', 'T', 'G', 'A', 'C', 'T', 'T', ...     785        2  \n",
       "487  ['T', 'C', 'T', 'C', 'T', 'C', 'T', 'C', 'T', ...     380        1  \n",
       "488  ['G', 'A', 'T', 'G', 'A', 'C', 'G', 'T', 'G', ...       3        1  \n",
       "\n",
       "[489 rows x 7 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(path_or_buf='Process Log.csv',\n",
    "          sep=',', header=True, index=True, mode='w')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = smf.ols(\"Cluster ~ Name + Genome\",data=df)\n",
    "result = model.fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <td>4.383645</td>\n",
       "      <td>0.048300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.id1]</th>\n",
       "      <td>1.087527</td>\n",
       "      <td>0.040272</td>\n",
       "      <td>27.004342</td>\n",
       "      <td>0.001368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.myb.Ph3]</th>\n",
       "      <td>7.481919</td>\n",
       "      <td>0.146950</td>\n",
       "      <td>50.914739</td>\n",
       "      <td>0.000386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.squamosa]</th>\n",
       "      <td>20.055878</td>\n",
       "      <td>0.561753</td>\n",
       "      <td>35.702287</td>\n",
       "      <td>0.000784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Genome</th>\n",
       "      <td>0.000515</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>24.886046</td>\n",
       "      <td>0.001611</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>487 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                coef        SE          t   p-value\n",
       "Intercept                   0.820827  0.029267  28.045759  0.001269\n",
       "Name[T.ABF2]               -0.390783  0.043082  -9.070662  0.011937\n",
       "Name[T.ABF3]                0.116875  0.040392   2.893482  0.101569\n",
       "Name[T.ABI3]                0.178659  0.040756   4.383645  0.048300\n",
       "Name[T.ABI5]                0.177114  0.040745   4.346908  0.049060\n",
       "Name[T.ABR1]                0.178659  0.040756   4.383645  0.048300\n",
       "Name[T.AG]                  0.168361  0.040685   4.138179  0.053732\n",
       "Name[T.AGL1]                0.178144  0.040752   4.371403  0.048551\n",
       "Name[T.AGL13]               0.168876  0.040688   4.150483  0.053439\n",
       "Name[T.AGL15]               1.942850  0.040184  48.348710  0.000428\n",
       "Name[T.AGL16]               0.159094  0.040625   3.916191  0.059449\n",
       "Name[T.AGL25]               0.079289  0.040245   1.970180  0.187623\n",
       "Name[T.AGL27]               0.862016  0.040500  21.284460  0.002200\n",
       "Name[T.AGL3]                0.156004  0.040605   3.841978  0.061558\n",
       "Name[T.AGL42]               0.178659  0.040756   4.383645  0.048300\n",
       "Name[T.AGL55]               0.144677  0.040537   3.568979  0.070326\n",
       "Name[T.AGL6]                0.176084  0.040738   4.322400  0.049578\n",
       "Name[T.AGL63]               0.171965  0.040709   4.224238  0.051731\n",
       "Name[T.AHL12]               0.178659  0.040756   4.383645  0.048300\n",
       "Name[T.AHL20]               0.472262  0.045378  10.407222  0.009107\n",
       "Name[T.AHL25]               2.407389  0.046653  51.601489  0.000375\n",
       "Name[T.AIB]                 0.542799  0.044125  12.301402  0.006544\n",
       "Name[T.AIL7]                0.178659  0.040756   4.383645  0.048300\n",
       "Name[T.ANL2]                0.138499  0.040503   3.419508  0.075911\n",
       "Name[T.ANT]                 0.055091  0.040179   1.371115  0.303918\n",
       "Name[T.AP1]                 2.221522  0.050873  43.668244  0.000524\n",
       "Name[T.AP3]                 0.178659  0.040756   4.383645  0.048300\n",
       "Name[T.ARALYDRAFT_484486]   0.147767  0.040555   3.643569  0.067760\n",
       "Name[T.ARALYDRAFT_493022]   0.078775  0.040243   1.957466  0.189417\n",
       "Name[T.ARALYDRAFT_495258]   1.673060  0.042215  39.632148  0.000636\n",
       "...                              ...       ...        ...       ...\n",
       "Name[T.WRKY8]               0.015446  0.040123   0.384964  0.737347\n",
       "Name[T.ZAP1]                0.168876  0.040688   4.150483  0.053439\n",
       "Name[T.abi4]                0.168876  0.040688   4.150483  0.053439\n",
       "Name[T.bHLH130]             0.172995  0.040716   4.248798  0.051179\n",
       "Name[T.bHLH18]              0.144163  0.040535   3.556538  0.070768\n",
       "Name[T.bHLH31]              0.178144  0.040752   4.371403  0.048551\n",
       "Name[T.bHLH69]              0.163213  0.040651   4.014974  0.056801\n",
       "Name[T.bHLH74]              0.175055  0.040730   4.297878  0.050103\n",
       "Name[T.bHLH77]              0.176084  0.040738   4.322400  0.049578\n",
       "Name[T.bHLH80]              0.174540  0.040727   4.285613  0.050369\n",
       "Name[T.bZIP14]              1.715279  0.041718  41.116116  0.000591\n",
       "Name[T.bZIP16]              0.178144  0.040752   4.371403  0.048551\n",
       "Name[T.bZIP28]              0.177629  0.040748   4.359157  0.048805\n",
       "Name[T.bZIP3]               1.114300  0.040380  27.595016  0.001311\n",
       "Name[T.bZIP42]              0.177629  0.040748   4.359157  0.048805\n",
       "Name[T.bZIP43]              1.150341  0.040571  28.353958  0.001242\n",
       "Name[T.bZIP44]              0.102973  0.040331   2.553187  0.125229\n",
       "Name[T.bZIP48]              0.177629  0.040748   4.359157  0.048805\n",
       "Name[T.bZIP50]              0.177629  0.040748   4.359157  0.048805\n",
       "Name[T.bZIP52]              0.169906  0.040695   4.175081  0.052860\n",
       "Name[T.bZIP53]              1.114300  0.040380  27.595016  0.001311\n",
       "Name[T.bZIP68]              0.169456  0.037196   4.555765  0.044957\n",
       "Name[T.bZIP910]             3.686446  0.042050  87.667286  0.000130\n",
       "Name[T.bZIP911]            22.878894  0.608937  37.571866  0.000708\n",
       "Name[T.dof4.2]              0.178659  0.040756   4.383645  0.048300\n",
       "Name[T.dof4.5]              0.178659  0.040756   4.383645  0.048300\n",
       "Name[T.id1]                 1.087527  0.040272  27.004342  0.001368\n",
       "Name[T.myb.Ph3]             7.481919  0.146950  50.914739  0.000386\n",
       "Name[T.squamosa]           20.055878  0.561753  35.702287  0.000784\n",
       "Genome                      0.000515  0.000021  24.886046  0.001611\n",
       "\n",
       "[487 rows x 4 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enrichment = pd.concat([result.params,result.bse,result.tvalues,result.pvalues],\n",
    "          axis=1, keys=['coef','SE','t','p-value'])\n",
    "enrichment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "enrichment.to_csv(path_or_buf='Enrichment Log.csv',\n",
    "          sep=',', header=True, index=True, mode='w')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>coef</th>\n",
       "      <th>SE</th>\n",
       "      <th>t</th>\n",
       "      <th>p-value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Name[T.AT3G10113]</th>\n",
       "      <td>6.664307</td>\n",
       "      <td>0.042325</td>\n",
       "      <td>157.453743</td>\n",
       "      <td>0.000040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.AT5G56840]</th>\n",
       "      <td>5.989832</td>\n",
       "      <td>0.057072</td>\n",
       "      <td>104.952791</td>\n",
       "      <td>0.000091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.At2g38090]</th>\n",
       "      <td>5.989832</td>\n",
       "      <td>0.057072</td>\n",
       "      <td>104.952791</td>\n",
       "      <td>0.000091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.CMTA2]</th>\n",
       "      <td>9.520789</td>\n",
       "      <td>0.071711</td>\n",
       "      <td>132.765330</td>\n",
       "      <td>0.000057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.HAT2]</th>\n",
       "      <td>6.664307</td>\n",
       "      <td>0.042325</td>\n",
       "      <td>157.453743</td>\n",
       "      <td>0.000040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.TCP14]</th>\n",
       "      <td>5.961515</td>\n",
       "      <td>0.057887</td>\n",
       "      <td>102.986225</td>\n",
       "      <td>0.000094</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       coef        SE           t   p-value\n",
       "Name[T.AT3G10113]  6.664307  0.042325  157.453743  0.000040\n",
       "Name[T.AT5G56840]  5.989832  0.057072  104.952791  0.000091\n",
       "Name[T.At2g38090]  5.989832  0.057072  104.952791  0.000091\n",
       "Name[T.CMTA2]      9.520789  0.071711  132.765330  0.000057\n",
       "Name[T.HAT2]       6.664307  0.042325  157.453743  0.000040\n",
       "Name[T.TCP14]      5.961515  0.057887  102.986225  0.000094"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enrichment[enrichment['p-value']<=1e-04]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>coef</th>\n",
       "      <th>SE</th>\n",
       "      <th>t</th>\n",
       "      <th>p-value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Name[T.AT3G10113]</th>\n",
       "      <td>6.664307</td>\n",
       "      <td>0.042325</td>\n",
       "      <td>157.453743</td>\n",
       "      <td>0.000040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.AT5G56840]</th>\n",
       "      <td>5.989832</td>\n",
       "      <td>0.057072</td>\n",
       "      <td>104.952791</td>\n",
       "      <td>0.000091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.At2g38090]</th>\n",
       "      <td>5.989832</td>\n",
       "      <td>0.057072</td>\n",
       "      <td>104.952791</td>\n",
       "      <td>0.000091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.CMTA2]</th>\n",
       "      <td>9.520789</td>\n",
       "      <td>0.071711</td>\n",
       "      <td>132.765330</td>\n",
       "      <td>0.000057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.HAT2]</th>\n",
       "      <td>6.664307</td>\n",
       "      <td>0.042325</td>\n",
       "      <td>157.453743</td>\n",
       "      <td>0.000040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Name[T.TCP14]</th>\n",
       "      <td>5.961515</td>\n",
       "      <td>0.057887</td>\n",
       "      <td>102.986225</td>\n",
       "      <td>0.000094</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       coef        SE           t   p-value\n",
       "Name[T.AT3G10113]  6.664307  0.042325  157.453743  0.000040\n",
       "Name[T.AT5G56840]  5.989832  0.057072  104.952791  0.000091\n",
       "Name[T.At2g38090]  5.989832  0.057072  104.952791  0.000091\n",
       "Name[T.CMTA2]      9.520789  0.071711  132.765330  0.000057\n",
       "Name[T.HAT2]       6.664307  0.042325  157.453743  0.000040\n",
       "Name[T.TCP14]      5.961515  0.057887  102.986225  0.000094"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "enrichment[enrichment['t']>100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f1f1d3f0eb8>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.plot(df['Genome'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f1f1d38e9b0>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.plot(df['Cluster'], color='blue',  label='Cluster')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<BarContainer object of 6 artists>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "width = 1/1.5\n",
    "y = enrichment[enrichment['p-value']<=1e-04]['p-value']\n",
    "N = len(y)\n",
    "x = range(N)\n",
    "width = 1/1.5\n",
    "plt.bar(x, y, width, color=\"blue\")\n",
    "# plt.plot(enrichment['p-value'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}