{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# HiSeq data p300 analyses for CAL51_ChIPrep_Sep2018"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "## Find differentially bound peaks in ChIP-seq datasets\n",
    "\n",
    "- [X] Venn diagrams for the overview of shared/unique peaks \n",
    "- [X] Find differential regions and generate MA plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "source": [
    "Create all neccessary subfolders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "mkdir -p /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/logs\n",
    "mkdir -p /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts\n",
    "mkdir -p /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots\n",
    "mkdir -p /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data\n",
    "mkdir -p /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/metadata\n",
    "mkdir -p /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads\n",
    "mkdir -p /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks\n",
    "mkdir -p /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/diffbind/\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "ln -s /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/CAL51_chiprep-se-with-control/CAL51*.bam /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads 2> /dev/null\n",
    "ln -s /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/CAL51_chiprep-se-with-control/CAL51*.bam.bai /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads 2> /dev/null\n",
    "ln -s /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/CAL51_chiprep-se-with-control/CAL51*.narrowPeak /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/ 2> /dev/null"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "Brief reminder of the QCs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "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>sample</th>\n",
       "      <th>raw</th>\n",
       "      <th>trimmed</th>\n",
       "      <th>mapped</th>\n",
       "      <th>percentage_unique</th>\n",
       "      <th>mapped_and_filtered</th>\n",
       "      <th>percentage_unique_mapped_and_filtered</th>\n",
       "      <th>in_broadpeaks</th>\n",
       "      <th>in_narrowpeaks</th>\n",
       "      <th>percent_in_broadpeaks</th>\n",
       "      <th>percent_in_narrowpeaks</th>\n",
       "      <th>broadPeak_count</th>\n",
       "      <th>narrowPeak_count</th>\n",
       "      <th>NRF</th>\n",
       "      <th>PBC</th>\n",
       "      <th>NSC</th>\n",
       "      <th>RSC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CAL51.H3K27Ac.DMSO.rep1</td>\n",
       "      <td>42248882</td>\n",
       "      <td>41919365</td>\n",
       "      <td>37416406</td>\n",
       "      <td>89.258046</td>\n",
       "      <td>32043661</td>\n",
       "      <td>76.441189</td>\n",
       "      <td>13957193</td>\n",
       "      <td>12407544</td>\n",
       "      <td>43.556799</td>\n",
       "      <td>38.720744</td>\n",
       "      <td>29075</td>\n",
       "      <td>46653</td>\n",
       "      <td>0.9425</td>\n",
       "      <td>0.629353</td>\n",
       "      <td>1.440492</td>\n",
       "      <td>1.410622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CAL51.H3K27Ac.DMSO.rep2</td>\n",
       "      <td>31467480</td>\n",
       "      <td>31113072</td>\n",
       "      <td>28552804</td>\n",
       "      <td>91.771086</td>\n",
       "      <td>16837435</td>\n",
       "      <td>54.116916</td>\n",
       "      <td>13709243</td>\n",
       "      <td>13042306</td>\n",
       "      <td>81.421208</td>\n",
       "      <td>77.460171</td>\n",
       "      <td>49703</td>\n",
       "      <td>63284</td>\n",
       "      <td>0.7422</td>\n",
       "      <td>0.529788</td>\n",
       "      <td>3.577837</td>\n",
       "      <td>1.490543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CAL51.H3K27Ac.DMSO.rep3</td>\n",
       "      <td>54437629</td>\n",
       "      <td>53941825</td>\n",
       "      <td>49535046</td>\n",
       "      <td>91.830497</td>\n",
       "      <td>40939331</td>\n",
       "      <td>75.895339</td>\n",
       "      <td>19684834</td>\n",
       "      <td>17821525</td>\n",
       "      <td>48.082940</td>\n",
       "      <td>43.531549</td>\n",
       "      <td>33507</td>\n",
       "      <td>52774</td>\n",
       "      <td>0.9443</td>\n",
       "      <td>0.589575</td>\n",
       "      <td>1.356836</td>\n",
       "      <td>1.366062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CAL51.H3K27Ac.Gefit.rep1</td>\n",
       "      <td>55935242</td>\n",
       "      <td>55501451</td>\n",
       "      <td>49790412</td>\n",
       "      <td>89.710109</td>\n",
       "      <td>39447866</td>\n",
       "      <td>71.075378</td>\n",
       "      <td>19949148</td>\n",
       "      <td>18177623</td>\n",
       "      <td>50.570918</td>\n",
       "      <td>46.080117</td>\n",
       "      <td>40555</td>\n",
       "      <td>62392</td>\n",
       "      <td>0.9315</td>\n",
       "      <td>0.575476</td>\n",
       "      <td>1.485312</td>\n",
       "      <td>1.363173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>CAL51.H3K27Ac.Gefit.rep2</td>\n",
       "      <td>67352921</td>\n",
       "      <td>66743151</td>\n",
       "      <td>61075103</td>\n",
       "      <td>91.507671</td>\n",
       "      <td>48949442</td>\n",
       "      <td>73.340023</td>\n",
       "      <td>22108762</td>\n",
       "      <td>19981415</td>\n",
       "      <td>45.166525</td>\n",
       "      <td>40.820516</td>\n",
       "      <td>34964</td>\n",
       "      <td>54511</td>\n",
       "      <td>0.9459</td>\n",
       "      <td>0.555989</td>\n",
       "      <td>1.355486</td>\n",
       "      <td>1.342692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CAL51.H3K27Ac.Gefit.rep3</td>\n",
       "      <td>47333877</td>\n",
       "      <td>46903446</td>\n",
       "      <td>42961379</td>\n",
       "      <td>91.595357</td>\n",
       "      <td>36196697</td>\n",
       "      <td>77.172788</td>\n",
       "      <td>16224528</td>\n",
       "      <td>14521478</td>\n",
       "      <td>44.823228</td>\n",
       "      <td>40.118241</td>\n",
       "      <td>30995</td>\n",
       "      <td>49267</td>\n",
       "      <td>0.9444</td>\n",
       "      <td>0.608872</td>\n",
       "      <td>1.377745</td>\n",
       "      <td>1.376318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>CAL51.H3K27Ac.GT.rep1</td>\n",
       "      <td>55950793</td>\n",
       "      <td>55511705</td>\n",
       "      <td>49728654</td>\n",
       "      <td>89.582285</td>\n",
       "      <td>41221551</td>\n",
       "      <td>74.257404</td>\n",
       "      <td>19098918</td>\n",
       "      <td>17100467</td>\n",
       "      <td>46.332361</td>\n",
       "      <td>41.484288</td>\n",
       "      <td>35315</td>\n",
       "      <td>50468</td>\n",
       "      <td>0.9450</td>\n",
       "      <td>0.588641</td>\n",
       "      <td>1.373443</td>\n",
       "      <td>1.326764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>CAL51.H3K27Ac.GT.rep2</td>\n",
       "      <td>53752427</td>\n",
       "      <td>53289334</td>\n",
       "      <td>48714816</td>\n",
       "      <td>91.415697</td>\n",
       "      <td>39355400</td>\n",
       "      <td>73.852302</td>\n",
       "      <td>16360368</td>\n",
       "      <td>14589608</td>\n",
       "      <td>41.570834</td>\n",
       "      <td>37.071426</td>\n",
       "      <td>27494</td>\n",
       "      <td>46039</td>\n",
       "      <td>0.9396</td>\n",
       "      <td>0.578501</td>\n",
       "      <td>1.372604</td>\n",
       "      <td>1.326407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CAL51.H3K27Ac.GT.rep3</td>\n",
       "      <td>48492203</td>\n",
       "      <td>48074186</td>\n",
       "      <td>44020731</td>\n",
       "      <td>91.568334</td>\n",
       "      <td>36037737</td>\n",
       "      <td>74.962761</td>\n",
       "      <td>15968476</td>\n",
       "      <td>14330513</td>\n",
       "      <td>44.310429</td>\n",
       "      <td>39.765297</td>\n",
       "      <td>29859</td>\n",
       "      <td>44920</td>\n",
       "      <td>0.9396</td>\n",
       "      <td>0.587831</td>\n",
       "      <td>1.335339</td>\n",
       "      <td>1.325135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CAL51.H3K27Ac.THZ531.rep1</td>\n",
       "      <td>44820292</td>\n",
       "      <td>44444579</td>\n",
       "      <td>39559384</td>\n",
       "      <td>89.008345</td>\n",
       "      <td>33754486</td>\n",
       "      <td>75.947364</td>\n",
       "      <td>14628357</td>\n",
       "      <td>13118892</td>\n",
       "      <td>43.337520</td>\n",
       "      <td>38.865625</td>\n",
       "      <td>27848</td>\n",
       "      <td>43579</td>\n",
       "      <td>0.9434</td>\n",
       "      <td>0.625260</td>\n",
       "      <td>1.414746</td>\n",
       "      <td>1.331483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CAL51.H3K27Ac.THZ531.rep2</td>\n",
       "      <td>54177490</td>\n",
       "      <td>53695919</td>\n",
       "      <td>49317141</td>\n",
       "      <td>91.845231</td>\n",
       "      <td>39532002</td>\n",
       "      <td>73.621986</td>\n",
       "      <td>17796421</td>\n",
       "      <td>15767554</td>\n",
       "      <td>45.017758</td>\n",
       "      <td>39.885544</td>\n",
       "      <td>33039</td>\n",
       "      <td>50284</td>\n",
       "      <td>0.9407</td>\n",
       "      <td>0.561912</td>\n",
       "      <td>1.312346</td>\n",
       "      <td>1.335347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CAL51.H3K27Ac.THZ531.rep3</td>\n",
       "      <td>62076709</td>\n",
       "      <td>61542910</td>\n",
       "      <td>56465868</td>\n",
       "      <td>91.750403</td>\n",
       "      <td>44862207</td>\n",
       "      <td>72.895817</td>\n",
       "      <td>21834256</td>\n",
       "      <td>19671336</td>\n",
       "      <td>48.669598</td>\n",
       "      <td>43.848347</td>\n",
       "      <td>38593</td>\n",
       "      <td>57266</td>\n",
       "      <td>0.9425</td>\n",
       "      <td>0.551415</td>\n",
       "      <td>1.315682</td>\n",
       "      <td>1.317793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>CAL51.H3K27Ac.Vorino.rep1</td>\n",
       "      <td>44013711</td>\n",
       "      <td>43652099</td>\n",
       "      <td>39783804</td>\n",
       "      <td>91.138353</td>\n",
       "      <td>35800345</td>\n",
       "      <td>82.012883</td>\n",
       "      <td>13226489</td>\n",
       "      <td>10893976</td>\n",
       "      <td>36.945144</td>\n",
       "      <td>30.429807</td>\n",
       "      <td>35108</td>\n",
       "      <td>56772</td>\n",
       "      <td>0.9660</td>\n",
       "      <td>0.597760</td>\n",
       "      <td>1.165980</td>\n",
       "      <td>1.424969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>CAL51.H3K27Ac.Vorino.rep2</td>\n",
       "      <td>60277021</td>\n",
       "      <td>59803454</td>\n",
       "      <td>54643180</td>\n",
       "      <td>91.371278</td>\n",
       "      <td>46633805</td>\n",
       "      <td>77.978448</td>\n",
       "      <td>14400442</td>\n",
       "      <td>10868824</td>\n",
       "      <td>30.879835</td>\n",
       "      <td>23.306749</td>\n",
       "      <td>29603</td>\n",
       "      <td>45294</td>\n",
       "      <td>0.9636</td>\n",
       "      <td>0.534162</td>\n",
       "      <td>1.145813</td>\n",
       "      <td>1.382804</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CAL51.H3K27Ac.Vorino.rep3</td>\n",
       "      <td>44088122</td>\n",
       "      <td>43728846</td>\n",
       "      <td>39552453</td>\n",
       "      <td>90.449341</td>\n",
       "      <td>34931239</td>\n",
       "      <td>79.881456</td>\n",
       "      <td>14319209</td>\n",
       "      <td>11719353</td>\n",
       "      <td>40.992560</td>\n",
       "      <td>33.549778</td>\n",
       "      <td>58779</td>\n",
       "      <td>82313</td>\n",
       "      <td>0.9626</td>\n",
       "      <td>0.585657</td>\n",
       "      <td>1.140725</td>\n",
       "      <td>1.379133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>CAL51.p300.DMSO.rep1</td>\n",
       "      <td>23874893</td>\n",
       "      <td>23697200</td>\n",
       "      <td>20308108</td>\n",
       "      <td>85.698344</td>\n",
       "      <td>18701218</td>\n",
       "      <td>78.917416</td>\n",
       "      <td>1546873</td>\n",
       "      <td>1422302</td>\n",
       "      <td>8.271509</td>\n",
       "      <td>7.605398</td>\n",
       "      <td>13703</td>\n",
       "      <td>13959</td>\n",
       "      <td>0.9549</td>\n",
       "      <td>0.766884</td>\n",
       "      <td>1.278741</td>\n",
       "      <td>1.426638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>CAL51.p300.DMSO.rep2</td>\n",
       "      <td>20543999</td>\n",
       "      <td>20365503</td>\n",
       "      <td>17887215</td>\n",
       "      <td>87.830951</td>\n",
       "      <td>15440943</td>\n",
       "      <td>75.819109</td>\n",
       "      <td>1263588</td>\n",
       "      <td>1144799</td>\n",
       "      <td>8.183360</td>\n",
       "      <td>7.414048</td>\n",
       "      <td>15868</td>\n",
       "      <td>15322</td>\n",
       "      <td>0.9170</td>\n",
       "      <td>0.738303</td>\n",
       "      <td>1.287975</td>\n",
       "      <td>1.448850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>CAL51.p300.DMSO.rep3</td>\n",
       "      <td>20689154</td>\n",
       "      <td>20505895</td>\n",
       "      <td>17952053</td>\n",
       "      <td>87.545815</td>\n",
       "      <td>16318382</td>\n",
       "      <td>79.578980</td>\n",
       "      <td>1303486</td>\n",
       "      <td>1181531</td>\n",
       "      <td>7.987839</td>\n",
       "      <td>7.240491</td>\n",
       "      <td>14500</td>\n",
       "      <td>14508</td>\n",
       "      <td>0.9444</td>\n",
       "      <td>0.772726</td>\n",
       "      <td>1.257137</td>\n",
       "      <td>1.526216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>CAL51.p300.Gefit.rep1</td>\n",
       "      <td>29072537</td>\n",
       "      <td>28855195</td>\n",
       "      <td>24568499</td>\n",
       "      <td>85.144110</td>\n",
       "      <td>22449851</td>\n",
       "      <td>77.801765</td>\n",
       "      <td>1664487</td>\n",
       "      <td>1518593</td>\n",
       "      <td>7.414245</td>\n",
       "      <td>6.764379</td>\n",
       "      <td>15712</td>\n",
       "      <td>16095</td>\n",
       "      <td>0.9595</td>\n",
       "      <td>0.732691</td>\n",
       "      <td>1.194937</td>\n",
       "      <td>1.440767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>CAL51.p300.Gefit.rep2</td>\n",
       "      <td>23495683</td>\n",
       "      <td>23298346</td>\n",
       "      <td>20408065</td>\n",
       "      <td>87.594480</td>\n",
       "      <td>13533819</td>\n",
       "      <td>58.089184</td>\n",
       "      <td>782322</td>\n",
       "      <td>694511</td>\n",
       "      <td>5.780497</td>\n",
       "      <td>5.131671</td>\n",
       "      <td>12328</td>\n",
       "      <td>11383</td>\n",
       "      <td>0.8099</td>\n",
       "      <td>0.557577</td>\n",
       "      <td>1.240086</td>\n",
       "      <td>1.857307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>CAL51.p300.Gefit.rep3</td>\n",
       "      <td>19771348</td>\n",
       "      <td>19615778</td>\n",
       "      <td>17052692</td>\n",
       "      <td>86.933549</td>\n",
       "      <td>15342672</td>\n",
       "      <td>78.215975</td>\n",
       "      <td>774006</td>\n",
       "      <td>689736</td>\n",
       "      <td>5.044793</td>\n",
       "      <td>4.495540</td>\n",
       "      <td>10947</td>\n",
       "      <td>10032</td>\n",
       "      <td>0.9378</td>\n",
       "      <td>0.770018</td>\n",
       "      <td>1.159012</td>\n",
       "      <td>1.385819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>CAL51.p300.GT.rep1</td>\n",
       "      <td>21736337</td>\n",
       "      <td>21578765</td>\n",
       "      <td>18339642</td>\n",
       "      <td>84.989303</td>\n",
       "      <td>16783681</td>\n",
       "      <td>77.778691</td>\n",
       "      <td>1717872</td>\n",
       "      <td>1546006</td>\n",
       "      <td>10.235371</td>\n",
       "      <td>9.211364</td>\n",
       "      <td>21303</td>\n",
       "      <td>20829</td>\n",
       "      <td>0.9482</td>\n",
       "      <td>0.774685</td>\n",
       "      <td>1.295302</td>\n",
       "      <td>1.424779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>CAL51.p300.GT.rep2</td>\n",
       "      <td>25096997</td>\n",
       "      <td>24851978</td>\n",
       "      <td>21793286</td>\n",
       "      <td>87.692360</td>\n",
       "      <td>19492679</td>\n",
       "      <td>78.435121</td>\n",
       "      <td>1330519</td>\n",
       "      <td>1226448</td>\n",
       "      <td>6.825737</td>\n",
       "      <td>6.291839</td>\n",
       "      <td>14306</td>\n",
       "      <td>15439</td>\n",
       "      <td>0.9468</td>\n",
       "      <td>0.735695</td>\n",
       "      <td>1.182451</td>\n",
       "      <td>1.423975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>CAL51.p300.GT.rep3</td>\n",
       "      <td>21693078</td>\n",
       "      <td>21515430</td>\n",
       "      <td>18814886</td>\n",
       "      <td>87.448338</td>\n",
       "      <td>17159441</td>\n",
       "      <td>79.754116</td>\n",
       "      <td>1280819</td>\n",
       "      <td>1160804</td>\n",
       "      <td>7.464223</td>\n",
       "      <td>6.764812</td>\n",
       "      <td>15490</td>\n",
       "      <td>15405</td>\n",
       "      <td>0.9489</td>\n",
       "      <td>0.768554</td>\n",
       "      <td>1.203309</td>\n",
       "      <td>1.369396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>CAL51.p300.THZ531.rep1</td>\n",
       "      <td>23485828</td>\n",
       "      <td>23313641</td>\n",
       "      <td>19652105</td>\n",
       "      <td>84.294448</td>\n",
       "      <td>18214721</td>\n",
       "      <td>78.129028</td>\n",
       "      <td>1313453</td>\n",
       "      <td>1180623</td>\n",
       "      <td>7.210942</td>\n",
       "      <td>6.481697</td>\n",
       "      <td>15906</td>\n",
       "      <td>15483</td>\n",
       "      <td>0.9587</td>\n",
       "      <td>0.773350</td>\n",
       "      <td>1.193329</td>\n",
       "      <td>1.398582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>CAL51.p300.THZ531.rep2</td>\n",
       "      <td>24172903</td>\n",
       "      <td>23973208</td>\n",
       "      <td>21041623</td>\n",
       "      <td>87.771411</td>\n",
       "      <td>18983550</td>\n",
       "      <td>79.186524</td>\n",
       "      <td>1552450</td>\n",
       "      <td>1412190</td>\n",
       "      <td>8.177870</td>\n",
       "      <td>7.439020</td>\n",
       "      <td>16630</td>\n",
       "      <td>17147</td>\n",
       "      <td>0.9484</td>\n",
       "      <td>0.744301</td>\n",
       "      <td>1.224120</td>\n",
       "      <td>1.401517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>CAL51.p300.THZ531.rep3</td>\n",
       "      <td>25148925</td>\n",
       "      <td>24945148</td>\n",
       "      <td>21857168</td>\n",
       "      <td>87.620919</td>\n",
       "      <td>19689663</td>\n",
       "      <td>78.931835</td>\n",
       "      <td>1497043</td>\n",
       "      <td>1349081</td>\n",
       "      <td>7.603193</td>\n",
       "      <td>6.851722</td>\n",
       "      <td>17715</td>\n",
       "      <td>17811</td>\n",
       "      <td>0.9501</td>\n",
       "      <td>0.739451</td>\n",
       "      <td>1.176601</td>\n",
       "      <td>1.409622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>CAL51.p300.Vorino.rep1</td>\n",
       "      <td>26646312</td>\n",
       "      <td>26446803</td>\n",
       "      <td>23013195</td>\n",
       "      <td>87.016926</td>\n",
       "      <td>20603161</td>\n",
       "      <td>77.904165</td>\n",
       "      <td>1475031</td>\n",
       "      <td>1375196</td>\n",
       "      <td>7.159246</td>\n",
       "      <td>6.674685</td>\n",
       "      <td>12037</td>\n",
       "      <td>12910</td>\n",
       "      <td>0.9478</td>\n",
       "      <td>0.737419</td>\n",
       "      <td>1.230098</td>\n",
       "      <td>1.429814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>CAL51.p300.Vorino.rep2</td>\n",
       "      <td>28604032</td>\n",
       "      <td>28388430</td>\n",
       "      <td>24687228</td>\n",
       "      <td>86.962287</td>\n",
       "      <td>22820518</td>\n",
       "      <td>80.386686</td>\n",
       "      <td>1209699</td>\n",
       "      <td>1126382</td>\n",
       "      <td>5.300927</td>\n",
       "      <td>4.935830</td>\n",
       "      <td>9424</td>\n",
       "      <td>10317</td>\n",
       "      <td>0.9650</td>\n",
       "      <td>0.740649</td>\n",
       "      <td>1.149151</td>\n",
       "      <td>1.493261</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       sample       raw   trimmed    mapped  \\\n",
       "15    CAL51.H3K27Ac.DMSO.rep1  42248882  41919365  37416406   \n",
       "16    CAL51.H3K27Ac.DMSO.rep2  31467480  31113072  28552804   \n",
       "17    CAL51.H3K27Ac.DMSO.rep3  54437629  53941825  49535046   \n",
       "18   CAL51.H3K27Ac.Gefit.rep1  55935242  55501451  49790412   \n",
       "19   CAL51.H3K27Ac.Gefit.rep2  67352921  66743151  61075103   \n",
       "20   CAL51.H3K27Ac.Gefit.rep3  47333877  46903446  42961379   \n",
       "21      CAL51.H3K27Ac.GT.rep1  55950793  55511705  49728654   \n",
       "22      CAL51.H3K27Ac.GT.rep2  53752427  53289334  48714816   \n",
       "23      CAL51.H3K27Ac.GT.rep3  48492203  48074186  44020731   \n",
       "24  CAL51.H3K27Ac.THZ531.rep1  44820292  44444579  39559384   \n",
       "25  CAL51.H3K27Ac.THZ531.rep2  54177490  53695919  49317141   \n",
       "26  CAL51.H3K27Ac.THZ531.rep3  62076709  61542910  56465868   \n",
       "27  CAL51.H3K27Ac.Vorino.rep1  44013711  43652099  39783804   \n",
       "28  CAL51.H3K27Ac.Vorino.rep2  60277021  59803454  54643180   \n",
       "29  CAL51.H3K27Ac.Vorino.rep3  44088122  43728846  39552453   \n",
       "30       CAL51.p300.DMSO.rep1  23874893  23697200  20308108   \n",
       "31       CAL51.p300.DMSO.rep2  20543999  20365503  17887215   \n",
       "32       CAL51.p300.DMSO.rep3  20689154  20505895  17952053   \n",
       "33      CAL51.p300.Gefit.rep1  29072537  28855195  24568499   \n",
       "34      CAL51.p300.Gefit.rep2  23495683  23298346  20408065   \n",
       "35      CAL51.p300.Gefit.rep3  19771348  19615778  17052692   \n",
       "36         CAL51.p300.GT.rep1  21736337  21578765  18339642   \n",
       "37         CAL51.p300.GT.rep2  25096997  24851978  21793286   \n",
       "38         CAL51.p300.GT.rep3  21693078  21515430  18814886   \n",
       "39     CAL51.p300.THZ531.rep1  23485828  23313641  19652105   \n",
       "40     CAL51.p300.THZ531.rep2  24172903  23973208  21041623   \n",
       "41     CAL51.p300.THZ531.rep3  25148925  24945148  21857168   \n",
       "42     CAL51.p300.Vorino.rep1  26646312  26446803  23013195   \n",
       "43     CAL51.p300.Vorino.rep2  28604032  28388430  24687228   \n",
       "\n",
       "    percentage_unique  mapped_and_filtered  \\\n",
       "15          89.258046             32043661   \n",
       "16          91.771086             16837435   \n",
       "17          91.830497             40939331   \n",
       "18          89.710109             39447866   \n",
       "19          91.507671             48949442   \n",
       "20          91.595357             36196697   \n",
       "21          89.582285             41221551   \n",
       "22          91.415697             39355400   \n",
       "23          91.568334             36037737   \n",
       "24          89.008345             33754486   \n",
       "25          91.845231             39532002   \n",
       "26          91.750403             44862207   \n",
       "27          91.138353             35800345   \n",
       "28          91.371278             46633805   \n",
       "29          90.449341             34931239   \n",
       "30          85.698344             18701218   \n",
       "31          87.830951             15440943   \n",
       "32          87.545815             16318382   \n",
       "33          85.144110             22449851   \n",
       "34          87.594480             13533819   \n",
       "35          86.933549             15342672   \n",
       "36          84.989303             16783681   \n",
       "37          87.692360             19492679   \n",
       "38          87.448338             17159441   \n",
       "39          84.294448             18214721   \n",
       "40          87.771411             18983550   \n",
       "41          87.620919             19689663   \n",
       "42          87.016926             20603161   \n",
       "43          86.962287             22820518   \n",
       "\n",
       "    percentage_unique_mapped_and_filtered  in_broadpeaks  in_narrowpeaks  \\\n",
       "15                              76.441189       13957193        12407544   \n",
       "16                              54.116916       13709243        13042306   \n",
       "17                              75.895339       19684834        17821525   \n",
       "18                              71.075378       19949148        18177623   \n",
       "19                              73.340023       22108762        19981415   \n",
       "20                              77.172788       16224528        14521478   \n",
       "21                              74.257404       19098918        17100467   \n",
       "22                              73.852302       16360368        14589608   \n",
       "23                              74.962761       15968476        14330513   \n",
       "24                              75.947364       14628357        13118892   \n",
       "25                              73.621986       17796421        15767554   \n",
       "26                              72.895817       21834256        19671336   \n",
       "27                              82.012883       13226489        10893976   \n",
       "28                              77.978448       14400442        10868824   \n",
       "29                              79.881456       14319209        11719353   \n",
       "30                              78.917416        1546873         1422302   \n",
       "31                              75.819109        1263588         1144799   \n",
       "32                              79.578980        1303486         1181531   \n",
       "33                              77.801765        1664487         1518593   \n",
       "34                              58.089184         782322          694511   \n",
       "35                              78.215975         774006          689736   \n",
       "36                              77.778691        1717872         1546006   \n",
       "37                              78.435121        1330519         1226448   \n",
       "38                              79.754116        1280819         1160804   \n",
       "39                              78.129028        1313453         1180623   \n",
       "40                              79.186524        1552450         1412190   \n",
       "41                              78.931835        1497043         1349081   \n",
       "42                              77.904165        1475031         1375196   \n",
       "43                              80.386686        1209699         1126382   \n",
       "\n",
       "    percent_in_broadpeaks  percent_in_narrowpeaks  broadPeak_count  \\\n",
       "15              43.556799               38.720744            29075   \n",
       "16              81.421208               77.460171            49703   \n",
       "17              48.082940               43.531549            33507   \n",
       "18              50.570918               46.080117            40555   \n",
       "19              45.166525               40.820516            34964   \n",
       "20              44.823228               40.118241            30995   \n",
       "21              46.332361               41.484288            35315   \n",
       "22              41.570834               37.071426            27494   \n",
       "23              44.310429               39.765297            29859   \n",
       "24              43.337520               38.865625            27848   \n",
       "25              45.017758               39.885544            33039   \n",
       "26              48.669598               43.848347            38593   \n",
       "27              36.945144               30.429807            35108   \n",
       "28              30.879835               23.306749            29603   \n",
       "29              40.992560               33.549778            58779   \n",
       "30               8.271509                7.605398            13703   \n",
       "31               8.183360                7.414048            15868   \n",
       "32               7.987839                7.240491            14500   \n",
       "33               7.414245                6.764379            15712   \n",
       "34               5.780497                5.131671            12328   \n",
       "35               5.044793                4.495540            10947   \n",
       "36              10.235371                9.211364            21303   \n",
       "37               6.825737                6.291839            14306   \n",
       "38               7.464223                6.764812            15490   \n",
       "39               7.210942                6.481697            15906   \n",
       "40               8.177870                7.439020            16630   \n",
       "41               7.603193                6.851722            17715   \n",
       "42               7.159246                6.674685            12037   \n",
       "43               5.300927                4.935830             9424   \n",
       "\n",
       "    narrowPeak_count     NRF       PBC       NSC       RSC  \n",
       "15             46653  0.9425  0.629353  1.440492  1.410622  \n",
       "16             63284  0.7422  0.529788  3.577837  1.490543  \n",
       "17             52774  0.9443  0.589575  1.356836  1.366062  \n",
       "18             62392  0.9315  0.575476  1.485312  1.363173  \n",
       "19             54511  0.9459  0.555989  1.355486  1.342692  \n",
       "20             49267  0.9444  0.608872  1.377745  1.376318  \n",
       "21             50468  0.9450  0.588641  1.373443  1.326764  \n",
       "22             46039  0.9396  0.578501  1.372604  1.326407  \n",
       "23             44920  0.9396  0.587831  1.335339  1.325135  \n",
       "24             43579  0.9434  0.625260  1.414746  1.331483  \n",
       "25             50284  0.9407  0.561912  1.312346  1.335347  \n",
       "26             57266  0.9425  0.551415  1.315682  1.317793  \n",
       "27             56772  0.9660  0.597760  1.165980  1.424969  \n",
       "28             45294  0.9636  0.534162  1.145813  1.382804  \n",
       "29             82313  0.9626  0.585657  1.140725  1.379133  \n",
       "30             13959  0.9549  0.766884  1.278741  1.426638  \n",
       "31             15322  0.9170  0.738303  1.287975  1.448850  \n",
       "32             14508  0.9444  0.772726  1.257137  1.526216  \n",
       "33             16095  0.9595  0.732691  1.194937  1.440767  \n",
       "34             11383  0.8099  0.557577  1.240086  1.857307  \n",
       "35             10032  0.9378  0.770018  1.159012  1.385819  \n",
       "36             20829  0.9482  0.774685  1.295302  1.424779  \n",
       "37             15439  0.9468  0.735695  1.182451  1.423975  \n",
       "38             15405  0.9489  0.768554  1.203309  1.369396  \n",
       "39             15483  0.9587  0.773350  1.193329  1.398582  \n",
       "40             17147  0.9484  0.744301  1.224120  1.401517  \n",
       "41             17811  0.9501  0.739451  1.176601  1.409622  \n",
       "42             12910  0.9478  0.737419  1.230098  1.429814  \n",
       "43             10317  0.9650  0.740649  1.149151  1.493261  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "qc_df = pd.read_csv('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/CAL51_chiprep-se-with-control/qc.txt')\n",
    "qc_df[[\"ctrl\" not in v for v in qc_df['sample'].values]]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Union peaksets - Venn diagrams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "module load bedtools2\n",
    "\n",
    "CONDITIONS=(\\\n",
    "    CAL51.p300.DMSO \\\n",
    "    CAL51.p300.Gefit \\\n",
    "    CAL51.p300.THZ531 \\\n",
    ")\n",
    "DATADIR='/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/CAL51_chiprep-se-with-control'\n",
    "OUTDIR='/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data'\n",
    "for cond in ${CONDITIONS[@]};\n",
    "do\n",
    "    bedtools merge \\\n",
    "        -i <(cat ${DATADIR}/${cond}*.narrowPeak | sort -k1,1 -k2,2n) \\\n",
    "    > ${OUTDIR}/${cond}.merged_peaks.bed\n",
    "        \n",
    "done"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### All"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "source /data/reddylab/software/miniconda2/bin/activate alex\n",
    "export PYTHONPATH=\"/data/reddylab/projects/GGR/analyses/group_general/top_level_scripts/GGR:${PYTHONPATH}\"\n",
    "python /data/reddylab/Alex/collab/20180214_JoshBlack/scripts/plot_overlap_as_venn_diagram.py \\\n",
    "    -i \\\n",
    "        /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/CAL51.p300.DMSO.merged_peaks.bed \\\n",
    "        /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/CAL51.p300.Gefit.merged_peaks.bed \\\n",
    "        /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/CAL51.p300.THZ531.merged_peaks.bed \\\n",
    "    --names DMSO Gefitinib THZ531 \\\n",
    "    --bed \\\n",
    "    --overlap 0.5 \\\n",
    "    -o \\\n",
    "        /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300_peaks_venn.png \\\n",
    "        /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300_peaks_venn.pdf\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300_peaks_venn.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### Between replicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "source /data/reddylab/software/miniconda2/bin/activate alex\n",
    "export PYTHONPATH=\"/data/reddylab/projects/GGR/analyses/group_general/top_level_scripts/GGR:${PYTHONPATH}\"\n",
    "for factor in DMSO Gefit THZ531 ;\n",
    "do\n",
    "    python /data/reddylab/Alex/collab/20180214_JoshBlack/scripts/plot_overlap_as_venn_diagram.py \\\n",
    "        -i \\\n",
    "            /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.${factor}.rep1.masked.dedup.sorted_peaks.narrowPeak \\\n",
    "            /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.${factor}.rep2.masked.dedup.sorted_peaks.narrowPeak \\\n",
    "            /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.${factor}.rep3.masked.dedup.sorted_peaks.narrowPeak \\\n",
    "        --names ${factor}_rep1 ${factor}_rep2 ${factor}_rep3 \\\n",
    "        --bed \\\n",
    "        --overlap 0.5 \\\n",
    "        -o \\\n",
    "            /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300_peaks_${factor}_venn.png \\\n",
    "            /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300_peaks_${factor}_venn.pdf\n",
    "done        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "factor = 'DMSO'\n",
    "display(Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300_peaks_%s_venn.png\" % factor))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "factor = 'Gefit'\n",
    "display(Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300_peaks_%s_venn.png\" % factor))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "factor = 'THZ531'\n",
    "display(Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300_peaks_%s_venn.png\" % factor))\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Peak overlaps between conditions in all replicates (this takes the peaks present in all replicates and computing overlaps there)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "source /data/reddylab/software/miniconda2/bin/activate alex\n",
    "\n",
    "cd /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/\n",
    "for factor in DMSO Gefit THZ531;\n",
    "do\n",
    "    bedtools intersect \\\n",
    "        -u \\\n",
    "        -a <(bedtools intersect \\\n",
    "            -r \\\n",
    "            -u \\\n",
    "            -f 0.5 \\\n",
    "            -a CAL51.p300.${factor}.rep1.masked.dedup.sorted_peaks.narrowPeak \\\n",
    "            -b CAL51.p300.${factor}.rep2.masked.dedup.sorted_peaks.narrowPeak) \\\n",
    "        -b CAL51.p300.${factor}.rep3.masked.dedup.sorted_peaks.narrowPeak \\\n",
    "    > CAL51.p300.${factor}.peaks_in_all_reps.bed\n",
    "done  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "source /data/reddylab/software/miniconda2/bin/activate alex\n",
    "export PYTHONPATH=\"/data/reddylab/projects/GGR/analyses/group_general/top_level_scripts/GGR:${PYTHONPATH}\"\n",
    "python /data/reddylab/Alex/collab/20180214_JoshBlack/scripts/plot_overlap_as_venn_diagram.py \\\n",
    "    -i \\\n",
    "        /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.DMSO.peaks_in_all_reps.bed \\\n",
    "        /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.Gefit.peaks_in_all_reps.bed \\\n",
    "        /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.THZ531.peaks_in_all_reps.bed \\\n",
    "    --names DMSO Gefit THZ531 \\\n",
    "    --bed \\\n",
    "    -o \\\n",
    "        /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300_peaks_in_all_reps_venn.png \\\n",
    "        /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300_peaks_in_all_reps_venn.pdf\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Venn diagram of peaks in all reps "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "display(Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300_peaks_in_all_reps_venn.png\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Find differentially bound regions\n",
    "\n",
    "In a similar fashion that a DGE analysis, with ChIP-seq'ed samples one can ask, which are the most differentially bound regions between 2 given conditions?\n",
    "\n",
    "In this analysis, we will investigate:\n",
    "    - DMSO vs Gefit\n",
    "    - DMSO vs THZ531\n",
    "    - DMSO vs GT\n",
    "    - DMSO vs Vorino (\"positive\" control - HDAC inhibitor)\n",
    "    - THZ531 vs GT\n",
    "    - Gefit vs GT\n",
    "    - Gefit vs THZ531\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/metadata/p300_diff_bind_sample_sheet.csv\n"
     ]
    }
   ],
   "source": [
    "%%writefile /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/metadata/p300_diff_bind_sample_sheet.csv\n",
    "SampleID,Tissue,Factor,Condition,Replicate,bamReads,bamControl,Peaks,PeakCaller\n",
    "CAL51_P300_DMSO.rep1,CAL51,P300,DMSO,1,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.DMSO.rep1.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.DMSO.rep1.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.DMSO.rep1.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_DMSO.rep2,CAL51,P300,DMSO,2,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.DMSO.rep2.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.DMSO.rep2.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.DMSO.rep2.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_DMSO.rep3,CAL51,P300,DMSO,3,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.DMSO.rep3.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.DMSO.rep3.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.DMSO.rep3.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_Gefit.rep1,CAL51,P300,Gefit,1,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.Gefit.rep1.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.Gefit.rep1.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.Gefit.rep1.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_Gefit.rep3,CAL51,P300,Gefit,2,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.Gefit.rep2.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.Gefit.rep2.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.Gefit.rep2.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_Gefit.rep3,CAL51,P300,Gefit,3,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.Gefit.rep3.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.Gefit.rep3.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.Gefit.rep3.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_THZ531.rep1,CAL51,P300,THZ531,1,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.THZ531.rep1.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.THZ531.rep1.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.THZ531.rep1.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_THZ531.rep2,CAL51,P300,THZ531,2,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.THZ531.rep2.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.THZ531.rep2.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.THZ531.rep2.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_THZ531.rep3,CAL51,P300,THZ531,3,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.THZ531.rep3.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.THZ531.rep3.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.THZ531.rep3.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_GT.rep1,CAL51,P300,GT,1,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.GT.rep1.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.GT.rep1.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.GT.rep1.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_GT.rep2,CAL51,P300,GT,2,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.GT.rep2.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.GT.rep2.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.GT.rep2.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_GT.rep3,CAL51,P300,GT,3,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.GT.rep3.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.GT.rep3.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.GT.rep3.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_Vorino.rep1,CAL51,P300,Vorino,1,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.Vorino.rep1.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.Vorino.rep1.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.Vorino.rep1.masked.dedup.sorted_peaks.narrowPeak,narrow\n",
    "CAL51_P300_Vorino.rep2,CAL51,P300,Vorino,2,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.p300.Vorino.rep2.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/mapped_reads/CAL51.ctrl.Vorino.rep2.masked.dedup.sorted.bam,/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/peaks/CAL51.p300.Vorino.rep2.masked.dedup.sorted_peaks.narrowPeak,narrow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis.R\n"
     ]
    }
   ],
   "source": [
    "%%writefile /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis.R\n",
    "#!/bin/env/R\n",
    "library(DiffBind)\n",
    "DBA <- dba(sampleSheet='/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/metadata/p300_diff_bind_sample_sheet.csv')\n",
    "DBA$config$yieldSize <- 50000\n",
    "DBA <- dba.count(DBA)\n",
    "DBA <- dba.contrast(DBA, categories=c(DBA_CONDITION))\n",
    "DBA <- dba.analyze(DBA, method=DBA_DESEQ2, bParallel=FALSE)\n",
    "dba.save(DBA, file='DBA', dir='/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/diffbind/', pre='dba_', ext='RData', bMinimize=FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis.slurm\n"
     ]
    }
   ],
   "source": [
    "%%writefile /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis.slurm\n",
    "#!/bin/bash\n",
    "--output=/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/logs/p300_diffbind.out\n",
    "source /data/reddylab/software/miniconda2/bin/activate r_conda\n",
    "Rscript /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis.R"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%script --out dba_1 bash\n",
    "sbatch -pnew,all --mem=32000 /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis.slurm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "import re\n",
    "blocking_job = re.match('Submitted batch job (\\d+).*', dba_1).group(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Retrieve counts from DiffBind with consensus peak dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_extract_counts.R\n"
     ]
    }
   ],
   "source": [
    "%%writefile /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_extract_counts.R\n",
    "#!/bin/env/R\n",
    "library(DiffBind)\n",
    "DBA <- dba.load(file='DBA', dir='/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/diffbind/', pre='dba_', ext='RData')\n",
    "DBA$config$yieldSize <- 50000\n",
    "\n",
    "myDBA <- dba.count(DBA, peaks=NULL, score=DBA_SCORE_READS)\n",
    "dba.peakset(myDBA,\n",
    "           bRetrieve=TRUE,\n",
    "           DataType=DBA_DATA_FRAME,\n",
    "           writeFile='/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/diffbind/p300_counts.df.txt')\n",
    "\n",
    "dba.peakset(myDBA,\n",
    "          bRetrieve=TRUE,\n",
    "          writeFile='/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/diffbind/p300_counts.genomic_ranges.txt')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%script --out dba_2 bash -s \"$blocking_job\"\n",
    "source /data/reddylab/software/miniconda2/bin/activate r_conda\n",
    "sbatch -pnew,all \\\n",
    "    --mem=32000 \\\n",
    "    --depend afterok:$1 \\\n",
    "    --output=/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/logs/p300_diffbind_consensus_peakset_counts.df.out \\\n",
    "    <<'EOF'\n",
    "#!/bin/bash\n",
    "Rscript /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_extract_counts.R\n",
    "\n",
    "EOF\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3087303'"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "blocking_job"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "import re\n",
    "blocking_job = re.match('Submitted batch job (\\d+).*', dba_2).group(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Do DiffBind analysis reverse direction so that DMSO is at the denominator. \n",
    "- negative logFC means decreased peak intensity (i.e. counts)\n",
    "- positive logFC means increased peak intensity (i.e. counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis_2.R\n"
     ]
    }
   ],
   "source": [
    "%%writefile /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis_2.R\n",
    "#!/bin/env/R\n",
    "library(DiffBind)\n",
    "DBA <- dba.load(file='DBA', dir='/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/diffbind/', pre='dba_', ext='RData')\n",
    "DBA$contrasts=NULL\n",
    "DMSO_mask <- dba.mask(DBA, DBA_CONDITION, 'DMSO')\n",
    "Gefit_mask <- dba.mask(DBA, DBA_CONDITION, 'Gefit')\n",
    "THZ531_mask <- dba.mask(DBA, DBA_CONDITION, 'THZ531')\n",
    "GT_mask <- dba.mask(DBA, DBA_CONDITION, 'GT')\n",
    "Vorino_mask <- dba.mask(DBA, DBA_CONDITION, 'Vorino')\n",
    "\n",
    "# FLAG\n",
    "DBA <- dba.contrast(DBA, group1=Gefit_mask, name1='Gefit', group2=DMSO_mask, name2='DMSO')\n",
    "DBA <- dba.contrast(DBA, group1=THZ531_mask, name1='THZ531', group2=DMSO_mask, name2='DMSO')\n",
    "DBA <- dba.contrast(DBA, group1=GT_mask, name1='GT', group2=DMSO_mask, name2='DMSO')\n",
    "DBA <- dba.contrast(DBA, group1=Vorino_mask, name1='Vorino', group2=DMSO_mask, name2='DMSO')\n",
    "DBA <- dba.contrast(DBA, group1=GT_mask, name1='GT', group2=THZ531_mask, name2='THZ531')\n",
    "DBA <- dba.contrast(DBA, group1=GT_mask, name1='GT', group2=Gefit_mask, name2='Gefit')\n",
    "DBA <- dba.contrast(DBA, group1=THZ531_mask, name1='THZ531', group2=Gefit_mask, name2='Gefit')\n",
    "\n",
    "DBA <- dba.analyze(DBA, method=DBA_DESEQ2, bParallel=FALSE)\n",
    "dba.save(DBA, file='DBA_p300_analyzed', dir='/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/diffbind/', pre='dba_', ext='RData', bMinimize=FALSE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%script --out dba_2 bash -s \"$blocking_job\"\n",
    "sbatch -pnew,all \\\n",
    "    --mem 32000 \\\n",
    "    --output=/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/logs/p300_diffbind_2.out \\\n",
    "    --wrap=\"source /data/reddylab/software/miniconda2/bin/activate r_conda; Rscript /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis_2.R\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "import re\n",
    "blocking_job = re.match('Submitted batch job (\\d+).*', dba_2).group(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis_3.R\n"
     ]
    }
   ],
   "source": [
    "%%writefile /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis_3.R\n",
    "#!/bin/env/R\n",
    "library(GenomicRanges)\n",
    "library(Homo.sapiens)\n",
    "library(DiffBind)\n",
    "library(liftOver)\n",
    "library(rtracklayer)\n",
    "\n",
    "geneRanges <- \n",
    "    function(db, column=\"ENTREZID\")\n",
    "{\n",
    "    g <- genes(db, columns=column)\n",
    "    col <- mcols(g)[[column]]\n",
    "    genes <- granges(g)[rep(seq_along(g), elementNROWS(col))]\n",
    "    mcols(genes)[[column]] <- as.character(unlist(col))\n",
    "    genes\n",
    "}\n",
    "\n",
    "splitColumnByOverlap <-\n",
    "    function(query, subject, column=\"ENTREZID\", ...)\n",
    "{\n",
    "    olaps <- findOverlaps(query, subject, ...)\n",
    "    f1 <- factor(subjectHits(olaps),\n",
    "                 levels=seq_len(subjectLength(olaps)))\n",
    "    splitAsList(mcols(query)[[column]][queryHits(olaps)], f1)\n",
    "}\n",
    "\n",
    "# LiftOver to hg38\n",
    "chain <- import.chain(\"/data/reddylab/Reference_Data/Genomes/hg19/hg19ToHg38.over.chain\")\n",
    "gns = geneRanges(Homo.sapiens, column=\"SYMBOL\")\n",
    "gns = unlist(liftOver(gns, chain))\n",
    "\n",
    "(DBA <- dba.load(file='DBA_p300_analyzed', dir='/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/diffbind/', pre='dba_', ext='RData'))\n",
    "\n",
    "generate_db_report <- \n",
    "    function(n, d, gns, th=0.2, ...){\n",
    "        db_report <- dba.report(d, n, th=th, bUsePval=FALSE)\n",
    "        db_report$SYMBOL <- splitColumnByOverlap(gns, db_report, \"SYMBOL\")\n",
    "#         db_report$log2Fold <- log2(abs(db_report$Fold))\n",
    "#         db_report$log2Fold[db_report$Fold <0] <- db_report$log2Fold[db_report$Fold <0]*-1\n",
    "        treat_vs_contr <- paste0(d$contrast[[n]]$name1, '_', d$contrast[[n]]$name2)\n",
    "        \n",
    "        # Save results in tab-delimited file\n",
    "        write.table(as.data.frame(db_report), \n",
    "            file=paste0('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/', treat_vs_contr, '.p300.diffBind.txt'),\n",
    "            quote = FALSE, row.names=FALSE, sep = \"\\t\")\n",
    "        treat_vs_contr\n",
    "        \n",
    "        # Create MA plot\n",
    "        pdf(paste0('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/', treat_vs_contr, '.p300.diffBind_MA.pdf'))\n",
    "        dba.plotMA(DBA, contrast=n, bNormalized=FALSE)\n",
    "        dev.off()\n",
    "\n",
    "        # Plot correlation heatmap\n",
    "        pdf(paste0('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/', treat_vs_contr, '.p300.diffBind_corr.pdf'))\n",
    "        dba.plotHeatmap(DBA, contrast=n, bNormalized=FALSE)\n",
    "        dev.off()\n",
    "        \n",
    "    }\n",
    "\n",
    "# plot correlation heatmap\n",
    "pdf(paste0('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/p300.diffBind_corr.pdf'))\n",
    "plot(DBA)\n",
    "dev.off()\n",
    "\n",
    "    \n",
    "dd <- lapply(seq(1,  length(DBA$contrasts)), generate_db_report, DBA, gns)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%script --out dba_3 bash -s \"$blocking_job\"\n",
    "sbatch -pnew,all \\\n",
    "    --mem 16000 \\\n",
    "    --output=/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/logs/p300_diffbind_3.out \\\n",
    "    --wrap=\"source /data/reddylab/software/miniconda2/bin/activate r_conda; Rscript /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/p300_diff_bind_analysis_3.R\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Differential binding analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Display all MA plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"800\"\n",
       "            height=\"600\"\n",
       "            src=\"../chiprep/processing/chip_seq/analysis/results/chip_seq/plots/Gefit_DMSO.p300.diffBind_MA.pdf\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7fe0f04d37d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"800\"\n",
       "            height=\"600\"\n",
       "            src=\"../chiprep/processing/chip_seq/analysis/results/chip_seq/plots/THZ531_DMSO.p300.diffBind_MA.pdf\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7fe0f04d37d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"800\"\n",
       "            height=\"600\"\n",
       "            src=\"../chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_DMSO.p300.diffBind_MA.pdf\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7fe0f04d37d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"800\"\n",
       "            height=\"600\"\n",
       "            src=\"../chiprep/processing/chip_seq/analysis/results/chip_seq/plots/Vorino_DMSO.p300.diffBind_MA.pdf\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7fe0f04d37d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"800\"\n",
       "            height=\"600\"\n",
       "            src=\"../chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_THZ531.p300.diffBind_MA.pdf\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7fe0f04d37d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"800\"\n",
       "            height=\"600\"\n",
       "            src=\"../chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_Gefit.p300.diffBind_MA.pdf\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7fe0f04d37d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"800\"\n",
       "            height=\"600\"\n",
       "            src=\"../chiprep/processing/chip_seq/analysis/results/chip_seq/plots/THZ531_Gefit.p300.diffBind_MA.pdf\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x7fe0f04d37d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import IFrame, display\n",
    "comparisons = [\n",
    "    \"Gefit_DMSO\",\n",
    "    \"THZ531_DMSO\",\n",
    "    \"GT_DMSO\",\n",
    "    \"Vorino_DMSO\",\n",
    "    \"GT_THZ531\",\n",
    "    \"GT_Gefit\",\n",
    "    \"THZ531_Gefit\"\n",
    "]\n",
    "for c in comparisons:\n",
    "    display(IFrame(\"../chiprep/processing/chip_seq/analysis/results/chip_seq/plots/%s.p300.diffBind_MA.pdf\" % c, \n",
    "                   width=800, height=600))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### DMSO vs THZ531"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "module load ImageMagick\n",
    "convert /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/THZ531_DMSO.p300.diffBind_MA.pdf /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/THZ531_DMSO.p300.diffBind_MA.png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "display(Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/THZ531_DMSO.p300.diffBind_MA.png\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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>seqnames</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>width</th>\n",
       "      <th>strand</th>\n",
       "      <th>Conc</th>\n",
       "      <th>Conc_THZ531</th>\n",
       "      <th>Conc_DMSO</th>\n",
       "      <th>Fold</th>\n",
       "      <th>p.value</th>\n",
       "      <th>FDR</th>\n",
       "      <th>SYMBOL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chr14</td>\n",
       "      <td>84402349</td>\n",
       "      <td>84405577</td>\n",
       "      <td>3229</td>\n",
       "      <td>*</td>\n",
       "      <td>9.57</td>\n",
       "      <td>8.08</td>\n",
       "      <td>10.29</td>\n",
       "      <td>-2.20</td>\n",
       "      <td>5.030000e-180</td>\n",
       "      <td>1.220000e-175</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chr5</td>\n",
       "      <td>92145589</td>\n",
       "      <td>92148503</td>\n",
       "      <td>2915</td>\n",
       "      <td>*</td>\n",
       "      <td>9.77</td>\n",
       "      <td>8.80</td>\n",
       "      <td>10.35</td>\n",
       "      <td>-1.55</td>\n",
       "      <td>3.550000e-121</td>\n",
       "      <td>4.300000e-117</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chr10</td>\n",
       "      <td>106980148</td>\n",
       "      <td>106983107</td>\n",
       "      <td>2960</td>\n",
       "      <td>*</td>\n",
       "      <td>9.44</td>\n",
       "      <td>8.41</td>\n",
       "      <td>10.03</td>\n",
       "      <td>-1.62</td>\n",
       "      <td>3.000000e-96</td>\n",
       "      <td>2.430000e-92</td>\n",
       "      <td>SORCS1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>chr6</td>\n",
       "      <td>10380297</td>\n",
       "      <td>10381917</td>\n",
       "      <td>1621</td>\n",
       "      <td>*</td>\n",
       "      <td>8.31</td>\n",
       "      <td>6.73</td>\n",
       "      <td>9.04</td>\n",
       "      <td>-2.31</td>\n",
       "      <td>2.690000e-79</td>\n",
       "      <td>1.630000e-75</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chrX</td>\n",
       "      <td>125377941</td>\n",
       "      <td>125379840</td>\n",
       "      <td>1900</td>\n",
       "      <td>*</td>\n",
       "      <td>9.28</td>\n",
       "      <td>8.38</td>\n",
       "      <td>9.83</td>\n",
       "      <td>-1.45</td>\n",
       "      <td>2.980000e-76</td>\n",
       "      <td>1.450000e-72</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>chr1</td>\n",
       "      <td>98263353</td>\n",
       "      <td>98265482</td>\n",
       "      <td>2130</td>\n",
       "      <td>*</td>\n",
       "      <td>7.58</td>\n",
       "      <td>5.48</td>\n",
       "      <td>8.40</td>\n",
       "      <td>-2.92</td>\n",
       "      <td>3.170000e-75</td>\n",
       "      <td>1.280000e-71</td>\n",
       "      <td>LOC729987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>chr1</td>\n",
       "      <td>234917851</td>\n",
       "      <td>234919319</td>\n",
       "      <td>1469</td>\n",
       "      <td>*</td>\n",
       "      <td>7.87</td>\n",
       "      <td>5.85</td>\n",
       "      <td>8.68</td>\n",
       "      <td>-2.83</td>\n",
       "      <td>7.210000e-73</td>\n",
       "      <td>2.500000e-69</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>chr9</td>\n",
       "      <td>82923095</td>\n",
       "      <td>82925483</td>\n",
       "      <td>2389</td>\n",
       "      <td>*</td>\n",
       "      <td>9.51</td>\n",
       "      <td>8.78</td>\n",
       "      <td>10.00</td>\n",
       "      <td>-1.22</td>\n",
       "      <td>3.820000e-70</td>\n",
       "      <td>1.160000e-66</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>chr7</td>\n",
       "      <td>104926435</td>\n",
       "      <td>104927536</td>\n",
       "      <td>1102</td>\n",
       "      <td>*</td>\n",
       "      <td>7.64</td>\n",
       "      <td>5.77</td>\n",
       "      <td>8.42</td>\n",
       "      <td>-2.65</td>\n",
       "      <td>9.900000e-68</td>\n",
       "      <td>2.670000e-64</td>\n",
       "      <td>LHFPL3-AS2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>chr17</td>\n",
       "      <td>70658129</td>\n",
       "      <td>70659210</td>\n",
       "      <td>1082</td>\n",
       "      <td>*</td>\n",
       "      <td>7.47</td>\n",
       "      <td>5.42</td>\n",
       "      <td>8.28</td>\n",
       "      <td>-2.86</td>\n",
       "      <td>2.950000e-67</td>\n",
       "      <td>7.170000e-64</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>chr6</td>\n",
       "      <td>70269966</td>\n",
       "      <td>70271143</td>\n",
       "      <td>1178</td>\n",
       "      <td>*</td>\n",
       "      <td>7.88</td>\n",
       "      <td>6.37</td>\n",
       "      <td>8.60</td>\n",
       "      <td>-2.23</td>\n",
       "      <td>1.040000e-65</td>\n",
       "      <td>2.300000e-62</td>\n",
       "      <td>COL9A1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>chr18</td>\n",
       "      <td>28874559</td>\n",
       "      <td>28875996</td>\n",
       "      <td>1438</td>\n",
       "      <td>*</td>\n",
       "      <td>7.78</td>\n",
       "      <td>5.94</td>\n",
       "      <td>8.56</td>\n",
       "      <td>-2.62</td>\n",
       "      <td>1.530000e-64</td>\n",
       "      <td>3.090000e-61</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>chr3</td>\n",
       "      <td>169666526</td>\n",
       "      <td>169669535</td>\n",
       "      <td>3010</td>\n",
       "      <td>*</td>\n",
       "      <td>9.40</td>\n",
       "      <td>8.66</td>\n",
       "      <td>9.89</td>\n",
       "      <td>-1.23</td>\n",
       "      <td>4.240000e-63</td>\n",
       "      <td>7.900000e-60</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>chr9</td>\n",
       "      <td>82957272</td>\n",
       "      <td>82958718</td>\n",
       "      <td>1447</td>\n",
       "      <td>*</td>\n",
       "      <td>7.28</td>\n",
       "      <td>5.18</td>\n",
       "      <td>8.10</td>\n",
       "      <td>-2.92</td>\n",
       "      <td>8.240000e-63</td>\n",
       "      <td>1.430000e-59</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>chr20</td>\n",
       "      <td>51703223</td>\n",
       "      <td>51704593</td>\n",
       "      <td>1371</td>\n",
       "      <td>*</td>\n",
       "      <td>8.60</td>\n",
       "      <td>7.58</td>\n",
       "      <td>9.19</td>\n",
       "      <td>-1.61</td>\n",
       "      <td>2.380000e-62</td>\n",
       "      <td>3.850000e-59</td>\n",
       "      <td>ATP9A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>chr17</td>\n",
       "      <td>43664968</td>\n",
       "      <td>43666225</td>\n",
       "      <td>1258</td>\n",
       "      <td>*</td>\n",
       "      <td>8.04</td>\n",
       "      <td>6.60</td>\n",
       "      <td>8.75</td>\n",
       "      <td>-2.15</td>\n",
       "      <td>2.670000e-61</td>\n",
       "      <td>4.050000e-58</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>chr11</td>\n",
       "      <td>103405146</td>\n",
       "      <td>103407509</td>\n",
       "      <td>2364</td>\n",
       "      <td>*</td>\n",
       "      <td>9.35</td>\n",
       "      <td>8.63</td>\n",
       "      <td>9.84</td>\n",
       "      <td>-1.21</td>\n",
       "      <td>3.940000e-61</td>\n",
       "      <td>5.620000e-58</td>\n",
       "      <td>DYNC2H1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>chr18</td>\n",
       "      <td>48841289</td>\n",
       "      <td>48843780</td>\n",
       "      <td>2492</td>\n",
       "      <td>*</td>\n",
       "      <td>8.92</td>\n",
       "      <td>7.92</td>\n",
       "      <td>9.51</td>\n",
       "      <td>-1.59</td>\n",
       "      <td>5.800000e-59</td>\n",
       "      <td>7.820000e-56</td>\n",
       "      <td>CTIF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>chr14</td>\n",
       "      <td>21696845</td>\n",
       "      <td>21700634</td>\n",
       "      <td>3790</td>\n",
       "      <td>*</td>\n",
       "      <td>8.65</td>\n",
       "      <td>7.66</td>\n",
       "      <td>9.23</td>\n",
       "      <td>-1.57</td>\n",
       "      <td>1.860000e-58</td>\n",
       "      <td>2.370000e-55</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>chr18</td>\n",
       "      <td>26452911</td>\n",
       "      <td>26454262</td>\n",
       "      <td>1352</td>\n",
       "      <td>*</td>\n",
       "      <td>7.55</td>\n",
       "      <td>5.62</td>\n",
       "      <td>8.35</td>\n",
       "      <td>-2.73</td>\n",
       "      <td>1.330000e-57</td>\n",
       "      <td>1.620000e-54</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>chr18</td>\n",
       "      <td>32802719</td>\n",
       "      <td>32804146</td>\n",
       "      <td>1428</td>\n",
       "      <td>*</td>\n",
       "      <td>7.74</td>\n",
       "      <td>6.22</td>\n",
       "      <td>8.47</td>\n",
       "      <td>-2.25</td>\n",
       "      <td>2.990000e-57</td>\n",
       "      <td>3.450000e-54</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>chr6</td>\n",
       "      <td>84409833</td>\n",
       "      <td>84411616</td>\n",
       "      <td>1784</td>\n",
       "      <td>*</td>\n",
       "      <td>8.03</td>\n",
       "      <td>6.75</td>\n",
       "      <td>8.70</td>\n",
       "      <td>-1.95</td>\n",
       "      <td>6.260000e-57</td>\n",
       "      <td>6.910000e-54</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>chr1</td>\n",
       "      <td>241107112</td>\n",
       "      <td>241108859</td>\n",
       "      <td>1748</td>\n",
       "      <td>*</td>\n",
       "      <td>7.90</td>\n",
       "      <td>6.54</td>\n",
       "      <td>8.58</td>\n",
       "      <td>-2.04</td>\n",
       "      <td>1.250000e-56</td>\n",
       "      <td>1.320000e-53</td>\n",
       "      <td>RGS7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>chr4</td>\n",
       "      <td>95392734</td>\n",
       "      <td>95395250</td>\n",
       "      <td>2517</td>\n",
       "      <td>*</td>\n",
       "      <td>7.78</td>\n",
       "      <td>8.50</td>\n",
       "      <td>6.29</td>\n",
       "      <td>2.21</td>\n",
       "      <td>1.550000e-56</td>\n",
       "      <td>1.570000e-53</td>\n",
       "      <td>UNC5C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>chr22</td>\n",
       "      <td>23518269</td>\n",
       "      <td>23519253</td>\n",
       "      <td>985</td>\n",
       "      <td>*</td>\n",
       "      <td>6.89</td>\n",
       "      <td>4.16</td>\n",
       "      <td>7.78</td>\n",
       "      <td>-3.62</td>\n",
       "      <td>2.710000e-56</td>\n",
       "      <td>2.630000e-53</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>chr2</td>\n",
       "      <td>43220642</td>\n",
       "      <td>43221921</td>\n",
       "      <td>1280</td>\n",
       "      <td>*</td>\n",
       "      <td>7.35</td>\n",
       "      <td>5.57</td>\n",
       "      <td>8.13</td>\n",
       "      <td>-2.56</td>\n",
       "      <td>4.540000e-56</td>\n",
       "      <td>4.240000e-53</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>chr11</td>\n",
       "      <td>104390230</td>\n",
       "      <td>104391722</td>\n",
       "      <td>1493</td>\n",
       "      <td>*</td>\n",
       "      <td>8.08</td>\n",
       "      <td>6.82</td>\n",
       "      <td>8.74</td>\n",
       "      <td>-1.92</td>\n",
       "      <td>1.010000e-55</td>\n",
       "      <td>9.050000e-53</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>chr9</td>\n",
       "      <td>82488095</td>\n",
       "      <td>82490704</td>\n",
       "      <td>2610</td>\n",
       "      <td>*</td>\n",
       "      <td>8.52</td>\n",
       "      <td>7.55</td>\n",
       "      <td>9.10</td>\n",
       "      <td>-1.55</td>\n",
       "      <td>1.020000e-54</td>\n",
       "      <td>8.860000e-52</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>chr1</td>\n",
       "      <td>205444583</td>\n",
       "      <td>205445407</td>\n",
       "      <td>825</td>\n",
       "      <td>*</td>\n",
       "      <td>7.18</td>\n",
       "      <td>5.20</td>\n",
       "      <td>7.99</td>\n",
       "      <td>-2.79</td>\n",
       "      <td>1.370000e-54</td>\n",
       "      <td>1.150000e-51</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>chr10</td>\n",
       "      <td>120979438</td>\n",
       "      <td>120982525</td>\n",
       "      <td>3088</td>\n",
       "      <td>*</td>\n",
       "      <td>9.90</td>\n",
       "      <td>9.15</td>\n",
       "      <td>10.39</td>\n",
       "      <td>-1.24</td>\n",
       "      <td>2.200000e-54</td>\n",
       "      <td>1.780000e-51</td>\n",
       "      <td>character(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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16780</th>\n",
       "      <td>chr10</td>\n",
       "      <td>120983155</td>\n",
       "      <td>120983531</td>\n",
       "      <td>377</td>\n",
       "      <td>*</td>\n",
       "      <td>4.21</td>\n",
       "      <td>3.80</td>\n",
       "      <td>4.52</td>\n",
       "      <td>-0.72</td>\n",
       "      <td>1.360000e-01</td>\n",
       "      <td>1.970000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16781</th>\n",
       "      <td>chr1</td>\n",
       "      <td>192131973</td>\n",
       "      <td>192132341</td>\n",
       "      <td>369</td>\n",
       "      <td>*</td>\n",
       "      <td>3.70</td>\n",
       "      <td>3.25</td>\n",
       "      <td>4.05</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>1.360000e-01</td>\n",
       "      <td>1.970000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16782</th>\n",
       "      <td>chr3</td>\n",
       "      <td>80071338</td>\n",
       "      <td>80071730</td>\n",
       "      <td>393</td>\n",
       "      <td>*</td>\n",
       "      <td>3.73</td>\n",
       "      <td>3.30</td>\n",
       "      <td>4.06</td>\n",
       "      <td>-0.76</td>\n",
       "      <td>1.360000e-01</td>\n",
       "      <td>1.970000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16783</th>\n",
       "      <td>chr2</td>\n",
       "      <td>128379033</td>\n",
       "      <td>128379513</td>\n",
       "      <td>481</td>\n",
       "      <td>*</td>\n",
       "      <td>4.36</td>\n",
       "      <td>3.97</td>\n",
       "      <td>4.67</td>\n",
       "      <td>-0.71</td>\n",
       "      <td>1.360000e-01</td>\n",
       "      <td>1.970000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16784</th>\n",
       "      <td>chr15</td>\n",
       "      <td>55822968</td>\n",
       "      <td>55823835</td>\n",
       "      <td>868</td>\n",
       "      <td>*</td>\n",
       "      <td>5.47</td>\n",
       "      <td>5.24</td>\n",
       "      <td>5.66</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>1.360000e-01</td>\n",
       "      <td>1.970000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16785</th>\n",
       "      <td>chr14</td>\n",
       "      <td>22428771</td>\n",
       "      <td>22429106</td>\n",
       "      <td>336</td>\n",
       "      <td>*</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.64</td>\n",
       "      <td>2.70</td>\n",
       "      <td>0.94</td>\n",
       "      <td>1.360000e-01</td>\n",
       "      <td>1.970000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16786</th>\n",
       "      <td>chr3</td>\n",
       "      <td>141707853</td>\n",
       "      <td>141708079</td>\n",
       "      <td>227</td>\n",
       "      <td>*</td>\n",
       "      <td>2.71</td>\n",
       "      <td>2.02</td>\n",
       "      <td>3.17</td>\n",
       "      <td>-1.15</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.970000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16787</th>\n",
       "      <td>chr11</td>\n",
       "      <td>105807674</td>\n",
       "      <td>105807913</td>\n",
       "      <td>240</td>\n",
       "      <td>*</td>\n",
       "      <td>2.32</td>\n",
       "      <td>2.81</td>\n",
       "      <td>1.57</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>GRIA4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16788</th>\n",
       "      <td>chr12</td>\n",
       "      <td>53978888</td>\n",
       "      <td>53979389</td>\n",
       "      <td>502</td>\n",
       "      <td>*</td>\n",
       "      <td>6.33</td>\n",
       "      <td>6.17</td>\n",
       "      <td>6.47</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16789</th>\n",
       "      <td>chr5</td>\n",
       "      <td>27510992</td>\n",
       "      <td>27511470</td>\n",
       "      <td>479</td>\n",
       "      <td>*</td>\n",
       "      <td>4.69</td>\n",
       "      <td>4.94</td>\n",
       "      <td>4.38</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16790</th>\n",
       "      <td>chr16</td>\n",
       "      <td>85328251</td>\n",
       "      <td>85328546</td>\n",
       "      <td>296</td>\n",
       "      <td>*</td>\n",
       "      <td>3.65</td>\n",
       "      <td>3.08</td>\n",
       "      <td>4.07</td>\n",
       "      <td>-0.99</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16791</th>\n",
       "      <td>chr7</td>\n",
       "      <td>84647689</td>\n",
       "      <td>84648208</td>\n",
       "      <td>520</td>\n",
       "      <td>*</td>\n",
       "      <td>4.40</td>\n",
       "      <td>4.02</td>\n",
       "      <td>4.70</td>\n",
       "      <td>-0.68</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16792</th>\n",
       "      <td>chr10</td>\n",
       "      <td>88468063</td>\n",
       "      <td>88468603</td>\n",
       "      <td>541</td>\n",
       "      <td>*</td>\n",
       "      <td>5.22</td>\n",
       "      <td>4.97</td>\n",
       "      <td>5.43</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>RNLS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16793</th>\n",
       "      <td>chr2</td>\n",
       "      <td>159712050</td>\n",
       "      <td>159712589</td>\n",
       "      <td>540</td>\n",
       "      <td>*</td>\n",
       "      <td>4.68</td>\n",
       "      <td>4.26</td>\n",
       "      <td>5.00</td>\n",
       "      <td>-0.74</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>c(\"BAZ2B\", \"MARCH7\")</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16794</th>\n",
       "      <td>chr2</td>\n",
       "      <td>195318380</td>\n",
       "      <td>195318822</td>\n",
       "      <td>443</td>\n",
       "      <td>*</td>\n",
       "      <td>3.20</td>\n",
       "      <td>2.67</td>\n",
       "      <td>3.60</td>\n",
       "      <td>-0.93</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16795</th>\n",
       "      <td>chr3</td>\n",
       "      <td>168340946</td>\n",
       "      <td>168341751</td>\n",
       "      <td>806</td>\n",
       "      <td>*</td>\n",
       "      <td>4.43</td>\n",
       "      <td>4.70</td>\n",
       "      <td>4.09</td>\n",
       "      <td>0.61</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>EGFEM1P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16796</th>\n",
       "      <td>chr6</td>\n",
       "      <td>166351300</td>\n",
       "      <td>166351569</td>\n",
       "      <td>270</td>\n",
       "      <td>*</td>\n",
       "      <td>3.26</td>\n",
       "      <td>2.77</td>\n",
       "      <td>3.63</td>\n",
       "      <td>-0.86</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>LOC100289495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16797</th>\n",
       "      <td>chr13</td>\n",
       "      <td>90502689</td>\n",
       "      <td>90503231</td>\n",
       "      <td>543</td>\n",
       "      <td>*</td>\n",
       "      <td>6.01</td>\n",
       "      <td>5.83</td>\n",
       "      <td>6.17</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>1.370000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16798</th>\n",
       "      <td>chr3</td>\n",
       "      <td>55790884</td>\n",
       "      <td>55791366</td>\n",
       "      <td>483</td>\n",
       "      <td>*</td>\n",
       "      <td>5.08</td>\n",
       "      <td>4.81</td>\n",
       "      <td>5.31</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>ERC2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16799</th>\n",
       "      <td>chr17</td>\n",
       "      <td>48407241</td>\n",
       "      <td>48407702</td>\n",
       "      <td>462</td>\n",
       "      <td>*</td>\n",
       "      <td>3.59</td>\n",
       "      <td>3.96</td>\n",
       "      <td>3.09</td>\n",
       "      <td>0.87</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>SKAP1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16800</th>\n",
       "      <td>chr8</td>\n",
       "      <td>96648111</td>\n",
       "      <td>96648579</td>\n",
       "      <td>469</td>\n",
       "      <td>*</td>\n",
       "      <td>4.60</td>\n",
       "      <td>4.86</td>\n",
       "      <td>4.29</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>CPQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16801</th>\n",
       "      <td>chr4</td>\n",
       "      <td>58812873</td>\n",
       "      <td>58813277</td>\n",
       "      <td>405</td>\n",
       "      <td>*</td>\n",
       "      <td>3.17</td>\n",
       "      <td>3.59</td>\n",
       "      <td>2.59</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16802</th>\n",
       "      <td>chr11</td>\n",
       "      <td>103428636</td>\n",
       "      <td>103429075</td>\n",
       "      <td>440</td>\n",
       "      <td>*</td>\n",
       "      <td>4.08</td>\n",
       "      <td>3.62</td>\n",
       "      <td>4.42</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>DYNC2H1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16803</th>\n",
       "      <td>chr8</td>\n",
       "      <td>13120829</td>\n",
       "      <td>13121078</td>\n",
       "      <td>250</td>\n",
       "      <td>*</td>\n",
       "      <td>3.49</td>\n",
       "      <td>3.91</td>\n",
       "      <td>2.90</td>\n",
       "      <td>1.01</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>DLC1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16804</th>\n",
       "      <td>chr5</td>\n",
       "      <td>143078447</td>\n",
       "      <td>143078788</td>\n",
       "      <td>342</td>\n",
       "      <td>*</td>\n",
       "      <td>3.51</td>\n",
       "      <td>3.87</td>\n",
       "      <td>3.04</td>\n",
       "      <td>0.84</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>ARHGAP26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16805</th>\n",
       "      <td>chr7</td>\n",
       "      <td>127526183</td>\n",
       "      <td>127526427</td>\n",
       "      <td>245</td>\n",
       "      <td>*</td>\n",
       "      <td>2.87</td>\n",
       "      <td>3.29</td>\n",
       "      <td>2.26</td>\n",
       "      <td>1.03</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16806</th>\n",
       "      <td>chr6</td>\n",
       "      <td>51986363</td>\n",
       "      <td>51987269</td>\n",
       "      <td>907</td>\n",
       "      <td>*</td>\n",
       "      <td>5.60</td>\n",
       "      <td>5.78</td>\n",
       "      <td>5.39</td>\n",
       "      <td>0.39</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>PKHD1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16807</th>\n",
       "      <td>chr7</td>\n",
       "      <td>85166403</td>\n",
       "      <td>85166841</td>\n",
       "      <td>439</td>\n",
       "      <td>*</td>\n",
       "      <td>3.55</td>\n",
       "      <td>3.90</td>\n",
       "      <td>3.07</td>\n",
       "      <td>0.83</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>SEMA3D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16808</th>\n",
       "      <td>chr17</td>\n",
       "      <td>59725777</td>\n",
       "      <td>59726069</td>\n",
       "      <td>293</td>\n",
       "      <td>*</td>\n",
       "      <td>2.06</td>\n",
       "      <td>2.59</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1.35</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>VMP1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16809</th>\n",
       "      <td>chr4</td>\n",
       "      <td>95541794</td>\n",
       "      <td>95542215</td>\n",
       "      <td>422</td>\n",
       "      <td>*</td>\n",
       "      <td>3.36</td>\n",
       "      <td>3.79</td>\n",
       "      <td>2.76</td>\n",
       "      <td>1.02</td>\n",
       "      <td>1.380000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>UNC5C</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16810 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      seqnames      start        end  width strand  Conc  Conc_THZ531  \\\n",
       "0        chr14   84402349   84405577   3229      *  9.57         8.08   \n",
       "1         chr5   92145589   92148503   2915      *  9.77         8.80   \n",
       "2        chr10  106980148  106983107   2960      *  9.44         8.41   \n",
       "3         chr6   10380297   10381917   1621      *  8.31         6.73   \n",
       "4         chrX  125377941  125379840   1900      *  9.28         8.38   \n",
       "5         chr1   98263353   98265482   2130      *  7.58         5.48   \n",
       "6         chr1  234917851  234919319   1469      *  7.87         5.85   \n",
       "7         chr9   82923095   82925483   2389      *  9.51         8.78   \n",
       "8         chr7  104926435  104927536   1102      *  7.64         5.77   \n",
       "9        chr17   70658129   70659210   1082      *  7.47         5.42   \n",
       "10        chr6   70269966   70271143   1178      *  7.88         6.37   \n",
       "11       chr18   28874559   28875996   1438      *  7.78         5.94   \n",
       "12        chr3  169666526  169669535   3010      *  9.40         8.66   \n",
       "13        chr9   82957272   82958718   1447      *  7.28         5.18   \n",
       "14       chr20   51703223   51704593   1371      *  8.60         7.58   \n",
       "15       chr17   43664968   43666225   1258      *  8.04         6.60   \n",
       "16       chr11  103405146  103407509   2364      *  9.35         8.63   \n",
       "17       chr18   48841289   48843780   2492      *  8.92         7.92   \n",
       "18       chr14   21696845   21700634   3790      *  8.65         7.66   \n",
       "19       chr18   26452911   26454262   1352      *  7.55         5.62   \n",
       "20       chr18   32802719   32804146   1428      *  7.74         6.22   \n",
       "21        chr6   84409833   84411616   1784      *  8.03         6.75   \n",
       "22        chr1  241107112  241108859   1748      *  7.90         6.54   \n",
       "23        chr4   95392734   95395250   2517      *  7.78         8.50   \n",
       "24       chr22   23518269   23519253    985      *  6.89         4.16   \n",
       "25        chr2   43220642   43221921   1280      *  7.35         5.57   \n",
       "26       chr11  104390230  104391722   1493      *  8.08         6.82   \n",
       "27        chr9   82488095   82490704   2610      *  8.52         7.55   \n",
       "28        chr1  205444583  205445407    825      *  7.18         5.20   \n",
       "29       chr10  120979438  120982525   3088      *  9.90         9.15   \n",
       "...        ...        ...        ...    ...    ...   ...          ...   \n",
       "16780    chr10  120983155  120983531    377      *  4.21         3.80   \n",
       "16781     chr1  192131973  192132341    369      *  3.70         3.25   \n",
       "16782     chr3   80071338   80071730    393      *  3.73         3.30   \n",
       "16783     chr2  128379033  128379513    481      *  4.36         3.97   \n",
       "16784    chr15   55822968   55823835    868      *  5.47         5.24   \n",
       "16785    chr14   22428771   22429106    336      *  3.24         3.64   \n",
       "16786     chr3  141707853  141708079    227      *  2.71         2.02   \n",
       "16787    chr11  105807674  105807913    240      *  2.32         2.81   \n",
       "16788    chr12   53978888   53979389    502      *  6.33         6.17   \n",
       "16789     chr5   27510992   27511470    479      *  4.69         4.94   \n",
       "16790    chr16   85328251   85328546    296      *  3.65         3.08   \n",
       "16791     chr7   84647689   84648208    520      *  4.40         4.02   \n",
       "16792    chr10   88468063   88468603    541      *  5.22         4.97   \n",
       "16793     chr2  159712050  159712589    540      *  4.68         4.26   \n",
       "16794     chr2  195318380  195318822    443      *  3.20         2.67   \n",
       "16795     chr3  168340946  168341751    806      *  4.43         4.70   \n",
       "16796     chr6  166351300  166351569    270      *  3.26         2.77   \n",
       "16797    chr13   90502689   90503231    543      *  6.01         5.83   \n",
       "16798     chr3   55790884   55791366    483      *  5.08         4.81   \n",
       "16799    chr17   48407241   48407702    462      *  3.59         3.96   \n",
       "16800     chr8   96648111   96648579    469      *  4.60         4.86   \n",
       "16801     chr4   58812873   58813277    405      *  3.17         3.59   \n",
       "16802    chr11  103428636  103429075    440      *  4.08         3.62   \n",
       "16803     chr8   13120829   13121078    250      *  3.49         3.91   \n",
       "16804     chr5  143078447  143078788    342      *  3.51         3.87   \n",
       "16805     chr7  127526183  127526427    245      *  2.87         3.29   \n",
       "16806     chr6   51986363   51987269    907      *  5.60         5.78   \n",
       "16807     chr7   85166403   85166841    439      *  3.55         3.90   \n",
       "16808    chr17   59725777   59726069    293      *  2.06         2.59   \n",
       "16809     chr4   95541794   95542215    422      *  3.36         3.79   \n",
       "\n",
       "       Conc_DMSO  Fold        p.value            FDR                SYMBOL  \n",
       "0          10.29 -2.20  5.030000e-180  1.220000e-175          character(0)  \n",
       "1          10.35 -1.55  3.550000e-121  4.300000e-117          character(0)  \n",
       "2          10.03 -1.62   3.000000e-96   2.430000e-92                SORCS1  \n",
       "3           9.04 -2.31   2.690000e-79   1.630000e-75          character(0)  \n",
       "4           9.83 -1.45   2.980000e-76   1.450000e-72          character(0)  \n",
       "5           8.40 -2.92   3.170000e-75   1.280000e-71             LOC729987  \n",
       "6           8.68 -2.83   7.210000e-73   2.500000e-69          character(0)  \n",
       "7          10.00 -1.22   3.820000e-70   1.160000e-66          character(0)  \n",
       "8           8.42 -2.65   9.900000e-68   2.670000e-64            LHFPL3-AS2  \n",
       "9           8.28 -2.86   2.950000e-67   7.170000e-64          character(0)  \n",
       "10          8.60 -2.23   1.040000e-65   2.300000e-62                COL9A1  \n",
       "11          8.56 -2.62   1.530000e-64   3.090000e-61          character(0)  \n",
       "12          9.89 -1.23   4.240000e-63   7.900000e-60          character(0)  \n",
       "13          8.10 -2.92   8.240000e-63   1.430000e-59          character(0)  \n",
       "14          9.19 -1.61   2.380000e-62   3.850000e-59                 ATP9A  \n",
       "15          8.75 -2.15   2.670000e-61   4.050000e-58          character(0)  \n",
       "16          9.84 -1.21   3.940000e-61   5.620000e-58               DYNC2H1  \n",
       "17          9.51 -1.59   5.800000e-59   7.820000e-56                  CTIF  \n",
       "18          9.23 -1.57   1.860000e-58   2.370000e-55          character(0)  \n",
       "19          8.35 -2.73   1.330000e-57   1.620000e-54          character(0)  \n",
       "20          8.47 -2.25   2.990000e-57   3.450000e-54          character(0)  \n",
       "21          8.70 -1.95   6.260000e-57   6.910000e-54          character(0)  \n",
       "22          8.58 -2.04   1.250000e-56   1.320000e-53                  RGS7  \n",
       "23          6.29  2.21   1.550000e-56   1.570000e-53                 UNC5C  \n",
       "24          7.78 -3.62   2.710000e-56   2.630000e-53          character(0)  \n",
       "25          8.13 -2.56   4.540000e-56   4.240000e-53          character(0)  \n",
       "26          8.74 -1.92   1.010000e-55   9.050000e-53          character(0)  \n",
       "27          9.10 -1.55   1.020000e-54   8.860000e-52          character(0)  \n",
       "28          7.99 -2.79   1.370000e-54   1.150000e-51          character(0)  \n",
       "29         10.39 -1.24   2.200000e-54   1.780000e-51          character(0)  \n",
       "...          ...   ...            ...            ...                   ...  \n",
       "16780       4.52 -0.72   1.360000e-01   1.970000e-01          character(0)  \n",
       "16781       4.05 -0.80   1.360000e-01   1.970000e-01          character(0)  \n",
       "16782       4.06 -0.76   1.360000e-01   1.970000e-01          character(0)  \n",
       "16783       4.67 -0.71   1.360000e-01   1.970000e-01          character(0)  \n",
       "16784       5.66 -0.42   1.360000e-01   1.970000e-01          character(0)  \n",
       "16785       2.70  0.94   1.360000e-01   1.970000e-01          character(0)  \n",
       "16786       3.17 -1.15   1.370000e-01   1.970000e-01          character(0)  \n",
       "16787       1.57  1.24   1.370000e-01   1.980000e-01                 GRIA4  \n",
       "16788       6.47 -0.31   1.370000e-01   1.980000e-01          character(0)  \n",
       "16789       4.38  0.56   1.370000e-01   1.980000e-01          character(0)  \n",
       "16790       4.07 -0.99   1.370000e-01   1.980000e-01          character(0)  \n",
       "16791       4.70 -0.68   1.370000e-01   1.980000e-01          character(0)  \n",
       "16792       5.43 -0.45   1.370000e-01   1.980000e-01                  RNLS  \n",
       "16793       5.00 -0.74   1.370000e-01   1.980000e-01  c(\"BAZ2B\", \"MARCH7\")  \n",
       "16794       3.60 -0.93   1.370000e-01   1.980000e-01          character(0)  \n",
       "16795       4.09  0.61   1.370000e-01   1.980000e-01               EGFEM1P  \n",
       "16796       3.63 -0.86   1.370000e-01   1.980000e-01          LOC100289495  \n",
       "16797       6.17 -0.33   1.370000e-01   1.980000e-01          character(0)  \n",
       "16798       5.31 -0.49   1.380000e-01   1.990000e-01                  ERC2  \n",
       "16799       3.09  0.87   1.380000e-01   1.990000e-01                 SKAP1  \n",
       "16800       4.29  0.56   1.380000e-01   1.990000e-01                   CPQ  \n",
       "16801       2.59  1.00   1.380000e-01   1.990000e-01          character(0)  \n",
       "16802       4.42 -0.80   1.380000e-01   1.990000e-01               DYNC2H1  \n",
       "16803       2.90  1.01   1.380000e-01   1.990000e-01                  DLC1  \n",
       "16804       3.04  0.84   1.380000e-01   1.990000e-01              ARHGAP26  \n",
       "16805       2.26  1.03   1.380000e-01   1.990000e-01          character(0)  \n",
       "16806       5.39  0.39   1.380000e-01   1.990000e-01                 PKHD1  \n",
       "16807       3.07  0.83   1.380000e-01   2.000000e-01                SEMA3D  \n",
       "16808       1.24  1.35   1.380000e-01   2.000000e-01                  VMP1  \n",
       "16809       2.76  1.02   1.380000e-01   2.000000e-01                 UNC5C  \n",
       "\n",
       "[16810 rows x 12 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.read_csv('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/THZ531_DMSO.p300.diffBind.txt', \n",
    "            sep='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### DMSO vs Gefit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "module load ImageMagick\n",
    "convert /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/Gefit_DMSO.p300.diffBind_MA.pdf /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/Gefit_DMSO.p300.diffBind_MA.png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAH4CAYAAACmKP9/AAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAABmJLR0QA/wD/AP+gvaeTAAAACXBIWXMAAABIAAAASABGyWs+AACAAElEQVR42uy9eZwl11nf/XueU/f29HT3SDPaF0vyWLIl2cZGcmxjOzZ2JAzEC5vMYoOBBDkJ8IbwAjKBlywkQU4gBEIgctjCaiwWE5ZApLAZ4zFI7X2VR25btjRuz/TMdE/Pnb63zvO8f1TVOc+pudVzp3s0M91zns+npTN1762nzqmqe+556vk+P1JVZMuWLVu2bNm2l/G5PoBs2bJly5Yt25m3PMFny5YtW7Zs29DyBJ8tW7Zs2bJtQ8sTfLZs2bJly7YNLU/w2bJly5Yt2za0PMFny5YtW7Zs29DyBJ8tW7Zs2bJtQ8sTfLZs2bJly7YNLU/w2bJly5Yt2za0PMFny5YtW7Zs29DyBJ8tW7Zs2bJtQ8sTfLZs2bJly7YNLU/w2bJly5Yt2za0PMFny5YtW7Zs29DyBJ8tW7Zs2bJtQ8sTfLZs2bJly7YNLU/w2bJly5Yt2za0PMFny5YtW7Zs29DyBJ8tW7Zs2bJtQ8sTfLZs2bJly7YNLU/w2bJly5Yt2za0PMFny5YtW7Zs29DyBJ8tW7Zs2bJtQ8sTfLZs2bJly7YNLU/w55ERkY75WyKi+4hot33PmfJ1Jvd5Gr6Xap9v73j93vr1B+p/320+c+9Gjrn9/trHvU9S/+4lov3mHL6diO7YwD46z9GTefynM54d1+rejvfdYbbfZV8z23dPOn5EdA8RPWTe9xAR3TPBsd9X73/3uDGfoJ/2vNxeH5891uZevWOdzz9wGuN60nVwqnE/xb4eIKLbz+C1cJc5X/uJ6O6Nvt9e9+bv3gk/u7/rO+WCNVXNf+fJHwCt/x4wf0v1tvvq9zwA4IEz5etM7nNCv3eZfiqAveuMw92tf98L4I6NHHP7/bb/Z7h/D9X7Xqp9PmSO/64NXAv3ns3jP0PX6n4Au1vvC32pt99rXzPb71tn/PaOeZ89hubf961z3He0rq3d9bZ7x41pq3/2ePbXr++v//2QaT9Qv3b7mM/vX+8YO8b1AbPPicZ9nfcmx3iG72d7Du7ayPtNf+wx3z3hZ++u/33Huf4uP1/+zvkB5L+Tb+7Wtt2tyfje1hdlc5Hf3vqyub31pRa+mMyX3Gb2edeYfT5g99PRx/vM/hTAPa2+3mH83wFgb+vft5/imO+uvyCW7I1u3z9mn3vNl6TtY9P3vROev3tM33a3xkoBPGS2NV/+zWR2b+t82ePbfarjX2ec7zbb3m7GaHf9Hjs53DtJP09xrTZ9urd1XvYj/YFiJxsdcx73ts6d3efdZp/2fXvNdXV3x3HvbybnMWN9yh9Npn+3m8/eZ/rfuY/69aX2RHyqcd3IuE/6fXIGvrMav80k21zrD2zk/etdh5P4ap/fC/3vnB9A/jvlzXtH6wbo+kJsfvUutd5vv8Aeqv+W7H7OwD73t9+zzhdcs9/bx0x6J33ZorXSm2Ac9puJ46FxYztmn/eaCfGe+j1719tHR/+ayeWOU5zn3Wa87l1nUrST+LrHP8ZH8+X3drOt8WknhPvq/e3v2tek12q9PTmv5hjvG3O+3o6Tz+PSqcbQjPNd6/T7oXWObdyPyjtw6vN7D9Lz1Hx2b+ua2d/x+bdP0LfTnuDHjfs63ye71zvGDp977Zi1XgvXVPse38j7zT3R/O09HV/mHN0+af+28985P4D8d/LNO+bvPrRCnmM+04Su9yKdDJovFfuldk/rPWdin82Esd4E36y8mhXP2BVy1/FM8p76WHefah9j/t1eSdw9po8bWV2NC7OOmyjaX16ndfzrfJk2X5zNBPD21nhNtPKapK/jXjN+whevnWjH9OtuMxZaj1t4NLPR81Bvb34Y3b6BPoXVd8fr92KdHydorfY38B1wx+mMe2tf40L0d5/iOHbX5yI8cjqNa37iY2wd5+2n2/cxfW72MXE0ajv/nfMDyH9jL/T287Ul80V8WpOf2acNGe8e955N7vOUEwRODrHdO+5m3MwEv9F/19v2mz42K/qJwvMTfHmN+4F0L+LqMVn9n6EJvunDHWYyvbt1Luw1dw86QseT9PUU14qd1O9pbWuP2e76erq3dZz3TtL3dSb4Bzbyuda12hX6v9sc631dvk91PXV8BzyA+GhqIxN8+++hruOox/3t5r1vr/s28SOFTUzwe+txbr4fwiOv0/F1qu+hC+nvnB9A/jvlxZqE/c6nCX7MF0PnjYX0ufHYhKVTfVGdzns2OME3X+J3ofpR9ZCe3vlbL3T8kBm/9uR6ytXKBif45pzca7602z/K7oN5Fj7pF+M6k+jYEH3dXqqP4+1IQ7Kn6sftrf1sNES/mQl+PzpWsV331Zhr/+0bHdfTHfcJrvF719n/Eib8sVe/V8eMwdIZen/7+jnlZ/MEH/8yJrd1bO8GP3d//X+Lrty9kR0ZexioMCWz7a5TfMa+3qxaG1Rn75nEdjZhdqx2m3+f7ufvaaFi95i+AvX4AXidqpKqEoDnAbjTvLZpU9X7ARxGNdZ3AbhfVQ/Xx3Q7gMOq+iZVfVrtG/V7N2Q1HtYgTQ+OecuDiOf9wTGfv8dgXLvHfP5w/f+31v+/tzXOzQrQvmfc50+3X7ejuv8ebG2/o4Vxdd2jzbV/xs5t6zhONe7Wmte77re3wiR1EtGp7uvmu6B5X3P9PHi676/H897mu8CgkYc34GtD53rb2bn+hZH/Tv61ivUxudNdbY9LsmuHjE93n3e19nnKFaB5z12t7SetKE73eDbz79r/uMz5k8KpwESrTTu+9pmnDf83WftLiMlEzXtO6xl8+/jHHI/FycZl1L8d6Qr/gUn6eoprdWw/YJ65Y0y4HSnNYFGp5DNj+jURJmfG+Y71+jRm+z1t//V2mztx0r06ZqxPiW+dqXFf575JknY7fDTP3y3l0TWmp0LX2tdt5/sR817ayb33TuKr1b/8DF41T/Dn05+deM3fEiZIslvvSwIp0rZkbt4HNrnP/WafzZfnA2P61YQPl9Z5bf86vp6MCd4mRY3jsx/qOj8TnEeblb6/niBut2NT/9uek/uQZgxv6PhP8QXcfkxjMblmst89SV8nuVbb+0GaRNX1KGLvmON6CGOefdfj+lDrffesc8x71xuvdSb4zufvHedxd+s9Ez1/P5Pjvs59c9L9dorj2VuP8/513nN363q/+xTHsN7772m9du+kn22dq4lzZ7bzH9WDki3bpqwOEy4BeFBV79zs/s5hP5okozer6lvO9fFkO7NWV5C7HcDTtH5ckW17WP0dtB/Aw1v5O+hMWn4Gn+20rS7P2ZTIvLt+VnZf/fLpPrc+b6x+lrrl+5FtXXszqujFKUvaZttydg+qc/vmc30g54vlCT7baZuqPgzgdQAeRTUhPoAqlPdmVX3rZvZ9jq350n+Tqj56rg8m25m3+tp9M6rEzt2b3V+288qa76AnJZlxK1oO0WfLli1btmzb0PIKPlu2bNmyZduGlif4bNmyZcuWbRtanuCzZcuWLVu2bWh5gs+WLVu2bNm2oeUJPlu2bNmyZduGlif4bNmyZcuWbRtanuCzZcuWLVu2bWh5gs+WLVu2bNm2oeUJPlu2bNmyZduGlif4bNmyZcuWbRtanuCzZcuWLVu2bWh5gs+WLVu2bNm2oeUJPlu2bNmyZduGlif4bNmyZcuWbRtanuCzZcuWLVu2bWh5gs+WLVu2bNm2oeUJPlu2bNmyZduGlif4bNmyZcuWbRtanuCzZcuWLVu2bWjFuT6As2VEdAOAu871cWTLli1btgvKrgTwX1V14Ww7vmAmeADfDeCNAB451weSLVu2bNkuGLsJwAEA/+lsO76QJvgDAB5R1S851weSLVu2bNkuDCOid58r3/kZfLZs2bJly7YNLU/w2bJly5Yt2za0PMFny5YtW7Zs29DyBJ8tW7Zs2bJtQ8sTfLZs2bJly7YNLU/w2bJly5Yt2za0PMFny5YtW7Zs29DyBJ8tW7Zs2bJtQ8sTfLZs2bJly7YN7byZ4InodiLaT0RLRHQXET1ARFpvu/1cH1+2bNmyZcu2ley8meAB3AfgTQBeB+DtAB5UVQJwP4B7z/XBZcuWLVu2bFvJzqda9Ler6oMAQERQ1bcAgKq+mYh0kh0Q0R0A7uh4+aVXX3319eb1EYBe3d4J4PiYdmnGaBbAsY5929fsZ7r2e7b9dfW1FK0+y4TZUqI/NSNOjFmpX3OM0vvaH2GnavQnTZsxKr3U/miniBwHAHau9N7X/njWezlmfARzzLMi1WtF4UK7X3AptW9m7ETtzzFGIlX/iOMxOYdSJbw/9AEAivSnrR3PSca2czw7zl/7XJ5tf6d77Uxyb5xtf9v+XtwC/p6Ma/Vs+9vIvfho/bf1TFXPiz8ASwD21u07zPa9AJYm3MdeVBP4uL8//KZv+qYTGu3dpv2pjvbDevpmP/Op02w/Wf66+vqwF9Xmb+Tj37CMf2vmb1jqw2sj1bWR6lqpnzoxUj0xUh2M9FPHh6rHh6rHhvru5TWv9d+njgxKPTIo9cgJ//DhQanN39Jq/LPbj5g/sx89PtKHGx8njO9hqe9ujmlY6qfCsXp92PbJ/m1ybDvHcwPnbyv5+5Ruzjbjb9vfi1vA3yS+t6O/e3Vzc9u7AXz/Zvax0b/zaQX/VgAPAHiaxpX83QDuqV+b5MdK5y8tIspa8NmyZcuW7YIxUp0o+n12DoboblV9q/03ANhtm9j3fa997Wvf8I53vOMD9aZDAC6p230AwzHtZQC76vYcgJWO3e+q39v+TNd+z7a/rr4ua/1ZAua8Rn/2slDjj4Bl1eozAvRVq30J0EdsHxKRS+rP9lW08se0LKKVP+I58RL82RA9G3/MFNqF42XUvpmjP8c4BK37R7F/THFsmDAnpn+OOsdzkrHtHM+O89c+l2fb3+leO5PcG2fb37a/F7eAvyfjWj3b/jZyL/4uNqHlXsvF/q6qXth68O2J/ExM7NZmZmYcgBfW/9xn2gsAbhjTngdw22m6sZ/p2u+m/CW/yQjzqtVniLCgWu3LtgHsU6362npP+CwASDqpj/2Hms941QVRvaFqY0Hrtgr2iegL64+G7QDNe9Xan8D+uCSKM66dfJnjP1QxD1Sfd8oLQLNf3kf1uSRgAXX/hOJ4ajqhA+1/n9657Lp2NnK9bCV/tn22/Z2X9+IG/J3Jc3m2/U3iezv6+8tN7Oec2vmURZ8tW7Zs2bJlO0N2QU3w/X7frtvmTHu6oz2zATezE+z3jPmjDn8KTGv1fxCZvlLcDsKMAGj+JjFRzIpWq31RTDdtVUyLACKAEs01PhQ07RXwCijRjPksPvHeRfz09/w5lg+vwW735k/Tv9nGB4hCX23/iOIYMG/o/E1yLruune3ubxqbs834O+/vxQn9nclzebb9TeJ7O/q7aJP7Omd2XoXon2wbDoc28myfwww62qsbcGMRjMFptify18qasGjbwES9Q1uAlWazStzuBaudKRgd4XpVHGs+o6qDJswugtCG6krYjvge72XVhuXv/fY/weOfOoLhWonv/dk7u/wFE9FjzasqMojbsdL8clOB3b6aPs04bes6l13Xzkaul63kb4DN2Wb8nZf34gb8nclzebb9TeJ7O/o7usl9nTPLK/jKtsWqwa5eW+2xK1y3kRUumf4lq2jb5rlx25l5Jm4Hbn3hVQCAZ7/k2slck+0r25V69MfjV/AbmNyTscX2X6XkFfzWW1HnFXxewa9reQVf2ZZaNbQy3MOKmoBBx0p9JbzHrPJLn67gk9WyafskgE/HmlW4Wn+qg7gfCStqKAbcJNCprJqcOXzfz92J7/u5O9G2wryJTfIdMR0zKXeDsFvFimknK3gzTnkFv3l/eQW/eX95Bb/1/OUVfLZs2bJly5bt/LHzioN/Uju6jTh4UeOPIpcOoK/NvjTulwiHpOHENbLrICzX+wIR5ryP/uwKXiCmf7SsWrHsao5dFX3VincnUODgQdSXZjvxsohU/pjnVGRs/5yjXdRw8GQ4+IJCXwum4LtgHNK6f0SRj2eO/WPGHDIHv1l/mYPfvL/MwWcO/qzZBRWi32ocvHYkukmShWZYdsu4w3DwFDl4BRZEqu0KzHuV4M97NT5iO6lLTzSvNctORIFxZ9MGxbElYIHRHJPOEzX9kyR+ZOdbtnXpLRMPCuPDdtwU+6DxXGq9XRTzqMdG25hA5uA34s+2z7a/zMGfe3+T+N6O/jIHny1btmzZsmU7f+yCWsFvyyx6wixikt20xu3TiJjcnG8S45SmvVTLWSKeKc2qvTShATHtBDUjzDaPdZgw3bQLpunmIwXRXPOpKou+fk/BMxJ8U7pqN8l0nCTZxfc4qhh8AHCu4u4BgB3mxJ+83TFmvISx2YhdSJnCOYt+62W15yz6nEW/rl1QE/xWy6Lv4sGRbj+m8QOD5kM2w10UKxJ4dR3EyduvNm1FOqmvM8GHLHpQZN89dNC8U1RWEH5QWF5dVpt5nAjdE7z11xrbwLubbHkVkztgOXjd0pm756O/nEW/eX85i37r+ctZ9FvBtuMKPmXDJ+HgDa/ObmJ/n3zfIt70gl/Db/3EQwZa7+LgyfizvDpvjkvv7mvwx5aDJzOeG1vCX0irlLyC33or6ryCzyv4dS2v4Cs771cNnat5xTETig+r9tLrIK7aseKblbrqoAmTq5dVG5b3JhEtEZ5Rxf0/PY/HPrGE//U/3n/R1/zzOqePdRB9y6A5MFFZCRXn4AfN3Doa+bCCFwYcj591zWL+pBV82KAYmNcSDt6s8hPufgOT/IW0Sskr+K23os4r+LyCX9cuqAk+28bta77rNhw+sIrnvOy6RQBPOdfHky1btmzZ1rfMwVd2XrK3ivFcumrqr2HD1eizl6pRq13pkPf+kno/fan12ZVo2fuKSwfxnDf67C1MznD3tAxtNN2pD2jNnFPUZ3d8CFpx8MzU50af3dEy1cfqHM+BNPjrGTbOEXaBgv58YOKJY19bvHvg4JniGDClevd2PFuL+fORvc0c/Hl0L55Bf5mDzxz8WbMLagW/1Th46QqZt/w1HLxoZN+tVrsI9omXF1bbseDF6LNLo8/uk0nddybZpRw8ah9Wn12BfdBKD54VC1RvZ6V5R82xahqKN1ciMQenTNE/G+bfcv6qKeffjKfCcPDts5Q5+I34s+2z7S9z8Ofe3yS+t6O/zMFny5YtW7Zs2c4fu6BW8Fshi34DD0yCPwWmJaBqkQcXxZwPyXA03azUiWnGmzBBUp62Q4SGGbOBkiOa1pBMh+lmO1fh8NriewAO/pgBZzqRRCs4fprNUpuA2XGcPxHm4jHF46CNjefYscX2zxTOWfRbL6s9Z9HnLPp17YKa4LdCFn1XedpkoupQkxONmfMqOlAJk33k4I2anHhZtWH5duZ8bMftIjgWeXeTRa8asuj/4z/+k0sXP3MUP/Jbr8Gu3TtCVrsXWSWT8m9L0mrHcdg4vhpiQDXl/M17Ih+PqAffjsin5XdP+1xux0zhnEW/9bLacxZ9zqJf1y6oEP1WWMGftrcOffYWo35Kffa2fc/f/0284WlvxRceS3NhiCiy6NaHaf/17z9y+cceOoD971sEd3HwG+HSOzh47tC7p629ajgf/eUV/Ob95RX81vO3ZVfwF9QEf76u4EWrVatotYIf92dNzd9I9NhIBSMVlKUflKWgLAWll0EpilIUpZcVLxXn7r0MRBWiitL7xJ+Ihr/PPrKEE6sjvOt/fTLxJ6rH4meMBjxi+yWvvWnxuS97Cp723MshppKd1pXsNjS5V07C2LZ031diH6oIhbbHE91/GziX23GVklfwW29FnVfweQW/rl1QIfpsk9u1N+3BkS8cx5e8+sbT/uz3vfWVnwL0inPdh2zZsmW7kC1z8JWdU/ZWjb+gX06Y86bGuj1LXqK/UhH02ctSg/a6F+1Lw8GDDnlfcemqcTsIy77UyMGLH+sPGrl0Nhw8G012Nkx8xcHrJQDg7HuYl6nSlodjnmNEDt65GEwqHAV/PaMHz4xlGA5eYTh4MXrwMBy8GU/tOH90frK3mYPPHPz55i9z8BuwzMGfJTsfOXirzw5gXhqmHd3laUuTcl56BC699JF9LwVBn90D+0QqLl0VCyKBV5+XwMFLwsGfZCFbjeeB+jOKwMGDIwfPovuAyp8oFqjpq8g8qPqsiCSh+pOS+up/+jSen+jBNxy8IHLwBCyg4eMpvn+9rrnuB1UXEus7iT/bPtv+Mgd/7v1N4ns7+sscfLZs2bJly5bt/LELagV/PmXR65jtxJiBH79Tb5agqYY7ZpuVdymRffeq0xIxubmGP1fQtCR68FGfXU1kICHVTFsdzTb4nQOmQ5s0tAk6F3TiQVEz3vFMkJHlFpZH4yvnCZljIg5a9D2mwLs7cy7JjC0RZhofWQ/+jPjLWfSb95ez6Leevy2bRX9BTfDnUxa9ma8Dz60SuW2gxZ9bTjxVgAv67CIIHLz3GrXaFSti1eSaSRZ+VWyFmQ7fSSjdS+yfILDv8FEP3osGNblSJHDwpfjVRvddRWGV3uxhJJOxmfhJ4th6pcDgk9WDByKbb8ZTaEOT/IWUKZyz6LdeVnvOos9Z9OvaBRWiP59W8KFleW7epD/q0GdH5ODT9/AGuHsa3z9K2mP14Ik34C9xbRn8Dj34jvHMK/gz4i+v4DfvL6/gt56/vILfCnY+reCbhprKct5jNVRqQ6rPPirjoQ9NiH5YaljBWw34RA9esdKs1EXjKh/wq9IhKmOT3sgs4Yn0WLNqJ6KwanfMtr0S2zpoPs6lBn12Ikoq2RVmOW914gsX26ISq+gVCP4E0Z+CTeW8dDytTcjiX0irlLyC33or6ryCzyv4de2CWsFny5YtW7ZsF4plDr6ys87eNgy3KhIuXaX+LGFu5KO/tVHMvlur2PVlABiWGjj4kde+1hz8yEtoe6VDIkYPvt5ORMveB233OdGoB69pll3UZActA1YPvmHRqU912zEdArTWg+c+EwUOntEw9DxHRg/+L37jY3seee/izD/7iS99zDF2AbQMAM5hF9XtwlHg4Isi+u45Dv6c0Z8nitw8M+bU1Ky3K3hH5yV7mzn4zMGfb/4yB78Byxz8WbJzzcE33DaABVHDwTfbjd65asq7exOvT7LovQYO3hsO3nuJbcU+EYkcvEY9eFEN/ZM2iz7GiChw8EyRfbd68KIU9OALxoJQ1T9imWeiSs9dFCb6jp/7/j+DKvDCV+295raXPwUGvA9tQmTwyRvunrCP6nPJoAWpx5wI81SfC9/KJUxCV93h+guJ9Z3En22fbX+Zgz/3/ibxvR39ZQ4+W7bN2DU37oYrGFdcv2vzO8uWLVu2bBfWCv68yaJPtcxDmxkzZR2JF23x4KadLK4p6rMLYbrJmVOK/DmMmhyYp+ErJ8Q807TXMxvOJo4cPDEF9j3tEwUOHkzTTTiA2c1Aa+6+5eMn/+IbT+nbMc02+3KOpxtu3zHPqQad+XAczmFGPMb62+S53I6ZwjmLfutltecs+pxFv65dUCv4c5lFrzXvroha5k27kTUTH9XPgCqTPf6NV5kTqbLoVbXSgK/bIhLasM/WRYJvETnt/qnoMdMe2LY5jpWPv+cA/tHe/4Fvu+Gtl0d/PvjbUOaHWt9RpU5Ube6AVZnbypm756O/nEW/eX85i37r+ctZ9FvBzuUKnrqYcbOd3en7s2x4Jwe/AT34tn3mw4fwb7/id/Cn//3914Z9sfGRtuceff8igLQoz2b14BMO3urMm/7x5usKWLuQVil5Bb/1VtR5BZ9X8OvaBRWiP5creG94d2ilAd+8p2mWHqu+DjWrAmKS6dIEuKSq3bG4Xx2YeXPQ8Otis8eBgWtmV5VVW02OzazbLlX7f3/+gziw/wj+8tc+ctGrvvO51XbCoClHx0SDRrXFEa28+p8+F49/fAnTc1PLjvmiej+rHN/fybvb9pRpM+NY85u0cBg0gXdHWCEKv1XDGKhgNcTmcyW7M+Evr+A37y+v4Leevy27gr+gJvgL3fa945PYdenOqVtefPVpf/bLvuPZOLJ4HLe+5NpFAE+Z5DNv+i+vADMfxhb+BZwtW7ZsW9UyB1/Zk87Cihr2HeirGia+bitheVRz6QDNDUfecPAxzW5oOPiRjxx8KZGDr/TgtfF36IFf/tAzfu1H3vU0APiFR7/jPQAA5mXxvmLamedUZGz/CEYPnjn4Y6LgzzH3tdaDL5w7pEYPnkCNTvwy1Ry8czzHZjx7LvorHIf+9R3tokYb3vGy1Fx7z3DwhYt68ExxPJmNHnyLg7eWOfiJ/WUOfvP+MgefOfizZhfUCv5sc/BqNcvVcPCUMvHmPUGfvUqUs6Iyth0ne9GoBy+qQQNeVYNWuwL7ds71b6wC76SNVjtEAicOkbEh7E9/6CB+/nv/HC/7pltw57c9C9DIlhOwQDXjzhTHjaH7QNXYOqagB8+k80yNnrsmIXqryV6YtjMTPxOZz5vzpPFcqtmuas7FeE2dquuwPsafS2x/1ncSf7Z9tv1lDv7c+5vE93b0t2U5+Atqgr+Q7YVfdSN2XzUDP5IDAK6a9HN/+tYP4In9R/DAL36omuDXsT/5hQ/iz3/9o/jHb3nZzM0vmNhFtmzZsmV7EuyCmuDPaRY9YVr15LYA0xJfmPFB1hUwOXaJdnqrPWuesgT2XYHpuDKlOUDxjBdcBRCx1YNXHc/BNwP1yru/CEe+cBy3vfKGarvh4NnxdKPz6hxP/+kvfBAHP7uCP7rvA9c980XXAAAK56abNXLPFTNNm6m1ajf/cG688Izj2FdmTDeBDCLMjRtbYsyst3IfZ63kwllTT2+7ZwrnLPqtl9Wes+hzFv26dt5gckR0OxHtJyIlovuIaLd57YwkCpztLPpGKU61UnGLPHjcrrW6m6jCe1lVUahoi4Ff9+/YOPZd1DDxKivxPRqPSfxq537rY73uWZfiB37zVbjjW59VHa/h4GE4eKgOvvZ7/x5ueNZleM0/fe5nCM2PhEoPngCI+tWmve4fxT9r2hrb0BasNAeskoxzqCsQ6g6M++uoMaDAMVOXYLtnCucs+q2X1Z6z6HMW/bp23kzwAO4FcL+qEoDDAO450w7O9gqeKF3Bj2tbf6fDpY/3l3Lwj31kCb/85ncmevAb5eDNsXf0j6Zf9rpn4D/8ydfh1i+5JlxXbHh1Z/1tAISnrl/xVn+ezxwHTxfWKiWv4Lfeijqv4PMKfl07n0L0d6jqnQCgqm8mogeIaK+qPjrpDojoDgB3dLz8/OFwaP99xlYNLeW1wKWrYdxV6op1aGnAqw5iWD7qs4u2RGWko+0l6MGLYhDbOvhXr/odqCge/pOFG//zQ6+vj0nCe/x6lexMp2ziGYkGTXZVTcYt6sbrStB9hw6aMDuprlLYnurMW3+2eq4NsXuOevCsPGg+UyjHSnbe1B7w6+jBd/3DvFHpglql5BX81ltR5xV8XsGva+fTBH+4NaG/BdWq/nWnsY9HATzY8dqzANxyrjuZLVu2bNmynQ07bzh4IroXwF0AXqeqD5ttt6Na3W9QLyTs/0nj4BVRL12BZa0/o5rqvqPmswXoi6DWakffizTvWR6VUn0WPLdWRg5+WFoOXgKv6UWWpebSRTQw4F61D8Xwv3/3nz31Tf/1HzwkKpe0j4lAgWk/iYNPKtxFPrRwvIz6M4Vjo8nu+kQNl86HqNZnLxyH7Y4jB8/Mc4RYQz6JEhh/TBTbHLXo2WjRO8eHSKtzSYTor60Hj6Sin7XA2sOcy3rbrvr9mYPPHPyZ8Jc5+MzBnzU7b1bwdVj+YVTP3+22OwA8fCZ8PFkcfJPEBQAKo+mO8by7Vyx4kaotWPC+aotifuSl/qy0Q/GhbTl4L0YPXiIHX3H3esN3/NSXwotcorU+e3VMUQ+++SwkTTdvKcjFvooGTXZVDWOlKqF/ynFsRTVw8BCZ54ZL78jeb/u2xkzzqI+3YKMH73Vfw/Y7Z7l7nneN/ry2fkS0/Jks/HAu2ZxLx9ue9Z3En22fbX+Zgz/3/ibxvR39ZQ7+TJiq3j9m24PoDrtny5YtW7Zs2cbYeTXBP9l2NrLo1bDTdl9eI+/uFdNNYp0XTIeVOvFMU5FWVDEyYfmRWcHb1bwIZkPSHDDdJKUJLHdPc4a1n5YmUY1oRjoe0Th0GNFsZO1pOiTcWQZfo78q075uO54pA4NP0A7R2K4VfAGaNUl3oX8OCPrzZI4JBc00zD8zJX0qOpwkR0SYNUl6wR8T5iS2pw0rP2PasO0J7XzPTM5Z9Jv3l7Pot56/nEW/FezJ4uDtHNmw082+QkEb1UEz6YlgIHGCD22BX5WYEZ+UqpWkPK1VmcPYLHqFadccfLVdYxa9ympXDoaaacm+RawevOqgmcZEYtuLrDSfFpWg7lb6ioMPI9Vhv/Uf/xaXP2UXXv4NNyeTo0fM4C9FB/HAZCVsJxkERq8sV22mfhScAzTJ4B9/HKIxk1asGiCwYgoVxeuFKu5+/d6tSwie75nJOYt+8/5yFv3W85ez6LeCnY0VPFGstmarqoFo2syUY/0RuRmgPC1/OsmveKK56DuucIl5Rr0/pY+u/oEwjTFtMv4IHCrZMfOMtp71t+0Df/VZ3P+f/w69qQIv/4abu8cWNN1EAIgoruCJpxu2jpln4sr+9C2pZJdWIpwzq/npEIAxK/gN2vm+Ksor+M37yyv4recvr+C3gp3JFbykq/bYFhxrNowkrtpHXsNKvRQMmjC7bavKahOWFwVGZvIddoTrR3Ulu+rzFFftFNtEGlbwIIorX+9Xw2SPdBL0pnhgkU6P8ZdtGVftdjWv8CvUrOaNRj15jSv41ozb/POSa2exc24KO3f1MSolaNR/1wt+FYeeWL3xp9/1elxx/S4IJPiD6Eo4CV4GjW8p/aqrP69oP3aIY9jjuLS3NROr6Eh4e6xdIHEFr2Iq6iFy9xuo45OO7fm5Ksor+M37yyv4recvr+CzZTsTdvl1u/ALH/n2k7YffOIYVIDPf3oZV1y/awN7zpYtW7YLy84bDv5J7+gZ5uBtoLnWKK84eI0a5CPDpQ/LqM9eivZLX7e99ksvNR9Py6ORrzl4mhuWZdSDT1fwUQ9eox68qNGfB/qo9dmJ+BBqfXaA4nZErpyI50gjl25XoAVjF0CVJjtz+Ixj7hMa7fW4X8vBM0UOnihy8EQ8pxDDpZtn5bAcPHaBaPlv//endn3i754o3vivX7xU+bZ68LF/jqlPFDTql2uGH455jshw94aZK5gi+259c8rBa+hr1J8nimNOlrunyN1T5uAzB585+PPFX+bgt6udSQ7ePkpOwvUa2WkvuiA1c16KLohU7ZFgoazZ97LU0BbV+WHpb2v2aUPxJ8oYrl8rTVlXRA4eoKgHT5GJZ+J90KqvRLTQ8OMEitrupEnUPGXGTU64ahgTSrTX434rffaKS2eOHDyRGH/ps38yGXDWt3IFqd/+yuvxgq946ryIVP1A5OCFsI8Cd48FCpy/zIMa7r7VP8v2G/U667sHjn2lpKbBPm3GE1iANv0z+vPmmmiH67k7fH++s8W2fbb9ZQ7+3PubxPd29LdlOfjzSWwmW7Zs2bJly3aG7IJawZ+NLHpRzAbeXTAdcDgf9cu96LT3IQltuqlMp8QzzaLdq2JkxGaGpj0yVeC8Rg4eoGmtM8iJedogW3Mhs5w4ZNFXWe11kp1qSGirPxP7ZNrMNNuELDwQyABiDm1BzGqHRnqAmUIWfYWvGUEbjl4swkbpMYUsemepBJNFD5NdD/CMD/7SXtlftravrZK5YWx7TCFbns21s1n9+Zad75nJOYt+8/5yFv3W85ez6LeCncks+iR1wbS9zWoXGWhUhzMcfMyoFxGzPXLwlYa85d272pGDh2HcyXDpAllBTPsOWe3i/Wp49k0Em4/RxcGrUZOz7LuKDOIxRX9itqvIasTnWrkfNqSdjLOtBWCU7JL9auDgLXfvRVYJHf5kvD/7Dy8SMmm9UlADFDG5GCaLXiRm0XdRAqew8z0zOWfRb95fzqLfev62bBb9BRWiPyscfPLLj6bHtmn8dqKol34aqY+z4/eVaLWP14N3Z04P3vbJ6s9jk/rz3b5pbP+s/vzm/VH0Z+sVcLx2eAL9+VzJ7oz4yyv4c+9vEt/b0V9ewW8F2+wK3uS8JROwiZ5jWEZ99qFh34deQnvkNXLwXkJbVFaHhoNfMw6HEsPyVoRGYFbwFI+d1PDZJjteDZcuIqtNWJ4InUl2STi7Vd2tGQjvx0cMRKP+fCmRgz8p8cxGCZKfnXEMiCj4Lo0/8rGSncLH/qnv9Cc0PiLSMx0fjaL+PBVmbD3HSn1Gf148VsOeLE/fGs91EvDO91VRXsFv3l9ewW89f3kFny3b+W4P/uZH8Q/3/DR+8jsfONeHki1btmxPumUOvrKJWFiv5tmrGbaRj/zkWinLIhXrbdn3tVL6IlV7KNr3Nfs+8tr33ldMvNLyqKw4eAHNnTAc/MDHEra+2v9y/b6gzw6KmvOOybT5kNZ68JZLZ6ZlCnrpKQfvzNLStTTZtWHZQYGDJ6I+Be6eApeusNsNB888hy5/hrsvuOLgAaBXuMCZFy7l4AN3z2TY/Khdz8xzP/qGP7j8b/7wk5ddds3ciV/58Le/r/GX6N0bJt45DjUGiiIy/z1Hh1Drz7Ph4JmxLFZ/vn5Wz4w5arG3lDn4zMFvPX+Zg9+AZQ7+LNlmOHhFN/tuS8qOysilJ+x7KaFdigT2feQjB+8V8ycaDh6KNbvfRA/e/iijoM/OhnFXiZy4auTECVighucWBC496RCQKL0lGfWCqAdPWEDNnCd8PdG+Rn8eRPE90MjBi6bhowQOjxn2ZMTa2VM4H0zjOXiieP5EJJ4/8fjn//Uf4Bm3X4HnfulTdoTja/UPGv8toqGvUF3QsF8K/hTWH+a19meeqEBkjP686anZfr6zxbZ9tv1lDv7c+5vE93b0t2U5+Atqgs92YdvsRVP4un9++7k+jGzZsmU7K3ZBTfCbyqJvPcnw5tGGTb7zgtlmpV96o/vuI+9eKqbLOjNvKJhueHchmmmS6bwqhlYDXsYnhTFT1Cw3bLgyTTerck3U1qJuOxNHPXjVJOFL1fLnlh+nsWp5xFGL3qq7MRuVOUczzTGxKiTh4WKTtAPRA2ZD/xIteuNPIwfvmGZgigF0pbNThzIMM802iZFEbGoMYC7k/jGmm3YXB5+z6M+Iv5xFf+79TeJ7O/rLWfRbwTabRZ/ooqd8dmh7iRy8l5g571VSDt60fXz/qg/Z56kP7WobVltFBx3tyImL4eDFr3Lg4JFMsl2FblQlzWaNwuiDyLhH/XkIbLZ7GE+lNHM+Lfdr+2q2277qqTl48bJKNo1+nfKx46zi7sf5i9eOtjn4MabrbUhKAp/3mck5i37z/nIW/dbzl7Pot4KdHT14OiUHr0nb+GM6fQ7estoJl97Sg49tw3NvgBNP+reO/vy449gkl574Jhrrr9Kfb9ydOe4+9Wcq2U3AwZ+Gne+roryC37y/vILfev7yCn4r2KZX8KY9MoIvVqt9bRRX8GtlXMGfGPmB1CH6Na+DJmluTWQw9E1YHqtNWxQYmUwt30E7ONXxv2wNJw5ETtyLxJW26Cp1/JToClsTKLDhVlueieNKXSj4Y+XAypPoKpv9dy2i2T4SsCtcH1fwVHqrRR/OpdcYuRh6y91TuwxtsMK8UFqVOTVV+zTqz1c0Rf0YQClWzlNadWPGrT3C1PGictSfJ4r680xRf95uJxq/SmkfwTrRiryCzyv4jVpewW8Bu6BW8NmyZcuWLduFYpmDr+yULKwCc2tl/LU4GMZV+2Dkd0ErfvLESJdFZVfVlsDBD4a+Lyo1E6/9oVTtE176I6k4eK9YHnof/I1KsStT05fIazqmyIZbBpzI8Nl8CBivB99w6bVgy1h9dhg+1Gqeg5Bw8IjtwMETUZ9BwV+jz07Mc2z89V38rdlj2kWE5aYdmHgXtegHR4bTP/Etf/TUPVfPrn3Pz3/531JzLgl9JmqOI/SPieeA8XrwjsmOZ8LBN593zIHnL4o4no65z/V2drzsEDl4GA5eTA0FAnaBIntLZmy1Hlsioz9POKQ1d09I9ee18Yd19efHnktkDv5c+MscfObgz5pdUCH6STh4BRZEapaSora7KFAaEN6bdpmovvnAwY+8D+z70LTXvCwMa/Z9TfzCyPsbgIqDH3of9MRN5D9JQuM0+zyw2gQK/XAU26I6lku3DH3d91MancTdN1roloPnfdBGD56CHjwTzXPDsQvBGQ34tExuTIhjsD2y4PuR+c8f+NQHv7Drs584jGHpL7H+zDHNoz4X7UcCzNG3s2F523aRg+8XasYz6t0XLurds+i8Ywr9axIYSU/m4MNjC9M7MtcbsdGfJ6M/bzh/Qny/tvefjGfn6cwcfObgN2qZg98CdkFN8Nm2j+197uXD2175VMzt2XGuDyVbtmzZzku7oCb4082iJ8JMs3Jur26lY7lLRIk+u2G1pyUkbCG0VTEddkU8o6iT7Fo+u8RtCDQb8TTDwVPUagdoDvaYAhNPM00SoKIlgdthRJFFJ8Y0NUl2js1+NerPg8173AxHPh5idO1hxF/Iu9hvc1AFJPjuXdSb+sf/9RUAgJHXyMELBV7dOTdj+P9EMpYF+JUfeice++ghfN+vfCV2XjRVnxvD4DPNNiea2Iyn4eArcqE+JuKZsox69xSEfCj1bTJfbFyh4FhjwCVUAuZM6btpk3w3s8knbGc9i95U8Js27Tm7XWL/bDvci6a44bpGhLE1G1r77fRnqw12uWsFR3IW/fb0l7Pot4JNkkWvwCCoqwtWo9R6i8nu4NJFNGRCq0Z9djWqamp02wENWeaqEvXE1/Fn7WQOvuHdkWbRh8/HLHqorCbHPslkoQiZ5Wx9GH12sv4Mdw/vV5v4sUoaSu7Su09yDyT6tpSAikb1Oor9E/WrTXiaqNU5EvzVb30M4gWPvn8Rt77kGgDAB//6cdzw7Mswc1Ef4qN6nfjYP+8lqMl5waCZvEfqV13wh/Cjpf14wB6JDZ97pWOROEDC3cfTF69P36U/v27afmJPSha9ds+Gx+LvzEgDwFACirhdTNsjvRcnMYKhEsy+0OGj1Y41GyZzB6KcRb9N/eUs+q1gk6zgre73RrjmLg3xSfTgN8JtUwcb3qWXTvY4NsTBd7Hh4/1tmrvv9J2M7fhzeQp/f/91z8CtL74GNzz7MgDA/T/2t/jxb/3f+PE3/vEpxpbjeJ5JvXugq6bB+cLdnzEOntJ7zoxnEkELbUebW+F21Yjo8seb9Ie8gt9O/vIKfivYJCt4UQyalaz4uGoQTZPp7CqzTCrZRT14UTWrBh00K1YGBk2CmSMZaL2M86qrTZKXAuBEs7yjnCrhWFyhmep1mlayi/0wxySyalftk6zg2axSRGL0QTSuqJ0afXazshfvEw7elqpNq+XFtk/GOa6oiWLlPOa4gicio9seOX8igjP+CiZ8/b95EQCg5xilV4gqiAiqlaBPabh7b1bw5P1KiD6UMULhRVabSIENyVfh+ujbHgebF0qOEQqPWFegAK+ES2EC/XnQxOVxn3QOXtN/HOtYna+Y1fkgBpjMitpG0yY0u4K3+2rtN0bQTNTEa/RHp3Bi/U0wbnkFv/X8bdkV/AU1wWfLtp597T3Pxwtf/TRcft2uze8sW7Zs2c6xZQ6+ssBPCtD3EllKL5GDPzH0kYMfGQ5+6Hdpowc/kmWpNcTXRlED/njpE234Uc3Bj0T6Zd32wPKo5uBBNFf6yMG3VtcJB99olhNRX7XRXo8cNSHqwSvie0C8LCK1P54TkVOyqWz9mXFLddH5ENDozyc8/jIbfXarP1+YzLMe0y6q2feUUefA4Ffcfc2fEyfcvdkeOXjmOYb1R4m/oDnvIgffK4rA3fdc1IMvCj7UcPec1h4I72fmOVVZadowfbX680yIfXUUOPiiiOPWYwrXqjPjTBy5+bb+PAx338LkzioHr5ow/+F4gZTz9zXnD039qWX+m3PPmBN/ao76pLoCGvYVxzCtKzDWHxPmNK1jkPhrajZQ5uC3gr/MwW9Xm4iDFyxozcELMD8SCVy6t+puJlw/MsD6qIwcvPe6IDVz7kUWfKMHr7JQiq/buuC1YuIVUZ9dVVtfzB0lZYF5oprXJAQmWxG12pUkcNsELDS8OlTmKeid+4nCumr04BP2HWT3G/ylYytRL10kSQBRI8Mmath3G8fXyKZa30oI3L3dLqSBuxfVJDTujHclxOcCHAvlqkY9easHr6L7NPQvcv5KZM5fRQg8+JsfxU9+5wO44xtvwb/4b3dWLuxxsM3R5jC2IlHv3sNFvXs2HLzE8Wjrz1s72xx8Khxkumc4fyBy/mI5fyT8f2jbGgGQMT7GmP0MMxZQ74s52W/YToRwju1n9eT9xjaSS2ceTR0DavnIHPxW9rdlOfgLKskuW7azbR/8688CAD6y74lzfSjZsmW7wOyCWsG3s+jNL/Npg+yYLGzMNCsjUcAskuATfXbYdtCDH2nUgB9J1IYvBdOjpo24HcwzTbU8be23SzBEKXLwSBXdIpcOnpP66MluZ56B9zgtM/4S/Xm7X+K5ZgWbbqeZTtxvkrZl8ImDrj0S/Xma1kZznnnmpOXs2C51COswzzafT/Xgac74CP1zzs1Iazy/4z+8FE95+h588Zc+JZzDzoQ7jjUUmNnw/JhrAhzEmG7azJiZoHvr2blTkyNMh2qFhDlv7j+DzE03SZaOaCZWkiR4E0HrXsHb8aRwvRSFGVuO11HBFI6JNlBjgAznj5xFv5385Sz6rWDtLHrLxZqCNoEzrrLoQ0Ga0+Dg60xoiRrwVg8+0YbXqA2v3q+mGvDRX1eUVSUqnsHqs1u2X2UlZArbTHuR0880VauRbhj+RH8+PstP2XxZTUJGZqZLvkztGCSbW3rwIYM/Zu2nevctf6dr6+rPxzGw/tq7mL1oCnd9z+0TDu14/XkRBO5+Ev3507BzlkUPe58J4vVpsugroqU+r15XJfzi1eQH9joT/LFYe4Ji7Qmf1Igw40nmXMYaAycBLC1iIXy+NZ6mREHOot/a/rZsFv0FFaLv5OBpPAdPbpMcvGWnQWN9WA5+I5y41SxPfXTppZ9BDr6L7X+SOPi0xkAH538mufSuc3lW/Fld+wk4+Am5uJad1RV8cq2mkbKx96Jtb3Bsx16rlFyrPJ6D30gNjA7OH3kFv9X95RX8VjC7ghdgxSwIBmJXFs0P/VJXxTcrbXSuGtIQvR7T2I7sreHSAQyaxCeGDrSp7qa6aoVPqGs1b/PO1HDpdkWdVMiLHLyuw8Fbk+74pNGDj1Xj2Kw4oRpWZM6ucFVWOXDiaeSjZ7Lok1K8prMicYXrEfXZYVaA3kYMDHfPQBB/qT4yPgKj5j3e+jP79RIr2dmIgfd+tWuetYluNoOfrKqdw7HmN7cjDJo2KSJ3rxiY1XzUuw//Oa25/kmvZJe0gWPmBowRGB/vRVEMmsdaIrENyKotq2yvEZHxER8iOhZrJcRVu6gP1633aiMisVaF0KprSg23xjRZ0affA8fMqj9z8NvHX17BZ8uWLVu2bNnOH7tgOXgFDknN3qpG/lUEfal5Wa9YXhs1+uw0tzYyHPwwJlOdzMFXbPmglL6vOfgTXvpS8+5Dkb6vteFLRd/X20G87CVy8AmXnj73M6xv5NLVMMQK9FH3Q4kPqYzj4GlZpNGDj9x2ta/kuoh8qPGHhINP9eBVG710qxnPy0wSuXTDhvcS+VZEDfiTOPjI/Efe3QUOHkRBt52Zlznos/OcMyxzv4jLsCnmwGr3XNSf7xUu+CsMB+8cH6JaD56Z+0wa+me5+4Z9Z+Y5oji2BVHwZzn/fuGWteHumcL5c87owVM8r9zm4Ov+tbnts83Bt5JOzbWTcvBNP0A4JFL580C4Z0Q01JEAaNmbmg1JjQjj8BPP/uUvfvZnl6fmX/v0zz/zf37F+8P1ktQriNekrWPgHPWJ6nZy7WCOTP9aOZmhbgIzTJ2G8aw9Mgd/rv1lDp6I9gK4B8BdAHYDOAzgfgBvUdVHz/ZBnimzHLwq9olEflJqZrUUXSil4tJFMV96iXrwhoNP2HeTOT3yEjj40ovh4H1oK3RB6zYpFrjhqFUCt31S5lCCg8P+I7DXFTdc+1AybQl68Ir4HqjOizYcvEyk0CWGg4dl38nw9USBS7ecOJHMS8PQi0dh4kdsfUtkw61Mi6gGNpWNrj1R1GdnMly66rwSBQ7eht+d4evF6M9Xm5vwreXuDc+P6M+pmv5pqElAErl7UYUzfRWD+bvkcYvl7qOuvSr2QeO1qlGXPnDXNpu+/dilK9Gerf78ZKy2bXdaV4geGM/BQ7FP6v6J6oI0959gQSTcM/OlNNedTykW08HLD1SR1d4HPn+FF720uRfZ1IVgjtdOYa7P6nqux5Z13nF17bASnJnVkx9MZO5Hcz7Y9M9x5uC3uL/tw8ET0e0AHkI1qT9PVQnA0+p/P1S/ni1btmznna393lfjvc+7Elf+3lef60PJlu2c27gV/D2oVupvaTao6mEAbyaiw/XrrzvXB74RS7LojUKXN7ytF0w3jK2AZ0a+2a5YM6t22x6MTLi+1FmplxTHRaab9lA0tEuNbQVPS8NXE8/YcGMX+97abjSvaVojyGsYdcOlI75nPQ6+czFvuXum6Wa5qC3uvtG1V0T+mIlmmuQ9BmCGMHkk4Mxy3orsEHPw7Qx/zqxB754dRf154hmux5mJk5+z3uzXigVZ8RdmBI6aGNNxqUhB7x5w01DFb//E32H35bNXfdkbb60/GxVfmJEsoxMOvlVDIXLbMONps/bRyWobLKvzXK6nX24+P2e016d1fBu2bVfRXddOlz47MeaaIhPENE31uSGmadTXrWM346Vcd/8AcMmLrsYlf3rXmP6Ze8O0RWk6yB8jtol4JiRiUioexB1pjAkHb84Tchb9Vve3rbLo71LVsRO4qr6FThLW3jpms+hVsRKz3SNv60UHzSTr1a82ocB2Fr0332h2+8hHNbnS+7Df0lsOXgc+ZASL0YaX1fgFg4mEqBUImcKKmJlsleUgYvS2jS697+bgu8P1MbMcCftu2ojcvYgGvXQvEtTdBKlGus1qt1eY/fnBhksno1IH0ZUYYzf68+JXrQdWU542JR/Gt02NgUoPvmofOzg4/tv/6T14+Tfdgr3PuXzw4Xd+Fr/7Uw+h6LnL7/iWW5oPhwx5EYDMj4uuELb3xp8kfLbJ2h/PwSf9aavJdZxLJZPVbugRxXh99kRTvVWNqOt6aXPw5ngTvXvzHktjRHW35Fx2Wyt3JFF2TJQPTTtck4b48CKrTVqISqtiMtl1gvVt1Os0cvDIWfRb3V/Oot8K1sXBp5rQhmumyN6exq+aseytdrat7835Sxh3PElceocmezKG7RXnZvylzju06O2v+Cdff/6Xf+idN/7Zr38EP/OdD4KIpi+/fhd2zk1h157p0ywL2HKX+LPc9vhr9UzqwSf1H+jU+uyb9tfBwafbbY0Bt4G+0ilrRDCN5+MT7n5S7rCD80dewW91f9tqBX8/Ed1jQ/SNEdE9qJLttqR16cGLxBX1yOugCdl68auNqIxXxahMkulC+7hRllstR8eaVeBqWYZowFoZowSl8QeQraplVvBpYo9N0uI04Sf+0qSUgzer9hWN/4iVwryspivZ8elYadIWhVUmkzl2tf2I+uze2wpiutr108UmLrFZ7rJZzjuO0YOCI5deOF1pVmHOrODZy2rDnBNRsjpPw6z2d24yBmmNgdrHjbdfeei9D3xq9423X4Gy9INLrp3Fz33gjSCiD/k6EUwoRgOYCKrjZwkb2nZeoh68RG57yDFCUThOWO2mH0TpGHaG5W3lNbviTFfqIbpltdO9abedTPiDNKlkFz5rVvCqkUUHdOBcUyNCQo2Iti/tOq+EYwBh9Yr/hj2lXv7EH3wNLnnR1Uk1R7tqV1sF0fvVpgaDVjseb+l4jI1QIK/gt7q/LbuCHzfBvwXAA0S0G8BbVfXROqv+7vrvzjN9EER0N4B7UWXsjzXt+oZM97MXwN6Ol68588OX7UK0O77tmQfv+LZbbzzXx5FtMttTChiElYcP4JIXXX2uDydbtrNmYzn4c4HJNdn7k0zk6+zjDgB3dLz8yte85jU3//7v//77AECAQ75mb0ceUZ/da78sq7YoLZ8YVly6AHODtTL8Wjw+LMOOj54oAwe/WpbLvubgj5c+MO5Dj8D0ekW/DHxv5IHJaK2frJee9LNTnz3w/Go5eBxS0ZqDR8LB+8DB01xSQz5ZnWlgw2H4UAICNwxYBp8Cl972Fxh6okQjPSGPKGqyM1kOnpYpssl9psilO6PP7gwHX5Dh4M2v/R0u/rYtHEcNeKNF33ORa3ccOXh2fIgC50/hOJjj+4k5sNOOeY7J6MFz7J/tq3MUuHtnue2Eu6c+E53EajvGHNGEevAU9dKhJ7PFRLFGBNq1FeJ75nytyU6MObGrcOutxcEHf4YTB+GQSmSZpT5/quhLc+2Al733NWPOc6WPNSmsdLPl7oloWVR3PfKj775qtO/xi5/5R1/70fqa6mvtoxrnuk3cJ4rXDtXXjnM8x+baSe5Fw07bugSWg3eUOfjzyF/m4OtJ/E3131kxVX2YiN66yX08CODBca8R0e6dM7O3lJF936fSMPGRS1eJbVGd15rb1pPjgvYfcYJSmaeavSXVwLgzsACKWu1FaNOCBk11o+0OSbKtOUmdN6U5DZeuhg1Xtbw7BQ5eVA2Pj3kf2OLu8rupTwr+2GivWyZeQWO5e0WqsT1JkSVb1rVgCmxq4SK/3BPsY6rOZc/RglDNOxsOnkWhZl8jio9bUqw5QuqEyN3TSext5PylPpekUX+eREOZXS+aTLJd59X5qAefsNpOgx68c7RA9Tg7pnnX9I8JTTibhVC0RcttO0AQKQdvdNhPqc+uAIK6m6yTtJjQAxRqRDDH654pXi9EkUWHYdcBifUeVJKIuZ1wy/TCnWfobc/4/14IIlqwPsjcl6aOgfGt81SPLTSey/qfY8dWdfx4Sqo5H8aWKXPwW8Tf9uHgz6Wp6ln7QZEtW7Zs2bJtZzspRF8/e78PwG5VvbMO19+HKvT9IIA3q+rD5/rAT7ujRPe96tWvef3vvuP3P179GwdFcCkAlAodjioQxit0VPqqnpnS4mDkLwcAAc2urZUh8eL4cBT2fXwks43U53EviyJyOQCsqWpZ76sEqff1fonU+8ofMauENi2q6uX18c5aaVZKE6jCa0K0CKk+o8Sq0vSD1Euoy3bQi1xataNvAS2W9bECNCsGQ0sWQuZY2BwjMyu0PnZiVW380UFVvbT6MKtoAxnRomjtj2jWisckiVLEs1rjeI5otkHzeo4Xgcp3r3DaZK71CneQUfnrFayuXlex48UC0hzrbGESZ6acC/4K50L/+q5I/dV97Rt/heODVPevKDhsdxzfT0SzVPsjolmYZMha9/1Y/ZnQLszYFkURzmXh3EGY/jVyJ87xoqvHwzmeLWofztEsEwV/PStow5htBIqIsaiKenygIrVmjbk3iOJ2ENSHwgQ0Oyr9sXHn0qdL3NA/ovTaaa4Xx3xQ6+vTOReuF2ZWrf217w3xMvbaUaJZlehP6nuDXbzPnIvXZOFcHOfCqUh4TziXjmmWzbWTRGDMeDLF8XQMlTqw5yi2mXBQUY9tFQhp9rYIoL4XMYs0ycuafc1+xu7Ltg+i9ofN+5vE9/nur+17En+/A+A/YIN2voXo7wNw2LDw9wB4uJ7s78UWLnQzMztbhBCxYl/TFm/C8q0QPUIpV4UNjadRTw03PQMhtMciCwXTDUAV+ue6LaoLzE3YUxfUmbBSCNFrJ54jGl9T6DyoeYwgC02YXFRNG/ua0Kg3IXpRnZc6RK/QpKa3tB6khpYpF2v9AbYd/SnEhOh1Pm7XzrCuko3r2ok/lnJlLyG0Kl72NWMgHgsgao5pXrg+fyJVSdravCEGrDsvMXTPJkxXegmhcQb2NeFiX8oC0cmlhm25CGpVJkqKwlglNImPPwC/gCZ0DNnXbCdC8AdIuF4UkbtXpMWCCnJjfcOElEVM+N3cG6qxjLOoKR2rVpNdk+slUV209wwhnn8V8whJ9iFcF7HfUIltgbnO13m0o/FeJGCem9LBqgscxi2WF1aJPlTtudR5so/nWr+wx55L8whK1ITozWMOpTi2dPZC9OPe82SGzLebvwc2sZ9zamML3QDY0/r30wBAVd+8lQvdTBkOnipBjvofHfrsxDMNNrUhDt5Wd6NY0Y2IQ4Uuu52ZZyRMMJNVukmrZ0V/Sdtw6bDVuphnIE3FuQnNVrKz1bpMW0FzYY9J5TWeaSrqbcgS37avVk+c0/7hzPijpK80lxxHMp6yAUfA8aND/Pgb//jmq592Me7+z1/aPpdj/THzDHRj/mpLuO1QoJAx5+NlGM/fJvXgcVKNiHBvzNl7Q5vKjszT2lQiZJ6R0792TP/M/ZdWcww+QDzdjCczzaic5lcdYdZUGRxfARCYM3vNHPzW8LetOPimNG2Tlf5o8++tbmtrw/Djf+R1pUkSKj0GjZBMKRgE9l386lrNuIsq1gwHb0vVnjDtofhYPUs0Vo0zXCwRBkVTJoto4KKS2qppwy7h7UrIp9/pMazeqiwX+WVZ8aE6X6zUJ+pXm1K8inTl1akH702omajF3jbfYhI4+IrHj5y/4a67q5+Z35C2ghhKE5aFH5iXVpootGg5aNoj0dUmPM2k8GZVa8PIPbO95Di4hfjgbygu+Cu8hspyzssgaM6TrDa+qzoGsZ1SArHdJNk98r7PY/97P7/zMx85hG/9jy+FaGlZ7VizAVEPvvS6WoTEOkC4mfgpCcvbHzl982iCjX65GMbdZsSLYtBEOwSxloNqjPKcdO2MiQR94oW/jl2PLT9t17vfgJ3XzYHZVFRE7J8zFQNVvRkDv9p1wXRPw2ruxehP1NwbXoI2vI581IwXXW3OkxDgzTXZM3UaTqpkF8bAjKepaicaqwSCMge/RfxtWQ5+XJLd/XVBG6Di3kNhGyK6C1u40E22bOerXf/sy/DMv3/tkRd97U3n+lCeFHvWJ5bw1EHpPv+OR871oWTLdsHYuCS721EVnWmS6l6nqoeJ6D5UTPybtuKKnojue9VrXvuG+3+n0oMvBYdK7y+p2/1RGTn4Ro+6FCyvjcpdAOCV5tZGo/BrcdXowa+O/C5AlwFg4GUZNQs99BoY21JSnpgNP96w5ASKHHVLn92ar1jpZQAQILDlIx+Z85FEhrhUPVT6Sg/eS+TxBbQ88hL07r3V2LbPxFt68A2rbTXgYRlUihw82hx8w92D5wTj+0dGY7tmkWtOnJfJcuL1uPUcH2Kjz+4Ml14wmmOdc2z15w1+R1EPvjCMumMO3H3B3GejB88Nd0/GH/Gyo1jHgOuVKbVqGjBFvXtn2swUrp2COXLUhoN37CJ373i54MDpz7mag3eO55zh7ntGk7bnXBjPwhk9eYo1FMhw6YJ4HQlg9Nl5rixrFr3FpScreGAXKZY/9tz/+UU7D50o9vz5N3xo5saLhswUrovC8SGtr5fqmtL6OCjWiDA1FKp7w4/l7rXFwY+rEUEUfZPxZ69n5ngvMvMcYK8dW2kx5eABw8GHY4/3BhMOqTbXTubgz4G/C5uDrzPk7xyzfcsjbNPTO91I5IUAUJa6z/uqPfRYGPlKg3pUamh70fkTo7JJTsNxoxp3dC1m0a+OYtGbE0YPfiRRkx2JfnnCMi8wBR44cM2VHMt4s19oAoREQFGrBx8ZYhUN+uxV0tTJSYSqmpSq7WbiY5JdogGfaMOnevCBj1c1euDdz1NtOqMNManIvDZJbIoFqhOXRpB9VHPphSJy6aLzJTXJaZRor5em9m9hQvS9GMFGjzn0tce8gIa7Vw5cesEu1jogiVw6qQnRpzUNqhBvhNFNb0OSnUdMkiTD3RNoQUMNBZ2H1EldpFAXuXtb2phM7ajkvBp/BXNgtYHIaivB1k0wiXE+7ExNO57Bxnf1/5vf9y1A4OAVMNeniIb+iWHfK5Y8XFPhvgIk+RHRmuCjb/OZmoO/YVwb5l5szjELzXNIbGwlvJpvzYKSIGhMAuWYWGe14cGmxgBFBh+Zgz+f/WUOPlu2bNmyZct2/ti4EP0pU0c3U072nHWU6L6veNWrX/+2337HxwGg9Dg4Kn3FwQvpsOHVRXVtVLVFsDgYlpcDQKmYPTYchcSLo8Nh2PexYeTgB14Ce+uVAldLhhlnZqWGqS5Y2XDNBRpOOHLUJ42/4dK9YlFrfyUosL5eETj4Uumg9xVn7IHIwSst+pqDV6LZsvSGLbYeeVYhNVvMi6qyLgcP5oOouWYwqzacP9Gi1GwxDK+8Xv8IFJl4tmwyq6IZTzqImktnF8eWiReZIjvNFP3ZZLOCo4++48DCJhx8zynV/es5d5Br9rZwLvirzh8Cd+/q/TBzwlEXbNh+duHa6RUcOXjnwtg65sDBLy6s9FYOHe894/lXHXfsQv+cuV6cS6+dvo1WFDzeH7tw/shw6cyxnkJSs4Fo1jcsOtGsN+cyTdA0HDxTuFad43BvMHOom0Bk7hlT14GYw7VacfDGXyPj+8kj/cXf+cQVe3/g+Y8111tg5znZV2hXPH44f2EMmHmRwnWejmdhH3kUsYZCr6BFWA5emnoMse0YB1Wra8dR5uDPgb8LnoN/Kyo0rin7ev9WfOY+zmZmZovAg4vuk6btNfC9ZSkLIk2IHvPNe0Q0yRQuDQ419DHcPCxjiL6UGGJkiSFX1sjhkkcIuQIyz1zzx4IkpGzN/igTiWyxNwy/bato5NJtWV41XPq6ZWPN4wK1JUNjaU81bahGNlWS94TPrudPzdhaekAkcvCQyN2rInDiopGPJ5J5R5FLTxTrMP5xhFUjI1ju3kcOnmifmnBh4Ku9zhNTff4UVIdvVSRJnU9LuYppayw7XPfvV374r/HoexdXfvBtr57beVEfP/IPf1tGQ8//6ve+Cnufc/k86kcCqrHmvGiqPlia3+xaJiV6oz8TMmeN14uoecwkhl2HxnOoik4iwmJ8av0l10XH9Wn8eQn3IjpqKKy+/G24eXWEDz7w6ctu+j9fB0K8N8gcu20f23/4syuveNu1xy+Zxo0Pv9FcU5Jw8HY8LQlpz19Vx+DkugJJW7EPTY2Bsxei325c+tn2t2U5+JNC9Kr6JlXdgypb/nYA+4no7UR0d13lbstaP+Hgx2ukb1YvnYgS9vZ02rwx/fKx+vO2raavulm9dKKxGuno0INPxnZDmt6J8+BbE980Xg+eYv82UrxBrf58wthavfsnV3/+nb/1cTz20UNzn/rgFwAAo6EnVxdf3+D1Mt5fR/+67o0NOhx7rdp7cbP3RkqQnvpe/MLvffKipy0P8YxPHd20Hjx16MHbNpuaDZQ5+K3ib3tx8ACgqvejmuTfVGfW3wXgISI6rKrPO9cHvhEbDYfacMcEXWnazBhwvVx2qgNpsmRFgwY1AEyZn/G21OmOwq446VjzBKMUDOLTDBo03xTMNAj65YxBQ0mT6mqTs0PUSqYzSxbLwY8EgfUtDes79AjtUnWlWWmIktWJX7Us8wTaLyDoMRMIjNypaVuuGRrZfIhP2NRkJdvhW5KVWtRLr8az4e6j/jxR1PcmktXYTpPses5UerPnuLAJd7Hcq9fIwXvxK41OfU80cPelaNCfZ6LATjNRkoyVPOFypqKeqTFAqPTnX/K6Z+BzH1s6et2zLr3Ii+In//YNjx16bOW6pzzzEgxHZcLdNxXziAhschhHRm3NXs880jCejqPePXM6nrEgja1pcPpGrIG714RLlxWz36hLT5FXFx9rKFSfOfk4Lvv0m/DIf53HTd/dLLySUsjm+sSgGavLv+amox/5hffPjXZN4RnQqEWvssocxzPR7ukQ8tEOPXjbFk1U92wth8zBn7/+tiwHX0z4Pqux/qTIxWbLlu1ke8OPvhiO+aNNlvnsxVMyd/HUuT6s89au/+7Ti8rOPPWicubD336uDztbtifFqOsXeV3U5g5sk+fxldjMa9/wtt9uOHg9NCwNB+8rDr702h/WTLwqlgfDioMXpbnjw8jBHx0mmNwurTn4ocdyWbPeopGpB6IGtdWjZkLU/WZeBiSwvlYv3T7/96q7oBU7PRINrG8pGjjQode+1hxuqTgkUnHwogjblbDsfcOl05yInJJNJY4cPDBeK9xy8Gr07kFYVkHk7rVDf95y/oZrVsOmqiLwyyl3T1ajfrnmlAGiRA/esuEFR835fhE5+MLxMtcsdL9wgXcvHB9yXPkrmPtF0KV3if580eizU2zXn0n05xsGv88u4eDJcPBN/9joxP/lb3x0+jMfPnTpt/7YSx4jivrzVTvRn0dsxxoDzBxrGpj9EvEh1Nw9mesTsIw6z6E+f0Q8p0lNA5vHMP7aSVl0PqQql7R92HuGiJdV6nuDec4b7j6JoFMHB0/UR+OPObTZHAdz9O2Yw7lwLr0XbRSkcLSL6joGvXZdgYaD59h2HDl4lzn4c+Hvwubg64I2dlJ/81ad1Nu2c+eMo8BMatAQZ8KCo0a7mYJAjCjme47rZCPFtBGe9hpD9PYLZo195OBNwpDvEJ+wfDwQE4lEfZLMY6rh1pN9NSOOJCbKWQ7emwQ/UewTafTgE67ZiM1MFqJnMRy8YdwFph+EyN239OC9jNeD7xSeSY8pJjEZXloxnrsHISYEgpIku1KSCd74ju2+6asa3fCe6D6myl+/0IWyFrdxovO9OkmSieCTcL3x4Wy43lxHLvaPNCYM1UmE1bWqUcv8V/+/vxYF+Iu//PprnvmSa+N+yLdK45oJPlFCi5y/Y45JdixBn52NPjsbTpzs025Kn3z/xW99DD/93Q/iFd9wC77nZ+6Ib9PI3RNZ3l2MHrxl32ObKCavwnfXUGiVBA7nnwkLGuoVYAFNrQSj1e6M+AtBo/CTKmwFadt2tpy0Yt4m0DX+SKOPWsgn3BvBH2UO/jz2t604+LtRVay7C5Wy3BIRqf071wedLVs24NLrdp1wBeOy63Ztfmdn0D70rs8BAD76nifOyP4e/M2P4lV7fuq2//JdWzaZOVu2c2K0maSZrWREdN9XvurVr3/bb1d68CPRg2XNhotS0IAXJR3WHLwCi2ujioNX0OxwFDnxRGxGIgc/9BJY7xJQEd+w6IHvFZCWvoza8EG3nRZLr8FfaTSvy1TAI/grVQPrq4h8ryD688BBlYozttsBCtr12uLS07pkqaZ3w4YLKLLvaOvBR/35uJ0X1erPq4xlYQU0i/o1BYc2iBdRs8npfiMHD4psvn2/1WcH0rB1z3Hg0gt2s6iZ/15RLFKtJz/Vi7x7r3AHC5Jan73Qgho9eLdYcOTSC6ZjoW304HuJ/rwLvqcKF7l714t1E5yL+vMuqaewyFZ/noz+vMZzyXYFn2rRLyoidx+00JkPQvXSlaUT7lf/9d9cfee33HroGc+/6rhzhpUnmqX6uLkiK4K/Y0fW3B/89/ddetsrrl951pdczcGfi9w9Gx12IgocPHPCx6uI0I+98Y+vf9cfPHLJZdfuOvFLH/i2jzDFPlT+47XDLl4vjmPNBseJ1nvk3Z0LdRpckfDx4Vwwc3LtWGTOMWZV6noHDosqdR2ElH1POHgxHHxTI48yB3+2/F3wHHyjInc3qlU8ABxGFa5/q6o+eLYP8kzZzpnZwqs0nOq+JjxdiuHgW3rwKSdutcnjftlotzNRCAuKygJR1IBvwoIiRsvcMLmimPcS/SXP3U28Pn0eb0rVQmL5T/N4AEYP3nLGSdnZ1g+9hLVPQubxM94yy6lvowdv/flQqlYtR90yy06nEqHehMzVhOhj/1Jdem/CbCkHb0PxqSKY8UfehHi94euxTwNf70MdA6+YV6W6JgGgrlElJJhIfLeynLdhwTL4c0Z/XqGRx1edd6Am5G361zqXVp0vKVsrKQcfxg37oHrbr//o3+Bdv/dxfPK9By77iXd+ExR2DDTOJpTeD3MXT+Gb3vyCuu+GEjCcv0i8XmDOX3I/1O3v+qlX4Jqbdn/uRa/aew1Ub1N0L0rIXDuEWHeBEPXgCaZmg0QNeKjGNnSeKF47hI7rxWL+ilBKWSUJywd/ajh4sSHl5HHSxJY5+MzBr2snhejr5Lq3o5rQ99RVnp5W//vt9etb0iwHr4lGuuEn1fLVkYWdVHVbO7h0y59Pwt1vSH++g4VVOoNcuuHgtZO9Hc/dK505Dj7pX8Jt2/N3Brn79FyO7R8w/vxNei4T7j69RsZeq5vl7ru47eb83fzCq1H0nT79711Zv4c3xcEn/k6Dg5+9aArf+iMvPnbjcy6f1FXjY/x4prUgzlhNCsKpOXgyHDwntSMyB38e+9tWHPy9qBTkwkq9TrJ7KxEdrl/fkpKxxwcn9NigWqGNvK40GvAjL4PY1tD2itW1OqFHtBWW91Fgpkx57sClg2C4YQptrxp0tb1i0HDton7VB612JPrzQ29X86m/0IYOYPw1U4sialArurl0a5Y/L5NIQmSnvSDpEwLXjMA1i8LofperIl2r9olOoQmt2f5Zjtrw8ejunw1br1Ec58LEX3umdG+vMHrwToP+fM/JoEnIZ/ZGf56CcE3Vtqx99LGjMEl9zvjjqIXecxz05wt2nfrzzXbbrj4TfTjTb8cczqVo5N1F/QpU8cKvuREv/rqnf5oIN3iRhNsmikmL7TowHZh4ixM3evAmQz3h1TXWNFCRoM9OlO7XJf2zB4JjceWtA1OOMfowPL73YnzLapNuVMkBWQGdRE0u7d84DfhUG37FaMNbNn+1PY4TWObgMwe/ro1LstvbFYavi9/sRbZs2S54+7nv+TN84zU/i7/8rY+d60PJli3bGBsrNrOemMypXj9fjYjuu/MrXv2Gn/+13/4AAAxLDXrwQ6/9subgT5TS91K1h6LLQ+8rxlwxtzaKrG+ygpfIbXtF0JGG0XoHImcsiIy6aNTbVtDyqKxYXwHm1kaR9V1LV/C7NHLigS0WHc/CKihwzZLy40GfXZHqz9sowSjpny6jZn1Lr2FfpWhgi0UpcM2iSV8DlwyihC1uLewjy5xo0SP41nb/an+KyG0rEPTc2/4sOkZAYNEdR665cBQ+7xwHHXbn+JCjmmVm6hdMQbO876hmtWmuX7PvxDzXd3Gl0Xe0i2p/U452EdX+mJep1pMviPtMVLPTdMhxw05T3xEHf4G7JwocPBPNseXuTRU9R9F3wnoz9yky4Al33/SbmPscazbMffff+59PO/T4sR1f8uqbDv+Lt77y48GH5e4pGdtw/mD00pkp6MGT0WS3Gu5MFI6VOTL44/yR5eBPxYknuu2JFn2qB2+uHRvlsXrwjuP1SWT1521fx+vBU+bgz5a/C5uD3842tWOnOzH0LwSAtVL2lb5qD40G/PFSFta8vwEARiLzq6NRnVAGHB/FEP3AaMP7ZHaiqLHtIrNcODYJSnG75eBV1XDw3aIko2SyjwIeCYs+iT47TBIhpFMDXpIEv5jU1yVu4wWBa5YkES9y923rKlXL6U/JyMGr6R8ocOJq+HhMmGhDSdg6tr1wSHxyJjHSOaMH7zgkbzHT/JAbPXjCGjd9aIfoY3tkwvU9F8VK+oWL3L2jwN0XzEZ/nuaZor/ClFZNyvJSopxn/EUxnX4i/oJ9FMaTFqTpt0ZhJFHFD//2a/Fnv/YRvOa7btstIi+MHm3mYKy5rCYhlDheq6IUuXum5D6xevBN0puIb4f+YxummLERm1Ek++rWho/tIDZjEwqBqF7XHk9CrCvQ0oCP7SrJrro3EBPxmGCS+ia2zMFnDn5dG6sH3+beMwOfLVu2tl1+3S58w798IWYuOnOlc1cOn+Cf/b6/wP73f+Fcdy9bti1vFxQH/4ov+4ev/2+/fP/HAWDo9eCoLC8FgBM+asAPRPTEaEQAMBQsHlsbBT3448OYBLU6NCt4w6UDtIiaLe45p6g1y3tF5KgL55QQWd+gPkIpl16WkRMfGoWZoces1qyvVwpsuRgWXQwTr4SxnLgiMu1oscX2sqj6V/sTBJbZC1TqfXlB8O2Vgp64V1IVH/w1XLISzULG+6uy18N4hrYCYWwtdw/QQaDh7g2Pr7QIBG4+YcOtMXHQg2eOTLxjXiREbpuCPrs7SNRw6U655uCJeNHVHDwTzRa1WA0TzTqOwjVTRWTf+4bB7xcu+OsVTrm+RgrnDrraX88Vymi4e1p0jMjd1xw8E806iv56Vg+eOYzDVFFE7r4ownVROA7cfc+5cH0WRbxWiWiWKfaPaHyNgYKj/jxz1Ge3evDO6MH/+D/6k+ve/YefvPSya3ad+IUPfNuHA5fueJECl55y9zZaQZzWbAh68GD1DftOHK7bpv3uP3507tkvvHZ1dk9f6usg1FBgplm2/lp68BpqGtCi1nrwheXgTZvJ6MEzVDVszxz82fGXOfjtatMzM0EPXrxEDt7LQllrwI/KMrRLr/OjyMpj5G2YfHzIHEkYOeq+w5Q6VY1MLifvieH96s43mbvWg0Z9dsulW/1sMW3VLk58PQ7eukuY+BBmVY0sOkw5TohEDt5wzdUjgehPO0vSjofMxOiJ234odB/io4aE8zc8frdmucmiT37wmrG150ktl65RD55I54UbPp7M7zZKQv/pOJsxQGShK949hsx9E57WcsHVtRVYab5Xj6dl7ZkIanMMOuLZhY8h+tL7BcQyrftCeBoS+ue9mPB55Oul9UjABgZLtWMbS9Xaugkw5+/ZL7324EMPfArPesk1O7yXS8K16iWEsFXSRzcJwmruRSIbojfXIaXtX/xXf33DO/77+3DDrZee+Kk/+/od1bFGPXgoYNIYOvXgxejBe8PBWz34qmZD1IxHvKaezBD9duPSz7a/LcvBX1ATfK9n9OCZ5lB/93RqUDueAfzpuABVK+GqDZo2TwRDW2n8diKeSQqtTOIPmDVT0ngWtkowaz4wHVyzm4Gcnj9Mwt4m/mg6So+60+5fq7OzZr5vcdsNchW3C3iGTvP8WVPQLI07f4q5ZtLUtN7AzDjq/XQ4+MafgqabtoDm2GyPn+CZZnrbEHdPNEt6sj8Q5mK3zbVqzuWGzJw/Aqbjs3KaazC0L//WL/KvfOOzanc03dxLzDxjCyBNaAl3r2POZcPEMxOY4jTOzDPa3BsTphQTYbYZHiZMSxg2TMfbAXOhzZhuukSUOfjz2N+24uC3rZWjkTYrKRZdKeplR191gDrZSaADoFoKjURXZ/vV9lLS+9wmwLFJTShbLGyzfVhK1NX2ke9l1qANb/XL25b6s6szE3bW8SysikYOXo2mt5SrXd/XXYIvXvRYs8ErBrGvcb8iGrn0RBfbr04mMDNeJ77iqK3vMDkFfwrD3Rt/ijQS0WUt3W8bdg79cEyBS2eiQeSzadXxyat2aiXZ2ZB5L0mys9w9h2uk5yToz/edHzQfZ6bI3TNhylkGP/pLWfvob82UQu45449d6J9jH/l/5sDg20Q+m+BXfSZOxHalXTi25XNT/flmu8R7w3Pk1UvxhvnXTg6+dS5DTQqiyLu329/yIy/Ci197E668ftcBVVwHAN5H7l40vfe5KxJka1J06MGr0YMXidu9YrXrl1nXVVv1L7QH5rYZmO0r495DNBkn3vV9xDzed9sfTtPfOpY5+A3YBTXBZ8uWLds4e9pzLgMTnXaIIFu289kmTrIjogdU9c5zfcAb7ijRfXd8+avfcN+v3B/04NdGFQc/8hI04NdE+idKH7jtleGo5tJp7tha1INfWYsc/JrXXaqRg5dat1oUQc8aiHrUABkON2q4V+zteG47ReYiW1xKZMu9IGhbe6P7LsAhlZqDNwy+EpbR6LMTzVEHBy8a2eJSNHD3pSL0yUtk4uUk/fnI+Tdjo2j1L33O360HH/oax80rDlHNUXvD+avSsmr0p1169xrHE4h9BWi51hevdNFrLp1Ah7jm0gnos+HgHVOjPz7nmGoOnuZ6dRuo9eep0RDnhEun2l/BFPbrmA4VHLn7vqP62uHlqZq7Z6a5qZq1Z+a5HseVzXTPRAmM/nyPXbjeKn+NZrk75Gq2mIj6ruH/ifqOQl/nHEV/hVlJWU7cGS69cFHvnokCd8/sjP684e7JaNQzRy6deA4Yz8GrPX8U9edh9eAp1ZyPPmK7zd0zxWu1Z5MIC9qFoAdPgZ22jHurHTh4MprxzImW/JyYlX4rPcXo3cfPWJ4fSBj86C+pK2D8MeZEzEo4rUQ4lhNnQqgxQEh4/kOK6A+Zg89JdmfLZmd3un5BFTNZYh8KPkkP3nla6NdJTKXqvIvCKuiZUHzfiIdYPv5EKfOqlYb8WqkLUifXlBL1oUU1aLKLRH12bCAxpOLgmwSsRAM+0YOPXLrR2waM+EsaGk+FbpIfFyFRymtkzr1JuOvyp1DDwWunP0kfCZjtRuhGjNiM8edFF1Qidx/0ubWV0DbZD9uoz2500YkpcPDMFARKiGieuRF/oZBt3ebS7QTYNyH6wkWOulewraGwjyly945r/Xmm+TVXXWtViL7aDxOhbxyWPmHtQ3uqiOPZLyiI2BTsQ/+c4dItg1/1KT4SsMV07COIKftoQqK/gnmhSaBjNnr3xl+lRW+4dGrGVpLQcRJGTh+xGO7e6t1H3j3Ru4dpE81zSKT0CVBsvXvPMDk0sQYGc0w6ZZOASlEPnsgk3xmhmnWzRsxlWyUR1t8XZl+Utsf7o3hvSDtu0RGXb+VRBt9s9ssc/YFivzeod28tc/AbMN78LrJly5YtW7Zs55tdUCH6V37lq17/q2/7vY8DQCkIevBeoUOrB19GbnttNKo5aswOjB788VEM0R8vdVZqpvuEl0Uv/nIAGKqqr7Wmh5609EGfXUdlbJdlo19Oi6X3Y/XZLYlnmW4BAsvsNWqki6Z66Y0evIKCRj1ARks+1WeXVJI2+POKwAdLhz/RqAefHIcaDh4U2HoA8KaDCgpcuheNfVUKvr0gcP6iCBy1CgJfrUn/MKsS/aUYIMZz90SBvQZxqGnAxIGDJ441DUC8yISgz+5qDh5Es45j0k5hOPjC6MEXhoOvaiXUvLtzB4uGuy+culpBhZkXe44Cq91zCCx/z3D3O0yI3nL3U8Zfv1dEzt/xQYbh/Ovj6Nn6DYbtZ+KW3r1dwVvm33D3zhm9ezZ695G7Z0exTRxqILT14BPJ3S7unl1g3wuOHLzj6M+ZuhVJDQROOf8kRO+iv14R9e4LdlFznmNtBuci88+OVGv9Xnus7f6lFl9jokWJdSxUJNQosO1uf2L8IfqzgkTMmG2SB5limxiB+X8S9e4zB79Ju8BC9LMFUwgr7XMctZuLOuxZChZ6rtFwxzzqEKgoAGdDvDFG78WHdGGBzCtXn4H3C1KH+71igVC14XVBuQ6V+cjE2xB0xYnHY289ozZtU6pWEy17WyI2cMYJH2+4dIWmPrrbJkSvHSH6qAcvLf15y6V39ckqd4mpNyASuW3vjT8x/sQ8ElDjT5HozHeNbctMmE4W0DDLrPsCsyymjgHpPNN4Dl5Pl4PXlIMXio9hHDfh0Pg4iIhQ/64Bk0IKPqU/JNx91J8vqlK1wZ+5Pg3zTygCEiYQMykkymuJChslYdbmkUCld69me+PPhuittntqCflgziVJrCtRMef1dSEa22rqUyS1BzSUARYF2AxnOrIxoE5lvBfVPL5ie18C+5r3sMZHAsl9vA7omNwbajl/c79rUn433Btkx1PN4wuilgLg+CIDyW2iMURvOf/q8dwZ07u3ljn4DdgFFaK3HDwSTW/LcGNTmtBs9NLZ6GdzojWd6E6HtnPR38RqPoQOjfTx+uxIdLjd6evP04Qc/Bh/XXrpk9up9eATTpxoU/50Aj14aLJ9U3rw0Di2muwXY69Vxfjr83S4+3H9E43+JO339Pj9TOrPXDuU3HPjzx+sjvoGrh3q9Df9Sz/4Tvybr3oHjh8d7ow+Ep340+eoO+8NGn8vJv5okxw8naa/DfQv6aqpMdChd0+b17vv6Gvm4Ce1iVfwWzk839jgxJoeW6t+cXvBiq+zS0QxiDrsOmiqUyn8qjcrHputO13EFbwNaU1LEdjbE74ciFZDfKKUoAE/Uh14qX5bDb0ORnUSlBesrtVn5CT9edO2lfOGPvKoXiKLbtuiMlafHZDAwSu6owRpwl1k0cWw6JPpwaf+kiS7ZKU+PnpQllaLPvrzgpWGcRfTb1UE/XnVtOpYwtqbVUprhTuevSXDwXPk4AEEdhq2eh21NMttlrlJQmPHxwJ/bjh4Zl5p9uscD5pdMdFqYdn3etXe5u775lqdshn1hQv+eoXh3R2vNIV1ClcGvXvHZH2HRL6KuzdhecPdJ21XxscUI45698ymroDpN5HRny9XY5sSvt4lbbLtGHbmqHfPRIO/eNvHIF7woX2fky96+VPiuWx8jCx3T0ntCZeG6M1lEa/Pwvgjjtcqs67Ewk+mNgbRaqyHQSl3bxfUia4VHTPXur3PLOe/omP9SeIvGUNTx6AwkaC+DWO06n2EbxSBqbmxab17a5mD34BdUCH6bNmyZQOAl7zuGfjCp5ex94svH25+b9mynZ92QU3wXkS96AJQacCjksjEmldQ9fwGa96D6/ZIoITqPaKYhtrKWmb1ifiaFwUq9Kb5fbwAhF/lC0BVJ0/r9zgmeJEFAOCCtWzaoOlS1FZPi/6Ugr9ajbP2AcC0m+2o+NCqrfE9IFKo1O+haSS/gBMeJ/adAFTPDpv3LJg31v3WfmxHfwrS+lk2UJUOHYzxlrxWhWybttmXJu2+Bh/1808AqqRan2NVTLcqisG0Q9/TtjZ4XJO9U+9L+zVeBS9aYVfVcSvX1wuA6VjNjKbJ+Cbjw7bhtZJRrduND1Hpu3q7qqBw9XaQEtXXJ9E0SzhH00ymSpqNggjCeKKUcOxaKhxX/fMq/V7dFgV6rmqXAvRccz1HH0Q0TWSuVTGrXTHjCUXRjJsqXOif9oum3yrhPaXG9ytIXTO2hGmXVm00lyqF8yzQBn2DqIb7WqD4pn/74rofBGmul6rGfbM93PsAdV87oGmt7w1C/B7xoqB6X5C4XUX7FO5FDf6USFnjtQNg/L1B0V9dYS+cJ4xpq5p7H3E7EavW9z4RJ/dia0DtvT+dVMukuN/QV0Lsn/0+qroxtn8ts6+137cwpt3v2N7lr73PSfz1sUXtgprgR15p6djaDQAw9HqgEZUZStSDH0kUnlFgyUdmvJOdtmFBIlqC0bNuEm0cITLEoAVmvgEAmHShoCapT5eKKVe3W9m6HJN5KiW7JoELS0FrukTg7m3yEKAHJPCoNhlHlyKDn/YtSf5K6sUi9E+TpL6YVKSKA0boxib1LRnfaci8IyzvzaMJ8brUJAl5H/2JaPCXcPCKJWnOpaaPAeykp3586B6IfUWSMEQHYmJd5OBBtMT1uQSMqlorRM9JO4Y92dESRdZ+wbSDPzb680S05OqEUCIK4VQiQpGE6BPWPrR7BQd/PaM/71z0l+rdm7bx0ebu0xB9EroP49lz0V/h+EBk8GmBKfLqUdyGllIGP54ke/8VZjwLjv4ccTh/hWk7pnBfupTBX2oSb4lS/fnkcYuhaZg4XJ9kGH7m6I+ZD6QMfnj/kulrEpZPEuDsC4qlmMDaqXd/QMfp3bMuxfoNClPWA978Iy0VbeqAwIWxZcP5M+NA+D6yYjrme2q9UD11vMjUcS8CBzq22/dvxOznt2yUZ90kOyJ6YMy2pXN90NmyZcuWbTL7Z8//FXzDdT+Hxx89ckEt6LJ1cPBEpOt85mFVfd65PvDT7ijRfS94+Stf/69/5lc/DgCrpRwsvb8UAI6X0GFZEgCcKKEjX3HiXrHoxXLblhWN+y4MW1y4yM/2XNSAtywsyGiWgwKTq6BF76O/0oiBrHXowQ991GcfGQZ8lHDidNCLr7l0Dhy8wujPgxJO3FsZTI1suBiW3avxAUr8ieXgDZcuDQevNKsS6wpImsgXuXvDwZdeI/Nv9ecFB9VH/Xmpz58IFqWuSaCKWTHjmeJ3Gtl3hW2Hc6lgy7sfpJoTB7FSrQeviBy8Es1yw04TzTqrl+448rZk9OddZL2JOHDwxJG7Z27pzztcHnzUYi5ENFu4hLuP12rBs6hZZlew4e6L0D9iOshUscUFO3XcXMPGN/Nsr2b7iXi2MJy/jRj0CzdLdV+LImq694rI+TPTQVezzOxYHeI9w3EMFh1prDFgxtMK3fQLF66XwmjIWy37nnMKiaw9N5rsjpU1+itqDpqYZ53Vgzf+eoaDd8zh+nTmfi+cU43fA+Hacaa2AhEvEjXcPc+S+a5Jojwdevds2XeOvDsxH/z6q37mTlWlO7/l2Qe+4y0vfbzeZ7jWnL1WgST6U10vTd0Ey/wXkfkvyNQSoIOQmoN30EbZmhmLIk2NiG4O3nL3ZLh7R5G7p5SvP6j1tUOZgz/Jxv6iay7GrV7cpm29HTuL1VF5GwCsjvy+ofdVeygLa2UVyh2UujCs26KYH3kxpVzNwCU3uf2CocB7ThVRP7t+hnpD9S6ryR7DdAqEUq6KdonY8e0W6x19VM/z6v1K0C+3PDeghk1VdP+qS/0hsvrRR9KWwN1X72k046OW/Hqwk6Zp7anvMVr0ajh49WJC9LE0rqom++1sp48mQvlQQEKpYZDh4Ento5B5MZreEq4RSlKh02eqaf8C601xPNlw98pYEKM/r0r1cVB4zEFE0PFD2FLqk6T0bwhPV6V4q+1OTYjecvACH0rxSpojkv5YC2b15/vGn2MOHLzjqD/vWEzIXOabuhXtEL29/6zvnqmbUKgE7r7Oeal8aAzLO43lgVlkfoSmZgbBURL6H+vPUawR4She95bBd6yBg/ck5jGMqaEgmoRWrXqdlcOxpXjFhuUNB8/Avosv30mHP7+K1aNrM/F+kKA/r5QuWJJHAvaxlmmX3scyzj6WHSZQ5NK9CdGLKRuN1GxUvuPWh2B8ady69G99XWQOvm3rhui30+QOAEWvF64lb1hfb5hjL5Gl9Gq45gnhWzEss6hli40Pw2vathiueQJl0+q4DK+pnZrQXRz8JtniSTh4w95ik+wtOlnYDg7ecvcbAOG7xjbh0tXqwePMcfCdnH9bf/5kJ5P2VRPuHuM5eNs/07b+Jr1Wu+8Ny93b+8+0aXP3oib3Gdl7fKw/MTUNJpWYW+d6MfvtYP43ci9OqAf/r9/x1XjNd96Gf/RjLwsJZBup8ZGYqffRVdPAbid+cjh4yhz8unbSCr4Oz79FVd/cFapvVvhbzVYGJ/SJY2sAgKXj5cpgVCWurQ5lsFYLxpwYyWBU1qy86uqoHL+6c2lYMLZ7bNhiF7ha58hwzbENRF1stNjNbr10uz3l0gMHbxh1y6VbPXiFj5w4Uk68S/xFEg4+8r1q/MEoYVnyACKdbGpXAmMrEc+E2A3z73WlWYWL14FEJn7Vl2XYvw3Lj0xylE3ws6t5G9JHkl1LK+GcGT14EK0yjV8K2eQoZ0KudjtxvHZgmWzDiRPzeH/rcPc2qc9yzWzK2RIn12fg7tn4Y8PgE1HYrxXWAVp690m4N3L3hbkfnOOVcfcGc+Iv4dJT/fmOaJojG3Y2uvZkJrp0u60x0HSj7S+N3sXTbbn7HkfOv2AO93hhzmWP3cAI9qw2/ajEezDWX3JeicO9yESWqQ/3BjOv7LpqJ776+58HJjq+Vn+3kU85+ITz9+P9rSX8v3lcyZL0r2m79JpaJTOeNlfQChUlyYWxCaVY70Mm1LsPbUxmrVv3mPlKOlrwhDs5z+ykw9aKLXqzaZ/092QcCBHtJqJ7iWg/EWn9t5+I7iOi3ed6oLJly5YtW7atZCcl2dWr9j2qevhsPoOvM/YfBvBWVX203rYXwN0Abp/kOOr37+14+Xue9Q0/cucd3/ydSwBw9ISslOLnAGAwUpR1dbjhyIfVa6m0LN43msBTCl1rdmZ/8fYcTwFYAwB2vOJI5wDAsQu/CpniL0QiDjW6FRTbxMtU65dX/hD8JedJ42uiWGnKQ1aLz7BqD20vtALIXNgSfgnTMqTxp1Oi0V8rYhD9CVao7p+ctMpvoge0Ao3+4sI++lNgSjWOZ7Ivr1NKtT8vYWy9j/3wPsrNesEKpN4uEvyJ0rKW5a6qLVNq+ufLiB2qyBSI1kIbdVsR+2HTd0Ar0GoMYM4ryAXNckCnQLxWO5giZnvtBH9EGvwR8wpCyNHUBydeYTT+CM2CR+GWmTRcL45prfHNxh+lq/kwniBa4bS0aPRXn2OAunC/KQ7+MOVc9NdacU6hPpdEvMJc+WNQqO+uSivO1ceh1kd8jygv95zW+uNkfaerQds/0Iqr/VHynDk+w5fkeAnNqt0rL085Cf6c9WeWRT2O94YXWuk1/sy+YHIGRGmlz1QfEwUU1oOXp7jWVydMOYr+XKt/1l/B8fw13bCXqkc8Jpgq8wJadtTo3dMUmXuD02hF+F4oHE1Jfc+K0krP1f0w145XrPTN9mZXHvH8MWMKOr5/jhH8OUK4Z0eC2A/z/lKxUpDZHlf5y1zruTuK+2Sz/+o6xJQg+mteKwUrRX1NLq7iXT/4IP47Nmhf+MWv+anBB37vl8+XJLu3AFgiCuG3k2KnT9Iq/o72JF5P9G8+RVa/tb0A7uh47ZrhZc9xn16euhIAltfIM8orAeDECEdV/UUAMPR0FHW7VAfI6Mp4PHFnNpxj2WJwAQdffYbcUUdSPb8hPsqkF1X74aNcbxdweE+pDgX5sf6ScTHtUhwcVf3wykcdmn3xUUbTj8K7uq8efJTq93h1aMZAWzvWjkcCpfmMgI9y2BcfpdqfR8+zjsJ7SJvtRfhs5c5M6jaRz5bmNBlGnhxI635QPE+Cnlc/rPqhdFSl2q5cQMtqe/VLI4bfOflBMT6zh1wPWlb9IOajqPdLxZSX0Vq13TmzvR/9IRXwSM5fRxgfvT7g6+uNi3BNkut7L8P6OIrgD64HlTieQuPjm/YwyA4u9+P1ze4oSX2tur6nsvHnjqLeTuyOUtlcz+ZHLgFU2tCxcZHUlO2B6/MHduE6VOr5eF3EewNw5j4pwnVOrbElorH+FC7ci0rxWlVy4T4RiveMGn8eBXrNvUitPtlHL2ZsBQ49lvp+oqNFfb8L+GjBWt8nhZ9y9TGBj/bq7SNlTNfbqxC2Td4bP7ZDz5hyEu79XvAR2yc8+51F9Z6R0NF+2E6YLnBluw+VfzX+zP1gjuNESZguquMdKYf9DrzzM40/paNTrnp+PSgFMz0N/UtEiJKxHX9ej5eEmaL6/FDo6FRR7Xd1BD/bq/qx5hH8HS+BZnvSN0xmqyUwU39+4QiuQfe8ckrbcfMrLxp84Pc2+vFN2UkTfB2ef3M9wGczi/5BIroX41fwD06yA1V9sOu9RLR75qO/fMuLv/a5DgCWjvvHBiN/DQAcW/OH10bVl+aJkRwelfXEofr4qJQwAdpVpn02NdWztb7d44TqwigKPkx1gkbPtIkoaQPaJHE8DuCUE3xaJx6PA9oc42Foc5PHtigeU9Vr6vZhrbcr8LiIju1fUideOvwpwrGf5A/GH6I/aPRnn32Xpc3WHb+9LCX4Ho0k9KMs9TERuQYAfCmHtZ6QVPRx8dWXkKgmq3Yx7dI8j/fp8/hwPlT1MOpzporHUI8niA4TYcz5o3Ry66hlbhEochyuHXC8XkD0GBGuaV87IHqcmcb6ow7flD7/D8dLxh8xPUao/DHH/jFzaCfP3e3zfwBFYdtGswGxf2z6wcShf0x0mBt/ZmyJ6HEmhAnCdTyXtj+2nekfc/TnmMK5tNuZk3u05S8OZ/fz+Oiv5+J+C9OeKvgxrvvaL/iwI2qO6fGCw9gkRa76SfGepB38FcShT4453JeO6TGq70VOv3ceZ8BMuNGS32QduRyOONyLziW+H0Ptr3DJNRXGk0+qfT9+bFsFocJ3R+VPm/MXvtuIKHwHMdHjBDrpBwytM8Mn72M8rhq+i/+y76o5cSNG3/NPXrbRz27WJtaDf9IPpHrOfg+AuxDD7I+imrDfXH/Bbmb/933RS+54/T/7Tz//cQBYXtODx9fKSwFgdaR6fG1EALDmocNR2bDdi6NRGThjEcummhuw5wK3OtUvAnvb70XN615hdafZ6DJbPj5y6QDPiuXS7YSrNIuag/eGS7fMuUfKwYtELr2Lg/cyXg9eDBsuGrl7ASmCv9i2+uyWj4ci8Wf7J3ZS95F99z4y6qXXoGE98qrqq/2WXoP+vPeScvBldf5EMCs+ip0kk3opxocEbltEIwcvGphlKA6i4eBBGmIOisAWg2iW6qQrBUK7vhYjb8uREyfHixTZ6xBpJaKDVHPpMHy8EkXuHjTrjL8kgS5N9jO+Iwdv90vEgYMnZm2+/20bMHr3oFm2CW22cl7hDOcf9efJOeXA3Rt/pq4AMQfuHuBFx3Fs2QrJODvZR3/sIpfOjmNNCtMmy9ob3yBadNTUGODZgnQsB+9c5MQdx/45F/frnAs1BpxzBwuurp2ec+q44cR5cYojB98zdQWmXJLEazh/Z+oKRM6/sH1lPsho9OBZSZr+8aJrzn2Lu08Ee5z1Fzn4gly41qvvtrp/zAe55tJ7hQv3hiNeJNM/NvrzyY8W68PWGHBRv74oXPjOdOwOor737XepM5w/M81S/d1NTKEOBAC4wtYxiDUGCqbA3YPwO1NuG3Hw5sBuB3AvqvA5EdF+AK9T1YfP9IHUE3iIHjwZNj0zU/RdxQ33WPZNFVV76HWhX1SlYwWyAK3bqvNU620DSDS9kwneEZrff31H84Rqv32HBUK1L8dRD54ZC8ShpOkC6u0KzGutQa3QJORq+deqCHU9pwjmUftT1QU0nLJEjhqqkYPXlIOH0Z9vMef25MSmWM1rw6InbQQuHel2w+xrmr2e+LDkQlKQJnLw3ujaG/15FQn+LHdP6O6f9QExDwtEIgcvfiHy/FHTG7Y8pmIeKvX2VAPehuXVZA0nJf9NXQIyevBEZLj7yE4DNO8Nd2+XJ9Z3MsGn8dB4/smWaeWgP0/MoRSvbQMEabKticAS+5RSCeaHqYv9Y2cYd8P5E0nwwRzbIAmcONpqcs6SAeYxjOmfLXvLaUlaW2rYjnnk0tv+OqIHjiN375zh601fC6f7mv32nC64+nvAscwPXcN5S1L6d1TEMZwydf57LvrrSfRXmLajWGOAfat/8dynpXg7MuoLbyZiit8dpWioMdBzuq/Zr4jac2nGU5IVvBgSIY0WmkcFnsL3jk/qCsR7kU3tgZJ0Pl5TCKV4SWxPAUnqUNhHL+beUDyQ1PLdQnaq5P97AbwVMez9pnrbljSrB+/YheQU5yKPWhh99l5RBJaS14vtGCuYAz/pzL6KjnbiO9GDn8wfTaIJ3cWlb0SffRIOvoNL103qs3dx4khY2GQMNsXBo0N/HqfL3k7q2/QPemruXhRj+zexuw5/lktX1emx7XQ/p+1vEu6+xeCPZf7XM+nwpx0+pGNsN8L5d/lL62901NyYzB38BDU3SutPbP82d29IB/MvSmNrGig2pHdv7dTcPc6g3j0levfbh4Nv2R2qeicR3Q1Uz7jH1affKtaH6PVz1Xk/XvqVoe8BANZEBqM60WrN66DRWxfF6shPhc/bG93+orfcr2VvHUc2teJUK1NYXp0GRrN8tZQi+Fozz4mtHvzxYWwPSo18qOqgrrqJkUpgQkVkpfHhRYMuvapfbZkNP+YAAIAASURBVErStp/B++52DKsrQv9KnzDxKzHDXQdq+mf0q5OVc1maRwIyfntZSmTwjR68SuTgVST6E12NK3XtjEp0mkZ/Fc8fBnQlJOypGP5fVyf6erYreNNWomPh01wMwm88olhXgGhgnhaaugKEzgeMXSt4U7KzxddH7j7h/ON7qmfwAWxOnvkXJqTMLskxOEbWX2yvxP3a40CsF5Ew/93PhpOEO0fGn9WWj/ei7R8ROmsMdIm/pNEDso/wBuY9kflnWmn2VTgeND6YabUXKgNSWkvAPPKw24uE8098DJoktsLxStN26RisOnMuWySC8WcjlYlw0DHznrDfnnMrzbt6po6BI17t1aH4do6B9dFLxYLM2Ebm39YVcI7DvcFk++eTugnMsZ1QCSY5dMq8UBrOH8DRHcXWXMKfagV/uE50awbnXgCbehaeLVu2bNmyZXvy7VQr+LeirsNrULW3nOuD3qgRVHuOFwBgmqKOcOEcBigXgOp5+vGRXwCqJJjVteECUIXbh15iBaxkBe+CRvOOguFrneWCY9sRV8/3UbHvIrGtZPTZw/bJNaExXgc66MGL0UsXxO1aiTY0xzGpPjsanez6PQvNB6I/7UNPPo6J9dkRNajTNmD3C6PPrlYP3ujPx2Nq692n/cMY/XkkevcafEM1alCb46hCBNpsn0ajyW7b1QZzLBr9KQG1/jnExzbQR6OXLgAqudPGe9OeBrHZJxnd7iQXwPjTuC8VgJu29pu2Qhu5UygE1LyHaLpZCSt0mhErt9nnmiBN/HHon0Yteq9958j4o+a8mjZpfA9Nw5lr1T47JQ7+RKiSMgWgHnBNPzT10exXkja0cM11pNOO7arfXqvmXJYKrj8PH3147+Hq7x3vpV/ENnpF1RavCoTzOg2I1V03/uL5G3mgqP2NvKLgcL2E7Wul7/eLuq+lomf61w/9w3TB8foUHe+v0oOv2l6Boh7bUhD260X7zX5FBb16zD2rUn3vM9E0mQqX9nJhRfiuIVDQn/ei4Pp7Uk1bRPuOmnOJsJ2ItNbKQHF0bWfv4QMyvOP6E0SYVvs9YL5LqzZO+p4jou2pB1+Xq30UVWb7owAeVNUtO8Hv6BV06ezUDQDgRQ/4WgPeCxa8BIGZBQn65VgqZappd5aLbYkiBI3mkdFLH4ksSJ28NxJd8HWyy0h0ARS0zIM+u6iiNHfa0ISqT4xMydVSgr9hGRPPSh99l6IHxPRPTf9EglZ7p6CNT5PhlrQ+du9jAp2XpH2gEXwRsfrzxp+2SuP6Dt9W7KKMevAiidjMAdWqfzapD6pGL7sVOk9C1ZaDT5j44A/izX7lgGkvIPpegoT2yT5PZcRRg9poloPoAOhJ0Lw2/pTYiOlw1NgmXvCNxj3zAoLePWHEIXUpLcVrwpmcQvFB85xtwh5F/XkQp0lvMalvieMYtELx5jFASgyY8TQJZhxFZdBKsovj2fZnu2HD8nZ79MfOCNc4m+DHB0LimWMj3kNLzjX682npX5eE5ZMQvRlPm9THNqHwgB1z68+0O8v9Fo6x5/MDTK+O8MTTLw7bpwpe2n3g+A07jo1w5Jbdwd+OHh/YuTq64dKPH8EXXnDFgqMmiZCWbr3/kzc89R2P4uF/83ws3boHF33sMEZzfcyslnjmD78bn/vaG/HEG26u/C4P8ex/8U6sXTuLT/67F6Ew12rPcUzqYw79K5hMUh8tce376m/8A/Q/fBD67c/Gyg+9IBlPn/6aif0D4r0PDE8d7D4/rXOCJ6K7VPV+APeZzXcQ0e6mlG22bNmyZdve9p0/8DeYOuHxwBufgXe/5qn4sl/6GJ71rieeuWN1BDcS/Pl3f9HMZ597KaZWRhhdM+O++p/8BXYeGuCTX3nDnv2v3YsX/ejf4rE7r7/sqX/4KHYeOI6X/NO/xGe+ei+u/+1PQnqMQy+6CjOfWsZ1v/7xMMHPfXQJux7+PORDB/HJf/eiTffBUiUXko0rVbsXVVj+sKo+j4i0RuTuQpVBf2dTiGYrGRHdd+eXv+r1v/gbv/NxABDQwbL0gdUelYEN11HZaDTT4rCMHPyojPrlI7PiHIoGfnKouqg16z1UVV+z2mkbWpZRt71s9OdBi2sjXzPtmB0af4NR9Lfmjb9SAwdfGj14q9XulQ6K0YNXHc/BJ9y9LULjMQtE7h6NHrxApWHRBZGJVxzUhrsXUg3cPRbFRz34xF+izx65e++RcPAN2yqikfMXBBZWvAbOXxSL4qMevPo4nmUZOfjScPAyKkMbZRm5di+KetwgEvxBJTDAUA1jU2XE1/1ThLoF9dUYfaTtRUT2OnDwAA6i4eAT7p4WUWuIw9QqgGIWNF5vG4nmNUXNa2KN6AYdBNGlcXtT1tIcE/EsmqQy4lkQ24S96M1w/sq0SKCGvTY8vwucv4KU6+NotReZDfNvEtrs8pppPOdPhvOvfIe+aizvR4bzxyIRBT3xpI4Bj/fHjheJGs1yl/D80bc76DjWGGj6B6ZF1/gjmi2cYbVt8Z7CzVLD+Zv+sXPBBztT04D5oKOT/T3rkeUTyxf3dz1+5fTw6sW13RcdG649ctNFx+eOjdwtn1rZ+b4vvmQFAK5ZHO7+4X/57hsa+nDx6pnjlz++ulOr50lKAIRJpWAhL+z7xag/GPUBYHBRf7R48+5j173nwJ4Tu3cc/8A3P2Pxtp//yLXF8VFRzvTL4kTJvu9k6TmXrux53xd2Pfq6mw7obL+399c+tlt6TgbXzvgTV8+sfuDff8ljRV3T4Jk/+O6nzD56dPoTP/7ShZt+8K+vLy/bufzIz7z880D1SLXpd+F40dXXtnM8e9GDn6bVO69fcY5nrSjQVM/Naj2eO0zNhh19F+p9EOh3rthVbBsO/l4A97dX6ap6f32f3wvgdWf7QM+Ezc3NFr2ag/eCfeS45jixAFeFz71gAXWoTBXzPW4Y85Rl9rbMqs369j6w3kPvQ7h/rZTQHnosjHwduve6UNZhXa+YH5YVRy2a/ogoO8LWomI00sfrwUOjHjytowefVHJK2kkIO/ChKkbX3oTiIbovHpPl1VscfCeX3smrp75jKD7xl3DwsPrzHc9VtDNEHz+vloOXfYF3T0P0kYO3IfpWjYF1LGhmg2JNAwD7wna0NK91fB2DCc1w8Bz9Ee9Lt4ewfGwTARqKrQMcw/IqdoI3dQWYY10BGw4n2QcKuvYLYsLnpj0vgflPawykE7zpHXOsK2BC9DDh7GQ87XtAgaNu+2hN8LFduOjPaNlbf+x0nzc1Bjg+HpjnegyIAN8VovfjOX9XyMJVS2s3zA489j9lxobr9/2z31247alPHMdvvfK6J564bOqq2UGJH/hvHxYWZR9/QeH3vvwp+Lo//gxIFUd29TF7vKxPTywqfdnjx2aqX3mkCpBC4QtWEil8QVAGaT3JHr10Wv7ym27a8/LVET77xZcdeu+rb7jhMzdfjNd+37vQG4yKj3/lDfjAN93EX/fND+4mL/jsbZde84J7H0axXJWKP3TbpZj/t8/fCe8vKw6feP/cxw8/57L/82mQF+z6v59+1syHDkJ7bmboqyqWqgjjKarhu1tUsfwPrqsSD1SS4vdebNs+MozfNYBuWXJs3AR/F4A95t+h9Gs9yb/9XB/0Rs1y8CCeA2oMjTp1zU9bE1oUsxQ+Q9MB67LtRHfasqI803ia9KuaiGbDJEg0jTFtYp5T75v3T8f380wYg0mNaDZOJLFPLd9z499z+v1rOZ81n2xx99rsd/x4bsxhBwevkb01bDi6WN/JfY/3p5gLv7iqhL26TTMhQ6kNpk9Wt6HDn86Zz4+/NzYynqqzYb+q06Yd/YlOh1natFV0hlxTMNAGN9bzh9nx4xbbopgOIi2C6SDko5iJhzfhcBp/qpimMf5UdY7GjIEqzZjPTjicmCUCvvOPPoc7P7B0nRNB4RXff/ctc+KAY9MOL//Akeu/fN8iAOCHfv5jV5IqWCuoUqFGk4Fw1x99Ouz74uXhKbpaTeJH9uzAb3z/bYe/5E8/c8nVjx7Fr/y7F+1//v9euOXYxX3sf+k1y1csHN1x5SNHML1aXupne3jmHy5g5YqduOhzq+gfG2Llqp3Y/6obMPe5Yzh2zSyOPPMSsADltMP+b3lG8Pe87/zLp899/DCgwNrVs+XindcVe971OC76yGG5+tc+yo+/4Rb0lkc7Zz5yEMtfclXNwdfff51Ll26z36vMvL04eFsW1tai3+qyrWvDNW1WxSPxK81KeFjKoKwnwJHXQVlvLxWrJ0ZBGx4DH8O6q6bU6cDw6oMRjjUXxlopgTkfSWTfS9FBEwIXxcAk7wUNY0WrkpNlN80vUCI61vwiLQSDJqO4FA1tL7qi9QpLFIOmcqwoVn2dPKIK+I6fMTZL2fvIhxIhMNnMOghfVl5XmjZBB6EXGvXgCa1sXdNOatHbaEUHBy+iKw1TL6KDwMSrrqoP7aT+fBIFMdtRjkx7GDn4sjQcvI8cvMggMvG6atronAW18+dih/48VsZuV0zG3XebDXObzGI2/iicVxDHdqLA0mLwkzZ3+OPx/ogi/w8axKgZrYrxXU7iz7nx/pIsanscZgxAq+luOyoDcsrBj+P82bmkxkDTv0rvPsDaq01C4q6h4qf+9PP43FyB//SSS3HLwSHe85SdmFsT/NN9S3j5/hX872fswk+/4spjb/+l/bhhqRJKA6qCuP/l5z66R6E4NuUw7PFuABgWjKlSg8CTTjrToYpcPn7FNHae8Nh9pBYiBKlC6eKlE/inP/TuPYpKwOnK9y/qC35/P6YGHoff8ejFs0fWUKx5XPqp5R3P/p392LV4HJ++7XKQV1z/10/gxf/+YbAAU4sD3Pkdf44dR07ATxU4dtlFOHT5TvQ+vYL+yggQ9c39zsdHdOSKHTixewoXrw6LK3/1ozj43Evx3Dc+cCm84PE33orH/t/nrV7yngM4/sxLUF48Ba6vCyVJzl+qvxH7nNT78HJ00rE632zcBP8gEd2tqm8d89rdAO4/1wedLVu2bFvZXvT4Gj526RSDCc88OMS7r53GrjXB8x4/geuPjnD74wN8EROefmiIpx8a4l3X78RNB4e48lj1A/QN713CV3/46LNnhmkEjlXD5O1UcWSmN9xzbLSjX8opJvXuH4qLl0zhZ7/lJvyb//zBsa+TKC1dvhNH9kzhosPDon9CQKrY88RqwMu+cP2u1b/76qfOfsVPvR/Xvf8glp4yCyXg6X/2OVDzg7xeqLi1Epd++BB2f+wwvuSH3g235vHu//ayz97ysx+6eW7/UXzm625cBrD7U998M2YeO7Z89HlX7LrlR/YBo6qW7tQTx7H3R99z9aW/+wiO37oHn/ytV53r033ObNwE/2YAb69X62+tdeEbVbe7AZwtdbkzbl40cNFetC/acJyKpj0UhdT85JqHlnV7qDo9kshuDs0qcyQILOWJUuEo7osQfTRtrwQNLDkB9XZiUkhgL6dVZSy37diwmw5QqflQBkQaDhRxvxQ5+Dq62WxXSM2QElJ22hpFHpWgUDS8rQJ1O92OPhJWPvgI3Hab8285NEy+ZfBjnywHn3L32uLuG3a2m7sHIt9blWxt2hJ8JG2R0D+oNPkOTWJB07Z8+zRI7crbsPaWu499StqKfnPO6nhxfRyqcft63H2rr+m4j/EnfcPgm/eYugCEcE1g3XNpOHF77Oojgy8+cv6WzQcMmw8NbVDrWuXx/rxHut+mjfHHkbxHVQNXHmsxnNy92Hd7TdZ6EQsXrwnfdni04+gUP/7jf3340nfs3XnNxUM5+oaPre5ixVMGBUnPK/3NtdM3XHHcr918aFhPioS+ALccrELlL104jmZ7YzNNKU5zMFQ/s1Eo7RyqXntobWf1qWrFTRgj/11vt6/HbcA7X3jVUuGx5kSvqoRelRRKSqSs1Xt3nPCjHWviX/uLH7kpjGS9TwD4yzc84/G9Hzh4BSl2kVd84KufdnD28Br/vf/5sT1NCP3IdbuG+1/z1LXLPnwY01843lu+5ZIVt+YvA7MSEd71P16+AFTqegQcXb51Dz75A7efuO0f/d9ZiFLzA2b1iy47uPMzyyAicaUOHfPRpmYDM0+TuTeIOZzbpE3xe5m3Ewevqg8T0Z2olN321xP9YVQr9+dtxQz62Dei42v+BgBYK+VA6UN7YVhWiVKrZblwoqy2j0SXjpflDUA1QR9bi7+WV9ZsWN4kZ0hkkwWICV+gBQSBBCv6EIUToIhsKjSR3bRWJdxR9FcnBa55XVCuP++xoBoSiQ5QzZ8TY4EkJKIsMQXfiQ57Z0IasBTER+yxEwU2lQiB22bCgjTvNwx9tdvxyXQ2abHJHQAAFQlsqhW3EZEDWicqasrHL/n6HKtqsl8x+8VoLba9aZejyML6MvbV+wMxsc4m2Rl2dr2kt+4QfeS2E1EgRC7dJk9umoOnDu7ecvA2sS7l4JNw/WTP/O3xju8fyCT7kfW3FNtogenma8yG6LmzfwupPzrZt/VHBDWh+EQsyIjb3Pl5P3rPpcUNR/sEYl74pXcu3/Diz4/QE+jCnKPrVkp81/tXrvUM4vramC6ru+5ljx3frRgz+056KuvJVM1drFCaKsUp4jPz5v928sWY12376/7wU5fc8Vd9DAuHqWF8NElaHS+B9PAlO3rXLCz3AGjcV2W+7/C5Wy8eXPfxpYuaRwTXvXfxsis+ehhQqRc5CpniqU++7sapG97057j4E0ewZ//h6T/9k9dg5nPH6PitlxzvATcDaAr63AAADHxQVRlQwLEOL99Jh77qaZcevHhq/uhdT79y+JS5Hay6wwTlQ7i+GocY1yCKbSbLwev6CQnnsXU9g38UlbDMm871AWbLli3b+WwXDRV//cAK9gzlxsd2Mr7+Zbvw1nevXPmsI1U4nUB43yUFnrpSgqHU/CZIJ9lqkjvT1uzfE+GTV88MLltem969UsI7EvZwNKHPi5eHkJNY8pigd8Vnj9Xr/eo9xy6ews/99Esfu+Tg4LonnnYRHJN/57ffgrLv8PR3P4H3v+5GfNU/fycAYDRTwA0FUofoL/nQIQDAC77vXfg//+sf4sjNu9FeQveWh/iif/FO+Iunrnzoj16DmU8ewfHbrnxMLt5xHVCpxw2eeQmArVqi5szYeaMH/6R3lOi+L73zK1//M7/09o8DwJrXwMGvetETw0p1YNWLnhhV2vBD0cWVExUHPxLMHluLeuLH1uIv96HRLFdQ0KAm5sBIF0YTule4oBVdsNNGZ9xqGFOVrW6EXZJHAoGDLyXqs48E6qXRSIdK7dt7HPQ1B++VAisvisUycOI0Wxou3Sa3lYJZbfTnBUGX2Wtk0b0YLXrBQW38CUV9dmBRyobzp1lv6woYMZ1RafTgSx8ZdcPBey+Ruzd68CLQRsfUWw6+pQcvNpluuBYZ8tEwtv0onEv4MvLuIgehvubg1XDwWAQaDj724SQuXdWw6LaNyKVXZW+b/UYOXk2sRXURhtU2+7Ht1o3A8TVqcfBx/WK4e8PHs2HiQbOgqAcPwxa3LPrTeP4Snh90ELVmeYu1t2x+rBEAw+BX74ve2MVxZxf7x1GbvGo3+3WRg0+Yf4pjW3P+r3yinPu7Pe740g72APD8Q37nb79z9ekFqvBwO/xtV8seJK7mCu0q2YbEO8YP7bC53X/73837bdi9eX1lZ2949/c+86O3PbI8+733L9wgjrQ/Etd+7zh/h/ZMrf3NK64/8urffuRyG+v76G2XL90yv7hHoSQFi6sjEoev3HniN//LSz++dlEhAFAUvNjnajwLx7NTjo7d/DuP7nnmr3/iynLGyYk9O0bv+fcvXMClO6df+q0PXrnrw4fmFEof+M8vfWTxS69ZmSpc0GefKpzu+b+f2XXT//PnN6Hn/Hvf/83vB4B+UZjvW150FDl4V99/zvFs0ebg6+tlul/Mal27YkcR9e4J9DuXzLptw8FvW5veOVN4qThl73Wfl4pxHpV+YShVKHfo/cKoDvcOS51fq7n0kWhSInbNTkg+CblGNtWEUx2bkKvoAjWhdMiCCctHzev1UmI0MuuqGthyESygDstXIey6DQ1c88lcOgKX3lV/t6XvnerBN6VO1TDxxl8Sala1bGmrT7bdxaWfmoOHKQ8MMzZ6kpqc3a/vaLc4eDUcfNjewd23s+gnC9cbDeokRB85+DREH2ogAJiY5YpG9nzE/ZI5f5AFoAlhJ743YDLeX/t6aULjmvieBxpWXoBEoLvjvNrxTOo/2McD1gcWrjuuN1w8UnzgYjcf2HwA/+XhE7jrs0MsTjF+44Y+vvaxIS4fKBw0vXRbk2RjjCpUfvLZGB8yH/eednvcv+229mtzx0f9O9976Dlf+TdfgBNVpWok69gBrefv4iNrO77y9z5xZdPb1Yt2rP3mdz1r6g0/+b5LmhMwmOnzb/7YC9/7sl/92Bc/7W8Xp7/uh99989t/9qU7AKAgzPcd3XbJJ47gpf/+ISx81dPwia+/EatPncNL//lfYefnjmHHifI5noF3/8oduPU/PISZzx7D8vMuv6lgQkE0j/q7sSBaGDz/qhuO3HE9aKo42PDuDrrAXJ1LBuZd/X5WDaV4udIhCGNC0AiJQKKAI5Lvqm3FwW9b6/cjB0+dGunjNYU3y6VTwqVHNpw4bmfmmXWez441xST67G3N5E1w6YRZ8+Z19OAbHMf4M1z6xmw8B68deum6aT14TKAHn9QCmNmoo5P92XHr8NelP7/Z/lnuvvua2oDZ82f7Ea+X5F5M7svINU9OeHX6s/dAaL/8C3rRz713hB1e8fFd7uZCFL98Qw8zAnzFE1XE5/I1wfd8/MRp9Xq91fmmRrO16j60s6C+F8yuSYhW2Pf4ovDf+sefdaxVYKRIFiaKDz7jYvzulz8F/+qnPoT2NwKLwhdV3HH54j7e88rrjj7y7D2XF2bRM70yxMxxv2tw0VQVbjcPu13hZgDFs9/2CC769Apu+q1P4BNffyMO37wbh553OS6Z/wJe/vV/isHVM/jgv/sSfORfPi+Rp2Xm2SaHhommy119PPrTL8dU4Q5C5AogJB9HfxJqf8QxmyxXBMQ02yxs3Hbj4LerjUYjpVDJQgJ7S4oB109qyKo4qQQWllt5RFacQcz9y0THmi+gwtGgiTDuKGK7cBi4emcFU2BhFbra3FZtDn6ttG37eCBy9yOvCWtvNNnH6sGL+lUftdrX04CPba9dLHrKpYf9xuNQ1cj5r1PJDt3Jd8G3FzH+ZCVq0bc4+CaxThRqkuxgk+y6Iga+NHrwiRrcSjxGmx1vOfjwnzGr+Y4fOaqnx8EnevDpuK3Dolsb74+6uPtWJnmn/nyHP+rg7m3/iCxrb9urUdmlfTOa1XyacBf9sQv+3vvg2iWXrynes8fhwxdhx40ripceLEGgi5sV6rOPyrRCce8HTdLlKaxrpd2eiE+e8Cf+wQJ7HbX3s+d4WbEsiE/W7XtcWZqBso9Iqvz7WQ/cuOpx6IppXPL544nftR0OP/3zr8Duzx/H8/9oAV/2tk9cfsf9n8Rv/NTfxzd/119V+ygIX/+D73qqn3J48Ge/FKNrZw5cc1G/eibOvNpnwhPffisuPjLEoVc8BZfv7AM7+3ji+5+PPa//Y/BIMLOwjJt//RNY+ImXYcpM8D0X9eCd0YOv9O5d2B6+r5lWHbn6kiI0u2KipI7IlElktkI+vSL6A7CtOPhgRHQHgIebwjd1Rv3tqvrgJDvPli1btvPBbj+s/bs+W+LHbu7hijV1CuAFSx4vXJJdsfjLmVtp24n81PvVJEQet9qputpibdhzZX/kk+/wWOSwOgIC6dEZR7tWS/MOhXD9pAOExSumcfnnB3jqJ4/gKZ9expv/5z/AN//0B/GcfQcAAB95wRX4zNMvxve/4f/gA6+4Ftd+tKqDxqLYcXSIX/7dr3jsqg8vXQcAX/av/xYewNIzLka/IGlPMMu37Mbf/fwr0DdUwuqte/CBP/gq7Pk/n8alf7qAxW9/1pk6DRe8nWoF/wAq7r2Z0G+vtz0pIacn2yq0tWJbmanPNQNeMMHVzGuPCaOat+0RaVE9OwcI0z2jQT2yq0GKevAFU+Do+wVX2BYqbfj6uWPSrkJGNTtNrKqVFv26+uxGwzhhwzvbZLh0w+ATRS6d2iyzXQEa5rn64b9gjmqhebdGpnq8XjqiP5xCn107OPHow4wbIud/EgffsPKYTA8eqf41Gr4eZjyT/iXHYfqXjFmbo+7wl/bJjlvf+Gj5C+83bPip+noKDt72z/DAle/m3HP0R20uPakyZ8aTmxyCepUf2v0656Cuaa+x3byfCzXvT/rwtU/wzucexdT/dwsOg900gMGPfcjv/vuH5BnXDLz2BSDgKgXwzZ/xOm4yXe8ZePs1IRZOCu6f/N72vk7my9dPbPv8rv5IAbpiea3X3gcADPpOfvUrrv3st/3hZ65XIu2VnqvX6xxBjT9aCuHyiStny9nVUfHRW/Ycf8HfHpiDCB+4enbt0KXTo1s/dGimqTtZ9pz0HD/2tn/xHHxk35XTL//9hd2fu2X3yj/4jU/sBsBPff+h8m3/4UsOvPIXP7rz4PWzfODvXX5kbqrA1R9ZOrJy1Uz5p7/2ygPKuLjnuJwu4jme6vWU6nPcc27amfNXMKO8bhcW//GzcfSfPGdaFQMHoHDme9Vxk/ODwnyv9grXj21u9DjQ7zmttDKAwnG4BgvH02w4eOc41Meo2tX7HANaf89tKw7emmoroaNauW/JyR0AHDMVNTMuSgeoTq5R8IIz3HavTtQYiS4VO4sbAKAUYNqEc46bClJWCEY0sr4Jr0mRg6+/JOvj0CBCI+KXvHTpwSdZ+6HtBUuGBw8JZiIwbT2gUWd+IWqyG710bYXJO4VZEp3k0A/t5JoNj69quOR0NZKE6+2PpzTZz3LmIYkQigOQ0I+Y9AYNY0OtZKjUOvpNvISmToDYJC06YJjsBRDH/klom+UUWmHrJrUpOGq2L9mEr3Q87fbQtu9PfXSGyZPbd3McfCMwQ5QKo6dZ7el4nlLv3vpzxh8SLh3s8KrHPZ5zRPAdj47gFLi0LC76Zy+cwfv+8AguHWoQRKn3q/W5PWUiW/vf7de6Jvdx711vf3bb0JGwqnMCrO5wdNnysK88fh9/c/tlODHl3M7pHr7jZ19Cb/nhv6PLvzCAAjTqM9irOvMdsXMwLHYOhsWxi3eMdjjd1bwy2tWbeuYHvjDlC4Ywgb1ix/GR+5ff/Vc3/NKv3Ikdl0/jioWjuPTxY5c4X3ECH3vjzcXMrbuvffinXzxPwG3XAhdft2/xwLN+65GL/ZTDX33LLZ9k4FnTAPrOJXrwzfcqEyUr+IJtmNy2nWlzuPd7Ll47heMDTf0NtqI+TEtMLvhrdkscw/UA0DPXZ7W9TsYj2Jod24uDz5YtW7bzzV71hOA5RxV/cLXDN31miG98rIRTYLUgzJaK1zxe4gV/dBSXDtcPua+3Wm/byWHyyex0fBzZ2cPFx0dhptl5ooSCsNZj9EeCo3M9DHuMKw+ewOcv3YEXPfyF6o1/8/nrH3z5VWE/jz5tFx78smux/1mXPPZlf/Tp6259/yFc/bnVcBxzR9aKL9r3eQx3OJzYWaw9fOdTpq7afxQf/vtXY983Ph3f9v/8FfqDEtPLVULh8lUzGM70MJzt4V3f+1xcuf8oHvnqvScd/+p1c6WfcqHUbLbzx9bl4InodlTysHfUmvD7AbxOVR8+1wd+2h0luu+OL3/V63/+1yo9+FJwcOQrlrkU1bVRxcGXCl0bNfrsWBwMRxW3DcweHxp9diNQMjJ68B5YlJoTB0XmXMGBUReQ+qgBH9qitDjyUZ+99JFLH5qM15FQ0Bf3SkF/vkw04GF4dzootT57xcFHfyKRg/eJHrzFAI0+u6jh4KM/UcPBqx5Ur5eG46j7p0qLvox6974Uw8GbiMgo6rOPRj4y8V4Cl156MXrwehBN/8RsVyxqPZ6imujBY2R+lJfDqNdeGj14KaO+u/dW9z3qwQMpB68+cukxaS7Vg1c12u1tDj7ouxtW23LiCT9uufJuLj1Z2WMWOo6DJw2qQuSiPy7icTBH38SzYNfsZxZkhF2cWTe4IvaVey29+6iRDtTcPbt4HK4I9SKUaPHTv3f0y1iVqD6eE478tI91TMYlto0Ljdv3rPfauHC6JxanwqeawBkkTfSged97b7ro8DMeW92580Q5BZAQQCszRckC3TkY9auyeFV0gMHShPqHU0X5U9/3nEde8O4Du49cMUuv+c1PXE6mz8Md/VFvbVT8/L974Uc//fSLTkz14hj+wLf831umVtamm776gvTXf+5LP7Ly1Is+W9Tn4pYHP3vllR9Z4n3/73Mev/Vtj1yKi3eUn3rVDUcAYEePw/WyoyjCNb2j7xZRfw/s6BX6vGf/yheTAp/+yS+dP/LK6xkA+kU8jtU/e2z0nDc98PwjDBxbuPsRZxI8bcJy3/Gs1q/1nQtceuHcotb3Yr9w2kSXewUfhFbXaq9XqNbfbZV+fM3BM81SfQ0yU7z+ATiH2f+/vfeOk+M4z/yf962e2R3s7AKLDBIkQTAnUSQYFK1EUj6lowJppZNsnUw5nH+y5bNFB1l3Tkc539m+M2lLts8KFinJkmzrJJHKCZJIUMyESIDDiOVgMQA2YLC70/X+/ujuqrdmZxaLRdiAej4fkLU9Pf1Wdarp6vq+j83/NoyqWOTrwXH3RPi0ISxJDv4mANp05j35skWZj75a7UsMZ2yjBbYmkvsFW3HD8mRRo8IbXmQbEpNx8wJAZX5mNcQ8kfoh1ykRx5a3LGqSD1FNpuJeA1jloy5W3BC2ZtqnzzJXDVGzsEWz5YEHvHg/ahHvBy/ep5oh3p8bM/nBB0P03idbpFakrdVlEmwtmFUSCTyai+8SwtHi6fbe5GP7XF+OhQVUPIiPp4a2GXAe4m6AtlMDIVAwrP5Qs9BquFi2OiZbRC/fBuJLi016K1dBmE9LD9G3c9vk2gfNwbvlOrWqXh/dh+i5bazXTUzXHLxqH5GPR+2pXPUwufaDD1zcVGxVNok/foEfvFF+8OyPK2flb39hHzYesHaCwJXgVITp9uJlptSrnf5u7+S7/R8dktX4nZr9Fnr0pGU465kDJBCyRGABDvQafPnF6waf+/ePSMqMe85fwZfev1dKU7b0wy2r8aLvPYsdZ/bzGY/ux5d/8lRc88UnuThjyxOt5Gf/5sHzVuxp4kC1lA2nW+t+oJQPTpWEIeffO3z+O/7gTiSTqfzDLS+j/euX4dN//qK7r/jow5fsO6VKd//MecU96MI+psmyyfb5C//4LpAAu686ef2T7zwHvcY4flLPZA/KzNuQ30vLTLWJM5Zz+fFR2HNWml7DlwBAQqhRfl/df//wUwyhqgUOAmfrTr172f+2NOSvRUOoFa90DPl7DcPWyBSvAbCN8/WJsmF6d+qrIxe8SQvhFp9zQ3D7Yn0xfagO/ioRuZqIbsgaKncQ0aKF/kvlHneYmKi/eGZkpoqzhlfsrTGmD63D9EvvxjJrv3S0s77TufTZioCqv8V1Zn2JqL+jZzxzH+xhxiNU3aayyXDTyiDPNRPg78nMfUiPgIMPGPxg3/Z33LdHzN2rYxkev/5O+xnEfUGinMNvYGduW7ePuuUV6PbzbA7xprVP7QNfJ7WZWcYjFS88D1373l6bHPzQ3eN4vM/gtPF0030rEpw6ngIIO3cAqKQyu7iY3ZB59vnMKWNvvWI1/uPdDSybtB3XswT84Vs34+//5P4sbr7K9y5ejcdP6sNUwrY8lZpL728AIJRaFudt34cbPvLy7ST2HAC48OH9uPpLTyI1jLuetw5XfnsXVuzJ5oUtG5vC8El9WP3MOMaXl9NtL9+YPHX2IDY+PTb2gk/8uJ9TCxBj+a4D2L9+GUZPHyjf/luXZfvLcKVgyUvGuHNn9LR+9D81hvGTZ59WQXPphrnyyOevBQD0lJJycU9h5kph43zyr185/oOnRkGrKtg42/MliEfVAvVlpooq9/uyj2cM9Ym7pwcnwqySfuj7KjOWLAdfOMlljSa6CZnxzKKUtKakryd7ophKZbSUP3W0LJrl/P3RVCrNVl5ORcZZsl1kBShz5xMzFZ/2dEr5pWfMeb68lTr+PPSDD7l0t6E21DcJuHvVJsJYcT8XeA94qDIJRotfsCxo2vzpzgrGyXg/eCLfGdK0SWHuE8+HkjTzBxq0SJpu9NZitDDkSK002fnPyzhr//nAY7vbUVPDJlOtMce7Ay5eK7WjRbOZpFlU11oZdyMBREGMVNR2bRcOXkSxsOT94MVz9xDP/0Mw7jKsafZ99t7wehi/Cwcf+KWPdzZ8odl1wMx6GF/7oisu3XgWnVl7w3vmnKhtWN7vW06M2pRxfumcM8vf+Pww1h84cN5wL2N106IsGBAAp2WdOi7a581NjoamDKGU/zDYUy1h9Vgr6Pi/fNlqXHPnMAjo+IPgzT8Yxq988FK8+Pt1XPOtIfSPFdd+ts2R5WVcaHWmtEyDTHj7d3fjMzec/+gb/u7Bc0qTFmAWTlNa1ZjALe/66jn//t6Lce8rNqIsjIm+EiaqCb73W5dhxZ/fg3O+/EQWJWH828evAQD0JHwv8qfM3SXaM/a9Xf3VJ0bx1BvP3L/smlNWnAuglJjR4kpOmJtF2RCPF/eURz5/LUrs8gC38+f+sOrJcKy4dOPPHcPsrg1mT1Yw0fi5f3NNfrpQMMBUCp7a0TF2krDPL8LcVOVRKnKYENz9iIBxKeaAquNHFC7odtshwph697N/qT7B34IMiwORG5P+0HxXOioqavHpd+4eX//wCoOHlyf4mUcPrvy9Lf04adwiEaENB4qRj7nfSbPhcDWe1eGpvaSe+leNTQXx9vT3TF1z5+7STHUQAFfevQev/+JT09YikPSPTlHKjGbF2N5mllhm/8reqUu/N1QCgCu+PXQGpVmtPvrrl9Tf9Nf3rl82ks0HOfW+Pbj3FRuxb/0y/M1tr3Tb/c7PX4i9p1ZRPtDCyNkrutbtqx/P3pyWmPcR0H3FqBNGh8LkbiSinQCuA7ATwB0ismg7eCtWyPtcl31ZineC0Gx3lrk449JToGJVNjM9OmjhufTJ1Pu+63Ke0bEGZMhdwWta5Q2fTTyyRf1CT+/wgcxxwETeh51IceLk40E0t+2Xa//5WfvBZ3Oxsu9DxYaO7f3ZkU2JqgEAg8WS4ra1L7NOJxl4NJPjVIkYku+fsExlIbUPijLD+d0Dbe0LM71pVtsz69kOLY4NHKsNLqvj5Pczkbh1iCoQqzhx24WDD5luz4lr3l3Fyx598rJRbLji24m7t1XH5sS3KSx7Lj17Mldlx6hXQHl2OOYKsRoBYMZv3t9c8eQybj24iui9Dx7oXdYCXbl7asMUw/ZYkEAG+lsYM4K+4uyZMJz2phoOIz8eNYOxSvH3eJnTgQnLxWdPDvY0t55Znfr7F63d/8n/vf3k6kRqOtmkFtsYyDtkUsMtwfaXlVtfecHasbsvXT127Zef2jBRTuxYf4KNT42VisF4EpG+VJ79jb992cHf+PXvnrRq98GE1NVrWpb3bFg2OVhvJgdOrbb+4aYXPPXSjz+y/KSd+82q3ZPyG6/7976vvfe5+x96zWlupFSWJ3jgredkJ3HZVMr5+VlJDC777a2jG+94ov+B37i8Wnvj5hoAVIxBmh+/SpKUbV7uMcax5D1JIsW5lhhTYZVrQmd0S4xx54vmxEuGXb6PrIy8TGVrs7JR7Hop8Vw6Ky49O13UE7zx99KQSyd3z2T21yWTv7exuv+xgRT1YEZFLJqurO7jTFD3l/AzIpfjY2ly8OqpvdBV+TA9kPnD37iY/OGZmRzXTJ4NF4Fjw1MrtVaamc20rDQKn/gpKxhVXsj7J3wKy/0H/XvXscnUseWTqWfRU/FlKG94Uj7qQBr4e+tBcj2ZyKjDYgmK9UaNtRe9N/MY0uw6OQ948f7zQeLKtv7P/QcgoFF832q2n+A97sX7wRvAedRbkYYRKvZ52+Q95betbCfDFLamAeScOVo15NsioiGxWTlNrfOfF5EG+XwDQTxR8axVE8Fs8A5d+cErMx2xyg9e1HL4+k2bWDcLWXtov/RZeaQT2vhzX9avmTjpzsEX22XFvrOpOeafCKboCIiC4dsX11P83CMH8y7vgPptSlK2wsVReMWTB6v6zH5kVdlcWPd53rNuv/skufZlJQuzty/BivFs2Hzj3oPLllM//v3PH1y+b6BnEhOp+cfXnEZrRyb3rdw3seLyexv5j1Sh1BBKrZQsE4SIJntLE5XxiR6B0NMbqzj5qTH0HZhMrnho34pv/efzV/yPv/wJvOoTj5gDK3ux/rM7cN8LN9D2569/ZPVT42e95eOPrB/4y/vk1t+9kt7ym1sx0DjIRWsODpSnbr/p+T3Xv+ureMcHvr/+1k/9ZFKuGqx4ZgzL8/SwZzyyb/nY8rPce98eNWlRD5+XjWms3r63HwBOvmdPz8R/umB1tpzdPSVhHiKVl6OYwJhx4u76aRt+92U9TM4KgzPkuXRmcrknmMndV3XuDyI0KL82iMhNems/JZNE/bgg/XrA53xgQk1Q1B1DbpKyzsth4a59iIrRluUoyO6M4L6nr8VFy8Ef6g50S/5vZf7vFgAfyhGFuwDcPN8NiIqKWhg6ZSzF9k8O45av78WBJHNemGnqn2mbl3BBPcz7rr3S293ZOm11yhBWjE/hQI/vEC/akU0nGBibLAHAO/6thpPrzdKlD+zFVJkwWU6yGXz57zq2gn/8T2fjYE8W74nT+vEHv3cFfviikwAA654Zx1n3NfC6//swnveVJ3Hxt57GBz9+DT71ixfh4SvWjX7nDZuxfPgg2Ao2/Hgf/GBANlZw7xs2PzOwaxycWvSMTjEADF28BpKwfebFJ2H728/BPb/83Gx//tvjeO0Vt+HCD36/6z5/6Jar8My7LsTjv33lop0bFXXsdCgOXgCsbMtFv0NEVuZ/3y4iiwKZI6Kbf/LVr33bx2/7l+0AMNXC8FQrY5mnLBwHP5UqJt6iPj6Z+8GLVEcmJt2kpOEDfmLdvoMtx8GPTYrjNVsWYqXAbMjx0mRYKHeoMYaF8hsZE9WZHEPf5gfv29IK/OCpbvN4mktv2XYOPmP+Ldhx8CJUT3OGPvOD95x4qt5BTFnvbd6y4lj0Nm95F1sEzp9dwI5NtaC6VZy/pJ25+9aUVCXnVltT1pdbnsFvpann7lvi/edT8Zy/RV3S1HHw2n8+VXREOqXY9zQoez94242D98cVoDYOvos/O7GPkc1kH/Pfz7n7kDn38cjo5drP3bPvxNW2CXT+5DHG18uYOhWe18ovndgMU86lkzFCuUsSGSNuuJm5aop4zNXf+uH+aqVl+frt4+sAoaFqcnDdWNrT6QmimxFLp7/18m7baP9uY0XvwcH9k2USoe9cub5+0tDYsnXDEz3LxifLAJAmJk1a2VD+zrMH95/05GhfbzM1Rfvvv2LdniRF89y7nt0IAA9fsX4k7TUTpz7Y6O/bN1Hedc7gaPmg5VWP7+/b+YINo1/4rS07AKC3lNQhsnbTd3b1n/TI/srd7z6vfsX/um/D5jueXAUrZA62zNf/8erv7N880HfWx7avlsHe1pOvPX0fAJQSUzf5sUw48y8/733fPG3lHY+vmtpQPXjPHW98EAB6EnbnUtkYd+2Xk8RdD6XEyN7nffyC5+4a7f3eT25+6tRbrqkDQJKw49ITwy6HgjFcZXV+6mxyJWNcDgejuXTmuoj7vovNhl3ODWOMuxYNc12s59L1vS30DSLHpSekGHWDunXfh9jc2dUYDFubnat6uebYmYLrL7wW0fUzf20BnwaWJgffSYNdygtefX19ic094FOLrTZnzlupdUP0upxa2dbK/eNb1mJKDd/qxDMHp/zyiZZ1LHvLdh6WZ8WiQ/nBg7CN2PHj04fJC4lm1mUbdeDg27zaQ7/tLtx9Nxc3nTpW+8FbNTwteqga6OgHTxLUNWhUyMH79mWv8N34mmfwgRq5IUZxHDWR1Nix2uI5eMwwsbztHYQCxRV3rzl4bFW8e00Ny3sOftpB0/G6DpxtA/LvqzTH2f4sthsM0StOX7Ho1DZE36VMht3xIGaV5pO3unwFzM5jO+PSPQf/nMYU9vcwPvidYbzw6SammPC5s6t4zSNjWD+W9oYvljp33t34804SCAkRWoawv1rGqn2T+WuXbPi7xSBjgfFq0jswNgmTkn3+D4fWAUArYXcS/+j568a3fGvXAACc8eN9A09v6qc0IZzy6H6MruzFv/6Xi1a99u8e2n1goIxlI5PYfN/wQLnZgjVZOteTH9izHAAml5XQuGjl8mo5OzY9CW0j0KXDLzsZY9dsrFWBSx/8tYvxyI2XuH2bMJf6gEuf+enzkDDXluX72RBtS3JfcyZCiRlP/f4LcfA5q3HwRSf3VpIshrZQTZjc+WIINeQMuCHUNuwe7wWAyj311SVDG7Pt+mtGc+KM9hSxerheseiqzOw5cWZ/bRBjK+trkd1Q+jZiz6WHFq7BQXbDygGjLgGX7q4NEX+vseFyvz66X4ozSOeIWLRo+GyG6G8iosH86f0mALcQ0ZY8q92icpUrKw5e+8GT9oDXZZqbH7z6Q20LnX2uqbP//GGojbvvFJu9X7peZw5+96BD+88LqM2/3DXwKPqXa94dXeLR4bevW1vDYzaL9s2BS9fnTrjdflXuePw6/GKZRTgfj8LzsF+VK+3lFzwzgSt3TeCj//YsPv3ZIZy+PxvNSizw5c3L8Gxfclh7vFun3jIsrTY0dWRZgg9fexp+9defMy2FbLHmSbsOIGlZjFcTu+ukPqQmTMSz5du7+j/1M+e6v0+qjeBLbz4LH/zMq5/94799GZp9JVzw7WdWLxuZxD1Xn4I7rz0DaYkz9zW1n8sHpnD+p3a4vw2z25+sjpPJ99vqHzyLZWMt9249M0HJy4np89/N8c+BMobefRGaF6zquN+Y/fFj9sePmSp7Pv5q/PCStVj96dc/3l4PIM/x4Y/9rI9Vx9jq3GF1bejlCftrcS6cBKlrX99LiaDiQdUDRxQPwb1m6XLwNyLr1Bv537fkywYBvGex2cZOTk7oGVujfk6SeLaYxHkKZ37w+S9WIvUkGfKaoXkBxqTwd0/RFHeD8vwyAd63GNIsViGx4+4hDCG3rW+YOp4FxoqPrKBZPPsypFnUw4o4rlnEeu7ezuQHb1VZLdd+8ALHgIug6V83yqhHw7Vfuh3vaiEe/KLv/OvesE+/ai01i4lylmXUPVkAzYLBh5Vxy47/B+kdF4xW+KfaME2NYv5Tozh4GfVlNNWxCf3Zu6mbV3swrK5nwbPi0gNefTykD/wku3Bmspqs1I1LN9x05cS4vAnE3Cy2RYab7/32MN56dwOPryzDSHasfuktm/Gpv30EBMFff/HZrs1OmSxbmCxrIsnosoSWNVsQppStGMuEsb7S1PKRiZKA8D9/8YJn1w0fXP+2TzzqBuiXj0/h5z71GH7yRw2MDZRRHZ1yx5KtwBrCxLIEy0YnMbG8Z+Lff/k5ydonx3Ht//yRmi1GMnnJGsI/PAwIkJYNeMtabFxeahYPrwfW9x3saRysDL/uDOy+dDWefe9FWPvDOlY8vBeP//R5WP7wXpz3Zz/CnlecgtNWZP1Kj/HHr8TG7c+y4ebJf3oXVv/jg5jcvGLjzs//RwBAwuTuA0Q0Xhwybpv0Zrqw6IY6e6Sz4Wbfy08DXn4aDPNezaUX9zAmjHMHv3Qgc2Ur1DbRTZ/CY5KPBjH5a44Iowl7Ll2KMjDedeCKDr044NLV/ROCUfWU75aLuhbn+ASvh/H3H/7XF4YOhcntRZae9j1tH+1Fhs1FRUUtcfVPWJxfP4h1Tbvsunv3wligWWJc/64zAWQ3z33LDAYPzJyURojkQA/DMlBtpug7MIUn1i/D7/7Shdv+6nfvurzcsvjka07d965bd6xJWhbv+8v711kmfOtF63Hy0MH9p9VGViTqddhv//VP4KI7d+PK7w7BtPIfnWXGU2etwEXfeQZ3X3Pq7nf95ta+NCHsvGzd+Mjq3r7HLl2DiTWVofpZy0+yhsAtS2QFE9VScDPs2zXeCxG85Ne+jU995VoAQP3ytahfvhY9APafO4itt7wMPYnBwEN7MTVQgj11YOYdyXN8loyKmqMOhcndBOD97cvbbWQXiwI/eBLHwTMTiuWGCGnuDZ8Qi8n94AVcMYr11ShJOTEVm/OaPSJoWcdCuzITIc25zMQQrCsrn3hjnGcyUciKhr9mPcvMAQcvgGLi4Zn4csH559sp1pFi/ekcfDABoKMfPGVvULOy+HqApFxsN/CDZxKkabFv2jzSgwZqFr0ttuL8PWvv48HvA1HtQ5uvfNg+Cr3bC56cFfvO2sscnhMnqOXcxsHrNkgziBcw60U87X/u4xGbcqflMEbIL69QnleAmCuk2HpSw9P5MHvOGXsuWpfPGrXV/oPpM/eu7500JYO//2RtYlNjspwI1uQeOPLPl6/Z31xWGtlfMfYrf/bgqcumLGUZ/Yv36RnDXgy/N3uStDLRSpal2YEsJs0lFlMHB3tMKRVJmWV0TSXdt7xncs2egyWIEAlbIhqrjk+VRpb3TA42miUhwh1vOvPZkuGDD1+5DjtemDmqnfrj/eV3//cfbDjz3mG56WPXPHHWI/sPcipiDcm//v7zdluR3QBQKTFe9Ud3j+w/udpjl5Xs3lOrUyXDjUrJs931K9YvX/f9oRVgkt7E7E7IH7+S2p+rHtzXf/HP3D5oS4y7fvAW9/0exYaXDaP+a5fXxq7eVMYZg7sN83Kg8C/POfGSEZsW/uWmQupcNdpaVXHiiSGIdfy5i5foMlNZLxfHqxuR/Fw1hoN4AcKmuPF2hrzgxPProCiHOTfIseiSduDSp12KWWprx6WjE5fedm8jTF9O2TBRUda5JsK8EzN/ptu0KHWoIfr3A7h6sQ3Fd5NhJuP84OE90i3VxBQTl7hWMNyplUZfkk2galmBtT4Fp6gUo2pEC2OTtiGSfSfj4Avjmtlw8KL8vcP3i60gg6rm4MnzqEQ1cWXUCj9jQxgq+Fch1MSbvzSYlB98l1cCCLKDoQFn8uLrnhJUO8h5NAt8PSDSUOWux0kbzLBirSjVsb3hBBMNCRd8PdWKXAcsaIA9d2/VlBM9cdCIfiXgh7CtJcfC2jTg3X1egXByYZDHQLeo2wy/YIjdsGd3yXtbE5E7fno5yLPMIDUsT6SG60NfbT1Ez4lx8UySOEb6k3+/vVVu2eQTl6/GN85b/szpjcmeLENc1ilPGaLf+9cnV7DIipQZxlp3toz2GipZwZ+882z6hX/egcHRSVgmPLqpai7avq/Y+5T/lzYMHyxf+XSz9IG/+gl6y4cfond+csfK1XuaZUuEJ85d2fzua0+v9O89OLDum88AAMZW9KC6bwIv/u6u9ftenHXslVJ2XFcOlsEisMy0cUV5k33++m2f/9g1BIA2DJRQtPXCj25vnP3lxwcA4M6/ePFQ/YUb1p8EDKx+YO8zU6t6T2qe3If7/+al22pPj18KgNZN2nWDD+/D/udl8TSLvrzSBFkBMWGwpwx4/tydF86//HkbYAw/0QtcDACm3b+8bIrjHXj3JOocMcEbHc+im4BFZ3evybj0/BgbqimWPOTSod9gBGeuO13bbCsaxXZBcIZZgOfS8w55EwBY8etbAbrdaoL5dnoSrorH7OORigedO4IUBz83LQkO/pC56JdK5x4VFeX1e1/bjVfuGL/466f34TdeuR6n7p1M+qYsHl7Xi3Irm5Rw/Z178OY792ygth9jJUWQmLa7/q1Xn4wSBD9/a9a5AwS2gou278tLwsiTy2jwrdmX4MK76mAr5do5g3j2lCo+/54LnjVMmy7/8pMASKwhIgIOLO/Bo89bj9N+NIzHn7vabWP3WcvxqX+8KqjP2EnZXCv9CHb6p3YMAMDkyl7svXDVJAAsf3gvLr/hq+vTssHXv/mGrE4bs3lWl77jy6g+tBdDbz8PT7zv0mD7By9YhR1ffON8H86oqI465CQ7IrpJRG6c74oeDR0YH2+VDD8AAEwYyVEPsCHhqVYDAExCwlNpA8j80pHhErBCVdCUm3ihASBmUxVb+BbburWyDQCmBJKm2bamLEtqszKI3XJiFskymAFEdWvttrwcsKL6FmvhPxNQ3Ur2nRIgqZWs7mCx+XYZNFK0w2TTirLY4HqOk4CFqgLPiethQQvPwRNRPbeoBYPEShaDyMcT0Ij4dgiK9jHVOa9H5j+v/NlDoKozJ05URx4bzGq7GIGQXy7i4lG+vohUIX6SHqtHIRGoeMqfnagOZN8nJpFiu8CIqwdIgLzdwnWirN0C70EtRFVSk3ZI/63KxFynfP+AWQiSnyNmhIp6GOOWg6jOVLSbFJdOVVJ+8Pqp3SSmOnggbV67few5AjFX7xiz/zI89eO/+efHzxGCPHBy38jevlKycnxqmZEMgZ80bFlIEpv5oLdfVxp1u+5ruyYGxqbK+RHNsydnj2JTJbJ//Rtbtv/0X91/+vLGwR7K995PbK1X9122dttDLzrplMF6s+fffueyxw4MlNN1JSMn37/n4Ks+8uDZaZntvk0DzVU/3ttPIHn1H98NMSQ7rz51eOglJ+1/6sUbRgGgZ3mlCpGxHgA9JePO1Z5SIsivjWd+5sKVG27bvvaR37nyif71y8chdnjA8jJK5WxjpTXY23NvYow7d8otnEeEnmUH0/pAT+kZjZGV2VTljBWFX7q7FsuJcddDOUlE8uskScyIFNerMe7aN4brxTE2zFUif+0n6lo0hqtAwaVzXfJ7TWJYJG+fYRKbl9nQSLGOSUhsmk2Yzjnx7DrOHCL1pDIt95mQz7+R3XfyczLLh1Hc29y1T8yu3cxcL5bnM/D9tagz2TG5eEG9CO5eTAQRySd+E0Y6LSf49YE5c/DF90ewSHWoDv46ZOlpg/fwi/UdfLVaTbhgJiFbmbxHukvZar1/OSDbTMFuigRucnqYbiJN3dhZS2SbFOx0amvFKwERz4RasTXiIr2iuCFzgWxj73fexhCrcmgO71hmCT3g/RAvvB88tI+68meXdj/4YHjMj6mJ8oNPRVxq3BSB77vzaM780l2dtJ/7ISw9OpSzG4r3ovepcZUfvI/H8Bw8o+0VxLSZ+vlMcdV/sfJbt4q7h4oHKA5ec+ztR61Las62WfCKSyfNnG+lgi1mUpw/bWN2vu3+RxmFs+gv2DOFkV6Dp5eXcOUzB/G8x8by403CFvw7X9x1LmWpmHDRU2PL249AKbU8UWKwQEjaLVWzOCkT1U6t4vTaWI8+cx8/vZ8aayrY9Mh+fPHt59SeOX/wvD/83y9GbympfeAtX9qUTKY45dF9qyslPv0Lv34JyoZrm+7ZfXH9rBWQSlJL+pJNJICZsrRy5/7+kVP7MfDkGAkB1hCd/MNn126+/Ym1rWUJfvyfz8fTbz/X1alsyB2/MpPzJt/zn86r7flP5y0DcG4PU43JbJq6YgMe+cLrn4Khjb2GL2XCNsPZsXzi89ei+t1ncOCFJ60vA+u7eZYziWbL3fXOJI4TZ4LP2QBR68Bd+0wC9RuijdjR8eA82ZlQg9+WaysTtoq7h8Hf50K/867S7s6arLFQOTR0vg+SrcVyEnHLyco2FMtt6CZn9DWgr5ngtSS2ieT3buuH6EWw1S0HfI4PQOfMmIuWBAd/qFn0iyJL3WxV7il7Dp7RX5xAAQOsmU7mvnZw6tDynteiPLYl5MQ7Ltd+4ofBbXfm0rMJKkVL+uEN79u47WPkB9/Nfz49Ar905QdP2mee0B/6xLt2H5kffDaKMr0d0/zntR98p3iHwaXn2yX28Yi5v9guKU92Yu/prW+MOtp59Ql8+NNPYcoQfu6Np+Cvb62BAKREyJ7QgZP3TWD3QE9rzchEkm9rWkKanimL8UrZ9jUnjZAEti8A0Ow1aKzowWbtbAvglNooTn0sewC69iMPbTrrnt249RcuBDNVhjYNYMPO/XjqwtUHkecyeOktD6y56F8fQ/2s5fj3//3SyvDZK/Cpf7wK17/zK5ImRN/5wBVIl5eRGKDv6XFccMsD6G0cRGlkEpv/+ZG8g8+PfptnuVU+5Xp5MZ+mtXlFyS1PTF/RuxEBB1540iGPn/YsJ6aKFGXyMZiov8BUWS03zH3iDMxnd3oyUbXYVm6U0qnc32k5M/qO5FIE2nJEuHpQv3S4Zpi5zx5ZwICD79Q+JlSsX34Uc24sXQ5+mojoBhG55WhWgohuQMbbd82MdzRGDSYnJws0HAlotBi6nIBtKvORphjnZT7ufq3b8KlWK1U/gSdtOlac4M0p7/venNJ+8HDLBWiKvzjGZ9NIq+KlAueRbgVN95Ho2aDW3XUJ0iyeGklk3PHOACTAeDpDq6mFY29T8f7LqQ3954ttWfG5AERk3HZ+qO2abCMYSSAaKxawsY67F2BUfP6rprjRBhmn3J9dRIIYGujSTxCss/bpVyRW8+40qvaPnnU7rvebnuhG3SfW+djMiks3npFmHlVlz6UTjasyTPHYpzjqZeMCI4IWES7f33J9hxEJOvKky09Ky2zJpgYA+pqTxjLhx2etwMDoJFbsm0B5yqLZm+BvbrwUv/ZbWc70YsA+Oxey/4+v6EHfvonk4q3PYuzcQVzyb48P3vHbW9AzNoXhKzfs2EBYAwAnPTUObgmW753Eur5SliOiv4yvfvF191WfPXBx6bxB9OSZ3s76xKMoMeGp923B8q8/ib2vOBXrlvW6ugdcuvIsZyLPjDM1i3NEl4loHCXPiXOX8zY4d5jHYJQXej6iYhjOv9wQRovvMItj5QnW+bNT2whMkuhXAsFkuDEJmHNXv6ZabVRV0XPiFsG9Rh99/dSus3e2VPpqEbj7nAW5exjSdNTfz8Tf21JxXDqRwKi+3qq2iuqRNK0Aac/3kZctXM6NVM3Mt4LxI6QSlwQHP2MmOyJ6PxGJ/oesIz6qyn8wXJ2XqdO/+d5RUVGLUdvXV/DOXzwXuwZ78Ev/72kcKBvsr5RwMJ95nhLBZv+mWbECAFvL7vUFSNgKRvtL+OB/vxwHKwmSKYvq6BTe/jf34+GLVqK5LMHtbz4boyt7820RWiXGp3/1Ejx+6Zp9I+uW4UUfeQgDz4yVL771UTx16RpX11Xb92HNnc8uy5CO8AfH5IpyOnJe9vu/NDKJwa1DWPcvO9B/7zDGzx3EQ//wSgz9p/Pme3dP0/j+Cdx5++O9R76lqKjD12wwucsAXJd7w78fwOZjURERuYuIjurIwDRZK9SF1+zkDU9MAnKe4zNw4p5NtYr7Tq3Lj4xUXA7lwA8+FTjPeICF4TlqQndOvIiX/ap1/Llj1BH42lNHP3hoTnwGP3giUmyq4u7Fc/Ag3w4CytLJfx4kCPzgqTMLS1wR7c+Owhve7zfKIP4aADDDsb6BHzyx87sHqAIKWPRgf6JDvHxcI/s+I+Tutd99Nw6eOrD1QJvfPTvWl43n4PNJgDUAMAmXi3Yn2ahTtk7iOXhmqjBn+/PU/VPVFc108oGNyybf9p36wGvu2VslERhBadlkSkDqzFualaTV10x59f7JxB1RkOzrL7dWjE7mQ/bZJIyJsrFJaunUpw5MLZ+U/be/ZhO/5tM7ByvNFm94chwrhw/Kb3/k5U9Uygkm+0vVK774RP/XfvaC8Ylec7Bxcl9r2VhrcNVTYyIiNL522dSD1521OzE82WO4DEitZKUMog0gktobz9xbTvz+KCfG+Zdf+ovfOGnZw43SxKblk1Mryvbg+at3G85yzSeGHaudKD9y7U2esOfdk2A5ufIjd+2uDKzsfWr95uWtLMWraB7bidl7lrP2LM/Pzw++6fPrH39weN1/+JmL9t/wP35iLxFczoZ89Cyvn8+BwSqnQXGu+3NH56QIrjmgAydOyi9dL2fyfunEqNguXHpb+1xZxN8ng3sQUAah9sk/u3Pgy//04Em/dss1z5x7+fpJZhabX4tZGl/buX3qWslT0jbb25d/ll9nnTl4zvIYF+tHDr6LBvOOd5CIrhKRDxFRA9Mz2x0Vicgx2W4hYqZiYpa08ZPeG15qYjOvb2vREFuw8hIMjbfUUO5Eyw/4HpyyDZtv68BUWkttUVaGNsp/XkB+IgpZx24SUTDRpttwkxXFawpqBRdr1QQXgeK24bltEu/tHngmAxA12axtcpr3SFfsbVb2fvAsLpeA4+AtvP+8tDVKVDrcDNv2s/p8Wfmzg11sSzIknPP4qdSsdRNwGkSmOK5IWwHP7/dhat2SlHw5mzXvDGZqbj+D1P4MljeI3IS7IGGIvokFLLoeotdcujHeu9vwEPuynyjF1EiMZ5kL3P1v/+JB9E5a/OHbz8S1dzewdt8EJHc+b/YkqEy03Mz3Xet6k1OfPoCeyex8bvYafPJt52zf8sNnz11+755gGL882TIAsG5orOfcZ8bX3v/a03H/a0/Hpd96Btf+5X0AE52/68Cma//8Htz3qtPwz7e8FH1l7gGAc+/ajTU/3ptNrSQCl1iSc1ectKYvQdmYIQY22cvW4vufefVTlNDG5sbqyn5jRgwVBirUSArjkoQBwzjwslN6nv21y9Bn6NRiHyZqf5aM5sS93z0rRj1PcFXswxpENu28dzf+4PrP2lJvwv/3x+9uMzxq+23I/mxiQsNdA/n1UCoxmMn29JrlTFie+Zf7c8fdj6xtkJ9sG1yL7F8fBlM8iODySpCaYKb5cwKGoO8PMp1Ll7SN0lFB2tJUq3XQcHlEdI4Pyvzg//0j96H+5Ag+89d3n3TjR34SIrYBf4+dxtq77QYT+VRaZfb3OaJDc/AWaPjJ0nPSicHB5yYze5HNpt+L4+QgNxcr2vxd/nVdPvbTa6OilrB6piyMFdz48R2494x+jPUl2Px09gq0MlH8GM0gtWZPQg+dOYBLHtwnAqHhVRVUxlvJBfdnFNJ4XykdOrkv2fj4CEYGeyerI5NliGB4vZ/DdM9LTsbQBSsBAC/9p+0YfHIUL/zIg1izYwTf/c1sIvLwOSswdMW6fb2NiRXLH9uPZU+Pl573y9/Ctz788qDuB07rbx3q3emOf341ln9vF8ZfcOiJb3OVtXLkGwHwx1+6Dnfd8Xj98qtPW3/MKrsA9bYbr8S//PXdE2/6/y7tme+6nMg6lB/8TQCQD8/fDOAGAB86Hlz80faaJ6KbX/u6173tc5/73PasTRhu5T7CUynk4FTmW5xakslW5gefCurNicJPHNUDk56D33/Q+8HvnZis2nxC1uhk6jzWR6dEWq1suwdbkFaa+5eDJE3Tws3Deapzxpjn/txcZUhHVpSIHI9qQc5/3oKVHzxJWni1A8M2zTyaUyFJC790obq1qfNnt8qfvRUYz4jjxK2Q80i3IBcvLMN5QlvlGS+geprqeJ6D1xN40paPl1o4P+rUwrdVSOC96IfF+vbZ1PvdF+2zgqoN/ODVk4K1jn+1qq0Q1CX3zBZQjogBIBqGyOri+AF5+4jrXPjHE1WJPOuu/baplFQpP35Jkrh4Sck4j+5SKXHe3SYxw4QsnkmMcJYFFiub0vi5Lzxx8Reet3bPg5sH+B/+4O7TBkdbpbFlpdbA2ESZQGKJ5C9uOHfHO27decqqvQd7OUs2kx+P7Cn+3X/3krtvfs83n2tSQGBZmNMfPW9d44K7hgfLE1NJq5y0fuejV93bUzLyO2/8wqVkhW77wBVPPfH8dZnPuOFqj8m4+w337Vn28j/70an9T44usyVj/+Vbb3i08J+vlEwdwNrLfv27p6795tMrx88YOPD9T/6HH/cmyTDl+7MnG4rPRgySxO3zxHCd833Dbf7lJW2hakxV8vOlZIw7X5LEiLX5/gz9y32ZjYhk5ae27x1lplUbz1oxycxVPeEyuBaZXTzD7OIZNmLzbRlmV06Yh0WyczUxxl0bOQefta+Ng9cT6wx7j3TteR54pDPE5hQqE4atZPc5Ir8OkfdXJ+W7nl9n/loEXI6P1JJrqwg5L3qQv8aJeDjNr8VsWL7Yt/6+wcxBjg+NHSYl7z9fNlwVm3vDG9Rt0VajfN8Jw5K3jzmbSwsAhgI/9+gH30l5x745L3cynVlU6q9WE/LewVvhuEpb00PbgOK2c+/zaZx4uKPcbEVSLLvm6xFw4uFyUtw9eZ47HKZry+3o0kcqj3XSdVfxRMT5e0N50TNkm0Bx6V2GzbQtJ0Gx7BIw9a4s1nP3FPLxbt9IG4il22c1i55nOM+Ok2wreHCI535hxbG+YsUxwCLYRnAMcGAZKtw5ywCp/2ZJUsh7ULvjRJ6DJ9RIc/DOnx1d3d1Y5d/NZr67squvYc/dG+M5eGPIsdO/+08Pj5z15NjA2U+Or/mF33ouVoxNga1gYGyiDAAHeg0lqaVdp1bPWrX3YLarCuwh5+BHBsr0t+/++qX3XbZu7LRH91UH9k0gTVg++d7nrPn53/kBTtu+F5za5OX/Wrt0xd6J/fe+8lRasWscuy9aubE3yXzGDQO9+UzvvZesxlf/7uW45h23o/LsAT7r/z1+9p5L1uAl138RrYHy5Lduv7Z835++EKsfaDzT3DRwUpnp0hLR1o3/+95LJ0+uYv8bznLtS4DaUw/u2fTtW7fj2vddfs/yVT0XF0cnZNF1jgF/vhAQnC8drzmdOwLWLT/1vJXbSOTCjtdGMP3cqrPHX4uA1SmoO+akEOuvRYg4pr39XqNlZ8GGWz0UD8+Jiyh+HHDXvrTNaQybp6kSVUbnnBQQlXMjWI5tann3oVQdQ7XVCrahEwev2pfPKSjarXKKzElLgoM/lB88RGTJuMaVy2V9J/ee16GfsfJxNofNUnb12A5icBfufg7xAh4VHber/cSJAn/vI2ufYs6pq3954Et/RGwqETru227xMIf2tQU8tB98t3jdfi3Ndt+y9men/vblV921B2c9OTYAAM+u6gWB8Ic/dz729ZcwlTC+8qL1+MqL1+Mjbz4TfeMtNHuz3/JCwB1XbcRofxmthGTnWRniu/Hx0d6//ODl+OprN+Gm//PSRyrjLQyvX4a9G6pTnFpc9U8P47J/rw30jk3h6fNW4sytz+p6B+2Y7C8hLfLD31XHsqfHQC2LZHTKPVCMXbzWtAayuUsrv/H0+g1/cw9O+f2t03zN//aXv4pvfuIhfOK/fWdTt3hd92d3z/KO14m+NngO5w7P5tpnf65yV3/2WZ4vXTzS23zR+zutY/jIOPGu97mgfcoP3vCx94Pnzn7wc9TS5+CXmpvc5OSkfmwbdYYmTM1y7hjTSsV5Jqci4z3lbKKHtRLMRAkmn6jlTJNjxWS8xLSaqc22Oz5pm/kIPaZSabasKb7btPk6AhkX7vybq9t7SRaMuQliAseAk4Xzg28JRgujFRZpmjyNlAjGOSk4caBF/iezzuhmFLw+lcqYu0IFzeIxPBU0SXPw5Pl4qzj4oiECgFQ6Kx1P3+D0u1BmUcOI4hj8jIXN2pEImpL49lmTuPaliZo8lLIqS8d41toZOHi3Xps/ezExKDR/MV245lLJTyRKSt6fPUnYMctJYkaL08IYbhomvPaHw+57z3lkPz7zvu/huy9Yj//6Zy8AEeGi7fvwX/70nmy/5W2aKjGSVPCKrz4FstkR2HXBKqzaP4lvvu2cYXv68vXf+c/LcflXnzaXfW4HVj8+CgDOYYkEOOfbu7Jzqsdg9LozsjoxoVcNk/cmBg/8zcux4dOP4tl3XwQ7UMZjH7gSpVJSW9XTsxkouPT8Otm8Yq/tL2+yA2UsK3lf+oS5ee7lG7D78RGcd+WGvZVysjzbnW37Uz/BG/00T2PFOUIEn6eB0HzsvmF86Z8ewDt++/kT1RXZa2KGNN3TvzpXiaalU1WHXM9w9/GY2V0bzNQsxviYabSYDZnx+PlyknF2DD4CUdc/MKb+9Iy7yoEhyi9dr2PbOHh0+T1a1l70+rqEjBW5Q7JcHgWEj9FioiMRNX0Z48Yx+xTmElDPmYHnfFg/P6wuaKrPRnW73a1JMD7bH0pdtCQ4+BPKTS4qailo85PjOPPxYpoAgfMflM/90R63zrpdB5AaQqLIgaRVZKDLkywZtj/5fx8yALDlS09Ud1yyGr/0nq9h8NnmWe0zc8QQDqystHr3TZTSMmNi+czkUHNjFTvf+1z05J3Zs286CxVj9o2/84tITxnAqv/xIrfuxJnLJ3bc9XYAUPOmM/3sn74UP/unLwUz6VnNR6w/evcXseuxfTgwMjn4X2+55pger6io+dIhM9nNV+d+LNLk2uzxrJb/WS5YSqPYaWaAHUvOQi3PGRN1ZjeNZkUVn00g5ZnsmVdBloMeyLj5Yn1LLJL7xwtRhbr4pWs/+PxGXGsv51NpsnpIxqYWiz1DSo69BaFCQh1ZX83esmLRMzQ8365m4hGyt47zJ/L+5aAK1P4MniA0J07kmHhSLHpm1e443jKsarcrcxCPSLqwxaS4dF/mbLZSFsP4doNIxVMcvPHxiNr82bmNg4fi4POyYXbnhUm877tJyLG+iWH86oe3TwFSAoADy5K0dyIlk1quNFvydz/7Dfr4T5+3/7pPPDpAIvj3N57ZeM1ndgweXJbYb77y1JFrPrNj0DLjocvWjm/avrfcty/LUrfpgUbvB679d8fHg9m2SizJxJQZ2dg/cXCgJF+++WVDxXyMkjGVcs7dl4ypGNW+0L/cc/4jf3XP2hf/8FmZ/OGzeOyPXuz2pzHs/O4zLt0tR5GHIEkSl2Mg8y/38cL5Df7cCa5FxZwTEc66ZN3orsf29V/0wpMniGhPsR0V212LGQdvu8Yrrn3DgQ+7KwfbJXI5IpjJnc+JIRHtl6590P2lAVKftfmfH5KDRxsnnnbj4HU86uwHn12KPgeGZ+qpXJSZKMsPnx1XSVO/P0XnFVDxghjUpa1hu929Ldudbp3IwePQHfxtS8lNjrMrcxOQ86GFvzChVjC2mX+5m7zVSMhN2giG5rQHfELav5wUr0k1kun8uRWptdKsPJVKreWYeNtIXTmc+BIMQ4YTftSTjfKZV17tljDEir2Fn3zXEMWlB0OP0LPooVB0cqxvqibzQOUSsMCQ43OZaqzYW/j93DV/ej4fN4utglvVViuewbfWs8WimFwraNicSxcBjPJFLyCGrBwMy7t4onIMSJBjgIYgHTh4CtlbnUY2USeMLush+lLZc/ClkufgS4qDTwzXntnYV1rdOIjt56/c+7mfOnPwwrv34FWf3Yk0YUqmUpyzc//y3Sf3YdXQAWx/6Umr7nrbWQDAl3/hiZVpwhhb1YMvfOCy6vpdB+5/ze/+8MLBJ0dhbHF8QURk777hfH7uLfdDDEv/rvGe/l3AVf/9h6vqL1zf/9RrNsEwuadzQ4Qy+3b0qvZVEoMn7h/Gt2/djmuev/HRcRI6wIxKYgDvne7yChj27Q790tFgUsx/1+vBX4tEnvUO2GlC7cYPv7L/xg+/EkQ05rzTCTXkeSEYtsGmWF+Cc9UY/ePen6sJs7s2mFGDkIrtzF+GRC/P7zUkaPjrEt0VeqnrUQ1/LZLOzdCFg1ffFds2sU6X9etH31QQUegHT65NQ6pcU21tmCJnA9SG2psnncvU3lbdPj/hzi0XRD94oEMHTzTdDnKpuMlFRS0Frd91AABwoJLYJzf1400f3Q5AYImw9RUbcfk3nsHoih588GPZIFjx+PGTH3kQBMGX/stzAACNU6qTQ+cMYvDJUUxUGA+89mzUzx/Ehu37nnr8pSefesHHtiNdlrSmqqVS9YlRrP/Kk9U1334GT71m02HV929/+avY/fgIxvZODK579N0A5mCCERUVddiadp0t5c57bGysBcD5wQvlPsIMQe6TnCQk0qLCa9j7bRNVmf2kKz3Em7lWec/ywidZQJLabLstIZlKM2/kyRQy0cr8micspJUvB6ieFj7qoIC9tQHr6zlSw1wHnM+y80In8v7lTDxCnHs0g4VyX3oLqgu8f3nhM539rZAyeDac4X2kTca+Z/uNtP88Rgpf+8yXPi186ZXHMlVTaD94LxKqissBYPx+IHg/eCGBeD/4wvNaBK5OADl/dQE5nndaPPJ+8CJUFTfBhuqFdzfAPh7RSOEznqenzfe59/QGUZWp4JW5aoz3Z09K7HjbUsm4cm85cd8vlROh/PiVS8mIoXx5YmTXaf39a3c3Vz197uDTfb3J45UWzgLQTyTpY5ev2/m8rz59Zv/IpO3vTe4Bsifq1/z+nadxalcRs73uv/0AzYFy6+GfOic5744nACIxzK2L//nHyY9+5ZLazvc+98cMGf7iV65FT2KEBVStjZaveOeXz037SulAufxAYriaMI0V52MJvn1l9YTbkyTVU89bvWr34yOrzrlsw9M9JfN40Y7CK7xkjNufpYyDz84p49cJ/dKpSjpHRDjpzZ0vzFS3+XnBzGLz64yNKrM/b40Jyi4eM/vcCGjzZ2fvWW4YdbG5x3rGpef+7L7MjBGbr5Pz3Pm5468ravNnbxvC9hw8oS5wnu6SP5VnqYXJlUdQ3Oeg1lHfbefggw6A4Vh0Um3NOfppbdXt08vb4wXtC18Hunisy4S6zb9vVFuZMGLVPhBEP3itQ/6QLtzjiGgLsixxHxKRvfNd8bmoWq0mKNhPYKsrK34yLHsOfqZxM51eMbXW+SS3Ulsr0tZOtXzaWj0s30r9cL1AtlkrjkvX4oAN9/E464C897obUvZlgri2kuLgSTS3253zp7Aunf3n2/zgHe+uWV+VI6A9Haf+WSmKkxXFIIvykyf49rFgq1CR30D5wYtsE1bcvTankvZBSTcsr+uhuHapwaWtJbc/w+WKu1YOZEThsG7Stey5/ZLy9C4Z2mry7SZMtX9638Wr/gnAT3z56YGbfupLm+qn9OPBF2zA1jedYXadsfysL/7CRWgNlE3ZZN/pSQhrHssmAj996RresK2O8oFWee1De04GgLGT+8ikGYaw6sd7N+0yGGJVD8O0afKMAfzgez9VM0SbysClTIQffW4HPv4b38IVrz8L7/qjl/h2tHHp7705G0kwhlvFfmOg1skjnUnlViCfLyLzWs+PPUkwGS+cLe3PF1IsNIk/P4OyOm8RLld+4iEHz2E4f61I4LHuzs+2sjt3NLeNWfqzaw4+77iL+5nelhuKF/KceNvQfRivS0zNorcNn3dr69ZOy2fbviBeG/NfcPBCwVC8jwf/GgakuPu5aUlw8LPB5ArtRWY0cxMWacKbgINHGx+qPJOL5WzMYfvBB57e07h0UWVMLzP3wR6mZ3LgWa7aEfild/Znn0s8AqqC6THCeNwPUf7zbn9wnxzm/mzftz7zovZhP1b+83rfcsV5sjP1u9z5zBV4n/G+IhlI8ANpttx2Fz94Zt++jC3Oyqdv3zsIAGufHMVg/QD+5f2XYsOO/Vi/Yz+++y7vrHb5/92Oh159OnpGJvDQ28/B6V9/GhP9Jey/csPexnmDq569fB1WDh8cO+tv7x/cfsMFMMz9ovzSXezMiCcvEx79wRAA4LFtzx6ybXndnV86M1V8mfudV3voke59243pk/xczd6HHzqVrD5fKDNomlZmpkoxB0PXyRjTZ4t4sx3TJFT1faSjDzuhP3WnDipFh20IfS2//szv4V24ztcioO47QH+X67XPlWcZL9y3qB6qfXq5YfS10qMUL2xH1/YdXoRpWvocPDJMbiWQJbwhovcgGwJZlB285uCpzSe5eOgQi2bBZYr2g28zY9Fl7VtcIh4rvlPitMn5rb5syPHnqVjHyCKVJufxrGBcm49odeN+S+w5eCZqFj2LBTm/dCsy6h5YRdw6AuvaJ4LAYKbbTY2AseKzFAGP6r2tRUadbzvQ9BndZLzglAWA7crBdy6nVlxbrcAxxKmV0eKZnwRNUZy/1e3Tk3ZUA2dI16xfyTThvcJH1Y8L326icXcqBE/w4SQ7nVq1V02y6yl7Dr5cMk1VHi0e9MsJN4vj/7X/clGtf8pevOnOZwEirO5L8KY/uRsDz4yjH4Lv/MYWbLhrN7Z8bDts2eCzX7sWyxNG481nAQCqiRnZfcOFYAAXvvpfqz3PjOE5H34Ij/3hi0eLGpYNN4vYJcPuOmEivOODL8SpZ6/EhS/aiL4eNVlQTWZMgglpPFbst4yDL/zSabQoJwbuemD2x5hZxrnk+HGw+gnVNacQwbHaUKx2xsT7cjFjlghNxc2Pg9uhvY4xdNHliCB1TwnKhNHi8DMC3/ZxPXF3ltlgxrjDPQyKdwcw2mWdwC+9y21nxtjqMDdVeZQ7Lx8vmdltuGs8X0fdjq7tO6JoJwgHHxUVtQD1izd8DQN7Dl6048p1AIADK3vwsj/KOncAePa5mc/62IY+tKolTFZLM25v9DmrD/Y8M1baf/m6Wddh2fIyXvVzFweueVFRUQtHh+rgbwFwExEVmNxN+bJFqW4cfK4akHPbBR9vSNiz3RVW/uX6pmYMV8RmXGfCjDTndfMn+6xsBMi93kuGkeZ8dUkIUvC9xCKtNK8HuW3mf8OXlT91wPd6NjWzhs/Ls/FnJ1Qg3fzgtT97u+d8EcP7xKONg1d5AaRoKwDvl462pzDF+euyZvBJtYMJZauOpYvHirtnqiD1LHOYiV6x9tkwXxHbsejEnktnQ86fnYPlRig/xsRcoYJvN6bCISfuYuTpSpV/ecFReya+ZLhMvgwm1AaGD56WpMBUf+/+x65cn5z+/aG+vsaEBcCPXXVK87FXn/asAbDl7x5cVRqZ7D+wsb/5xud/qvLgb1+x/4nXn773nP917wrZUF35xJvPrgHAI3/yYjzyJy/aAwA9bVx6ETtRXLoxXOG83llZOnLimnk2JuDMvQ+7obJV7VYx3L5NEiPO253Je6K3nTuandbcd5YeoYNvuM7roM7VfAJcsU7AiR8Rl664bahzOD8l/bWBzlw6urPa3crlLsvnEm82sRd6vMjBK92IrFPPZyXjNizS4Xkg5OABDClO0hulkDelEEEjMdlEoFTC4caS8vROUuvG7Jel3LBSfEdqae4tL0Attdny8pSt9eSM7cGW1KZSz4mXmYv1wwk1SkYZpTDEc/fw3LAlOAbfAkOk+Hh2E1SkwXD8eDB5KA1p2Db2VjPgirsnt9xx8KI9ryHO85rQfqNsZ/CL1w6+nFrvRa8ZfEvk/eCtOO5eBA1O/P4U9UogTdt37vSnUGM48KAuJtMx85DzaidSk8KoYdgUZZcrgYgCn/KyGovt0UP0Jc/Bl0vs9ltviYdMHqNsuGYYm77/M+fiBX/3EM7++pPLay/NbFMnV5RZxgibvvFMZefwwU0HTu7Dqu3ZfNj+HfsqALDq3uHl9pT+5af/08OQkunf8/bzTV4nlzehbHioOEc+8itfH/3Bvz3a/64/filecv05NXaMM7mENkwUDPHq9hllrKP92RPjfdgTozl4cvs5Yb8PiNAouPJpJ0/7kdQcvDp+1IWJl+AY+3MHXTjx0GzGf0az5dI7L59Lpr5ubHgYr/PyI80M2J1LX3rxFi0HP+ObFxHZKyLvERHK/12/WGfQR0UtJT364pMwuSxJDw724Ae/+Bxse8+F+M4fvgDmYApYQV/u/771L38CE2sq4JZg/4WrsPPXtqC5sYpWtYzWip7WoeLs/NGzvQCwfesz893kqKiow9SMfvBLSUR08+uUHzyAYSDzEYbipASQqdR7Jk+14PzExye8H/yBSf8EOD6ROva2OWWdH/zYVCpTuR/8WCuVqTx9WtOKHJzMyhOpyMGpzH++JVSfnEoLr/VqS/mzBxmlmByXa5jr5H2WnZ915m2d+76DnF+69p8HUb2VWufPruNN6exuAu8/L+I867UHvARl73ktwmLzeoCobvN9k3H+Pp7yeIEIKS4dyoseLrZkw/3FMRu2Vpz/fOF3D/h47Ry8NgsC4PIKELFj8LMcA5J7UBtB4e+dGOdfnhgjlM+YZMN1Q3Ce1wkX/DBXjTLLKJeM47jLJVMN/dKzeL3lRCiP11M2w5zH6y0Z4fxcTQzXS6bwA+dqiTC24ZvP9A/+eN+Kx37+wieLeC98y5fPruzcv+zZ159Zf/KDzxspjmVvKXEe3T0lI2ILH3bj/O6HHx8t3f6Re9e8/n2XPbtqXbXlPOqZHedvjC8DQFlNpiolxu3bcsm441dOWKzzeqdhsdm1aAykcGBt8/123ufMIUcdXOcht10X677jtzWbsorXzm0jfCXgPmPynuVMgSe7iBu173zfAbr6l7erm2e53pYuH814s4m90ONFP/ilKs3BQ/GTUEM7NmQ6A//ybrPoKWBvZZtxfulwQ5qaE9ccrmbJSQKP5WB2d9AfaYc1WO/rrHztYVPXDigOXns0i+Lg23/ohWixGqIPfZ39K4HQi957XsN2jNeOOYVDoP4zUeuJwLHJmT87FbGV37245aL82QWAdLHkE1Ee4ipNrmE4P/iMz8792YGtxN63vTjGzNiW5MuJ/Gx5ah/CVh7wJU1EKA6+zFKjfKi6RNhquODgUTNFPRjbSjnnv3J7A7K8B7tfehIaLzsZZaI1xXZ/dNursWLrEPY9b/36HmB90VYDn1eAVf4Agt+fJ20eqP30H7xoPYD1EOWjDnHzUEikLdmMbyurMWwiz5YTfDsIUMdPvdLROSnmwFHPkkvvXJ4pnnQsht/pwqVDcenUhUs/DOnvhPF8eWuXdeYSbzaxl2K8pcnBLzV14+ARcqPKuxl93d6Dd1PI3urtKt/woIw2P/Es4GzHVQRUdYloFAcf8OAzceKHy8EHPCpVig44KBP1S4d4xNwnR8Cl69hhWztz9yA+7DwGbQFVToOgHf2Oidf5DZj7VK4DXe9ZidW508aDu3iaRV/x9PiKvuED6H9sFBf9r3tgS4wvf+31HQPue956V05GJnHGL30VsqbvjCf+4iWuHSp2v3jmX7Vb5zQIZkXOcneqa4NRKTpjJvS7tAKEinWHT63D6Dv8FBGdWe3ZlA2hT/HcR41LR5f7DubGbWtWu9KlfDTjzSb2Uoy3dDj4Trno27VY09lO84P30q5mnqUUOK5Z0OYiFaSqDSaIjXlWGM2CMycSxcX6GcciaBY3tNSm48XQuBVgMg2eXjvKqPS5htEsOnsj1jPqhNGiMxSRZrEtSW1XVrTr/VvIcfBM3g9ee8MLMFo8LRPQ9BuQcTHOQzoYNdDts12Wk3jmPxU0/e8ajIIKv3s0xcPF40U5m7TYZUREKWSDffpVY5RPueFRpoLb5mZxLjCTyyvARG6yGRMFEzQrJV/Wxiy9JfYcfGKalHP3PYmKx+TiXf2O20/jg60MYrYCWzJYVkrAREFuhh4FI/cYQvXhBqp3PguUTX/h921UDgXDMlp/xaew4pkxTH3x+qllmwfyddAsOnYmP+mUKeSoNedfKukcETSm8yOoYZswJ4WzFodj8Ek8tz3rH0wqZwOFzPlsyuMBG34UuXTdVvXduXDbeqi52aU82mX50eTEl3q8pcPB686biG5FlsFOY3Jxkl1U1DxrxcN7YQ6mnL16AJ75j2fgqXedf8jvmZFJ8IEWRq8+DVQp7QGwptN6Fz+yFwbAXZ97ZNmyX9ky382Nioqagw41RH8dgJXFzPmch98B3+EvKrVz8OjIhnsOngniPcepQkQduXTDXLGFBzWT80Y2xBAqGHfynvNEYOU/T3nZMAtR4SeOClnqwm17VjsHzVU7ChadHEdNQNkvV20l9lw6tTGgbVy648RJoLflvK1VGSDPwevlxALrOXjpwsJS+JljnvOh0pprXQfOX/PxIPLxiCoktjPLnA1PF8fP+7MrVtuEfLbj0g2zO18SY9zxSwxXOPdLN4YrhkIOXsVw/uUlFa/E3ss8Yb8/CxbdpCiDab0tG9n5ixc3Gi/ZiIlTqmMMIGHumrPh9Hd9+aSeh/eU9r7lvJHGB1/wJEHGi/MWjgfn8r2nr5jo29NM1rz+rANENJIvd0y8Md7vnpkrTJ1zNmi/9Nl4egeMuuLSczOVojzbc8cdG+jzYnblxcClH+94kYNfZJrLO/jB+a70XNXOwaPDpBTS3LZ4T2FGOAwZsOjkb6KGqMGcM8uMmikmSimmt2zEsbdTlmrWFmVplI2b7BeYo+jh+ryemQLPcqqJm2TnGXUmcpyxKN92kdR5Ogv8f4v2+hBqkh15Fj1PbJPVl5TBReDRTN4AAtIQ9vFIm0moeHraQxrODW541p5qqk3uWArpeGgIOyMYIMgFqvZl8GMtKLt9mxh//BLjOfjEsJswaZgaJZNx8MyEInsrEwUOaxU1bF1RHHxvibwfvI7HPKTKNSZsmrxkLe78zGvu73ti9MKzf+2bq0+/5T5s+95bVhfxdFPLqk2SEIQZ1GuW517m+Xb9sTRMQyd/+y09AGAMtcgth+Lg/fXAJEE89UYA2WXi4gcss/hrzrPhoae3LjfUddl2/Nr+9sXZcOLdyouBS48cfOTgZ9ShOvjbMD2T3W3zXemoqChg/PSBydLBFJTKISdljr3qM1i5axw7/t8bMFgbwYEXnnRizbCNijoBNSMHT0SDAG5GNlQPZGlqb1yMyW5my8G3leuSs5ACVA9O+YkXByZ8jpADU1KV3A/+4JStt3L2eqJlpeU4eOuY+Ka10pyaysqpSHMy4+CnLOpjBzMOPhWqHpxquXgTLf9ca5VfOhPXRbJ4xOxYbdZl4mFAHAcvOSdOmXf92nwHeU97hJPQrHhOXECOZQYp9p3YlUGeu29bXrc2dRy8jpeGE+sc+57awKvdceKagwfIcfeAzwVAzHUU+4bYtSH727dP+30bVU4Mu7aWkkSo4LZLnoMvl1i4YMMN10ucc+mGqyX2nHiZ/IS9StnXpVf7wSfG1becJK4dZZM4Lr2kuHvDXGdgbWXnSJkM9U2dvnxv0QYm39YSE04/48OXMIS+/8uX7V7/y5c+mbVJcekl445TSXHwSebPnvPx/pwyzFUKOHjll65GK8qGHedv2HPiAePO8Bw8e7fgNn78WHHiXa/9YxQvcvCRgz9uOtxZ9Dfk/xblLPrZcPBtZcWJh8PW0zhxN5nc+1Zrf2kWqSUFLy3iWWZIrZQPI4vItiTnmsl25+6t9ktXfvBilR+8LkO2wvnaW7+8jYMP3ksHZZWPUzzLbBFw0T7dL2QrvJe2Xu7jtXlsh2edhLH9csUmK55fcfcI6+T92YGurHY+VD29TJ6jTxiOS08IW7ng0nO/9Py72woPdibPuDMBJZ3mWMVQo/VIyPvPG3ie3xC2Fu0whBoXKXNzv/PJMwayYXnC6cU+M23nzt1nLkd1dxOr3nT2GqZsYp32PCfxnD8B7vhRl2OsOXi0H8vOhzLw9LbWp4sNPNJ1CmJ9Lc7N33s2nHi38mLg0iMHHzn4GTXjLPqlptlw8DhClrIrB9/FDx7af57nwG23+c935sQ9Bx96YXvP6zm1L+DgO/vP63Uy7v4wEwt0bWvg792Ru2fy/uxz+Una7ifuPdk1l+6PK5vOHDzPMjgRVx1/rjh4Vu1jXQ/j9+ehuPuVX34TAAQ58bv6pSu/+4D/D3Mr+O3Meod29kvvxsEHTPyx48SP2rU/y3iRg1988ZYOB7+UNSsOvgtLSZTNeC9UVo9ek8q4pJXSWGFqklpxHG8qaDpvctI+6q0m53e6yRTjxaSrlhWkKi1Xav03bPBaRcbUHdbxtpozZsD5s5NimQE7zl2yu7UN0euy92QHOf9sCyj/ec/BCzQfL+OkuPRur4e6vTUSgeOorSi+nshx8ETk+HEQxgk+m1wb467K3HF5Yvywek/iOfiSoYCDL46xYRovuPJskp0u+9g9qpMNGXUzVnjOl5hdOwzzaDGSkTA3i28zkfNI3/O392HFqzejZ2N1WluTLv7sJcNjqtwsfpwYptHiZGf252pC4s4d8sn48l09C6l0r6Lc4KzFaHHMU+XapnMdCDA+B1fa2XDih7z2j3K8o8ltRw4+cvAzakazGSIaJKJbiUjyf7fm7+WjoqIWiBpv/Dwu+9APUP7JT893VaKiohaQDvUEfzOyxDYr879vypddP98Vn4tmw8G3ld36BDjuF+juB28YjoPnzFw+L3smXnPwhhicL08Mi+GsLESOowbaPLbFc9vQbDhlqFxRLnh1Is9Rs/KPZyaxtvCDJ8dj55t1IvUZq3gZ+174z4dcutuHgS89CfK2tvPKbU+D3pOdVb0yqL7WXg8ichx89mTtPNwln3MQ+LPn31Ht81w6sefSmb1/edt+K5Nn1FGUS0ki6lg6Fj1p48SNYsNZx1N1N4pLN0xl124mULE8MVn7puwGAZUhECZ6QrP17edqEE952ZNqH5HPm0AEUJH3QK/T3ga1b9sOZuDdrr3QHaNOcPtzBk/1Y8WJdysvBi79eMeLHPwi01wS3TQOudUFqtlw8G1lz5gj7PSM7uABNwvOMBrFxLrEUs0S5+XUMcQ94r23BVIjZOz0lJWGLWfrtKxArBpgUcPWE2RdbVqCBmQ6G67LTL6tRJ7zB8Qx+4IQtWqf1Fc0XgSNwpQkFXjuHuT5evJ+8BaoFfUTSIO8l3w4fKTiSfvifF9nsXX7iglY5Dhq7dtOJA2C57aZ9PtndSxVTgM9Aa6sOPiS8futxBgqjmXZUC3hglGXRk/uP6/ZdyagHAzFK2941mVqQOVNKI5fwjREzoueXD2YpMFMm9Z/4Q24/7M7MHD5ekoMbSICjB6W168dVPsShovH7Ce3EWHI50rwxxU6X4Sk7vi1T9C0mrtXn5SYG0UMHQ+MIefProxZWPuzAw0/wW/Wihz80uTSj3e8RcvB85FvIioq6njqN176Sfz8eR/B0I797sli1evPRO8p1SPZbFRU1BLTCZXoZmxsrAXggfzPEWQoBJA9NDY6lOvFOgRUDfuJF3oyeLlsAr/01NptAGCpJK00bQAZD95qZWViFp7KYhAZMWg1AKCl4qUSelDrJyFmdgy5yfzZ83awWGtdDMnLzDyS43TBciJy3yWiqrWd/edBXEXu3U7MdcnbR0QiIo32MohG4LbLIpK6eET5PieqQsUjBEPmjkVnkNu3IKpDtQNi83g84pcbt5yJ60BRV66SmjgTPsGT29cZB5/Vi9l/37ARQrbdxPAIZ8geSokRg6zdScL1hLP2JczVUm5WkzBXE2Vc02MS16ay8kvvSZJ6sd9KCYtYcfGK45QkRvbuGjtVBNj1473N085Zuc3X27P82p9dT6xLjGfwTcb5b8vb6s+dLDWtO3622M9ZjoG8TNXUHSOE+zaYJKmOX5ZXIj9OELHFNeCvRdbLMya+WMddGzg8TvxQ1/ghr/2jHK/bfWcxxJtN7IUe73A4+G0qxqLUoTr49yB7517stNvyZYtSc+Hg1TozzBQOOXjnbQ3rOHiIL5Ni4luwjoOHFecnDpE2dtqXJ2HdjH6xcH7wVnH3bd7dnhO3nh/HDBx8iKVbVVTcvfKA12WI958Xxd1jtv7zbS7bvjP2nDjB+8GDsBUolnueGyTOXx0IXzu0c9vedcyq5b6tpHztCbLV5zqwNcqPH4lsY1e/kBMP3oOrCmi/dO3PTgJ3/Ej5pZPY2n/9x1fxY/ftxvNeu9mwzzfg2kft8YK2qtctkG1FfoTsOBXD8tgq4peLyKY//8XbcccnHsKv/PXVuPqt54F0YiIKY7CmLtQvYWv99WTTwIfdeaRbqzh45Qdvc+Yfh6fIwS9NLv14x1u0HPy0Ifp8tnwxU/5WEbleRCj/d/1izGJX6Hhw8Ezkxkm1B7xm38Myew7e8BGysF1igHxbNYPP5vDjqfZ13W90FOMFodW+DXMM9Kuyyivg480BsWqLp7ZL7OJlE8wyGVbHL5jEN1sOXsVj3Y6wfRe86GS85uef2719s4zH6Ny+Tvvzwa27AAD3ffupDu2b7f6Eap8+fv5a5CAvhCpT5OAXQLzZxF6K8ZYUB/8hAA3Pu07PbLdYk+EcCQffLn1T0xOlUmPHCq7awjaNmyDGjoMnss63HSRNQ9mEqCkr4y2THZKWCFL19DOV+KpPpnoSE8aKh6mWlWaxltWe8xDfVjW7GjadFSva5tWuXhsErl2Ol07Fx2Og6R/v7LgE3P1hn0Zj/jvkuG0iz21nHHyxnz13D7Q9ZXZ5wtUcfNmQi1c2frsJY7T4fkLSTFzGOhkvjrchIGHntY4S+UlvemSmN5wM54fVGc2iTYmh0cLBxTC5/cyM8eLcISJn/qLL+XZ9+8JRjLHiUrZA05MaMqrcjJpMwB985lp87uYf7X/b+69cXiDw5M7ngt6ffljbftw4f3bNwYv4a9GGfHxTLR/nw7/rRA5+aXLpkYOfpaY9wYvIjcUTO4A71NM7qeVRUVEnkNZvGsDP3fSSvdUVPfNdlaioqFlqxnfwInL1fFfwaOpIOHi0MZKBWUmWdjPn4LUfPDmOlwkQVybnAc8EXzYkzice6Oo/PyuP7ZA/LxexM5S8YJxZxHbh0pVI+W9n3y84eHHb0ky8Acqpq5NnyYlZJLXF8orVowlBPMX5w/uzB37wAfPfhfMnEsfEE3Xl4Fmx9tzGwaMDB28UBz/NDz6Px8Tu+DFzcCy5jSF3ZfIe8JqJZ+YyOvjSl5LEcf6JCT3mdVt1DgXdVn1sAIJYz6XD+uNnVdnVj7kiRTzmCsHOgrtXxy/7Tx4bZZqFHzwOn6MGDn2NdysvBi79eMeLHPwi0wmVqvZIOPh2BdyvGsJm9ryusZ6dbrEvW6ZaYjJe2or1phtWGiU3YSsc+i+xzxmfqFlhqZWGY87Je2xD+b6DMESKlXcMfja7PSvD/3e6ggl4zpcboFrBpVvN4DMNJaLWUdw9EnLxuhsZ+g/CtLyewdexQQg4+KJ9RGgYZY6if5Ql3F6ebjZTNtoP3h+/siHHwSeMWhGD4Y8fkx8OZ7Sx6PDHL5hkp7j0kqFaUU6M5+ATQzXPxEujMC1i8jGy/Eo6EVP7fAD3d6M491ioJp4zH7Jugp9fTkTuXNVT5YkkTMTUniPC/+3OHQLUtto4eO0HL64cOfj5jzeb2EsxXuTgo6KioqKiohaOZvSDX0qaqx88ZuFhnAJVsdlnFqhbm31nKoVMpdmMuMkU0srLLUsyOdXKy3BlC6ofmGitBYCWoDo6MenijUxOuXhjU6ljiw+mUk9Tm3+HxOae3ha+rP3ZwSxQ/uzK29152gNtE+tAjp2m8DsuBjNLMT+DiJ0/e87dU/t3CVS1YvWEPfjY5Jhuq7zhQVwXm/u7B9v18YwxzrOcmOqUx+M2j3T9RF1SbHhJcenlxNQl92fvKbH3RTdmmJD7wSeJELJ4CXM9IVqbl6tJ7gGfGK6WtB+88oAPOPhS4vZPT8n7sJdK3p+9VDJChSe74TpDnP98wb4b5irBtzUcMkfV5sw/kz9Xibw/OxGGU5vFy9MZU4dytZhwaZic53v+fSfD/tpg4+MZ9vGMwbBVfvA2HzAy5MtM0Q9+AcSLfvBz0ILyg2+r2Ey9/20AbhSRnce70nPVkXLw3aQwcUC8b7UVz06LKsOq5aoMkW2GPCduZmCZPWKt/OdDxl3F9lw6bMCre4/tdi49gOKVHzxCP3j2w9M1N3xOKp6o5YrzbmfD9VC8bePgfTWszzGgOX/ynD/BKn5c+Z23eaSHZd8+/frDaH928ly6UfEY1qUgZsVqZ/Hymf0SOhGGHEHnfau91wkScPCs2qfjsRuiF5ggcVC4O9nXQ7PlPocCsJVVvgH2PvG67M5PXFCdmAAAPjlJREFUao+hw6lrQwQqh0LIweMQfvCC6Ae/AOLNJvZSjLd0OPg23ZL/W5n/uwXAh/IntbuQJcE5KiKiLUS0I+fwb9audYf4oTFrHR8/eHRjiw/NwfPhc/DdWO2uXDN35sSPVTzmY8Wla0a6MwdPRzEeB3y94uCDPAbmqHHwwXZnwd0H5jmz9p9H57wCjP6Oyym4NlS8We5PdInXjYPX60Q/+IUQbzaxl2K8JcXBa92A6WYzO5A9uX+IiK46inW5CcBtInIjEd0E4P0AbjzCbQY6mhy8VtsDkmN9DXvvdRFpWrgnnmbx24ogzvc7tTJeMNLMQEWU57z1pHFL8fGpyFjBllNqm0W5ZdEU750+qgxAAi6dZwEX2/DnlWPDmajpgWvSs6hHg+Ueyh4PAO0ghnSMp5eLzMDBe9/3kIM33g9eP7VrFr0n8fu2rIDukIPnZuEtXzJmlPNjlrBx/uyGaLzwXmcil32QFZf+0Q98B08/3MD7/uE/YNnyMhK1Pwx5v3vD0oRvx2hxmJjE8epMMm7y2YJMhEQ9UQeijkVAnatEaBajDEQYLbB9IjSZppdnq7b8O2Pq6DdVor9RPyDll2uqQ4DxOfxGixz80uTSIwc/S81lkt1gl/KR6ioRuRHIWHwAW4ho83zunKioo61v37odO+5+FrX7ds93VaKiopa4DvUEfwumm83cQkRbANyKo2s8s5eINqt3+h/K4x017/mjycFrMXsOntT3NTtNRI6X1uw7MUA258cNCbeysoAqTJ3ZYsPsGPJ2/3mrGOKiTFB+2whYa7HiuXTpwqWz+ixg0RmA8p/vxKVr1jo3NMmXc0VEtU8H1N70uswEsdJhu1T2vu0McZ7qLHku/JzV7uIHz+Q8y5mpC5fufd8NcZmUb3vhz54kibCOR1AcfLbN5/3Hs1Y2nhnrOe3CNc8SkWXyPLn2ZIeKx5rzV/7zxhghcvWoEIp4qIjKAqcfo3XOBnTLoUAod1nuz21Gpcg0p8vTz522a4MOI55e/9hx4t3Ki4FLP97xIge/yHSoDv5GZJ1sYTZzS75sEMB7ROSOo1iXWwDcTkTXi8hdInIHEV1FREdtgsPR5OC19Pw0Ut8xhBrnzHKLPQ/OIjVTTCQSqonJ1kmtNBKjOPhUe4XrlKYpirtzS9KGsN+Wdfy51NjFwJBfrvhjiOfESWZ4Tx1YyzUCz3maXtb+8wDcJDsiaSSmWG7bYugJd+HfRdkKGnDf7+wHr49fux+8UX7wgZFPMMmOXC9T0n7wzG7SYsI0VBzXElGNuZhoaBuJ5uDdkLe4FLjv/tOXFLFPzVrmcwww+XOHg3ZgSPPjRTxAGiavhz5Etm3XBj+e1Jw+AlwOhWC/qWuDwuWuLFZN2badjlaHeATnB0/hdRacL4qP957xdMw48W7lxcClRw4+cvAz6lCZ7PYic49rd5DbC+Cozp7P373flW9bL7sK2YS+qKhFqcfvH8aH3/c1vPSt5+Pqd10439WJioo6QTQjB5/PZL8ZwHX5otuQPbkfc0c5Irr9cFPlEtENqq7tOve1r33t6s9//vMP5n8fNQ5efybqOxaQNM221RJIK8345dSSTLUKDp5kspXx8VaofnAy4+CtoNqcnHLxRid8JrvR1pTzg2+mtp7mbPiEYu1TIUlzTjwVGk5tmnHpxCLSgUsnCthpUs99RN7TO/gOk0jOReuyYc+l58PyOctMdYGPh9C4Rh9JF09AioOnutiCwYdqh+Lug/ZxnfJjwUyBZ3lZPcGXDVUlj9FjjIud+bPnHHxS8hx8YoZJCg7eCEnRblM35Ll7k2/zr99zx5l33/HYwIp1fRN/8YO3P1A2xsUrm6Qquf98bympC7J45SwNbR6Ph1Fw9yXF3Ruus2sfHItOhKqotgZmOtSdLRY3Ko5hya8NCpfrsouhywDaJ/IdCct8PDjxyMFHDv7E5OCRde57kSFyQDZcfzOO4nvxoykRKbC+aSKim/v7+9+JY8DBB3HUd0T5WYvmtsXWuAOvHnDpYXrYYAY4xHt/Q2QbO+bcM9ItzcRrP/ggnmeLqS0et42zquF7xaJDtUn7l3tuG9qjPmCZ214JSOd4Qapa8bHz9+wzto+g/OAljNf+NsKj6H4/kHg/+Lbj5OPZ4LhuI/Lxig297v+7BAdGD+KyV57ek31P72uryyovgfdn1+0T8Zy/iOf0g9/pM0GlYcMDtpgUW0ydl+ty92H57jpcllmXjxUnfrzjRQ5+8cVbtBz8oTr46zAdk2sccqsLVMeDg4fmJwkV5wqbTRYDkE1aK57HNbdtDPdhKp11oPz71WIURsfIJ80V5YBrLjoDYu4Te7jxUPXfp4rkTFtbub/Tcmbus4cZr1tsZCY0+W6mfkHneK4ec+TgO+1bJu4vMrhkxy9fbrjP73+/ndMuWoPfvPV1hx3Pl3081vGY+jp25oSZO3mvw2WLKzgyHUm8yMHPf7zZxF6K8ZYsB7+kdKw4+DbpoUrHDSdAs/CJnxJpWlN4xkszyR/PUyvjRZkFSBUjXTa+6nrC3STZsYJxZ2ubxch6y4rjiUk8R21FmsVTMdm0K1scZM4LZ2ErDl4x9arMhNFOywEZt0H2Or9dnb2u21uj1Nox33ORYqS13z2aXEymE4wHHuldOPjA1Cfg0slz6eRzGjBk1JfRLAgHsjJehCZ4FzemNi96bcyi6sGKg08YjoNnVvGYmlzw8dKdDacux69Nh8sWN3FkOpJ4x4oTjxz83BQ5+EWgQ3HwtyHD5Abz9/E34eiicVFRUVFRUVHHQId6gn8PsnfuxbD8bZg+o37R6Fhx8OjCT05jetVy7QdfeMCTYZlsFf7sVCHFwVMbB9+N1RYdo6i7SDnHyorh26ycGc/k7fN+4oCqMdww9DRWOysqDh5dOPii3OYHL1Zx6W37U/nPu32r92H+V1Eug/w+KJYbw0I5l87MFdYe6V09y33ZMEPE8+5Q3D35sufSE5bCt527cPBZbM++az/4GTl4nUOhWG4ghW87MypWPJdecP3qPJzxXG0rz+bamIkfPhbxIgc///EiB7/INK2DP0Te9+vyf3N4o3l4OtwZ9LPRseLg2+S+Q122S0w14zzZPfebim0YxcGHaUw7+8EbIuexbYjcJKhJ6MlmGHITtgS1oiypbUjhnR5M9spWLNQ22c9x8NkPk8J7XXPw5PetZplhG8Ru4lhgwNJS7HZLpOMJRiB1PFReARWP2U8EY3junklCBznWOQbItbInWM4BB1+0tcTkuHSTxzswMok/eucXV5189or+d/3xSzLzF5c6NjTWCdh3BYpnORSkqLs/X+A5eKiJbmL9uabZd2nj4IMsBuGOPVy2WJfnoiOJFzn4+Y83m9hLMd6i5eCnDdGLCB3q33xXOipqvtQcmcSH3vC58//v+78VLH/8vmHU7qv3/+DfFo25YlRU1BLXCTXJbmxsrAXggfzPEWQoBJA95DQ6lOtqncNhU7cBGTdMlG+LIGn2xIUSQxjcAABKICKSlUH1JJVtQObB3mLvl66f5suJcd7tpSSpp6ndlpUhrTRtZOuQtFLbyBpEI1byOhEJ8nWIULdCeV0paF/wDE3eLx1EdeTbMoZFJIthsrS3DQBgwyOwWZ1y3/Y8HtVZsvaBqGqt7bg/mT0jr73oQVyXDF3L0tBaH0/yeIkxgnx/GuY6UxaPmatJwMH7iYq9hh3H3asY9R6T1AX5dhMjsLaxfVu9/4n7h8965sd77X/+k5f8KEmMiLWN0y9cbc57/snrVqxbZhLDT2b+88qfnXxsY0wVOfvObKqQrGyMbx+ZLF7WbBrJ8UsYhkCy84gZdXHH1XPw3MbBtz21dzxX28772VwbM7HFxyLeEV2LM2z3eMfr1tbFEO9IjuVCiXc4HPw2FWNR6oTq4I+VH3ybOvKaYtVQtehhVuvXURw8tQ1TB7OiFdNN2g8+YLVtjV0aWcU1K75ahLZBJOfKwxhBAqTA1BvbAPFMtvPrVq8EbOgH34m7x7T2+XgcpOwI/dILP3mG1MCeuwfny0l51JPfNwxx/uUAnPMagGC5KdK4IPeDzzl6I6iBaNO5V56E81+0sbHm1P6VTLi0yD0wsKoXN/7za4p4a7JheHL7koNetvN4umQ/fi7150VxnGRr0e7UksuhYK061yTcetdhthk4ePjzfjbXxlwUOfjIwS/GeEuWg19SOu4cvN5WwMS38fG5Mn9vO5sYfrNZRrjir9CfPeDgO6zD3CfpYXLp2ZPi9BigimLRPQeveO4j5eCZULUqtt8u9duCfde8OnOf60DnAMIHXHrO1y8bKOPXPvrqXdbalUW8Yh1jjMsrUEyK/OUXfAx7nx3Hn3/jrVh72sAh4qkcA+F+6xfHwftzhxl9tsPpchgtjRx85ODnqsjBLwKdUB388ebg9bY0Ey9A002yYmqWck/v1ML5wVsB0pLis7XxjBqu701lrGDLWyLN1PHuabMwV7HAaAGBkxXnly6w48WMitn2fwyMwY8eKDc4aRYbYcEo3ASzkIMP/ed9WQSzEDkOnoia/kmbnf+8Yfb7lmi8YOIzv3S/33pM57Lm4BPDLl7C3teemZ3/PBO5eEQ0TiZx+5MA7NmVbWLPU6M4efPyYrsuhirCqH3Lyg8eIqFfel62tvP5qQdADnFsIwcfOfi5KnLwi0AnVAcfFXW89Vsfey123rsbz/mJjfNdlaioqBNMJ1QHf7w5eF3WTHz+dw0ADABxHDzJVM7Bg1DJnlKL9UNu23HwmfF7ti0ity3DXLzfB5OUNXdvnRc9i5W0KFf0E3ngl569RlAe4gVT35nbbufgfdn7s7f7wWtR4D/f5s+u+HPtB+8ZdQYV7LoxjoM3zBXGofcnKQ4+5Px9O7T/fMDKZxPxinpUANt87ktPwZaXn+Y97acfP8XgqzaF+Q28H7w6jwxDrGu394Bv5+AP91xF5OCPZbzIwUcO/rjphOrgjzcHr7dF8GYs+U15EwAwoVZ4iKdWGqaYOCY5755LM9zZsG72dymlhuTbLVuuFf7gLSs1zrdrRYYon7A1BdSQryMi7rvt8DR14eBJ+8EH7fBcOql9G/iaQxqg3L8c0jZzUB0noGOuVSJqwPm7Uw2S1cMwO86fiWqUx2CgwWTyMiFRw+El3cErFj0s+7Yy+f1miIYKj/uMuy/qJA1OvP8858P42XC9nsjnDdQTxeATUcMZ9hDVyMceKmIAfrKmtd7P3bb5s7cdzG6KHHzk4OeqyMEvAh0qVW1U1AmhnzvnI7jhzL/D9u/vmu+qREVFRR0VnVBP8Mebg++2XSaI5Hw8MUTSrGwM1RPL27KVqZpa75deUo+fZZtUrfMsRz3NGfBekEzljHtKiWPihWiEW5Tz4CTcajUAwILqaMFx6aL82cMhevafKQ6e2QikYLVZxIrjtsUW63hWntV3icN4WtorXpeZTcDBO+6eeQQ5X58Y4/h4w6ZOkGL9KqN7+2wqZwGEh7+3a/icKzc8iazCrr4gdvkKBDSCfLtE5Lh7Jq6T4+6pygWXzlQlFTsx7Dzuk8RUJefgSwnXC56/bEhEKG8HRsTtc0iewQ7E8MdC+bxzNhv/WHPpkYOfW7zIwUcO/rjphOrg55OD12VRZRt4xiu/c+35jun+7P5vz3oTbM04T3bvDU/AVreO9csh4r3dp/mLane3zhx8xtR34PmtbC3WsZqVF2wjx9DPMHIcMPgBj+84egl9392xFGt1LoDAn53a9qFu3xt//Qps3/oMXvfeS9aIyJp8W+5Y2jBfgW+fimdtuo0592dXMLpM86LX+9r6z/TxULkSINgKKdqHmvjl29zyYIvHxZ99LoocfOTgF2O8RcvBn1BD9PPKwXcpE/myMYcfj4hcPNKMO9iVOfCD9+sw8+G3j7TffRt3X5S5Szwzh3jd2hrE5kO271AY4CtvuAj/30deOat4CPYnH9n+7BaP1TnC/lzVy5k7ny+Rgz9kvMjBL24uPXLws9QJ9QQ/nxw82pj4gn+2io+HYLxg3K0AVhmmJ9oPXg3Xp9aOSW6QIkDT2oJxp2Zqc1Y7TUeLxKxTVprF5D0rGKdSsX5oWKK92vXktIyDd4+mqn2h/7x6KnXr2NR29y/vslxngNPDziRoUjGJTTBaTGJjeN92Ehn3tvTtvvadI+oBg1Yqyn/eNouytGS0WNFauHanNnXxmAnWkIsVeNFzYP/iS4Kxok3FjPi8TqN+Bl14vvBh9OYdFDn4yMHPVZGDXwQ6oZ7go6KioqKiThSdUE/w88nBdyvnT5Y1IJt857hmQoUVB6+fOLUfvGEu3g+DiQHKuW9iCDkGvJw6Phtg8Rw855y4tHHpYSa00A/ee8535uBBVKYO6zCxoODgFW/eKZ5IB790BGy4rofnxJkBxcFDcfCELpy/YtGJuFJ/fP/UX/zMF9dc8+6LVr7sbeerY5bz/6DyN/55++5/+z8/Gnj/P706WX/6crc/kdm8Zu0rfOyJKyAd2/vBE7Vz9x3zJpSLc0Qvz7B5f744P3hCRY49lx45+LnFixx85OCPm06oDn4+OfgZywXXLGE8ZXiGkhrjbaU+GWnLckMK3h1pzVreBAC9sK6MFobYJJsAgK31ZiWChnC2jgBoqfGcVI1VB8PAggYFfvAFt6+94f2+JeVfTtls86LcNZ0qgzz7rj7MuPSccSfvz665dEM+3wDDNkzOxBPah+Wlc1Es/uyd/w+7n9iPj33wO6e+9K3nMgCk1scDeOjvf/Mba9KWxR+8+fNr/+J7bytnm5FGMYFRRPnPW4Eeo59S70JMqsxm2B9/UTkGiDAk0mGCJtAgfyxVGxAqcvAzbfd4x4sc/OKLFzn4qKilonOftwEAsGJtX9cLe9XJ2dyesy/fMDHf9Y2KiorqJJLZuXwsehHRza973eve9rnPfW57vmgYwOq8HBiUqnIdwNq8fDhs6tpDbLdjWYB6y2bfJUK1lfp4B6e8C9vBFqqSe6lPpKhba9cCwGQKabUyu5mpVKSV5mUrw5MtuxoAJkVkstUiIOPgJ1qttQAgRNXJVsvF00/wpBh5zjzZ1wLOe50AwGRMfFY2PAyR1VnZCPKZf8xcJ8nax6w85hE+wSeKu2f25cRQXay42DbfbmLMsNisfblvex6P6gRZ274dIHyo1XUJ2spUt5J932R8fR6PhyVvX2KMSLEPDLt4hrlqlB88sz+WPQk7z/nesnHxektcl/z4lxKItcjbgWGR7FxNsvS0WTzqen4e6bk6m2vjeMc7rtfiMYzXra2LId6RHMuFEu9wOPji+58G8IeYo4joewA+IyJ/PNdtzFUn1BD9QuHgZ4xXcM1tnHg4uqzYaWh2WjHuioNnYGtS+ImL1IphaygveYuQu9dDvoF3u/Ks1xy89pmHiPefD7h02UbwXLoePgrT4Sq/e11WeQJIxDH/DO+XTmLdED2hu//8V/7+fnzjEw/h3X/2Mmy6aLVbrn/wWsE2iEzzZ3946zP3rVzfd9GaU/szDr4YlrfW5zGwFuKcAS1YSMWwncvK391a/+pGBFtF1HKfT0HlMZiTIgcfOfi5KnLwi0An1BD9QuTgdZnmEK87Gx6UPUfd5gd/+PHQJZ7mtmfBpc9hx3aPTf2f+OB38Cc/9a84ODK1rFO8dt3+9/dj1459+NIt93aPlx/L3U+O4rF7hvsBoHbfMP7obf92wQde/am8rb4eRscLzXrm0D7Fu1NnDp7ouLPFkYM/8niRg1988SIHvxi0UDj4meLpp2hd2bKacZca/ZQpY5J3ICJwHvACNE0xUS21o4XxCaxtUr5OKhiXfLsWaHuitjqGX07kPctBzY5lkdGiUzNEjktnYJy5MGChMFOfis3aIz0whSHH4BumpvNkZ4x+97Yfw6YWtR89ay966Sl5G2S8CNLeyV77y1twxz/cj//wcxdDe9SHoyaZH/zvvvYzmGimK//bZ69FwgSbT3I0hsHkuXuQjCfs/eeLXAdMQKImTAbGQRTEHlN/uv0pglE/guK5ewHG5/JDSSly8JGDn6siB78IdEJ18FFLVy+6/hzsfnwEm5+7dlYzXl903dl40XVnz2rbUxMpjCEBQJsuWo3/ccdP3VPq4Uvmu81RUVFRM+mEmmT35je/+R2f+MQnhvJFDQArD/G1PQBW5eXZspuz2W7XeFbyeIRKqrKZKZoKEy1bEZux0xOpNKyVlQAw2RKk+cvziZZ1mfBa1jZaLZutYwWTaTZhzxLvaU5OrQIAAVUm05aLN6HxLUB7sjcEWbyEfFb1JIeys7JpIF/HMLun4oTNHoisAjK+XXPp+gneGM/BG2LH4GeYHPLtaj93akCyeETemJUN7xFrXTwJ/O6Dc0O3T5W5IZCVY3snePfj+5MzLsl+PBhjGpLHSww7Li1Jkj0kWTxjuMJ5vY3hilEcfDkxrk3lknEcfMn49oVZ99AQKdqt6t39/DzSc3U25/Dxjnfcr8VjFK/bOosh3pEcy4USb7YcvN7uvwB4H+aoOMnuOGnBcvCd4rVNsguGsAmOq06sNCT3kE8NuQlfqVDNFpO/QEMwuQc8oUbgfB00xGRlK4CIjxJONtPe7eRZ9oBF5xooKydMQySFJ7tn5SGeEyfY8JWA7nBV20nz+Oz92bNEOkWZvP88IYhHyu++zdfelQ/sm0Dtvt244EUnh5P6CA0CbRpY2YvB1ctUWxV3r/zgmWzDcFEWNUQv4bC8yVsAIFE5dAloFLw7CDXHvqu8ApqPB3kOfo6KHHzk4OeqyMEvAp1QHXxUVCf96U9/AY/dtxvPf91ZeM+fv3S+qxMVFRV1VHRCDdEvdA4eQF3y7xJQTZW5SmAEA+/3PZnaepqz4a2UFPvuyy0rw1NTGSeeishUzsoLqH5wKl2bl6sHFQc/kaZhvMKbnuDY8NzrPWPD2fPgiTHDsJoT1xx88V0KOPhwiJ6ryOMZ9sy4Maw4eHZcujFmWMTm3D2LWHEcvBTxZvC7/8CrPn1e7f7hXiKSD3729U+etWXtniy2ccx/yRixRVsTM4w8XilRuQAM11lx8Eyu3lWjOPiy4ark50uJUbXONx6Og2cDKQYdDGPY5hy8IU9Q0uxZ38M9VyMHvzi49MjBRw5+Rp1QT/CLioN3/8kU/AyT4Er27DUUk63KEO8Hb0UcH29Fthm/PHA807O7xYrrEC00B+892dvKzi9dpJ2DL7zkZ8inGkL4vq1WnBe9WHH7LfNnh1ou+XJo/3i3xfH9k3j8/mxIHgB+7wtvwE+f8bdISoaSMp0G4DRf3w7+8yoe1P4k+LwCpPIKZMP+4Uz94i/9w00E28TFU7y79oNHMER/vNliXT7e8SIHP//xZhN7KcZbtBz8CdXBL3QOfi7x8sxrRblS/BTIePeszEz9xQN55hNv8+XcB4XDzTJi1cXIJqQVFan4Tpv69TrFcmbug00PM55uK6ouHFNFrG9fMaFQ14mZ+8ROb9+f/vQXULt/GK9810V4829eCQD4623vxO4nRnD6RWs6x1PbJaJ+H8O3zzD3oUhcE07im137gGqxB3PzmKIe/b4eqKjfKpGDn1u8yMEvbi49cvCz1AnVwS8GDj6YbKY+0EPY+gG3RDQmnEHWImmzmLMuEMfBTwGjlJu6t6w0ibL1U5Hxksu2FkbRD9g62xoBY0UOOlGz4EWkWQwziMhoUU5T71BnJQ382YNJdnp2eDiD3MloBp/QhPNbxyg73h1NvwEZ79a3kmbfiVFd0Yvqit7AkIaIHJfOjGZxRAxjtPBtN4RmsS0mGS9m9zMTjPKDT4Ltdj7GRBhzu0HQVJ+Naj5elY83Wxw5+COPFzn4xRcvcvBRUYtFH/zstXjg20+7IfqoqKiopagTqoNfiH7wM8Uj8tsMzVFQkdz7m9T3mQjw3vKqLGVLuQc8AZSXDbEQFV7yqJD1/vOhX7rybs+meNWKyhYe6fnslrwszg9eCKDc457Y+8GDQj943UIdjxQHn1WpaIf3mSdCueNyZslyyGfbFOtHEy588UaM7Z3gj//e91Zc/c6LpjY/d83o7OOFfveFV7thFsr94A2zO36GqULq/NDHj6ntWHbwfYfyg5/pfMHx9WePfvBzixf94KMf/HHTCdXBLyoOHm352rv4fTOhISiYbM/BJyI167zCaUgkn3gGqknOqFuRRlJ4yYeW5SDSAVXaWthGsS0rqBVlENWQlw14qJjoxpb95LRUGuwnqgUT+VT23YB9D6cXeg6ep7GwhVc71QrPeBE4//jsfX04Xv+x3/suvnXbdmz/4S782bffuqq9rRDF3ZN0jMdAjd0kQtvgPN8AIDDFS4i2+YTt0wIc809oFAYzbeeF84MnOuLzUyty8JGDn6siB78IdEKZzURFaZ33vJNR6jE45/L1812VqKioqKOuyMFnWvDsbUCOEarWwnPpOTttAUlTFOy74uBpeCpNVwOAtSSTAQffchz8xOSU8p/3j5nN1DqGvCXiOHgBnCc7iF058INnz4kzUZ0Ax8Gzap/O9NZjjPKA5yrgynVof/bCf559PM3mE5m65Fw6EVU/+t+/U11zysDkNT9zYUM/y//Vz99+xvf+9ZHlP/17P1F71bsvngRsHs/UUXDw5cT5zJcSH6+UGCHPx9eZpvvBM6MKldOAFfsecPB0zFjfwz1XIwe/OLj0yMFHDn5GnVBD9IuCg59FvHZ2Go4BhxsOt8qrXeD92TXPLQHn3Z7KFUEQ9bf7jhXNonu/dLGeg7fKD94C29j7nQezyfXvTKsaGPqlew7eKn92Edla+Lbr5UC6Dbn//H3fehJf+vA9KPUkuOanL9ikG/TYfXUAwM5765sCbFDEHw+r9qfIVurA+Yu122DIc/fe5a/r8bPhZwudLdbl4x1vQV6Lc4gXOfjFFy9y8ItBS5OD16y2Z6Q1E89E/Sn08kwZB394XDqBqtKBgw/KTP2iuPSQg7dFXQ9bM7S1v1M9mLmv4OPXnbYclf4e9A1Mny/zG594Lb7y0Qfxul+8pC2ezjHAleLHBjP3S87zs26fMS6vwGzZ9zYtdLY4cvBHHi9y8IsvXuTgj1REtAXArQAGAbwHwA0ArgKwE8D1InLXkcZYDBx8t41yl/7CCsbIr9MsePIE1OT8D0pllPIZdFME56NuBeMlU5QFoh4n9ZOlVbPEJlIZK0xppkSa7MzbqSkFiw4alSK28jWH2HF2xirU5uh26B3rXktkZc/XW3HHUjvGWWvHi4523WkD+LsH3tVxf558+nK84wPPz5arDxKDMTjeXVw7DMko5fvNsPeDZ5JxU7Sb2qf0dW5r2zoLnS2OHPyRx4sc/OKLt2g5+IU0ye5mZB379cg6+jvy3Oa3AbhpvisXFRUVFRW1mLRgJtkRkTMr0eVOf89x+4vCD3628ST/zIr3Chf4970tm9u8Amil0milmR98ywJTabZciPZMTLQyP3hBZWJK+cG3/IviidQ6j/TJVBo290JvQb8vJ6hhcueXzuyXJ2z2SO4Hb9r84BP1U7PExsUrJd7H3TA14HzRGcWrgoTZedSbPN6j2+rl2//h/tI7f+/FzepgjzUccvdBhjzj2XfDXCky9JWNcdstMbl45YTdMc5GQAo/eN5Dgtx/HhUqWHdGxYo/lkZx8IaOi+d1cO4cQbxu24l+8LOPF/3gox/8cdOCGaIHsJeINovITgBXq52zGcDeoxFgsXHwM0n1Tx3jMXmfcmEMFey7QGqeY5dGkngOPlF+8GngB+/tUQjiOPgpkZqQ85aveVabFLdNNRDlZXg/eArNbd57/j/Apha/+rHX4Jwr17sGsnLWYaJG4Tmvfd+JMFS0lYhqTLTpb977FQzV9iMpMX7hL14OgrjUsfn3nRLj25eNvGflsvH71rD3tU8MDRUT6xImt59JlD+7ePy9nXsP/g5/ti50tliXj3e8BXstHma8yMEvvniRgz8KugX5bEURuQMAiOiGfNkt8125qGMrm2a93mP37D4q2zv78g0AgPOff9J8Ny0qKipqXrRghuiBrEMXkVv03wCglx3Bthc1B98tngB1K7mHPEFS67zCxeblFBhupZl/uRUK/OAnWqni4FPvB6+G6KdanoNPrefgU5CkacHBk+Pg/+KtX9g4tHPfiv/xvbfer7l0w+z82Q1zleD92f/1L7at/fH3n+n/9U++dkfCnn03xlQdl86mbjv5s7MZFhTcPbvlhrlOcN71gf+80a8EElOFWOfdXrS1XDKuvmXD7jWRMTSMwp+dPWHIjLpIwfmjKp5vd+Xis4J9N3RcWN/DPVcjB784uPTIwUcOfkYtpCH6aR354Xbs+Q+C67p8fG61Wi1hCXDw4T7yHvJWUCtSnUobK+o840W8Z7yI59JFgmFrDmZ6i5v5bUmz7FIzzn/eb3fHXUMCCH3yd75z6dt+/0U1HMIvHQDe8KtbAGwBgEtZpcnNysXrAWwzRG7fsh/6d5w/0N2fvZtLHcO624JejyDbyH0fNSriqXOnzbd9m1quj1GgGYboFzpbrMvHO96CvxZnGS9y8IsvXuTgj7aI6HYRufpwvpP/ILily/ZuBvDO+W7XiaSzr9ww31WIioqKOmG1YDv4qNmpnal2E7vUOgZAwaszA2nhgSL+SVaXgdAvXXukT6XiZ8Vb68pW4Mof3vmz3xeR52X1C2bXuxoSUdtEN6PK/oOSGks3asa6YYZPoEOu3B6DVNkET/DK6CZRZVWpMrNa3z+JE/n93I3lb/N5j4qKijruWkiT7KKioqKioqKOkk6oJ/jF5gc/23idvMIp3K5rKwOQwhueSdI08y8XogpTF06cuWJzhpwJsMW2mPPc7/lyW8SmcrEOCKDcUz2fcFeUAw4+8J8PPNm7+LNnC1y80Efdx8Ms4jF59p3Zc/eBJzt5v3sCXDwmN98BhiFW3PLQ810fLwR/Hw/P667nzmHG0+XoBz+3eNEPPvrBHzedUB38UuLgC5H6jp5YR+1+4gUfryaLCdBIjPNOh6gxbM3BpyR6KL/B+US+lqUaccbBW5EasavHENms/M1Pbt/90Q98e81FLzsFv3TzNb6uIm1D153953WZAn92qnlTGTi/+6xzzzl/axvky6G5jY4cGNpooxty9SVozh9DnSYz2jYOvqt5T4e/Oxz/4PhhYbDFuny84y34a3GW8SIHv/jiRQ4+KqqTPvvnd61oTaW45ytPzHdVoqKiok4oLSgO/pg2dIly8DPFS3OXVyYMpzZra8DKE+pTaf5dQnVyynPw2g9+MoX3g7dStzbn4IUkzT3nATgmXoiG05y7/9rHHhr85B9sPWXj2SsPrFi3bP8v3nz17qxOFHDw4SQ7z8GXjPF+8Inn6BNjRHLunomGJfdnf+bR/aV9e8ZLFzzvpAPM5NZv9583gamMZ9+TxMcuG6oj59oN+7wCxBgWzcHn+9kQ6pIfCzpy9jZy8EvoWpxFWxdDvMjBz0GRgz9OWip+8LOJp5l4285tF8PLAuUHj2DcuKsfvPoOlNd72u7Pnvulv/St59Ze8pZzknef+XcDYtH/K5d/9JQ//8HbXF53H0JUubMfvG33g8+H5QXYKrkf/Htf8XE7OZHyn37pOpz13HVq/bBRPCv/eXL71lo/RA/BVhG/3O1zqH0zt5nzC50t1uXjHW/RXouzbOtiiDeb2Esx3qLl4OMQfdSS0tRESkkST+uoqKioE+oJ/kRSN/ZagPBJVi0Ph63VhDttDg/ymdlE+8azewpnADYn8SV3mfuHx27A//6lrw4v6y+t+YM3fg7/9R9fhepyPzm1K0Ouytxluf7uRx9695PPPrH/1DOfuzbwZCdCwMEHWe3Uhk2337zdPdxntd+joqKijrfio07UcdMv/NUrnvzmJx/Gjm3Ponbf0TGVaVf/yl575nPXHvmGoqKioha5Tqgn+KXKwXfaVu4407GtBc/N2YS7bH1ChYUUB6+yuxmuiO3EwQOwjgF3HLwA5YJRB5FbzszygtefPVJ/fKS0+TnrRonogKuT5tI1i6583PN1VPty3p08d5/5wedlwyI5p29MyMEH7VPxWHm1Bxw8fL4BIr8/9TpMR5W91eXIwS/ia3GWbV0M8SIHv8h0QnXwS5GDnzFeMSmM2toqbiJeA37iGBLV6Vk1nm2tuPFtgTgOHqCa5Ow7WaoJFz7zGLLOhIZqTI5Xb/z8n79sIC9XgmPTxdwm4OAhrq2ZH3zhDU9DhcGMYdQA7z8P48pZSttchtrK5AxtlNkMGuL3oZtkJ237U/xkRud3P0ctdLZYl493vMV9LUYOfjHHixx8VFRUVFRU1MJR5OAzLXn2VvK2EiAtxcFb67zknUc5oCfPAVOpKA4e9TTNPNktPAdvwY6Dt6DhNE1z7p4ltWkej+ppztATUfVTf/rDytc/+dCaX/hfr6idf+VJbrg+MaYquT97YkxVcj/4cmLqkn+/lHif+ZIxwyIZd5+UPB9vmOuA9p9XnuxBKl5Uxebe7QZVm5cN+/1jjOfgWXHwTBCrOHgcPfY2cvBL9FpE5OAjB3+cdEIN0Z9IHHxb2XHbOrXqNP9y1amHk8H1kLn3WLfWem956/3gIaL85z0rHzD0IvjaJx7E7qdG8eW/v//c8688yUfTLDo0l+45eBFR7RDvB6/qBOXnDghYtUq3T2fG1V7tbftH7zfPwatXHgKoeHPSQmeLdfl4x1sy1yIiB7/Y4kUOPirqcPWmX70cp52/GumUxc57j82s+qioqKgTVSfUE/yJLFIF/atO+8YHtLv6o6RB8ZL3g+dUsgl4AJjEDesbIaSUfceKzhRHwXZf/ubz8ND3nsHXb30Yjz84jL/83tun1VvUuwKrvpzFzf4WDl8zkY8Gg+mT59BeRpflXdbhNj946bRSVFRU1DwrPsFHzasueMHJKPUYnHvFhvmuSlRUVNSS0gk1ye7Nb37zOz7xiU8M5YsaAFYe4mt7AKzKy7NlN2ez3eMdL1jHPX0Ce1LJ4hGhkloVT7u3wrPhLZGGlWxbqXqCb4kvW6FGamUlkOWYLzLhEfOeNLV5+6iSWtuxfYbJcelZOYttDDcI2XYNk3tgTgw3mPLlht0EOsO8hylrn2FUSHuyh0/qFRTe7ZqDBxqS7zcmuAx+TH45te3PLsdvtuxtt2PZbfls42kdSbxu2zke8ZbktbjI4h2Lc/V4x5vLtfgvAN6HOSpOsjtOOuE4+C5tVWx3V//yYOhedfYMct8RlhoK/jyFn3AnMkTeq73GbrlteN92aTOY0cPvqh6WdD2cH7wYrrky4OIl4uNZlobJOXgrFHD+eha96M5exSZWeQLa96fi41V5MbO+s4mny8c73pK8FhdZvNnEXorxIgcfFRUVFRUVtXB0Qg3Rn8gcvG5r8bBOCP3L0y4cPCFg5B0bbgnSKth3S9LKmfgUNNxqZVy6ELl1AKq3WmleV6q2Uqvi+YBE5Lh7Zl82xvvBl5PEcfCJ4WFC5gdfSoxQvtwYUzeUc/CGq4Z8+0oqUx8zqiKOffdlmlf2NnLwJ8C1uMjiRQ5+DopD9MdJJzIHH6zjU65uU3x8OI1e+6WH7+OVR7pn0a1YVxbr/eCtlVoxLC8i2wrfdukyRF9/YgS/9rJ/xvLVy/A/v/92SBpUynHwaZr62CRbSS13rx2QbiOmvN0WZPRwv07Fi45l0AnF+s4mni4f73hL81pcXPFmE3spxoscfFTU0VD98RGkLYvRvQfnuypRUVFRi1qxgz8BVXirENr+Ued/eqXgMxz6H7f966aCar/gxRvx03/wE5g4MIW3bfw/+M5nH81YesneLRT/rM1YeGsFVrJ8d8U/mcW/jsGlw2Lxkwx1OSoqKmqhK3bwUQtOL3/b+a78wHeenu/qREVFRS1KnVDv4E8kP/i2clfPZKLO8doytzk2PJ/GUgMyf/bCWz5/qq8BALOUrWRe7fnIQFZmFsre24OJKlZx8GE2Oaq8+I3nVrbfuav3hj952V7l1Q4ptpulk8vjkWsfE4OQxTDGiCszV4g6c/C6fW0cvGsrVDtwfDyoZ3X8ZhlPK/rBz668GPzZj3e86Ae/yHRCdfCRg585nsxikh3Bs+FMqFHuvW4VEw9LQ8gn1rUsauK84a3j0gEgUZPeNH8uIvgvf/ny4q91Re9viBrIveUNwcVjYKiYWMfQpje24dl8C0KXSXaq2cGEO/JtJeUHz4QhUcuP8PjN5lguFLZYl493vBPqWlyg8WYTeynGixx8VFRUVFRU1MJR5OAzRfa2LV4bGuc4eA495J1HupD3mRdguJXmHLyQtFpp7vhC9ancSx5E1VRx8KnOIEdUtTb7jJirYgtveM/BJ4bF5mnuSokZRuEHnxiB4+C5znn7DHOVFQdv1E/bbhw8Eeoi+feV7ztT5ODnId4Jey0uoHiRg5+DIgd/nBQ5+LnFC4atgW3iPN0Dj/QaF1w6sNV5xov4VLWQbabwiYcEKWL1S3iBwLC6V7FzhNP+7m67BO8/T4rHh4ji4CUYog9eQXTj4OHzBFiV4lcIW5EvbxuiX8ys72zi6fLxjhevxfmPN5vYSzFe5OCjoqKioqKiFo5OqCf4qLmJ2560O73UMfDLDQFJ7gcPA9gkKwuAVD0ip+r1UKoy1mkP+MCjnkg5uvkyMakJghR8q0iBm2HufnmJ/G9b7VGvH+AZioHv0u6oqKiohar4BB8VFRUVFbUEdUI9wUcOfvbx2v3SHQcPBGx4x+1SGK9g5ZkhBceOdg5ex1N+8ABVBFk5d5WvTStLe/tyVp5YgIK75wogHfcnsfeDJ0JFwv1Qay8TUO6yDyIHf+zinbDX4gKKFzn4RaYTqoOPHPxhxJOOxew72gv9EPEIfvIdLBqGMg5eEA4f6aHxYOheDekLoPzkyZnYMNOQKxO5eqRWGsVEvJQFHIxX+V8UJXQergejodh3bdLj/OAjB3/c4p241+LCiTeb2EsxXuTgo6KioqKiohaOTqgn+BmG6GUW5aM5bHa8482mrd2H6NVngnDYWvJy/tBdy7+gUsdCrHXpbEV8uUJCqg3aD54rIrbZXs4/rQHAaOMgf+D6zx9cd+rA1G/+/X/w7WMWWJvFYBZIXga1DdGrLHpdUtUCwbA8RO9POqz9eTSH6OcST2uxxjthr8UFFO9YnDvHO14col+qikP0Rx6P2uIVKWJT8Zw44FO5WrVcxA95Z85s0/3gAcDqmfbBED25IfoHfzg09PCdu3p33r+714pMuqH71NaAopy6IXqxFqxfO5CO19kbnkjVF0E7/CuIOER/vOLFa3H+480m9lKMt2iH6E+oDj5q6ejcy9ZPvuA1Z2D56mXzXZWoqKioBanYwUcdHVHoCCezWCdwdFPGMzp7cqJmiVh43n3F6l77Ox99dfZdxcEb0kPvPncdMQWT7NoogcNqH4WofVRUVNSC1IKeZEdEV813HaKioqKiohajFvoT/O0IH/qOSJGDP3bx8qdgF8/5xOt12E+4Y0LFqkl2QbY84zl4QlCGFTXBLy8bprL13vDOJ94YI5JPuDPMFZCoeD6gnlinveF1m7Q3fOTg5yVevBbnP17k4BeZFkwHT0Qy03IROeKOPk6yO3bxRE2mI/L+7ABqojh4qEl2wXC66uFbZFH8NMh+k+WfEblJb5A2Dt5NeqOaZ9SlQUnG3TMBrAas9A8KCc10fJ2ARtCOyMHr8vGOF6/F+Y83m9hLMd6inWS3kIboLwPwIQArRYSKDl2Xo6KioqKiomanBeUHT0SDAG4GcJuI3EZEcrQ6dyK6ecuWLdffeeedN+eL9gBYlZfL8L/SdHkEwEBeXg5gf5fN68/0d7pt93jH69bWoxZPgHJqszIz9libxSPyy4kwIjb7LjOWp9bH0/7zlrDcWpt/Rr5MNCIiAwBA4LK1dhIAjOE9VuyqbLtclnw5M48A2fqGeTmJj6ef4A1juc3rwsaXDWNExNW3bPN2JIw9Ir59s9if7fu222fdjuXhHr8jPXdmc20c73jxWpz/eMfiXD3e8eZyLd6R/5uToh98LhHZC+B6IrqJiLYc7e3fdddd4wBunO92LkURwhnvesa6MWpFtTyZcfxIf2i6rGNmUZ7l70M+9Ne7zcKPioqKWohaUB18IRG5kYiuw2H+aspn3XebeX8FFvFkiaioqKioqMPRguzgc90gIlcf5nd2ovuPgkEAl893o6KioqKioo6HFnIHf9gSkZ3IOvlpIqJLADxnvusYFRUVFRV1PLSQZtFHRUVFRUVFHSXFDj4qKioqKmoJKnbwUVFRUVFRS1Cxg4+KioqKilqCWrAd/Bxm0EdFRUVFRUXlWrAdfFRUVFRUVNTcFTv4qKioqKioJajYwUdFRUVFRS1BxQ4+KioqKipqCSp28FFRUVFRUUtQsYOPioqKiopaglpSuegPofUAthDR8By/vwJAOt+NyGUWSF0YmaFqrMvCrYsBIADsfFck1mXGuiyEcyXWpbsY3T3sD6UBAH81H5UmEZmPuItORHT7QmHzF0pdCnteEbkx1mXB1uUmAHeIyGFZL8e6HNe6LIjrOdZlcdTlcBSH6KOioqKiopagYgcfFRUVFRW1BBU7+KioqKioqCWo2MFHRUVFRUUtQcUOPioqKioqagkqdvBRUVFRUVFLUBGTm6WIaFBE9s53PWJdYl0WYz1iXWJdYl3mod6xg4+KioqKilp6ikP0UVFRUVFRS1Cxg4+KioqKilqCih18VFRUVFTUElTs4KOioqKiopagYgcfFRUVFRW1BBU7+KioqKioqCWo2MFHRUVFRUUtQcUOfhGKiG6Y7zpERUVFHW0tpHvbTHUhovfPd/1mo9jBH0JENEhEtxOR5P8fnOf6bAFw0wLYLzcRUUPtly3zVI9BIro1r4cQ0Z3zVZe2el1FRPOWRaqI3/Zv3s6btvNlPushHf7dPk912UJEO/I67JjP8zavy53zeZ/L239zh+XFudM4XudOt7rkn12HBXAPno1iB39ovR/AXSJCAO7K/54XEdHNAO4EsBB+ZFwH4DK1X26dp+q8P98fZ+R1uXEe61Lsn82Yx/Mk12YAt4kIqX83ztP+uCmvzxkAVgK4br6e1Nr2BwG4A8CH5qMuAG4H8J68Hu/J/54v3QTgjrwuH8Jx7sCIaAeye1v7cn3unAFg87Hu5GeoyxYiamCe7y+Ho9jBH1rXAbglL9+S/z0vEpHiZjDfGgTwIRHZmdfrRmQX4XzoNmQ3yZ1t9ZsX5U8+NyO7Yc+nNuf1KZ4Qb57H0aerkJ0ve/N/Z4jILUe81SNUPsx6l4jcMd91WQC6qvgBmO+P43qu5OdEp3tbcO4g+/Fx1XzURUTuEpGVC+QePCvFDv7Q2qw6sp2Yv45swUhE7tA36PwX9bzcsPOLbmc+jCfIOter53H33AzgxrYfHPOhYrj3MmRPzcD8DStuQfbUXgzR3zrfr1HyUZbrMH9P7wBwPYDb8/P2dmSjT/OlncWoChFdhXl8kGnTFhG5q/gjL8/7K7jFotjBR81Z+XveYlhxPm9OEJEb81/WtwCYl+Hf/IfOHfqGNI/742oRuV49+dw4X/sll36NshPz/w7z/QBumWeHsPcjHKKfz071egDvz39sHNMn5Kjjp+gmdwjl72Ouzp8SNwO4XUTOmOc6yXwPE6l3Y/P6tJo/ddyh6zBf+6fbpLr5PlZ53QYB7BCRlUe8scOPvQNZR3aHWjZv53B+Hd85H/uirR7BPlgI13Vejy0AbhaRyxbAPtkB4PriR3Net1uPxz14puOxUI7VoRSf4A+tO+CffG7I/z6hlQ/hbcmfEBfCUPRNxfvl4il6PirSYQLXvHXu+bv3m/LyILIn5vl6730bsiH6eT9Gua7L6zTf0sPiNyAb2ZgX5a9PtuTH6P1YOPe525CNLAyqui2EY7coFDv4Q+tGAFvyp7MtmOeh6AWiqwBMw7DmqS7F8WjkddiMeIyAbMi1OG93ACgmKM2Hirj6GF0/j/vmKmTkx3zregA35PvkhnneJzcimwfQALBzvoiLDvoQsnO3kf+bz/N40SkO0UdFRUVFRS1BxSf4qKioqKioJajYwUdFRUVFRS1BxQ4+KioqKipqCSp28FFRUVFRUUtQsYOPioqKiopagoodfFRUVFRU1BJU7OCjoqKioqKWoGIHHxUVFRUVtQQVO/ioqKioqKglqNjBR0VFRUVFLUHFDj4qKioqKmoJKnbwUVFRUVFRS1Cxg4+KioqKilqCih18VFRUVFTUElTs4KOioqKiopagYgcfFRUVFRW1BBU7+KioqKioqCWo2MFHRUVFRUUtQcUOPioqKioqagkqdvBRUfMgIpL5rsNiUdxXUVFzU+zgo6Kijpnm2jm3fe9D892OqKjFKBKJP46joo63iEhEhOa7Hgu1nSfK/omKOpaKT/BRUfMoIhokoluJSPJ/t+bLBonoZrX85k5Pwx3Wu2mm7arv3U5ENxBRo8P3bs+X7SCi67rEubnY3gzbur39//l6kv99k/pOg4je3+V7cqg2datDVNSJrNjBR0XNr24GsBfAyvzf3nxZ0UEVy7tp2np5p9xtu4WuArBZRFYCuBrA+1V97sqfnq8GcJ2KszdfvhLAZvWdjtsSkav1/9V6RESb82VnqFg3dfneofbVTO2JijphFYfoo6LmQcUQdP50ulJE9ubLBwE08tWmLW8ftm7/frfl7d9vHwLvVp+27d2hFm0GsFNEru62rZnKat0tAAaRddDvn+l7M7VppjpERZ2oSua7AlFRUUdP+ZPx4JFsQ3fueQe8M//z+vaO/wjrenO+7btE5MZiiD4qKuroKA7RR0XNr24DcFPx3h3ZMPVtAG7psHy2379uhu0esj7qHfoWALcj+8EQbI+I7iSiG46w7TcAuENE7phl5z7XNkVFnZCKHXxU1PzqPcg60Eb+bzBfdmP+eQPADmTvm2fz/b3IsLJu251Nfbbkw+G3A7hRRHa2bW8Hso75llls7y4ianT57EMA7sw/3wxgr/rR0Ol7c21TVNQJqfgOPipqAaoYaheRu/K/BwHsyCeRRUVFRR1S8Qk+KmphajOAW9Vs8/cjDkdHRUUdhuITfFTUAlWOu12HbCj6LgAfOpqT3KKiopa2YgcfFRUVFRW1BBWH6KOioqKiopagYgcfFRUVFRW1BBU7+KioqKioqCWo2MFHRUVFRUUtQcUOPioqKioqagkqdvBRUVFRUVFLULGDj4qKioqKWoKKHXxUVFRUVNQSVOzgo6KioqKilqBiBx8VFRUVFbUEFTv4qKioqKioJajYwUdFRUVFRS1BxQ4+KioqKipqCSp28FFRUVFRUUtQsYOPioqKiopagvr/Acg6ukJudwtPAAAAJXRFWHRkYXRlOmNyZWF0ZQAyMDE4LTA5LTE5VDIyOjU1OjM4LTA0OjAwtbMKoQAAACV0RVh0ZGF0ZTptb2RpZnkAMjAxOC0wOS0xOVQyMjo1NTozOC0wNDowMMTush0AAAAgdEVYdHBkZjpIaVJlc0JvdW5kaW5nQm94ADUwNHg1MDQrMCswpXe8owAAABR0RVh0cGRmOlZlcnNpb24AUERGLTEuNCAcRzp4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "display(Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/Gefit_DMSO.p300.diffBind_MA.png\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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>seqnames</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>width</th>\n",
       "      <th>strand</th>\n",
       "      <th>Conc</th>\n",
       "      <th>Conc_Gefit</th>\n",
       "      <th>Conc_DMSO</th>\n",
       "      <th>Fold</th>\n",
       "      <th>p.value</th>\n",
       "      <th>FDR</th>\n",
       "      <th>SYMBOL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chr14</td>\n",
       "      <td>84402349</td>\n",
       "      <td>84405577</td>\n",
       "      <td>3229</td>\n",
       "      <td>*</td>\n",
       "      <td>9.92</td>\n",
       "      <td>9.71</td>\n",
       "      <td>10.10</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>2.360000e-10</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chr22</td>\n",
       "      <td>23520811</td>\n",
       "      <td>23522459</td>\n",
       "      <td>1649</td>\n",
       "      <td>*</td>\n",
       "      <td>9.09</td>\n",
       "      <td>8.76</td>\n",
       "      <td>9.35</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>8.950000e-10</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chr18</td>\n",
       "      <td>48841289</td>\n",
       "      <td>48843780</td>\n",
       "      <td>2492</td>\n",
       "      <td>*</td>\n",
       "      <td>9.07</td>\n",
       "      <td>8.77</td>\n",
       "      <td>9.32</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>1.630000e-09</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>CTIF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>chrX</td>\n",
       "      <td>46324970</td>\n",
       "      <td>46328785</td>\n",
       "      <td>3816</td>\n",
       "      <td>*</td>\n",
       "      <td>10.14</td>\n",
       "      <td>9.96</td>\n",
       "      <td>10.29</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>2.690000e-09</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chr20</td>\n",
       "      <td>14984739</td>\n",
       "      <td>14987523</td>\n",
       "      <td>2785</td>\n",
       "      <td>*</td>\n",
       "      <td>9.97</td>\n",
       "      <td>9.79</td>\n",
       "      <td>10.14</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>2.710000e-09</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>MACROD2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>chr15</td>\n",
       "      <td>35429101</td>\n",
       "      <td>35432348</td>\n",
       "      <td>3248</td>\n",
       "      <td>*</td>\n",
       "      <td>9.58</td>\n",
       "      <td>9.33</td>\n",
       "      <td>9.79</td>\n",
       "      <td>-0.46</td>\n",
       "      <td>2.960000e-09</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>DPH6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>chr9</td>\n",
       "      <td>82923095</td>\n",
       "      <td>82925483</td>\n",
       "      <td>2389</td>\n",
       "      <td>*</td>\n",
       "      <td>9.63</td>\n",
       "      <td>9.43</td>\n",
       "      <td>9.81</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>4.720000e-09</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>chr1</td>\n",
       "      <td>98103463</td>\n",
       "      <td>98106103</td>\n",
       "      <td>2641</td>\n",
       "      <td>*</td>\n",
       "      <td>7.88</td>\n",
       "      <td>7.48</td>\n",
       "      <td>8.19</td>\n",
       "      <td>-0.71</td>\n",
       "      <td>5.280000e-09</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>chr12</td>\n",
       "      <td>89315912</td>\n",
       "      <td>89317426</td>\n",
       "      <td>1515</td>\n",
       "      <td>*</td>\n",
       "      <td>8.59</td>\n",
       "      <td>8.25</td>\n",
       "      <td>8.86</td>\n",
       "      <td>-0.62</td>\n",
       "      <td>1.440000e-08</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>chr11</td>\n",
       "      <td>13011433</td>\n",
       "      <td>13014001</td>\n",
       "      <td>2569</td>\n",
       "      <td>*</td>\n",
       "      <td>10.03</td>\n",
       "      <td>9.85</td>\n",
       "      <td>10.18</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>1.440000e-08</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>RASSF10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>chr2</td>\n",
       "      <td>67845469</td>\n",
       "      <td>67846876</td>\n",
       "      <td>1408</td>\n",
       "      <td>*</td>\n",
       "      <td>9.14</td>\n",
       "      <td>8.88</td>\n",
       "      <td>9.36</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>1.950000e-08</td>\n",
       "      <td>0.000016</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>chr4</td>\n",
       "      <td>120225508</td>\n",
       "      <td>120230243</td>\n",
       "      <td>4736</td>\n",
       "      <td>*</td>\n",
       "      <td>10.04</td>\n",
       "      <td>9.87</td>\n",
       "      <td>10.19</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>2.530000e-08</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>chr3</td>\n",
       "      <td>169240698</td>\n",
       "      <td>169245193</td>\n",
       "      <td>4496</td>\n",
       "      <td>*</td>\n",
       "      <td>9.53</td>\n",
       "      <td>9.28</td>\n",
       "      <td>9.75</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>3.040000e-08</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>MECOM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>chr5</td>\n",
       "      <td>92145589</td>\n",
       "      <td>92148503</td>\n",
       "      <td>2915</td>\n",
       "      <td>*</td>\n",
       "      <td>10.00</td>\n",
       "      <td>9.82</td>\n",
       "      <td>10.16</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>3.100000e-08</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>chr3</td>\n",
       "      <td>76872551</td>\n",
       "      <td>76874707</td>\n",
       "      <td>2157</td>\n",
       "      <td>*</td>\n",
       "      <td>8.95</td>\n",
       "      <td>8.68</td>\n",
       "      <td>9.18</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>3.190000e-08</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>ROBO2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>chr2</td>\n",
       "      <td>128368965</td>\n",
       "      <td>128370302</td>\n",
       "      <td>1338</td>\n",
       "      <td>*</td>\n",
       "      <td>8.86</td>\n",
       "      <td>8.56</td>\n",
       "      <td>9.10</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>3.820000e-08</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>chr10</td>\n",
       "      <td>120979438</td>\n",
       "      <td>120982525</td>\n",
       "      <td>3088</td>\n",
       "      <td>*</td>\n",
       "      <td>10.03</td>\n",
       "      <td>9.85</td>\n",
       "      <td>10.20</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>4.270000e-08</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>chr1</td>\n",
       "      <td>80532866</td>\n",
       "      <td>80535966</td>\n",
       "      <td>3101</td>\n",
       "      <td>*</td>\n",
       "      <td>9.39</td>\n",
       "      <td>9.15</td>\n",
       "      <td>9.59</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>5.810000e-08</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>chr5</td>\n",
       "      <td>86870896</td>\n",
       "      <td>86873078</td>\n",
       "      <td>2183</td>\n",
       "      <td>*</td>\n",
       "      <td>8.68</td>\n",
       "      <td>8.39</td>\n",
       "      <td>8.93</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>9.260000e-08</td>\n",
       "      <td>0.000044</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>chr5</td>\n",
       "      <td>123881318</td>\n",
       "      <td>123884125</td>\n",
       "      <td>2808</td>\n",
       "      <td>*</td>\n",
       "      <td>9.19</td>\n",
       "      <td>8.96</td>\n",
       "      <td>9.39</td>\n",
       "      <td>-0.43</td>\n",
       "      <td>9.460000e-08</td>\n",
       "      <td>0.000044</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>chr18</td>\n",
       "      <td>26334702</td>\n",
       "      <td>26337419</td>\n",
       "      <td>2718</td>\n",
       "      <td>*</td>\n",
       "      <td>10.02</td>\n",
       "      <td>9.85</td>\n",
       "      <td>10.17</td>\n",
       "      <td>-0.32</td>\n",
       "      <td>1.050000e-07</td>\n",
       "      <td>0.000044</td>\n",
       "      <td>TAF4B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>chr11</td>\n",
       "      <td>103405146</td>\n",
       "      <td>103407509</td>\n",
       "      <td>2364</td>\n",
       "      <td>*</td>\n",
       "      <td>9.48</td>\n",
       "      <td>9.28</td>\n",
       "      <td>9.65</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>1.060000e-07</td>\n",
       "      <td>0.000044</td>\n",
       "      <td>DYNC2H1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>chr10</td>\n",
       "      <td>106980148</td>\n",
       "      <td>106983107</td>\n",
       "      <td>2960</td>\n",
       "      <td>*</td>\n",
       "      <td>9.66</td>\n",
       "      <td>9.45</td>\n",
       "      <td>9.84</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>1.310000e-07</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>SORCS1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>chr13</td>\n",
       "      <td>57738277</td>\n",
       "      <td>57740343</td>\n",
       "      <td>2067</td>\n",
       "      <td>*</td>\n",
       "      <td>8.56</td>\n",
       "      <td>8.27</td>\n",
       "      <td>8.80</td>\n",
       "      <td>-0.52</td>\n",
       "      <td>1.440000e-07</td>\n",
       "      <td>0.000055</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>chr2</td>\n",
       "      <td>34365449</td>\n",
       "      <td>34366559</td>\n",
       "      <td>1111</td>\n",
       "      <td>*</td>\n",
       "      <td>8.22</td>\n",
       "      <td>7.88</td>\n",
       "      <td>8.50</td>\n",
       "      <td>-0.62</td>\n",
       "      <td>1.560000e-07</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>chr4</td>\n",
       "      <td>18930094</td>\n",
       "      <td>18933639</td>\n",
       "      <td>3546</td>\n",
       "      <td>*</td>\n",
       "      <td>10.05</td>\n",
       "      <td>9.89</td>\n",
       "      <td>10.19</td>\n",
       "      <td>-0.30</td>\n",
       "      <td>1.610000e-07</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>chr2</td>\n",
       "      <td>187574831</td>\n",
       "      <td>187576549</td>\n",
       "      <td>1719</td>\n",
       "      <td>*</td>\n",
       "      <td>9.64</td>\n",
       "      <td>9.44</td>\n",
       "      <td>9.82</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>2.170000e-07</td>\n",
       "      <td>0.000074</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>chr10</td>\n",
       "      <td>61992041</td>\n",
       "      <td>61995615</td>\n",
       "      <td>3575</td>\n",
       "      <td>*</td>\n",
       "      <td>8.96</td>\n",
       "      <td>8.70</td>\n",
       "      <td>9.19</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>2.380000e-07</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>ARID5B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>chr2</td>\n",
       "      <td>218359153</td>\n",
       "      <td>218360779</td>\n",
       "      <td>1627</td>\n",
       "      <td>*</td>\n",
       "      <td>8.20</td>\n",
       "      <td>7.85</td>\n",
       "      <td>8.48</td>\n",
       "      <td>-0.63</td>\n",
       "      <td>2.390000e-07</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>CATIP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>chr2</td>\n",
       "      <td>67894851</td>\n",
       "      <td>67896565</td>\n",
       "      <td>1715</td>\n",
       "      <td>*</td>\n",
       "      <td>9.73</td>\n",
       "      <td>9.56</td>\n",
       "      <td>9.89</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>2.560000e-07</td>\n",
       "      <td>0.000076</td>\n",
       "      <td>character(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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4923</th>\n",
       "      <td>chr12</td>\n",
       "      <td>85183781</td>\n",
       "      <td>85184420</td>\n",
       "      <td>640</td>\n",
       "      <td>*</td>\n",
       "      <td>5.34</td>\n",
       "      <td>5.09</td>\n",
       "      <td>5.56</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>1.060000e-01</td>\n",
       "      <td>0.198000</td>\n",
       "      <td>LRRIQ1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4924</th>\n",
       "      <td>chr4</td>\n",
       "      <td>38728564</td>\n",
       "      <td>38729078</td>\n",
       "      <td>515</td>\n",
       "      <td>*</td>\n",
       "      <td>4.69</td>\n",
       "      <td>4.32</td>\n",
       "      <td>4.98</td>\n",
       "      <td>-0.67</td>\n",
       "      <td>1.060000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4925</th>\n",
       "      <td>chr17</td>\n",
       "      <td>43438492</td>\n",
       "      <td>43439388</td>\n",
       "      <td>897</td>\n",
       "      <td>*</td>\n",
       "      <td>5.20</td>\n",
       "      <td>4.91</td>\n",
       "      <td>5.44</td>\n",
       "      <td>-0.53</td>\n",
       "      <td>1.060000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4926</th>\n",
       "      <td>chr12</td>\n",
       "      <td>24760151</td>\n",
       "      <td>24760625</td>\n",
       "      <td>475</td>\n",
       "      <td>*</td>\n",
       "      <td>4.58</td>\n",
       "      <td>4.25</td>\n",
       "      <td>4.86</td>\n",
       "      <td>-0.61</td>\n",
       "      <td>1.060000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4927</th>\n",
       "      <td>chr1</td>\n",
       "      <td>31154612</td>\n",
       "      <td>31155813</td>\n",
       "      <td>1202</td>\n",
       "      <td>*</td>\n",
       "      <td>6.75</td>\n",
       "      <td>6.32</td>\n",
       "      <td>7.08</td>\n",
       "      <td>-0.76</td>\n",
       "      <td>1.060000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4928</th>\n",
       "      <td>chr1</td>\n",
       "      <td>229218458</td>\n",
       "      <td>229218943</td>\n",
       "      <td>486</td>\n",
       "      <td>*</td>\n",
       "      <td>4.72</td>\n",
       "      <td>4.40</td>\n",
       "      <td>4.98</td>\n",
       "      <td>-0.58</td>\n",
       "      <td>1.060000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4929</th>\n",
       "      <td>chr3</td>\n",
       "      <td>115194377</td>\n",
       "      <td>115195116</td>\n",
       "      <td>740</td>\n",
       "      <td>*</td>\n",
       "      <td>4.94</td>\n",
       "      <td>4.65</td>\n",
       "      <td>5.19</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>1.060000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4930</th>\n",
       "      <td>chr13</td>\n",
       "      <td>89457925</td>\n",
       "      <td>89458388</td>\n",
       "      <td>464</td>\n",
       "      <td>*</td>\n",
       "      <td>4.81</td>\n",
       "      <td>4.40</td>\n",
       "      <td>5.12</td>\n",
       "      <td>-0.72</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4931</th>\n",
       "      <td>chr3</td>\n",
       "      <td>29512497</td>\n",
       "      <td>29513017</td>\n",
       "      <td>521</td>\n",
       "      <td>*</td>\n",
       "      <td>5.43</td>\n",
       "      <td>5.19</td>\n",
       "      <td>5.64</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>RBMS3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4932</th>\n",
       "      <td>chr13</td>\n",
       "      <td>75621028</td>\n",
       "      <td>75621699</td>\n",
       "      <td>672</td>\n",
       "      <td>*</td>\n",
       "      <td>5.36</td>\n",
       "      <td>5.10</td>\n",
       "      <td>5.57</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>LMO7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4933</th>\n",
       "      <td>chr14</td>\n",
       "      <td>53542531</td>\n",
       "      <td>53543132</td>\n",
       "      <td>602</td>\n",
       "      <td>*</td>\n",
       "      <td>5.26</td>\n",
       "      <td>5.01</td>\n",
       "      <td>5.47</td>\n",
       "      <td>-0.46</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4934</th>\n",
       "      <td>chr4</td>\n",
       "      <td>65009001</td>\n",
       "      <td>65009526</td>\n",
       "      <td>526</td>\n",
       "      <td>*</td>\n",
       "      <td>5.13</td>\n",
       "      <td>4.84</td>\n",
       "      <td>5.38</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4935</th>\n",
       "      <td>chr6</td>\n",
       "      <td>72251324</td>\n",
       "      <td>72252049</td>\n",
       "      <td>726</td>\n",
       "      <td>*</td>\n",
       "      <td>5.50</td>\n",
       "      <td>5.24</td>\n",
       "      <td>5.71</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>RIMS1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4936</th>\n",
       "      <td>chr15</td>\n",
       "      <td>92904129</td>\n",
       "      <td>92904748</td>\n",
       "      <td>620</td>\n",
       "      <td>*</td>\n",
       "      <td>4.71</td>\n",
       "      <td>4.31</td>\n",
       "      <td>5.01</td>\n",
       "      <td>-0.70</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>c(\"MIR3175\", \"CHD2\")</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4937</th>\n",
       "      <td>chr3</td>\n",
       "      <td>29536188</td>\n",
       "      <td>29536815</td>\n",
       "      <td>628</td>\n",
       "      <td>*</td>\n",
       "      <td>4.92</td>\n",
       "      <td>4.60</td>\n",
       "      <td>5.18</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>RBMS3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4938</th>\n",
       "      <td>chrX</td>\n",
       "      <td>3940150</td>\n",
       "      <td>3940877</td>\n",
       "      <td>728</td>\n",
       "      <td>*</td>\n",
       "      <td>6.01</td>\n",
       "      <td>5.80</td>\n",
       "      <td>6.20</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4939</th>\n",
       "      <td>chr2</td>\n",
       "      <td>117270092</td>\n",
       "      <td>117271175</td>\n",
       "      <td>1084</td>\n",
       "      <td>*</td>\n",
       "      <td>5.73</td>\n",
       "      <td>5.47</td>\n",
       "      <td>5.95</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4940</th>\n",
       "      <td>chr1</td>\n",
       "      <td>77770455</td>\n",
       "      <td>77771133</td>\n",
       "      <td>679</td>\n",
       "      <td>*</td>\n",
       "      <td>5.50</td>\n",
       "      <td>5.24</td>\n",
       "      <td>5.72</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4941</th>\n",
       "      <td>chr7</td>\n",
       "      <td>135174513</td>\n",
       "      <td>135175003</td>\n",
       "      <td>491</td>\n",
       "      <td>*</td>\n",
       "      <td>4.85</td>\n",
       "      <td>4.52</td>\n",
       "      <td>5.11</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4942</th>\n",
       "      <td>chr11</td>\n",
       "      <td>27215627</td>\n",
       "      <td>27216667</td>\n",
       "      <td>1041</td>\n",
       "      <td>*</td>\n",
       "      <td>7.13</td>\n",
       "      <td>6.99</td>\n",
       "      <td>7.25</td>\n",
       "      <td>-0.26</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4943</th>\n",
       "      <td>chr6</td>\n",
       "      <td>46948671</td>\n",
       "      <td>46949087</td>\n",
       "      <td>417</td>\n",
       "      <td>*</td>\n",
       "      <td>4.49</td>\n",
       "      <td>4.09</td>\n",
       "      <td>4.80</td>\n",
       "      <td>-0.71</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>ADGRF5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4944</th>\n",
       "      <td>chr17</td>\n",
       "      <td>47230852</td>\n",
       "      <td>47231344</td>\n",
       "      <td>493</td>\n",
       "      <td>*</td>\n",
       "      <td>5.78</td>\n",
       "      <td>5.54</td>\n",
       "      <td>5.99</td>\n",
       "      <td>-0.44</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4945</th>\n",
       "      <td>chr3</td>\n",
       "      <td>103614612</td>\n",
       "      <td>103615104</td>\n",
       "      <td>493</td>\n",
       "      <td>*</td>\n",
       "      <td>4.67</td>\n",
       "      <td>4.35</td>\n",
       "      <td>4.94</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4946</th>\n",
       "      <td>chr10</td>\n",
       "      <td>33196622</td>\n",
       "      <td>33197188</td>\n",
       "      <td>567</td>\n",
       "      <td>*</td>\n",
       "      <td>5.17</td>\n",
       "      <td>4.90</td>\n",
       "      <td>5.40</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>NRP1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4947</th>\n",
       "      <td>chr1</td>\n",
       "      <td>168863682</td>\n",
       "      <td>168864372</td>\n",
       "      <td>691</td>\n",
       "      <td>*</td>\n",
       "      <td>5.29</td>\n",
       "      <td>5.03</td>\n",
       "      <td>5.50</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4948</th>\n",
       "      <td>chr10</td>\n",
       "      <td>12720349</td>\n",
       "      <td>12720995</td>\n",
       "      <td>647</td>\n",
       "      <td>*</td>\n",
       "      <td>5.95</td>\n",
       "      <td>5.74</td>\n",
       "      <td>6.13</td>\n",
       "      <td>-0.40</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>CAMK1D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4949</th>\n",
       "      <td>chr11</td>\n",
       "      <td>36638015</td>\n",
       "      <td>36639236</td>\n",
       "      <td>1222</td>\n",
       "      <td>*</td>\n",
       "      <td>6.68</td>\n",
       "      <td>6.52</td>\n",
       "      <td>6.83</td>\n",
       "      <td>-0.31</td>\n",
       "      <td>1.070000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>C11orf74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4950</th>\n",
       "      <td>chr9</td>\n",
       "      <td>129559591</td>\n",
       "      <td>129560191</td>\n",
       "      <td>601</td>\n",
       "      <td>*</td>\n",
       "      <td>4.87</td>\n",
       "      <td>4.22</td>\n",
       "      <td>5.31</td>\n",
       "      <td>-1.09</td>\n",
       "      <td>1.080000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4951</th>\n",
       "      <td>chr6</td>\n",
       "      <td>110358663</td>\n",
       "      <td>110359790</td>\n",
       "      <td>1128</td>\n",
       "      <td>*</td>\n",
       "      <td>6.73</td>\n",
       "      <td>6.55</td>\n",
       "      <td>6.88</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>1.080000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>METTL24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4952</th>\n",
       "      <td>chr5</td>\n",
       "      <td>92039086</td>\n",
       "      <td>92039894</td>\n",
       "      <td>809</td>\n",
       "      <td>*</td>\n",
       "      <td>4.44</td>\n",
       "      <td>4.06</td>\n",
       "      <td>4.74</td>\n",
       "      <td>-0.68</td>\n",
       "      <td>1.080000e-01</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4953 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     seqnames      start        end  width strand   Conc  Conc_Gefit  \\\n",
       "0       chr14   84402349   84405577   3229      *   9.92        9.71   \n",
       "1       chr22   23520811   23522459   1649      *   9.09        8.76   \n",
       "2       chr18   48841289   48843780   2492      *   9.07        8.77   \n",
       "3        chrX   46324970   46328785   3816      *  10.14        9.96   \n",
       "4       chr20   14984739   14987523   2785      *   9.97        9.79   \n",
       "5       chr15   35429101   35432348   3248      *   9.58        9.33   \n",
       "6        chr9   82923095   82925483   2389      *   9.63        9.43   \n",
       "7        chr1   98103463   98106103   2641      *   7.88        7.48   \n",
       "8       chr12   89315912   89317426   1515      *   8.59        8.25   \n",
       "9       chr11   13011433   13014001   2569      *  10.03        9.85   \n",
       "10       chr2   67845469   67846876   1408      *   9.14        8.88   \n",
       "11       chr4  120225508  120230243   4736      *  10.04        9.87   \n",
       "12       chr3  169240698  169245193   4496      *   9.53        9.28   \n",
       "13       chr5   92145589   92148503   2915      *  10.00        9.82   \n",
       "14       chr3   76872551   76874707   2157      *   8.95        8.68   \n",
       "15       chr2  128368965  128370302   1338      *   8.86        8.56   \n",
       "16      chr10  120979438  120982525   3088      *  10.03        9.85   \n",
       "17       chr1   80532866   80535966   3101      *   9.39        9.15   \n",
       "18       chr5   86870896   86873078   2183      *   8.68        8.39   \n",
       "19       chr5  123881318  123884125   2808      *   9.19        8.96   \n",
       "20      chr18   26334702   26337419   2718      *  10.02        9.85   \n",
       "21      chr11  103405146  103407509   2364      *   9.48        9.28   \n",
       "22      chr10  106980148  106983107   2960      *   9.66        9.45   \n",
       "23      chr13   57738277   57740343   2067      *   8.56        8.27   \n",
       "24       chr2   34365449   34366559   1111      *   8.22        7.88   \n",
       "25       chr4   18930094   18933639   3546      *  10.05        9.89   \n",
       "26       chr2  187574831  187576549   1719      *   9.64        9.44   \n",
       "27      chr10   61992041   61995615   3575      *   8.96        8.70   \n",
       "28       chr2  218359153  218360779   1627      *   8.20        7.85   \n",
       "29       chr2   67894851   67896565   1715      *   9.73        9.56   \n",
       "...       ...        ...        ...    ...    ...    ...         ...   \n",
       "4923    chr12   85183781   85184420    640      *   5.34        5.09   \n",
       "4924     chr4   38728564   38729078    515      *   4.69        4.32   \n",
       "4925    chr17   43438492   43439388    897      *   5.20        4.91   \n",
       "4926    chr12   24760151   24760625    475      *   4.58        4.25   \n",
       "4927     chr1   31154612   31155813   1202      *   6.75        6.32   \n",
       "4928     chr1  229218458  229218943    486      *   4.72        4.40   \n",
       "4929     chr3  115194377  115195116    740      *   4.94        4.65   \n",
       "4930    chr13   89457925   89458388    464      *   4.81        4.40   \n",
       "4931     chr3   29512497   29513017    521      *   5.43        5.19   \n",
       "4932    chr13   75621028   75621699    672      *   5.36        5.10   \n",
       "4933    chr14   53542531   53543132    602      *   5.26        5.01   \n",
       "4934     chr4   65009001   65009526    526      *   5.13        4.84   \n",
       "4935     chr6   72251324   72252049    726      *   5.50        5.24   \n",
       "4936    chr15   92904129   92904748    620      *   4.71        4.31   \n",
       "4937     chr3   29536188   29536815    628      *   4.92        4.60   \n",
       "4938     chrX    3940150    3940877    728      *   6.01        5.80   \n",
       "4939     chr2  117270092  117271175   1084      *   5.73        5.47   \n",
       "4940     chr1   77770455   77771133    679      *   5.50        5.24   \n",
       "4941     chr7  135174513  135175003    491      *   4.85        4.52   \n",
       "4942    chr11   27215627   27216667   1041      *   7.13        6.99   \n",
       "4943     chr6   46948671   46949087    417      *   4.49        4.09   \n",
       "4944    chr17   47230852   47231344    493      *   5.78        5.54   \n",
       "4945     chr3  103614612  103615104    493      *   4.67        4.35   \n",
       "4946    chr10   33196622   33197188    567      *   5.17        4.90   \n",
       "4947     chr1  168863682  168864372    691      *   5.29        5.03   \n",
       "4948    chr10   12720349   12720995    647      *   5.95        5.74   \n",
       "4949    chr11   36638015   36639236   1222      *   6.68        6.52   \n",
       "4950     chr9  129559591  129560191    601      *   4.87        4.22   \n",
       "4951     chr6  110358663  110359790   1128      *   6.73        6.55   \n",
       "4952     chr5   92039086   92039894    809      *   4.44        4.06   \n",
       "\n",
       "      Conc_DMSO  Fold       p.value       FDR                SYMBOL  \n",
       "0         10.10 -0.39  2.360000e-10  0.000002          character(0)  \n",
       "1          9.35 -0.59  8.950000e-10  0.000004          character(0)  \n",
       "2          9.32 -0.55  1.630000e-09  0.000005                  CTIF  \n",
       "3         10.29 -0.33  2.690000e-09  0.000005          character(0)  \n",
       "4         10.14 -0.35  2.710000e-09  0.000005               MACROD2  \n",
       "5          9.79 -0.46  2.960000e-09  0.000005                  DPH6  \n",
       "6          9.81 -0.38  4.720000e-09  0.000006          character(0)  \n",
       "7          8.19 -0.71  5.280000e-09  0.000006          character(0)  \n",
       "8          8.86 -0.62  1.440000e-08  0.000013          character(0)  \n",
       "9         10.18 -0.34  1.440000e-08  0.000013               RASSF10  \n",
       "10         9.36 -0.48  1.950000e-08  0.000016          character(0)  \n",
       "11        10.19 -0.33  2.530000e-08  0.000019          character(0)  \n",
       "12         9.75 -0.47  3.040000e-08  0.000020                 MECOM  \n",
       "13        10.16 -0.34  3.100000e-08  0.000020          character(0)  \n",
       "14         9.18 -0.50  3.190000e-08  0.000020                 ROBO2  \n",
       "15         9.10 -0.54  3.820000e-08  0.000022          character(0)  \n",
       "16        10.20 -0.35  4.270000e-08  0.000023          character(0)  \n",
       "17         9.59 -0.45  5.810000e-08  0.000030          character(0)  \n",
       "18         8.93 -0.55  9.260000e-08  0.000044          character(0)  \n",
       "19         9.39 -0.43  9.460000e-08  0.000044          character(0)  \n",
       "20        10.17 -0.32  1.050000e-07  0.000044                 TAF4B  \n",
       "21         9.65 -0.37  1.060000e-07  0.000044               DYNC2H1  \n",
       "22         9.84 -0.39  1.310000e-07  0.000053                SORCS1  \n",
       "23         8.80 -0.52  1.440000e-07  0.000055          character(0)  \n",
       "24         8.50 -0.62  1.560000e-07  0.000057          character(0)  \n",
       "25        10.19 -0.30  1.610000e-07  0.000057          character(0)  \n",
       "26         9.82 -0.38  2.170000e-07  0.000074          character(0)  \n",
       "27         9.19 -0.49  2.380000e-07  0.000076                ARID5B  \n",
       "28         8.48 -0.63  2.390000e-07  0.000076                 CATIP  \n",
       "29         9.89 -0.33  2.560000e-07  0.000076          character(0)  \n",
       "...         ...   ...           ...       ...                   ...  \n",
       "4923       5.56 -0.48  1.060000e-01  0.198000                LRRIQ1  \n",
       "4924       4.98 -0.67  1.060000e-01  0.199000          character(0)  \n",
       "4925       5.44 -0.53  1.060000e-01  0.199000          character(0)  \n",
       "4926       4.86 -0.61  1.060000e-01  0.199000          character(0)  \n",
       "4927       7.08 -0.76  1.060000e-01  0.199000          character(0)  \n",
       "4928       4.98 -0.58  1.060000e-01  0.199000          character(0)  \n",
       "4929       5.19 -0.54  1.060000e-01  0.199000          character(0)  \n",
       "4930       5.12 -0.72  1.070000e-01  0.199000          character(0)  \n",
       "4931       5.64 -0.45  1.070000e-01  0.199000                 RBMS3  \n",
       "4932       5.57 -0.47  1.070000e-01  0.199000                  LMO7  \n",
       "4933       5.47 -0.46  1.070000e-01  0.199000          character(0)  \n",
       "4934       5.38 -0.54  1.070000e-01  0.199000          character(0)  \n",
       "4935       5.71 -0.47  1.070000e-01  0.199000                 RIMS1  \n",
       "4936       5.01 -0.70  1.070000e-01  0.199000  c(\"MIR3175\", \"CHD2\")  \n",
       "4937       5.18 -0.59  1.070000e-01  0.199000                 RBMS3  \n",
       "4938       6.20 -0.39  1.070000e-01  0.199000          character(0)  \n",
       "4939       5.95 -0.48  1.070000e-01  0.199000          character(0)  \n",
       "4940       5.72 -0.47  1.070000e-01  0.199000          character(0)  \n",
       "4941       5.11 -0.59  1.070000e-01  0.200000          character(0)  \n",
       "4942       7.25 -0.26  1.070000e-01  0.200000          character(0)  \n",
       "4943       4.80 -0.71  1.070000e-01  0.200000                ADGRF5  \n",
       "4944       5.99 -0.44  1.070000e-01  0.200000          character(0)  \n",
       "4945       4.94 -0.59  1.070000e-01  0.200000          character(0)  \n",
       "4946       5.40 -0.50  1.070000e-01  0.200000                  NRP1  \n",
       "4947       5.50 -0.47  1.070000e-01  0.200000          character(0)  \n",
       "4948       6.13 -0.40  1.070000e-01  0.200000                CAMK1D  \n",
       "4949       6.83 -0.31  1.070000e-01  0.200000              C11orf74  \n",
       "4950       5.31 -1.09  1.080000e-01  0.200000          character(0)  \n",
       "4951       6.88 -0.33  1.080000e-01  0.200000               METTL24  \n",
       "4952       4.74 -0.68  1.080000e-01  0.200000          character(0)  \n",
       "\n",
       "[4953 rows x 12 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.read_csv('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/Gefit_DMSO.p300.diffBind.txt', \n",
    "            sep='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### DMSO vs Vorinostat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "module load ImageMagick\n",
    "convert /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/Vorino_DMSO.p300.diffBind_MA.pdf /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/Vorino_DMSO.p300.diffBind_MA.png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "display(Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/Vorino_DMSO.p300.diffBind_MA.png\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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>seqnames</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>width</th>\n",
       "      <th>strand</th>\n",
       "      <th>Conc</th>\n",
       "      <th>Conc_Vorino</th>\n",
       "      <th>Conc_DMSO</th>\n",
       "      <th>Fold</th>\n",
       "      <th>p.value</th>\n",
       "      <th>FDR</th>\n",
       "      <th>SYMBOL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chr5</td>\n",
       "      <td>67267566</td>\n",
       "      <td>67269032</td>\n",
       "      <td>1467</td>\n",
       "      <td>*</td>\n",
       "      <td>8.76</td>\n",
       "      <td>7.23</td>\n",
       "      <td>9.28</td>\n",
       "      <td>-2.05</td>\n",
       "      <td>1.710000e-47</td>\n",
       "      <td>3.830000e-43</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chr16</td>\n",
       "      <td>53037321</td>\n",
       "      <td>53038010</td>\n",
       "      <td>690</td>\n",
       "      <td>*</td>\n",
       "      <td>7.10</td>\n",
       "      <td>4.71</td>\n",
       "      <td>7.72</td>\n",
       "      <td>-3.01</td>\n",
       "      <td>7.890000e-37</td>\n",
       "      <td>8.830000e-33</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chr11</td>\n",
       "      <td>952145</td>\n",
       "      <td>953085</td>\n",
       "      <td>941</td>\n",
       "      <td>*</td>\n",
       "      <td>6.89</td>\n",
       "      <td>4.08</td>\n",
       "      <td>7.54</td>\n",
       "      <td>-3.47</td>\n",
       "      <td>1.970000e-36</td>\n",
       "      <td>1.470000e-32</td>\n",
       "      <td>AP2A2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>chr10</td>\n",
       "      <td>61746132</td>\n",
       "      <td>61748094</td>\n",
       "      <td>1963</td>\n",
       "      <td>*</td>\n",
       "      <td>8.35</td>\n",
       "      <td>9.21</td>\n",
       "      <td>7.24</td>\n",
       "      <td>1.96</td>\n",
       "      <td>2.020000e-33</td>\n",
       "      <td>1.130000e-29</td>\n",
       "      <td>C10orf107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chr2</td>\n",
       "      <td>179058079</td>\n",
       "      <td>179059757</td>\n",
       "      <td>1679</td>\n",
       "      <td>*</td>\n",
       "      <td>7.11</td>\n",
       "      <td>5.03</td>\n",
       "      <td>7.71</td>\n",
       "      <td>-2.68</td>\n",
       "      <td>1.300000e-30</td>\n",
       "      <td>5.820000e-27</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>chr8</td>\n",
       "      <td>38553041</td>\n",
       "      <td>38554339</td>\n",
       "      <td>1299</td>\n",
       "      <td>*</td>\n",
       "      <td>6.54</td>\n",
       "      <td>3.35</td>\n",
       "      <td>7.22</td>\n",
       "      <td>-3.87</td>\n",
       "      <td>1.050000e-29</td>\n",
       "      <td>3.910000e-26</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>chr16</td>\n",
       "      <td>53041087</td>\n",
       "      <td>53042077</td>\n",
       "      <td>991</td>\n",
       "      <td>*</td>\n",
       "      <td>7.24</td>\n",
       "      <td>5.41</td>\n",
       "      <td>7.81</td>\n",
       "      <td>-2.40</td>\n",
       "      <td>2.070000e-29</td>\n",
       "      <td>6.620000e-26</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>chr17</td>\n",
       "      <td>73410446</td>\n",
       "      <td>73411788</td>\n",
       "      <td>1343</td>\n",
       "      <td>*</td>\n",
       "      <td>8.84</td>\n",
       "      <td>7.76</td>\n",
       "      <td>9.28</td>\n",
       "      <td>-1.52</td>\n",
       "      <td>3.560000e-29</td>\n",
       "      <td>9.950000e-26</td>\n",
       "      <td>SDK2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>chr2</td>\n",
       "      <td>230870529</td>\n",
       "      <td>230871536</td>\n",
       "      <td>1008</td>\n",
       "      <td>*</td>\n",
       "      <td>7.55</td>\n",
       "      <td>5.99</td>\n",
       "      <td>8.07</td>\n",
       "      <td>-2.08</td>\n",
       "      <td>1.010000e-26</td>\n",
       "      <td>2.420000e-23</td>\n",
       "      <td>ITM2C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>chr3</td>\n",
       "      <td>123799478</td>\n",
       "      <td>123800390</td>\n",
       "      <td>913</td>\n",
       "      <td>*</td>\n",
       "      <td>6.85</td>\n",
       "      <td>4.75</td>\n",
       "      <td>7.44</td>\n",
       "      <td>-2.69</td>\n",
       "      <td>1.080000e-26</td>\n",
       "      <td>2.420000e-23</td>\n",
       "      <td>MYLK</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>chr2</td>\n",
       "      <td>43220642</td>\n",
       "      <td>43221921</td>\n",
       "      <td>1280</td>\n",
       "      <td>*</td>\n",
       "      <td>7.63</td>\n",
       "      <td>6.26</td>\n",
       "      <td>8.13</td>\n",
       "      <td>-1.87</td>\n",
       "      <td>1.650000e-26</td>\n",
       "      <td>3.360000e-23</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>chr11</td>\n",
       "      <td>34631771</td>\n",
       "      <td>34633205</td>\n",
       "      <td>1435</td>\n",
       "      <td>*</td>\n",
       "      <td>8.04</td>\n",
       "      <td>6.83</td>\n",
       "      <td>8.50</td>\n",
       "      <td>-1.66</td>\n",
       "      <td>1.980000e-26</td>\n",
       "      <td>3.680000e-23</td>\n",
       "      <td>EHF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>chr7</td>\n",
       "      <td>16921238</td>\n",
       "      <td>16922309</td>\n",
       "      <td>1072</td>\n",
       "      <td>*</td>\n",
       "      <td>7.25</td>\n",
       "      <td>5.64</td>\n",
       "      <td>7.79</td>\n",
       "      <td>-2.15</td>\n",
       "      <td>7.900000e-26</td>\n",
       "      <td>1.360000e-22</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>chr2</td>\n",
       "      <td>150485238</td>\n",
       "      <td>150486624</td>\n",
       "      <td>1387</td>\n",
       "      <td>*</td>\n",
       "      <td>7.17</td>\n",
       "      <td>5.48</td>\n",
       "      <td>7.72</td>\n",
       "      <td>-2.24</td>\n",
       "      <td>9.540000e-26</td>\n",
       "      <td>1.500000e-22</td>\n",
       "      <td>RND3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>chr7</td>\n",
       "      <td>104926435</td>\n",
       "      <td>104927536</td>\n",
       "      <td>1102</td>\n",
       "      <td>*</td>\n",
       "      <td>7.95</td>\n",
       "      <td>6.67</td>\n",
       "      <td>8.42</td>\n",
       "      <td>-1.75</td>\n",
       "      <td>1.010000e-25</td>\n",
       "      <td>1.500000e-22</td>\n",
       "      <td>LHFPL3-AS2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>chr3</td>\n",
       "      <td>8010594</td>\n",
       "      <td>8012164</td>\n",
       "      <td>1571</td>\n",
       "      <td>*</td>\n",
       "      <td>7.33</td>\n",
       "      <td>5.76</td>\n",
       "      <td>7.86</td>\n",
       "      <td>-2.10</td>\n",
       "      <td>1.730000e-25</td>\n",
       "      <td>2.420000e-22</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>chr7</td>\n",
       "      <td>117435203</td>\n",
       "      <td>117436039</td>\n",
       "      <td>837</td>\n",
       "      <td>*</td>\n",
       "      <td>6.74</td>\n",
       "      <td>7.69</td>\n",
       "      <td>5.34</td>\n",
       "      <td>2.35</td>\n",
       "      <td>1.220000e-24</td>\n",
       "      <td>1.610000e-21</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>chr3</td>\n",
       "      <td>106107645</td>\n",
       "      <td>106108787</td>\n",
       "      <td>1143</td>\n",
       "      <td>*</td>\n",
       "      <td>7.51</td>\n",
       "      <td>6.06</td>\n",
       "      <td>8.02</td>\n",
       "      <td>-1.96</td>\n",
       "      <td>1.360000e-24</td>\n",
       "      <td>1.690000e-21</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>chr17</td>\n",
       "      <td>73408322</td>\n",
       "      <td>73409867</td>\n",
       "      <td>1546</td>\n",
       "      <td>*</td>\n",
       "      <td>7.62</td>\n",
       "      <td>6.30</td>\n",
       "      <td>8.11</td>\n",
       "      <td>-1.81</td>\n",
       "      <td>1.700000e-24</td>\n",
       "      <td>2.000000e-21</td>\n",
       "      <td>SDK2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>chr2</td>\n",
       "      <td>66962595</td>\n",
       "      <td>66963683</td>\n",
       "      <td>1089</td>\n",
       "      <td>*</td>\n",
       "      <td>7.33</td>\n",
       "      <td>5.80</td>\n",
       "      <td>7.85</td>\n",
       "      <td>-2.06</td>\n",
       "      <td>2.920000e-24</td>\n",
       "      <td>3.260000e-21</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>chr7</td>\n",
       "      <td>5425406</td>\n",
       "      <td>5426627</td>\n",
       "      <td>1222</td>\n",
       "      <td>*</td>\n",
       "      <td>6.98</td>\n",
       "      <td>5.03</td>\n",
       "      <td>7.56</td>\n",
       "      <td>-2.53</td>\n",
       "      <td>3.680000e-24</td>\n",
       "      <td>3.920000e-21</td>\n",
       "      <td>TNRC18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>chr6</td>\n",
       "      <td>142374465</td>\n",
       "      <td>142376650</td>\n",
       "      <td>2186</td>\n",
       "      <td>*</td>\n",
       "      <td>7.52</td>\n",
       "      <td>8.32</td>\n",
       "      <td>6.51</td>\n",
       "      <td>1.82</td>\n",
       "      <td>5.620000e-24</td>\n",
       "      <td>5.720000e-21</td>\n",
       "      <td>ADGRG6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>chr9</td>\n",
       "      <td>18224650</td>\n",
       "      <td>18226551</td>\n",
       "      <td>1902</td>\n",
       "      <td>*</td>\n",
       "      <td>7.65</td>\n",
       "      <td>6.40</td>\n",
       "      <td>8.12</td>\n",
       "      <td>-1.72</td>\n",
       "      <td>6.150000e-24</td>\n",
       "      <td>5.980000e-21</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>chr7</td>\n",
       "      <td>41467516</td>\n",
       "      <td>41468228</td>\n",
       "      <td>713</td>\n",
       "      <td>*</td>\n",
       "      <td>6.75</td>\n",
       "      <td>4.88</td>\n",
       "      <td>7.32</td>\n",
       "      <td>-2.43</td>\n",
       "      <td>8.570000e-24</td>\n",
       "      <td>8.000000e-21</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>chr19</td>\n",
       "      <td>13091418</td>\n",
       "      <td>13092481</td>\n",
       "      <td>1064</td>\n",
       "      <td>*</td>\n",
       "      <td>6.80</td>\n",
       "      <td>4.86</td>\n",
       "      <td>7.38</td>\n",
       "      <td>-2.52</td>\n",
       "      <td>4.450000e-23</td>\n",
       "      <td>3.910000e-20</td>\n",
       "      <td>NFIX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>chr18</td>\n",
       "      <td>9417060</td>\n",
       "      <td>9418505</td>\n",
       "      <td>1446</td>\n",
       "      <td>*</td>\n",
       "      <td>6.67</td>\n",
       "      <td>4.59</td>\n",
       "      <td>7.26</td>\n",
       "      <td>-2.67</td>\n",
       "      <td>4.540000e-23</td>\n",
       "      <td>3.910000e-20</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>chr15</td>\n",
       "      <td>63460331</td>\n",
       "      <td>63461578</td>\n",
       "      <td>1248</td>\n",
       "      <td>*</td>\n",
       "      <td>7.76</td>\n",
       "      <td>6.49</td>\n",
       "      <td>8.24</td>\n",
       "      <td>-1.75</td>\n",
       "      <td>5.220000e-23</td>\n",
       "      <td>4.330000e-20</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>chr6</td>\n",
       "      <td>133427572</td>\n",
       "      <td>133428887</td>\n",
       "      <td>1316</td>\n",
       "      <td>*</td>\n",
       "      <td>7.90</td>\n",
       "      <td>8.67</td>\n",
       "      <td>6.96</td>\n",
       "      <td>1.71</td>\n",
       "      <td>5.610000e-23</td>\n",
       "      <td>4.480000e-20</td>\n",
       "      <td>EYA4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>chr2</td>\n",
       "      <td>43193471</td>\n",
       "      <td>43195210</td>\n",
       "      <td>1740</td>\n",
       "      <td>*</td>\n",
       "      <td>7.63</td>\n",
       "      <td>6.23</td>\n",
       "      <td>8.13</td>\n",
       "      <td>-1.90</td>\n",
       "      <td>1.320000e-22</td>\n",
       "      <td>1.020000e-19</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>chr3</td>\n",
       "      <td>138356649</td>\n",
       "      <td>138357366</td>\n",
       "      <td>718</td>\n",
       "      <td>*</td>\n",
       "      <td>5.75</td>\n",
       "      <td>1.66</td>\n",
       "      <td>6.45</td>\n",
       "      <td>-4.80</td>\n",
       "      <td>2.020000e-22</td>\n",
       "      <td>1.510000e-19</td>\n",
       "      <td>MRAS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8974</th>\n",
       "      <td>chr10</td>\n",
       "      <td>35770887</td>\n",
       "      <td>35771546</td>\n",
       "      <td>660</td>\n",
       "      <td>*</td>\n",
       "      <td>6.00</td>\n",
       "      <td>5.70</td>\n",
       "      <td>6.17</td>\n",
       "      <td>-0.47</td>\n",
       "      <td>7.960000e-02</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8975</th>\n",
       "      <td>chr19</td>\n",
       "      <td>30083457</td>\n",
       "      <td>30084350</td>\n",
       "      <td>894</td>\n",
       "      <td>*</td>\n",
       "      <td>5.15</td>\n",
       "      <td>4.70</td>\n",
       "      <td>5.39</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>7.960000e-02</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8976</th>\n",
       "      <td>chr2</td>\n",
       "      <td>226119087</td>\n",
       "      <td>226119572</td>\n",
       "      <td>486</td>\n",
       "      <td>*</td>\n",
       "      <td>3.93</td>\n",
       "      <td>4.47</td>\n",
       "      <td>3.41</td>\n",
       "      <td>1.05</td>\n",
       "      <td>7.960000e-02</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8977</th>\n",
       "      <td>chr14</td>\n",
       "      <td>63894316</td>\n",
       "      <td>63894582</td>\n",
       "      <td>267</td>\n",
       "      <td>*</td>\n",
       "      <td>3.30</td>\n",
       "      <td>2.11</td>\n",
       "      <td>3.76</td>\n",
       "      <td>-1.65</td>\n",
       "      <td>7.970000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>SYNE2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8978</th>\n",
       "      <td>chr10</td>\n",
       "      <td>93458771</td>\n",
       "      <td>93459169</td>\n",
       "      <td>399</td>\n",
       "      <td>*</td>\n",
       "      <td>3.84</td>\n",
       "      <td>3.09</td>\n",
       "      <td>4.18</td>\n",
       "      <td>-1.09</td>\n",
       "      <td>7.970000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>MYOF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8979</th>\n",
       "      <td>chr10</td>\n",
       "      <td>24096330</td>\n",
       "      <td>24096762</td>\n",
       "      <td>433</td>\n",
       "      <td>*</td>\n",
       "      <td>3.31</td>\n",
       "      <td>2.42</td>\n",
       "      <td>3.70</td>\n",
       "      <td>-1.28</td>\n",
       "      <td>7.980000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>KIAA1217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8980</th>\n",
       "      <td>chr4</td>\n",
       "      <td>95228380</td>\n",
       "      <td>95228949</td>\n",
       "      <td>570</td>\n",
       "      <td>*</td>\n",
       "      <td>4.21</td>\n",
       "      <td>4.69</td>\n",
       "      <td>3.77</td>\n",
       "      <td>0.92</td>\n",
       "      <td>7.980000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>UNC5C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8981</th>\n",
       "      <td>chr3</td>\n",
       "      <td>169138856</td>\n",
       "      <td>169139353</td>\n",
       "      <td>498</td>\n",
       "      <td>*</td>\n",
       "      <td>4.32</td>\n",
       "      <td>4.85</td>\n",
       "      <td>3.81</td>\n",
       "      <td>1.04</td>\n",
       "      <td>7.980000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>MECOM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8982</th>\n",
       "      <td>chr17</td>\n",
       "      <td>61254050</td>\n",
       "      <td>61254577</td>\n",
       "      <td>528</td>\n",
       "      <td>*</td>\n",
       "      <td>2.87</td>\n",
       "      <td>1.66</td>\n",
       "      <td>3.34</td>\n",
       "      <td>-1.68</td>\n",
       "      <td>7.980000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>BCAS3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8983</th>\n",
       "      <td>chr10</td>\n",
       "      <td>36173387</td>\n",
       "      <td>36173732</td>\n",
       "      <td>346</td>\n",
       "      <td>*</td>\n",
       "      <td>4.11</td>\n",
       "      <td>3.44</td>\n",
       "      <td>4.43</td>\n",
       "      <td>-0.99</td>\n",
       "      <td>7.990000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8984</th>\n",
       "      <td>chrX</td>\n",
       "      <td>133347461</td>\n",
       "      <td>133348075</td>\n",
       "      <td>615</td>\n",
       "      <td>*</td>\n",
       "      <td>4.58</td>\n",
       "      <td>4.02</td>\n",
       "      <td>4.86</td>\n",
       "      <td>-0.84</td>\n",
       "      <td>7.990000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>GPC4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8985</th>\n",
       "      <td>chr7</td>\n",
       "      <td>17288897</td>\n",
       "      <td>17289863</td>\n",
       "      <td>967</td>\n",
       "      <td>*</td>\n",
       "      <td>5.01</td>\n",
       "      <td>4.53</td>\n",
       "      <td>5.26</td>\n",
       "      <td>-0.73</td>\n",
       "      <td>7.990000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8986</th>\n",
       "      <td>chr1</td>\n",
       "      <td>217717801</td>\n",
       "      <td>217718452</td>\n",
       "      <td>652</td>\n",
       "      <td>*</td>\n",
       "      <td>4.61</td>\n",
       "      <td>4.08</td>\n",
       "      <td>4.88</td>\n",
       "      <td>-0.80</td>\n",
       "      <td>7.990000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>SPATA17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8987</th>\n",
       "      <td>chr15</td>\n",
       "      <td>62848614</td>\n",
       "      <td>62848864</td>\n",
       "      <td>251</td>\n",
       "      <td>*</td>\n",
       "      <td>2.99</td>\n",
       "      <td>1.95</td>\n",
       "      <td>3.42</td>\n",
       "      <td>-1.47</td>\n",
       "      <td>7.990000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8988</th>\n",
       "      <td>chr1</td>\n",
       "      <td>196654022</td>\n",
       "      <td>196654733</td>\n",
       "      <td>712</td>\n",
       "      <td>*</td>\n",
       "      <td>6.00</td>\n",
       "      <td>5.69</td>\n",
       "      <td>6.18</td>\n",
       "      <td>-0.49</td>\n",
       "      <td>8.000000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>CFH</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8989</th>\n",
       "      <td>chr2</td>\n",
       "      <td>160255429</td>\n",
       "      <td>160255773</td>\n",
       "      <td>345</td>\n",
       "      <td>*</td>\n",
       "      <td>4.22</td>\n",
       "      <td>4.74</td>\n",
       "      <td>3.73</td>\n",
       "      <td>1.01</td>\n",
       "      <td>8.000000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>ITGB6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8990</th>\n",
       "      <td>chrX</td>\n",
       "      <td>21168793</td>\n",
       "      <td>21169431</td>\n",
       "      <td>639</td>\n",
       "      <td>*</td>\n",
       "      <td>5.18</td>\n",
       "      <td>5.55</td>\n",
       "      <td>4.87</td>\n",
       "      <td>0.68</td>\n",
       "      <td>8.000000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8991</th>\n",
       "      <td>chr3</td>\n",
       "      <td>76822843</td>\n",
       "      <td>76823291</td>\n",
       "      <td>449</td>\n",
       "      <td>*</td>\n",
       "      <td>4.13</td>\n",
       "      <td>4.63</td>\n",
       "      <td>3.65</td>\n",
       "      <td>0.98</td>\n",
       "      <td>8.010000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>ROBO2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8992</th>\n",
       "      <td>chr10</td>\n",
       "      <td>114442090</td>\n",
       "      <td>114442733</td>\n",
       "      <td>644</td>\n",
       "      <td>*</td>\n",
       "      <td>4.47</td>\n",
       "      <td>3.90</td>\n",
       "      <td>4.75</td>\n",
       "      <td>-0.85</td>\n",
       "      <td>8.010000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>ABLIM1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8993</th>\n",
       "      <td>chr3</td>\n",
       "      <td>104898296</td>\n",
       "      <td>104898894</td>\n",
       "      <td>599</td>\n",
       "      <td>*</td>\n",
       "      <td>5.33</td>\n",
       "      <td>4.93</td>\n",
       "      <td>5.55</td>\n",
       "      <td>-0.62</td>\n",
       "      <td>8.010000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8994</th>\n",
       "      <td>chr12</td>\n",
       "      <td>19895455</td>\n",
       "      <td>19896180</td>\n",
       "      <td>726</td>\n",
       "      <td>*</td>\n",
       "      <td>5.39</td>\n",
       "      <td>5.72</td>\n",
       "      <td>5.13</td>\n",
       "      <td>0.59</td>\n",
       "      <td>8.020000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8995</th>\n",
       "      <td>chr14</td>\n",
       "      <td>41868157</td>\n",
       "      <td>41868720</td>\n",
       "      <td>564</td>\n",
       "      <td>*</td>\n",
       "      <td>4.91</td>\n",
       "      <td>4.44</td>\n",
       "      <td>5.16</td>\n",
       "      <td>-0.72</td>\n",
       "      <td>8.020000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>LRFN5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8996</th>\n",
       "      <td>chr3</td>\n",
       "      <td>55792006</td>\n",
       "      <td>55792342</td>\n",
       "      <td>337</td>\n",
       "      <td>*</td>\n",
       "      <td>3.37</td>\n",
       "      <td>3.98</td>\n",
       "      <td>2.75</td>\n",
       "      <td>1.22</td>\n",
       "      <td>8.020000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>ERC2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8997</th>\n",
       "      <td>chr1</td>\n",
       "      <td>31154612</td>\n",
       "      <td>31155813</td>\n",
       "      <td>1202</td>\n",
       "      <td>*</td>\n",
       "      <td>6.97</td>\n",
       "      <td>6.34</td>\n",
       "      <td>7.27</td>\n",
       "      <td>-0.93</td>\n",
       "      <td>8.020000e-02</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8998</th>\n",
       "      <td>chr5</td>\n",
       "      <td>13072732</td>\n",
       "      <td>13073584</td>\n",
       "      <td>853</td>\n",
       "      <td>*</td>\n",
       "      <td>4.07</td>\n",
       "      <td>3.42</td>\n",
       "      <td>4.39</td>\n",
       "      <td>-0.97</td>\n",
       "      <td>8.020000e-02</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8999</th>\n",
       "      <td>chr2</td>\n",
       "      <td>187959791</td>\n",
       "      <td>187960339</td>\n",
       "      <td>549</td>\n",
       "      <td>*</td>\n",
       "      <td>4.93</td>\n",
       "      <td>5.32</td>\n",
       "      <td>4.60</td>\n",
       "      <td>0.72</td>\n",
       "      <td>8.020000e-02</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9000</th>\n",
       "      <td>chr9</td>\n",
       "      <td>73013886</td>\n",
       "      <td>73014321</td>\n",
       "      <td>436</td>\n",
       "      <td>*</td>\n",
       "      <td>3.04</td>\n",
       "      <td>3.77</td>\n",
       "      <td>2.19</td>\n",
       "      <td>1.58</td>\n",
       "      <td>8.040000e-02</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>ALDH1A1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9001</th>\n",
       "      <td>chr15</td>\n",
       "      <td>96604626</td>\n",
       "      <td>96604919</td>\n",
       "      <td>294</td>\n",
       "      <td>*</td>\n",
       "      <td>3.63</td>\n",
       "      <td>2.79</td>\n",
       "      <td>4.01</td>\n",
       "      <td>-1.22</td>\n",
       "      <td>8.040000e-02</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9002</th>\n",
       "      <td>chr7</td>\n",
       "      <td>11689039</td>\n",
       "      <td>11689809</td>\n",
       "      <td>771</td>\n",
       "      <td>*</td>\n",
       "      <td>5.55</td>\n",
       "      <td>5.86</td>\n",
       "      <td>5.31</td>\n",
       "      <td>0.55</td>\n",
       "      <td>8.040000e-02</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>THSD7A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9003</th>\n",
       "      <td>chr2</td>\n",
       "      <td>160241647</td>\n",
       "      <td>160242185</td>\n",
       "      <td>539</td>\n",
       "      <td>*</td>\n",
       "      <td>5.18</td>\n",
       "      <td>5.53</td>\n",
       "      <td>4.88</td>\n",
       "      <td>0.65</td>\n",
       "      <td>8.040000e-02</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>ITGB6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9004 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     seqnames      start        end  width strand  Conc  Conc_Vorino  \\\n",
       "0        chr5   67267566   67269032   1467      *  8.76         7.23   \n",
       "1       chr16   53037321   53038010    690      *  7.10         4.71   \n",
       "2       chr11     952145     953085    941      *  6.89         4.08   \n",
       "3       chr10   61746132   61748094   1963      *  8.35         9.21   \n",
       "4        chr2  179058079  179059757   1679      *  7.11         5.03   \n",
       "5        chr8   38553041   38554339   1299      *  6.54         3.35   \n",
       "6       chr16   53041087   53042077    991      *  7.24         5.41   \n",
       "7       chr17   73410446   73411788   1343      *  8.84         7.76   \n",
       "8        chr2  230870529  230871536   1008      *  7.55         5.99   \n",
       "9        chr3  123799478  123800390    913      *  6.85         4.75   \n",
       "10       chr2   43220642   43221921   1280      *  7.63         6.26   \n",
       "11      chr11   34631771   34633205   1435      *  8.04         6.83   \n",
       "12       chr7   16921238   16922309   1072      *  7.25         5.64   \n",
       "13       chr2  150485238  150486624   1387      *  7.17         5.48   \n",
       "14       chr7  104926435  104927536   1102      *  7.95         6.67   \n",
       "15       chr3    8010594    8012164   1571      *  7.33         5.76   \n",
       "16       chr7  117435203  117436039    837      *  6.74         7.69   \n",
       "17       chr3  106107645  106108787   1143      *  7.51         6.06   \n",
       "18      chr17   73408322   73409867   1546      *  7.62         6.30   \n",
       "19       chr2   66962595   66963683   1089      *  7.33         5.80   \n",
       "20       chr7    5425406    5426627   1222      *  6.98         5.03   \n",
       "21       chr6  142374465  142376650   2186      *  7.52         8.32   \n",
       "22       chr9   18224650   18226551   1902      *  7.65         6.40   \n",
       "23       chr7   41467516   41468228    713      *  6.75         4.88   \n",
       "24      chr19   13091418   13092481   1064      *  6.80         4.86   \n",
       "25      chr18    9417060    9418505   1446      *  6.67         4.59   \n",
       "26      chr15   63460331   63461578   1248      *  7.76         6.49   \n",
       "27       chr6  133427572  133428887   1316      *  7.90         8.67   \n",
       "28       chr2   43193471   43195210   1740      *  7.63         6.23   \n",
       "29       chr3  138356649  138357366    718      *  5.75         1.66   \n",
       "...       ...        ...        ...    ...    ...   ...          ...   \n",
       "8974    chr10   35770887   35771546    660      *  6.00         5.70   \n",
       "8975    chr19   30083457   30084350    894      *  5.15         4.70   \n",
       "8976     chr2  226119087  226119572    486      *  3.93         4.47   \n",
       "8977    chr14   63894316   63894582    267      *  3.30         2.11   \n",
       "8978    chr10   93458771   93459169    399      *  3.84         3.09   \n",
       "8979    chr10   24096330   24096762    433      *  3.31         2.42   \n",
       "8980     chr4   95228380   95228949    570      *  4.21         4.69   \n",
       "8981     chr3  169138856  169139353    498      *  4.32         4.85   \n",
       "8982    chr17   61254050   61254577    528      *  2.87         1.66   \n",
       "8983    chr10   36173387   36173732    346      *  4.11         3.44   \n",
       "8984     chrX  133347461  133348075    615      *  4.58         4.02   \n",
       "8985     chr7   17288897   17289863    967      *  5.01         4.53   \n",
       "8986     chr1  217717801  217718452    652      *  4.61         4.08   \n",
       "8987    chr15   62848614   62848864    251      *  2.99         1.95   \n",
       "8988     chr1  196654022  196654733    712      *  6.00         5.69   \n",
       "8989     chr2  160255429  160255773    345      *  4.22         4.74   \n",
       "8990     chrX   21168793   21169431    639      *  5.18         5.55   \n",
       "8991     chr3   76822843   76823291    449      *  4.13         4.63   \n",
       "8992    chr10  114442090  114442733    644      *  4.47         3.90   \n",
       "8993     chr3  104898296  104898894    599      *  5.33         4.93   \n",
       "8994    chr12   19895455   19896180    726      *  5.39         5.72   \n",
       "8995    chr14   41868157   41868720    564      *  4.91         4.44   \n",
       "8996     chr3   55792006   55792342    337      *  3.37         3.98   \n",
       "8997     chr1   31154612   31155813   1202      *  6.97         6.34   \n",
       "8998     chr5   13072732   13073584    853      *  4.07         3.42   \n",
       "8999     chr2  187959791  187960339    549      *  4.93         5.32   \n",
       "9000     chr9   73013886   73014321    436      *  3.04         3.77   \n",
       "9001    chr15   96604626   96604919    294      *  3.63         2.79   \n",
       "9002     chr7   11689039   11689809    771      *  5.55         5.86   \n",
       "9003     chr2  160241647  160242185    539      *  5.18         5.53   \n",
       "\n",
       "      Conc_DMSO  Fold       p.value           FDR        SYMBOL  \n",
       "0          9.28 -2.05  1.710000e-47  3.830000e-43  character(0)  \n",
       "1          7.72 -3.01  7.890000e-37  8.830000e-33  character(0)  \n",
       "2          7.54 -3.47  1.970000e-36  1.470000e-32         AP2A2  \n",
       "3          7.24  1.96  2.020000e-33  1.130000e-29     C10orf107  \n",
       "4          7.71 -2.68  1.300000e-30  5.820000e-27  character(0)  \n",
       "5          7.22 -3.87  1.050000e-29  3.910000e-26  character(0)  \n",
       "6          7.81 -2.40  2.070000e-29  6.620000e-26  character(0)  \n",
       "7          9.28 -1.52  3.560000e-29  9.950000e-26          SDK2  \n",
       "8          8.07 -2.08  1.010000e-26  2.420000e-23         ITM2C  \n",
       "9          7.44 -2.69  1.080000e-26  2.420000e-23          MYLK  \n",
       "10         8.13 -1.87  1.650000e-26  3.360000e-23  character(0)  \n",
       "11         8.50 -1.66  1.980000e-26  3.680000e-23           EHF  \n",
       "12         7.79 -2.15  7.900000e-26  1.360000e-22  character(0)  \n",
       "13         7.72 -2.24  9.540000e-26  1.500000e-22          RND3  \n",
       "14         8.42 -1.75  1.010000e-25  1.500000e-22    LHFPL3-AS2  \n",
       "15         7.86 -2.10  1.730000e-25  2.420000e-22  character(0)  \n",
       "16         5.34  2.35  1.220000e-24  1.610000e-21  character(0)  \n",
       "17         8.02 -1.96  1.360000e-24  1.690000e-21  character(0)  \n",
       "18         8.11 -1.81  1.700000e-24  2.000000e-21          SDK2  \n",
       "19         7.85 -2.06  2.920000e-24  3.260000e-21  character(0)  \n",
       "20         7.56 -2.53  3.680000e-24  3.920000e-21        TNRC18  \n",
       "21         6.51  1.82  5.620000e-24  5.720000e-21        ADGRG6  \n",
       "22         8.12 -1.72  6.150000e-24  5.980000e-21  character(0)  \n",
       "23         7.32 -2.43  8.570000e-24  8.000000e-21  character(0)  \n",
       "24         7.38 -2.52  4.450000e-23  3.910000e-20          NFIX  \n",
       "25         7.26 -2.67  4.540000e-23  3.910000e-20  character(0)  \n",
       "26         8.24 -1.75  5.220000e-23  4.330000e-20  character(0)  \n",
       "27         6.96  1.71  5.610000e-23  4.480000e-20          EYA4  \n",
       "28         8.13 -1.90  1.320000e-22  1.020000e-19  character(0)  \n",
       "29         6.45 -4.80  2.020000e-22  1.510000e-19          MRAS  \n",
       "...         ...   ...           ...           ...           ...  \n",
       "8974       6.17 -0.47  7.960000e-02  1.980000e-01  character(0)  \n",
       "8975       5.39 -0.69  7.960000e-02  1.980000e-01  character(0)  \n",
       "8976       3.41  1.05  7.960000e-02  1.980000e-01  character(0)  \n",
       "8977       3.76 -1.65  7.970000e-02  1.990000e-01         SYNE2  \n",
       "8978       4.18 -1.09  7.970000e-02  1.990000e-01          MYOF  \n",
       "8979       3.70 -1.28  7.980000e-02  1.990000e-01      KIAA1217  \n",
       "8980       3.77  0.92  7.980000e-02  1.990000e-01         UNC5C  \n",
       "8981       3.81  1.04  7.980000e-02  1.990000e-01         MECOM  \n",
       "8982       3.34 -1.68  7.980000e-02  1.990000e-01         BCAS3  \n",
       "8983       4.43 -0.99  7.990000e-02  1.990000e-01  character(0)  \n",
       "8984       4.86 -0.84  7.990000e-02  1.990000e-01          GPC4  \n",
       "8985       5.26 -0.73  7.990000e-02  1.990000e-01  character(0)  \n",
       "8986       4.88 -0.80  7.990000e-02  1.990000e-01       SPATA17  \n",
       "8987       3.42 -1.47  7.990000e-02  1.990000e-01  character(0)  \n",
       "8988       6.18 -0.49  8.000000e-02  1.990000e-01           CFH  \n",
       "8989       3.73  1.01  8.000000e-02  1.990000e-01         ITGB6  \n",
       "8990       4.87  0.68  8.000000e-02  1.990000e-01  character(0)  \n",
       "8991       3.65  0.98  8.010000e-02  1.990000e-01         ROBO2  \n",
       "8992       4.75 -0.85  8.010000e-02  1.990000e-01        ABLIM1  \n",
       "8993       5.55 -0.62  8.010000e-02  1.990000e-01  character(0)  \n",
       "8994       5.13  0.59  8.020000e-02  1.990000e-01  character(0)  \n",
       "8995       5.16 -0.72  8.020000e-02  1.990000e-01         LRFN5  \n",
       "8996       2.75  1.22  8.020000e-02  1.990000e-01          ERC2  \n",
       "8997       7.27 -0.93  8.020000e-02  1.990000e-01  character(0)  \n",
       "8998       4.39 -0.97  8.020000e-02  2.000000e-01  character(0)  \n",
       "8999       4.60  0.72  8.020000e-02  2.000000e-01  character(0)  \n",
       "9000       2.19  1.58  8.040000e-02  2.000000e-01       ALDH1A1  \n",
       "9001       4.01 -1.22  8.040000e-02  2.000000e-01  character(0)  \n",
       "9002       5.31  0.55  8.040000e-02  2.000000e-01        THSD7A  \n",
       "9003       4.88  0.65  8.040000e-02  2.000000e-01         ITGB6  \n",
       "\n",
       "[9004 rows x 12 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.read_csv('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/Vorino_DMSO.p300.diffBind.txt', \n",
    "            sep='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### DMSO vs Gefit+THZ531"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "module load ImageMagick\n",
    "convert /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_DMSO.p300.diffBind_MA.pdf /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_DMSO.p300.diffBind_MA.png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "display(Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_DMSO.p300.diffBind_MA.png\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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>seqnames</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>width</th>\n",
       "      <th>strand</th>\n",
       "      <th>Conc</th>\n",
       "      <th>Conc_GT</th>\n",
       "      <th>Conc_DMSO</th>\n",
       "      <th>Fold</th>\n",
       "      <th>p.value</th>\n",
       "      <th>FDR</th>\n",
       "      <th>SYMBOL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chr14</td>\n",
       "      <td>84402349</td>\n",
       "      <td>84405577</td>\n",
       "      <td>3229</td>\n",
       "      <td>*</td>\n",
       "      <td>9.49</td>\n",
       "      <td>7.54</td>\n",
       "      <td>10.29</td>\n",
       "      <td>-2.75</td>\n",
       "      <td>6.630000e-149</td>\n",
       "      <td>1.610000e-144</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chr22</td>\n",
       "      <td>23520811</td>\n",
       "      <td>23522459</td>\n",
       "      <td>1649</td>\n",
       "      <td>*</td>\n",
       "      <td>8.78</td>\n",
       "      <td>7.06</td>\n",
       "      <td>9.54</td>\n",
       "      <td>-2.48</td>\n",
       "      <td>1.270000e-81</td>\n",
       "      <td>1.540000e-77</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chr18</td>\n",
       "      <td>48841289</td>\n",
       "      <td>48843780</td>\n",
       "      <td>2492</td>\n",
       "      <td>*</td>\n",
       "      <td>8.77</td>\n",
       "      <td>7.16</td>\n",
       "      <td>9.51</td>\n",
       "      <td>-2.35</td>\n",
       "      <td>1.150000e-75</td>\n",
       "      <td>9.330000e-72</td>\n",
       "      <td>CTIF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>chr16</td>\n",
       "      <td>49696101</td>\n",
       "      <td>49697416</td>\n",
       "      <td>1316</td>\n",
       "      <td>*</td>\n",
       "      <td>8.54</td>\n",
       "      <td>6.96</td>\n",
       "      <td>9.28</td>\n",
       "      <td>-2.32</td>\n",
       "      <td>1.160000e-69</td>\n",
       "      <td>7.020000e-66</td>\n",
       "      <td>ZNF423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chr6</td>\n",
       "      <td>10380297</td>\n",
       "      <td>10381917</td>\n",
       "      <td>1621</td>\n",
       "      <td>*</td>\n",
       "      <td>8.28</td>\n",
       "      <td>6.53</td>\n",
       "      <td>9.04</td>\n",
       "      <td>-2.52</td>\n",
       "      <td>4.550000e-65</td>\n",
       "      <td>2.030000e-61</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>chr17</td>\n",
       "      <td>70658129</td>\n",
       "      <td>70659210</td>\n",
       "      <td>1082</td>\n",
       "      <td>*</td>\n",
       "      <td>7.40</td>\n",
       "      <td>4.64</td>\n",
       "      <td>8.28</td>\n",
       "      <td>-3.64</td>\n",
       "      <td>5.030000e-65</td>\n",
       "      <td>2.030000e-61</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>chr7</td>\n",
       "      <td>104926435</td>\n",
       "      <td>104927536</td>\n",
       "      <td>1102</td>\n",
       "      <td>*</td>\n",
       "      <td>7.56</td>\n",
       "      <td>5.12</td>\n",
       "      <td>8.42</td>\n",
       "      <td>-3.30</td>\n",
       "      <td>1.520000e-64</td>\n",
       "      <td>5.280000e-61</td>\n",
       "      <td>LHFPL3-AS2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>chr5</td>\n",
       "      <td>171422836</td>\n",
       "      <td>171423802</td>\n",
       "      <td>967</td>\n",
       "      <td>*</td>\n",
       "      <td>7.80</td>\n",
       "      <td>5.71</td>\n",
       "      <td>8.62</td>\n",
       "      <td>-2.91</td>\n",
       "      <td>8.540000e-63</td>\n",
       "      <td>2.590000e-59</td>\n",
       "      <td>FGF18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>chr4</td>\n",
       "      <td>95392734</td>\n",
       "      <td>95395250</td>\n",
       "      <td>2517</td>\n",
       "      <td>*</td>\n",
       "      <td>8.16</td>\n",
       "      <td>8.94</td>\n",
       "      <td>6.29</td>\n",
       "      <td>2.65</td>\n",
       "      <td>3.670000e-61</td>\n",
       "      <td>9.890000e-58</td>\n",
       "      <td>UNC5C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>chr17</td>\n",
       "      <td>43664968</td>\n",
       "      <td>43666225</td>\n",
       "      <td>1258</td>\n",
       "      <td>*</td>\n",
       "      <td>7.93</td>\n",
       "      <td>5.85</td>\n",
       "      <td>8.75</td>\n",
       "      <td>-2.89</td>\n",
       "      <td>1.190000e-57</td>\n",
       "      <td>2.900000e-54</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>chr1</td>\n",
       "      <td>98263353</td>\n",
       "      <td>98265482</td>\n",
       "      <td>2130</td>\n",
       "      <td>*</td>\n",
       "      <td>7.60</td>\n",
       "      <td>5.66</td>\n",
       "      <td>8.40</td>\n",
       "      <td>-2.75</td>\n",
       "      <td>3.020000e-56</td>\n",
       "      <td>6.660000e-53</td>\n",
       "      <td>LOC729987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>chr18</td>\n",
       "      <td>28874559</td>\n",
       "      <td>28875996</td>\n",
       "      <td>1438</td>\n",
       "      <td>*</td>\n",
       "      <td>7.79</td>\n",
       "      <td>6.01</td>\n",
       "      <td>8.56</td>\n",
       "      <td>-2.55</td>\n",
       "      <td>3.020000e-54</td>\n",
       "      <td>6.110000e-51</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>chr20</td>\n",
       "      <td>31608187</td>\n",
       "      <td>31609042</td>\n",
       "      <td>856</td>\n",
       "      <td>*</td>\n",
       "      <td>8.11</td>\n",
       "      <td>6.33</td>\n",
       "      <td>8.88</td>\n",
       "      <td>-2.55</td>\n",
       "      <td>1.100000e-53</td>\n",
       "      <td>2.050000e-50</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>chr2</td>\n",
       "      <td>230869205</td>\n",
       "      <td>230870049</td>\n",
       "      <td>845</td>\n",
       "      <td>*</td>\n",
       "      <td>7.42</td>\n",
       "      <td>5.31</td>\n",
       "      <td>8.25</td>\n",
       "      <td>-2.94</td>\n",
       "      <td>1.500000e-53</td>\n",
       "      <td>2.590000e-50</td>\n",
       "      <td>ITM2C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>chr6</td>\n",
       "      <td>70269966</td>\n",
       "      <td>70271143</td>\n",
       "      <td>1178</td>\n",
       "      <td>*</td>\n",
       "      <td>7.85</td>\n",
       "      <td>6.23</td>\n",
       "      <td>8.60</td>\n",
       "      <td>-2.36</td>\n",
       "      <td>2.400000e-51</td>\n",
       "      <td>3.880000e-48</td>\n",
       "      <td>COL9A1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>chr6</td>\n",
       "      <td>139977504</td>\n",
       "      <td>139978903</td>\n",
       "      <td>1400</td>\n",
       "      <td>*</td>\n",
       "      <td>8.63</td>\n",
       "      <td>9.31</td>\n",
       "      <td>7.30</td>\n",
       "      <td>2.00</td>\n",
       "      <td>5.840000e-49</td>\n",
       "      <td>8.860000e-46</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>chr10</td>\n",
       "      <td>120979438</td>\n",
       "      <td>120982525</td>\n",
       "      <td>3088</td>\n",
       "      <td>*</td>\n",
       "      <td>9.82</td>\n",
       "      <td>8.87</td>\n",
       "      <td>10.39</td>\n",
       "      <td>-1.52</td>\n",
       "      <td>6.220000e-49</td>\n",
       "      <td>8.880000e-46</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>chr1</td>\n",
       "      <td>241107112</td>\n",
       "      <td>241108859</td>\n",
       "      <td>1748</td>\n",
       "      <td>*</td>\n",
       "      <td>7.83</td>\n",
       "      <td>6.17</td>\n",
       "      <td>8.58</td>\n",
       "      <td>-2.41</td>\n",
       "      <td>1.620000e-48</td>\n",
       "      <td>2.180000e-45</td>\n",
       "      <td>RGS7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>chr5</td>\n",
       "      <td>139525469</td>\n",
       "      <td>139526720</td>\n",
       "      <td>1252</td>\n",
       "      <td>*</td>\n",
       "      <td>6.96</td>\n",
       "      <td>4.21</td>\n",
       "      <td>7.85</td>\n",
       "      <td>-3.64</td>\n",
       "      <td>2.090000e-48</td>\n",
       "      <td>2.660000e-45</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>chr17</td>\n",
       "      <td>78352627</td>\n",
       "      <td>78353787</td>\n",
       "      <td>1161</td>\n",
       "      <td>*</td>\n",
       "      <td>7.31</td>\n",
       "      <td>5.27</td>\n",
       "      <td>8.12</td>\n",
       "      <td>-2.85</td>\n",
       "      <td>3.820000e-48</td>\n",
       "      <td>4.640000e-45</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>chr12</td>\n",
       "      <td>65925596</td>\n",
       "      <td>65926803</td>\n",
       "      <td>1208</td>\n",
       "      <td>*</td>\n",
       "      <td>6.96</td>\n",
       "      <td>7.86</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3.86</td>\n",
       "      <td>8.370000e-48</td>\n",
       "      <td>9.670000e-45</td>\n",
       "      <td>HMGA2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>chr2</td>\n",
       "      <td>191049479</td>\n",
       "      <td>191050774</td>\n",
       "      <td>1296</td>\n",
       "      <td>*</td>\n",
       "      <td>7.57</td>\n",
       "      <td>8.40</td>\n",
       "      <td>5.42</td>\n",
       "      <td>2.98</td>\n",
       "      <td>2.550000e-47</td>\n",
       "      <td>2.810000e-44</td>\n",
       "      <td>STAT4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>chr7</td>\n",
       "      <td>16921238</td>\n",
       "      <td>16922309</td>\n",
       "      <td>1072</td>\n",
       "      <td>*</td>\n",
       "      <td>6.90</td>\n",
       "      <td>4.23</td>\n",
       "      <td>7.79</td>\n",
       "      <td>-3.56</td>\n",
       "      <td>3.650000e-47</td>\n",
       "      <td>3.850000e-44</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>chr2</td>\n",
       "      <td>44802506</td>\n",
       "      <td>44803298</td>\n",
       "      <td>793</td>\n",
       "      <td>*</td>\n",
       "      <td>7.16</td>\n",
       "      <td>5.03</td>\n",
       "      <td>7.99</td>\n",
       "      <td>-2.96</td>\n",
       "      <td>9.340000e-47</td>\n",
       "      <td>9.390000e-44</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>chr9</td>\n",
       "      <td>90332902</td>\n",
       "      <td>90333773</td>\n",
       "      <td>872</td>\n",
       "      <td>*</td>\n",
       "      <td>6.85</td>\n",
       "      <td>7.77</td>\n",
       "      <td>3.53</td>\n",
       "      <td>4.24</td>\n",
       "      <td>9.680000e-47</td>\n",
       "      <td>9.390000e-44</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>chr3</td>\n",
       "      <td>186532230</td>\n",
       "      <td>186533912</td>\n",
       "      <td>1683</td>\n",
       "      <td>*</td>\n",
       "      <td>8.41</td>\n",
       "      <td>7.19</td>\n",
       "      <td>9.07</td>\n",
       "      <td>-1.88</td>\n",
       "      <td>1.170000e-46</td>\n",
       "      <td>1.090000e-43</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>chr7</td>\n",
       "      <td>41131395</td>\n",
       "      <td>41132836</td>\n",
       "      <td>1442</td>\n",
       "      <td>*</td>\n",
       "      <td>8.11</td>\n",
       "      <td>6.78</td>\n",
       "      <td>8.79</td>\n",
       "      <td>-2.00</td>\n",
       "      <td>1.840000e-46</td>\n",
       "      <td>1.650000e-43</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>chr11</td>\n",
       "      <td>104390230</td>\n",
       "      <td>104391722</td>\n",
       "      <td>1493</td>\n",
       "      <td>*</td>\n",
       "      <td>8.05</td>\n",
       "      <td>6.68</td>\n",
       "      <td>8.74</td>\n",
       "      <td>-2.06</td>\n",
       "      <td>1.920000e-46</td>\n",
       "      <td>1.670000e-43</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>chr16</td>\n",
       "      <td>49700276</td>\n",
       "      <td>49703262</td>\n",
       "      <td>2987</td>\n",
       "      <td>*</td>\n",
       "      <td>8.64</td>\n",
       "      <td>7.46</td>\n",
       "      <td>9.28</td>\n",
       "      <td>-1.82</td>\n",
       "      <td>2.890000e-46</td>\n",
       "      <td>2.420000e-43</td>\n",
       "      <td>ZNF423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>chr1</td>\n",
       "      <td>205449565</td>\n",
       "      <td>205450807</td>\n",
       "      <td>1243</td>\n",
       "      <td>*</td>\n",
       "      <td>7.62</td>\n",
       "      <td>5.79</td>\n",
       "      <td>8.40</td>\n",
       "      <td>-2.61</td>\n",
       "      <td>4.330000e-46</td>\n",
       "      <td>3.500000e-43</td>\n",
       "      <td>character(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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17149</th>\n",
       "      <td>chr12</td>\n",
       "      <td>20017746</td>\n",
       "      <td>20018869</td>\n",
       "      <td>1124</td>\n",
       "      <td>*</td>\n",
       "      <td>6.98</td>\n",
       "      <td>7.13</td>\n",
       "      <td>6.82</td>\n",
       "      <td>0.32</td>\n",
       "      <td>1.400000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>LOC100506393</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17150</th>\n",
       "      <td>chr1</td>\n",
       "      <td>12543612</td>\n",
       "      <td>12543934</td>\n",
       "      <td>323</td>\n",
       "      <td>*</td>\n",
       "      <td>3.38</td>\n",
       "      <td>2.81</td>\n",
       "      <td>3.78</td>\n",
       "      <td>-0.97</td>\n",
       "      <td>1.400000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17151</th>\n",
       "      <td>chr4</td>\n",
       "      <td>137466415</td>\n",
       "      <td>137466738</td>\n",
       "      <td>324</td>\n",
       "      <td>*</td>\n",
       "      <td>2.82</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.18</td>\n",
       "      <td>1.09</td>\n",
       "      <td>1.400000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17152</th>\n",
       "      <td>chr11</td>\n",
       "      <td>16088653</td>\n",
       "      <td>16089175</td>\n",
       "      <td>523</td>\n",
       "      <td>*</td>\n",
       "      <td>4.48</td>\n",
       "      <td>4.09</td>\n",
       "      <td>4.79</td>\n",
       "      <td>-0.70</td>\n",
       "      <td>1.400000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>SOX6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17153</th>\n",
       "      <td>chr8</td>\n",
       "      <td>69158495</td>\n",
       "      <td>69158937</td>\n",
       "      <td>443</td>\n",
       "      <td>*</td>\n",
       "      <td>4.03</td>\n",
       "      <td>3.62</td>\n",
       "      <td>4.35</td>\n",
       "      <td>-0.73</td>\n",
       "      <td>1.400000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17154</th>\n",
       "      <td>chr13</td>\n",
       "      <td>82269188</td>\n",
       "      <td>82269896</td>\n",
       "      <td>709</td>\n",
       "      <td>*</td>\n",
       "      <td>5.82</td>\n",
       "      <td>5.59</td>\n",
       "      <td>6.01</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>1.400000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17155</th>\n",
       "      <td>chr1</td>\n",
       "      <td>74324651</td>\n",
       "      <td>74325498</td>\n",
       "      <td>848</td>\n",
       "      <td>*</td>\n",
       "      <td>7.38</td>\n",
       "      <td>7.24</td>\n",
       "      <td>7.51</td>\n",
       "      <td>-0.27</td>\n",
       "      <td>1.400000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>c(\"FPGT-TNNI3K\", \"TNNI3K\")</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17156</th>\n",
       "      <td>chr19</td>\n",
       "      <td>43329021</td>\n",
       "      <td>43329588</td>\n",
       "      <td>568</td>\n",
       "      <td>*</td>\n",
       "      <td>5.50</td>\n",
       "      <td>5.72</td>\n",
       "      <td>5.24</td>\n",
       "      <td>0.48</td>\n",
       "      <td>1.400000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17157</th>\n",
       "      <td>chr9</td>\n",
       "      <td>573598</td>\n",
       "      <td>574441</td>\n",
       "      <td>844</td>\n",
       "      <td>*</td>\n",
       "      <td>5.13</td>\n",
       "      <td>4.84</td>\n",
       "      <td>5.37</td>\n",
       "      <td>-0.53</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>KANK1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17158</th>\n",
       "      <td>chr13</td>\n",
       "      <td>30610268</td>\n",
       "      <td>30610799</td>\n",
       "      <td>532</td>\n",
       "      <td>*</td>\n",
       "      <td>3.91</td>\n",
       "      <td>4.25</td>\n",
       "      <td>3.48</td>\n",
       "      <td>0.77</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>HMGB1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17159</th>\n",
       "      <td>chr8</td>\n",
       "      <td>87939573</td>\n",
       "      <td>87939908</td>\n",
       "      <td>336</td>\n",
       "      <td>*</td>\n",
       "      <td>4.24</td>\n",
       "      <td>3.86</td>\n",
       "      <td>4.55</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17160</th>\n",
       "      <td>chr8</td>\n",
       "      <td>122679090</td>\n",
       "      <td>122679441</td>\n",
       "      <td>352</td>\n",
       "      <td>*</td>\n",
       "      <td>3.45</td>\n",
       "      <td>2.86</td>\n",
       "      <td>3.86</td>\n",
       "      <td>-1.00</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17161</th>\n",
       "      <td>chr4</td>\n",
       "      <td>31086613</td>\n",
       "      <td>31087058</td>\n",
       "      <td>446</td>\n",
       "      <td>*</td>\n",
       "      <td>3.21</td>\n",
       "      <td>3.60</td>\n",
       "      <td>2.69</td>\n",
       "      <td>0.91</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>PCDH7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17162</th>\n",
       "      <td>chr18</td>\n",
       "      <td>634393</td>\n",
       "      <td>634696</td>\n",
       "      <td>304</td>\n",
       "      <td>*</td>\n",
       "      <td>3.76</td>\n",
       "      <td>3.21</td>\n",
       "      <td>4.16</td>\n",
       "      <td>-0.95</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>CLUL1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17163</th>\n",
       "      <td>chr10</td>\n",
       "      <td>3783795</td>\n",
       "      <td>3784269</td>\n",
       "      <td>475</td>\n",
       "      <td>*</td>\n",
       "      <td>5.27</td>\n",
       "      <td>5.50</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.51</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>KLF6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17164</th>\n",
       "      <td>chr11</td>\n",
       "      <td>103806177</td>\n",
       "      <td>103806617</td>\n",
       "      <td>441</td>\n",
       "      <td>*</td>\n",
       "      <td>4.20</td>\n",
       "      <td>3.80</td>\n",
       "      <td>4.52</td>\n",
       "      <td>-0.72</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17165</th>\n",
       "      <td>chr12</td>\n",
       "      <td>25065029</td>\n",
       "      <td>25065400</td>\n",
       "      <td>372</td>\n",
       "      <td>*</td>\n",
       "      <td>3.87</td>\n",
       "      <td>3.44</td>\n",
       "      <td>4.21</td>\n",
       "      <td>-0.76</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>LRMP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17166</th>\n",
       "      <td>chr17</td>\n",
       "      <td>55526506</td>\n",
       "      <td>55526964</td>\n",
       "      <td>459</td>\n",
       "      <td>*</td>\n",
       "      <td>4.35</td>\n",
       "      <td>3.97</td>\n",
       "      <td>4.65</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17167</th>\n",
       "      <td>chr12</td>\n",
       "      <td>19897570</td>\n",
       "      <td>19898333</td>\n",
       "      <td>764</td>\n",
       "      <td>*</td>\n",
       "      <td>4.89</td>\n",
       "      <td>4.58</td>\n",
       "      <td>5.14</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17168</th>\n",
       "      <td>chr13</td>\n",
       "      <td>70311420</td>\n",
       "      <td>70312043</td>\n",
       "      <td>624</td>\n",
       "      <td>*</td>\n",
       "      <td>4.56</td>\n",
       "      <td>4.84</td>\n",
       "      <td>4.21</td>\n",
       "      <td>0.63</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17169</th>\n",
       "      <td>chr7</td>\n",
       "      <td>117704018</td>\n",
       "      <td>117704649</td>\n",
       "      <td>632</td>\n",
       "      <td>*</td>\n",
       "      <td>4.14</td>\n",
       "      <td>4.48</td>\n",
       "      <td>3.71</td>\n",
       "      <td>0.77</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17170</th>\n",
       "      <td>chr18</td>\n",
       "      <td>57780205</td>\n",
       "      <td>57780646</td>\n",
       "      <td>442</td>\n",
       "      <td>*</td>\n",
       "      <td>6.01</td>\n",
       "      <td>6.18</td>\n",
       "      <td>5.82</td>\n",
       "      <td>0.36</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>ATP8B1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17171</th>\n",
       "      <td>chr5</td>\n",
       "      <td>40587290</td>\n",
       "      <td>40587893</td>\n",
       "      <td>604</td>\n",
       "      <td>*</td>\n",
       "      <td>5.10</td>\n",
       "      <td>4.82</td>\n",
       "      <td>5.32</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17172</th>\n",
       "      <td>chr4</td>\n",
       "      <td>141855400</td>\n",
       "      <td>141856048</td>\n",
       "      <td>649</td>\n",
       "      <td>*</td>\n",
       "      <td>6.17</td>\n",
       "      <td>5.98</td>\n",
       "      <td>6.33</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17173</th>\n",
       "      <td>chr18</td>\n",
       "      <td>49500305</td>\n",
       "      <td>49500843</td>\n",
       "      <td>539</td>\n",
       "      <td>*</td>\n",
       "      <td>3.77</td>\n",
       "      <td>4.12</td>\n",
       "      <td>3.30</td>\n",
       "      <td>0.82</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17174</th>\n",
       "      <td>chr7</td>\n",
       "      <td>126793152</td>\n",
       "      <td>126793940</td>\n",
       "      <td>789</td>\n",
       "      <td>*</td>\n",
       "      <td>5.66</td>\n",
       "      <td>5.87</td>\n",
       "      <td>5.42</td>\n",
       "      <td>0.45</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>GRM8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17175</th>\n",
       "      <td>chr2</td>\n",
       "      <td>227407733</td>\n",
       "      <td>227408126</td>\n",
       "      <td>394</td>\n",
       "      <td>*</td>\n",
       "      <td>4.64</td>\n",
       "      <td>4.30</td>\n",
       "      <td>4.91</td>\n",
       "      <td>-0.62</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17176</th>\n",
       "      <td>chr21</td>\n",
       "      <td>26544246</td>\n",
       "      <td>26544639</td>\n",
       "      <td>394</td>\n",
       "      <td>*</td>\n",
       "      <td>4.25</td>\n",
       "      <td>3.87</td>\n",
       "      <td>4.55</td>\n",
       "      <td>-0.68</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>CYYR1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17177</th>\n",
       "      <td>chr7</td>\n",
       "      <td>126801182</td>\n",
       "      <td>126801585</td>\n",
       "      <td>404</td>\n",
       "      <td>*</td>\n",
       "      <td>4.11</td>\n",
       "      <td>3.70</td>\n",
       "      <td>4.44</td>\n",
       "      <td>-0.74</td>\n",
       "      <td>1.410000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>GRM8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17178</th>\n",
       "      <td>chr2</td>\n",
       "      <td>44265302</td>\n",
       "      <td>44265960</td>\n",
       "      <td>659</td>\n",
       "      <td>*</td>\n",
       "      <td>5.82</td>\n",
       "      <td>6.01</td>\n",
       "      <td>5.59</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.420000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17179 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      seqnames      start        end  width strand  Conc  Conc_GT  Conc_DMSO  \\\n",
       "0        chr14   84402349   84405577   3229      *  9.49     7.54      10.29   \n",
       "1        chr22   23520811   23522459   1649      *  8.78     7.06       9.54   \n",
       "2        chr18   48841289   48843780   2492      *  8.77     7.16       9.51   \n",
       "3        chr16   49696101   49697416   1316      *  8.54     6.96       9.28   \n",
       "4         chr6   10380297   10381917   1621      *  8.28     6.53       9.04   \n",
       "5        chr17   70658129   70659210   1082      *  7.40     4.64       8.28   \n",
       "6         chr7  104926435  104927536   1102      *  7.56     5.12       8.42   \n",
       "7         chr5  171422836  171423802    967      *  7.80     5.71       8.62   \n",
       "8         chr4   95392734   95395250   2517      *  8.16     8.94       6.29   \n",
       "9        chr17   43664968   43666225   1258      *  7.93     5.85       8.75   \n",
       "10        chr1   98263353   98265482   2130      *  7.60     5.66       8.40   \n",
       "11       chr18   28874559   28875996   1438      *  7.79     6.01       8.56   \n",
       "12       chr20   31608187   31609042    856      *  8.11     6.33       8.88   \n",
       "13        chr2  230869205  230870049    845      *  7.42     5.31       8.25   \n",
       "14        chr6   70269966   70271143   1178      *  7.85     6.23       8.60   \n",
       "15        chr6  139977504  139978903   1400      *  8.63     9.31       7.30   \n",
       "16       chr10  120979438  120982525   3088      *  9.82     8.87      10.39   \n",
       "17        chr1  241107112  241108859   1748      *  7.83     6.17       8.58   \n",
       "18        chr5  139525469  139526720   1252      *  6.96     4.21       7.85   \n",
       "19       chr17   78352627   78353787   1161      *  7.31     5.27       8.12   \n",
       "20       chr12   65925596   65926803   1208      *  6.96     7.86       4.00   \n",
       "21        chr2  191049479  191050774   1296      *  7.57     8.40       5.42   \n",
       "22        chr7   16921238   16922309   1072      *  6.90     4.23       7.79   \n",
       "23        chr2   44802506   44803298    793      *  7.16     5.03       7.99   \n",
       "24        chr9   90332902   90333773    872      *  6.85     7.77       3.53   \n",
       "25        chr3  186532230  186533912   1683      *  8.41     7.19       9.07   \n",
       "26        chr7   41131395   41132836   1442      *  8.11     6.78       8.79   \n",
       "27       chr11  104390230  104391722   1493      *  8.05     6.68       8.74   \n",
       "28       chr16   49700276   49703262   2987      *  8.64     7.46       9.28   \n",
       "29        chr1  205449565  205450807   1243      *  7.62     5.79       8.40   \n",
       "...        ...        ...        ...    ...    ...   ...      ...        ...   \n",
       "17149    chr12   20017746   20018869   1124      *  6.98     7.13       6.82   \n",
       "17150     chr1   12543612   12543934    323      *  3.38     2.81       3.78   \n",
       "17151     chr4  137466415  137466738    324      *  2.82     3.27       2.18   \n",
       "17152    chr11   16088653   16089175    523      *  4.48     4.09       4.79   \n",
       "17153     chr8   69158495   69158937    443      *  4.03     3.62       4.35   \n",
       "17154    chr13   82269188   82269896    709      *  5.82     5.59       6.01   \n",
       "17155     chr1   74324651   74325498    848      *  7.38     7.24       7.51   \n",
       "17156    chr19   43329021   43329588    568      *  5.50     5.72       5.24   \n",
       "17157     chr9     573598     574441    844      *  5.13     4.84       5.37   \n",
       "17158    chr13   30610268   30610799    532      *  3.91     4.25       3.48   \n",
       "17159     chr8   87939573   87939908    336      *  4.24     3.86       4.55   \n",
       "17160     chr8  122679090  122679441    352      *  3.45     2.86       3.86   \n",
       "17161     chr4   31086613   31087058    446      *  3.21     3.60       2.69   \n",
       "17162    chr18     634393     634696    304      *  3.76     3.21       4.16   \n",
       "17163    chr10    3783795    3784269    475      *  5.27     5.50       5.00   \n",
       "17164    chr11  103806177  103806617    441      *  4.20     3.80       4.52   \n",
       "17165    chr12   25065029   25065400    372      *  3.87     3.44       4.21   \n",
       "17166    chr17   55526506   55526964    459      *  4.35     3.97       4.65   \n",
       "17167    chr12   19897570   19898333    764      *  4.89     4.58       5.14   \n",
       "17168    chr13   70311420   70312043    624      *  4.56     4.84       4.21   \n",
       "17169     chr7  117704018  117704649    632      *  4.14     4.48       3.71   \n",
       "17170    chr18   57780205   57780646    442      *  6.01     6.18       5.82   \n",
       "17171     chr5   40587290   40587893    604      *  5.10     4.82       5.32   \n",
       "17172     chr4  141855400  141856048    649      *  6.17     5.98       6.33   \n",
       "17173    chr18   49500305   49500843    539      *  3.77     4.12       3.30   \n",
       "17174     chr7  126793152  126793940    789      *  5.66     5.87       5.42   \n",
       "17175     chr2  227407733  227408126    394      *  4.64     4.30       4.91   \n",
       "17176    chr21   26544246   26544639    394      *  4.25     3.87       4.55   \n",
       "17177     chr7  126801182  126801585    404      *  4.11     3.70       4.44   \n",
       "17178     chr2   44265302   44265960    659      *  5.82     6.01       5.59   \n",
       "\n",
       "       Fold        p.value            FDR                      SYMBOL  \n",
       "0     -2.75  6.630000e-149  1.610000e-144                character(0)  \n",
       "1     -2.48   1.270000e-81   1.540000e-77                character(0)  \n",
       "2     -2.35   1.150000e-75   9.330000e-72                        CTIF  \n",
       "3     -2.32   1.160000e-69   7.020000e-66                      ZNF423  \n",
       "4     -2.52   4.550000e-65   2.030000e-61                character(0)  \n",
       "5     -3.64   5.030000e-65   2.030000e-61                character(0)  \n",
       "6     -3.30   1.520000e-64   5.280000e-61                  LHFPL3-AS2  \n",
       "7     -2.91   8.540000e-63   2.590000e-59                       FGF18  \n",
       "8      2.65   3.670000e-61   9.890000e-58                       UNC5C  \n",
       "9     -2.89   1.190000e-57   2.900000e-54                character(0)  \n",
       "10    -2.75   3.020000e-56   6.660000e-53                   LOC729987  \n",
       "11    -2.55   3.020000e-54   6.110000e-51                character(0)  \n",
       "12    -2.55   1.100000e-53   2.050000e-50                character(0)  \n",
       "13    -2.94   1.500000e-53   2.590000e-50                       ITM2C  \n",
       "14    -2.36   2.400000e-51   3.880000e-48                      COL9A1  \n",
       "15     2.00   5.840000e-49   8.860000e-46                character(0)  \n",
       "16    -1.52   6.220000e-49   8.880000e-46                character(0)  \n",
       "17    -2.41   1.620000e-48   2.180000e-45                        RGS7  \n",
       "18    -3.64   2.090000e-48   2.660000e-45                character(0)  \n",
       "19    -2.85   3.820000e-48   4.640000e-45                character(0)  \n",
       "20     3.86   8.370000e-48   9.670000e-45                       HMGA2  \n",
       "21     2.98   2.550000e-47   2.810000e-44                       STAT4  \n",
       "22    -3.56   3.650000e-47   3.850000e-44                character(0)  \n",
       "23    -2.96   9.340000e-47   9.390000e-44                character(0)  \n",
       "24     4.24   9.680000e-47   9.390000e-44                character(0)  \n",
       "25    -1.88   1.170000e-46   1.090000e-43                character(0)  \n",
       "26    -2.00   1.840000e-46   1.650000e-43                character(0)  \n",
       "27    -2.06   1.920000e-46   1.670000e-43                character(0)  \n",
       "28    -1.82   2.890000e-46   2.420000e-43                      ZNF423  \n",
       "29    -2.61   4.330000e-46   3.500000e-43                character(0)  \n",
       "...     ...            ...            ...                         ...  \n",
       "17149  0.32   1.400000e-01   1.980000e-01                LOC100506393  \n",
       "17150 -0.97   1.400000e-01   1.980000e-01                character(0)  \n",
       "17151  1.09   1.400000e-01   1.980000e-01                character(0)  \n",
       "17152 -0.70   1.400000e-01   1.980000e-01                        SOX6  \n",
       "17153 -0.73   1.400000e-01   1.980000e-01                character(0)  \n",
       "17154 -0.42   1.400000e-01   1.980000e-01                character(0)  \n",
       "17155 -0.27   1.400000e-01   1.990000e-01  c(\"FPGT-TNNI3K\", \"TNNI3K\")  \n",
       "17156  0.48   1.400000e-01   1.990000e-01                character(0)  \n",
       "17157 -0.53   1.410000e-01   1.990000e-01                       KANK1  \n",
       "17158  0.77   1.410000e-01   1.990000e-01                       HMGB1  \n",
       "17159 -0.69   1.410000e-01   1.990000e-01                character(0)  \n",
       "17160 -1.00   1.410000e-01   1.990000e-01                character(0)  \n",
       "17161  0.91   1.410000e-01   1.990000e-01                       PCDH7  \n",
       "17162 -0.95   1.410000e-01   1.990000e-01                       CLUL1  \n",
       "17163  0.51   1.410000e-01   1.990000e-01                        KLF6  \n",
       "17164 -0.72   1.410000e-01   1.990000e-01                character(0)  \n",
       "17165 -0.76   1.410000e-01   1.990000e-01                        LRMP  \n",
       "17166 -0.69   1.410000e-01   1.990000e-01                character(0)  \n",
       "17167 -0.55   1.410000e-01   1.990000e-01                character(0)  \n",
       "17168  0.63   1.410000e-01   1.990000e-01                character(0)  \n",
       "17169  0.77   1.410000e-01   1.990000e-01                character(0)  \n",
       "17170  0.36   1.410000e-01   1.990000e-01                      ATP8B1  \n",
       "17171 -0.50   1.410000e-01   2.000000e-01                character(0)  \n",
       "17172 -0.34   1.410000e-01   2.000000e-01                character(0)  \n",
       "17173  0.82   1.410000e-01   2.000000e-01                character(0)  \n",
       "17174  0.45   1.410000e-01   2.000000e-01                        GRM8  \n",
       "17175 -0.62   1.410000e-01   2.000000e-01                character(0)  \n",
       "17176 -0.68   1.410000e-01   2.000000e-01                       CYYR1  \n",
       "17177 -0.74   1.410000e-01   2.000000e-01                        GRM8  \n",
       "17178  0.43   1.420000e-01   2.000000e-01                character(0)  \n",
       "\n",
       "[17179 rows x 12 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.read_csv('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/GT_DMSO.p300.diffBind.txt', \n",
    "            sep='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### GT vs THZ531"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "module load ImageMagick\n",
    "convert /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_THZ531.p300.diffBind_MA.pdf /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_THZ531.p300.diffBind_MA.png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "display(Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_THZ531.p300.diffBind_MA.png\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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>seqnames</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>width</th>\n",
       "      <th>strand</th>\n",
       "      <th>Conc</th>\n",
       "      <th>Conc_GT</th>\n",
       "      <th>Conc_THZ531</th>\n",
       "      <th>Fold</th>\n",
       "      <th>p.value</th>\n",
       "      <th>FDR</th>\n",
       "      <th>SYMBOL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chr22</td>\n",
       "      <td>23520811</td>\n",
       "      <td>23522459</td>\n",
       "      <td>1649</td>\n",
       "      <td>*</td>\n",
       "      <td>7.85</td>\n",
       "      <td>7.18</td>\n",
       "      <td>8.30</td>\n",
       "      <td>-1.11</td>\n",
       "      <td>1.660000e-10</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chr15</td>\n",
       "      <td>34721786</td>\n",
       "      <td>34723067</td>\n",
       "      <td>1282</td>\n",
       "      <td>*</td>\n",
       "      <td>5.32</td>\n",
       "      <td>4.03</td>\n",
       "      <td>6.00</td>\n",
       "      <td>-1.97</td>\n",
       "      <td>2.680000e-09</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chr20</td>\n",
       "      <td>31595592</td>\n",
       "      <td>31596556</td>\n",
       "      <td>965</td>\n",
       "      <td>*</td>\n",
       "      <td>6.16</td>\n",
       "      <td>5.23</td>\n",
       "      <td>6.71</td>\n",
       "      <td>-1.48</td>\n",
       "      <td>2.840000e-09</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>chr17</td>\n",
       "      <td>78352627</td>\n",
       "      <td>78353787</td>\n",
       "      <td>1161</td>\n",
       "      <td>*</td>\n",
       "      <td>6.16</td>\n",
       "      <td>5.39</td>\n",
       "      <td>6.66</td>\n",
       "      <td>-1.27</td>\n",
       "      <td>1.900000e-07</td>\n",
       "      <td>0.000460</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chr3</td>\n",
       "      <td>156816528</td>\n",
       "      <td>156817835</td>\n",
       "      <td>1308</td>\n",
       "      <td>*</td>\n",
       "      <td>8.23</td>\n",
       "      <td>8.60</td>\n",
       "      <td>7.74</td>\n",
       "      <td>0.86</td>\n",
       "      <td>3.400000e-07</td>\n",
       "      <td>0.000657</td>\n",
       "      <td>LINC00886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>chr9</td>\n",
       "      <td>129333780</td>\n",
       "      <td>129334939</td>\n",
       "      <td>1160</td>\n",
       "      <td>*</td>\n",
       "      <td>6.43</td>\n",
       "      <td>5.69</td>\n",
       "      <td>6.92</td>\n",
       "      <td>-1.23</td>\n",
       "      <td>4.840000e-07</td>\n",
       "      <td>0.000781</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>chr7</td>\n",
       "      <td>85102557</td>\n",
       "      <td>85104109</td>\n",
       "      <td>1553</td>\n",
       "      <td>*</td>\n",
       "      <td>8.23</td>\n",
       "      <td>8.55</td>\n",
       "      <td>7.82</td>\n",
       "      <td>0.73</td>\n",
       "      <td>6.580000e-07</td>\n",
       "      <td>0.000802</td>\n",
       "      <td>SEMA3D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>chr17</td>\n",
       "      <td>44536328</td>\n",
       "      <td>44536973</td>\n",
       "      <td>646</td>\n",
       "      <td>*</td>\n",
       "      <td>5.68</td>\n",
       "      <td>4.77</td>\n",
       "      <td>6.23</td>\n",
       "      <td>-1.46</td>\n",
       "      <td>6.630000e-07</td>\n",
       "      <td>0.000802</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>chr15</td>\n",
       "      <td>74642010</td>\n",
       "      <td>74643552</td>\n",
       "      <td>1543</td>\n",
       "      <td>*</td>\n",
       "      <td>7.54</td>\n",
       "      <td>7.93</td>\n",
       "      <td>7.01</td>\n",
       "      <td>0.92</td>\n",
       "      <td>8.230000e-07</td>\n",
       "      <td>0.000885</td>\n",
       "      <td>EDC3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>chr6</td>\n",
       "      <td>154318762</td>\n",
       "      <td>154319861</td>\n",
       "      <td>1100</td>\n",
       "      <td>*</td>\n",
       "      <td>6.88</td>\n",
       "      <td>7.30</td>\n",
       "      <td>6.27</td>\n",
       "      <td>1.03</td>\n",
       "      <td>9.690000e-07</td>\n",
       "      <td>0.000926</td>\n",
       "      <td>IPCEF1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>chr15</td>\n",
       "      <td>94844311</td>\n",
       "      <td>94845478</td>\n",
       "      <td>1168</td>\n",
       "      <td>*</td>\n",
       "      <td>5.56</td>\n",
       "      <td>4.65</td>\n",
       "      <td>6.11</td>\n",
       "      <td>-1.47</td>\n",
       "      <td>1.050000e-06</td>\n",
       "      <td>0.000926</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>chr21</td>\n",
       "      <td>36453796</td>\n",
       "      <td>36454646</td>\n",
       "      <td>851</td>\n",
       "      <td>*</td>\n",
       "      <td>6.24</td>\n",
       "      <td>5.60</td>\n",
       "      <td>6.68</td>\n",
       "      <td>-1.08</td>\n",
       "      <td>1.520000e-06</td>\n",
       "      <td>0.001190</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>chr6</td>\n",
       "      <td>19804502</td>\n",
       "      <td>19805309</td>\n",
       "      <td>808</td>\n",
       "      <td>*</td>\n",
       "      <td>6.89</td>\n",
       "      <td>6.27</td>\n",
       "      <td>7.33</td>\n",
       "      <td>-1.06</td>\n",
       "      <td>1.600000e-06</td>\n",
       "      <td>0.001190</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>chr1</td>\n",
       "      <td>81452762</td>\n",
       "      <td>81453967</td>\n",
       "      <td>1206</td>\n",
       "      <td>*</td>\n",
       "      <td>7.52</td>\n",
       "      <td>7.84</td>\n",
       "      <td>7.10</td>\n",
       "      <td>0.73</td>\n",
       "      <td>2.630000e-06</td>\n",
       "      <td>0.001820</td>\n",
       "      <td>ADGRL2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>chr18</td>\n",
       "      <td>48841289</td>\n",
       "      <td>48843780</td>\n",
       "      <td>2492</td>\n",
       "      <td>*</td>\n",
       "      <td>7.71</td>\n",
       "      <td>7.28</td>\n",
       "      <td>8.04</td>\n",
       "      <td>-0.76</td>\n",
       "      <td>3.730000e-06</td>\n",
       "      <td>0.002280</td>\n",
       "      <td>CTIF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>chr1</td>\n",
       "      <td>941450</td>\n",
       "      <td>942430</td>\n",
       "      <td>981</td>\n",
       "      <td>*</td>\n",
       "      <td>6.27</td>\n",
       "      <td>5.51</td>\n",
       "      <td>6.76</td>\n",
       "      <td>-1.25</td>\n",
       "      <td>3.770000e-06</td>\n",
       "      <td>0.002280</td>\n",
       "      <td>SAMD11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>chr5</td>\n",
       "      <td>123835083</td>\n",
       "      <td>123836227</td>\n",
       "      <td>1145</td>\n",
       "      <td>*</td>\n",
       "      <td>7.73</td>\n",
       "      <td>8.04</td>\n",
       "      <td>7.33</td>\n",
       "      <td>0.71</td>\n",
       "      <td>4.580000e-06</td>\n",
       "      <td>0.002610</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>chr2</td>\n",
       "      <td>8681148</td>\n",
       "      <td>8681926</td>\n",
       "      <td>779</td>\n",
       "      <td>*</td>\n",
       "      <td>5.47</td>\n",
       "      <td>4.65</td>\n",
       "      <td>5.99</td>\n",
       "      <td>-1.34</td>\n",
       "      <td>6.830000e-06</td>\n",
       "      <td>0.003600</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>chr16</td>\n",
       "      <td>49696101</td>\n",
       "      <td>49697416</td>\n",
       "      <td>1316</td>\n",
       "      <td>*</td>\n",
       "      <td>7.55</td>\n",
       "      <td>7.08</td>\n",
       "      <td>7.91</td>\n",
       "      <td>-0.83</td>\n",
       "      <td>7.070000e-06</td>\n",
       "      <td>0.003600</td>\n",
       "      <td>ZNF423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>chr18</td>\n",
       "      <td>26746252</td>\n",
       "      <td>26747584</td>\n",
       "      <td>1333</td>\n",
       "      <td>*</td>\n",
       "      <td>7.35</td>\n",
       "      <td>7.68</td>\n",
       "      <td>6.91</td>\n",
       "      <td>0.76</td>\n",
       "      <td>7.600000e-06</td>\n",
       "      <td>0.003680</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>chr2</td>\n",
       "      <td>8678526</td>\n",
       "      <td>8679596</td>\n",
       "      <td>1071</td>\n",
       "      <td>*</td>\n",
       "      <td>6.37</td>\n",
       "      <td>5.71</td>\n",
       "      <td>6.82</td>\n",
       "      <td>-1.11</td>\n",
       "      <td>8.170000e-06</td>\n",
       "      <td>0.003770</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>chr20</td>\n",
       "      <td>31594706</td>\n",
       "      <td>31595582</td>\n",
       "      <td>877</td>\n",
       "      <td>*</td>\n",
       "      <td>6.31</td>\n",
       "      <td>5.62</td>\n",
       "      <td>6.77</td>\n",
       "      <td>-1.15</td>\n",
       "      <td>9.630000e-06</td>\n",
       "      <td>0.004240</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>chr1</td>\n",
       "      <td>23562096</td>\n",
       "      <td>23562740</td>\n",
       "      <td>645</td>\n",
       "      <td>*</td>\n",
       "      <td>6.06</td>\n",
       "      <td>5.40</td>\n",
       "      <td>6.52</td>\n",
       "      <td>-1.12</td>\n",
       "      <td>1.080000e-05</td>\n",
       "      <td>0.004530</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>chr17</td>\n",
       "      <td>59802566</td>\n",
       "      <td>59803913</td>\n",
       "      <td>1348</td>\n",
       "      <td>*</td>\n",
       "      <td>7.86</td>\n",
       "      <td>8.13</td>\n",
       "      <td>7.52</td>\n",
       "      <td>0.62</td>\n",
       "      <td>1.150000e-05</td>\n",
       "      <td>0.004620</td>\n",
       "      <td>VMP1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>chr19</td>\n",
       "      <td>13163815</td>\n",
       "      <td>13164924</td>\n",
       "      <td>1110</td>\n",
       "      <td>*</td>\n",
       "      <td>5.99</td>\n",
       "      <td>5.20</td>\n",
       "      <td>6.50</td>\n",
       "      <td>-1.30</td>\n",
       "      <td>1.210000e-05</td>\n",
       "      <td>0.004690</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>chr8</td>\n",
       "      <td>85850044</td>\n",
       "      <td>85850583</td>\n",
       "      <td>540</td>\n",
       "      <td>*</td>\n",
       "      <td>5.70</td>\n",
       "      <td>6.18</td>\n",
       "      <td>4.98</td>\n",
       "      <td>1.19</td>\n",
       "      <td>1.450000e-05</td>\n",
       "      <td>0.005400</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>chr22</td>\n",
       "      <td>23537410</td>\n",
       "      <td>23539307</td>\n",
       "      <td>1898</td>\n",
       "      <td>*</td>\n",
       "      <td>8.29</td>\n",
       "      <td>7.95</td>\n",
       "      <td>8.56</td>\n",
       "      <td>-0.61</td>\n",
       "      <td>1.810000e-05</td>\n",
       "      <td>0.006510</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>chr7</td>\n",
       "      <td>80277353</td>\n",
       "      <td>80278764</td>\n",
       "      <td>1412</td>\n",
       "      <td>*</td>\n",
       "      <td>8.09</td>\n",
       "      <td>8.36</td>\n",
       "      <td>7.76</td>\n",
       "      <td>0.60</td>\n",
       "      <td>1.880000e-05</td>\n",
       "      <td>0.006510</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>chr13</td>\n",
       "      <td>71437184</td>\n",
       "      <td>71438271</td>\n",
       "      <td>1088</td>\n",
       "      <td>*</td>\n",
       "      <td>7.01</td>\n",
       "      <td>7.38</td>\n",
       "      <td>6.51</td>\n",
       "      <td>0.86</td>\n",
       "      <td>2.030000e-05</td>\n",
       "      <td>0.006770</td>\n",
       "      <td>DACH1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>chrX</td>\n",
       "      <td>45775016</td>\n",
       "      <td>45775921</td>\n",
       "      <td>906</td>\n",
       "      <td>*</td>\n",
       "      <td>7.48</td>\n",
       "      <td>7.81</td>\n",
       "      <td>7.05</td>\n",
       "      <td>0.75</td>\n",
       "      <td>2.140000e-05</td>\n",
       "      <td>0.006920</td>\n",
       "      <td>character(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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>chr2</td>\n",
       "      <td>36731885</td>\n",
       "      <td>36732753</td>\n",
       "      <td>869</td>\n",
       "      <td>*</td>\n",
       "      <td>6.09</td>\n",
       "      <td>6.36</td>\n",
       "      <td>5.75</td>\n",
       "      <td>0.61</td>\n",
       "      <td>1.270000e-02</td>\n",
       "      <td>0.185000</td>\n",
       "      <td>VIT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662</th>\n",
       "      <td>chr9</td>\n",
       "      <td>112033379</td>\n",
       "      <td>112034069</td>\n",
       "      <td>691</td>\n",
       "      <td>*</td>\n",
       "      <td>6.41</td>\n",
       "      <td>6.66</td>\n",
       "      <td>6.10</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.270000e-02</td>\n",
       "      <td>0.185000</td>\n",
       "      <td>MIR3134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>663</th>\n",
       "      <td>chr11</td>\n",
       "      <td>12968076</td>\n",
       "      <td>12969505</td>\n",
       "      <td>1430</td>\n",
       "      <td>*</td>\n",
       "      <td>6.69</td>\n",
       "      <td>6.38</td>\n",
       "      <td>6.95</td>\n",
       "      <td>-0.57</td>\n",
       "      <td>1.270000e-02</td>\n",
       "      <td>0.186000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>664</th>\n",
       "      <td>chr13</td>\n",
       "      <td>95270971</td>\n",
       "      <td>95271870</td>\n",
       "      <td>900</td>\n",
       "      <td>*</td>\n",
       "      <td>7.38</td>\n",
       "      <td>7.58</td>\n",
       "      <td>7.15</td>\n",
       "      <td>0.44</td>\n",
       "      <td>1.280000e-02</td>\n",
       "      <td>0.187000</td>\n",
       "      <td>ABCC4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>665</th>\n",
       "      <td>chr18</td>\n",
       "      <td>2707456</td>\n",
       "      <td>2707934</td>\n",
       "      <td>479</td>\n",
       "      <td>*</td>\n",
       "      <td>5.58</td>\n",
       "      <td>5.89</td>\n",
       "      <td>5.19</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.290000e-02</td>\n",
       "      <td>0.187000</td>\n",
       "      <td>SMCHD1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>666</th>\n",
       "      <td>chr5</td>\n",
       "      <td>142551270</td>\n",
       "      <td>142552235</td>\n",
       "      <td>966</td>\n",
       "      <td>*</td>\n",
       "      <td>6.48</td>\n",
       "      <td>6.15</td>\n",
       "      <td>6.74</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>1.290000e-02</td>\n",
       "      <td>0.187000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>chr7</td>\n",
       "      <td>85052892</td>\n",
       "      <td>85053526</td>\n",
       "      <td>635</td>\n",
       "      <td>*</td>\n",
       "      <td>5.28</td>\n",
       "      <td>5.62</td>\n",
       "      <td>4.85</td>\n",
       "      <td>0.77</td>\n",
       "      <td>1.290000e-02</td>\n",
       "      <td>0.187000</td>\n",
       "      <td>SEMA3D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>chr6</td>\n",
       "      <td>71403623</td>\n",
       "      <td>71405768</td>\n",
       "      <td>2146</td>\n",
       "      <td>*</td>\n",
       "      <td>9.38</td>\n",
       "      <td>9.52</td>\n",
       "      <td>9.22</td>\n",
       "      <td>0.30</td>\n",
       "      <td>1.300000e-02</td>\n",
       "      <td>0.188000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>chr3</td>\n",
       "      <td>69866982</td>\n",
       "      <td>69867738</td>\n",
       "      <td>757</td>\n",
       "      <td>*</td>\n",
       "      <td>5.50</td>\n",
       "      <td>5.82</td>\n",
       "      <td>5.10</td>\n",
       "      <td>0.72</td>\n",
       "      <td>1.310000e-02</td>\n",
       "      <td>0.189000</td>\n",
       "      <td>MITF</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>chr9</td>\n",
       "      <td>120730668</td>\n",
       "      <td>120731057</td>\n",
       "      <td>390</td>\n",
       "      <td>*</td>\n",
       "      <td>5.07</td>\n",
       "      <td>4.58</td>\n",
       "      <td>5.44</td>\n",
       "      <td>-0.86</td>\n",
       "      <td>1.310000e-02</td>\n",
       "      <td>0.189000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>chr7</td>\n",
       "      <td>84060394</td>\n",
       "      <td>84061519</td>\n",
       "      <td>1126</td>\n",
       "      <td>*</td>\n",
       "      <td>6.83</td>\n",
       "      <td>7.05</td>\n",
       "      <td>6.57</td>\n",
       "      <td>0.48</td>\n",
       "      <td>1.310000e-02</td>\n",
       "      <td>0.189000</td>\n",
       "      <td>SEMA3A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>chrX</td>\n",
       "      <td>5588880</td>\n",
       "      <td>5589414</td>\n",
       "      <td>535</td>\n",
       "      <td>*</td>\n",
       "      <td>5.01</td>\n",
       "      <td>5.38</td>\n",
       "      <td>4.50</td>\n",
       "      <td>0.87</td>\n",
       "      <td>1.320000e-02</td>\n",
       "      <td>0.189000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>673</th>\n",
       "      <td>chr2</td>\n",
       "      <td>204671886</td>\n",
       "      <td>204672509</td>\n",
       "      <td>624</td>\n",
       "      <td>*</td>\n",
       "      <td>6.71</td>\n",
       "      <td>6.96</td>\n",
       "      <td>6.41</td>\n",
       "      <td>0.55</td>\n",
       "      <td>1.320000e-02</td>\n",
       "      <td>0.189000</td>\n",
       "      <td>PARD3B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>674</th>\n",
       "      <td>chr15</td>\n",
       "      <td>71806259</td>\n",
       "      <td>71807620</td>\n",
       "      <td>1362</td>\n",
       "      <td>*</td>\n",
       "      <td>6.33</td>\n",
       "      <td>6.01</td>\n",
       "      <td>6.59</td>\n",
       "      <td>-0.59</td>\n",
       "      <td>1.330000e-02</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>675</th>\n",
       "      <td>chr6</td>\n",
       "      <td>15021833</td>\n",
       "      <td>15022752</td>\n",
       "      <td>920</td>\n",
       "      <td>*</td>\n",
       "      <td>6.40</td>\n",
       "      <td>6.09</td>\n",
       "      <td>6.66</td>\n",
       "      <td>-0.57</td>\n",
       "      <td>1.330000e-02</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>676</th>\n",
       "      <td>chr13</td>\n",
       "      <td>62371331</td>\n",
       "      <td>62372340</td>\n",
       "      <td>1010</td>\n",
       "      <td>*</td>\n",
       "      <td>4.98</td>\n",
       "      <td>5.34</td>\n",
       "      <td>4.50</td>\n",
       "      <td>0.83</td>\n",
       "      <td>1.330000e-02</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>677</th>\n",
       "      <td>chr21</td>\n",
       "      <td>16196013</td>\n",
       "      <td>16196971</td>\n",
       "      <td>959</td>\n",
       "      <td>*</td>\n",
       "      <td>7.45</td>\n",
       "      <td>7.63</td>\n",
       "      <td>7.24</td>\n",
       "      <td>0.39</td>\n",
       "      <td>1.330000e-02</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>MIR99AHG</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>678</th>\n",
       "      <td>chr15</td>\n",
       "      <td>37056110</td>\n",
       "      <td>37056902</td>\n",
       "      <td>793</td>\n",
       "      <td>*</td>\n",
       "      <td>4.97</td>\n",
       "      <td>5.34</td>\n",
       "      <td>4.49</td>\n",
       "      <td>0.85</td>\n",
       "      <td>1.330000e-02</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>MEIS2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>chr11</td>\n",
       "      <td>15663239</td>\n",
       "      <td>15664337</td>\n",
       "      <td>1099</td>\n",
       "      <td>*</td>\n",
       "      <td>7.57</td>\n",
       "      <td>7.77</td>\n",
       "      <td>7.35</td>\n",
       "      <td>0.42</td>\n",
       "      <td>1.330000e-02</td>\n",
       "      <td>0.190000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>chr18</td>\n",
       "      <td>2706471</td>\n",
       "      <td>2707249</td>\n",
       "      <td>779</td>\n",
       "      <td>*</td>\n",
       "      <td>5.83</td>\n",
       "      <td>6.16</td>\n",
       "      <td>5.39</td>\n",
       "      <td>0.77</td>\n",
       "      <td>1.340000e-02</td>\n",
       "      <td>0.191000</td>\n",
       "      <td>SMCHD1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>chr5</td>\n",
       "      <td>28421158</td>\n",
       "      <td>28421637</td>\n",
       "      <td>480</td>\n",
       "      <td>*</td>\n",
       "      <td>5.39</td>\n",
       "      <td>5.72</td>\n",
       "      <td>4.96</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1.340000e-02</td>\n",
       "      <td>0.191000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>chr5</td>\n",
       "      <td>68139382</td>\n",
       "      <td>68140460</td>\n",
       "      <td>1079</td>\n",
       "      <td>*</td>\n",
       "      <td>6.52</td>\n",
       "      <td>6.77</td>\n",
       "      <td>6.20</td>\n",
       "      <td>0.57</td>\n",
       "      <td>1.370000e-02</td>\n",
       "      <td>0.194000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>chr13</td>\n",
       "      <td>97307802</td>\n",
       "      <td>97308768</td>\n",
       "      <td>967</td>\n",
       "      <td>*</td>\n",
       "      <td>7.63</td>\n",
       "      <td>7.82</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.41</td>\n",
       "      <td>1.380000e-02</td>\n",
       "      <td>0.195000</td>\n",
       "      <td>MBNL2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>684</th>\n",
       "      <td>chr13</td>\n",
       "      <td>77284779</td>\n",
       "      <td>77285659</td>\n",
       "      <td>881</td>\n",
       "      <td>*</td>\n",
       "      <td>6.86</td>\n",
       "      <td>7.07</td>\n",
       "      <td>6.61</td>\n",
       "      <td>0.45</td>\n",
       "      <td>1.390000e-02</td>\n",
       "      <td>0.196000</td>\n",
       "      <td>MYCBP2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>685</th>\n",
       "      <td>chr10</td>\n",
       "      <td>29372852</td>\n",
       "      <td>29373392</td>\n",
       "      <td>541</td>\n",
       "      <td>*</td>\n",
       "      <td>6.26</td>\n",
       "      <td>5.92</td>\n",
       "      <td>6.54</td>\n",
       "      <td>-0.61</td>\n",
       "      <td>1.400000e-02</td>\n",
       "      <td>0.197000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>chr17</td>\n",
       "      <td>64664270</td>\n",
       "      <td>64664824</td>\n",
       "      <td>555</td>\n",
       "      <td>*</td>\n",
       "      <td>5.97</td>\n",
       "      <td>6.26</td>\n",
       "      <td>5.61</td>\n",
       "      <td>0.65</td>\n",
       "      <td>1.400000e-02</td>\n",
       "      <td>0.197000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>chr4</td>\n",
       "      <td>79652209</td>\n",
       "      <td>79652658</td>\n",
       "      <td>450</td>\n",
       "      <td>*</td>\n",
       "      <td>5.42</td>\n",
       "      <td>5.78</td>\n",
       "      <td>4.93</td>\n",
       "      <td>0.84</td>\n",
       "      <td>1.400000e-02</td>\n",
       "      <td>0.197000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>688</th>\n",
       "      <td>chr8</td>\n",
       "      <td>126588355</td>\n",
       "      <td>126589082</td>\n",
       "      <td>728</td>\n",
       "      <td>*</td>\n",
       "      <td>5.28</td>\n",
       "      <td>4.84</td>\n",
       "      <td>5.61</td>\n",
       "      <td>-0.77</td>\n",
       "      <td>1.410000e-02</td>\n",
       "      <td>0.198000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>689</th>\n",
       "      <td>chr5</td>\n",
       "      <td>83741743</td>\n",
       "      <td>83743067</td>\n",
       "      <td>1325</td>\n",
       "      <td>*</td>\n",
       "      <td>8.56</td>\n",
       "      <td>8.71</td>\n",
       "      <td>8.40</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.410000e-02</td>\n",
       "      <td>0.198000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>chr2</td>\n",
       "      <td>55734734</td>\n",
       "      <td>55735289</td>\n",
       "      <td>556</td>\n",
       "      <td>*</td>\n",
       "      <td>5.29</td>\n",
       "      <td>5.63</td>\n",
       "      <td>4.85</td>\n",
       "      <td>0.78</td>\n",
       "      <td>1.420000e-02</td>\n",
       "      <td>0.199000</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>691 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    seqnames      start        end  width strand  Conc  Conc_GT  Conc_THZ531  \\\n",
       "0      chr22   23520811   23522459   1649      *  7.85     7.18         8.30   \n",
       "1      chr15   34721786   34723067   1282      *  5.32     4.03         6.00   \n",
       "2      chr20   31595592   31596556    965      *  6.16     5.23         6.71   \n",
       "3      chr17   78352627   78353787   1161      *  6.16     5.39         6.66   \n",
       "4       chr3  156816528  156817835   1308      *  8.23     8.60         7.74   \n",
       "5       chr9  129333780  129334939   1160      *  6.43     5.69         6.92   \n",
       "6       chr7   85102557   85104109   1553      *  8.23     8.55         7.82   \n",
       "7      chr17   44536328   44536973    646      *  5.68     4.77         6.23   \n",
       "8      chr15   74642010   74643552   1543      *  7.54     7.93         7.01   \n",
       "9       chr6  154318762  154319861   1100      *  6.88     7.30         6.27   \n",
       "10     chr15   94844311   94845478   1168      *  5.56     4.65         6.11   \n",
       "11     chr21   36453796   36454646    851      *  6.24     5.60         6.68   \n",
       "12      chr6   19804502   19805309    808      *  6.89     6.27         7.33   \n",
       "13      chr1   81452762   81453967   1206      *  7.52     7.84         7.10   \n",
       "14     chr18   48841289   48843780   2492      *  7.71     7.28         8.04   \n",
       "15      chr1     941450     942430    981      *  6.27     5.51         6.76   \n",
       "16      chr5  123835083  123836227   1145      *  7.73     8.04         7.33   \n",
       "17      chr2    8681148    8681926    779      *  5.47     4.65         5.99   \n",
       "18     chr16   49696101   49697416   1316      *  7.55     7.08         7.91   \n",
       "19     chr18   26746252   26747584   1333      *  7.35     7.68         6.91   \n",
       "20      chr2    8678526    8679596   1071      *  6.37     5.71         6.82   \n",
       "21     chr20   31594706   31595582    877      *  6.31     5.62         6.77   \n",
       "22      chr1   23562096   23562740    645      *  6.06     5.40         6.52   \n",
       "23     chr17   59802566   59803913   1348      *  7.86     8.13         7.52   \n",
       "24     chr19   13163815   13164924   1110      *  5.99     5.20         6.50   \n",
       "25      chr8   85850044   85850583    540      *  5.70     6.18         4.98   \n",
       "26     chr22   23537410   23539307   1898      *  8.29     7.95         8.56   \n",
       "27      chr7   80277353   80278764   1412      *  8.09     8.36         7.76   \n",
       "28     chr13   71437184   71438271   1088      *  7.01     7.38         6.51   \n",
       "29      chrX   45775016   45775921    906      *  7.48     7.81         7.05   \n",
       "..       ...        ...        ...    ...    ...   ...      ...          ...   \n",
       "661     chr2   36731885   36732753    869      *  6.09     6.36         5.75   \n",
       "662     chr9  112033379  112034069    691      *  6.41     6.66         6.10   \n",
       "663    chr11   12968076   12969505   1430      *  6.69     6.38         6.95   \n",
       "664    chr13   95270971   95271870    900      *  7.38     7.58         7.15   \n",
       "665    chr18    2707456    2707934    479      *  5.58     5.89         5.19   \n",
       "666     chr5  142551270  142552235    966      *  6.48     6.15         6.74   \n",
       "667     chr7   85052892   85053526    635      *  5.28     5.62         4.85   \n",
       "668     chr6   71403623   71405768   2146      *  9.38     9.52         9.22   \n",
       "669     chr3   69866982   69867738    757      *  5.50     5.82         5.10   \n",
       "670     chr9  120730668  120731057    390      *  5.07     4.58         5.44   \n",
       "671     chr7   84060394   84061519   1126      *  6.83     7.05         6.57   \n",
       "672     chrX    5588880    5589414    535      *  5.01     5.38         4.50   \n",
       "673     chr2  204671886  204672509    624      *  6.71     6.96         6.41   \n",
       "674    chr15   71806259   71807620   1362      *  6.33     6.01         6.59   \n",
       "675     chr6   15021833   15022752    920      *  6.40     6.09         6.66   \n",
       "676    chr13   62371331   62372340   1010      *  4.98     5.34         4.50   \n",
       "677    chr21   16196013   16196971    959      *  7.45     7.63         7.24   \n",
       "678    chr15   37056110   37056902    793      *  4.97     5.34         4.49   \n",
       "679    chr11   15663239   15664337   1099      *  7.57     7.77         7.35   \n",
       "680    chr18    2706471    2707249    779      *  5.83     6.16         5.39   \n",
       "681     chr5   28421158   28421637    480      *  5.39     5.72         4.96   \n",
       "682     chr5   68139382   68140460   1079      *  6.52     6.77         6.20   \n",
       "683    chr13   97307802   97308768    967      *  7.63     7.82         7.41   \n",
       "684    chr13   77284779   77285659    881      *  6.86     7.07         6.61   \n",
       "685    chr10   29372852   29373392    541      *  6.26     5.92         6.54   \n",
       "686    chr17   64664270   64664824    555      *  5.97     6.26         5.61   \n",
       "687     chr4   79652209   79652658    450      *  5.42     5.78         4.93   \n",
       "688     chr8  126588355  126589082    728      *  5.28     4.84         5.61   \n",
       "689     chr5   83741743   83743067   1325      *  8.56     8.71         8.40   \n",
       "690     chr2   55734734   55735289    556      *  5.29     5.63         4.85   \n",
       "\n",
       "     Fold       p.value       FDR        SYMBOL  \n",
       "0   -1.11  1.660000e-10  0.000002  character(0)  \n",
       "1   -1.97  2.680000e-09  0.000009  character(0)  \n",
       "2   -1.48  2.840000e-09  0.000009  character(0)  \n",
       "3   -1.27  1.900000e-07  0.000460  character(0)  \n",
       "4    0.86  3.400000e-07  0.000657     LINC00886  \n",
       "5   -1.23  4.840000e-07  0.000781  character(0)  \n",
       "6    0.73  6.580000e-07  0.000802        SEMA3D  \n",
       "7   -1.46  6.630000e-07  0.000802  character(0)  \n",
       "8    0.92  8.230000e-07  0.000885          EDC3  \n",
       "9    1.03  9.690000e-07  0.000926        IPCEF1  \n",
       "10  -1.47  1.050000e-06  0.000926  character(0)  \n",
       "11  -1.08  1.520000e-06  0.001190  character(0)  \n",
       "12  -1.06  1.600000e-06  0.001190  character(0)  \n",
       "13   0.73  2.630000e-06  0.001820        ADGRL2  \n",
       "14  -0.76  3.730000e-06  0.002280          CTIF  \n",
       "15  -1.25  3.770000e-06  0.002280        SAMD11  \n",
       "16   0.71  4.580000e-06  0.002610  character(0)  \n",
       "17  -1.34  6.830000e-06  0.003600  character(0)  \n",
       "18  -0.83  7.070000e-06  0.003600        ZNF423  \n",
       "19   0.76  7.600000e-06  0.003680  character(0)  \n",
       "20  -1.11  8.170000e-06  0.003770  character(0)  \n",
       "21  -1.15  9.630000e-06  0.004240  character(0)  \n",
       "22  -1.12  1.080000e-05  0.004530  character(0)  \n",
       "23   0.62  1.150000e-05  0.004620          VMP1  \n",
       "24  -1.30  1.210000e-05  0.004690  character(0)  \n",
       "25   1.19  1.450000e-05  0.005400  character(0)  \n",
       "26  -0.61  1.810000e-05  0.006510  character(0)  \n",
       "27   0.60  1.880000e-05  0.006510  character(0)  \n",
       "28   0.86  2.030000e-05  0.006770         DACH1  \n",
       "29   0.75  2.140000e-05  0.006920  character(0)  \n",
       "..    ...           ...       ...           ...  \n",
       "661  0.61  1.270000e-02  0.185000           VIT  \n",
       "662  0.56  1.270000e-02  0.185000       MIR3134  \n",
       "663 -0.57  1.270000e-02  0.186000  character(0)  \n",
       "664  0.44  1.280000e-02  0.187000         ABCC4  \n",
       "665  0.70  1.290000e-02  0.187000        SMCHD1  \n",
       "666 -0.59  1.290000e-02  0.187000  character(0)  \n",
       "667  0.77  1.290000e-02  0.187000        SEMA3D  \n",
       "668  0.30  1.300000e-02  0.188000  character(0)  \n",
       "669  0.72  1.310000e-02  0.189000          MITF  \n",
       "670 -0.86  1.310000e-02  0.189000  character(0)  \n",
       "671  0.48  1.310000e-02  0.189000        SEMA3A  \n",
       "672  0.87  1.320000e-02  0.189000  character(0)  \n",
       "673  0.55  1.320000e-02  0.189000        PARD3B  \n",
       "674 -0.59  1.330000e-02  0.190000  character(0)  \n",
       "675 -0.57  1.330000e-02  0.190000  character(0)  \n",
       "676  0.83  1.330000e-02  0.190000  character(0)  \n",
       "677  0.39  1.330000e-02  0.190000      MIR99AHG  \n",
       "678  0.85  1.330000e-02  0.190000         MEIS2  \n",
       "679  0.42  1.330000e-02  0.190000  character(0)  \n",
       "680  0.77  1.340000e-02  0.191000        SMCHD1  \n",
       "681  0.76  1.340000e-02  0.191000  character(0)  \n",
       "682  0.57  1.370000e-02  0.194000  character(0)  \n",
       "683  0.41  1.380000e-02  0.195000         MBNL2  \n",
       "684  0.45  1.390000e-02  0.196000        MYCBP2  \n",
       "685 -0.61  1.400000e-02  0.197000  character(0)  \n",
       "686  0.65  1.400000e-02  0.197000  character(0)  \n",
       "687  0.84  1.400000e-02  0.197000  character(0)  \n",
       "688 -0.77  1.410000e-02  0.198000  character(0)  \n",
       "689  0.31  1.410000e-02  0.198000  character(0)  \n",
       "690  0.78  1.420000e-02  0.199000  character(0)  \n",
       "\n",
       "[691 rows x 12 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.read_csv('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/GT_THZ531.p300.diffBind.txt', \n",
    "            sep='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### GT vs Gefit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "module load ImageMagick\n",
    "convert /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_Gefit.p300.diffBind_MA.pdf /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_Gefit.p300.diffBind_MA.png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfgAAAH4CAYAAACmKP9/AAAABGdBTUEAALGPC/xhBQAAACBjSFJNAAB6JgAAgIQAAPoAAACA6AAAdTAAAOpgAAA6mAAAF3CculE8AAAABmJLR0QA/wD/AP+gvaeTAAAACXBIWXMAAABIAAAASABGyWs+AACAAElEQVR42ux9d3wcxfn+M7tXdNKdepdVLPdeMTYdYtNraAmEEPIlDoSQH2lAGiEhIaaEkgAJJCSkQULvzQbTbdx7L5KsZpWTdKeruzvv749tc/LJlsFgIe/z+dxHj+ZmZ2f3dnd23nne92VEBAcOHDhw4MDB0IJ0uDvgwIEDBw4cODj0cAZ4Bw4cOHDgYAjCGeAdOHDgwIGDIQhngHfgwIEDBw6GIJwB3oEDBw4cOBiCcAZ4Bw4cOHDgYAjCGeAdOHDgwIGDIQhngHfgwIEDBw6GIJwB3oEDBw4cOBiCcAZ4Bw4cOHDgYAjCGeAdOHDgwIGDIQhngHfgwIEDBw6GIJwB3oEDBw4cOBiCcAZ4Bw4cOHDgYAjCGeAdOHDgwIGDIQhngHfgwIEDBw6GIJwB3oEDBw4cOBiCcAZ4Bw4cOHDgYAjCGeAdOHDgwIGDIQhngHfgwIEDBw6GIJwB3oEDBw4cOBiCcAZ4Bw4cOHDgYAjCGeAdOHDgwIGDIQhngHfgwIEDBw6GIJwB/gsCxhil+QQZYw8zxvL61jsU+zqUbR7Evm8Sjm9Gmu8XpOmfWbbwk/Q3XX2jzQWfwfHNZ4ytEI5xhbGvPOP7uf381iQe4+GA0c++fZ//CdqwzvcnPffGdb9TvPbF9vuU5RnlQWN/O8X2je8fFo7ryT731MXGNua28wfadj993+9v2893T/a9H/bXTrp751P+9v2eg4Ot20+fFxxoe+HeOKTHNqRBRM7nC/ABQMZnofAJGmUPC/UWAlh4KPZ1KNs8iH2vEI714f2chwVpyuZ/kv6mq9/3HByiY3s4ze9o/r/CqDOjz2/ct/6Cz/L8H+AciX1Zke63OIjreMEnPfcA5vb5vWuNsgXpthXKg33umwV9jm2n8SGzTwAu7nPcJr94IG0fxL28UOhP3+93CvuoPUA7Kf0/RL/9fs/BwdQ1rm8yrh+x3/MHuP2Kz+tZNBQ+h70DzufgHox9yvLSDMYL+hv8jAdEEMDcNA9A87v5n1GbBxycjAe1efMTgGA/D3YyeE3fsgP0d4bwAFwBYEbf+sY5ndtnm5sM/qTQpnmeHh7g7zdf2G9tn2M2+3TxQH73NHXM7cV2zYGm1jimJ8WXiXT72k/7Nwnb5QnlM4T95All5oM52Od36Pv75R3o3O/neHf2udZI/PSpHxTbEwaZoHCOVwj1V5htCMdiDjDmALRwIG0P9F4ewL1uvhwuOEC9vAO1/wmePfs9BwdTV/h/7ifZl3AtzjhUxzeUP4e9A85nwDdZupt5bt8bLc3gbD70xNmJ+DDr+8Yc7K+NQ9DmwgMco/mgvkkYkC5Os1/z8+N0D/b99DeYrj99tp3bp82FsF88gkKbD/fXv36ObUXf+p/0d9/feTP+t2ZJfR6aD8N+8er3Ibufvs89QL08oe0Fwn4X9PP7zT3QuU+zjxnisRpl5gx+LtLfJykvfGl+8xXGdVwL+4Vrp/Fd3xcYcwANDqTtT/Kb9nMM5nHvPEC9vL71BvgbX7yfQXe/5+Bg6grX6sUGvwnpX0z72968Fw+LJeuL9jnsHXA+B/egT/PpO6vqb3CrRfoZv/nwNk1k8/tr41O0ab51H2iA3ym0m3aG3M9DbaD9NWf4tUh9wA+kzRV92tiJfS0M+xvg+xt49jFTDrRNoY758H+yz/m+qc/x9zUrD+ghOcC+i5YOcUbe94G9399qAOfR7PuMgfY1TR2znw/3OX/i56ZP2L99rD0DvZcP1P5+rut0Jvr5dODfdQb0l76geMwD/P0H1Me+ZUi1JIkv3jMGui+j/ooDHZ/zcQb4L8ynn5s52PdmHuhgdzA37yH433wJWLif4zNnXyv6bBPEfl5gDsUxDrBN84VjgfCCMCDz/H72Ia4xph1wBzJgGfV2pnmI1vazn4XGQJR3CPs+V9jvAtgz6r4vRp92gF+4v/NxoPMlvCBYL8ZCvx82+mxaZ+YfTP/StX0Q9/LCAbTf3wCf7qW/tp991xr9NF8Edhr/zziYc/opBvj54v7Ec3YQ9+J+rwHnI5y7w90B5/OpBoh0puNBN8ALZfsb4M2H6s6DeYE5FMc4wDbNF44VsGdpB7OO3a+JHn1mvgf63ftp33xQzkWaGQ50k+jDwoN9v7/HQfT9YWG/fQf9lBeAT3r99fnuEw3w0GerK9Kd5/30wdSQpLsOgn3KrOUIHODFaQAvIen6M1AT/X6tM8L3CzHAdeyBnINPUrefe3Eg59sZ4Af4cdzkhgbyPsW2KwHdfUv8+ynRt82bBrDNxcZfcT3VPK65h/6UHRyIqAvAU9AftHMBdBHRUwfRxCPG34dFNx+DD+T8HAhmXxZAP29W3xhjZn+/TUQjAMwzvhroeTX7voAxViu0Ox/6jMzESuPvJUTEiIgBmGnsb+WA9nRgdB3sBsY5NrUU84jo5nRtmr9LHzcs81o2r0/znC0yyvOgvzTNBfBtIrrZuFYONczzfKBrbpHxd8Z+vt9l9PdJwy219gBt7vccHEzdvi6QxrUJo08Huy8HB8LhfsNwPgP7YP8m+of71juI/+f3aZs+QRt9/1/QT5sL+zk2S2HepzxP2DbtGu4n6V+aWUO/3yNVRCeeq35d+PbzG/Z1kzNnlGlnlgNps09dcXaeTrhkiuxMk/TCge4DqWun6fo+F/oAas56FwjXwU58gjV4pLcYWJaK/d0nfcosrwykMYtjP65uOHg3uX1M7p/gOul7r+/XTa7PtvsIb/vZxwykCi5X7OecHugciPfSQNzcREud+f2CgWwvXM+Oq9xAngmHuwPOZ4A/VHqzZ9B4aB9QZHeAh4Lo0maJpw5Rm+aDcn8DvDl43LSf7+bvZ1+fxQC/T5+R+sLxSV3a5qOPrz9sN7ZPJLJL0+e+L0oz+gzQKdfNQPeB1LVb81oxzdOim9iKPvupPcjfpt/rBQdQUR/ghWGfTz/HthOp7mjz+3wnLhktPFDbB/ub9tPek+hjUu/nWC03PQzcS8Jcvtmf7/7+zkG6SUN/dfOQKuxL+X4A2+/jReF8+v8w46Q5cPCZwTBjBgEsIqJ5n7a9w3wspoAp/3D35UiFEfFtBoAR9NmYwx0MUhjm/Zug//a7Pm17Qx3OGryDQw4hbOdNxhrbw8ZXB7NmPahghMl8EvrA8oU9jiGCm6HPBA+FdsHBFwsXA3jEGdwHBtfh7oCDIYl50B++pphmF4A7iOiRT97kYcdc6A+XRdAHGAeHCUS0kjF2M4AZjLE8ZxZ/ZMAQP+4CcMfh7ssXBY6J3oEDBw4cOBiCcEz0Dhw4cODAwRCEM8A7cODAgQMHQxDOAO/AgQMHDhwMQTgDvAMHDhw4cDAE4QzwDhw4cODAwRCEM8A7cODAgQMHQxDOAO/AgQMHDhwMQTgDvAMHDhw4cDAE4QzwDhw4cODAwRCEM8A7cODAgQMHQxDOAO/AgQMHDhwMQTgDvAMHDhw4cDAE4QzwDhw4cODAwRCEM8A7cODAgQMHQxDOAO/AgQMHDhwMQTgDvAMHDhw4cDAE4QzwDhw4cODAwRCEM8A7cODAgQMHQxDOAO/AgQMHDhwMQbgOdwc+LzDGagBcfLj74cCBAwcOjiiUAvgjEdV93js+YgZ4ANcDuBLA9sPdEQcOHDhwcMRgFIBWAHd93js+kgb4VgDbiWjO4e6IAwcOHDg4MsAYW3K49u2swTtw4MCBAwdDEM4A78CBAwcOHAxBOAO8AwcOHDhwMAThDPAOHDhw4MDBEIQzwDtw4MCBAwdDEM4A78CBAwcOHAxBOAO8AwcOHDhwMAThDPAOHDhw4MDBEIQzwDtw4MCBAwdDEINmgGeMEWNswee4y7kAyPisPER89xDiSwYBHwzn4dPwQ3VdfRpufVRufxTN/iSFT0K1P71Jbn2645r16exVrU9HWEn/6VWtTzBif0IJbn2iSVgfcb9J4SP2U+y/Jnw42Z90x+18Dvs1ONiekQtxhGDQDPAmGGMLGWMzDnc/HDhw4MCBgy8yGBEd7j7oHWGMiIgZg/vD0N/6HiGilQfRxlzoM/N0OAFABRFVG/+fBOD3Bm8DUHwIOAFgQ4R3ACg8zPyLjkN1XX0a7gfQCwCc4CeDQ+Ak1CGCn0jnKpHFNSI/EentaLA4YNdnTOASs+rIAne7ZYu7JMkPo75LtreVmN0fZl6NgH1lInVmItYRqx8iWH0ZAnwwXI+D4dm2DsBV+JxgxKJ/loicZDPGgD6TMTYfwJNMv3sXEdG3B7D5LgCL+vluIoCaPsc+3eCrDhGvE/bxRedLheM6XHwwnIdPww/VdfVpuAVO6bn4jq9wbnPV/kLVhHKN0rbTH2RhNObCBqpkt+kWhmyPZHMmtt/PYC/WYf2M8CmbfgZvAV8QDIbrsQ6H/74Mfl4n/HBj0A3wJojoEQCPGDP6AeVxJ6Jd0Af5fcAYuxjA1MN9XA4cOHDgwMHngcFkol9IRPM+w/YfBnAWEQ0zis4FcL/BOwEUHAI+GMxPh4oHAeQfZv5Fx+d63sjgLJX7CIgBAAd8xHUO1oeTzhWCjzjFAEDV4CPiOuciZz4ivQ6BWeWAXS5JklUuC9wtyz6Y5bLsI+jc45J9BH1bryxZfZaFk5liiu+P9/NDfAozvg9GX4YAP1TPuS/6M3ILgDPwOcEx0QP4LAf3fhBFqsnmUPC6IcRbBwEfDOfh0/BPfC0RECTSOWM2R3/lLH25+P6e8irPhXLhC00wxaeY5VWhXDCza2SXk2DeZ0KjnGvCvmzugs2ZwFPW1wVzvVguHkt/5QMZ7I8wHKrn3Bf9GbnjMz3LgwiDTkXvwIEDBw4cOPj0GDQzeAcOHKQHkTDLZvYsNaUcNmcCRz8rcGJxqviOhPbSi+lSyjXCzm+8hrJF9ei572SUXDh6nw0kYcosGA72A8EqIDyhPP3M5sU2pSN3du7AwT5wZvAOHDj4VKh6sw7ligb19o8Pd1ccOHAgYNCI7D7zA/18RHZDCY7I7tPjEx87CUI5kMD3Uy62QySI7MgW04H2FdaRUEfhZAnlVM3mSQ0W52RzjcO3/do3M4te2pnVe+dJobKvjOnWu8As0ZzMmC2ak5m1L4/A3S6h3JVSbp3MlBm8MDXpT3B3iHzlB4M4biiJ7AYDHJHdEQBHZLd/7ojsPj0/oIAOGIBQ7iAFd2L9FBEc+kGKyE4w0QuiuRSzPE/lIx6cCzw4F36iXCLK7VtfEx3VyR5eVXGoVftxchfqw21TjzB8S/1U789XXj5y7ZaOyE6HI7Jz4MCBg0OB2J4wgqP+ij2z/3O4u+LAwRGFI9lEfxKcULX744MhVO1gOA+fhqdcJyRy0jljaONkl3OhnPj+6xDQxol0TqyNc67XYVIbGZyYHVaWwQ4ZK4aSlZjNSagDsrdVuM01zvxEXOewOQnlYJLF6+9eUTn1ro+LFDCKtn93e7oQti5Z8sMsd9ncJUzPU8z1wjTcLdvl/ZnixVn+QQrxBkOIWSdU7aHlTqjaIwBOqNr9cydU7afnq4iMY2ECF8qpHw5KX86Fcg20ioh0rnGLQyhPeX0XzPXggrI9JR6saKJPr6hP5fyAvOiS0dj4zw1IZntYDeejzXItxdQv+NAL/vdCN8HF7ktiHw48YqechyNXae+EqtXhhKo9AuAXeNYh4r4hxAODgA+G8/BpuP9guJGs5RNtux9+2OGrDMC39srD3Q0Hh+4590V/RorPmCGNI3mA7xV45BDx2BDi4UHAB8N5OChOQMzyR2foFXzWe4XBOz0X6iSJes2ZsqbB4pzb5SoJ5cR67Zm1zftbgJOEWbto1pYF+3VqghYm1BG2FWbPmlBfnJ2TuIP0xoKU+v1BsMRD68dHXwxtewTP1PvDoXrOfdGfkeIzZkjDEdk5cODAgQMHQxBHssjuRAALDB4CkH0IuAdAcojwweAzOxjOw0FxSi0PkXFtEBAi0jkTuFjOBa5yCnEinWsIkcE1TiGY5WSXc2IWB2xOQDbTr1FA70sIACRmcyZwWWJWfb2c7bOt0XbI6HM2I51rYjlHNpn1YZcTt9sR2wSz+ylJzCoXRXYelyi4s+cmXoG7RJFdP8K6gxTZBWDP+L7o/FA9577oz8gdAK7A5wRHZHd44AYw2+BDSUByqPhS4fwcLj4YzkO/XPBfrxN808XytEI5JnBNEM0pZAvlVNUWyiU12OVkc84FLpQDKdyCaGZPGfCEf8QBVTfX0z71U5TqYi52YV9ifdGErokiPrFzBOy65UPQxy0YudDODi0K6wTtHWThH02wQ0piLnkcHI6AMLeOyE6HuDw7pOGY6B04cDAoMOnPazBl9V40/HHV4e6KAwdDAkfyDN5R0e+fOyr6AXLSc65b5QL3i9wkhk85AEDl8JuR4ZKc+03XNEUjq46iwk+w61viO05+cx5MZJdD92s3qN0BMemLOJt3pSSbQdpycWY/INN3yiw//dRYTBJDnNDqlVGc0JA9o/SQzzz6S66TUke0RjD7ryCaTDk8If/PFwWOil6Ho6I/AuCo6PfPHRV9Gi5kdYsJCvmYMDjEDqSW1wSFvKoJXO2nXFTOc1E5T4Jy3i4Hs1X0Uh97etPFL4OGZ6PyrpOs4v4yvInloj+6JAxp1GfQ+zQI7LkGMQD5/djKU/zvxT70JyOitLTfnPHpyll/LwP97HKQ55p3VPQ6jhgV/aAR2THGFhDRzYyxGQBuAmAuxD0C4GYi6vqU7TuR7L54kewGLQjCQ55SU7haYGjjfN/odUlObWREoFNUtBHpUecSAlc0sqLUqSLnsLblZNfX2ycjkh1rg8ElyY4K13rfqsqZ964sTALobLxmO9JEkZMELpa7hOhysiRZEehkmfmJYETEg5+MF2cmRFAjwKrDheh4XIyyJpTLErPKxRcUl+ADJ4rsPCLvx9LQ38Db33hs1pcYUo6Pm/1C+mPF4OZOJDsdTiS7w4D5AG4G8CSAp2BnxlpglM37DI59KApIDhV3ItkBIEE0xwQxnViOfrgooEsKkeYSqs0VQUCXEIV1qibUESLWUXphHYGtgsEZY6sAncuSPQ/3zCpFhBGikoSkogoR5ew6cp9EMnYdm8uyzd2CMZ36Mdf3nRmbgyf1sZVb5Sm2cqEdcUae0je7/4qwgYtJ+7TdF6yff8yZu3hMvB+LAGPCjH9wz+AdkZ0OJ5LdYUCe8beWiG4Wyr/NGBuQmYExNh/2zL8vxgLwHu6DdODgcCEwqxRtO64G4KhrHTg4EjCYTPQPA+iCPtA/RUSLjPK5AG4iok81g/+c8sEPBvPToeJOPnjjhAjr7tbULaVc4Fww1ysaBWHkZU9o3MrRnlB5kIjyASCpUhDQeULhVn73hKpZ2yY1u77CEYTBOWxOYFY7jLEgM9pxyczKAe+WJCuPu0tOz2VZsuqL28qy5AOE+gZ3y7IPwrZEXK8j7AuM2RzMakfMKw/GrHbEOqKJXswBLyaYcQlcTnH568dl7iByxksSrNz0KZz14cYaLxsced8Hcz74wfBsc/LBHwbcDH3tfQaA+YyxRdAH/C4Al3wG+3Pywe+fH3H54A/k10504DoKpzpOpHOFB8ngCQ02V0ngdp2kwBVNqMOFOkI7BAQBMvrAggDVlDy+FdULllUnSzLZ+kUXgVM/Nu40srPuk57EtIYQll46FmV3HA9xJCSknwgw0tK2qYkSvX72m2py52nrpAgAhX9UoY6o0ufCAM+FpYRUH33hhUAw46fLEy/63hO32xHN9Sl9ZMAgttI7+eB1HDH54AfNAG+I6G7+1A0NHI6b3P75EesmxwRXN6bP1PbLU9rRZ6Lmf584SQwNgIPBL/hq+cdd+SYCK1rBwODujGOg8H3YjOSkQpQ161os75Lmfuu2P7sdvmEB5M4pH3D7RxIG8eAOOG5yJhw3uSMAjpvc/vkR4SZHtsk9ratbigucwFWVYtx2b4tZvuyaXZ4Q3N6SKVyzuFgnrnG7XHCTS3C7Pgd6hTWDXjvSHOsNrGi1DqDuhzOQ0DhSjdDiXFMvL75rBfIe24jExAJs/ucZaLhzOQL3nwJN6ztj5+h4bgfG/b+3oQAIN16T0g72qd13T/uvk5KaVihn4kxdnJ2LSW6EbcUkOpImztSFNlMi+tm9EJX5bsO8z5Bq4xVe/FKT8Qh1BvEg77jJ6Thi3OSO5AHegYMvNDzdCXnG196EuyeB9X88MTNWk42MPWFs/McZm3smF4wfcEPGwOmfVQr5mXP3X/VwH7QDBw4GjEEjsvvMD/TzEdkNJRwRIjvRfz1lpTiNmE5cd01ybm2QVMhao06oZLl5xRVuHUtC4HFFtURwMaE8pqpBBqZzTbN4XLPra0RBBuQXLtnrHfOb5bne5rAPAILHDwuu/+MJRoIW2arvdcmWUM7jsoVvHkFMF9jQEUhUZUe0XC93ScwSj7lcNnfLOu9+v8nrcknenGPLQwDgdsl2fdkWysnCvmRmt8MEcRoJHCmCO7s8ZZYsvF3I/cXV70eUJw2gvltMZmMsyEsSfEwQ2XGBQxDZwRHZDZQPBjgiuyMAjshu/3xIiuz681/vr5wLPKnxOs4pDYclrEsqdnlC1QRxnC2aiwliupgmCvHs+grZ9TnZwjpPt9Iz/ccf1OSt6dB7zRiUHA92fWNMm8L5WACQGLOuSVU0Uwt6OFUwkIcnFgBAgZ7ZRQgUI2yrGuWBY8sgSwwa5/l964hzBS78w/txDk8JH9tP/NgUc73Qf62/0LlCuSTU72/gF0PwEvaV0UvE4DK2JWFNgQttExNeGhyR3YF43SDgR4zIzrG4OXDwBUHOli7MPfX5yXlr2gEQGJP4ngtG4K1F56N7WlF0f9uO+PlHmDr+MeQ/d8Q82xw4OOJxJM/gHRX9/vmQUtFTmnLqp1wj+CwBnQafKeJKquTjxjQurpKPG65dSZV8msDN8phmJ4+JaprfFtBpfnOCm9C4VZ7kdoIZleA3p8QZISV7/J/Wo/TDFoB0dZmS48WKP5y4p2tCXjUAEJP85hSTM2Ztax6ff9Ve/e/yVnRcMDI1zrzAZbFcDCjXDxejyKVMjUX3spSNxRm/Xr7nhCeQ09wL1+KvwFcZ6DeGfP2FL4DV5KDq9yeBRBGgMGWWxW2FfXGhD7JopRCPXey+5S1x4Pl4Ov/5QQpHRa/DUdEfAXBU9PvnQ0ZF369Cvp9yToJCntsK+RSucYsrmiZwoVy1VfFJTRO4Xa7w9EllNNITxuRt7cYp33m3RoopUDPdAIDOqUV4788nwiNLnSDSB3jOres5hRtD5OZH5qL86R1ovXoiiGifID2ePWGMPPM5aIU+7Hr30pRtzToH5umV8OILREpyF6P+5O1dkAGsfnEHKr4zNe0A3/zQGsxY0oTkkib03H1ivwlyWD/y/RQ/+H6y56U7FuIclC5gTp/wAlaYXQzqQd5R0etwVPRHAJwZ/P75kJnBD8SvHQw+wQdK8GVnPsE5Ki2nFJ5iITiwXzulL/fvieSecMN7ABGkmOICgOaTKrDyl0dtA9Foo5/WTF3knpCSPeH77yJe4ceu3x4LAIgP86PxB2Y4cBtyKAn/pk69CZVD7hq4/7wId+1fkady7Hz6XOTOPjgf+XWj8pDVHkXBOSP6rZM5vRhRxhCVP+fhk6Wf7fdTZTAP7oAzgzfhzOCPADgz+P3zL/QMnlOf1K4H8GtPqlz0X7dm4XHFnpHHVYEr9qw9qmgx04zfq6ox02wdFfzdo6IfvGandlWJ9vFrn3PvWox9YfdwcwYdHJsfrptXGdhyyUh4OVnXLRdm6mamNwDIXtlGOSvbENjQie2/mWNVUfm+w8/I+QuRuSmI9q+PR+Mtc0C5XiSN8G0u6cDDldnzEpWDAehduRf+o0pTBj1ZnAGnGQwr3vlKijeDKNAzaWBWGXrqv6X/o4nR8wAmyOtJVM4L7TT86F3MeHwT1tbkoGbZ1+w6ohk/JbKeeXwEMl4q+kYVEPvozOAHzAfbs21I40ge4B04GHS4+CtvIKs1ChLGidf/cvJ22Nm40iJvdXtm2Wv12H79FISmFUY7vlQJJS9jYDs1BvKOS0YPaFBPh9U3Hw2+tBkV10w53KcwLVwfNQEAShuPmGe7AweOH7zBh1IiBSfZDIykL0KSmHTJYDRur7WK/usxhds8yUHGdC6W5NbsMpLULB5Oqlb9kMB7k1oQTE8AE0nyIGNG8hgVQWaUa4QgA+XnNkZcl1y1qIJxgECMMUYdo/MSLz18YqtHlq1zkuFmFvfIkpVgZt45r5R6WyMZe0+rCW+689jtZhIal2QniXEz2UqK4pIky2c9/8OWnJ7jy3sAPSGNp65HGX3O8xVaQQbf9t6le8xypCSkERPMGFyoI8lMSGYjW1wSktBITPLBSE5DIoftE5/qepd+5Z2lxJMXo9fZPFEfcrX8+J38zC+PjlReMd6aUboFZZ1H8IP3uPVylyz5XMz2fWfpEs9I8DHHD36gfDA82xw/+CMAjh/8/vkXwg9+QH7tlJKj3eIJVbN91jWyeEzwZY8rWh3nfJ/ysKLVaUZ5SFEs3pvkdZpRpzdp+7XH1VS/drP/EkPwjDtW1Yx5pwkMjMjIQP7BDVPrtpxTPRycakimIBOuN5MzUHDKr5bVDHu5DuEx+b3e1gg65pQGDBW/fryiyl1wJBdf7DuPLQU4N9M1w9fUC6ZxSD0JWTWOSxTCkyBxS+FC4hlRqa5B3K/dTmp/bM45T1tfNN13PrcDJTe+i4aTq1Dxl1PtJgUjuijq99Vko/apcwEgk4iKxKOxtxVBVl9MkR3ntolePK2cpwbPsdobfLZ6xw9exxHjK3okD/AOHBxWjHunGV96cP0kT0QBAJDEaMlV49jGs6qBXG8XA4YfqI38NR0AgFhFVmLJ46f6gVRXNwAYe+sylD6/A/HKAJa/nD4UrbexF65QEomJhQjNKUPDLXOAXM+nOr6W25aCrdiLipfOP+TnTr5zOcoVDvdbDfhkskAHDoY+nAHewRcOYvjY/jgEntRs03pc4bBFcwRBTCdwzZpF9iqalcwkpCjWjLg7YZf3xFWL9yZT27fc3rjZQ6C4Oer56h2rUNgUBgA3wNA5zI/1Zw9vWHVuTQ0A+GlgYq2PHzgRVc/tRP0V4xo5UQFgCsQI7rCCkX9ch7yP9Oxw3pYIEoZATRb8yTSSMOOilyElVGz49xnoHZ+PpgtH6CZulaP2Zx+h8IUdaPjtcei4YCRkYfbqkdKbx4mAGY+uBwOw6qG1KL5m8j77pX4OUBS7iYlkRKuD8uOZ2P7Lj9AxpxzlQrlEonXBftVJFf2lj4KXmoSGWX/N6vubkYvLQSIG3yTewZEEZ4B34OBzxEX3r8PU95sniD7mrSOy8eg9xyHDLYmm+BT4W6KYd9278LVHp6/6xVGoP6saABCtyMKW706GzJjWd5uxd69G+cu7ES/LQucxZWg9swb9QUpqIFf6wJaB1alBcryNvZB7EohO2H948VaPjOKkhoypxYf8POafPxI4fyRKD3nLDhwMHTgiOx1DKZHCocKgFdkNZAbPhdyeca2vaE4U0+l1ognNCuwSSajWxj0J1dpvVzxp1QnG7PpdUbtOOKFZnYgpPAimJ4zROAVvv/SNqYwTIxBjxqr2f38+c/v2o4o9AJDhloKScexZXtnimR5X8OKzXpriCSVkAGiaVxVe9pujOz2SLbKTmc3H3bvWE6nyewBg3N2rC9pOHta75ndzOmVJEL4JYje3LPtc3YmErz7kik4rkdFHNOerD7tKn9yW1/LtyZ1qrpdPm/V4FYurbMe/z2hRppda9V2y2KaUknjGTMwiS8xO0iII1VKS0AgiO02MiJfmWZU16tHqfI2w+d9ntmYfV5EQvQBcLnsG7xH85z3Ci4xLKPcK5ZbITmI+maUX1hFPn3iGBq/gbjCI7AYDHJHdEQBHZLd/PihEdulEc/0J6/oT0MVUUUCn9RHQ6TwiiOZ6kqrFw4rNu2OaJaDriWuCmC5VlGeK6VSOIIhqTn+mDmc8v7OajKCtDIziGS52zx2zER3m72Uqnw4AHpkFyRQPEgW5wTlRMOl3y55QAmrAo6y5cVoARAFOXLj2dF64bC+qn9hKmkdmr753AXZeMBwAAtC0gMQZ3GEFM3/4AeIVfqy7dRaM9pHwy4hMyIOsKDBhmqnjFT6EfjgVALKgKmBJDeSWEGcoTyr2y41bNI8Lg7EbEMoFM3g/IWl5illeKDc9Hpp6Ef+/N8C/MxWVmu5/H93QXuY/pgwk+sSLYj1hKSHlRSFdCkGBc24nsBETzIjLCKLgrq9s20Tf/PGHCY7ITocjsvu8wRhbQEQ3M8byADwM4GLjq0cA3ExEXYe7jw4cHAxKWqKe629bAX8okeLXvnVyYfdffjItDwAG6KmO5/97GspWtKHnmJL1bD8+8dEKP1SfS0vmeva5t6f8ahmGvVwHAOCbgtYAf7BYsfgiZDT2ond8PgYiw3PvCaPy1KehFfrQ+OFXP/V5TV7xGmY0hNB643tYcdMsYGkzSuZP/tTtOnAw1DBoTPSMMSIixhhbCGAXgJuNrxYAABF9+1O239dEfxKA3xu8DUDxIeCDwcfzUPEOAIWHmRM3cngyBjIma2ASSNN0TgBp3EjAojHSND1/aUIjUjU9dFtcJdKMvKlxjUgzQrr1KhopRv2wopGqqQwAepKckkb9UJKTavBwklttxhQizeAJjYgbXOVEnHM2YltP5g9vXzVG76Ntkn/ox9O3bp9WUMeMaybDI7eZ3O91tUmMio/97/aiKW/uyVv4kxmNLRPzo5leVxsjKgaATI+rDQZ3u1gbcZ3Lss2J2dwIYdsLAKdf8OpEX0vEkyzwJdqPLo2tuvWoXQDgliWrjizZnMmSv/jtRtY9tTCq5vt8Vh2hvkuonyG7/ASde2XZD4MXvNdcXH7NmxVwy3z3lm/uJGtfzG9yxnS+9/wXRvKaHF5y70m7gFTXOBOt1y+umv3qroL1ZVmJ7A++sklMESv6tbtEH3eBu90Cl0QT/b5+8LIk+WUj6qUkwQ+DM2ZzifUpp33rMNgch48fqufcF/0ZuQ7AVficcDhN9INxgCeiVH1turJ+2pgPe+bfF2MBZAg+sHMBLDT4Ktizok/D63D4zU+Hii8FMPtwcCKd0wBM9ConKxd7XPBTjym2P3osmd6XvTuh1pl+3t3JpGWK74qpdapZRzDLhxM2jyvcMsUnVZuP2tDdfMPdq8tTDbTAtnEF3fffNCUXADxueZU5C8/w2Hz8rtCW3vyMsV/92VJkt0Wx48QKvPGzGcgU6mQI28744/rmnpHZ5XVnVUNibBVA0wGAk86zmiM4+hfLkLepE1qGC289Pg81z+3C9q+PhZKtG85H/HcHhj+3C2tuOxo9Y/NSgsOM/eM6VD++FaGxefj4sXkAgOzNXZj8i6VounAEGi4fY+VKB4AM2TYaeIUBNcMlIfd/W8GzvYidXWuV9/Udb3tkHY5asAxJAE07r4Z+LOmfT6lZ4IR1d3Eg748PYIA360iMwWWY/ZmQ9z1VfW/3R+xXf3UOIw7Vc+6L/oxcBGDe53TOnTX4PljJGKslol0AwBirBTAg8zwRPQLdpL8PzBm8UOQkm9k/P+zJZvpLDCNy6icxTL8JYCg1LazJeUq5vS3vp06fpDI+ABjW0Ivv3726jFJXX3HbrTPRWpPdBlCuXsL8Zvsmv+o3KzFybftYkiS8dv1kzH5+V3zVJSMNC75dH2D+cf/egqK1HShb2lqmeWTUnVUN6DNHc5d+EDDvawshx/Q1cjmhIVKehY3XTQIAVL2+B+Me2QhPKAFXWMGIf27Fqtv1d6wcYxBPFPlAxojmDivI3hTEsOd3InN3Dyr/sxUNl49B6Qu7MOaXS7H33FrU/fY49IfuS8fo7aB/ZEwpRpQBUUnCUMMgGNwBJ9mMCSfZzGHAIsYYQR/MFwC4xBjcF6KfQftTwkk2s3/+uSaYEURLFu8vMUxCSAwTS9oJYEQeTWpW0pdwwubBRDKmmjymxlSjfkdUiamGZLsnZiePiSTUlAQztl87WZwTi/3utpWoaI6krLXvGJXXveDGybkA4Cbea9sKKYVf8MgmjFynB6xhnLD6lApsPb1yEwOmQyMkVM2qX7J+L5/8p/V6HzJcPJbnlWMKQWLoNV8Cpv5lU6a3Ow6mGvnhPTLWfXM84qr+ff7Wbkz/1TIwTkjmeNE9Jg+bLxuN7GV7MfrxbeAuCVl1IUgJFe89cjIiFVk45vp3kLOlC83zqhCcVoSWkyoQVVQElusudIHV7YiqtkCPC48WcSYrJnehlBkug39WKfbuuFoXwREhe8zfkadxbHj8LPhn6Q5x3S/sAPvTWmQ+ejq8w8R39H2RItwTLAGakEtefJUQHCZgJrmVJAZuJJkXZ/OSMJsXHDZSZ+qU2tonDPN/KOEkm9FxxCQkGDQDPBHNAwBDZFcrfHWHMTN34GDQ4atP78bpi5qqyZ6Rk8YY++afjoVLlnahH0GcL6LijKd34LiFTVPN1GWKz62+85VRae/JYava0T46N6Xs1b98aXNPtX+iWHbBBa8isyNeQSC8/9s5iJRkIjgm1+ibAMZAErDpynHY+dWR+rYnPgcpqSFa4UfntCI0n1SB7rHCPiWGREEGVt96FKb9ajnOmfUUNt80E73Ds5GzIYgZVy7Euj+eCCX700XAM5FviC7ia9rhn1WKzstfxbiPW5EDwuorXoV38SWfwy/swMEXF4NmDf4zP9B9RXYnwhDwAQgByD4E3AMgOUT45+onyw3OgE6NdE4ED5HeH43DQ0bf4ir3EFESAKIJ7uEW1zyc6zycVD2c8yQAdMUVq057NGnziGrxjl67vDumeshoJ5JQrXOSUDSLq5x7Hv/OR1MAkkQR3dZROT2/+cGkLQDgdskhZlwbHpdkXSderyt0+7feOSkzorgBgBijPaOyw0//fNbKSI4nEwB8bsna9sw/rCsZs7Chuqs6EHn20VOW5NeHiwAgPDyn3azDGAsxUPYVJz03C4bo8KV/zVvTXR3wAggd/6tlw7MbegNv33PcxniuR8trjBQwjt6emkBCZpQNsNAFp7443dWb8ASnFgff+fOJ2wC93Phdsivea0bTieUhBmSfdu4rtb690YzWuVXdq343Z8sZRz95NOPE1t9zwiYAiB9VJiVzPd0AkOmSs5nRToZLymb6PQOZsWwwWO2D6XVAlA0gtPf3K8poWWtOyf/O3tL2+xVlcx5aW0UAJBD78IwRe8sePGU3kBpz3iWliuwaznxmHFVmx2v/cupus1xOEeUJyWmEbc31eFmWAhKjsPF9QGbM4AhITJ8JShICRDaHyZlQzhCAPXM8XPxQPee+6M/IHQCuwOcEZw3+8MANW9g1lAQkh4p/5mI6TvvnXPBrF33WU/zak7bwLZoQfNYFAV1nPGHxtl61TtF03hFR61TN8GuP2gljIgnVTkIjCOg0TnUgqrn2f7sxb2mblRgGAOIeif3oJ1PRWezrZpxmA4CLyLo2CLSKAdOveHQr5nzYykFcMn3iX7pqrLTk9Kocj1vKZVz3iVc0rDrl71unz3p2BzSPrGoykxIeKZBQtMKW8sxpAOBRtVUApo95owEn3LkK20+rwmt3zMHw91ta1146sjRcljmtaHMnxrxcj6rFjWCcENjWdVR4RhGCFVko2NqNGXesxNprJiIZcOPJ185G2co2tM4szofKjd/DngDsPKYUUDgkxvD+Hcfi6F8tQ9u0wtyEps2uP284Ak0RZC9rHV/1zA6Ex+Vj1T/1JDAqk6x2XKJZXpas5iWGPplogOIfzDC6QLMzj6tA5E9rEJUkhLf9H8oZSgAqgX4O7Y2ENpoeXI2Za9uQXNuW08PnldhVRH93YclAeBoy1QhVywmmJo9LBG68EGjE4DaT0JCQhCZ909BfTIy2D5+p3hHZ6RCXZ4c0juQB3oGDg8Yz3/8Y0GPY2X7ttTnRX9wwIRM48A0154NmAJAAhqaaAP7+86PWRbPdaZOoz3p2OwDAldTk//zhePSUZaZts9RIOFOyIYj3bpqOphnFzYGWSGnhtm6cfNsKBJp6ERoWQKTEhw7BzH/crR8j0NQLl6JhyU9nwt8cQTKwr3l99m9XYPhr9fj4pzOx68xq+JsjOPYnHyGrJYJJ967Bzgtrsfqm6fDKEsb+cZ0lzBNR+7MPUfDCDjT97nh0XTDyoM+7uT5/MMicVowoY4jKh3/x24GDw4EjeYB3VPT755+JQp7bSvgUboWYBQKm8E3V4DOTvkST5DOFcnFF82mGIC6S5FZ5V1zxqUa4sfaYapW39io+1Uiy0t6rWNt2RRSr/XBcs+onEprPnOWpnCyV/is3r0hZaycQW3RUMR66bESYaZQJWLnBAQAE5iciTFvbif/30MZp0Uz7duss9uGu3xwNj0v2mdM+WYO/fFcPrr3xQzCwaZa+UJZ5w/BsGQA8KixFvUrkBxHenj8BPcWZ7btmlxRFFQ5JkvxXzF8MV0LDnpnFCDT1YuVXR2Hb6VWofbcZxVu7seKaCWidmI9AUy+aJhciqXGc/s234EpqeOWhE9E5OheS8Q5TuK5T/7uqHR3Ds3HW/MXWzFvNkHHql1+DryOOxf87DRu+OwmNc4eBqnNg/o4aEbJW6WK8zI9b0XG+PsCLs90UlzKI5WICmPTl/Q3fObPLEGqYr9eh9O2LoXAhiO/M+pIwDZeNX1X/h0Ezrgt5AFPyQfKK4ajodTgq+iMAjop+//yQq+UJCJOtkE/LNSBsKp5VzVbFqxq3lO2Kyi1VvKLaive4qloK+biiWTyW1GKKZnNTLZ9QbHV9QrHV8oqqCQp5xF64ZRU8Kof4mN6bn5H85o0TvQDg5hQzvyKBj9rezY/5eC8qmqIgEPNFFfzizjmYtKmr7qMvDasBEbigrteI9179i6XWPpafVg0G4I3vTFwLrvu4l23q4OPfacJ7V46Fku3pBYBopgsfXj5qD4AicAIR75WTHNwl4eOvjcFLv5oFb6+C8hVt+NLtK8CI0DSzCO/cOB3v3DgdsqT/CHKSg8sSiBtZ9oyOvXn3sRj94m6sv2w0jrl3jWEGZ2iaU4rGk4fhqDtXgRFQuKQVRz+5A7svqEXLhEI73CsRNj08FyVPb0dw/mTLRC6aylPCXPQz2B8sUvVF6bVG4vguJLoDN3fMObgxgDOhFQ4ObobFFcLZ9kW6sLWf9rg+BRwVvY4jRkV/JIvsToITyW5//JBHpiOgg5POGdChkV2HuM5VoEPjvBAA4gpZ8cQjQhrWaMJO5xpOaFZ5ezwBc1BviyhWqtGWcBKqMTvr6E3YaV4jSct9qjemWjyZtBPGvPbTldPMtXZTSLd8TF7nL78xosGcuLncsjW7dLl0XrE35rnnN6snEIg1DssO+yNJqW5Eduzh6yY0eFyuNsCMRie3MYHffukbpzJOLJLtid/x2Jc2A4BLltoYqPj6by0en9MWzQCAbceUdb7486OWm9tWrwvGz7/146MllbPHHzjp/WieJzdvT6+3dVKBBFDvZde+Ozq/IZypZrg0OaHKT//lS/WVK9rYnAfW1tSdNKznrV/O3JnRk5RzmyK5e8fndQKAxCQ/gXpHv9aQW7C9O3fp9ybXlazvzDz6gfXViRxvvGz53lzNI9HyG2fsrvioJcejcE/Je03ZSo432XF8eXTr96fVJ3M9mt/jsaLdZbpdFve6ZH9qdDw7YhyZvL8ZvJS+XOpnZp8y4zdo6z835vuqchJ5J1dGgL7iOyOSnSz5ZQarj25m91eWYUX/c7F9o91Jkh3VThocUe2cSHY6jphIdkfyDN6FoSkgOVR8qXBcB8052ZwofbnJVcJSzRCXJVS+VDWSr8SSdjS6aNJOBhOK27xDENC19iqWgK41bPNgb7JONbgopotGFUtMl0wKSWI0qvvHn7bW1HTGkWrcBeZfM4btLPUVujn1MmacK6I6M0nMqIZI0633ratw6zN+AoCWYm/g4e9MX2X4tRcyplnR6L7+8Ka2GR80Fy8/vhz/u3bCqodvniYN2xXC+xfUboai6ZHpuC7Wy2mLWv3YNKOoIJJQiwFMn/p2I8774zr9C8aQ0RAqry8rGdU+KgcnPbYZPcWZSLglaBLD6tMrpfeuGofTH9wwfMSHLQCAvG1dOXGFT49nuhAanQuoVA0A2a1hfPn69+DrTgASw87ZJfkN04vQ/KcTEWiJ+s675h0ofjcb+eyOEfnbutE4twodU4uQvTvkKXt5t4eA3HW3zoKi2Q7mimYr1SUxe0tKsltB+CbMfUkoZ/3MS/qdswsTGQag47kdmPDT96EA6DbM+ET7BtjRiKyMcxoRzCoyEdyG1YEkQzBo7MZ8T+gruEs3yf+cBXeOyE5H8PM64YcbR/IA78DBPrjlfw04aUtXNfUxqt50aS1WjM2ptwb1NLjqxQac925rubjtjtocPDh/7D432pfe2IMvP7ED5kx+zHp9nXv7xHxsn5if9sZcd1w5ajcGE3/93Rxvd7HPGu5qNtjPq81zSrH16JJwRq+CK366FMX1YSheCfc8fQZq13WgfqpuNBn/Rj0kjbDp9GpsOKcGJ92/DoW7evDK7XOQ8Ltx1D+3YuKLu5HRkwCgD1yhMmEplQHcLaF7eAAZPUkQY4gXeLH8lpk46rYVqHq1DsEZ+88Dn//cDgz7yQfoumAkWhec8Ln/1kMvXp4DB6k4kgf4TOhvdYD+su/wVO75pJwGUK4RPJx0ntS4h3OqA4CEQjZXCZzzOgCIKhqI9PKwosCs0x1XoRnl3TFVd2UDEIop4EZ5b1wFGeWxuGq1k0jabSYVjg9/u0nlUGXR/Y2B0fE/nVQPWDdLnfEFwEzO8NwPl3GG1Fzvj19Y2/D6XH28N5a06wCgdktP5oVP7CDR9P/s18a0aUKd2658e5LHCD1305OnQQLq/vu9yWASC0pAfuWWLs/F960dv2JeZfDVK8f29uRnyNuOKmadZVnqRbevrgoVeHqK60M5DIxi2R5V4dS0c0qhD0YO881fqirObe5l7141rl3J9Xgvfq2+mHFiRZu6uxhRYuZ/tpboDmh6QBzGic16dHP4zZ/N6Kx9qyl39iMbs3zBuLvyo7302Lvn1w9bujcjeEIFA1Hs45/PxIZfz/YBek53I5ywkeud+cgo93/YUgLA51+2V+FgQbOOBDtvvTjD7W8x8ZMsMhZcMBJbCn1exoAcIAH0yRZrMSbkrGdWrncwyTo+xuyc64zBByN/PBPz3Qs545mQMx6fbz74wfBcGQw8JWbhUMaRPMA7+eD3zw86jzunA3MhSUyraVpPKtSqqDpPqNzisYRtiu8V/Nq74ok6xeDtEduvvV0wxXdFknWawcOR9Gb5REK1zPIfLdjENXAJMBXyYB1ZLpx//dgGZtSB/jJgnSsG1JQGE/jbXStJzPUeyZDZVXfOgtsldTLSxXGM82BWVK154AdLdP09TDD67a9mssYqf4lL400Aaua9XA9PXLVeAFRVg7nf0r2x3ksf3FBT0BpBZq+CmW80ZCw6pzr/1UtGrAIw/fbLFkLWiLjE2MZZJYjmeFn9uDz3d+Yvrll+Vg2WnqN3/72LapHRq6DbJ1e5VY51p1UhtyWCxtHZeRm9CuKZbiT9Ljz22FzMu3sNxi1qQOG2roDGKXDiHSvBNP1ok1kulrelq6Z+VjF8giRdE8zvmpAwXRXKd/90FopG5SI0p8xdessHJb4tQfQeVQplRK7gSicusNtUFMT1TeoyUPiPLQdjgMYJLfMXomrxHrTddSIKLxgJZnSTOAGGiZ6IwIxOaOCGqh5Qwa39EmdwmfnjRdEeF3zlxU58vklonHzwOpx88A4cHAm4dnEbLv+4DcLzFwyMjv7ROAbs/wb5610bUBaMQ3xEP316deeTZ5YX9q3721+vHl3RlCrefencGrx6wfDV5nr8cW835Z/33x3wxlWrzabq7JRtbrhpyThXUh99Okuzoh+dWpmZ1x7HD25cMqluVC4kTVf7qy6G164Yi4sfWo+jFjYAAGa/tBtLz6nBCU/uwMlPbAPA8Pd7jkXnmFws/O4kfOv/3sb8y97EPx85GX9+6jRLsPbeNRPQXe3Hnml6IsbuSj/y6nvRMTIbhdu7ccqty9Fb5EOsIgtLfzZzwOdezfag5f/0SLsFX30V0Dgy13WAMuRP5CsPAMHnd4AeXAP/306Ht9I/4O1GvNWAIo2j485lwCfctwMHgw3OAO/gU0EUEvXLjSlLQuMwXdSSKiweVzgsNzZFg6IaA1g8aavio4pVpyWUtPjeUNJqp7M3AdPHPdSrWEr7aFSxlPZJ3SwPAFj++y1VPHU+hYjbhZO/N9qetQtgEoPEgLNWdOKqxXvLc3oT1nfRDBe+dvtMyC6plxleA5qRzP7x734EBmRZfu2SxBf8YLK0bVQ2XIa6/5Ind+LUNxuttX8CcN/N07F9bC7K9/R6fnjrcvQG3NbMP57hwr23zNzuiWtTfnH9+2Ag9+h17Xjo5uk4ZnFzZ2NNoPBH17+b0v8PzqzBGQ9uwFFv7TF7gsKt3Tj+8W144ftTEWiPA0SY8GI9Zj23Axu/VInXfjAFSZ+Mjy8aYf2w7397As796VLk1YWguWX0VGShYkUbtC1d+PAn+gCvCheAIszsJcE6yoUpeduXRyJzezcyd/ZAzfGg7Ob3UfD8Duy5/TgEjQHXI4jgRD2cOGsv//G7KFU5Vn/tFbiEWPX9eQuZ6vrtF45G9MUdUH40M7W/EgPMBDMEMON64cSsbWXAsGgAspTqF9/fEsMg8Yt3MMThDPAOjjjc8FYbvrqmMyUaHQOj+44tZv88Ks8yvabD/X/ZjvGNvYCuJ0DY58LDl4zc+9GU3NK+db/7j+2Vxy5vAwBrX8+fUYnnzx++xpy1n/hea24glMCsj/dCN8kzbB2Xi799Z+K63oB7ytEf7sXX/7p5PIgjI6bie//80tq5r9RPX3RWNW790dJR+W0Rq/+Km7FtE/IxYntP7Oz/bbf6sXdYAG+dPxwjt3Rj5tt7jAUIhmBJJs742ya4FI4rf7IEz944HfP+tgmjl+jq+mEbO1G9xhbmjXq/BSXbu7HprBoks9xIZLnwv/+cikBrFGfcvATco5+5gq3dOP63y7H7/Frs+Er/s2FXKIma+9eg9cKR2H3LbLtcYph4xnMAAP+yVmuA3x8K/rAaaoUfTeV+lDaEEDu6DNkH3MpGye+OA19wHPIP7aXmwMFhxZHsB38ugPsNfqiSpgwlBAHreZeWExAkoZyTUM51zglBMsrjCg9qnOcDQEyhIOeUDwDRpBbUDB5KKEFu1GmLJizf9Oaw7bPe1G2Xt3THLWtBZyhulYd6k9asLRpRLP7Bgk2VzFhrNwVxPR6PctJ3hjebo70sS1Z8c7dHBgNQ0ZV0PfHw1gqJ7O0aizKUH107tjWek2HGQoEsM2RHVenPt6wc5jZ8wkzR3X3fHt+6fEpeQpakIGPIv+WOtSUjdoUyAGD9pIJoyd6o9PxFtaEVM4tissSCD31j8TRxptdekpn81V2zN5rn/4Gvv11tvBRQT543+egNkzvn37O2ONCTlM0+hnO8WmdRhlq+J+xxJzSpqzgrGQ24+VtfGxPdPjk/9NMr36r09SbljqpAoqvMr4z6uMVPLpmv/9Kw8MS39mRLGmH12cND7143Mf69s14uZkRY9vVxvevPqu6KZ7u51y37vnzNOzmF27q9YEA8x6t5exIyiFisOFN97cUzG30ulyVI88qyxSf9bGlJ0au7fYlyv7L6zQstkZ1LlnwZdT1K8eNbAm3XTe1Rc73c1Z2QRlz7VrFaHlD23Htip+iznv1uY0b5/DdLyCPTjg3faDDLU2bP/Tzm+ouUJ/jB+2SJxUzuMgR0LlnyuWWbu4w6YrkR1dDipshOEkV5n6/I7nNNIIXB+4zcAuCMz2tnjh/84YEjsts//8RiOgJaOdd5UuWtpvAtoVKrKYiLKzyVq1oNAHQnlNaYqtYAwN6I7cve2JO0xXShuCWm6+wVxHS9yTpu8FhcraM+YrqV928DA1LU63v8Lnb2lZUeSZe51xjldaY7nMRQd/9/dtVMq9djhZjjxMPnVne+dGxRIYAqF2zxHRHq/vyLFVVuVRCWSYxdfv8c3RdYIxDx4IWvNNTU7uqx2ttek5V13/cmrAIwvbIuhG//ZWsRDOFeMsOt/OOqMe6VRxV5L39sa9kx7zaX9eR6EM+QVW9cc/1t/ngWiCgtP/jlMuO3YNRenIlFZ1axS/+5zeXvibvM+PAffanCM/e5Xbj8t8sz/vyb2fm3/e0UjNkYxBW/WeHNb+z1No3OQzTbI8kRJUcyjmHcO4053aW+nGClHwUNYRz1ry2BqqUtgf/dexxkjUOVGYjpZnNPOOkCA3pqc7DzrBpXQqUaiamoeKsRuZu7sP17dtj99qNLULCoAcEZRe64qljJYFzEEB+Wie4bp8MjyTnQOHwbO+Bb0wbaHMyIazzgEgbs3poA1IAHPNvDzGsEGJjgrv/89PpfTgSSJYszK649QWK2bM4M66uCrJcGiRhcBu/rE8+E/XyOeeIdkZ0OR2TnwMFQwTsP1ZX5k3HjP+vRiinXjaiHfdPvg2990IZvLe201ukZGEU8EvvlFSOweVSOtdZu4jv/2415H7fZ6+hM4jf+eLJUPyzTWm3+yUObMHVz9zQxpv2qyfnshbOq4AIw/y9bMGvZXgDI4kxCXW0AD31v0qb8zviUe7/7PnxRtQwA/GEF3/vzCesyo+r0C5/ciYLOZI7Zj5VHl3SM2hQs+upjW4xDZVhyUgWevXocfnP1YnjjKlSPvRCxc3IB2iuyULynF+U7ukGMYeMJ5YjleOHrSSAjnMTRT+0AMYauiixk742lnKdn/3C8nq9+VjHKV7ajcFs3tn99bEqdmbcsAwjoml2Kjln6WN58Tg2aDVX/gR5EkfEF6J5bDbUgY5/vkpUBbFl2GYAD+7bLoSQyNnRAy/GCZ3ugVtmG/MwPm5GYVAjtEOWzd+DgcGNQD/CMsblEtOgzal6FHmEJ0EMpHgpOsKMkfdF5SDiuEKXjDCEiu5wbXOUIqRpfBQBJjUKqSqsAIKZSSFH18liShxQ93Sl6kmoooaqrAKAzpoZiBm+LqJRQ1CAABCNJSqpaEAB6oiopql4eiSqkGuWxmEaapvNkUiPiPLjyvq3TAHhMFzYAeGBWSd1fZgaCACMG0o+XMQLTj51JEi27a0MV6QHTrNn+G9MK2+7+cmUTALghEYgHAWDe0o6c657aSfoJ1E3mH04t6LznG6NXgKgYGoFk1vabe9eHxuwOZesr4Iw6cz3J62+ftZiBisEJxNA2bXWHBkBmYLR5fG73PTdM2n3137flHfNRq9E+GMDoictG7b7wvzuz5i5s5BIRI8ay35pX2axJDCe901zoTWhk7ufNs2uaXryots1F8LuTfKTmkunFb4xra6gJtIATmMT8f/j9cb23X/z6NCJiDKCkR97rjqnFACQwRu64xt1xVc7qZvTfu49r6KrI7C7dEPSeee/a4ZvnDmv7+PLR7R4N/rqphb11Uwvh0+AnMwytxPzRsqxhvtZoRqgosz7Jqcu4fvyAXoeDrLC1HHYIW9OpLOl3Yct9RjAcroELKjuXMKqL+omUGbzBh3/ttdEZ27syQQD3ufjmVV9bBwDlty4pz31qW3FyVG607sXzt9mJkJh1HIyYn9shdK1wukCfcrBec1sYIWwhhqpl8DPsG8IWn0+o2kP9zPsiPiMbcYRgUA/wABbisxOcOqFq989TQs9SutCzZHNOWMq5EXpW40tVzchrrpLA+VJFNbm2NKnqoVjjqro0pqrTASCqKkujSb08FLNN9JG4YpnlownFMssnEqpllleSto/71z7uavt/H7YU9wldyqZcW6sfI1GNEahmn2NfcvdGzg2dtvlS8JXrx7KOQl+MWcfO68BQ89jv1qGoJynkhmf0z7Mq2XOnlBUyzosBTM+Kabjz/o2RsraoFQou5pXZtb+e4ZU5L65p6J1+3T+2Y+ms4j1PXDhcPu/VBiyZXdLyvwuHl5//Ql3ejJXtKoEYlxh2jMrrfvySEbkSp9pvPLbV8r8nxpivVymfs3Rvip/9x8eVsucvHD4MRMOIEx66aQYu/dsmVG0Jli05ubzMF1FRUx/GjkkF6Mn3IrsrgcWXjmKLLx5R2lYdwPFP78CiK8ey0Svb5PHvNSNYnsUax+ZUA6g+5aXdyG7uxYz/7ag8+p9bKj+6egKO/scWxPI8+N9/T7POu6oxvPC4nhve62LDwWk4AKhMiE/bzyJ5qvlaVKf3k02uv6x0xl8tQwKXGZjCQRIkbsQpULNcIJmBe2U/J5puJRviHMTMULUczHix0DQ72YzGuWXq1zQOWTLL0yeh4Uj1if8cTfROqFodTqjazxuMpY8ubZZTSrqpQwInXez+edqUr4whAOqHW2BpOQmcC21qZHOV25yT3R+R0wH4Gw9uQ15cKzIvKD1wDWNTrh0OgPnslXSBM/iu/bADVy/vhOiEFfO4tDNuGu8CABez6wdiPPNP965HXjhpKeTjbhk/+NGkzpZCbyEAjGyI5f/mwfXwKBwwrpPugAcPfW3UnrXjcipr90Rww9+3TfBHFWRFVZz8fkvp//vdLCw6sQwnLGvHtY9sxszVHQBjUnNZFp65YDhO/KBVvuW3K7FpbJ51hj+YU4phLdH4MUtarYTxHxxfhtfOqkZ3aWoO+W/fvQqehIaC9hg+PL0K1/1yGSSN8MHZw7FlejHKGkJYemYVAGDFmdVYcWa1fh7yvRj3QQsCHbZ5ftmFIzDmvWa4ErrrW+XqdkgaR0ZIAQBM/8cWTPvHFgTH5uP1v5yMg8H421cgsK0b6x88CeohNJnv+O9ZCCxpQWJYasbQ1h/NRO9ZtVAqA/DsCcPTqyAxsbDPi0T6F4x+Xzz6EQGkJsE5ZIc2EDjpYnU46WIPA2YCuBjAHUS6CY8xRgczsDPG5httpMNYAF7hfydd7P55WBAG2ZxsToSw5eOu8rCVhlUli8eSWjhp+LXHFB5WDOFWV1IJx1R9YGiPKuFoUudtvWo4agRyaQ8lrNSuXb2JmOnjHu5Nxrhm+bhbaV6feKw+MCIYNbppPkcZJn67Rl9r5xxMkmKCwClmPrTf+dOOguyEGMGS4TuXDceGGn8jM6wCXOMxxoD/9/IenLuis0hcR18xOofdctVIMIn1MpUXHr2pG7/4x46U/PHLxuWy+y8bgWiWqx0qr/zN79dB5uQFgIayTHw8rbA1oWiVP3twEyZv7S4HGOJeCTGfS7n1B5O8l75QhynrOv0EwsRNXbjxlukbS9tiE7/8SgNq9kR85k/0l6vH71g6q2gkAEgqR3V9GNFMN7pLfZBV3XC/a1QeTnhxN1z6ywdmLWpARlQ//pLtPdgxqQBizLX2Ih/imS7Es9xI6BF00VBjr193l2bhpZumY/T7zYj7PYgpHCNf1wXt+VuCGPbSbmw9rQqBzT044TcrsPWc4dj51VHW9q6UTG4cFc/vAtM4POvbETLW7F2SbYv3yPbF6SKGwjcbENjYicYf2IF2+stE13V0mcVlwXIQGa87hIw7+UmwuIbGp85BclKh3Q6RlR9e4wTNapNbmeg0ziEb74eMuOVDLyLFqkSf6yDvpIvVccSkix00AzwRrWSM7QLwMGPsKSJ66hO08QiAR9J9Z7rJHe7jdPDZYNk9W8AAX6oZiGHSt2sOuO3qB3YAIJe9FaMfXlTN1lZm7uMTv+jWNTBynDEACAbcuPHbY5taCrym+yWOW9eFm/6zE2JM+3CmO/nb/xvtHd4cwz23rJrKyB48O3K9+MX1ExD3u9vvvn1NZWWr8ZLCgJt/MhXzPtjb+ciPPy4XM142DMvEz+9dPzoQ1hO9qDKj+ko/+/33JiLu94TMtr/8zG6c/noDEl4ZP/jT8bjp/mPx2x9+hNrtXXji6vHI7k6ibZgfsxY3AYyhpSaAptqclGP2RRQc+9wu/OvWWWgZkZPy0GivyUZRXQgSJ8T9btRPK8I3vr0Y0Uc34q0fTcd5Ny8B4xylazqw9bQqTPrvduQ0hDHrwXUo2tWDpT+bifyt3dByPIiU2xO9+nNrkNUYQc+4VM90d1jBqD+uxd6LRiIsfDfm5g8BAsLHVKBndhk+DVhCA1xOKBoHX3wMmgEeAIyZ+yWMsQWMsRmf8e6cZDP74dRPkpiUhDEaPGZCF0Ujj8aN5DEqeTQrYQz3qAaPKJpHM5LH9CRUj2LyuOZJqDoPxVVP0uDRhGollUnoOeD19pOalTxGVTlW3rfVGtcZGDEwGj+/usE6ImYncTFQBwDv/KVuWJ4xHTUFaW+Nygn/7PxhQcb0QmOCV3fHk/WFx+wIVcOadDGKel3aV26c1MgYA+NUN25PxHPz/+rKS7riVjx7kmTtnN9N38MYC/79N2smFnUn3SSs7z89t7z5P2dWKr+/Z0NpbWNkmtm+6pK0a26b2fSXn60YJnEqI5BuBZhaEHx5bkWiN8vF77ptVQUDo6RLoufOqmq8+MW6ygd+uBQ//eVMT219uO20RY051XsiHgIxT1KjceuC3Rsm5vfIGlVLnPCVRzfTpskF0SevGhvpys9wnfXkjvzSujB83Ymmn37r7YpIjoff8eeT9pzz500FEz9qDoxY3aHc86eTmhizfbpf+e7kwKl/2Zi1bVZpVCMoefW9JKtUktmjUNIttSYzXSXeiCJpbimsEYLrLxoVGLasLcfVm3QN+6BVy9/QuXfe994v5W4Jbzx6SvMZVyysSORl8FdfPHPPmee9WvGl015wvfvE6U29VX5VIsL421cUlLxZHyhc0qp89Mo5TYAeVU4p9FV4gnE5VprVrBHppoh+psbmnDqjLuQac8XrpXIoIW998fwmrTZHBYBt739F8u/pdSUmFSZlSRKSx0g+xgyfeKFckiTL11znzPB3t8vFhDSSBB9xM2mNnXjGeEG1OO+nvD+OA9c57M+VQcKdZDOHE0R0M2PsYgCflYIecPzgLU62L3ud5dfO7MQw6MfHXdFsH3dF8HEXE8boXPdxjymq5eMeTiqt0aRe3hNTLd4bU1tjSb1OJG6L6WJxxRLTJRNqHedU8+qfd6Aoqqb4tRMYmzC/ihEnALppncmSfbwMdcfVRWsWLGxDtsJTtr364mq2ZpgvWyIKMuN4ZzX0Nt/3393lqZnJgWuuHtO8rSKjAiqvYRKrm1LXW/P7v9vR4zgDu+ui4TsXT80fAZXX3Pr4bn9hd8IjtvHinGL2z9Mq9j78m9XTS4MJq/3FM4vw0YzCHT99cOMYxrktmJuYx0bvCvt/dffagqRbwj3/N2b7hK09o2Zs7GKXPr+7ymy3uCXi/eY/txZLXDeym2sV3/nD+ryFcyvy/nfxCFz+xHa4uMYmrunw3/31RX5Z04+QEeBviw6TOCGjV5FVjde0VGRivCRh17g8t6rxGiIGX0TBdT/6ED0FGXjkd3MAIMOtcmyeXohXr50INdvDTluwstzbm9TPByH7W2e8lB3L86JxaiFqPmiG6mFygqHc8CDAsDf3DJMUDl9bVE6qVOPtjIMR4GruHZasyATA0DK7BEXvNIK7JPfRX36lZtUfTkTVMzvg7owhNC4focrMYeApyeUx4raPkbWtC5sfOgVqtscKJTv20pchh5OAJMHV3DtMHa4vOSg5HkQLCtFz2tPIb44g/sZF8Fb6DcFdGmEd51abmsYhm3XAIZs+9FzwrRe6p6V2NQUHE4JsIOv6jCEI47pmzH5u9VcOxw/+C49BOcADgGGiP2gzvYMjA8vu2YqU4QvAQzOKOh6ckVm0v+2+siHm++l7eihW08xOYJh5w9h9cr1/64MOXL20rUxcR+/KdLHzvj8OsiwpDEBpVxKnru/KVgRfreWjc3DHxTWIZLp6SrqS+OODmxGIaVYkL2KMf+/6CdLpyzrw4o+XTxPFgBtGBNgfvlqLJ366YoQ3YfvfPzWvgh2/ugN5oaSHALg0Qk5Yk097fy8kw9yvSQxcYvj+w5tGBXO9yA4rUN0MGXENkjGInvheCzLimrXHmE9GVq8uimst82Pr1AJsm5iPp68ah2TAjZnvNmPeUzuM2jZmLmxETnsMOe0xzPvnFiw0/N4zehWU7uzBhjOqLfU5AHSXZRoCvCRWXTYK3lACe44vR+m6TkSKfegcm48pf9sEAOBufWHk3buPRdG2brQdVYzi5W2ITMjHnrOrsefsapxz9NMAEaZ/7110nFgBSiNFz2jshSuURPGzO8A0jqxNQfTMtiMKSwkN5JHRefFohOaUoa+Ub9qObsgAlr+yC8XXTP78Lm4HDg4RBu0A/zngiFbR24OKwHXTq/lFQNAfWVzhFFCNxBpJFQHF4AmFB8wkHfEkD5jCupCiBOKKzoMJNRA3xHTtvVrAFNZ1RpKBhCGs644kA0lDfBeJqj5TTBePaz7OORb/fhMyVKpOnU8zTLpmOLhG3M7Ryfqo6wnrHqmHBCqxt2L0k7kl7NUxAUggn5WClJFvyX2b4eL2WjsA/G9Gcfj+uUXZUDk4wffUH7egNJwEA8tryvVg4cQ8RH2uyB/OrMgq7UrivA/bKi97rxUyJzAwdATc+MO5VVg2Pm/Hf363dnR+r2K1v21YFn7/1VG7735gQ+1zP/wYAJMTHoYHL6xFb5an8eePbqmUiKC4XTzkk+S1Y3Ix/787hpOxBpH0yKrEucuMoNdamIG8niRccS4cLSEjpgkDNcEb1xDJciMroqC0pRdvnluNpKrh3RNK4ZIlXP7wJqv2tHebkNccwfK5ldg8MR+nMj0u4LHP78bsl+rQm+dF3aQCTFnciOHrOvHhpaNw1v1rQQzYcmwZYpkuMK8Ls/+0AT2lWVh9wQhcfvmb8O+NwpWw+7nn2DJceMZLcMVUvPr4aZjwwHqMfnI7usfk4d2/ngIACI/KQWB7D1SfC1uun4LmuVWIDfOnJJWZcskrkBIqgicNgxxREBqXB43sSHMr37kYWU0RRCekj6K6emQuAu0x5J5VC4ZU0R47aI4B4VAFDhfub7EPWebpSeFCIiQ4KvohhSN5gD+iVfTmzU19uVmDIyw8Ky2ucQqb+b1VjrBmKNhVbivnVc6tOorKw0nDDplUtXDCVNprWjiuCnWMFwKV20p7TeOWWp5rPPbRnRshCtwAYGNRZvTSLxdn6YvlJByjzf9vbYT94OM2pIJh8nUj6hlQAxDAKQYGzNvWizteay4WZ+0EsKN/OA6SzIKMKBsA3rt9QxETVOaZCQ23nVsJSWbtgaia9Z8/bAYDCs12IhmycvV14zxHb+vB6z9bOUp8QUm6JKwemY1H7lo73CyPeWX1heNK3D94Yie4JFUQAzhjWDYhv3NMXXfxycvbYJ4GTWLwJFXrXlZdsjZ+R0juo9cGAHTnuJETViAZXVdlhqyIYtXinKzMe5wRnrlsFDoLMnDSm3uQEVVQs70bNdu79d8ww2WktgUkTsgMJ+HtVcBlCd0lmdgyqxhlp1WirD6MWJYLa06vwqj1nShf34mSrd1YfOM0LP/6WEx6bheWfWcihi1rw7Dle1H9jh2HpGRpK4hgWQPMXAPv/Hsecrd0IVLhB4jQMzYXAOASLlqW1EAuCXVXj0d0vDGIE1kvAUrAjej4fMEHP3UUznn9QkiMwS3kgzfr9OUEu39mc5yTZVngZK/97+MXRGnpJ0Z/bXBuP6s4IWJW5H2eZ0L3HBX9FxxOshkdQymRwoBAwl9K/4AJ8nQJY1Q7YUxcIStJTDShWeXhhBbUNJ13xpPBpKbpyWMiisWbQ0owrui8szcZTKo67+5NBJOqvm1vOGkNNm//ak213j89iQoDo48qcnq/dXZe0AoNq1GflXLgxqWh7Ks2dOeZ2wHA6lJf7OsXlLUxZgcFlyQJb/ytvrwkknSLdbcXZiQu+/rwVkBPF3vJ2m7fjxY2F4t9SbgkfsqPJ+wBgLueaig8ZkdPlvl93O3SnjymqOcfJ5XWXbK0o+qaNxoLxHX/v55e2dAVcPm+/0xdocy5ZLxQ4OVjSlvO+ai1zNzHD68f33zla025k3Z0Z5nbRjJk1atAkjVVNsviHolnJLkxljDaU+pTh7VGPGa7v/zR5JYz3m4JzFnV7icQ210TiFc2Rrybx+VHVk8viFU3RjJHbO9x/fbWmS0ul54Y5ph3mrOY2+U+/99b/b6IIpvHFsrPULZPKVLGrmrzZIWScme5Xy1o6nVBYsQlsLbq7ETJ7h4v48SevXVW686jiuO5MZ556p0rs+I5Xu3tm6bHzAQzHpfkA1HsskverPB1RN0MjEiW6MNfHtUeKfZpAJCoCaj+Pb2uWb9aXthwbk3v9m+MDQGAW3CfE93tfGFVyqwPu3omFyRdwhQ6xd1Osv0kvMIyS4bBZUnyyRKMZDOylVRGliWfSxISzwjcLpetclnqI7IjW3zHNYGTIL4T6vTHkYZLki2sEwV9koROIv1ZJbE+3HiGMSfZzCGHk2zm8OCIE9kJiWH6E9bVpQjrzIQxgpguqcHicUFMJyaMiSTV1rjBQ0mlNaboormumNIaMcR0oZjSGjOFdXGlNWEI6+IJrVVR9PJkUqvjnNe8/7v1gB6fjQFA1CVrs79V7QKQTZwHYeRuJ6I6U1gHoG7To3tqDBm9pZSfML+6jgE10LQaJkk6B7D6wZ1kJncxZ+3fvKACqyp8rSyp1ADA+VsibT9c1Fwshr3945wi9o85BXtYQql57c/bURBVBfMoo2u+ViNHvFL+K7evy85QNCtHStQj4+prRrO2/IzO13+9ZrouiGPUk+ViiovBHNzNi/W3f95c4VVsi8Ha2gCbsivsMuuoLll1qZrLm9RkgJHGwCTibFhrxLNleAC1eyLMpQFnLWwsn7E+iLhHgjepobQ1lvHrH08BAP9JH7T6T3xf1yc8ePW7Nd15HqyYVYJTX6u3jkiTAMUjg0sMdbU57klLmt0eY02/oCns1lwSVI/MXAqHK65lrJxbicK9UdSPzi1VNUI4U8Yzt84CAHg0bjnSm9af5+89FhNerceWc2qYN5RkZ/7owxJXXAMBiBdkoGNiAbIaw6h+dmf+pivGGH5y9nkRw2ZMuGslyl/ejY23zkbbecOtctFcLoa85bRvO1wQ03FNAxnzcA6yuAYO2bSmpCSe0azgOJyYJcTrO6cS0s9DE/qgCRXNYsZgqyYZs6wCOte/YGT7/ae8vHNbTEeCmI6AILNFqDZ3RHZfeBwoN4MDB4cN7/92fZU+uNt4tyYHs+fX7DeW9PENcWx+dE+1aI/gYBj/f5Vp6y9/pA6i4VRljKZeNwKryu3EJqsf2IFfLtJn7oA+eJ9z1Uj8/eh8XLK62//Gn/TB3UTcJeGYmyesPmVLD5768zZkKJoLxl7+c1xJ099PLsWCx3djYkMkc09hBhQXw50X1exUZIbinqTVzp0X16A9x5MwB3fVJauqJGHyrpBwBAyc2f1fOyqnWxKe7PdfNhJ1FVnQZGDW2k7InOBNagAYfHEV1/11C6776xacYgzugG5yz++M44TFTcJ+9DYf+OkMbJhehMkr9sIc3M1Rc+fEAtz54InoLM9E3t4IEpkuPHHb0Yj73QP6zUNlmVj+rfEIl2aiY3QupCQHESCpBG9PEpsvG432qYXY8ZXRB2wrb20HAGDUH9Zg3C0fD2j/DhwMJRzJM/gj1g9eYiDN4IyBwG1OZPi4c3hMH3SFk4cbdUR/d0Uly8c9oXKPquk8qnKPouk+65Gk5kma5Qp5EqrO4wr3KEa5onLLb17TyPOvO9YnC3uSbjHRCwOj6TeM0aeSujjPPC6LE4C1f9/DvdxeTGVg1JTljZ1yaXEbCGAagekx6LHlkd1V3PAvN33b36gNhH94amGQGdOqfz7fWjy9Nc7NxDMMjHq8snbC/NrGo/fEPK/8fVcpgQpMP/WkzOj+E0o6CyKK66MFG1OyxiVcEr/tnMr27yxuzSvpSZBExL76/t7ib14zpu6VOzYOu/np3SP1BDgMXVnu5KaqTCUjxuNbKjLZcT2JjPcn5ofHNkZdxd0JmQDWle2J54WSGQRiXgXSrrLMxPCWqFdjQNItc5fK2QOXjghN2h5K5kS07DePr0ievbjRby8R6HKGkvYYUzxuK8kNgdi6SfmRyeuDmTInIkkPGN2dn6G8cm5NT/3wAA/leD0MLDcS8PCscFIC6Y2NWdNBv7hqEYsHPBoYY64kDxNY/Pr/ezs/0BFzfXjF2N6lXxnZqf9ezHfG7SszR77bGHjv+9N6Np1V1WWWmxqKp545Xbr0vNcqwYDtF4zo7hid2/PmH09EoFeRSj9s9TQfUxoXU7FyYXa+4g8nuMbevy636J09/tLX6/neU6valGwPr3pmp3/nj6Z3KzkenjqZ3jf8LGOS1RfGmOBTnp6D9eFkc9GvHYIpnhvLFGDMx7lQn5PQDln7Mpc1JGb7ykuS3b4sljP4mG26J/M+TuHCfX+E+Mo7fvBHAI4IE306s7wmcKJUntbHXTDLJ1USuGaZ5eMqb01aXG2NG/7uUUWzfNxjimaZ5RMqt8zyqqab+i95oxmXv9FYqYHLthmcod3vYqdfPaLeNMWnO97fvt2B83dErOQr5rb/Ge1nvzompw1c7zMBdZdvitbcsqwLpoe5uc4995Iy1hRwZUPVgsPCas0b/2uGBBAX1sz/Ny6b3XZCvuvH73XkfH1tME+wrmJjkZdd/pWq+svXdNdctawjRQ0QczHtmq/WuB77107LTyucIeO5afkdi3+9RpiOEvvHcaW48oO9nmM2d3tnbg/5z/z5lFU3PscKTl0bDHRneRLmAJ0bSqRE7hveEvUCwIimSJZb5RIjwjdeqsvxRzVIRDhqLfeKGgX9XOlGZHfSXlsHGHZWB7Imr+9Ec2km8yY0FATjuOvHUzwdRRlFE9d1orAlAgIh7pVkb4xBNoSRZt8iWS75xRumYMfkgpyylkhOoCMOEGH2E9sCH10yIgAAGuMo3NYFACje0Jmz/ozKHP0822c16nejuzqA7KZebD63Jk/jPA8AjvnRh8jf1oWtF4/Chu9OEs6CfXyhYVlYfctMTGaE/LUd0uQfvFcKApjK4e6IZq958CRokr0vLrwdiMlmrFLilsldBcAMf3cVthlfhV2HiFs2Uo0TpH7spZomWJq4eU0CQrHVn77KfNni3EpsoxGz9iXmpNc0+1mlCeZ6jdtmeQKCgruoY6L/guNIHuCPKDc5Q5yzD4foGpeybfqEMWBi8hik5WIiGU7pOfXhv3x4C6Zs7QYXgnczMDrmpvH60ymp+QS1s5AwBr73/rkH+XHd5Gwi5nIrU64o9ujtMx8z6n9jQzzvJytSk0k1Zbow96vlbQwoAYD3/908rCCumMfFAGBVaQa+fl5ZGwNK3nusAfkJniuute/1yeyyS4bhw4d3VmYlU6OXPDk5H0xmPY/9a2eBWV9lYI8dU4QFT9aNEuvuzfbg6x+0Cj76wFu3rpnGjVxM62qy4idsTHrRB0I2O7xwTGn3GR/vLS4MJRGIaNZpaSz2oTgYt7Z5e04JJm7rQWZMgz+qpLR2wct1AIDqhrAuxJQlnPfCbkxYF4QvpqGzMAM7xuRi/cwSLDu+DCe+sQcnvdGAjKgCkhj+9/2paKrNxsh1nbjs96vBGYFkCb0FXlSv6cDekTnQcjzoqM1GbksEbWNy4e1VMOfRzdh6VjXaR+davXnub3qiGlcfX3fRzz5vazeSATeSlVkpdZSAGyvvPAbHffMtuLYpkBL6b5O9vhMHjX4y2KUkofnMkl9+Moj9kSRkmV6kkoQsM+COJCFLWON33OSGEI7kAX7IuskJdse0LnDEhTpk11E0ipm+7EmNUpPHqCbnYcVwe4sqNg8llXDccHXrSWjhuLFmHIrbyWOiCTWcUGyXuaTR5l9/unxEoDcpHALDitoAbri0ugHcmrXHrAcss13gNj5cV9zXJ37MVRUgjZphWBq4RjGAsOM/ewFQjl2T0TdPymfvVriBpBJjALb+qxUyIIuD9x8nB9gfp2cDSSW25e9NYCmuegzjrq6qf/Hp5po1D+4AjElVQmaoy/X2/uDMUv/jT+5BboLnm222ZbmSEpH3+rf3wlz7VyUJbk5UEkoKUfnAvCrXw+gSsKUsEyds7LL6r8iS5ta4bNcnBhAueaep4KNxuRi+N4aqtjiI6Qe0fGwOCrsSqNqrx7o/ZUkbxBnvC3MrMHZXGBV7Y/ALrnMMANM4Zgn1i9qi+Hh2Md4+dRgK2uPw9SbhNn5n1SWhoSaAM/61Fce9Wg9ZIygeCY/eNhtTlrTiwluXoXVEDjpqs1H78V4AwPEPrscxf90EV1zFiPebEcvxYuHN09E1JhfZLVF4w0l0jrEz6L34wPEoX9mO5hlFKNnYiZOvew/cI+Hp18+16miyPTt/79FTULSsDaP+vhkFq9rRfkwZFE6QhFByMmMo/ddmFD+5DU13n4jYhAJIjKH0D2ugVvgRvmg0zJ9dFOTprnt2hDtToMcYQTP9GRiDnGbsJ+ize6vPouBOKLejBJA1ZDPGLDGdxABZ0utLErNehrjEYU7niRAx63NNcJnjtmscESLCe4zjJvcFx5E8wDsYBPjntR+AAV7zUSaB8ZNvnaJbHhP9L5Xd+1orTtkdgTiX6nFL6lFfK9tHzfWtTdHMm1b39CllqL28pN40TU7qUNzPvtYBIwQ9AwCFMUy4sqKeATUzWpN44vX2lOxwGsDGf3MY/vFKW/HIbiWl9SvPL8dfXt7reeVfddb+OGNYXe7DzKaYR3wpWVeeicnN0RT/fh3WawZpEtjYFv0ZlXBLUBlDluUOlwqvQtLJ63QrBWcMsjFQfPv5OrTnesEZgy7C0xcnCIBEhNyQgqfOrUb53hgmberGzLWdYEI/k24Gj6K/kjAinP5qAzbNKMaPb11m+BQwKB4Zj397gn0EEkNTdQAvfXsimkdkY8qSVpDE4IlrmCKo8xkRJJVDc8twJTny9oRxyXXv4p0fT8cxD62HK6HhhT+egA5hZt88Qw9amFMfhpzUICc5xjy5A1svGZn2mmmfVYz2WcXwyjL6Q+m/NsPT3IvCR9djzz0nwf9RM/IfWA3yysYA78DBFwdH8gCvAFhq8NAh4h4ArYebM7ZvOQnlRDbnBA8ZdTjg4WTWYZ2c9OPiBItrfbhKtBQAFI5O1ShXNHQqXC9XOevUzHZgt0lgnf+69gMy13wZGAWzPfGv3jT5bah6WFfGmIeMfjLGrH6uf3DnLFMcB+jDw9KywN6vn57TDKKk3n/yAGh9/YXO8SNDySLRtW1Plhw9/tyC9eDkYUDrFdtihb9eGR4h1mnKdEdP+HLBemjc88IrnbkTg8kc0T9+T5Y7+qOT8nZs/VvjZAJlmuUA8IeZhTuffKalloN7zP4FM6TEhVcMX3/bm63DCVRolnf4PZHJzVG/+T8DS1nzZ7qHFDOi4VFHwBMtDCu+Hp+sxN2QfAp36f0CccZoxajcjhk7ugtdnBEHSRKRMLsHiruTBOjBcXZU+kPBHE98zrpgcTTDrfzr/Jq1j/50uZVvlUBMkyW+ZnJBx5unDuv9yZ1raxgYFp9S0Xn8ey15qgy64fZVEiNdnBcszEi+evHI3ef+d0dV6d5YaOVJFS1dhb7A5uPL1Wi2pxsAFl05Nnv7USXaCU/uKC+qDxUwwYVx/Zk1jYu/M7Fx+st1lcf/aUMZ07hU/VFruyuhFZDESI5rmzgZs0ECZvxja+mEF3aXkcwIQAZAmPDvrYmCjcHubRfUtnVPL46MeXJH4eT7Vo9sPXFY+8d3HrPTuM5hH2Mq3/v18YXFT24r7bxs3G4ORJTyQD7PdNdSllsFYzsBFtavRykAYybIGAuQOSsUuMSkAIH0OpACnMjalojbHJqxrc1ZX865VQfgwn5pn/3qfSOrDphRLiHEjGcVkxCCcS9KAmfskD0LB/Mz0vw75HEkB7qZC2ChwVcBmH4IeB0OQ5IYJvqvs3583PvxfVcJdRo3RXO8zvRrT6pYqmp8NgAkFL5U0bTZABBX+FLFKA8r6tKEUR5Kqkvjqs67YtrSuKLznri2NK7o9Xvj6tKkqs2eubQN3/zzxpREL/dfXMvemlWARFJbqqnGfhNaHRnCOpMvu3cLJD0eGQOApMT4tG9WSQCgqlqdKcTTNF6349+tNYA4wDFUX1JgncN7lka6LmyI5/V1p5txQUFDt5dV/fn9EE5vSqb0kwNs1OUleP3lYHxkT9L2owOwptCDLBXxUd2p5W9VZWJuQ4wIxPZmuaBJUiwvpvoyVEo5FnEgZmDUkSmzgqiqWwsYsaQsIcMSs7GUbU0kXBJWj8junL21+4CBRVaMy8OU7T0ww9tedN8cPH3DkpQ6Ma8LayflY+r6TmQkNBAYuMyQ9EiIZrpQ0Gmu6TNoLobtY/MwdkMnugp98EUVuJMcr3xjHJaeWokff/c95LVFobkkPHXjNBz7wm60VwUw/bUGkAQ8+MSpiPvdcEkMOa1RTHq1Hisv1SUKOS1RdIy2VidQvKMHF/zoQ7hjKgCGUHkmGAHJbA8KtnYhXOHHW78/Dud/9Q2ACL3D/HjtydMBABlCKlify57NZwjcJ+tzH4kxeAzbus4li7uFcpdQLgvlsmCi7w/mM7ivuZ4LXNDPWEg10TO4jP3KEoPbFNlJDC4raA9b5WJsutGO9dySGFYxkbND8iwcFM/IfvgiAPPwOeFwBrpx/OAdfK548BuLcdWfNwglDP87o3bnW7P2Px59cN+WquX3bkkp21CUgWn/Z6SFFTBjbxI7/91ajT5r88O/Umj9d3Z9Ehc1xHPFOhpjGH5JAbq8jH9zawynNSVScro3ZsnKqMtLsOiFdoiDOwOjd8ozMLpLxehuxRLASWD8vqPy8KWGqNVOQVTDzoKMiE/llvk7KUvoyZBT9kVgPDNpzzUjXhluQVat6wD0+oogPvOqHLO3dhfQfsVe+nczN+sKds4YGkozAQDX3zoTqybkgxhDJNMFX0LF0SvbkWGI07gMIyYe8PppldCsfeu9WXtUMUI5XgSLfMiIqpBVwtl/34zT/70N2cbLgMQJiseFf/9uDj6+oBZxvwuhYl+Kr3xPaSY++OY4/bf61TJMeWG39d24N/fgkuvehTumgiQG7mJY+Muj0DijCHtml0Bzy9g7MR+BZj0aK3dJWHrb7E90vWZu7MSoM55DwT82faLtHTg4nDiSTfRDSkWfLnkMBLW8JHAN8JlRslQNPiuGvAafoZNDklPAEtkJPKbZiWQiGg8oJlcoYIrm4hoFEsZgpGgIqJxw+e/XYuLHrUebA6omS3zduBz5rmvHI67wBDPEToxJAcvaLTEfOPDe7eshAYxA6MlwYXeeN/H4RH/Gm6P8QFLzWTMggu8ny7px1ebUtfkYY9roi/Nd0OOs+/77TgjHdShCHYakBF57fq508p44/rMkUsX7rLVPPT8fX9mdjO/4z16P+FLQlCnjynkFnYteaCsE7PX7mCRBcTHthuVdVu53ApiLgBPqwgVmCy1+V7KkV/G6NWZZCPSBn8sZKkPcJSFD5SwQ19Cd4UJeXNtnxq9JDDtKM6PjmiOZwjWB359VhSl7ejFnWw98cUIwx4X8kGI4EOpwqxw7KgPwJVUMb4igviaAxlIfJm7rRjDXi8yYBjPquipLqKvy49+Xj8bYrV04eXETwBgUt25of/Q7EzF1RTuyexLI7kno106GDJfCwUH49w1TcMV9a8E44ew/rcczN05Hy4gc3PXvU/XZsPE+Y16nM1/YhZnP70KgPYayTV0Y804jInle7Jliv6itumAElsyfgLl3r8bYhQ0Ilfvx19fOAQB4ZIbl35mEYUtboWoA61Yw8qXd2HNBLZIB/WVCZvZLlJhMxmVcg0V/2wDPrm4UPLYR7VdOtPQMkJg12yaJWeo4SZIs90uJMUs0t28SGtvtjQTXuBSf/j7rB3uf2YaMCj9y55SbXbCvRGarJQiCKE/Yr8SY9azqq6gXVfTCIaZw4RmTwoVeDupnpMAdFf0RgC+kil5wb7NV8ZQ+eYyokOciB2Lc8vOlmJVchAvlGrcSyYhc5RRWrXItrBpPCY1rQjkPm22OXNlOX12wArL+pDOCvxP+ffmo7W8cXThWL6Sw4IFs8b8/sj1nRFvUOmAAWF2eie+fUdxqmu5JSCqz/R9N+yjqrzo+B2+VuhpBVHPltjh+szZa3Dde/V2jvbhvQkbD2Q2JmodXREGCIXRXlpw88cwc71uvdWN0Lw+IIrt/j/SxC+pieOuF9gL7Z2H00GQ/u2ZdGJlJZoWmDbklNaBobuM3soLgl/WqHvPxziARE0K1MAAZqt3X3LiaRogHZKgctW0xL4Q+AMR++Ipu3GjN9SAjqSCSIaOwJ4mGIh+q2u3LqraxFxIR7rpnPR64YiT+fV41PppeiOLuJG746xaYUfFcGsfI3SEctXwvznpjDwBAcUt4+0vD8PRFtTh6VQcCYdsbgksMXflelLRGAQImLN8LyRjx8vZGMefZXXjritG47rvvQVY5QkU+PPjoKdbgNOOF3Qi0x6BkuOA2ktoE2uMIlmeBuyRIKseMZ3aCScCeyQUY9U4TWibmWwlpOAF5O7pRvrINgV8uhSuuwdcZw9intuOlF8/Sr9uUAZXgDisY+Ye16Lx4DHrH56PpGxPgaY+hZ24VOOfgVlJ32/cdnIMZlgzidgpjYnZ8RCHtge4SYV/vKb9lSmhZ4Z+WR9Zhwq0fIgEg2nytuVtrv5yTHVKX2/slTiDbFz8iWfXt55YmqOi1PklohGeG/ZxjdjmYXZ+xwfGMHAB3VPRHAFToa0MA0HaIOEEP6vCZccaEcoMbQiyd61HqLM64zUkPdGFGstPLJYmgkd4mE/bFWMg8LhI4gBCZ5WAWh8iZFCLwVQDwtdtXTDUChBCBWCzLnfzhA8duiCq8A4oW7bsvZvA3b1k9zVTXm0KsugJf+MbzKrbrkeyMPoPh0Vfbs49pieVBqLslx9172hk52wEAGuH6TXHcuDFaLZrBGUDlF+SuBoB1L4cmFCpEdvQ80Mo8V/ivozNb9zwVHKUfrymyI1x3TO72O5f11Gaq5DIj3AHAosqM4HfWhfOtSGhgtDPHExnRk8wSj6XHIys5SS0lsQ2HnmxGvEg5QBIYE+uZfdEY4xKBASRlqCShzxq+ycu6FSIA1XtjDAD8cS0BwMvAKJTpUmVOLDOuuhhA1/1nJ33ryd3crXDpjmvGNz1xfjVd/nzDMIAYSO9DXkjtZmC5ANBU4Y+tnVLQcNwHrZ4r/7F1ODFG4YBHDYSTnkiON17YHndLHNLkZW2x1ceWBkmSyiM5HiWW5dI+Pmd4e0l9OCmrNJKBIasnyQlYS2D+KYv2uELFvgLFK7uDw/yx0Uta883jnvn87iSXJVlWSWJg5I5qbZvmVTZvmldprYubN07n6Lz8EW81VnWNzO0qWdsRYGBuSSWFAHGdyML4Xy+rLnprT0Hxh63x5W9esCk6ocC/7Z+n9wKAizE/jIkBY8wPMINLfoCEcmPywJhVDsb8IJNLfhDvNe4/P/F96zDGrDoSY/6C3y4d6Tbm41HGVpvbgsFqhxlckiQ/Y5SmnLWBGfeZhDaQziUJbUTm/Yc2gs3N+1ISywG7HYFjkDwjB8D3G+p6KGHQiOwYYzMAPAkgD8C3AcyHLoTbBeASIlr5Kdv/wors+hPQHYywjsMW06ka6jQ7Sl2dogkiO4MnVG6J7KKCyK5XUZcmDR5W+NKEIazrSWhLE4awrjdJS8vWdsz++s+WWAMNlxhueOwUq81YUrN4XOFLNYMnk9rSv/1u7WwxHjuB4egfjqsjwyc+mVDqyDiWN//VoJRGVLd+GnQzeO1lxdA0bgnuNj8TVDM17hLrvFImY/5Mbx1ANU0vxcD6iN3Kz81k961M4JKmVJN4l4uxxaUufLlRseZGDIwafDLLVTiyVbLqcyZpEpFsCv04iDVnuVCQ4GqGKvZHHJQhGF6ZYR4X195T6ysSmKtPwNWkLKuaRC6fkJwm4ZLgVTkUWcKLs4owpiWK7cOyMGdjN0q79LXxhFsCI8BjLLUk3TIuu2sWsqIq7rlzLQq69d9k9cQCbBqVjcuf09fFVZcEiRMkTtBkCaoswZtUseLoEkxa0wFvQg9CFMuUcevfToEvouLKu1ejuyQLz353Eo5auAcVu0LYNaUQG48pBWPALy56HSDC47+chd1TCnHC/7bjhP9uN08CwgUZWHlWDVpHZKNxWpF1nBW7Qpj0ej0+uGoceI7HKjfFceNf3I098yotE73PbQvrMt0SKl+uw8TfrUTbadXY+OujITNmudXpXIIcSsK/qRPJ4/RHSV8xncTSczv8rTibH1honN7Rf0VlRMGGkXkY9t5XrG1lSRT62dw8LElicLtM8Z1kiexEYR1jWEUCB2EfIV7fcuqnDnNEdvvAySan42HoAzugD7w3E9E8xtgCAAvwOf4gDj4dbj775aNFM/iPnzhVJ4q23+2e/cHHYMDRohn8x5cMZ0tH+vfxib/pgy5cvqELDLYZnAE0/LLilOfl7ic7UwLXAEDFebr8YuHiSOn4kKlK15+zLR4JM0/31Te9GK2Btfqs4/VSb/ikvYnsCxqTIEOgGnIz3D0pu+PXq3qKxHZ63BJyFZLE86BIDBURFQBcSYlBIsBFfbOD28duuL+lDOp9IaV5QfdqXCaNkHBJCPpdCGe4UNumWyjdGseFS/Zi6zA/XpxTjEBURWlXHASG31w5CqNaYvi6Ydp3qRxP37AE7xxVjL9eMhI3PaILzbKiKt49pgSjd4Uwc10QLtV+kZA1DlnTbRGLzqpCeVMEJc3RlH5O+bAFwzd3Qd0ZwrPfnYTl8yqxqk+Uuo5hWchviaLbEP/NfmE3SGJYet5wzHl+F3yhJJZ+uVbvp7HNsf/Zhqmv1iOzJ4G8xgjWXzAcu44tAwCMeaMBJ9y5CttOrULR7hDyd/Zg0R3HAPkyzrzoNfg64nj3ydOx5+wa7Dm7JkVR3xe18xfCtymI7m9MQPuNR+HzgH/b1djw0BoMu27q57I/B0MDg2mAn0FEiwBDeEJ0BwAQ0c0sddGqXzDG5gO4uJ+vxwIQQ3x+cZLNMDsRBKVJGCMxkGYmi5BA0IxtJRA3OCcQN+pwMKs+R2q5yTUij8jN+irBKle5zTmHp3JNsHnmE9tyjHML1evS1hxX1gHoObQJzAOwOuPH8oDpnDF47rtrfYIBHtEUfcLPJ9eLAiTz2Bf+o6G8JKII5nRGvW5ZmXRxYbNpkZq/KZb58/URw8dabzMiMW3U2ZmN4Bz3rknmTwhRwDabEzb6pcS8Ez2tLS9Gq0g/1/aM/jx/feMLkUrJKGdg1JQpKcVRkm9bFSo02yHorns5CpfF7cNuSfUba/AGuJvsBDZiP1OuaeF/BkZcYlzikMwBXyJgZ5Ev7tY4rwoqGYAd/CZDJSruUVDWbUfHs26Gxgj+es9G+uM5lZ3zVnUWSmB08qpgb11FJhhYQLe6SFzSNGnO2k5+zNpO/YoCsHp8XvjsNxq1dWNz1b9/fQz/0w+XFKEPFI9MP7llBQOAxWdURz48pbwbAIZtD/m+/PeteQBjOyYXJjROrcb14ANRrHJbt2fkhmCguD4c2HBsebijyNcJTnAntGowRltmlbaG8zM8Cb+baxxR4/rByBVtGcf8d3uJeaoq13VS5bpOrDlveOjdayd2VSxvKwAQGP1WI2caMQKxU37+cbR4TXsmAyOSGEY9uimcv6YjY9WtR3fEphUl9XuLWTnaTS6pVAoJXiS0kEboAmM+SUwYIyaGAcUa/9/igjnPbw+sHZadLPjoq80MzMdg53GXzJzukuQDcSMxjGQnmJEkH3EeG3bdNEhCHVmSfGBG32TJx5iZt17yMSPaoyRJVh56xpj1/IAkJJmSQCQknuG0bzljqc8eLnCz/AuUqMZJNnMY0MUYqyWiXRBm64yxWgBdA2mAiB4B8Ei670wTvVA0qJPNpDO/Uz8JYzQSzPKaUK7ZZnmNp5rlzYQxKre5ovI6VdOMbe2kMqpGrabpXuO8VeEC13QzOCdqPffGD8qNs00A8Pz1k+WVs4p3wzC/M1ArjHztDGhlQE1WVMU1/9nhq2qJWOvt9UU+9u0bxoHFVJCZBIOobuqeWM1fn64HkCqTG/X1MgbAQ4oKENX85+0eHNumCKZs0OVHe9niEtkFTUPjK/EaJrRBAKs4w103K4iaplcSNVxoPSwx7ReTXa6mF3prRDP+1oA7NjqsZIp9UcBYyMvU/IRmmt95j5tJ2QpnAYW7xD57OOnL5/2Y6BVJUiWCSyIwGeBkrsNzsqwRUbekbij3ue8/sTTjwafqkgCluL0SiImmi4hHYh6VwzTpcxC77O3mIjJc7k5Z1Z6NVfobZcIto7nIKw1vjsKb1CRizIr9ftGr9QFLTc6A7dV++GMq2gsysHpKAcZt7cboXSHmNYRxlTu6/a6ji/wNNQH49kT0JCwAEm6W8eUH1tXMfK8ZT107Ca1Vfnzz1mWQDffA4es7AorGAwCgeCS4k5wlJJR7QglEM2QkNdP6IqG1PEuPdMAJLaNzUbq9hzF9HzlSTyIn6ZIQKfAhqzMmJX0utI3LQ06T7nVAILb9zGpULN+bndkaRc0TW8s3TDHcNokgmUmJiINBxrr/nYncpa2IH1eeA67laGSHg2WkpYjpGICMVXo43pLWXk9M1WpSTPdc4GQL90hMcsNtyxcRt3O9g2w/Z87BZDvJjan/I86t4LYaeJAk437SWFAGM3j6JDRcQ9C6/4SENBqEOuLzb2C55OsGAXeSzRwGPALdND9CmMnPB3AT+hm0HQxOaG5Zu+3JU/VrS1gH7otf/W4Nhjf0AiBz5oX/zKuo+9dJJcP71v3+ex3Zl69o71PKMPrKcjHLHHb/twPoEyu+/LysehDVPLIsgbNbtWrx9YDAMOwMF7a/oVZm9lnL/vYUD36yXeX3rkla+wOAbpeEMWHFJy4lhGXdeJKf4OI9xbL3c/zG2nxfHTUAYEuhNzquI54NImhgLCkzeDXax1z/5LR8/PufOwGQx25BNOfbLlmZydSEPC6NoMkspY7ZglfRMLw5im6/G7m9CjjTrQWMKGW942vP1hm55YGS9jhcGmHctm5EfbaxorouhB/dthIS1wcxTZbQXpqJd86pwdfuXwcAqN0UhL8nAZfg+79nVC4AIH9vDC6FQ3MxDNvejZOe3gnVLWH1yRVW3a6STDSPykXJ7hAaJhbgzWsnIbczju1zSnDGPWsx7i1d9a95ZKy4ahzWfbkWoxc14uQFKwHGULKmA8FJhUjmhLHt8jHYH7I2BZH3Zj3aJhdCy/bgQMj415lYessHcJ83EvkHrO3AwaHDoBngDVP8rjRf3WHMzIc8BNcT+3FL/ZeL45Hg4w7NdF3TAM2Y5SgcsPzduV2ucrLKFY1bPKkJ5aRBIc1oh0Mx2yduJd3gRLjvtXNw/i3L8PgvjlphztpTwJjll/uld5oLhzcYUTbB6O2jCtkDl41APKHtJVUbrh8TgYjw85cacfqG7jzzcCUwvi3XJZ17YRl4QgER4b9vBHFUh1Ld102u4jw/oKn4aFEC1XGe4mb2x+FS14LRlLd6kYosDkl0dfvJGLCH1ypggNssb8xgSmkcnlyVp7xAqGDcbyR9AfQXAL1O+nXzfn9/oX6mwqXteW6M60yCwVxrT20uU+Guu55vsPqcTkHf1w1rW0kGRu2NwRzWy7oSffqQuhfGgV2lmahtjabU68jxICei4r0ZhTh5WTtcGgcjwshdIQD6Wi6PEekAAIAASURBVHwk060P/saLgRkgR9Y4br3tKHhcEh748VTMfaUeR7/fYq3lq24Z751eibfOGY5YUsN1N34IRsDTV49Hxe5eMA4kPTLMxEUaJ8z973Y0jMjBmhMrcPQrdejK9WLlecMBlbBrQj4mvN2oz8YVjuXn6uXbZhZj+HHlKNjVg+zGXsgqxwtPnQEA8BvXuMyYNRvWGMPI3yxDyQu7wJIapKSGut8eC8YAjZtxHOykMowxSABYWSby/noaGABF050wbfEdBIEeIDPbh1628sv2Ee6lSWDDhH7q96O5pf0PJ4AZfoGSxKAKUfCYwGWxIdGNEHabKVeiuK/BlUzviMegimTXdyAnokeOlMF9qOD5X886YJ1ZH+3F1x7fMcL8X5Mk7YHLRuxTb8buqGfxHRtw2gZ7haYzQ8a4b1U3nHthmVW27Ok2zOxIpmx7zxh/uymma345Xl0d1x9PZp7420bJmB2Et+kNQrFiR4VrzCCEJWi3b9VX/c3y+2tlDIuTWxZm7ebM1yWYxlsy5GSuKs7aDbNpinteek2JWD6yK5k1rtM+Jjfv672fHvuLYNeU68XovTHblxv7vjT03TonqqC2NQpVSGZOYCgIKUi6GP508XD85P9NgCYzaDKzwt5KnJAVVaC4JNzz/yYhHLBn9Krbbquz2Ic1s4ohCw7pxABfRMX8O1fBF1HhTnIwTpi6pBVzFjUAIGSFk5j39E58+a+bcfbft+DkZ3Zizqt1mPBRCwqbejH7JV3hP/mtRpzzh7XYNqcUSZ8b4SI7inDC78bCX83C0msnoXNULrZePApVi5sw7U9pPegAACXP7gQzLBa9R5UO4BcB8h/biOGnP4OMDZ8gRa0DB58Cg2YGfxjwWYjs8Gk4Y0I527cO9SlnZjkJdfR/rHJKW8cu52IdvVWDkyWI44DFicEz/dcrQoGdPZ637zrOlwy4jP7YojkI9SEK68A8D31jcYpo7Mo/H18fTapBaJRvb4u6b73ekn3RB61lJCSViblc6txv1TZSLGn1ece/W6thi9chgfGKi/IbuKLgkWUx79ktakDcX5cL2oQvscZ/rqTCWT08xTf9R+N4x2+2srwMrluhzfKtWVL0hl1apiiaE9fjCcQkME4AK4trHnF/xnndx4fd/L6vsM4sM8vFugAxAhgxiTPSxXRxl8QzVG5ZH94akx2euzXkF9sCgOU12ZFxrdEMALIsJKBhgmhQ7B+BERP64OZmjACjnBhlxTX235uXc0kjds/XRu8d2RrLmri1yx3OcmvTNwazGBj54ir75j+2qR/OLu096409OQAgqwQi1HPowrq89kSWRCgEkwhEzJPkOObtJhCI1Wzvbn38monSFQ+sKx69Psi5LHEGLhOInfBSPfckVClU4FMA5gKA5adXt7mSPGfLrJIoAaGRqzsKAARKd/Qo9z11WlPFlm7Pqb9f43/3WxO649luTgBO+t2KKjnJ2coJ+S3zrnu3jBEhdFTx3tZjS+NjH9pQmCzLijdeNKIXEvN1nDXc520Ku7f94ZQwcr1R4zz7yBSygfnM4Esmz//bhmGu1oir4KE1vY0PfamDgfkK7lzmVYcF1PDXxmuAKeKTfDC3ZZIPjNniO9iCu1QBXRqe0g6zuH5+tTqLg9cZ+xI4s55nKeI7yRbfSRKIaF/BnRFMz3wGfCbPyEPEHZHdEYBBJ7JL68s+AB93TfBx10Qfd54qptNEbvrEc56+jkaCmI5aVYMTobX8tfpspnEUre9wh44pqQEAxtAqGcciiulg8B/+eAnKGnutQDPN5f7wY5fWBjhRDQhWZDoArZe901pz4QctMMV6HGDbC7zxS74yLAOc13DiddOb4zWPv9YGUaSmQlKrL8h2QdNqfrZB6TirRckWB+rniyX2nSlqY9MbqBG9ywmcPVzFgndtZoarG1nlBImPjmjWiwCBWIyBZaS4tzHO+wjcjHZYuv/NQdUeYNOZ1lO3t18mGL/hjFLp3tdaIBHw8ths6cIN3dbMe3xzNJBwSapX1VwEYqEMF5py3Zi6J5wlCYaFsFdm/oRqtRtzM+ZVCAwEjTHIZL+8iH/ri7ysuj1u/e9J6hnPr39ie2lGkuOVY0sxfUu31WdiDJtGBFwzVrXnWueVMSQUtYYTobo+jEv/sVk/57TvkkZUYqWzP2hB3OfC2hlF0ohtPVJhXAExhg3TC6XpS1qR3Rlz143Ow99unAY121OyelYxAGR4NMp/Yf54xLwSds4udX/lpo9qSneF4ImpKNjRk73y/OHYcXoVJIXAXRLijMq7qwLIbupFZ6W/NG/JXtT+YzO4R/bvvmB4IeeEDb/SLVQSYz63GZ6WkWXW7huxTgLQfP00FP1nM5qvmeRPaJo/e0kjcv+yDuSV0XnpGMt/nXOyzPVEBNkwsHIiO5c8kR29jjiYWZ9zyxzLRaGf8JszRkFm3JeSRkGZGQmnGAWZwSWJgrKki+8kzoIyY+Z9bwnoOAniO2YL7ojZz0ImlDOGoJgYS6hThzTlcER2hwxH8gDv4BOi4dzhyGrqRfvkgsiB6lZvC/m+cftyZEQVfSmWMUSzXPj5rTM2qn3W6WuaY/jBP7ZPGNZur/cuHp2Dn19QiWg02QrjJWPTo3uqpD4G6xtn5eDxYVIjiGqanusBA4TwsaDy02V2yR6geaFU3dfYfedwwk27WZ5dn9GqgMamhSUjBr4OAmh9gLFJ4dR1flG9vu8gbRry7bJnqzI6LmiIp/jN94WYAa/DJycLYqpXZQwPHV3Y+NtFrVVGGlhctKHb3BMDgPKwAgj3dXZcha9NA+mDttV+XYEHE5v1iUxzrhfLh2fhhK0h5EXVlHoiejNcuO+sKtz72DYAwOszCnH6yk4AhAxDHHfqx22WmR4A9hZ48ewZlbj3V3ogs+5cL1ZP0o011fVhnPlKg3WCo5lu/Pn6Sbj+nrVwG+vr4zd0YtIaXVy54thSuBWOwrYoGBFqt3Rb+8mIKgCAn129GFmhBJ75zmSsnzsMxz+zE1PeaULV1i4U7unV48YDKKoL4Ut/Wo8dp1fhb/89FTktUfSOzsVzfzsZABDw6qdQ9buhBvYvpMtZ2oL4hEKo/QjugheMRNeXR1rr3MnKALSAB3wAAj0HDj4NjuQBflCEqiXY4WbF0LMQws0SCaFnyQwlC+JGGFoCSDPCzWrESOUH4iBV4zY3ylWRg0IaJyskLawwlSy09iczVgFAXKUuKJoZyjJkRLWCJEshZmz7rV8tmyQrquUj/tbp1S3PXVrbCoWnhMIlwqrf371umgT4zTH14+GBrp+dX1mnj5KMiBBc89DOqUyIIKcw0MhLilYDACkqNT/XXa3PznXzMgOo7DRp9fe284Kbd1K1GIo2JEH51Shq+P1WaYRoplZB2vSwJFuRx8AowkjNIrgmh80xmaCBkYxUX3YReihyuy/6uSR2QmvS358ozuZ6c11eOV4Y07wAIxcB31vaXmWu/6cz46db6/dwkMZAphCegdHKSn/HpOZYIYFYRXeSylcnmNiu2J75V+Kk/vj5eoWBZQDAtJ29MYBlAHrIWAIxc3AnxmjxjML2hbOKgqVNUb9EqAAYbrt+Yl12bzJR1BRRr31w0+iCYNxTX5UdrtoT9nsUzhtKMjaEA+5xBUHuBoDpH+9NAMwLxqh+mH+9dEyZb8rKjhGyqsm5RgQ+BkYP/XzmurEr2/1ZocQIABizYm/n6lMq6j1RrRxAMTEptmtqkRLL9ihLvzp67xU//GBs0ufSVI6NaqYbkRE5yBJmu/7dYY+nJ+F6/vXzJK8LvbqdhfklI5SsxJifEfWO/u3y8tJndxRHR+RE1zx11jbGmF+ywtnCn7k7lJz45RfHK3lebd07F68HAK0i4N+w9LJeAJCJ/MT1+rIEgTMrhK3M4Ce2bzmT4GeaEYaWwc8Bq2+poXPJClXLzHtOYm2c9HtUllkbMzjA2mDcu5ClNph1JGaFtmUMKdwKYSuhjfM0oW1Tuf080202TqjazxD7HeAZYwuJaF6fsiARDQVvDxcOU67jtCFm+/F3J0rPueD7rnFex40wrhqnOs3gar+cCyZ6pG5LejnXsJQTTQcA4nwpmZz4UkDnSOG01ApTyWnppPdbpl/w+1XWwB73yuzGv55khqctB9FS87z97WfL44GwmX6VUa9XYvefU4lXRvpD4Hr7v1zY1n3+5u5cUda7PcfF5p6eW09E059e1INZQdXyI9f3y1j5GTJ77QN17OQwpZjZ7xiusZt3y667t7KRZoscxLplQr4myeYgK4HxiMSlTM7c5sx/cR7HKV0ySSBJbBNIFcqR9a7GUmbwBUnuE60Ffc3g5jcAIS+hZvR9c0g9xn3N+FZ4YGtZFEwi0e+f2PlrO4vspYh0+9+3PDOpuTKTmuXPX9Idz+xbFwD25nrwyrEl7Mvv7S0+eWVH8X2XjzQDFeFrz+waPm1Tl/XaAAArJ+YFCjuiYAT5p79bNSU/GIdmROUv6IhnAMDTX65lozZ1TTnrxTrIampERM7Awn7XlP/P3nfHyVFcW59b3ZN2djbnXUmrnFFAIJGzDQabbONn4/yB7efnHHg8+9l+DoBzwAk/B54z2DhgAyZjkgBpFVEOK2m12pxnJ3RX3e+PTjWzM9LKJAOq309w9s7t6uqe6aquqnPvCdJuE267ZmG1Ulz9x/fMx6Gppdizoi5eMppFKCNxyZefqU1WRFDZOWZe9ZFHl9/xPyuRLg35IjUAcP7b7wPZClvevRA7rnFka0kpKG9NXCkoAVglBpgZYtwqlayWOy90AYlRdI0BUsEYzQrp/pYVKX9Jn1WwWcRM/vI7WBetCdjyzOyz64kDNj5TcFalpb/Vc4QxK1/rPQdDtQkNG74evGyDcFLbQqLNcNPcuoN4QeylsJUqSFurENgVgmV5hbzl+hdvid4b6F/xpeAAr2eOK5BF7jnlhP8XKi+5XCwdRuZVU2jyZV5zcE6dNKlzBVjzJ82fdDsljohR2P7RN96zIpSy/I8+9VsvVS1P8P+/9z0GT1QGADIh077k+kUO5TplxwDGG9f049KtQ+V63PnOcpMuvKQOnLZiz97Rh1I7YIRLEKa+LtwDVvUH77ZBQIke+X7tgix+tCUMpUWRuII9VCn1wZgxJoASFczk+01FZw0KbfADgCOFw/HhPplIZcfEwVb77iakrZV5y+/e58mwwN6qMBZ3pSbUUp72YuKd42xByM9pX6h0VkQQlgqVY8WX8gHC2+7pgOky4z/ySy+HPGHZFicigrRjj9s6gO//v/n42Hc3I5aWsEICXfVx1PaOw5CMkK2wYOsA5v1x2M93L5QTdmebAm0nO2z24x8/5FxLiJCKm6jvTuF1v9iOBU93Af+7BfqGiVcatg3igq+twx8/lxv9Qa6KX+W2w+fYGjipAVNu3YpIb6rg58OrGrDnMysx9bsbcMLyX2HjXy5GaDSLGZ96DP1vnIPety884j1/vooQIu4lGcrHKIiNuBccJwTFvduWLzWrY1f1OUeCVhDiXpCEIMRUAYxjcrEvSCkYJsfMxA7h5X4Pa/9WvNSNfp7KiyoXy+yz11PebMaTcGUGJCOl3Nh2pQJ7PvZ8LMWprJLIKomsVKmsZLj/UpZkWJJh2Spl2QqWrZC1ZcqyJSxbImurHJ+sVMhKBcuWvt1WalQyw/mnRhXcR50dOVcCYBCNmkLAFAKCeJTIIRmFU7YBAOOJCNoXVA2SH//OgUwj8wTJRikE3vDZJWv965WcevOTffjwg12aF+Gm4yt6L3hDDZRS2P+73rpSm3M+n/r6GK48IPng3Rb0ULdRg/Ghuar7R1ty9z57TLcTy7E6g0GJ0s2MKjsY7IHJh/3mM+UDXHwPfpJVFx1oS7MSLUO54YPrGmOQOQwBp0xmcAeAHXURXPqBebjhopaiPnVDWRiSIfPyy+tXlAkJdDSUwDIFyGZc9qe9YBCGykK4+Z1zMaVjFNGMRCpmYndrAvO3DoEJsEKEx05u8F8Qhioj+MW758OWjBInzz+UIMzY0IcPfPJxLHi6e8K15pfWNT2o2TEE77ffsKYHu86fip5F1Xjyg8fhlGsfwdLPr0FaAhmp/H9pW2K4oQRWIoR0dRQpWyJl2xi3LfefjXHbxt5LpsMYyTjatPuGUPu/mxDdM4Sa/9vi+FkK45ZCylJI28G/jFX4X9qyg39Z759E2lL+v4wd/Mu6/9KWnfSuMW3LpKUYlmJkLJm0JcOWjKyGM5adDI6VyYyUyEiJtKWSXj6MrM1Jvw+TrnQsA0oi6fVVtkLgo3L7P+1rOCYX+wKUwy7R5y/PHyvHymSKFTVtYdmhX39hJdpb4jsKJb350QceP36gIoS3/eBU3PD5trE7zmhMPHhiNZBypgB3fXEDojamKgQboz0xE+e+fSrSqcz45dvHcePqQejjowWS014fNR96KI25Y6peJ9ntCytqyQp8eztpduI7arJ0aV8I+sxOgJQ3u3dmzIqC9B4a5U6rnw871ud+dLQJcAofm1tFMmRYcUuF8gcyWxAUkS/2Uj1uOzUUicTPmIRIThx/bjlzxwjuuHkbvvmaprzrCypU5Kj7GHkvDd55CUDEUmjuSsE2CdGsQnO3Q6wsG7Vx7qPBC11nfQxVQxkQM4QErvnB6bjyD0E+rJreNKa0j+JAawK/fftcXP6bnYiPWXjvTesAANmIwIaTGiAEYcqOIdz7lrl4603OIuRvrz8eV351HUgBs57qRtv8Spz8v1uw9I49EFLBjppIHBxD7fpeVG0ZwDOfmSgsM94cx4MPXXbEF70N3zsTZVsGMLiyAbIsgtjBMQwvr/tnfwb/VOm89dmq+JwqVJ7c9NwrO1ZeFmXCAO8uyd90OJEX5n++g/oXKhaA1S4eeZ5wGEBXIUzkYM7HKGDnwj4KCDMHPuDAh0HOuZjD7NdJYbh2RmAHIbBTcCwDYZDf5n6Qc10C1K+IVgMACdFPzv45SKCflGMXJPoFOfZv3/G6/owtqwFA2NxPiv1jT3moc8eFd+yZGs7KSEOPZABPffj6pf225fiDqP/63+/vithc7xHCLEHq3pmlA586p2Y3AGy59dAJpjbwE4g/eXxi+y+b1fjBvySXkkZ8I4Abz7HWH3ogtDQITXPEZTJgdVlfWGfAK4BJ5bDiwY4yRxDilktEyxWl0dvkYY8N79kPt/wOABaBQxzUWZiM56VFIFYELrWcvfH889aPS2UTQG4u+2nDNueT8/RrlUQSblbzfHKg51c7KlX9kLVn/ZTSKmmQuaJ9LKGT/jqro2NT+zJxdoVvxqPhbGd1ODXrYLIMAHVXxZINA+kSAhCyFbV0p3isJGyXjlumqRh1fZkMgKhtClnXn7aqBjNRtx183gOde+5+7dTBpRsH5jceGo8rQ6hQRm5RQHJfawLf/fTx+NbVD6wkBoZrYqk/vHNu+2t+v6dluDaa+dY3T90NABDiRGKAFG37+38sNV73zXVzVv5ht1rzjvnPRJJyCgiNTETZ0lBmYE7V3u4T6uvtkpC98vPPmPsvmXGwb1lNEiQSyl2FIqIEuatThADXP9LZMLykpjdTEZZ9KxsS/Sc2jIKB4QXViZI9I3NLtw2KgfOm7U0uq+t1f/sJyc7skokS5GJBlCD3XIIowd7qF1GCEWC4M1PS7EQiAebRzp9vrllw/aMzLYDT3e9/ShD5/RblYfb6Mx2DRth97ploBB4WgQ8RtHoCLAi6j98v6vhwfecLgPUlwVd0mTDA64P3K2QgL1ZCALyZ5QtOslOT0HE/kta7zXq8O+fEtdsyINPZBeLdpQzi3SXnEes8Hw6IeIp5tWJn5q0Yq5nZuVcOmc7HAHtCMqsFOXYiXm14OM//TbdumyOcmZ2T0IV5lUviWwUA1/1uT9eZm/sbvMFqa22UPvWGZmNPSCVZqVVt/7sPZt70s/myCgIwr/OOUTdJjFMYippeA+q811ymtIExA2dTPQIh8gbqArHszkuB91c+wU2fuecT3goR6A43e/c++9iKUvrOM2OcX0+x+on1UL7c8yqwsARByEKEutyZN4OpxHKEcrR1CrIMQso0UOZL9irx7w8dmmUo7a5odbT0pRO6LZq2wrMOZv19kZAl4+/6xCJ8+I79WLx7GAxQfDzrpwSuHHKIdbunlBrddVHj9Kd6vHbTlbfvntWybwQNh5JQRFBQRuuOocUL1/XhjitnQECgszmOuq5x3PKR40rio9kFzXuHUd8xiot/9GztU2c34+efXoGmPcPYvKJ2QUN/Gum4iXQ8ZNhSrfr7BxZh/flTYE0tRaY0FBWC5v/9ayfjlBvWYuY97aja3Ff1t9+dD0EK0ksZqwIBGPe3hAXf3YTpv92BkXmVrY//9BzfDjjpYGEryJBA2sDMjG3P9OxKGK6PQmTMwowPPAirJYGDN57q203hxdyzlsJWx0pLYasgBIFKQxDuM2dLtUox+6Q5ZvKJdczkk+8Uk0++U4rahEuoJWLfRyhuky4RTygK6tS04ZWmNy+0flEn3BniRSXZ6duzr+hSbAZfxcyDhVj0x8qx8lxKd2MJarvH8blPH79+f21kmf7ZB3+7B2du7Pfzf678+IJ9yn35ePfjvaUffsqJufbKpsoQXnd2Yt/+Pwy2ijyu2nuWiEPf3CwbD96bu7R+wdJU513rY82APtjmHuu8BDCF89jvucvw+hJ98Vn50fh45UvrxgvExzvXkJ9n/lCJicbxwyfmKsqFy3tRShsCUakm+OyojkAZhMWHgvMcbs8+Xz7Hy1kwFA+hNC1xoC6Ka+88gI66KMZiBlZuGYSehMfDXbXR3G8FDEMpDJeFHaKdZCgiXHyHs2S/dWElVq3uRlPHGB64YBoGaqK4/NZtAAAlBFbefwCzNvXjW987A7uPq8YbfvQsmvaP4ns/Ogvp0hAu+9p6HJpbgfWvb0U8nPuu1720FtMfPIi+42py7OFRC5XbhtC3ssByuyj+dT963yWIdYxhdH5l0X3Skmf7UbqmC7ypzx/g/9lSe9ls7KiK7TBKjLkVz6mmY+XlVAr9tm4CMOCJghRapn+FzOxfEhZ9UVZ8ESwZMel2ppIRk+5MTCrEvK3SCT7usQyOKV9PnXJY90GIlG4XMUeuBmAhEux19hpDnjQsBCUM96dgGCLhhRkZAgl/diMoQSo49stfWgkASGbtMNxkJsxI/OjL61E/4AifbGsqwQOLKsFw7sNVbYP4yFP91TqLfmOlSZe+rhq7f9Odl/SG0HxhBJvuzdQmZO7PdFdM4e71sSZ9bz4LppAzJOXMwcKaT6H99cPvuU++FBr0S21VNHwu/4XDG9yLh9shR4SkUEmGBOKWKjC4O2VhTwYAo6c0hAdmleLN6ycyyyWRE2RfhMw2VBJCImXDUIwlu0dxONLbaImJ9fPKwQyc+Yyzer1nSilmHHBWo89/4CAyYYHuuhimdoxhvMREJCNROpjBLJf1fs7d+zB76yCm7HOOMd3QutHyMCz3OlfcfwDEjHmPHETrs4OY/3gn5j3UgadeN81Rxbv3AM77+jrseM1UPPyp5djy2qkICQC2hBACpiKc/uHHULljEDvfNBtbr56Hqu2D6DmhHuvevxj7zmnBeHMpKlZ3Y3heJawyJziEBCBLDIzNKYdQDE+eWAgBdkWdhCAMzqvAwDlTYVfHkPVFYuCH8wkhYACIP9GJ7HG1kOVh/1ivCAoiFqrOngaCp8kg4n49oLh0MQmKe+GGBIp7/Q2MwMcwKO4J2IRE4EOmyKnHZ90T4kfq53CMRf+ClEJL9NcBuA4oHAf/CiovKoveA8wOixQA2GXI+3Z/YA58FCPlPYhKIeUN2FIFdh07rHsPs4/1c40NpjPff9+9qGkpw7/dcKpvB6ugzUqNwm9bwHjXMTFG/Xhbl10PAIRcjEJ2d3/xnb/ZjXMe7VrAYChBWDuzrO8Ll06pGYsaQNJKAcDHHulCMJ4SblmQ6L9pWUnNrl91gzRyNgHcdGGEDv4tA0Kgm64A7jQVzUqJnIGZQBzCxL3u3Jm9ALQXiwKx5lCAMgFfTa5Qmczs/WhXAg43qOslIicOpllBCLu/pYxBiFu5n2dcedrgPgB1Y1be4B6sjFgGIVqAnJcOCUQt5QzunFufXmwhYLrxVpWjWZy4aRBxV0+eQbh/VS2uOTAGJQBSjFhaonogDSbCY6c4iz7v+uk2DFZG/DrDGYmnTmnAzB1DCFuM8sE0eutL4D8fgmBIxvQNfajsdZLmKJOgFEMpRvOGPgBA/eZ+SMVgBup2DGHuX/dh7TULIcsj/pWYIxZO++hjqNo+iI7Tm/HEF1aib04Flnx/E+b8didYEJ59/2LsumoWpv1lH5Z/4WkcuLAVWz62DBXbBtF/Yr2TblZ48fGETMLElm+eBkGE2HAGJVv6MXZSk5+etvpnm1H/gw0QY1mkF9Wg4/evd65BKT+enlWQZ1EpmfT05qVSSe89IAfLXOxH9EuV9INCEfhYtkp62wG2LZOG+4eUSBr+ueDXo5TWF6pjLPoXuryaWfQvaiY70jI2kZalzstGl4MFWEoHCwJL35/8OoUglopcH2IJ1uwc+JOLBTHYwbvW9pTueqYL7Rt61VtuOqMfLF1/wZAexghAXoaqEUhqm2DPwaRhMQLwBAwKMuJ5+OxHu5eymwntjjMbO285q/FZ27JrAODLfz049Zztwz5x7GAiPP7aNzdt+/J9PVN2/6o7h9D2j9rQYHeErc6/pevceSQRiP/QyH2XH+KaFtvQ/B3hFOWeF25sj04oc2bupL0MFM4Zb4DYAOsZbeHVke+bT1g7nNhMMf/8H3Gxl4L8LHT5n0dUQBasTitfcMbz1bXni7cp8InZnFOH5zcaNTNRKxs1GW5y3eD+jEfD1n9fPX333APJktGyiPmx2/Y0AoAiYuEEaZsA0NEYH5uzL5kkoM5Qwf0oH7VZEfHZDx9SB1pKk4JRVjWYgTIMJaQ0konw8P+9Z/7u935n89TBhpKMmZXG3ZfP6GZAvv3rG6aZkqsAQvfUsoPzn+5pZtNQ3/7pOZudqFVg52lNpTOf6plxaGldHwOdC+9sbzr12+sbACA6Zg3/4/Mrd6993+KS13zo0Tmt9x1QyYZ4Wtgcn/pgB2BQX++SWjn3l9sbvEiMeT/bmq3cOjBsplUEQFntmt70Se9/hMt2DUU6LpnZs+X6FSPwJh5EpQEWpfPeeVdTbPdwSd8b5w4d/MyJ7fG1PSV1P940UwylQ0TEIqvSAG11nzn/WAf7We16vGdUkOjRntHimJX3fPewn71uMsdSDyjIcEfusa5QzUA+Plzf+QLgY5nsAICIjgdwI4BzmZmIaDeANzLzKyHZzYuWyY6BdqWOICSjZamTtkaOKyISoxg+IU6qXH+l+XgiLkpx+1++tba1uiWBxWdP3b/0Na1IVEUFs6z2BCiYVTt8zH6WOlbIy1jH3vWuFuRhXk0a9sg5pGEw/Ox1Xia7B0+rxzmPdvFgwqRfXNDSzCn7gJf1atGhVBYAbAL9bXZi5Pozq8o+8+jA8ov3pnIGnJYrKunnj41WXdmRm8luX1TRZYeoFjmkMyihkelyBz9vpj5xWf5wZDr92NxjCmeGy/+7mI77xDbkvgwUqjO/Hl8GN27CZEbDuCx6Dd7/04bAjuowjutJEwBYAmSqwufLP3YoKqg8rfy/a0ez0awpcMfx1fSmp/tcQoBTRUk6G7r63s55P3xtEz57e7tP1huKh6hyLOt/R1MOJUsbesZLGeyG/Gn3g5nCGSVGY6J8PGpgPG6iqj9jAEB1z3j5O7+3aflxbb1gIrzvJ2cCQMPidb1YsKbHP19XbaQlVWIiEw8Z/VGxBFlHrGX2fQcQGc2gaU13Q9pSDXP/2u5f954VdeVpSy4fN5wscoogWMpSr87mhztqLXc2m6qM0FhzHIkDY+GWv++v3X/uVGx6/2J0n1AfXf71dVCCwONWQ9q2G5SXpU6xT6YTimFHBJQBZCNUFdrUVzXz3X8HiJBeUI3edyyksbOmxAw32yRUIEKjlCZOo1SbcElwUrFPoJMywMzsk+NIcRu7z7rQ/JXmIwW3GcLLUsdthnLrEdxmGC75jjXyndL6SJWbyY6OZbJ73suRctHfCEDXY7/Wtb2SZ/avyLLxoQPRv97chlDExHcum62uudlh9trFGVgvSvnZm2fie5e1PmXbchUATOtNR77//W0YLDXx71dM7fnYg10td88rxx9bIwNP/297WYmt/IGvN2rg+NdX7Lv7vqHWRUNeZjYgLQg/nUL9799HuYwoJ/VsTgjc0eyv54epBeFxhevJn/naYDrsOn7e0YW2BhhM3VGB+rSadE0A0Jy0/UC93JeRiUHxUalwXE868FBFA+f9OlIhQjIs8L8n1eK6+w/5n2QNwpMzEzh924iWvS6oa8m+UXzzZzsRtYLrCflcAO+8DIOB8aiJX144Fdf8Ya9fhyJCOmLgwVMaMBoP4bSnunGwsQRlozYqhjIoG3b2HpRBuPmaR8ACsE3DbQth56JKbFlWi7WnNiIScr6dWRv7MTCvEqsvm4HEYAZ73C2A6n0jAIDxqii2vWYKTAB9cypw+63n4rzPPY2qXUPOBjsYMmLgmf84DsPTEuhaUY+BeRU4+ctrMP3ufYj2p7Du4mXIJkLoXlmPym1DaLl3P/ZeNQvjC5xo0dPf8FdEelPY//Z5qLu/AztuOBnmSBYjJzWiYusQIBkqZmDHHc6yvCAqukd08Jp7MeXBA+j63MlVTS9i5rxj5aUvxIfp4ImI3Zm7vxfv2Z73hjirBbcBmAHnpeI6Zh58vs5JRD8CcCEzeym43gDg2y7uB1D9PGCdjp2DpRfXTGCpHCycZXmn4xZg5ao8KkcMhgBXJEZK165jwVJJ30dqPlI5xzLDx4f2DBuff/0dTbFEWN342Js7/Pqhnwtsu/624gHJqgoAbOYB6eoP2DKwW5IHbNeestSAJR17Mss+HsvIgazt+CQz9oBluz4ZK8Bpa8C2VdUnf7Wn+tQNfQkCcdokPv1D8/crd1/2mW9um6bHZg9EhH3ClXUHdzt68H7ZGxPZlpQKhbTYc2g5VjQNdEWOQDYFy/S6MAyj0JKzd3zge3i+XbFZd/7yd6E2HO7YQnjCb77AsQxiofnbgpSpXF2cvOOKnatQezKGoxOvSKiILQ2vHkcyVijBnsa9UCiyckEgHosaylBANGsbuv0jH5h/KBUPqc7aqP3jL61vrhvMhMZjphwqC9sNvemQYKbxqKlKUpbhfOHExM6xfz1/ylBzb8ZYtrYnobc5Gxb8iZ+etR8AXv/bXRUj9SV2/cFkaOV9B8p6W8syP/rayV2GELHycTvTtG0wfPGNbXVmxhIyasrv/+WivpBAKjqSFRd85qmGqv1jwkjb4sCqhmzbtQv6ACCSlDGrNJQamVJqE1GMwKlLrrynOd6VDHWf3DRW91RXXGj8iPX/feLwwTe0DgHABatun0YM2ImwNIfS5sDZU8ae/dbpfYYQsRBEKrpvxDSEiNrTy8YAwBQiZpKzz2wIETNEgGPTf1xXoxRtqo1n6ta/7RAACCH6Aa52ffrBDhZC9DMrB5PoV3CwKYx+uNgQhu9jmEa/8HwMo9/wsGn0C4Jrp37h9pHusryzvaVjKt53vgB4G4AL8CIVInoSwB3M/NUX65xeOdIMfpCIZmgNvRHAIF6YciOA290EOzcC+BRcst8LVF40PXiF4oIx/rK8PPKyvLMU78WpSz1m3cfMHCzLa0v0da1l7d/d8DYDgCGZyV8OY24PluWDuFTkaLqjC6zpu7uYNTsBXeQvt3EX6cdOAjNz68wOZ8txc0sJ/X5lrZfLpfW2W/fk7IE/1BxNfn1paen2Xx1q1Zffb5gf7WtJ2jVX7w9iBNxZoB/j7sykFRkgQ9d9d3K9TW553Bn44eNiIXP5g+PhlvaL/V1o4D6cwEwxv6B9nDNKm+rwOvYTwwQ1SqPW1rB06iVIfyKpXAI/sRLB3F0VPZ8CKJ62jZQ7k2Yw2YKQDhv03j/uazpUE0NIStz62hactnkQ89tHjabuccNrixQwRuIhJJIWPO0VBtMFfz9QSd636n6t+6aWUvlQlj72X0+1JktDmLN1ECwIhq3ARLAEohlLtQrBeOfnnkLD7mG0H1eD6Rv7sPWURiNryXo2CPXbB1H/bD9k2MDdX1qJg8fXRQ1CS82OIbz2g49ChgR+/beLfJ34rqXVmHlPEgPTSkvrn2R/m0CFDQzMSFRIpSoA4Olvn4aqbUPIVsfMqb/dgfb/t7BUKS4FKxiCMD41AUGEkOIaALBZQXhsN6XgkemUUth95Rwk/7wL1oeXHwq27JSvAS+V8rXeWakB75lW5GA55YdI2Dxt/x8vocqTmyBZDgj3WLalrysPlgMkvP5MDcAgt34MkKsrr7Rl+RycJzzj9YvihRGhOaYH75ZbANwH5ITL3fQCteVcb5XAHeTvI6IZzLxnshUQ0TUArizy8TwAEe3vFy1MjnR7MSGZvFC6QtgRg+ECWPenmBf4TPn2HKzXM9FOghKQ/gcFRWWomPAMjlKoxsX//Z45eP1DXb0/PqOudixqgMcdsZnpAxl/wH3/+fW4v95MfvHxwVJDG6n+e0kc792eqmhKe2FApO/Hk66lZkyYcR8u3r1YKRYHz0W8//kVqMmw6/UUtvrL0PNbuAgOzqwQxL1T0XtBGA8LxLMyx+b5726MYm5nCiFbwVSM0rSNOQdtzDnoBKycsG0Ypq20L8k5LpF0luNtQ8CUvmytn6bX8/3gt0/BZ/9nLcpHMigfycA2BVjktnbKziHMX9OL7Sc68e0sCD3TErjrk8tQv2vY9+uZXYE9pzQiUxlBx/LanB+OsBkqr4d9/D+PxxPXr4BBhNGWUthlYfSvrMf8n23DCZ97Guv+50QMzatE34n1GF7VCAA49IbpCGmhb+ZIFnM++BCyLQkcuMGJj9dDIfNjJJu/cjrwldPRZBoZr2+YIDyjAqxcxRhDiLiUElW2ggBhrK0blSc3wTicUA107IXN5gjVxDxxGhKIeYI0+X2h9l0cC5N7DuVILPrriGgPnEFzDxzxmRdqgB/MG9BvgjOrf+NkK2DmW5DLGfCLt0SvmZ5TmJwKBumk1n8EIWekYd3OSHk/dqWFw3liMwAgJeeEw3lbkrbilBfvrjjwyQmxY84JvfPXp5hTfm4DRsrrLwRzypeuZPbtNhcWhmHmUT/8TPGo12bFatQP1ePADi4mMDMRd1VF8N2LWnZLW9YSAEGcUgTsrYqgdsyWV17RbKzoTGHHrQfrH2iJIisIliC54LJqc9Mf+1FuwWAA7XGB/RFKnj4g9Zc49/brYXK5aWYnP4gejnRX2F68/iPtbxf3zecEPF4bopN7rectRj+/KBBEgbYyAEsIhJWakAowYM4Hx21riKJxKIjLGw8bKNEG+0X7k0iHBEIFr5sQ0sLxFITbpqB+PQf+ttZSzN4/BiaCLQhRS+GD39qItoWVOO8fXXDWb4CwpaC8DHHu7/ikO/fgQFMMf3rnfMSSFvYsqcF7/2s1GncP4+nXT8dj756PTNTAH69fgZBBgO1kkytNWVj8251gAYw0xSEVg4gQHbNwzqdXY7wmhmmPdoJshb/85nyk4yE0PXQAJV3jmPF/2/HMl1Y6aw3eoEsEcqkjAkDk2V4k1nZDbe5D+5dPce6u0qRjAXi5J5iVm3gYsKXyw+Q4LxwO/rMr/XA4KWUSzNj06ZNg3b9vZMb7l5ZLZ/8wOBYyCIeTKun/AKRMmu55LcnJkLeiIINwtRyshcypY2Fyz1spOsAT0ZXMfDuAH2nmc4mo0o2Vf77LLQDuI6I3MvNaZr6fiM4lovte6pv0cinJ4QxueuvfGhpmluPab5z9UjfneStvescMZNLWAVaq9X1rHPLXrGEbi69uwontyd5L92UaI9LplsZMwt444eweFdeGIsVwsnfmEtaKZaabHGmuWD76Yqz4QqXYS0DxuHz3jOCcYztKzPRJvZY/S+mKGWhIyYLnHDMFSu2jI+k5GQEKX4MiQlgVrq+/xEDMVohZ8GfSs3vSOZnw1reUoCZpoy9honrMxtyuVA7pbiRmoCxlay0JigAjHSY8vqgGZ63rg2DOkaJ9YFU9fnPBFPz3LdsQkgzLdG7Z2Y93+XVxXsa5wcooohmJ8XgYH79uNcJpiW3H12LPkhrfv27fKD5x0V+x+Zwp+PtHl+Ycf8F/rkbd9kEABKllxKvZMYT6DX1QIQHhXl9pZxKqPIxkYxwyYmDn1XOP+F2MLahC/zlTYFfFjuj7fJTm9y8F/fuy3QiihY6Vl0kplKp2Bpxl+UEAtwOAS7S7EhNZ9c9bcVcL1kLb43dt5+KF0aAvgbMvAzhP+lFhcvaGvDXgdq3eABezu5gn2Mm1M0AupqAeIga5dnfDM6fOHWu7ozvbuhran+1T7/3mOfvdd3mvnSD3XMRF6iG9Tgp7bQBz2KsH4LDWft/OTIEP5/sUw16dCM6l+bgDWc79+drJNeJAiSj9R1MkDVD2l48MTwPAn1sa719bhux31qaqz+6RYW/AFSDFbhdOIB40WFZKGPkkuQB7e+we6c1vyYS9dQ9Pjvg2cfZ9OP/DrSZMfAEhbhmX0WD4J3XzgvjA59pGq032f0V+WxN5MevF2uP9/WxNJL2oLxsBnKRBwicrOsc7Me6giZwDoDytOKyYsoL4odllyXN2DCdCKmi/IqFO2TNGAPDDM6d3bW+IWtff3Vl7yo4hf/QqT8kJMfbDMVOWpSyTAGYiXj8r0WcZiJ6zrr80ZCvhtcVQ3PehX++uMG02UxHB33jXvO5rb99bZUiEvbWFaEbBNgTWH187BgDHP92dUIL4uDXd/jnnr+3llp3DA9tPqKfy3lRZyGIbQHR6W6+tiPovuKGtZPYjHYmHPrxs2LA5woYIt5/WnH7ig4v6GFDRUbtkzl37Yr2LaszIaNYs3zdq2hGDu0+o7z39c0+V1K7rTYw3ldqD8yo7nG+MYuzOOnUMophVFk5t+ebpMIURC3l2kevDmh2B3e/DnC1X99lydrAcuxDMSrUDgBCClQwwM7vHCv9YQcLv/0gEdgfD9SHW+xi/H3Ju/2GxW55vfPjczq+gUmgG75PddCMz3+4u8R7VsvnRFHfFIN92P4D7X4DTPSeSnU+a03BR8ZgidgUtrl3lx7Wzb/eEYVihnVVAiGP3WHbJdLOX12HpOa3JqsZ43CXTtGtENh8zAvIdg9t9Ah3n4IBMx9zF7MXWc5fy7fCxYu7SSH+aTzEcHEtEXR5phxylJ7fN3A6NeANC63BM4LvLytu99sAdeAcjouaHz4xZTSnli5akiRDlIJkNg6lCwvSoYcFAyUeceecvvecPyocju+mfF/I52v3yiefiPHo70/XrR2t2lRmYN2xPOO5IKXAVmB6aEsPZB5xxYWFfRnt5AFmC4AjNHLm+kHLapojo7B3DCf0zWxBMFRDwvva7vY19CRNrpum0lon1W4JoPCLMshSQNUDffv1U+uTte+v0vXbP972/211LAPrLwvjP98+nq+4/2FjTN659s07ZM6UU333XnMRpT3bjuLZeDFVFqLYnBQaTNAQMqWjVn/dUH/d0N4RiJAYyJgBIQWY6K+trdzjzkrpNfeW//u5pmLKuFx3L60pMgamQjNNv3oDWBw5gpLkU+05rwoJDSQzMLCNbyvqOE+rQ9I+DUATz0pW3t675rxPQftE0PwOdYAYrNyaeFJThfGArhnRXHwylC9UwwkYQQ6+CePoBQzhkN1JqQPjPlvJJcMQ84PUTinlA6wN8Uh6YfZKdBR4w3TptcEC4s9gn2YF5gF1sCuHHu1MREhy98CI0rxqSnShguxK5RDp/cHUH4CuPVOmx8uKVu368ER8+5ddNezf1Il4ewSdufV3vu244/aVu1otWzriw+uCHV5bhj60R1KXZBICkQTj19FBH9Agx/sX3qifOtPNx8TqPPFgf7YBe7LzF6pEgzhrAnOHJT1QYhN6Ygf6YAUsQzjqQKuprC+C4a6fjppOrJ12/qdiPw9/cUOLb9CLAqB2z8J1zGjESzY3qzphCq0uhYcjRLQhJxsfv2JezLM8gDJS6ed8BZE2B6hELX/rhNrR0e/H9ubdudvso3nPrDjx6Uj1+f2krpEFYd3wdti2owp/eOgcdrQk8dNG0CT+YxEAald3juP0LK/H0FbPw8DVOnPmBZbU5fp1LaiBDBroXVeGZaxfirptPx303nQwA2PO6afjtA5f4vrXreid9X1/IMr57ONz5/fUvdTOOledQCu7Be/HnLvaT2hBR5Uvd4OexTIpFr81cCmJBiPuEO439KYqwQhUQ88looJhPUgP5dhyWOe9BESNi3PXjDejtGA3/9Qcb8KEfnAcmEVNK+v7sM+FFDCwn1APSBGYgYuxR50kkGB4TOcAAJYJrIV9gRjIlvJBexZTwCYMaVkBCy7fvM1lzMEFn3cfgz6OD+8BaJMLeMiO0t9QJjnjHqpKhBcN25fdmh4FMKpQRQEQBCuwHxU9mhl1s4D/afPJHoyB3uHqO1scAqCLLRY8qzIBnrKkNo3FcYumEvXs9JI4QtRmbfrQXSVNgMqUjEcKj0+N488YhAIxFXePFr4mBL92xH2Xp3DZEinAGMqaAKRnjEQMRS7kvEoxEWuK20xrwxke7ELa9HPcWat0Xg1RYoK8igik9QVuOX9ePGXvWomLEQknKQsVgFsPlYXBW4sufXYF/+78d6GkowXBVFHOeHQDYWcOIH0xi/7IadL5lDoQQCLn764Ygh3wHYOO5LdjyminONUqFzpnlAJwZtifQcu/XT8HcO/eic2UDwgfGkGp2uighAJsYC/53C8ab4jj0hlbHTgLebRFCwFYcYE8ESgjY7uw/ZBpxw+VKmIahiccELHpDY8XjtbctOC5lY91dezH1rst9cRoSgfCMgIjL4Lxx5R5rUGA3jEDYhjU2u5iE2BaOseifUyk0wN9PRNe4jPT8cg3cfflXQJkUi15jxSe1wcnHknPsPoNd5YvHaDgY4FkTidGEYTgQjAFr7E9mTbTGEYa58uMn4q8/XJ95w/uWOqOcJhjDirVjVS7T3jfr9hwciM0oNRo0J49R77dZaZh9f2h2Yh71w/ByRGiQI2Cj3X8/CoC0iANiHQfX8lC9OfxQnXBfQjk14zzn6M6/IydMTjvvUbHoi4m7TFb05WhKoRS6+W2e3LETPy1WLtifKnpE8D0Ex8cnSdRrGbVw1cahCSx8KSiH8e6V4w8kj1hn1hQI24yIrfCD85rwngcPIR0yEM9IEBghW+GNj3blHGMLwJTOy0osK3MGdwCIpiWa0uMYjYfcv21E0zbOuvcAkjEDpz50EABwYFoC4yUmZEjgsQumYcfCSoT8iBYnpMy7b4Z/48hXjSMi+IsyDD8zwFB9CdrPbMb5//4PqLDA2v9YglU3rMHeC1px4PypmPvTLVBhAx0XTXMOJQXyI2AUbG8pnhnCzWvHrCDc9LewZdKj2jPLpOFhKZPe98rMPkMe7A31DCllkjS2vB9to2TS9O1BnVKqpOGfNmDUK0bKey3UxWZUEcxaH4BjLPqjLoUG+OsA3ObO1m9xdeFnwBncr8ErJ03tUcXBF5u1GwJx258YH90bKWmzUioS11403l1QDJJx5pvm4cw3zR9SStX79Whx8MELin4uHCYm3m/P8xLvzqDCM/WcelAsVj6mDUgFcwkU9dHwnhjblRaHzj8+i7vXRGSl9H73xWazRzvz5iMeOxl78dWFHEKdf76ja2NwXHfUQEVWIXIYTXf9OEnwiAtHXaQbh+6QHHMrMSbxfqDHx+slpEnbLtqfhKGcpftkRKA0E8z+0yGBdNhARdJCxFKHOY9LtQThUF0M28vLUT2UgTQIbSfUYc72Id937rOD2Ly8Fgs29OPA7PJJBTnqPuExCxd99imMNMbx8CcdYnrNjiHM+9s+7Du3BeR+L/XrnaX6xqe6wGEBqzQEqzSEim2DsBJhpFpKJ3Fm7ZvUYtPJEHG/nxAiDuXJ1AYz+MjO9+za9IN1c5veu8SNm/fi2vPj4IMZvFd/sZh40vOAaHHwenx8Tqz8sRn8cyqF5GLXEtF5cDLJ7XYHeo9Rv+JoEs/8i5ejioNXXHjWbiskg8lqMFPX49qVREq6v1ilAgwgxV5cOyilLWP5x7I2aweQ0hJapLy3ZcWBnZn9N16lx9YrLbae4cfT28wpb7lNMac4eJMvKBHLReLdlQrstuRRb7nQmf37F5MjHatdV85s3o/XRzA7h/4Grq9qgI/4xn7qytRBuKS8RSuTHd/aGW+9sjeCPkPZBjiUFowGVxnEBsMsEsuul2LhdsWzwD0/iW7+ednZ4E7Wa8vfg2GByuzhRlr+pwd3BcLPjivD1ZtHCkrWHm41wSXmwWB29eqDWPdz3j8HD3x/h+972vZhjEZMlGQlopx7LVFL+SF3+g3pLo+gfjjj/z1QFkY8I5E1BebsHcFAeRjv+8IKJ1ucKRAft3Hikz0wlIJlEk589BAAxlXf2oiNx9fg6bNbcGB6AvFxiWtuWItY0kLZQAZjFRF8/UdnYvnDB3HJdzdi49kt2HxmCxo39aN2+xDu/NASmAK4/PPPoOJQEpyW+NVPzgYRwS4Loac5jhN/thXT/7oXj37qeJx2UxtOf9v9sEpDuO3ui+HtkghBiBjOdoE5ZmFkQZVjJ0LYncEbtkj62JJJT8zGoAALGczgSXKy6j2LkbUVSLNLxX48veIgJt5m9uuRGlYskyF/2k4pb0EBJPzZvCw2m9eedUHHZvBHWwpuojHzHma+lpmrmJnc/1/7Chrcj5VXcTlh1Hmvfbw8k1647BBuah7B9qiVuWBuJ77dEMjTAkdPcJsMEe9oyz/Lsp9MOfzg/tyKAOM9G4aLDO6HL2lT4Kun1yFtEuKWAsAYDwm0tcTxjmf6kb9LkcjYMI7mNMTorvD03AlhWyGakYi5s/+q4Sx+9ZHV+O5/rwEAJEtMJEucZe+Oljh2zyoDAEQyNk596CDe+e2NuPKn2/DBzz2Npr0jqOxJwbAZZQNpfPZNf8eFtzwLAGjZOogLb94IJsKukxr85nQudAZkw1a45JNPoLp9BJnSENZfNRuDU8ugDIHEoSTIXbkIJS2c+LU2hEctzP3dLpx/1d9RsW0QZ1x9H0551wMo2zo4iZtwrLzSy2HFZl5J5Z8Vm1HsiiQQ+qWGbaXZXUyaYAwjEJhRDJauoItCIAwDELMnDEOClYtRDCOoByR8IRkgEIxhBGIzznkLCNIgEK2RIP9YhUBsRmpiM1nFA1J5WA3YLk7bGLBcIZlxWwbiMZby7SkrsKcsOWC7eDxr+z7prD1gu+I06bQcsG3p+IzbUG6Hlkln4RGBMhmrILazWcBbHcmk4JMKM+PwiUNWBjPGyXxHVzTxzYbh4UHDPYGyATAef7alaXo25CZR03efg6IJ1hSNfw9itnP3+fN9vb/93+kRdNyP9MKR366J7cn9f0aQiqrcuPZikrQE4kIcgMLJfybiw12zjpW7Kz0cDVkVadvUfW1DKFOyv5DFYMoaQoWlE/serHTkiup457AFsam8MD2gtyJiNQxkQuMRQx2oj1rxjKIp3amwcxxxNiT4Hd86af/svaPhCx/orMxGDaulMxm2QgbN3jUU8eqVwk0joZhYCEVKiaHamF3RmzIJxFZY8GOXzhzaubQm/e5Pr24kZtz2Xyd07zqhjkKuMAwRxT541b3VkdGMSSD+7t9fv8+xi5gpOFW/dTB86QcfbfS5MWAanlmZLmsfjpBUdOj0lrH6JzvjMAQfuGj6aO1TXbENXzxpdPy46lEAEMLon3b7zmkzvvhUzeB5rX27v32GI1RjGP2mLwZD/YaPRb/hCtIIIxCkMQyjn1wfwxD9AoFdEAfCMy4OGaLfEA4OmyYTOfc/bAp2b1uO8IwwnAR8E+xUWMHxcFh7gHV8TGzmVVAmFQfvi8HomAtjJQPddwnOiXFXrniME/vuxaCTH+MOKD82nSjA0DHQ7sWiKk27XbGmPa+LzShuVwWwZKVhzUePg9fEZgiBeAxpojJgTTCGNXGaonYuKjajxcZqmP3rhRsH790H5Ijl+O0JsBZDj7x42D0x2fLf05OAJQfBnOPTb0pMzZrqvrJxMTVrYn467HcMGYKMsMNe8jqR3AQ5hTTWD798f7T67sBEIRzdJz+BzcT25P4/rFgTgjn8NoBXP4qUYlsS906L0Xn7xg9bbyFcnrZCuW8zBAkI07kHGI0YSGQkwtJ5IdCPHQ8Lys117/T3hgpyBhgKaBhIhwGgJGMbzb1pozQl4W1TddTF6O5T6qllz0jr+3++A/X9aQyUR2JVwxnvJ+GfMxs2sXFxNaYeGEVD17iwQgJ/vXi6edWt29AxrYweed1U2nxSQ9Vxq7ux+cQ6HJpRjg2LqxpERsLTjSci7FxRi0UPdYDBlLKcPoOIYQqgfVY5fvazczDv4YOY2taLpo19iHWPRUkqZEvDWH/13NLRTy1H2aFxOv3TT5SXdI1jyi+2VW+4YZUzAJMaiG3oqQGA+Kbe0rRt1wCAIdVAWIhWABBEA4YrGGMoHgh5cfOsBkiLjxeeeAwrP/ZdcRBnz8wDrGHTjYMnku1eDL0gajfceoBAD15JtLMvfhPExCstnwjlYaCIvYA/gF3G5AJAXvbl1TzAHyvHyoTyhrmHcM5wSc8D5ePO+imJfaeNRFuPGw/je41jBz51sKz1g11lh0l5G5QjzWidY/WZLHjQUFQhc3ufYiF8zwd7X4JgTjoXvt6mwuS3/DIaEvjIa+tw+x86Mb8/m/NZxqCjXL7nHP9ERhb11Ad3/85pxRYEJQiK4O/Rl6aCvAG2IfCF98zFN7++CbGMRCbifCdVwxkMJ8IoH829li0LKrF4cz/CWYWd8yrR3ViC1ac1Yu2ZTQCcwbs0aeMt390IoYDjnuzC8Q924LYPL0VpykbnzDJkSsP484eXoK85jmw8yMRf3jWOeNJCz+xyDDeUYO2/zcb+E+pw+Uceg2Ep9M+uwOYrZyGTCGHZjzajcvcwdrxlHlrv3Iudb50DAFh8w1pUbR6Ys+EbpyE5vQyjy+ra4QhwHSuv4HJsgD9MCWg9DsgTpfKLRzSzmaGR6fzlZZuBQCQGCERiGH5sKRH8cDItN7YzNfHiv4MulbU2MANauB2U3gbtvJoIjY+JAyJGIAwCX24SAFiwb1fsiYAChmD/2oUgCD/bFvvCF0Tkh/LoWBDBIwkKQf7KOpFfPYRBPib9A4I/zAkKvorCnPjDlBwJLuEf/UD5eFp3e7QsjUfL0gAEbmoewW9qxmGCDu6J2i33PFuLxakwAMAiICnYjkuYIRD2h+1UmU0l5UpMinDHAJW7g/tzSZhzNIN9X5TQkP5ntukmdwwDWP2z/SgtwGCPSIdAF5bsh5kBwEDURFXaG2zJCW8rwviXLhFvcm0JXkoMBkYiBqqSFjoqIxiMhzC/MwlTOWsyfz+hFlbWRklGAmBEtZeJ8lFLq9X51S1v6/X//sPrpqBqMIPPfuwJPHBOM544uR6t+8bwwe9sgtCuo+ZQEtd8ejVMS6KrpRRf/crJCBmEe17fipa9ozD2jWGwPob/+I9/IJyR6JmWQG9rGR78fwtwxjfWw7AUMiUmtp7ahNNvbIMVMxBK2yDJWPPOeWj70RkO+S4jMeXPe0FSldb+cRcoq5C2JVo//xQOXDEToXFZMna8o5pnkEDIZcEJYv8ZbfjV9qqmLz2JoUtno/PG0+AR6Jo/9sgU88AIun56Prgi4tsNIaDclQlDmy7n9g0K3rtsmAy/HyoURuLDYlj/Nlirh4vU+Sopkx7gieg+PenNsXKsvFrL/ogNENkAcP7CXsxImx13bq1tGTEUTjquu+MvW2tbF46H8HB5ZuSqvlgJMPnQu3+2I/pnk+rUpY+OZHcoJlCXUjAm6V9qFVOYc3reuKWg8q66NIf4xzAP08TJDO79JSaqx23YBvB0awKn7B4FMWN3XRRVey20DGbQMugw6j0mwoWru3Hm+j4UfpEJbIoAwfqrJaPp0Diu/u1uEDPedNtuXPKndkQzhbMKeiFxZUMBo795zwje+9mnIU3Cbz6+HKYlwQJo2DOMmo4xbDmrGfW7h6FMgV/ffDre+a4HAWYYFmHr+dNQfiiJ/jkVfn0nfHUdMmVhpBvjI7Nv3VYGBqbe2T4jNJRG85/3gIA5bb94DUbnV/nHTP+f1Uhs7Juz89bzYZeFEX/6UAIAStZ257Q//rc9NZAK4U19yJzWPMlfxbHyYpVX8wz+iGIzBE1UhsBKTcQgMGQBwRhmH7tlEtjzJ9/ubABTAR/92OBcrGFXSca7Fm+vCtCwOxluB9zZsHtdAgize6wAwsoTpyERJvKEJhD2RGsEKMAUYMrDKIChi80QdB9wII4B9q8lwHBobM61EwCeeA9zMfLsXMCuYecLOCzeE7WxcNkh/9g3zO9tP2coGn2gIt351t54HR153Pb3+ScKwPgR2kXFYQpVeDiinG43Cvjk16Hbm1LMA2GhqrIs8ustROIzCpICcwmJwtUC8D6NKFduqQgpT5FQirw894d/qemoiGSbh7IhABSSjMUHU/a2ptJsxLKNj755+qEHb9o0Layt5mdNQ4Ut2yAQl2SUtqbltKG/ImJJAuoHs2bAvwjuQSYkeKQ03CsYdS7li2IZRywHQigmQEgmKQgDtVHrH+dMSZ9x/4Ho7e+YN6Cc8T4lbA4LyY2GpXD1l9Zg3blTxnesbBw58W97y5KVETo0o7wvWxJqDqdssfSPe0dYUBlJpt7ZFamHPrSkWwiKhYUrS80Um/nX9jqSitquO77ruB9sisY7k+bIvKqx6tWdVcRgNgWTxZ0MZEHEDLTX3bFrGqQqja/v7Ro6vTl94POnDGXnVtLoqc1pdn0AYOzCGXHzULI0s7C6F5oITY6wDQLs5pSc8Jy5q6XusQDx4cW5dKwL2DinDvq2QKhL83+Vi828WsoRSXasi8owBhT7ZK4cu+2S6aRCu3TJdLbShGRYE49hTTxGE30hovYffuLh1n3P9uH6X120P1EZnerZA7IbBQQ6hkaO00VrAnKf1Hw8QRqn/ezXKYh8cosA2oXwCDPoEiDvvF0e2U2S6mLyhCO4y7sPpoEcrAKxiC6pPFINugwqgAV1CdfHMKgLTJ5PO4RHkqF24ZJ2hKB2cttmE7WD/Ha2cyEiHlE7ICbaD0PEC46dBC5w7AMVaQDoJDgktsOEzylo4aqFl/K54GdHYuIXOtnRzPKLpfStzPKEiLRiJL7JtqPYuRhA2iRE7WDWL1gJS0yOO2ATh3WuQFnaNss6x0wAuPnWXa0hydqnBMXK8O+v+3oVaOMBsZQMveOTi3HLNzcjlpEgBoXt4Pv50jXzKATUMxjS8OIOnOFuKGGKyuEsbCFgm4Sa7lT49bfvDN903TJE07Lhc+97BDvnVeBn71uI735yGT50w1oYkrH4Hwfjv3/XvPjGhUtBRAgZNLW7JY7G9lGkDSq/8/2LcfKf9qB2+2Ds6rfc2/rjW8+F9MRmBGP766ah7OAY9s+rTLX/4rzwvNt2Ye4fdpU8fOu5SDbHqWLv6M6xhRXzICUspQZMotbOS2cgsXN4pHdRRYNtW8gkRFvy2sVVACCydpdHptt902ltYUHLAUw1LLtPuXZD8YByiXVS8YBSzvPHTO0eiQ+gdq8PYA4IxIaidiB47hlBH+n1YQYJn0BnIJdkB13kq4CADYBdxmSXoF7m5dU8wP/LlQd/vQXSVti5tju8/NxpL3VzjpXnofyiNokTR8MYNHmkPWKXv6m/xBFAASMMwj/KrOF5KaOyzspdyH4ueeyfS/nBrAjeuyvzPO1Zkvv28s+H4hKAmM34/dwErtge5CcpRM5TIKxtjmJhdwYlbhrd1sFs0bqXHMzPic+I2gUyGzJjLGqgNC1RkrHx9R9uQ8WYhawp8ODxtTj/qWDZ+nX/6ELUknBm6sBHPrcc8XEbH71lG6qHnLYIxYi42xAhi/HOn25HPGmhfDiD45/pwc/etxCxZLDP7y3jx5I23vbVdRiuL8GPbzgJMzcNYP/SGlz8nQ2oOTAKEKFkOIv6XcMYmlvhH//4R5YgcWgcb7z8rsXp6qiTP79rPDr7F9vxzJdWYmBpzXg475q3/9cJEES7DGfwPlZepuXVPMDbANpc3HMkTIQe0rCUgQ/7dmJ2VgAczDQAODG5zHLAcSdWzI6PEMysXH/BJ79hdrxn/0hk9vGNXczoDOpx/EHBsQxi5R7LyLdrbUBwLkjH3zAEQzrtEUKwUkEbpPLrHJFKOtfINAJwGwCYECMKqg0ADBYjkl27ECNSONgQYsTwsCFGDOXcH9PACDNcO48oDvyV6y8EjyhysWH4902YBksb2n3z7olgkIuFwVAywO71unsVBbBgwPV38pRqPm6dziTOwc6+SwGforjnuqmDbW47ewCuizJNmZ426a6K9PgVA7Gam5uSWy3iqp9vr5hZrigUhLt5M/QgLK5QTH2huPnDa8nnvjjofwuQev+urL+jcLj4+WIx/XtLzfHpY3aJK2MLZ4k+tznFthsAQIEUQRn5n1+5fcz7kkg4Q56/PJ8Wwo4pNkDg7TXRrhMPphvzow2Cczs/6GTYsEqyyhQFrrNQOxNp5d/7qb1pZhCGS8Pp1zzTE4G7ApMsCWWP2zksStLSYICYwE0dyV0XP3iornooUw4SithZLVbCUEIpwWBqOTiuBstDFoDIYGVsPGOrbVmgDkALQPynq+Z2ZSx1aM6m/sT0rQOzsW2QV5/VtH3bgmph2mpsxvr+BQCimZKQZWaleMtHH6PfffmkHQDwum9umL7tvJaevhllaSF5VnQwI9dcu/jAgj/trtx22cxDaRvjIYEeGN4zRz2KuW3Wj7fUtvx595xnv3TytqFlteNCcI/hPvfCED3eM20Io0e5fWEI1KO8foJEDxS7v330kPesAwzlPB+SRdBvKWLAeV6VEAy3bxOCWLn+QgR9oRJguH2VIsFw7YZBPjYF+c80OTH0Hu7Aq6RMOtHNy51kVyDRzbkA7nNxG4Dl+ZiBNlu6dkIbc+CjlIMV0JaV0sF5S/S2LLCEri3RQ1tyojwMHSOIm89Zos/ZAlAF7cqP8w6Ozd8a4AI+ElitWK0CAEthtVQOTku12lIywNLBSYtXW7ZysQpwlldb0sGprPTxeFautm3p223Xns4E9vFxy79X46kAZ8Yz7exeYzqd9XE2nQ2uJZ1s99LTIjMe4GwqwHY2iPtXQV4BsGqHvxQvApyzdF/EnouD3xWRhsUEXG4TfrC7cuiM4VAFAKTBMgoynJ/eZMLt4CvmvdzKqJuKtvhM/6jjI45YBkpMfPbCFnzkoS7M6EtP+jhHw95bki8eKpiMmtg8uxwtPeMgBpp6UoetNx0xEc3YSMVMRNMyR/72mZX1yJaYWLuyAVf/+FlU9qfRV1+Cm751KkKGwLJ/dOLKmzfCDhkAGCwIv77xZKy8YzfmPdoJK2ri9q+cjGmb+venG+NT95zRBEOItrDhzM5NQW0R0/k9GkRtpqDlZ73hb4gdSqL7NVOx4YaTIYjaDHJ8BFGbN7M3SLSZJPx6gjqD+g1DtIUMxydsGv6yfMgUfky8YQRbhYa+LZnfL2pL955PzrEi8MnRns/dUrs/bLx4miovZaKbSYf7v5wH9yLliGIzpGFDBFgUwTRBJMavKE/c5fnAKFh/8XMddRsKi83kYBQUnqFJiNAU88kVoQnawxpGUREJKoKL+PNk6nlOohalk8XDJuPfFgz3XLpgCP9Xl8aKE0f33l9p4UBE4R/ltq+bkBRBsnUGUxBM9vIc3AEgYanDLuPL5z/7L56cXopnpsXR2h+w172zDJaY6E04i9a9iTB21wVfqS6Qc6AuCsCJmd9fr3/thHjaxomb+tHcnUJJSvopcbOmQPBVBV+Zx7KPpeycwR0AqgYyOOWhg/i3n23F3ZfNhB0SaNeW4IerYxiqK8HmUxvxtZ+eg7XnT8NFX1+HXSfUY7wiglDaxuu/sAZdi2rVnjOaEBmzcMYNa2dUewI6QgT9n4t3XrMQYzMr0nvfNt+3xw6O4YyVt+GUM+847viL/4rmX25DaMROlK0+5FyNVk9RnNMvav0NROG+E/nS1hPryT1WFOzzhND7v1ex2MyrqBxRbIY1LCWSXg+gZCAwo5TmozSRGKVLuwbypsyc2rOxF9/5wH0488p5oYv/Y7lvh+ajYz9+XamUJvTii9ZITcCGGTmiNYF8bSBHK4CUF+dOOiakyBeI0ARmVCD/qgvPIEfaNVf+1atTQI36ce2EUcOPk8Uou/GxhuRRdu2mgVFy3zsNg1Je3LwpkPLCqYQhUuzXSSnW2u8vLxOl/PdXIt8OEsFUiiilBdMWFrDR5HdzjtXtxUQtSAS/MWbt96b0316AlRh7uszC02UWIIyRt893b6kwd8Kd8c/ORLZ+uN1cdEmvAQLxzdNs2l3C+O5W51G2AYT+yf37pCCUKH7ObwqScHR54Y9Q/tm69peFMHXEmmBf31yCW1bV4Jc/24XO8hAqUhIDsRCmDjkz+ailIDLO81QzakFqN+SGy6biP+/YBwLQ0uv4G5Lx8Wvm4YKne9FXHsEnbtsNwCHn7W2MoacyglkHgeohy9emBwDLIJgKsExC2BXTOdAYR7LEwOy9YzCUgm0KPH58DWbsHEZlbwr/9uNn0VdXgp++cy5ExoZtClz+vY2o6EthSW8KVR1jKB9Io7w/jdanuvDQG2fhgp9sRXwwjcs//Mi0vmkJ9E9LYOYjBytqN/fhN/93LgxbJrNezLrgZP2uYXQsrsb+m8/YXrVrcMm4nYCQMpnYNwKyFULDWWEOpdH4i22o+9OexpK9w+h4yzzs++jyZEQ47LWQtJNR06nTVnYybHrbPkgZnrwsI+XFxAsViGQJYv+5JNL6LQqeSyE45b2SmYp90RpDco5Qjdf3mAiEbZgxOvmp7cu7/EsM8ER0DYAbAVQW82GeRAyxU8+VRT6eByDyUl8rAPzl++twcOcg7vnZpjJvgD9WjpXJlJ0lKvvvC7O4KUWIwHh2Z5wXlVvAI1U8dPoAVZgAHq7ioVlJrmzOHP6RsQjQc8HGFUMCk45xL1aez8H9uZRCg7skwtKD4/jDz3a7S+3O8r8uMRvTkvIQGA0jAVHvgcWVIMW47k8HILxBCIzP/HIXfnNWI5Qh8PT8CqTCJmIZifJxC7M6kqgZzkIKylkBCEmFsRITYVdMxxaE3qoIlj87ACaCIsJwIoy3/XaXc1/dY2vydOx7GkpQ2ZcCMWPqziE8c/YUtOwdwWMXz8BF/7vFIfwpBjFQ0z6C9uV1UKZQXYuqJwxzdRv7S8766KNQIYFUY+nM0vZh7L5qNrb+x3HoO7Eem687HvNuedYK9acj4y2liAxnweJlu3j0ii//EgM8M99CRGsBrJnMQH64egDcUugzbw9eM1kAVrt4pBAmYITIxQIjSrqYMKKUgwVhhBQ5WCDMiroAgAXCitEF+HHkXW794fPfuXi0q3142gnnzxwmooNu+8KA469jEIXJxUwIk3KxEzvu+mgYCI5lhAHNTq4d5GO9HmaE2TsXqJ/hXBcT+tm9J4wAA9QP14cAH4MCTEL0k2Ifw8VCswtB/UTk25XvT2Gw0zYSIgxW/v1h97qIKMz+faCwk+/ew9r1ohgucN9AYYAL3E8u4q9hyrn/BX9XAEZAhew8AnbvIR/GB7R6f4wB4hEAY8Mh4N+WypHvP2ssaUkh+sGFWFdpo/LOp7G4REKYbhRwPqktzLl57QnEXoeQT6TzPj9c3Lv/GMKJkT8SMa+QsA208+vtciLWWBQKDSxGHCx0XpMdoqKpnNj7rCFkWCoj/9yFcgCkwiHr71/cKEzJYrQknO0pNzKzDqUSDKbj9o7x4r07iEkoYiWeWFDZu2L7UI1w+zMmoQylRP71lqQUG+zk+E/GQ9mZ+5MKQFQJUv93xfQ9l959YAqASP61KMZTF9y5f9opj3aWr1tV3ztz+1BLyHJy8i9/9CD/929e+zQAmJY6DkB005kt3Q37x0LxoUx8xR27YkSElmd6MrbCOkU0Itz+TFkMw2YFAQWpbAAqNGYfspn6pv15747yrUPxTFk4bgxnQuNTEoeeueXEZ5sfPtjSc1bziAEaia/t3mRXRmxrVlWfZK8fpRF2sVIIk3CeD6U/Twph8vokht/nOX0YCvZtno9ire9k8utRoLBR6Njg/6/4MmGAd1nbL/ormatDf8tzr2nSJQRglYuLkuw8Yh0rtLFnZ7SBA8zM7jo72n1CXD72Y9DRPn9VY+tNf78SAA0ws9eGwAe5x7IWy+7HtSv2SWdKoZ1dfMMVf0k3zKqMXv3lU3P8oRH3FAXn0kksOinP5oBYZym12naxVMq324pXS8W+3SPlKcU+ZubV5N1npVbDu15WqwkOJubVghwfAq8mH6Nd+DHuAYYmugPScDERGhTBhHaAJh5bND4+yB+AosQ6nXynCv6uAOH/fkCanbkNcH9LMIocy23wfm9EOfW8f6Gqd7Co6Atj2bwznSMuPyTwjg7C8hGCBJA0mOJy4kz9SLHphcV0JjD3yZsVHy4mvpAtS4RwAdIvg0mBKFCHyyXdTVZYpxB+YnrcPGPXqNvegDRXaIsjlrX8BPGJ8UykdJwi+UI9YOflZkbneK0UBCGdT4kDQRwGIR0WzlaAQx8HAPzmnKbw4r2jOGVDBoZU4p2/2z0LABQR/BcFgDJhActWq05+pANV/Wmcc2f7NCUAKQhCKRgW05m/2bFqoDaG+y+ejiVPdeOx105pvPa/Vivy9q0YFEpZkZQlVxlStSmXELd3UUXb7b84VwAQyabSPVPaepcfWlHXLLKqe/FNa+cQA89eu2h/7Ybeig3vW9gsLbu747SGBbAlajb0bJv3/ofmccjA6ife2AY2lgNASHEbsfD61HYvL4ZiI0d4hgoQ6HRindDsTi4Ml0zHgVCNaVBOf+DlxSDD0HNk6Ftkr+jyLzGD9wozX/tSt+HlXO65ZSN2r+uJ7F7Xjau/fOpL3Zxj5V+k/KFR4Q+NubZyW+CZxwTiEsgKIJyXDvbBGoF7GgV6IwI/aMsielQZbSe/Rq8Pqt7grkATSHe5fz9/ewAr28f8+iYjnqMXzz8TErj+rTPx2nX9OHvjEEzFaNBSz+a/kBAYsTwxnAeOr8E/llXj/Kd7JpxHaC896xZXIWIr/OSafyAV817RnODBH3xqGd7zzQ0QCjjvD7thhwRIOXH8exdWQSgmJQgPvG0eyvsz3YbghnO/vxnT1/Ys+PtnTkDv7HIAwGhjiXvPgUMr6vxzj05LoLRjDLNv21kf6UthyVfWIdGRnJ2cWYaNnzvRuTbJ4BCOlX+R8i81wL/IpdQXSiHEC2GiXBa97T6ThoG498yZAnFPoh1EMU+M0hAUY0+PXIiY94AriBiUaycR87TMiURMuXYhKOaJxJCgGHtJPYSIQUr/XF7bPEbp9KXOwyg8cQf9WCCmdV8xPzySg3MpBNgCJ7z2ZBQS0hXOyTISnnCOrZDwOEOSKeHdNwVKBKQ8kVDstznh67sIkaBAqSYHewo2RCJG5N0fihH5X0zMyz3JGmudJ8Wop1iwKi1iTiI557vwNeNBMa1D1lj3XITpm+/jS1+UHhGzCDAJjV3PpdqYENgVB5g419+HUvMpzCYaNhnnrpT4yB6Bb8wEDpQAU1PAWw8KfG86YTgEwBUdyd9T/1NTGOd3WYi631NGECLqnxt0Cw2qzyUxjldrkP338HWF8hLmpEICu6sjWNQ1MaxNecTRvFWG3kQIx+0Zxd7q6AQGvFOKt6GjJorPvH0WuqoiWLZ7FK2d47BMgZDNBY9btmnAt0dTNg42l6KuZxyf/cJKDDfE8JmvnYwbPvSYc1YiJMtDKB3JYsviKrweBCEZ+1vLcMqW/SVz1vgr1dElv9uFOz+1HKYh4t7zbRiIC7e/MQ0j/sefnA0AOPvza9JTHzoQGauJoeW+/YnEniE8/ZkV6F5SQ4/f4eyC2kxxco9lIeIkfTWpWLBlr/znxhTk908GUczLLyhI+NgQwu+3TFAsIOLBf+aEEL7dFIhJ9q6Fgz6PKPEyDjo5qlJwgCc6fFzKS7GE/3wXqYJlGgkk/QFJw+Achnwuo94tOoteZ1/rTHhAFWZf57DlVWEWvcbGhyp2rIPnntiAW3a9Z1+gAa9SfiJOhs9GZQTMVGblY8mssfTVqPdwKMUBZh4NfOBj5lymfXAL1WjQUfGov46rsfHzse9D7LNgiQJGLGlMdUIQoaDjHCa8jjWmfQ4GUr66HOPIDPmiOOe8Y0eHkcu6pwL2Yv7F7ShcGPtjwEcWSuclgIH9UeDLc/RjnP9fvcLEdzZIlNmMs86MYX9ZGFOTETxx3ygIKDq4p1052Be7swhY/Novo9h90Mxb66KY35P2B/eRqImsSagZc8h6gjGhHssQaBnI4O2PdOecLx0iRC3GkV4wsgbh3Xd3gAioHbLw7LQEqkazOFAXw4nbhtwmOqscQ2VhVGiEv+2zy/HVTyx12kaEEDM++uU2mO5bt20SygfSAAif+NjjAMAyJGjh44cwZ223Hyo2VFeSXn3pjKgzsMukAGHFb3di6Z/3Tr/rSyvRO7sCzDK54L79OO2mNuw7vdn+5T8uR3jUQsXuoaFUc7xCKgZBJceanNm/Ke2kYQjM/sLTKN/U37zr1vMhy8KQilPeD0JC+c+0DfJZ9E7Ui/v1kPLZ8vuvvqt0ymMH0ff1M9FwxRzfX6qgHqmUz8wvhsE8+typpC+PUnCAfyUM4EcqQsBWblY1QeiRWpY6L9uaEOhRbsYm0jEFGIQeUuT5s1LkZ1TysjQJCrLOGYKYZZA5LsgiRz7Ws8sJLbscBPnZ2UgQE0/M8ESCGLZWj5uxjkj4WeF0DAoyP0HLmsdEftY5JhqBn91PxyhoJzoyxiTszoDrtQ1AkCUQXAgjwI4IjYcFvMxYbmd/BBycqyh2JohH8j9ihkQwetx9+KP3KXos9cDNKAZn9j82acwoBeXaH60hLHttLMd/f1yMnXVOIvz2fVbTsgFpLh2wygDiP02N9I6FSB3fb5ff0xLp+8Xs6MCaP/UvFpxLkFMAC4B0Mpx2/4qK1+ifeb6H4mZ6OGJY04btaEzKEECSABH4T8wAyGAaiRjZsowMe7YZA1kFwCAQH6iMjP/qhKqeT957qNX9bZBXj37+sGTX5vAVLYN4e2NsbGFHsozcLH7FRHxsQWpGd8qY2Z3225QNh7LhrBVuGsiyJMGpqGGHs8o0FaNiJJtzDzsbSwc9gRYmKr3it7tLTYsrCBRjMMXGJXtiOabNsENCfeaX562/9MdbmqRBtcmKmPXUha3dT146Y2vYQJ3TBuphoO3kW7cvBavwJR9/whovC8uOExsSC/7ihP/VbRmIMtB20TvuWxgbzCTu++jSzQxkvWPd56+HgbaGO3Ytg+LS0jXdO4fOnjLKCLJrshBM3nNJQfY6COFnqYMgP/PdzEc6ltYohf4vrM7QlfP6oWez1DN28kQsdB+iV00mu1ftEr0lYcIlLiktS10OsY617HUaJsr18YlRmmACFPsEEsW5mHyBBeWT3VgjarFGEFNK81EcEPF0rInHsAqw0rKzSSUDcRpbwyw1Yp1q94RzXJLdcgezj52sds71ZmVglwqrlUv+YubV8AmJhTF0DF4t3CxZLslueXBdvsBPwfsDoJ1c8h3r5Lg8H5ArNqMLzxAFdiXbfcIdCf++5WS1yyfc8VFkssvBGvmONMIdow1UwJ+K1FPM7gzubp1FNs91e5Fl/JyiB4O706WdceDTi51kL6f12FgyougH82J1TpUCAKYAmPLHaRFc3p7Gr2dEyADhxJ4sWsec9DVe6tgJzTsMUU7Bz3wAgNGYtKONSTvqfW6wytlVKEzuA769sjp87doB1CVtsonQUR4yZvZnwGBqGUzHP37foen6FoJ3bNYAmdI/v09+O1gRRvNQhrKEsvzzjkYMJDIS+6qjmNafduoxhWEogbCtfL9w1gp7xwpmiqdUGAAyIQMRC/jTWU108UOdABhn/+NgVThrV93y9jlY9OwgzrzvACxT4DsfWISL7tqHA1NKad72IdT0pJCJmHh2Wc1AOmsvf+z0RuycU7778p9unXn2r7ZN2zOzNHVwYfU8ABBCtWUFLVfEEAwYaTtUNm6Fpj3eORUA0okw7r5+xYEVX1m7vKQ3BQJx+dPdi7oaS2Aa3MbskPVsxW3SoOUdl85E2a7hke6lVbNt24LN3G64z2tYsp/VzpBBvyhk8Ow62HkW979h5mjynr0J+79WRixbVvt9rQxIdiD4fS1sbheF7MAAIq+Ooa/QVd7/Ujfq1Vq6940gOZzBzCV1z70yAMmhjNj/bB/mntz0Ul/asfIKL4/WmXiiqfCy58dXJfDxVc6KMBHh6h0pfHbtKPYlDGQFoXVU5izzZwXhzulRXLwnDbPAnrYu4Hq4IkEwcnyCpfpnmkrw+4UJbG2I4n8e6Mas/gymDebGzTta84TRiEBpRmEoaqIsY6OzPIIpAxmfK9BdFkJpWqHZJdYtO5Cc0JaEG2c/rT8NSQSDJxLtDlciluPrLNEH1zR79wgAoKc2ilTUxHiJgQvv2ocp+8ewY04FxmMmhGLEUhZWPNFV+9SZTbj2q+tg2jzD26t+21fWzwxlbHz326fDjoeMc369HY+/cTaWPtCR3nReS3TWU9148m3z9tXuG52zf1kt+uZWjF/6CXefH0z16/uw/eLpBdv97PXHwxRiV8RNVTuZ0vChh6vjf92F3q+cgbEr5vj25m+d1U90VqJm0nftWJkwwL8CU9IWLEQoYQ703T0MDTvy6L4+uo8NZ6nOP9bTLxcGMUMF9Xia5UysnJmgs5wuPR9i6dpJCP7Y2b9VVkbSl+68IjR7eZ3jT8RSOT6GdqwwwIrJbwOxr8XO7NZ587v+3nBwez+f+ub5I5f/10nszkbdpXjZ7jSNWLl66grkX6NkDgcYYe96FSOs3PujNM14BmsYYQRa9WFA033HRJ14EAU+BA0X0WvP1XYOdKRzfAi52vAFdOKdhdWJWK8nRzN+EvrxR4udMeQofDQ97aLHkl5PDAFHIBZwBEjDiPmcDodIOHms1a8YMZ8fwZqdKEbaef9vTiz1f3NiIK0NFVkquXxvSiQsJb6zpMwCOBW1h6ov3JdKEIjX1IbTQ1HDPvdAqjQ/nv+xpsj4yZ2ZknzhGBM5Yf7eLSMAWNKdVmUp2bGlNqIOlIVqZvdn46EiOvRlGeftozJt44kZifHxEHHrQCYOECxBfMl75/V+8c4DJedsHUpkTUNFbAZD5eQC0NtrcOFcAgDQWxHJ1g5lwoXi8AGgbjCbkYYIGQrY2VqWHY8bctGzQ6Or2vrKrvviiX1jcVN99oZ1TYI59Np79ntCt/45mttH+0IWV3vnVQRExy0TAL/1S2usSFrOLetPYbiuxLrlm6dtm7ZzsOEfb56TFoYY3XNCfTsACBDvPHvqSP2W/igJYT17xaxhycgSE9vK6xeJpduvCBDb7PWdzN5zZjuxie3OdRIL1z+yrrsZAEr+cXB09Iq5DE1j3l29y8GuKNNE7IjQOFhomI7pwYOIrmTm2wsQ7m5i5ute6oY/16JUoAcvZaDvDgS675IwIF1hEiIa8IVYiAYQxJcPBGItWpy0FpsJ5nbyl9ADu9KX1lm125YURkgAzOTHrENfci+8FM9Kj5XPidVOCyEoFDbKFavBIN5d5SzLS39ZnnXRmi4dezH3UqHL07ZnRpcWo+9jJ9mM34ai2I97Zc2eg4vEo+cv13OR2HQ/Vp7ag+X3IJY2xwek4WIx8ZPQj8/FA0fEdJQ+go58LJFuD0rOcj0XtrM2q1Ta2CI0H6X7c47dp5npwxIHvHiCvjUQwKEI8JN5DqnaS7f/oVPLcdvsGBb1W3TLotIYEaEsW4ZrN42hJq0wa8imOUMWtlaF4iceyiDktmUwTGQZAjUpRYVD3wgRqcS9v9w39V2XNOP09iR4wlJ8MNsPBlnCyXtG4vrdk0T05Fc21XvHhmwllHZpxWLw91VHYRlEjUNZlGSVf7tKx+0wAIyHBeXP8J+eX4mxuBlJJCNo7k5j1t6hKAGYu3MoHs1ILN3UPzWSkTAkY3drGWbvHkYqalA2LLB3ehklxqyRx06urznl/g7U9aS4rzZGT5zdhN7m0p2L1vXNPvGhjjALoeyQwJ4FlaG3fvrJWbX7R0u7Zpbjp187ZYBdrXfBPHDXR48rm/9gB1779Q3mOdc/Gb/19+dDKQw0PdPX2j+3EumKsP8bVGwPsBDe77FdUvDsSne53mTlL9Hv++lrOyp+v6Ol/5rjEpCyP4hrl0GsvB1sh9qS/OV3KVWAKcBKszNjF14lpVCimxlwVNYGAdzu3BAmIroSTjrZFzMZzauq/HTzu9DVPoJZS+qyk1X5O1y57o9v6Nry2MHWuSc3QT736o6VY+VFL080RvBEY5BheiQs8NXjy+BpFJzcmcETzVH8aHECU8acAfFAqYGRiMCUMWeidsdfepDIKjzVGMGqQxnsqjAxa8iC6b5rcEGSPWv/dVnsMYGKlHMOb5k9InM5DjRhSwA5lR8qC6NxJIsp/RlnXSnvxLGsxMGqKOpz4uiduk7cOgj9xUO58/K+yghausZRNhow7O95TQsafzGOeNLG1vmVWLq+D2OJcLSmN4WKwTSskFB3XjXLmLJnBJf/fNvU+EgWO46rAYGGh+pjlX9/yxz8v889DaEYTTuHcNzDneVbz2726z/1p1ux/I49IMUUHcrgXW+4C7vPndI05+52DMypRLo2Nq3l4Q60feYEdL6h8PK9XuIbesM1v9sBBjB81TzR8/EVAF4tXPcXrhSawd8I4Pb8Wbo7m/c+f+NL3fDnWixtFsIApLYHKGUw32A/1jIX+48+kf8Yk56TmQDvTzKcMBYAkAx4fYJggiLhtyFRGUWiMprX2VAOIq0NQvjyCb7f7298uqJhRgVOvnw2GIQFpzS7HnmLfUFIGzQBG/ix7Dl24EhhzoICqlQ+9oVn3PzaznkVAlEcffYUTAqZ4d9zpdifODIzjuoFSCeRCRHcXyGCk7l50iZgPnKo0+TaoP82nieli2J16rgYmY6LzML1GTZPAqtgtZMppFWpJXbRsNJ+z3q8u/7T1IdMkfPHxFvweGMYUArDIWC40vAHfjDjQNwZHk54c2POvSJBeOP2JEbChI0VBi68sglffKQfK7rS2FsRRtokLOjL4JsnV+P+maUYjZq4YvMwVk+N4+e/3w9JhN8trcA71gzg8MUNPyWCIiCkGDVJa8L15pemgQwIDMsU2Fsfw1jMxPJdwwCAkRITZeMBV+DfP7McYzEDP/30GhjuQzoeNfH04kr8hxvet2xdLwAgMZIJX3zbboQsBQKJt9+8GcQMAsIM4P7XTcW//XhrbPbGXhz3aCciadvPpyDGLJFyc/S3bhssmbqmBywIisGkmIyMhFTOwr9iRtOTXeUAMPVPe7DrgmlQppdrg2F6faEBuBo3WPzRR2rDnU6QRunTXbVb7r8cANDytbYKa2YFhi6bBQL5X6Nyfw79p/8OS/cNtz795vmY+tUzoD+tbn7jCb/HV1MpNMBfCaBK+9sn3bmD/G0vdaOPlcLl2ccO4u+3bCwPRQycfPnsCZ93PNuPWHkY5c2l/0Ttx8qx8sopt811clgZADoSJt5xUT0WD9roKAthJCKCZFFwXqZ/dnwlQITX/L9ZaBnOYmtdFP0lIdQkbfzhuAqUpSVO3TuOa1f3or0qjLDNaBi1YDDDYMaV756NyzYN4vzNQ6hJ2lg3NY6bLmzGzb/cg9rRXHIfgaHcHfrm/jRK0s7AahkCYVvBMgRCUkEw4+YvtOHKb50EAFAkQGCYUuGnH3zC393Xy/ytQwCc7QIWbuY5l9hR2zWOAzPKkhX9qWgk7by4SVNgvDSEzSc1jHh1XPaN9a1lfSnsOqEe93xkyaZTbtu1pHNBFTLV0aFpa7obMokwhJsXP1MWwfxfbq/puHwmrEQIy/5zdXX9vfuw5fOr0HvJTL9dySW16XDnWIhNgfEltWkAocSTh1Dzk03lKmJg6LJZBb/HxoNOCo3IE50v9U/qX7IUi4Mf1LBPuiOiyslU+nIozCghj6BEggGXdAbB7GI3XtzxKWIXTvxme1CzSyJz/uPbvXORhkEEUpoPDk+Ycvh8Qf2kkc6IqL2mJWFGS0ONsdKwIqKDuv++9b3hb7/1LmWGBL74zFuC9hDl1hm00yfBESMc+GuYOSDKQcMUkOwoh3BHPuY87MfzaoQ+5zPfxwuDy7Hn49z7RkewT4Jwl4NRhIg3GTwJsh4VwYcl4hW4llw8CZIdFSffFSDTTQYzAmKdjvX6J+NztKXYPI2K+Oj42ZqIb/THRcq9fyNhkdpSGwVAsV8tqwzaW86pLfVR3LKqOibI8S/PcMmPf9dePhI15MHKyOj3z6hPHSoLl162fqD8ljPrezsrwtnPXD498cH7DsbndY5HbIMwkAhZNSOWuaE1kV26dyRC7OULAIUkc0gqcjLbO8p07nXtI2CaYEYmLDgTMTgxZgni4NKtkKFMW7lrj4TRskjmqVPqU6+5a38FuzH+l/9iB773Xyt6bv3oktF3fGNDzcytg5HYWDZUkrTVWHnENtzfbOfsytKyvlT00OyKgaqO8fDD1y5sB4DLPvtMXWnXOEp7UgzFYqy5NNv4VFeo5fFDU2b8bX/m/ttfc6h8c38zANQ8cWjUHeDbAWD7V0+H8dXT+wHANAQE0G81lpoyHm5UiZAC6KA7fW93LsrBvT9/XWT/jauran/42l4issntC52vjvL6Of+5eVWT7O4nomtcZbb8cg3cffmXe7Fs5ZPsGGrAluxjj0QGsE+gI8rFHlHLEDzgxXIKzhdG0GK1fXtA7FLM7ewTvsiP2WRCO+vx3JpQjV6nLxjj1t84vRzf3/gOlyjHraSdl4BOVkqQt6zPyDk2wH6dAQmO0EWBOE1XIBAREOsc7NfjE+UYAeGOWWlEvACzUj6Jj5m7WAWkQg+zUu3skv50Yh0rbocqQMrTiXWC2sE6dgk/wtDubZAzACzaQV6+AQSYVREi3mRJdj7RLw97bRYDATFQFCHTFfOhIiQ7bWgrRrJ7AfK8U87ye+H6J+Nz1GUyS7H6DoP2xwS+vWsV2tZbkA4g1+5vDRD58qlDYeCqtzv7z6RUCQzCH5dV4o/LKiEENYEZmxsjeN87ZiKRlmgasrC7pSS8fM8o2maWRVuGLQCgNz7ajeahDIbiIVq2awRr5lfQ306pw6rNQxguD0Mpbj1QH0NjXxof/dQS6qmJ4jVP9mBaRxKz20fxk7fMwt6ppWLFxoGdu+aWz67tS2N/a2KLIcTyJWt6UNeTgiKQbRKkkiSlav3JhxYjMWZveONPti4ZKwsLy7bJI9n96uNL2kyxtOa6t9xXdcrvdlb88uuniO5Z5Vh95cxtoZRVlayJUe3u4fFHP72i5KL3PgwALE1Esja3PvGd0zta79zTsvvt8xMkZb/yBKRYtitNTEoQWsemlmLzM//mxMqzahUKWj4Rp99KnNqIqruvaBeEVmfrDn6fysx+P+rY/Wfx1UuyA3AdgNvc2fotzDzoEu+ucf+9KsLoXmmldWlt9vq7L3upm3GsHCvHSoEyGjWwo9GEAaBthpMz4FBlGADwnYunwjTd1D5EMNyN6z1TSv2XjI98cknA+QHwwCn1vr9nX7uketQUQHJqqU9n+NZHluC19x7oeuB10xriSQsdM8rGvUFhLBGSt350CYCC9AcYlgQbQZTVwYVV43/8+ikAAFPQtogplv/mzxdi1kOd+w69dkorAIxNLbW3feA4AM7S3rHywhYqRD5wB/RPwdmPr0TAqL+Jmfe81I3+py7U1YNn5hYA6B9XZyqlvg4ADOqxbeWkaiTqsW3pZePqUVL5mJWDhSF6AHawED2Gi0OmYLgxroYRYDf1rPuECpZSutmviG0Z2O1AtYZt1wdELH2fwJ9IP5ZY2m6dRGxrWLpZshSIs9ImAJAcHCsBttxzKYAtzwfUJ5Wscf3zMNcAgK3QJ5WqAYCsRJ8tHZyR3GdJxz9loc9y7SlL9dm2nIizyvdPZ6RvH0/Z/nWNp21WbpszqSwrt83ZtMWsHJzJ2D5m22J499zOMFw7pB1gJRns+kgN63ZmDYOD2DFin0rICLBud1LG1k3AJHoATMSGGWBhaPZQD8izF/EhI6hfaHUyl4K9PPXFsJaq1hG8cbBhaDis4VCQztYIBXbTLCUXkyDfTkL4dhCVkp83X8MkcjBcLPLIcdrzrD/cKFyosEvOoRrpTyMhBnvwVEoCfnsFBRg5dvKvT4gAGyK4Bx4GiVIhgvthUAEfIYrYqdTw6hdUapCGMfHYnPqJekwBtz8zekIeNkSP6f6+hIZJCN9fFMDxEctoPJBMdi6tijo/F6MnLLy+0OiJuOlvTdPoiQiqA4CIKdggN82vYbBwv42wYTKhgN00WHh2M7DrfW04ZHpxjYiEDL+eiGmwx4GOmIKFe14i2lgVN96JF6kQ0ZMA7mDmr75Y5/RKsT34PQCudf+9IottSz9VLTO3eelXGQGGUr7WO3GAFVSbl06VWfnpRYUea6mCFKdKw8w6zksr68epcxDXrgKs8nDOMnVOfDwm2BUrLS4/WI5mZt/OOT68mrRUsrnYvSdAjh2uXTGvDlL58mrvvrFSfjpbpWNWgY/mr6TS7kMuzl1ax0QMzl1O95f/WMMojPUUtlIFGKrdT3MLXUteaThHY74NoOUTMJGWblbD0FLV5vtQgfS0OT56/brGPILRzcuano/1Umzg1LEobM8LIimIxSSW6492iZ6O+oNipVAbtPe1nOvlXPcjNYJZc2KQhgv65H9Xrp20MBPyqOT5mJV2bE4zg3TbLNvY1WgnpdpYkPeM+phYtcFNPQtWbXD9wdwGpuXJRAh7F1W2hb1nXak2JvKe76BOqdqYhPes+1uRSin/mZNKBvHrijR7sC2mVJDOVskgbl4p1S40f0NPEe7H4iutn+OBV0sA3vMUr/PyKyQCaU4yjLhm97E4SkwkYgWx0DB0mVdMkHx1nQrKklJRXMy/WP1HrlMI8tWmBAWYNAwdozBmQoCL+eRg3V+Xgi0sz8qHlYWd6F/cPhk8mXPl4NLCGIUxHaV9cvhYOVYA5PZtoMKYJmHPwUIcse/Msef0Q2ISfVvhfgtiMv2i1p/lnkvrh17Z5dWRcb9AsWzpS2qyspO2F5Nty2Sgd24nlY85kIu1ZFL4L9cy6cVyWlIGkoSkUn6UuibzymBf5lBpsqRKKU2qFSktHj3ltYc1OVdmTrFLmmJGnp19u3/eHPlapLylSWJOGbpMqkvCU4xRL87eZox6S5Y2Y1TAW8nGaJDsLJB8ZVaBpKzkUa/9UqlR200CYEuZi203gYiUo572PCuV8u4/S5VipfxrKSR3i2ISsTlyrpTy48FJ+FKUEEaAQQGmI0v95tSvS/rmyLZqWIgAe0usACBMDRuajzgyFlTkXNrUUhWJldeL7m9ou6RmSMOB3TANrcqgTkMUmdLSkafVk1mWL7pEX2T5vVj9uU0rZKei9QR2zUfPT0EBEY8IASlPs4O0e0W59RQqep6IYnYG/MQVREFdrFTSf16VSirvvEomvfYoJZNe+1nzIaWShtsHMKtkEJCuksLjB7BKevwAsEp6XwYrlQz6lUACWmnPk6XJuZLS+lGJlPC/VJkygoUJH9tS+VhKSrFud78KqQLMmjz1K738y8zgiaiSiG4kot1ExO6/3UT0o1dSeN6xcqwcK8fKsXKsvBjlsDN4IjoXwFovLt4daI9n5hdCce42AGsBnOcR+TT2/m143tn7VAJfMIb8OHgSgiFdkQThiMR84IRfNvV2DC8/7bK5o//xvXP7HeECV/SFBIM8/0DQwHD0h327LowgyY+bDwRpiPw4e1czOcCeIAMR3/y++0af/MvOxDtvODN+1lvmusdq8fpCMDQxG6+dzjVqmLz2B+I0jhCOJ+aAMJTTNpMQlioQkmFPXIeCWHlHbGaiII1kDntiNlJxIFSji9YoDrOP4WMnk50vWqPFxBeJfXcUu9vhOx1JGCYvDr4Qdt6Bi9TDEzEZhe05se8C3m/GwQWEZEg/r2Yv5p8rMKMfG8SUU7EYd93HCOzCCERohBGDuyLkbjlpmH1Mvp2K1K/ZGQVj4nNjz4/MCSg2m8+Z/QOF/YvYtZl0DG5cu94uIoqRoACTh0WMKLg3QgT3Q+j+QqvH8ydR3J6DtftdyF7MRwgmr08iwV5cuNOH6dh9voXmYxg+NgzBwsWmIVgIB4cMgw3Brt30seNPWv2e6AtpAjBan0e5/Z8nesVErHThmSLY++2TCOwkgv4YryKxGTpcCj9XaOY8b0B3B/z7mPnI62xH2xBHHYiO9rM8v2vgMP8LlXl1H3i4LjrrjH8AQGUMVTMrHDJXWtJIRKiyAHOADS7b/FgHmBnhqIm5JzQiI2kkajo+Dnb0n21FqbDgGADYTKmw4WBLUSok4GKkTNcnKyllUuBjknLsKt/O/rF72w7FsmkbZbVxu2VOpemdyzvWUiJlCgfbefUYHmZKGRT4eHanHgenJQ2HhSp3r3E4bLCPQ649LWnYpMDH0LCAg7OShgVkudu2HEwutpUYJrbLAUCyMQzlYUpByRgAKBYp9jAoBWXHAIA1O4hSLD0sUuz6UD52fUgEx5IwUiztAHv+wtSw5mOYmr9Z2N8MjbCdLXNwWMORwvZQJNdHFvLX7eHceqTlYCPk46JFf+6LU8w1rDHMRWH/3Gom0UVMJmadCg/Sxf6YjM+RrZP4gPKrL3wfBB35/hS/bcXOpf3viPUEViZjREC6WvXGiEFOn6dgjBgkfWxqdlO3u32kZGMk5GLFYiRkBPawa7dzsBiJ+D5B/yRZ+P2N1PoeBd0u/P5SMWlYpEIi8AkwpcIGgj5Y93H746RF/Vt6sQ4vUsm0rz6h+1snfelfhkXvlfxB1R3on/fB3S33E9GNcGLv82fwk1oxcJPzFBTDIaIf9dx85oVeZr6Owey5cER1wIxdllQuix67pGQfK+blWyNZ/PzTj499/Gfnl9ZOSUMQ7RIec17QLuGyRUMGdXuszZAhuv2EMIK64SfVQbeX1MVW6Lalk7xFKnR76m06VoxuTb2tu3satT7065244NKlnfGK5FTP7jPMQQFmdHuqcZLZr0cyumXA2Pd9GIG/YmxVrFbl46zirVI5OC2x1ZIOTlpyq2U7eCyrtmZdnMwG9lRWbrXlRJzOyq22V2dGbpWu/3jK6vYS3aRSVjfce5JNZ7u9pDdWOutfr5W1g2vPZrrhKgFCZrt91r1td/sJbZTUsMrDfjSBhjU7MBn7LgQM+QCTKIyFEWDDLGwXup0K16Ofq+jDUiRHvdC6hCL77mYo8DEMfeAvFGZ2mCZMYoDPmVVr9euzc1FkNl80rK5I/UXthZLbEGn159oNf9+dCsavOzoV2n68Xw0hiM6jgj6OBoWOi/gUxjn9limEjw23D3PsAQ65Ou7GBOz4mIJ2RUwdez5iV9j1MQTtChvwsN8vGkTdHrPdEMLHpgj6TlMYWp9qdHsM+YghfBwyA3vYNLoNNyFPyAx8IiGj2xD+M7quoSz0ouVzITrpyRfrXPnlX4lk90Y4sff3uQM7AOyBM7g/7+I2hiFKPdIWGUbcI4VBGHFm04gDFgAAgABJREFUZwVHCCNu2TYWntSMrz/85oMs5VznWCPudZCmhg0hYh4WBsX8cBaiWNCZUcwjcOUwwIliPlVMx056Ud+/ekoCV3xqJQCKKE99hSjmt58QC4RhArsCxXxRF9LbJmLkttlhnbrtJ0p4mjvESHikHYOQYI+gpzHewZTwmiA5ONZWlLBVIQwfS0bCazOrAOfeK505r2HtWpgR3GdWsYB1xAEG59qDIKI8dq/2ffn31sj1z7GjQD1GqVZPgCmI4IAwA7vIt6OAv1G4Hh1PhkVfTJzG0LoEIxjghWFoWBvINZKdPsBPZgZPkxngcwZy/QVCs+sDfxHCXbGVhmLEPQ+zNtAyaaSlHAJd/gBMbruCQZ2I/DaT9hIAIj9EkIgC/qdGuHPTrB72XDmiVzk+wfUKYcS9MEVhGnHvvIZhxk0K7IZnN424+34CIxRg0xTxkOsfCpk+DoeMwG4afp0h04gbbr9iGEbQRwoj6HuEiEHvzzzFPLD/PClwzNeAAmL+KypD6y8pVqj/ABDzH1ctsueVXo60B388HPW4c13J2N0A3sjMa5/vhrj7/Ne5/17wwkr5TGOlZDKwB1jm2FUy8Fc+iz4PpwLMAWZO+YMQAgY4mFMeVCrArOMcxvhkMArbwSlvgNfZ9bls8IDhz+BRbXEvYMgDGuYczEGdo8F4yqMa413DgR3Mo9r9GUUBVjwBKS6EmVPBMJHPbNfrCe659tAXZt0TUv6AwCqljQ2anVPaSFGEsY8xbWAJcA5zngrbi2Ic2T+XvV+kFItx12fJhZflc5PDFNsLP3ILJuNE9M8NzIerfjLHei8WNCElbVB5MMMuzJCfOMMuYNfPmzeb1xYIcjAVGLz1tk2we4BVkoIOKsAsk953TZqPg127Uklhej6c9FcRlPTtOqMerHxmvnNevw0prT0Fo0+U5sPa882KfYa8ZD0aScNKpbz2s+IU+03jlNcGZrxqWPRHmsHn679f69pe9ulqDUElPoFLCJbKFY/RsCEEWy55zTAEK5e8ZpoGu4lsYBiGT2QzhEBArCNfDEYQBQQxJ39Fu9eOQAwhEIaBhp1ZDk3wBxyi2bffdU/tlscOTn3LF07pPfXKuUmHy+US3wgoKI6i+eSImmj1MxCmwB4IzxDC0ARm4F+XLh6DIriIT67AjC5O499Pvf3OZXnXqBHr9GvMwVo9xe5JMTGYnPrz7QVEaHT/fOwfK/LOhYn2fMGbwkIyRXDOfSgsDKMT7kgUwZTnXwRzIYznhoP6gys6aozCZRJkvWD2rBPZgnuWb9eJdT42xJHtE+o8CpxPsitYT0BenL9nLDZaFuroqo/ZhmEEhDuNQCc0u2mYTORhI5dY59lNM8CGycIl75p5RLzIcGb/om9tqNh/xazw4KIq51yOXHO7ey0BRq5ITPnGvk6rPKLs6RWB3fmw3fsKcwVmtL6tgPAMXuViM3o5l5nPc8lrYOb7iei+l7rRz0cxCOOB6Isa8PZ8wGrA9PdqAkzgAWE6eztEPCB8u/KxIPgZlQTBz7QEoN0TdwHgZ2TTMbNmd3HP/hF87IzfcHltjL75xFtyfDz87KMdUFLhzu+01Z58xZxa3Ucx2lUBzPp5Qe3+/jSR304CujwsGF2a+E2Xn0GPuSuoX3XJQCQmBytVWFQmOJa7lPSvqwt6NroCIi4EahcUCO3wEUVftHp4Ej7IE62hglnqCtdDQrcXEYMRhbFhHNmnqMCMZs8VuSlc9OV0ocWya0v0eoy7vtce0ux63LwxiT1vvRTbg89ZISiyxz+Z+HjdRx/IixHfcjgE+u0pMAvPOZZyY9n1PficJfoC9uKzdg0jd1l+5oExnPZUD/ZNKcVjJ9dPuK7p+8eQiofQWxv1j5m2bwyf+OYGZZtCHJhaimQinPjJBxdXu9c64O1bG8QDYdPJ1mgIHggZonXJAx14w3c3tD57zhTc/dElMAUPRFwfB5PvHza8YzEQ8vpF8MDib22Y2vTXvahu64099teLQu4lBs8WBc+QILTP++IzrfEdgzjw/iVd8z/0cAOHDax58qp2XzRKE9uaIDDDmsCMlh2Ugj74VS02o5dBbT8cLgluEMfKi1J69o1A2YyxwUxRn1Mun4PVf96lLv3Yin+ZnAbHyrFyrPzzpb4/g3hKon1qfMJn3/+vp1E5nAUAZMIGHju5HtfcugOnru7GT94+Bwea47j+qxtgmwIf+PYpOccKBQjFmL1jCMoQlVf9fBtMi7FwY9+i7Yurcfzjh7D5xPppv/nEspzjWp/td/7f1oPTf7YVT7x7wVFf08CKOjTcux8ji6vTAEL6Z6GRLOZ8fX3VgatmY2R+JULDWdF4xy5AMaoe64y6mvUFS/jAKGa97o/TZE0M+x+96qX+6v7lypEG+FvgMs3dkDkAuOmlbvTzUQxT+Ev0AsSKtTh421uuNxgyWK5X7C0/Gezml0fICGLcQ6bhx5SbGiYIVl4MOoOZvThTYvKX+sHKs7t48elTcPXnTimNlUUUkRgXAszuNgEJYpaq/e03no6333SGL0hDRH7biIjhbjeABEN58fe58fF+rKgTjtgOuEvo7pKWghabri2hK6awt1Tu4CDGPYhZZw0j14cLLNHn6cEjyFWAIGcA8pbZ/VwChZfrufBSf86xEIV9qMjS/QRcKH5dq1Poy++isD8Zhe2imL++BaDF3+duDQSx7PrSuhbLDsOIEWvLx1q8O2EiZiIfQ1sanrBcXygOHrlL0gXtQvhtpiKcgKNl0RedwefM1PVMfL5zTPj3jGIE8q/Pu24hnCX6T/1xf1Vrbzp6/dtndY2UmEq4se/z9ifDo6WhcFdtdMw9jx8fL3Li3Sl209c2ls3YPxZVBNz0/oXdGxdUpC+7p6P6yRW1w921Ubty2Jrm0emSpSHZ3JfpWrR1qAGAeemd+61IVlHYYiNsSRiG2EeCYsScOjijDF/68qrRaMquet2f9lTM2TYUOeWhg4KcnBvhFY93MQM0Zc9I3DREOwCc8/vdtcc9dDD79/cu6k/VxeWJt+1sPuGOPRg4rrb0wCkN7QAQCplsktf/CTbcPiNkGuzpx4cMg7suntHedfEMmIZgU3G/87Nz+tEFN6ytrrmnvaxyTbe1+u6LDy5730MNxGCrKiYbf7ejTIUMtek3r+s0DYOJgy0DYtUe2zMSFTbX00BaEdF+wxDsbS0ajqqNi4McAHRsid4pzHwdEe2BE1u+B8D9zPyKGOCJMO4toTOzvxTPUANGoSV64gEvXIM4d+le82/3luuhC7dAF3cJlqJ0sRlWgRY7NHz+uxe3B2Fy7NtZBVhpojJ72ro741XRppopCShW2hJ9gJnZx4AmbMOaoIum9a4vp+dgcM6Su78sz7o9qMexu6FrzJo2vLbsjwDnLqdz7paHvjzub68UXtIHcc4WCfTld7BmpyI+xZboveVFbVk+FwdL5WISS/SiyBK9KLIsn7MFMIkleipCoNOWwfWleH3JXbfre9vOSjMFZo3o5btT3kEIlqoL2gXl+bjt1Jfli7Sz2HJ9LsG/cJ0i53qPsCyfl57WEMDZGwdgKMZvbto49dqPLkJ3dRRzDo3jKz/cBkMxfnrJtJq/nt4AIuAHX1yHyuEsbrtwKt7y53Y8s6Qafz5/CqbvH3XkZxj4xA+3NOybEseM9lG8/t4DiZvfv9B9V2UoEvjeBxab//3ltpZw1uGTVw2kQ0wEBkOaAiGDWklrf19zSZsgNP/vJ5biXd/e1L/4me7qTMSgcFYyM5MyBP7wkaXtYYPmAcDx9+zLxAfS4aUPHGi85/rj22Y/dailcv8oGnYMlXSd3tgSHrXQvKnH6jmzqdX9LQzMuGtf69L/eRrdZ09JbPjqKdUAMO03OzDnK2tau98wAzu+eFI7udsBAmg3SLQOndKE6gcO8MiK+lCIRCuB0jIsaOjUJrPmrr3MJlH5+t6W6Rf9CYOXzML+G04FMbcbRK3jZ01B/6dX9cn6khpyNOEDzXjF7V7frDQRGj62RB+Uw8WWv5yLIUSpVH54W1x6YRymEbezzgueYYi4cnOkG0LEpXSwaYi4f6wp4iy9sA8RYz/kTMdBuMZEjIlYUAwKh/cXFIPU7MzYv7kP33jr3xrNsIGvr73am725PvBDTHLsOeFzgQ8RJbTQviMKzHBO6Elh8RgUE5gpJlqjtRN5IS+af25I25F8cuqcTD3PCZe+9PhYeW4l902lcTCDn9y8FYNxE2/92CL/o9KUxN76GGYdGgcx0DCQQXeN8/My3L7iXX/ah60zEuiuiaF2IAMGsHj7EABgxcYBLNs8iM76EjR1jzvHSYWQFeQr6K2JYTxmIj5uQbDCZ/7nGTARrJCA4XRN+NvF0zHlwCjWrKrHqke7cPVPtqCnoQS3vn8RypOyZsU/DiKalliwrreaiRDO2Lj9Q8sOnvy3vS2GpdCxqJq8MLknr5o7cNzf2xvXXDETwhDxx9+7CBf955NYfPvOpvXvmY/zPvUEanYMzdxx1WxsfP9iCCHiNWt7AADlWwf857hyfW8lAJSt64XI6xeZGT0Xz0TfpbN7lFL1ALDxtguHy57sjA6vasCh9y7pVwI1zT/YCACItzn1CxE8xyPvWiQ9LLT+UggN5/ajx8Lk3BtxuF7idgDXvVz14U2iMdON7WUgSWGfOJQUkQCb7qyHCEn2QkYEkiE3NEQQkt5swiBKkStDKAi+qIkCUh5LRimk/BmHQsqdAkEqpMiNspWMFLn1K4WUtySnGCnhLONCMfzQEKmQ8mYaSvo/aCc8zy1KC5lTeaI1PiZNuEWSH8ZmM496LzS24lFPmMdWatR27UrxaCCQE4jN6CFzzIGPHjKHHPEHDfNkxGO0UDotvI1JaGFvlAq0NIPvJSdkrlj4nF5PMbubgnSCvahIDBW2G0UEZnThGT0EjmiMCtlFjl1zL5w0Rp+dm0XEYyiHTFeY7nG0xLeis+1iyXMKzLB//6OdqBmz8Jb3zEZnRbhoOJ++omBoMfRlGcb//HYPuirC+MaVrXjPPQdxxWPdAIDhuInypA0mQldlGDf+2ywk0jZMm1E9auHSNQN431/a8cDxNZhzIIkpPe5KvgI+ftteVI5aGCgLIxUxEMtIAIyvfmMzbNNZGJeGwHHbhvDM8los29APaRB+es18jJeE8KXrnwIATDnoDPa9dSX4xLc2ImJJbFlSg/kb+0HMGCsL44lzWjB/Qx+2L6nByY91omwwg7veNg/n/WE3AKCuaxzXfHsjygYyU4gZyr3+wcYSDNXEcGBFbX/jzRtaiBnHrekR+09pAABsv6T10N7LpzcCQImgpD01ASseAilWl7/9AaFMAimm1nv2I9sUx+KvtM1NNzkpGPrOndoXM40mAGj/r5XtmYXVS4ZPakLUMLQ+klJk+C/eKU+Wl4hS9mnNiAOgmeVjJlDT9+mVENPKBsbOmloVMw2YBD8cziCkvO/dEEgZ7vNtEuXZ/e/9WJicW7yZuxebfiOAQXfp/lMAfoRXQMjcK6VMW1SDz91z5UESaHmp23KsHCvPZ/nP+7swpy+ND182FfO607hg2zCmDWRRN2qBGGgayqKzwsm2l0hLXPtwF/66tBrbG2MT6vrfH+7AjJ4U/rqsGptbEzhu3xgW7wNes2Egx69s3JkWEzMaBzJ4x987UDuUhRSAqRiXPtYFADhzXT+MILsKCIyKMWcVMDFu4/oPLsRXv7HJ/9x0Mzx506eagTT6qyP4y0Wt2DfNmVx+66NLcMXvd2PKPue9reFQEqatoAThybOaUTGQQdlQFvExC6+9wxnIm/aPgpTT3uruFP7ytnmIZBQWrO1BfMSCcLXht62oR7Ii0vXgW+c0pEtDMARJUo4CRjhtCwCYf98BnPf1dct3vGYqVv/7Ypz63Y1Ttr5pFn771wvxxsvvkYl9I+aBc6agfM8IIn0pNDzSCQCI9DgvJJHOZMS7XqsyIjvf7ax2/LMq7LIsjN7/WDZCQNVL9BN8WZbJ5KKvyhOb2c3MVe7f93mpX//VCxH9CMCFzNwCAJbCGUrhRgAggRFbOvnkSWBESifPvCAasaWTQ1kIMaKUgw1DjDA7PoagEYZzrEEIg5F1jkWY4WAGwsq1K0bYlsrH0scU2IGwLdk5lhG2lfKxVOz6s48lc1jpdbp2m9k/1lYIK9b8mX1/drFDgnMwiPpZqWqnHvRLF2cV99suTlqqP2O5OKv6M7aGLVkNAOOW6rcsuxoA0pbqz7r2jK36bdvBls390sVZm/uVizNZGWb3WtIZK8zuPclkMj7OZrJh5fpYWSu4lmw2DJbOtUgrDNcOKcPwrpFZwwiwQyR074MIcDG7EMGxup3ECOD8TkCGhsUI3N9Mjo8wR0CY6COMEco51sGUUz+NwP1NktDsTh0j7jMQYCF8bBiFsRCiDCDXHz4WIqgnp37NnnOunPNSGbn1gKiMKNenMqWM7/ylY0FPqTn+/VPqOqoy0lzXUpJ86utbVxKYBuLhdHnKCpsKxGB6ckZZ33CJYW+YGh+Z35mKJ2OGvPzpvuawVMZgPJT5wblN7d3l4Wx5ShqbpsaTQyWGfPgLG1YymMjLMgGA3ekjgXg0ZlqGYoRtZQyVhu1YVqIkZUVcQlqQ3ShqZkvSMgTt+H2N8fGmvnQ4ZCmjvTk+vnNafPisp3obQpKJCVBELJSj2ytAajgRtgnMpaPZyIYltcM/+NDirefc11Fz5W92zCIQK0F8/xum95z35711ALD+pIahDavqu97+jXULWDifEwOGZBotD2f/9P8W7G7aO1pthcV4ujRitW4fqLnrHfN3X/eeB48nZuxbXDuwbUXt0NMXT98j3N+aaYiR6y688zwA6FxS1/3Hr53UfsHnnp45/fHO2mRtSbp/XuXo1EcP1o7XlaT/dMcF65f+fEfZjDt3T3/68yt3zb59V0WsZ7xs4+dW7Z725z2lyTmVXLG+t3TfB5Zu5+poiVe/AXLOJURYwOsjyX9uBJHf9wgi/zkWQvjPrmEExxqGCJPrHzKMMJGDw6YRFkQuFmFBjn/IFGGD/Gd9V3WpeTVepEJETwK4418uF32RUlkEv6wKK4QIWOX8gTbDzdFMQJuXWx5Am3DzLxOhjSnAIArs7B/bDp3k5cWUE9o9gh4TAiKeQjtTQCLzCCHEaIdHDuEgVlSpIPYToHYmLQ7UJ5qhHTkxoYGP8nPRq3bp5mlnLT4eRFp8PFYr5lWOP1YrN1e8LXm17WPl26UKsFJqNbvHsoaVUqsB186FMXJwQB7MxcE1EuCTakiLpWWBdrBw77MIjhVF6pxcXHthew4m3b8NcH9LRAEWog1+DvkidiHayMVkUBtpPr6dENjzzqXZ/VIsjlxPQ1tsKf5o87oXyyiXU2cBotz8gRQWdqcwq1/Ez9izp1Yw466FFX4614pxK2oZhGRYICQVTtozUgMA528ebGAQlIA/m65MWpHr/7xvrneOrS1xdFRH4Gd0BAhgKI0kyGCKZmXYdHk11cNp/+bogzsARNMy7NQVmPe2xEumHXKSXk49lIxPOTQeF0q54oaE0VKTykezYGcLTSRGM+Hds8oxWBXBg6+dUr54++CqaQdGg/Mx6N43zWzYt6gSLXtG8MglM6ri43bVlpX1SJZFaO15U+idn30abEn8+tMrIp0zyxcsXtODJQ8fDO6zSVW/+uwJOP6+jr55T3TWNG3vr9l42YwRQ3j54dGmDCKSCk0be+tmbOhteOJTyzB2W9nBg2c2N1fsHo5OefKQ6ltRF40YtKrlkY6x8EA61vz4ocVtN57UZgqaAmD5zg8vbQsJWt57USsMIbrDbh9pAG0h91whQT7ZTWjPCmlkVqIgNwdpPoYgn2jrYMffNKhduMeagvz+QFBAuBPggPRMk8n0+MooR4qdvgXAja5WeyXczHZEdLybtvaFkI09Vo6VY+VlUlpGbCzozR7W560bhvHEj/fi1jsOFvx8fncazcMWAGDqgJPzob/EhHBXF1ft9bNE49HZCQzGzf/P3nXHx1Gc7eed2et36r3YcpPce7fBgGmhlwABEkoSQktCSYFQQg8QCKEkEAKEBAidEDqhF4O73HuTrd5O0p1O13Znvj+2nixhSCDJRzz+3c+PXs3Ozq5uZ3beed73QSClwecgoAG6a7wrMPiaZXhLHIeuyUzjkeIM/5hRgHenFaDPa+wNO9ztVmpUxtCW60HcM5CT2U6i/NpBpVDNFxepH0/WC4TEnkp9j5qkRMKj93XT2DzUDcvCeQ+sx4V3rIa3T4P50pD06efbPiEfHxw/DAAQDyj460+n4KXzx6FpRBa4qln76pdc+AEmGu5ys9SNy8euSQX46PTqFsEJXJM44daVQ7Jb4zjx+mUYtrQt+OqvZiOe64WmEKJlASRDLtSeN7Y1XJODtskFAACTQKffpM+Vi3h/+Q+Xfa3gr4Q+qZubU380bLkAzv+KdOH/LYVzBE1tA84RMMjy4BwB7Z/FDD6zTcbg0xxYGHVcDD5mvFcJBp+50JGSfMw4QIJ8JmNfgPlU42Chx9vqbQoMyMwH4DNFABnBx6xwI2SIzVj8NocQjpTw2YQ7CplYkwhpFuHOIRIjbFEZISkkBsBOFn0GW54oZDKfaBDsZLzL/kx4WwzEIfriFO9xCMMwOTDLXcp9M+GJDSIk47AzNggbH/3EYCxxmoEFYzgPWsIjnAfJat4+ljnEZhhnQUdkhFUfBKfdccvtXg6m/DYQqa0ioiIrpWJjocc6gVmefaERXlXiOyeVW7/PSgpcurQTHw/xoy2o4Hu13QikBSa3JHD/S4344UmVmLknhi2lfpT3pPHws7vh0iTSnLAnV2+jLJJCzK1P5IL0KxaMMKwzhZIe5wuFvu42S3u2GwVRFYBE/xW9R818IZAA3JrAkcvb9WNzPfjH3GIsmlKAW+9dj64sNxpL/BjSFMMnUwvQUOJHzK/g5w9t1r+RA0Qq3HrXOiiagCTCvT8Yg3Oe2o6ciN3fCRvtff6+oILL/3AgbrxyCQoM5jwAxHM8iAcVpD0KHrphJnxuDs4IBz29DX05HpTsjmD14UPQMioHBOB3jx2G3NY4ukdmI6c9AZIS3WVBBMIJKCkNBz27Db2jctBZk+siIcE0iVGfNBUMXd0OdyyNqtqOke/8eg6e+/tRcCl8G4OoCQBQFB5gUiK/LQ4Skjw9KXg4wyfPHNk4/LHNNak8LzwulyVO4+Y8YH573Ipi2x3YxW0hJ4UxSySGM3sc4pzZmNlYcdhdCrewW+HWGOBSmM/8u7gUW8xGcXGfQ9RnP4veKFdAl2s1yw8A/MCQkf1/yZ43ixC2m0YTcAjJ/AvYIeLixFI4sIP9DiBuT/DSwpBOoRqHOAPsOtIhDAOH2AIGET6RDpa4lDJuz3EiU5DGZtpHbYwMbDPwHeIxTvY7RNQxiVp2cmLAIWYzGHaKzUiHwIx9XU6xGcpgudO+sVM8ZjC8V/0v1OYgIjEDC8YQoZfs+G+LCZ9p71fHrpTJqHcc7OiDVQaL/2aMUBFR8fdn6tHp4zjyO0PxzPMN8KoSZ51cjoYsF+5+oxmNIQXXLixCICXBIDGuPYVNRfrk/MdXmjC2PYlvbuhB/zK1sQ83/KMZR22KoC7Pjbo8D9zGW6JbkyjotXOQBIxw1YJYGinO4NYEhnQmoBFhVVUQ4xpj8KUyJ+1RzX1QOaEr4EIoocGb0vbqgwRB4/pbg+JYrWuM8MSxQwAA3/6Nvkv01KWLwYXEce81IeViOPs3s/Hj66bizL/vxqw1HXu1zI3uSAIO+qQFn84uxoJFLQj0pTNqaoxh6+gcEAG7RuU4JnjC334wBn8/fyzMSJ2pHzTihPvWAiBIBpCQGLamEw89dDCIADXLhY4sNxQC2oZnoXh7N3KaYtBcBBISWa19OPrWFVB9rvJth1aicnkb/OEE+or9cO/sAQmJhVd8ii2njMKaiyfEFFMNT8oYZ0DnrCJs+tHE+kRJYAgjgISI1dy9Sv+bxVVPy2mjoERSmHzhB2XxkTnYcfNcSCFipnqedArPIHOsslLwOsZCHVvbJnHmwPbWjz1GOjE5xkhAONp02mU0M//C17d8ngn+sP/PK/VBL5xD1QRqAYAY2oSB2b+AOYMUQvd2kAMzGtjOCVJI0jEnKaXQ6+gZ5Yw6JIVhZw7MGUkh9DqMkdSM+sRIkmEnIgmy68CsTyQ1MuswCU2z61t9QERK4/7oRKha/c5RBCAdE1l2cuAMO6MItL3rfC4MgoR1LRYGI0AzvEqMwey/kcHNWCIRYNbXhVsGwLCxXgbA9DnsDuxsk6gNUpr3rc1xD9sAWdu/DjnsGZioDdbfYt8YlNF+EOaLBsGBKQg5MJ7SkuQeDcML+zT51AuNsVBKBgUBHhVbpjUl+LSm+KiJnMS1C4tXM2AKALrq4w5tVmO8d1JLwlPSq3okzLw3OjGNQDLFIAXj4thNESYg2fBwSg4LJ4ksPjnkG5Pymk9f2lFKjv1uCUlu3YVEBJJcShrenki2ZXnUoR3xgHkeAFA0SR1ZnngokXatHJndM39jV55NqJMkiWm9fq6FYmk3QNJ8WZKQlN+T1l64bAkHgNrx+eHbzh9d9+n0ouFDmvp4cXvc1+dXxJid0Z0nvVlfHOzVPOSUezZKa5E/mduVVBRVsMnrw2zCpm5x2a9nrzvx1T0Vw+qirqpdPVkEkj/+00Gr9K8vCz55wbjeJQeX+y++tbaaCYnbv/UWA2Pid/ccsLG9PJCqqe0cASAbBJn2uzUlkWbtw7K6GGOdgOw1nuMgQfZuP6C8oHhHT2W0yJd86t4Dt8x4YWd51ZJmf259rw9SBvsKveHHnz2yTlFYG4csKl7X6Z93x6rSYHNfyN2ntimMtRFJYzyzcd1ZY9ogZQeZdvN+q7KHiGpza9tDgQ0do/zbusTOW+at1o81x0VqIyJjvOTWGMM4k+bzyjiTUhh2xuzxj3Pb7sAK49ZYqPSvb9od9Tlj0hw/GFED/kfKPnPRfx0ndwAgQFEM4geAWv4vYDIIepCwiRwOnJG9TjjId0CdyyCKaEAd53YGJnJkZzOJIlJIi6wnpHS0L2zhBSFtIp4z812/+lYWPOnMspeRWW+JlHIqAGhSLtFMLOQSTehY1cQS1cCaJpcIo44UcgkMIpgTA3IJs8mMS0wyI0Esse4hpI3JcR8IVgYsAurAbFEfaQhckCbqwAzMpEWy01PcOgR1Mkh2+xCqySTNOeyDkOwy27FJc06sD3YGgc5JprMxcxDruMItO5x1Mgh3jjaZA38BadQZjXFctDSMmvYkJCSYJBrblggBAJPAva83j350ej4AoMunsFxBU1dU+DC9oQ9cCH749mi2vtPs2MM2JmoJSS4BcgmVCet3IPN/AeDxA4rozweVlH84MQdXvbgHpeEUXA5xb2d7a4eFPBPqop7M8+jXURBJ+gCJWVu68tcOD6GoOwl3WlJuNAWSgodigqcVhieOrqRzX9pt9dWlatYG+/A90TwPp7w/nlONA5e04rzHtsKV1nDZw5tHZ0VNMrZeEl4FtVMKMHN5G3oD3HvNLfNxyd3rMH59J7gm2Bl/2znp8fPG4huv7kHVrggkQKc/tX3qsgNKMef9Jrx1ZjXgV8BUh7dBSFbUkxwfHxbCez+egK6abOyZUkjt1TmKsbDPDxDl+2NpFGztRirkwujXdmPFeWOx5axqMILXDUxae/F4bPjhBMy6cxWqX94lK1a05tVsCOcVrQvXD3lnT+Xy62fi/eeOrC1Z0Ta1Y2ZxyYy7107sHZVT1nhsFYio1nxeGVEtc3zXlr9xPGWtakfHscM1L9HUxMxSROaWdauVoRwPp6mcUa3beL4ZyCIxc8iMTHbkeI7JFqqpI4M0x5hdX+GOOtyuozgw59Im3zGqY4zrdsrIQpkZD/k1Lvvcgyei26SU/xaN9v1lf9lfvtpy+I4YxrUncfecfMt24zttOG5LZK+6rF8IbVZSw48/0YlWRb1pvPanHagt8/c76otk0JN4b0wOpu7uRU6fijM+bcPZH7dCY2Ttm0vYa2xnURXCT86rwZ/v2gBA4uU5xTh6aRu4APq8HP6ECkUDxtT1QjGJMY7iUgUUzQ6S618UY9tgZm0Hjn+9HoC+lx+Mpfeq602oqN7ajbUT8vHOwnIAwD2XTsCP71uPCWs6ULOxGzf+dDGyu5PWuWa/14iJS1uR1Z1EqDeF7ePzIRkDCYm68XnYMz4fuw1yWyLowopTRwLY27F81M8/Rf72HqR9HO7eNHhKw8dXTsPIN/Zg/u0rsePIoVh81XQs/ekUlK5qj/va+vyxsgBG3LS8yNMRR/UTW7DiltnomFmMgmWtGPrUllLNw9F4bNWAf7HQpjCkz+Uu/+tmBLZ0oWd+OZd5XqhZbmx76LCdCts7emOwUn/8iyVUk4fKOxZ8ge/M/vJFyr4m+FMAHGoktbGKlPLrsIHhhy06Iv8V7NAolsISR+mHxQCY2ZgBUpApQgMphKFjDJKAIYRDzMaMJMw6xCzdZiJISxuZQZq674xIgoTdjpCW3RTF0VNvGFjKftrttga8LR5Dll1AWsIzTkEaInJoyZOlJU8kHXbmNvvPiNzStkOS1TcgQ2TFITDjEKSxMCNAmGItlhdFd+nLAbTh9RzfjvYH0G4fTKM9o00aEDv7ltlnu33msDNiAO19XYwxMxwTjHOQU08bmdraix7dU5Gd1PiebHeqsifp6fFwEUrpokQrKgPdnwz19wDA9OZEBQDFGefdH8fcTHb5uFrRk7aUwAIpQQfUxSzXuekKN3/vDCsz7c42dxR51drhWd2HbOopAEBuPeEocSERd3ONC8CjCiYd7ZvtDelIxQ9f0xVfMibHU9ST4uP29CLhUZRAPK34EyqePLwifMJHLdm+hMac/UtzRXNpKieQPPP1eiNQjpBWmNw+PCs+bHfU609oTDLSTnqjIXLiK3V5et/1U28Zndd352Xj24nIN2ltWJ792Jb8rO6kq7AzKQs6EzS0vle99o45DQDwxPnj/Ae/Xa+M2tTtHbE57HfeVyWtIbtbSAnQuOXtcsLSNvQU+LQ1h1VEPvzWqIhLYT63IUijMOZTDMwZ9zFD650z5svbFSlkmiQlLSUAFh6f3+FxcW3oijY/gFDp2k7Vo7AGAHjn+aM7AT1XxY5zxmHIi9tL95xZ0+l3uyVJUSfKQ4rmd5VoQZd0c96ocId4FuMyuKatafy5b5dIhY1mSU1CE5S/LuzrPriiDtAFZphDeIvBIQxjYK5wKYWsa757ZdbM2rbcVG2b7LrzoN2cc0sMy4ldnFsCWG6HgJdT2MutcCmsOg7xLw5pPvecZ4zB+8VmAOD/SxKbf7L0YWBxji+MTf1hp6axlLYrXiLTLh3ueumsY4qyCIeOsZAOrDmwU+tYZMS7ywHc9ULaOMOlnyF+Y9sFYInKQGYKz0g5kGAMMsRjHJr3LebWAGVgajG3CYihhRk6zzp25A9w6kWTvbVh4YxYWse2CLE6cPseWlsSGtWBBoh9l9JqE04BG6eLnsghIOQ4lpHlIgT6uwLN/lOYHIIxlCEeY167bWfcUYdReHxHuurOj8J4Y1SQ/3VcqPLet9qQUnj2fbNyczcWenDBym5+9JZo5eOTsvH8xJwwgKqspAoJoLIn6QGA7KTGNCJwKZH28Fyu8NwzaruQndCQYgxuoU/+CYXBpcLKSa4RaGeBh4Z1JN0DCHeSBCGhEHlVuVesOAAkXAyetMyInpeQ9OaUfJcbslCQ/mppTOQAJFyq4Iqwz9a/3er6qK+6PupzrsDvPn0Ezvv7bgTiKk74qCXvmSMrMKQ5joVLWyEB6vMpeGlhOf/Wa3sAKSnhVuDSBHYNCaJ6R4TGbO0O3P/90Tjo4xYk/S7lxFfq8sxza5zh2ltmIVzkDZzz2NZARX0v7r98Eu68ehrO+eNGAKBhO3rQUhFUjn+5ripc6MPyBWV455QRCC9qxojNuldYVYgkEZS0gISkhN8FT0IlCYlkQFEmvt+QN/f57Xl/fvBgJCp0uVjGAA83I2MkFDNlNgGqVwFLJSEYqO6E4Wg5fEiBhwNrfzEV0dE5aJ9VrPhdphtchjnpLu6mM0bVtn27ugpAmYeoRSGlSg7PxbLF36plwFQfUEVEYSJuPmdhxc3LICQIEJ3fHEWePVEkphTF3YyqAYBJGVZMl7u0RbgIImw+x1Lq226BOaWIAbJPISKgCsIhziWFQ1jKkR8EwsKMbFc8kaxTLLs9ZhAc44HIGIP3i80MVojoB4YAzf6yv+wvX1GZ3pryt/k56kP6tvD310cxvCeNM9dHilcVezC9OQEC5cxo7MNZJ5XjlPU9RQV9Kq7+qB1Xf9QxBZDoUxj8qkCaERSh745zKaER4ahNEVz+YTtKoikE+jHNvaoAQFAZQRESWwu9KOtJ71Wvz83gT+lpYrzqwK75liw3uAS8aX3feluxH7l9aRRE0zjng2b4Upq15k9xgtsIFeX9vOpt2R4URFIgSGQqZNgxFJ05HvzksvH4/W1r4E+oOOvl3bjy0vF4c14RbrtnPRRV4IiPm0FSQhDBn9CgMUKBEXuvMcJFD20GCEj2i3eP+zg6Cr1gAOZ91AQmJH5y80okvRwV9b1IujlISFTWRTB2bQfSLoblC8oAAIe/oAccSUbgqsDzF01EMsuFM36tM9HvfOwwjFrZhh3Ti3HZ2W+DpETVynY0cUKktP8WiF3ytnRj6VXTMPGhDfB1JDD87zvBUwLLr52OdMiFrWfVgIj+qWxmA5W+sfnY8NqJ4Gm5OTk8azwAMCJtX8lUBirZs8vQ23jBbhpI9XB/+dLKvsRmroAeB+8sXfgvVZcjoh9A31YYqIwG4PkCzX3+8/b7f+8f9r0zKSWscG4h9U9/rElAM37QBGCHq9nHSjnwuRjs3BQcBDvHkYQZ6kZEVreZbrAb/UI3xJbSJJJWM4wRuBmjz6TVLCM7oQhlHGvfR87sqGONE6QwhX/IumCucLuvJBzY7j9jDgLY57kuxz3pH1P+hfapBm2HMK85hfX5LvR6FRCAcZ1p/OXtzuqkQpjx7XJwhePPk3NwRF0cOQmhQGFoyHKhIqJCEFASl3h0ZkHzjxa1Vbk1CW58B/yqwPYCL0Z2JKzz7cnxYEh3Cids6AYACCL0ejiCyczJe8nwIB4+pATnv9uCGbsG1ubwpQa+f30uDn9agyCG7/xkHH7+4h4ctroTkggjW+NIK4RNQ4Io7krC7zivGS7Xv6icsGpMDqZs7cH70wsxaWs3CrtSyO/RJ+aUi8GdFrj4uZ245JdTrfvMhcQND2zCJTdMQ1eWBwVdCeRE0thdGcTQ+l6rTl5XEo98dwymrunElJVtgAS8Cc34rjGAgN9fMQU+N8e3/7jRSoRT0hxDW3kQTEj4jTC4hppcDNvQiUTAhZDPhanvN1ghcGQcV7O5C29ePgkPj8wGiPCDny5CsDOBJx46BNsPKkfhtm4s/P1ayD8wPPrOcWCM4OGmuBXBzYGczd1YcPEHEC6GN947AVNuXI6KV+sQnVGMkFuBFepGBJclysJgimcxIhhkPR3beSgcOWyc/AQDD88BEaUUwx5+cnOed1QugjNLjPHDUnKzZGoz7I7nxpkrhzH7+eAZ2DFuMbtvCndgxuwx2BkV2g9/HfaVv2j5PGFy0wGc4hCYGf6f7vRg5bOkbc1c9P/pPu4v+wsA3LE4gpN3xbGsyD1iSkcaO7M4cpMY9/woH94Z4gPvN9dtLHRDYwAJ0MMvWZnKyKMBd73WhOmX1oSfnpxTtfyeLRnu7M4Ax0gjXDvNCBEfA7rtxpMKYVuRF1Pq7Wxxi0Zm4YUZ+fjpa40Y1RqHIH01b66urZMbg7YgQp+HIZjQIAHUF3rQnu1GT0DB1B1RfDImB4euDkNlhLRC8CUFxuwZKFuo3a+Em6Ej24XK9gSSbo4jlugKb5uGBzFlS7c1ue8p8ePDmUU485Xd6Mj14onLl6DPyyGIkBVLwx9XcfW9G5DfpddnUuK6q6fgzxd8rPedMXTkezBxXSdGbO+GYIQNE/IxwYhxZ0K/mz+9fgUiOW5oxqzYXhJAd4EXj186CQtf2oV5b+7G2rmleOGHE2HmDSIAVet117ymMIAIaw4px4dnjwEAdJf4QUQIdejJab71o4/gidpJcUh89gsoaRIwGBGrr5uJ9dfPss777yjdL23H1F9+OjQFiZYd3/83nXV/+SJln2IzUkoiokMBQEr5DhGFTbGZ/0+lv9gMgOMA3GPgTgD5XwLOKNLxv7XCRuaC2MSqY0WuatJaqavCgTUJ1VrBO7AmMutrZtY5YdVxtqNJCTMznSYlTClYAbsPmpRhIfS/c0qTYVWKPABIpGU4rek47sB9DpxIi3Ba6DiZFmHNsCdVG6dULaya7ae1sKbZWBg4nlAhjb4lkpqFU0nbnkqrkNZ90Cx3hxDCWqEL4Vyt2y4OuU+/Sv9wMmb9wXS7jZ1eEAe2nhXGmIWJsfBHL7ZNKI9prj0hV19JTPWSBFxSMgLJx8YEIk+Pzaq/bGXP0LKo6lpS6e84bGdv0c3zCzpvfb89Ly+u7i184uLqouHB+OFbIkEn2c2J3x6TE59e1+vOiacVQCd8aWaWOCLpFpIkJHUGPansvpRL40wyIfHK1Lzowg09wey+NHeS6ZpzPKmS7oTHbAsANAJ2lPiTF180uuei1+q9xyxrz2oo9KmFPSmWdDGZH03zwYh89UW+VEVbn8dsa3u5P3nXd0Z13H/bmnLznGlOaC70pipa426Skh46ZUTH+B0Rz5za9lBPyK1mR9OWGKzz2vV9fkkgkpCS3j2ovKc35NI2TchL/Py2VaV67J6k7lyP+ou75jWM39jlmb64JbhpSpE6fmWbMm1xS1BzMXnHrbObvvO79QWVuyKeWJZbu/6PBzVwznycEP/Wb9fkj/+kKfTa+eM7lh85pJcz5vNHU8mZr9UFd04vls3V2VFAJ8c5iXIjlrfK4q3d7hlPbs1lms5jiAzJSq/67pjwroPK4gpnPpchScwZ8xVt7NSmX7esoHVhZTJWEUiMemhjjrsroXz67JGNsSEhVeHcR0aSKIVzn2Kcy82VTpL6WOXivJMMwp2LK52QwrILA3POOjVtb6wYuPPZLYFpv1hUkATQuvP7uznnnVLoQlGKonRKRzumcBVnDC2z/lo2qSHiXn5STbTq9ws7jTatFxOXQ87XpTDrRdKt2HXcCrNW6EpGoiZkegbl3nYibGbAN/b58H9J5b9ZbKbLyEHfBZ1N34X/xwIz/cqXRrLDILHUFsEDNpkOg2AJW/RFSlknhSEGI2yRGCFRJ4WDZCdk1QOXvoePntuM8+48GPNPqTYEZoTVji1O069vjlh8liFUY8TZAy127LhsIasdadsHwURoMeP1GaFFko2FLTTRwskSlGihgTCkRUg0GOI2dhDuTEKOJLJEegCHwIzzWOm8D4PFuGeKYFAGmW7g+u/9rbWquE/gmOMKG+qylAoA+OGaXn70rr7Knx6QC6+mJeIuqspNCHxa7gqffWSh67QtMTwyIbRtXmNi0h0fdxndk/TtTb3Z7SF3z8G7+0JcSozrTJVLSLrvzZbSNWX+7nQXeYpjaYq7lZSiam6XkPClNeWwLT0hPfArc/KXkCSIUN0a9//+sBJc/bIe9iUAYsZrAJfS2sjoCnB3fq8ESNDVZ44AgOwTVnRabZn/hxJpz29PHoYf/X03FE0n6O0oD+BPR1V6Z9fHvIrCIBgh6WWuM382DbPXd+HKP28FoO9333DBWLrmoU1wpwVURrS7zO+paOuzzqG5mLc0mq5wEu0UTUIozHP7j8Zhw+gcDNvTWxBSJaav7UR9RUDJ3tQNCX2PHcTADOJgONeL144aghNerqOsSAoLP2jMFozh2Nd3G6t0Qv2wLKycU6p4FFa1a0oBdk0pABFhwpp2kJRQUhpV74hW5IYTkJDwRVPKcU9vq3rnrNFwcUL5Tj1zX9X2noJNblbAiJCvCsx9fgcmv1uPx544LN/4TsHUJi/a1oP48Cysm1eCrkkFmPHHDcjb2oWNZ9a4Wg6rLPbpzw1cBiWAkcSop7fB3xDFkOe3uVlKC1FaQHKG7LZEhRieY7jlLc11uLnlog+7rLhzCnMjRpwxhJmDTEdg5vc6bOaVACgsybYrxKrKzhiDzeVZW8jLarIVqiKSYTCzHYTJJruFycxPQVRX0tLrBgDPsmYPs0i3DjEYUIZIjFNMijmEahgN8Cw6c5Fg4LwkkNj+v+Kv/zx68FcY7vkfAFgB4Pb/dKf3F7tsXd4MANi0pAnzT6n+T3fnf7aU9gmQBKoimlKXpT9WP1obLScpcfXyHkzsSFdzg9zVElBGV0bTeHFEANPaUv6bP+0Gk9KR9Q24fFl4SJJRhqveLSRmNMRyzJ+jHhKnf38Uzv+0Ayev6RZcCiZBuPG4yh2/fHnPSAD4eFQWBCMs2NKDIeEEznu/FbvzvMiJq8iODxwtNNLYM2YCuOa5OviSGiJ+BTn9YsC9SYF5G7rQmutGubHPP6ohhpsf2QoJiY4cD9yqQFuuF8WdSeQ6crJzIXHY4jb0eRW40ikIBsxd3QlBhHfnFOHtOcVozfcgEXRhzegcTNpsi8QMbejFvGXtOPP5Xahs0rcWwrkejN3cA9Or0lLiQ1mznd+9vdCLDw8sxcYxubj1mmUgKY29dL1+R6EXd90wM+P6fDEVRz+9HeOX2SIrB7+wHQFje4CkxLyXd2HOK3WI5Xnw+M2zMe2teqw4dYRVP6s5BqYJ+CJ7x88Xbu3GcZcuguZiePyVo9E0rRCvP3yI3rZBjsvb0o0RL+/Eph9OQDqk++N3nlUDT0ccUBhy1nagb1g2Wo4dhq7ZJVbbgY1hqFlupCu/2rTrOQdVxL5Y7gMg8uyxqL95CUp+d2gbgIovdPD+8oUK7YtoRETDpZT/r/POG9fR30V/EIDfGLgNQNGXgJ3akRlYk0bqToLUhI2FgQUg05q+chGSpJpW9VUMSKZVfRWiSZKqqll2VdWoaXu3+/VH1hSceNn01lCeVxOSpKqqRpsk05rmwMKksklVGHYiqWo21oz2VaBD07QCAFAlOlSh44SGjrQqCgAgrsqOlGrYVVg4rqJDVdUCAEiq6NA0G6sGTmuyQ9OEcazoUI1j02nZoRk4mRRSM/qWSAopjD6nU5qFNVVIaazSNE1KKXUsJSQysLnytDHpTD+bDWir9OhKJQYmaTMDTSzJthNjcuHuvqyJ7Sn/8B7Vc9juvoJbZuXWXbO0ewgAemFUsO2kbb1FAJBikBoj1acKN+3FB7dTqmZ8dwdwtxt15IuT8lpvP7y06dIP2/3fWtY2utfD1W9fNOaDv/12w0IGSbXDsnqr2uOuvN60BwDSnGmKJvWoeYd7XCOSzGAuWm5txgQJjesa6VwLxlUl6nOlsuKqq38f0wrXGACualwwXfE85eKaP552deR6U6E+lbnSgmkMcKv6VkDGtZN+zriHa9//zZydZKRg5YxQvT3iv/qutTUE/Z4775N9P0gS7HYTPlfaldK4ouk2wZi46OEFqwFg6prO0PQlrbkdRb7kpqmFkSNeqiv++NCKjq3TCi1iwJEv7io88OVdpa6EqkjONdI0rilcxLPcqWA47rXvEUkmJKluJn774lFrOGdBhYy+cxZUCL0Tn91ekMrzKjuOGNJy2ilvjPN1p1yv/mnhRndPUjn8ko9rhJtrz7593FrGWNDfk4wfcPmi4bHyoFhxy+wdRxz32lhva8wbGZcf7RmTF9t41fSIYsidMsaC+avaRd+w7KTM8/m4Yc9Z15k/6uw3K6FwsWn1d3aadoWzNs6oyMTMGLc4Z20EqWPG2qTUMWOsTQihY6I21cCcsTbNga06/Y61MbVBGJgzKYzn1UgrS4AZ725gxX4uXQqXBN3udik2Vpj1jDIGKQ3MnZgGHY/XAjgX/6by3+yix9dhcv+Ma987jei/huswgAtXOF3xcmAspDMO3nZNZ8bByzqJzBj3shHZOPfmA+o0ISZBSt1uxXsOlp7W4Q5zxp8KO20tJOx0s3Ckm5VYYqVNlXJATFI40tNmYnK0g0Hasc/rjIftFyfrcNfb6WxlhksOjnhY06UvpTPGHVYsLWDXB5FVZ3J7qqnTx8rqQ0pGfTLq3/tuJ+Y0J1VvWig9XgYu9SQak9uTVSqD4ELSqK5UMSCRYoSLjiiitpBr68vPNoy3Jyoz3QpJAZAggiKxl5vd/D/sV5DXp4JAOHFNuOTENeGSbr8rCQDBpKYctSZc3ZLjprLuJEa09gUFkZUR7uGFpfy8d5oyCFwagT4Yn0MTd/eiIJKyJ36hp26VADEpFQAIxtWBYuHRFVL4z342EYctbsPa6mzGGWH62jA78qNmKJpwK2kNaYVhQ3U2pq53ZgrVuQw9QRflRFPwJTXld9csq377oDIQgFCfimdPGob7LhyH05/dQXldSXBNQgK0tSYHDZVBUl0csaBCJz63w2o15SLXltH5mLRKV4prK/axbz++deqOUTk48pU6RLPdyG9PwJeS5aPXtKNyR0/eTQ8fbB0/7f0GuBIqJBG6C7w8tzWGSL6H/fXGWd6p/9iDye82kLc3jYf+cBAd9JfNKN8U5mU7eqZ2VOfg7HPeRaAjgWf/tBDxCj82fmukyWYv87frukSFW7vG7zpiCF57+ggwgqIwmkokMfv6pcjZFEbOtm6sZpgaGZUNb2sMoU3hUGhzV6h9YWVJZI6+UmcAeqcWW9h0+0uFAUJCcjCCrDbtDLBSxhJQy61UsqhlRJbdTCENsusAqOU0MHYeS1b70oFRCyudt9MVbz/f0vFMy4wU2/3qkDku2i534Yhxd2JJGHhLbX+qWr0Q0W3QmfQZ5WuSyS7owIEvCQ8oLUoZMqPw2aqn8DmIH3b9QTE52qSB7YNi5gP00B9i5IMmbbvUBjo2tC+Mz4EJA+OM+g67zLQPIuHqkIjNlGcd8D4Phqm/1Gw/PK4zjcffbC9NcsKvZmbj1kVdVS+ODOAXB+bhqiXdhWdttMLHFAAoiGsAiJsnUnSvPSZ0JBH2KqltuYr7tg86kZPUxkrYoUPvVPmxsC4GAtDtZchN2HrgAPDk5LzOYzd2FwRTGggkQ0ltr+cvp091A4BGhFOXtpfmxNLo9XJk92kw70/CxbC2KojVw0KYvkNPTZtSGLoDLhyyLoy3J+djUl0URd399d0lfAkBs88yo3d6EQbRKRRL49e/WZv5yzjQ51MQ8ynYWRnApI26u507XOQ5BnucpB62dtqLu6zDD3+nEevH5qKwI45YwAVfXGLDhDwEetM4+N1GRLLduOHmmejzK5ixpBXVW7qRFUlh4ipT7Y2Q35lAyfuNmPFpCzxJDcXNumvfrQpAAv7eNEau60Tj8GzEAwrePXUU5rxeh79fOAE9JT5Mf6seuyYXoqvYj94cD3yRFCQjeHvTKN3ajWBnAtOf34F/XD0dwfY4SEpktcQQr9Dj2Mtq29Fdk6eno5US8XwvACBWHrACVokIASN8L1YWQPbmLhQsb4UadCNR4oe/Pop4pUOBeBBtgfj4Amx/86S97IyzgHm/OWcB8/vOOQ9IQ5JaUVhAM6IlFM4CqpEfn3MeEELdy55ZhwVMmWsdGzkNmG0nhzw1EfNJQ86VZWC7DmP2c8kcstjMMXYyh0w3MfikiQcZj+GQsP66l/9ZNTk4pTxhS77+i3hgqVanXWZKxzrrW9KGEg65WMQtuW4h42bwpwrEzZhySMS5OUwIGefm8CsQNxmmJBE3tb41KeOmwIgmEQc57dzom4hyo44QMmqtAgiWXSEZlVaMrYgaoenghKg54DMmo47YdwuTJmzpWEKUrFWGiNox8TJuq6oiDqsPFJfGtTAm45A65hJxSz9eIu6Y+AeVfKWB7Ey3K4rQE65wYHabPrhNa0vh5yuj+M7GXj8AqERQpLQmP40ALoG1ZX4IF287clu02CUk8hKqe1aztefNWgMKimP6z1G/gkuOLsNvX2+WPtVeqZuVz1gdzjdXzRJS1wyFhEokmZS0q9CL4e0JAoA+D0d2TFUAIGDEcvd5OGpHZGH+xi58+5NW5MXsvfeoX4E3rdc7bHUY7TluNBR4kRdNgwvAY/zOqX2e9HC40wKRgAs50RQkCCWdCdxy30aUO/a9AZ1M11zqR2FHEoXhBIa0J/H9Bw7AnCVtOOeJrQAxuA1ZWFVhUNS988YzKbF5cgGCKQ1rpxXh/SMrwRnh0uuXg6REdncS1Y19WHn4EKw8fAhmfNSMUx/ZCK7aIz0TEqqLQXNxiLSwYtlL90TRUR6EYIRzb6tF8/BsPHzbHFRvCqNsVwRTF7dg6akjUXvaKBABPgIWPLNN97tIwKMwbDl8CEYuasL6b42E10V499dzkb+lC12zihHgDJPuX4fqZ7ehpyYXi++Zj5wt3eibV4osmIQ7vZtVT20DMULzscOw7adTEWiKgTQJcgFr/3as+d2H38wr4Yhfd8a7MyKwYTnGM0pQTJIdo5iZBY8RYqZqDWcyxhWLlBcjO84v5mJWGpuYSdwjopibm4mAKMMuHdh5LCcz+x7FzThCIltamTNpYYUhTsZ4pjCyJGI5o7jNo7dlt6VwSHAL7FM6G8DAiR2+huXzuOi/jpP7/0TZuarNvej5LTjpZzPgCbn/0935f1HmNCbAQN4rF3fiuTEhHHdaeaMgqoh4GJpCSnh5mTfv1vfarWEmzQkRhafzEqorzQgv12RF15R4sr65MYJJrckiCWlkaOvn1ibgnrkFOGNNd+qYzRHP5OY4mAS5VYk0I7iF7aLvn9O9JdtFi0cEcdqKMEkAw9uTVrOhhGr5BsyD/j6nECcs1l3V84wEN2bJ6VWRVuxtysLuJB44oQrHftKK7ZVBzFvTiZSLwaUJhLPdCPap8Bvx7u60PoH2ZLmQE0kh0KdCUwgaY/CkNEgCnj5pGGav7IA7pSHhVbBkZhEOf7cRJ768G+60QGe+G7/+yTSM2hFBc6kfJ724C+M2ZLrwF88vxUcLy7FnVDYkEU57dDOWHlKBu6+fgfPuXANF1VA/LMs6YvmBpWiuDOCya5dBMMLfzhmNRFDBmlnFuPOMtwEArRVBFDfo7/jRHA98vZkkuIpNupdh9os7MOndetQeXYVIsR+9hV54YioAwts/nYq8+l5Me2YbVDdDe3UOGIDmaYVonlZorcwBPYsdALTNLEL7rOIBB96hf90Cb3MMkbF5SGe5Ec32YNnfj8lYhX9WSTX2wn/83xHN9SL7/VO/0udkf/n/UfYVB/8sgJ1fBzW5AUh2C2Bn6YsAyPoSsBtAqj+WOgHaspuYCG4h9q6jCelWNZkCACFtrEm4VU0YdWwsJNyqENaxmoEvn/3k5M6mqHfK4cPaL3zgsHrTLgC3Juw2TbsTpyE7VU2PaU1LWDiloTNlxMMmVNmZUnV73IETKiyc0mRn2sSq7FQNnFTt9pMOe1oVdp2k6hZGP5MJzcKptOqWZv81zcJSSLeUBoZ0w7znRG4YdicmIjeA1LTmROC0TdESlZF61Lbe4qTCtEBac3X4lcTBZw/dSFKv0+XjNL416br5/daagYRZTOJVkpPYnePqq+5MBSUkJTlPvzQua/c3Nkcrs1KaWxDkrw8s2pmb0JRzlocr3EIocRdPuzTJXEIyZ7vGtRCB5HvVWW0Hb40UApJ1+92J3L60p39ds77zuy9BgqDH2A8UI7+rxJcY1hL3qoxEfYkv6U8IWRSOB5z1nzqqsnXhkras+84cuSOY1LJOebMhZ/ie3iwJSX0+Je2Pqy5VYeL2H0/YcOU968ZyTXACybMfPGDpjTevmji0vtcHACk3E3Gfks7qSXrjAXf6owNKm3eOyOp1qTJ43oMbKo1nARpngmsaby0L9t5y2+z1I7d0By66vXYcEwATgnXnexM3/+7A1ca17/W833De+1MDvWmXxpm46YEFtd+/bWVNd743OWp9OMedUBWdJKnfgz1j87uGbujI68vxJB+8b8HaWJZLK2mMeU69fnlNVlvMT3oEPVQXk0/ed+Cas8//YDIAfPjDCTvm/2H9cK5KSvu49ufXjl0x7cltQ6tf25X96dXTd4SnFjFO+mqxeENXYdlHja6yd+oL1tw8p7lnUn47ADDGQgwyCgBDn91ZUf705pwt187cFZ1RypjU7ZyzEJN6O4yzkGlXHHbOWajzrhXB+Q+sHpoGyYZd319q2jmRWT/CSR+rFM4inJGFGUkLS6ljzlhEEyILABg5MGMRsS87YxEhdcyJRTShGfXJLYznjzNmY86s51LhzE1wYNKfY4XBTbDHTvP5Zgxu6cCWnQYejwFsB/Ad/JvKfxXJjojkALavo5qcC8BsA3+lJLv+cfADidAQYGu9E9UxZpLpqI6RHQdPzvoO4hhznsvAo6YVRzubot6phw0tZISYFTsu4SCv2THlUso6YYuvLCHz/gixBFLONs61hKBjSOHAjvq67vvedimWwKwPkdGOaZcZ7Tiul1DHmB2bbsa7k6A6Yua121rvuoiOrQE/CNmmDkDVzR92oDKSRpIzaAxoDyjpzX433hsW8DJGeWPbklV/eLUJKiNRl+NmZmIYJvtPpPrPKhH/1rerQqvu2SokQK+MzXIVxtXcUEr1dHkV5CRUGt+RHDl9TwxuY/PQpQmXU1zFnFxfnZCLY9d1SwlJB23tKX53fG77AZt7CnP6Ul70Y+HvLvJQXZEfC9Z32at/ncbHAGB7hZ/K2hLwpcw9fEJ9kY96Ay6fRB+4kLyqKeYH9D11JmwPwmmv15cQJE57s37CUycNw4aabAxp6AUXABNwbarOQWuJj22vyZ6wYXQOJm4IozPPTQqj2TddNw0P/uAjMCGgpAVP5uh+3D2VQdfEtR1DDnt7D7aOzrMSD6VdDCvml/C+gAupgCt4zZWLZ79zwjBdV1EhCMmwa0K+16Ow2c7rz2uN45LLPkZvtgfeeBoSEn0hhR/yat2M8p09KKuL4JpnjsAvznsfwe4kpd0cv37uG5j4bkNexdYwdk4r8qi57hkeAJGqEJ743QE47uYVSGa5qWJNB5IBhaLDQlNUF4PkBC3oGmmEZSAVcCkKw+zqV3ci0NKHmhd3Tlg6rQhuw5PdMykPM65dDG9zDMOe3jJi45R5I4zvNUz3dcvpo9B+RjUATHATHKIyZGfHIz2yANDj401MBOR9azTWvbAVqSwPFRjPH0kJZtaBzCDEmYQ7BlnrYjYmZuq+y1rOTTKdtOoDslY665h2krWSbLuUJslO1DKrvj0WEsk6bsW12+MQZzYRjzuIciQzn11LtEtmxsHjM551Aw+URvFrWfaa4L8mk/f+AuDC3y3sPP++Q0KAnrt+fxm4rCr1ojKShkcTeqrVbFf6gN29npr2JNaWeN23vdUKj6bHsGtMF0UBkfQYW9nGhG/pp/tVgY/v3wZTY/Sb67rQHnQFAF1THQCONlzllnyosOPgzTZTnGF6nU3xIBAWru8qNH/uz7KvbE/gjm8Ow4L1uns56WJwqRLC0Fd3pSUSHgZfSsDkJ5S3x1HR1rfXPZGOs2qcwI0thupdUVx/51pc/9OJmLu8HXndSXiTKsZs7Ub19gjGburGuweX4aUTh6G9UCeSfefxraivDKCuKgsLPmxEYZu+HVq9pUvfywYMrXT9fH8/sxqfLNQdbddd9glyO+KYsrgVBCDl4bjp4YOtic1Zhm7ugpIWyOmIY8vUInQV+/DKd8fgW3evAYxjAcAfTUMSYdmRQzFsTQfWLqzA2oUVVkIYZyEhkfIqePC5IzHl7ztxxvfexyu/mo10QEG4OgcAcPDttXAbLv41547FmBd2YMuZNXu1tf388Rj2500gVcIVSSGd9eVum3kqgsDiMxD4nC79/eXrX/a5B2+qxxHRNOhCLrdLKbv23fR/ffm3segZ4DMHTMbg0xyMT4NcqjNBDaww+EySCSNYzFFi5GOmhCcjn0FeBWfwpR3tMGOBJiR8qtEoI/KpJjlHwqcaK0cuyWavMvKRwahnYCEB085CzGK+IoMJbxEDGYVI2Ha7il0HjIWs8CyikCUqwyhEVjg6hRzKET7Y7fuM7oAzZrFspUI+GP2XGnwwKkkw3zXvt6C6M4kfHVPhlyRx92tNaAu6iq86Qg8zkkQ+khLXH16KyqiWnNLU5yEAsxv6/AAQTAucu7onrzyqD94vjM+J33VgQeCmt1pwzOaoJVsTdzHpTYsMd70/LZBQuNAI3J/WkBPX3Pq9H3hLLOFi8KXt322oDPXWNEZDJdEUBDF53xHl9KM3GwZMwJVwM3hTOhu8bqj9tVY0ibSL4Z1ZRTj642YMMRLYqEZaUObQlzED9rZVhZDVq6K4w+QkSbx5cDnWj8vFsf9oQM3WbqgKQ1FURW5PJtueC4mi9jhOeqkOnqSGWMAFT1IDE3pSmaG7bW7TpweWY9anzWCa/nLErbA9ibTfhauuWIwlCyvx7qmjMPeNOmydVoQxq9oRiKZQtbsXPaUBlO3oQV+WG2feuBxdJX58ePooPbkEgJraNqguDl9Cw+sXTEDbiGzsnFQAj4vjmetnomR7D6qXtGDua7tAmsSGhZVYd8JwHPHrWqw7aijWf3MEKnZFUL6+EyVbu/HxL6Ziyos7EWztw6TXdyMdcGHYzz6FK5ZGx7h8bPnWKHgUjvpjq9ByfBUAwM0Ak2jGidB2wgiMeGQjit6rB4JubLt5zl5EOWaRVu1sd8whVERki6gQUQYD3xJ1cqz4GTGrHYUrAWY8pIrCB8QuRQmYz5CisIA0xySOgKqZrHsKqKoDGwMaczLn+2OD8EiMfGZqaWI2c15hzGLFK9xmyHMHK55xmy3PuG3nDhY9I/gcEaD7WfSf9UsjTM4sXdCFZm4DcP5/uuNfQvmPsOiFk0UvBsaQDoYopINdb2M4sJSZDPyMOs52zD44GKgZdaR0MPxtlrs09vyMn2z2uxNLGSUHdtYfyE6ZTFa7jrO+474RkMmohxNbby5xc1FLkPETN0bApcTk1rhIccLUpjjSPOm59r02PDspF3e/0pCXH1Nx1mlDUd2ecEHXNYdPBQQIMTehM6Ak04y8KYXw/KTsrlPX9QSO2pxJwvWnBUnoTPpwQFHzYmkXAHhUjWvEIIjQ5VdSWXHVm1AY4h6WKO1JeQEg5uHpjWU+945CL45dE1Z9SeEiSFR0xj3We5GUtLvEh86QCwXRTDKYJIKiSUT9rtTK0dnuh29fa9nvOHsU4n4XTnqn0XEEYenkfNSVB1CzM4Lpjph0QYTegAsgoLUwFxMNoll2bxoMwJgt3QD0rHDmi6YkQl1VCMN2RSEY0FwWRHGL/iIRMDLftZQFUNJkPyaqwvDSt0bilTNGoaAtDl9fGomgCyf/ZQt2jczGuFXtKGqK4cDX6/DiRRPw+1/PBQAc++hGSEPt7Ns3L0fJjh4wAZAQCHYnsHtyAV67cDyKd0Yx9Z09UNIaxn3SjJcvmYQlJ+vZ5TiASIkfqaALNUtaLFdF+cYw3KpAbn0UU/6+E5tOGYFwTQ7q5pchkesBJ2D1OWMw9m870Dq5ALN/uwZWiN/OCBoOqdAVG2Grnzkxkf5zZEohfPVRRGcU6xM6EYpe2omhVy9C+ISRaLhtvn4swWLXO5XQMjA+D7bplkJoMcZtzPeBpZAxUxFOSthYIMNuj0NyYCxsnPEcw46SAezIoYzx73OMl84xVchBmfP/kyz6fYrNAMgzV+xGXvrw/0c3/n86k51wZLITA2S1Y46sdnDY9Qx3RgY6STKtOjLTGRnudKwZrl07250ALCxBUtXs+maGOE3a2e5UCZkyM9lJ0ZE2Ms2pUlo4KWRHyshkl9BERla7tCOTnVknpdlZ6pKqtOrrdqNNR51UWtiZ7FICQjNFZYQlMJNWpS0wIyTMVYCUAITEna83DT1kRzR/Y5EvojLgsmPLdwHALf9oHjqtMR5ya5IJAMz4GzVkuxJlkbSHGX8Xe+oyg6EkkyDR5edqQZ+mmK73/ux2lSAVCRqIyNYRdPXl96YC/TLRQWNc5UJTJJEgKVlXwJ3MjaXdjXmeyCvTC7ovfKtxCAA8P6e4Oa835TpkXVeBnpmNqx3Zrnggrnr9SU1h0vzCkZSQ2FEZjI2oj4ZifpfqS2iMC0BCsD6fK/3ptILOhZ+2FjEhM/tKBqlOSlozPj88YWM4FyC5Zlxu95LZxfGLHtpUZvb9ke+N2fH9R7YMkxBMdSuqygGSIHdKUNLNhCelcVVhwpXSeE+uN53Vk+LO8/3wsYWrOKMgjBdtzigoDTxyeyT/3F/Xlvl6Uy4QybbKUOyeu+ZtzYlpPL8x6tkzJq/vossXVec3RP1KWu+56mbi9ue/scZcvY1a0RY8+vfrhjbW5Eafu3LqHqdH/+envjlRSQn25K1ztua3J1y5DVFv3fSiqMIIB/xhfXnd7JLuVWfXmCS4IDOy6jHGgr6eZPyISz8emVsX9QEEKTQmFS6e++ik1eZ15O6JpA4+862xqRyP9uE/jl+n21lQIeodCFdf8kF+9tt1+emyUGrz+99cb9o57Ix1kGYfyIFZJnb0k5nZ9BgLcvNcnLVxBiuTnWJgVz87MzBn1EYSRjY6tAmhYyIHZmjTjCx1xKhNCDt7nYXJxpyR1AxuB+c2dnGS0hjzOIeNmT0uMm7j/hnrzDGVEaT5fNLg4/H+THb/A+XflsnOiaXMJNmRwy4HEEZgQJ3LEHlQpazjhlgEBOoUg1ymCVkHw64JWFgVqOOGyIMmbNEGKZwZ3+wMd5mZ77AEkFMBQEhpYUi5hJGNnXb7PsgljDCAHZadnNiZBY+wxMykpRPrTHEM1EkDcw5bVEZDHSSreubRHSiJpMVpZw9n1Z36fu7YtnjWQ7ML0JvlzgZQ5REAgTQJQZKAD4dnxebtigbDfu57c0xO5/eWtOVrROgMuNJFvSmXMRmh28uRndBYXp/qtnYhLIKbnolNQhKXNuvNOfkLSHr8wOK2aTsjw+ZtiRABgowBqTHfkyjtSgS3lvpYKKH1Bfs0PyBREE0HfvB2Y7ZJPKsdm1U2ZVvE+NoAkQBT8iOpANcEs943IKnPw2j55MI2QBaNqI/CndIUo38AgN6A4kr6eYkgO7bd7GtaIerJ8qAz34v2Im+e2ExQVEGTNoTzQgnVakMwgupXRkjTlZtSlQ+OGgpfn4p5HzTCmxDsrxeOR3euhx/5t51oGJ7lmvd2vX43BZByc7rvrHembppSiD/9fAqMv69VGsfkoC+owNebAqSkoj3RYM368NT6KQVozsmDC8Bf7jsAQ1d3oHVkNnL0rQde2N43tadETyxzxMMbEAzHMXJFylPcGS+IlvhRvL1H93gkdPLE4X9YP3rdN0dg5fd0+VaPQnjlwQUAEPJzXml8BzN0zUt3RZCzsweqh+P1V47BtFtWIJnnZSXbu6YOfXEXNv9ooi7/qkkovWnmIitbHFymFjsIbisendD8q3lITCpA37xyt5ezqea5bPe7tKcm2JgcOFkfQc9rO1F8wUSYW1b64y1g+esha4ls0pz5zEkpawlkZpis5QYmCasOHJiAWvv5zqzPHSQ+SdZzXCsHeKYJqONmZkjn+OfMTOcgzUmROV6a46joR2g27aBBx+P/mUx2bB+//yOA24go11i934ZB9Nb/1UJE04hoBxFJInrQOJ/5uy+mZrC//M+VqnASXlWwQ7dG8KOThyDm5hoAnLekA+/+bmvFt5d1YkpDDC5NsI3Fflx46jCMa4l7uAAWDQ/h+0va8wCgLaigqDflAnSSW4qTfHpyHkznivl/1K1o5uTeP6d8W9CFT0eEkOb6LjeBkBtTlWHtCbSF3CApmWrMaIvGZnc/eHg5xjT0oaQ77c4z3NqetKbY+/Ukt5cH8Og3KvDoMUN2q5wQimkgYWc66vNwLRJwwZfUMGNNOLfPp6CxxI9XD6/E8sn5SLsY6ssCuO4XkzFiVy80ThCM0F6gb012Z3mgqBIFnQn0Blx46lsj8eTpo6AqDExIjNRfLiCJkPRwbKvJQSTLY/YPALB6VpF1Dwpa4rj4VysRLvRh5dwSfWL3MPz2ppkwkxGN2BjGz376Ka47/wNcfO0yXHv+Bxi+oQvlOyMIdaUsOQBAQnBC6Y4eAMCwNR3w9qaxe3IBEkFdgOX0n32Ks378sXX+xrG6ojVPazj8vrUo3t6DMy5dhG//6COjRULBrh4cfEctspr3JhmaZej7jZj8wHrr567RuWhcUI7dRw1FKuTC4tvmYNUVUzHtqiUY+uIOjLtrFcbfsgKSCNt+PBljfrkUB095CiUvDZ7xW8tyo+O8CUiMy8c/W5QjnseU25ai5fiX/rUHaX/5WpV9reCvhD6pm288z+Gr23+/DcBzhnKdmSL3q4y/90N/qwP0VdFXikl/mwTp79c6pkwshcNuYEZ2Oy4iqYeC6S89UpdBBYikkEKvzyGFpL0wMUgaBMOsTyRBwuyz25BNBQFuMjDIYSey7EToh81rYW4iaWBpHTtoO7AxYwwCen+evW9TeW5vWn73/NGNdTkuMzQGR6/v8Y9p7utpzPV4c/pU5aPq7GYFwOvjc4Mnr+rM5hIIJTU+Z09fjEB+CUnjWuPyjpfqteyEpkhIXPRJuzVBl0VVqa+NJClCSkGg85d0WDv7qsKEW9V4KKVyOJdTsAl2xb2qLO7tRe3QYHTK7mgOAfLsD1sqzJcBCZBLQGpE2FYRiF/75A7JJcDSdqy6s72km2nxoKuBA3h/VmHPWa/vkYDEo98cXsc0GTrzld15vpRgu4Zm9Y3b2uPzJdKuIz9olgSg7M16ectPJ7X4Ush68vQR8d9evTzPl9AYAGgMWDchP3Lgx01Z22pyemcubwtKgCK5nh7OqOvoN/ZUKKpQzK9z0qdo9/xscmsi5HYns9y9voQ6BMZOR0E4GX19YmEfQEUEYOSW7hQAz7jVHWoi5E7+5o55XQBw/ONbCtwpzau5uGgbkpWu2NblAYBQJC0lJP3glloRyfcId1JV9BcnQtLH5Rm/WgF3QqNkwK2542keKfSpO2cW9713wbgul4CbabJUKFIqjPYAQCLXk0OgbAlJe6YVdw7dEJZMyHwAEJzLniFZyZxdXT4CyYLG3ta+ikDCxe31josTJt2/Lmf0U9uyASA8tbC1dX4ZiWx3fNntc8EY87kMzgrjzBcdm+8PNPSGIpOLesrf3JNFAJJDQt25j28OAnDlL22Nd51U3QoACmc+ThQ3MTO02zlnPmbsFXPGfDDsxJgPQlhYOrHRB5IYIkEEVaQ4Y90w2mGc+UzOCufMGocUxqT5XCqKbeecrPGGEaT5nMExbnEHdtahftgIWQNjjvHMgfkgdsbtsXCv+kabnPr1Afb4aqzcP2s8HlhG8WtYPnOCN/bez8e/h1R3qJTyMOO8VxLR21+xkt1XrgfvxHIAt1GGu76f695Zx3RLCUfsuyalHTcvZZ2poa4/GHtjOLThpYAlYGOK1pjtOPTjWyxM0sawMQEtjrj8flivwwgtzBZosewZmNBi6TwztJj3ihHqyHDn5UfTkgtJj9+/qaI125M69Yc1bgC4+o0GSRL0fk0Wrjuhsg5A1du/2Qh/WsrNxR6qaU2AQHL67mhAI6DL71LzY2klK6EqEkzAoUCW4gxuS3EPgAS5DNEX8w3ArZoCLHvzUPpnniuOpl33Hl2JH79WT87EKgDQlOumN2YWYNn4nOieYi9VtSSge+73bm9XeaDv1gc3VzUX+DCqobcXkqih1Id3FpR0ETBswYo2DKuPyXCex//uASUYVReLFrT3hXwJFSQk/fDBjWU5PUn0vqYEvQnNcrWvnlqIQ95vyF48rwR/+d6Y0LSVbSBJWDetIFvhlL19dA7yF8WhKRxc1dBYGeRNo3LKGCO4gILHfjgBZ/1+HVxJDZW7IiEXR6ilMoiClj68c+oIj/sJDRU7e5R5b+5WSht6AyPXdljX1p3vYUsPr/SUb++Gfl+MfVOhsa5iP8tu70PCx4lrEiuPHEozX90FSAlPb1LRFIbslphr8mu7snfNLs5umlaIJx45BADIxalq5EdNmPbCDj0OPs+L9aeNyM9p6UPyiS3gaQGe0sjX2edrG58PpglqnVtS4gHgdkzwFbVtqHlqKyAB4WZIDM8qcTHdvW58ZzPw2lvnYO2tc0BE2YHWPmTXtqF7XmnuuocXouT57Wj63jif6Y5m0vaak5R2XLsE7Oyu0mbLS+Fk81j21gdWI+fo4Yid+Romx9NYPqkQZS+f6JFSFptsfEhpZcKTmggT1/sghAhzB2bc3OITYWkJulCYpCnAhLAmhV4HFDbHDyIHlhQ2xxsmKcxgtKnZY6QQDte6sN3y/V3xGCDGXXyGWz5jfLXi7Acdj7fjf6Tsy0X/7yxdRDTc8fPtsDPNfRXl3xYmh0GEZz6fwMy+MT5PnQxxGuexgwrY7FM8ZlCBmUGEZD6XCI2B/3DLarx0zcqhJWF9P/3aM0d2mzVKelKuU5bpk0VDrkdlUuKQzT14+o/by0MJO/ZLY4T5V47HQwcW6+QjCeT2qXxbkdeoIZh0rMDbggqcP/cXbU24uLB/MslyQHvIrd15ZDn6l8Y8nzZxtx6soTJ77haMibZcD05a1IbyznTOiups2Clu9NbjHq4JEDRG2FkeTI/bEcGhS1shiDhBoKK5D+c+t6sKABpK/SApqWZbD/58xkj88topzRfdMxcN5QFonJBj6JdHDXc2QPhoQRmSRlz4yG2667u5LABVIXQU6l+DJ84bi1/fMBPciMfM60xkXN+GaYW46fcL8Prp1XjikokAgN/eMQdXP74Q099vROX2bghGEApDgcGi1xSGeNCFpy+djNqDynDNs0dAGK9MXUV+1I3LR8kuvT+xbA+evWY63jtnNO7+86HYNrcUuycX4PmbZiFcGYJgDPP+sgmH3rkakVI/IqX6/vtht9Va2wBrTx4JAIiU+vHoS0chUqY/rkpCxSv3HoDX/3AQBiqx8gDUoAt9ZX68+vFJiJUHMkIUB2MZEwFDHt2I7NUdyF3aikRFEHWXToaW7cmsZD8rAzaaEco+QP2W41/ClNuWgh/xPEqa9O+Yqzu1V5tOzDkLDIiZjVkGJgsTs8c5xmnAOoNjx7HO8Yk5QokddsYGHsPYIJgGE/baHyb3X0Wy+yOAt4noVCnlSinlO0R0KBG9/RWd798WJgdkCiBkYBoAy4FD5px1pLTDTfoL2EgHNucNKaVlF1LGrThyR2gcQVqhKgRpicpomoyae8+MRNSKsdVk1A4JsjE5Mcmo2WdOFDWXLpoUUfP90okFZJQxoKAnBZJARSSNzmIfVo/J7vnD0ZW5P3i9AUxK+uHbTbjwnWYcdu2kxof/sKVqeFscFeGE65V7t+Csi2pw+Lrurr8cWJT3wS1r4RIIbin2obo1DiYljWpL4N2xOTh0Y48UBPr9waU4fEN3kgl49KyYJAFJXGbqpvnSYi8SHQHI702zA7ZHjWu3XezVzTHPXw4txfxN3Yj7XEmlN+UjAEwAk3bqe9qXPb+zYFNVECpncGn6CSUB/qRgEhIRvwvbR2Z1YVFTvmCEa6+avOnXN9ZOLexMwAWkPC6OnF4VBJK+pEYeFwdnOmu6s8iHikb969le5MOSwytxxFv1AIClCyvQWehD2u9CTncKuSmJZQvKMff9BuQkBXIa+vDtB9YjxyAsSiK8+a1R8LgYFM7gi6k44q9bsW1aIfZMKUTniCz4HUy5hon5mPRpMzbML8PffzwRua19mPaPeoxb1IRgdxJajhtuheHHF3wAPQSbkNMeRyLkhtfgITSOzUXVpi7khpNYf2gF3vjlDKv9Z/50CCpq23HsFZ+icEcEo9/eg21HDMEnv5iGniEh5O7UXxIK6yMIuBmYQXB7+/cHYcqjG9F4UAWCHgWKY4nj5gRXNI3pv1iMVKEf7753IogI5usgGSF6FsbAOD4sG949EWhDsuFmloiLQwwGUPplo+td1oJ0cwyFJ4202uGDTPIwYt6N24bwk0ej/tZlyP/9oWCMZWS+c2a7g5RWCJwTSyljlriVENZ4JlQR00wNBRUxYeWwkDFLEU6VMTixMeComowxyzNBMTMWnwYJdXOG+krHmMeAuO3VcAhvOcPq+mHnmOq4g/+TYXL/NRO84ZZfCT3e3mk7FMDKz9OG4QEYPsivy/Hf5bHYXz6j/OqCsaje1tO1ZlRWnml7aW4RNgwN4nf3b5bSmoCB719Qjctea8CxK8OSSUll3Sn85cCiCIA8I/0rVbfG0ZDnQWU4JSUkLdzYjQ1lwcRH1UHfiPYEqlvjnm6f/jgQgGQ/gZiolyErsXc6QI0IgpGV6AYA0lwXZ8mOpTynfdgCRZPI7k15bUU4kJldbt2I7MhfjyzLWjQpD2e/0dg9aWt3LkkgrXChqBr3JgWOf7uhROUMn04rwF3XrhjrT+jJY94+pLyjandvycidEcvb8ND3P8CzZ1TnNZf5McmQS40FXHjkwnHoKPRBdTFL2rUvoGDs2k4UtPYh6eEYsbkLeR1xXH7tMoM/aF9/4/AsrDqgFADgi6m49JKPEexJYvo79RCc8NCv5qB1VDa8vWl869aV8PapeO2C8Vh9iB6V2lXsxztn1WDOy7qrPbcljq5iP7I7EpAE9BT5EOxKYtekApTu6EbKq2DdQeU4/fplUN0M6w+t2Ovet1fnYNf8UuTVRZHd0IvKpa0456AXsf3IIXjvltmoeWUX1uupX62SCrlQe9nkQb934+9ajYJlrfo1Hz0U4VklyNrUBTXLjXhFcMBjQhvDKHthO3Zdoq/UV79wjP49IgLH5ysjT38VbgDrCMg/ceQ+65e9fAI2vbgdweklyK4MIuflEzC4X2F/+V8tnysXff/yVcXBSymfc/TjbSmlKVX7eRXthgM4dJDflfe73q+CZIfBMNHA2CSEGGtFu45NGrHbkYBNRpMWxmdgm9QmAexdRzcb7ZONnWQ3kJNkNzCxzlmH7UW4+2xiHSNyC6K6Y96sz1rwcfPk+86ublo/Oie1akQIJGQEABgjCIG6HRUBXHFujfuap3cUfVqT3ffOTWuGcgm5qTwQv+qMYZGaxrj7jr/uyiEpqgQxIRgDN9jmFeEUVgwLxifuiXldmmDjmmLecU0x2RFUNABKblyzSHMeLZNAl5UQUmUkFWHHtktIYhJSQNLk3TFpBp65NWnF4m6pDEZLulNB455KwUiSEIzrzgA6+cPmEoLseuIbFT17Sv3uSVu7cwFgw8isSFu+h20eFkqe9XJ9lkuTcsKWiJrbk/ASSGoMKG2Ne07+e13SH1c9BEKgTxMAWPWW7tDoLT1RAgUBYM2M4siVN6zITnoV8fgF49uP/NvOnIVv1Iu/XDSutX5YVn5Ba19o+qct8q0Th3cd+cKOXEB/xgkkN00p7MvtiCsvf29sLxmiJUO292QHe5K51jYFI+kSsoUxxodu7ZFDN4ZLCCSPfnCDXLuwcg+IfDA8Rc9cMyN7zKct7JgH1/uaRuVqO6YXa83DQqmcjoS3aFeELT5pRNuH547xQMp4XlNMSfuU0pRPkUf/dm3fxmOrervKA+px1y4tipX6029fPb3zretnIRRLs7Ev7gwWrw97S1e0+ktXd6Y//UWgcfUF4wEYCWccSzxGTmw/rESE7gn5wcrXducDgCeabsvb2KVM/947ucLF8OEnp7aTQXxjjPnIuKZxP11U4WmMKq7edHTrnQf2kdybKMeZTXYbcs2nRd7NYVb/6BFtyPN5iBD3gIZqAJASHUQUY4z5yEGykwOQ7Iq+WWNhpmeCs87FyCbumQmjFM5tYp0Dc84kGYRdYkxKYRJtmQQ043nNxFJqxjPNJDKwcNQ3ybU2cQ/kGOcc2PiT2GMe7XtM/Rfw/y7Jzjl5G2pyXbDZ7LfBscL+byuf9TJghN0d7TD9W0l22Bf5zhm/2U+QxlnHIsdJ1ElhYyEGsss6IXRijBCybufatqpAtgd5FSG7HTiIdQ6SHUlqMQk2DLJFmOQZoEVYZDpqIZhx6tImyhFauAObdk5oMQUlFKIWk0AnmN7OIR83I78zgZ//cVPZ6nF5uPeMEZbojvPa11WH6k69dpICIOuI1Z1SQtLoxl7/mYsIl35vpP/sD5sBAEwKlmYM707Kixy2JpwFSEzcE/Oee/Fo9uffbYLLmKzXDgkqh2zsduSBJ0kDKLopQo9pNyLf9UhyAnEBqRkBCU4XPQCMr4uGzJV7ws3x6cRcOmRFB8wdfq5qyinvNuYevag115/Ux524h6Omrjc4aXOXa/6KdiS9SlJCUmOZ19WT447WVYVCM5a34uI/bByR8OpOSwlJPdkeWjanCO8fVdVwy48/nmSet7y+NxsAPAmVHfBOfXFpYy8K2uJw8fFV9aOyMWVJCwBJu2ty8iwvAyNAgAKxVODeu+aBM/K4gXwAaB2di82zS9CX7aaPzxmDnJY+6hiZXeYlIFXoNejUoFieh3wu/W/s7VVxwk0r0F3sh5LSkNscQ25zDJITVh07FPOvWwqmSVTW9QxpmFqIIas60TYqG3944Rs4+WefYuy7e7IqNnVmfXzpJBRvDkPb2eP1KAZ3I8+Ljd8bi+3RNKpf2QVvV8p14lnvVC2/fia6RucAcISCAxmub4dmORgRmk4ZhbF3rQY4IVUZKmYEQEiACGNvWV4c3NKFjfcfAi1bsV4OotOL4WmMIjK/PKQQhTKz1xFKfr8aankIPQYfIPvFbYAm4NvYOSQxvxyMCDs++hb6Vrai+OSRhQAKCdKOvwdAjn5iAEyO9HWMHMQ9AKYrnkiGuZk/AiJskXeFCFviU5oWFpq06mjmWOLA0GRYWCQ7GTbHDEbSakeTMmw+94LJsJW/g5hFDibHOCcchDjmJMfRFx9TPwfeT7IzyikArpRSdhmM+isB/OA/3en95YuX7bVt7l9982Vcf/QL/+muDFpePq4K4VxvPNSbxtwV7fjuC7ty+9dZuKIDr/1iedXlz9cBAB47pMx64Ry3p9c3qqkP93+jAoZvAi5NYFx9zHvZOaOwYkQWtpf6E0/cuxE7i31QORMaIzx5QCFuPb6q1WyHIM08NNZee6+XZ6TCIoP7zaTE8urs2JE3TsG7E63dBEgQNMa0vKidr13RBEbX9eLiKyatl0T664DRT3Ny7/Ur6PNxeBN6ultvSuKVIyqa6yqDePb4Ktx49ZRtrpSGQJ8KLiR5kjapMKcrgWE7ovjRr1eNaC2zuZ+hSBKrZxajrdSPf5w4HOumF2Hlgbq7/chn9bEukuPBtgl5eOPMamydXICPjqmC6mbwxlT4YvaCxxdL47RbVyDlV/DahROw4C+bcdgf1sNriK14IylIAtJehod0ZjsAoHJdGBXrOzH+3Qb0FvjQMD4ffbleaJyhp8SPdYcPwe7JBWgdmY0D/rQJJ163FKdcuRjDl7SifJ2+1dBb6Lfc8juOHLLX9ycVcmHTt2tQ8UE9QrsjqP7rli/0/Rv65FbMO/l11N53EGofORTRMbmIjsnDipeORe0z30Dx37YjuLYdwY2ZeVJ23DIXy9afhfYTRmTYc/9Rh6rLP0TJA2tQdtNiy959SjXic8uRnFBg2TyVwc/lmt9f9pcvUv6ZPfjcf+KY/8byH2HR98fWhEHwOSjaPjjEY0xBmkyG/MDsdwyCGSePnvaVZTDnQcwH82QZuL9gjBUSFCKH3SLZOURlGKMQMxaxCqeQSfTTuLRWs0xB6NpLFiO/rQ+1s0urHzxvNJbML8XqiQV1Z/1l85ipqztx5MctWTPXhvHaIWV46YASn5QSE3bq/Jhxu3tx6NoubB4ewi8rq3HDY9uQVpi876GtxIXEFd8dHT5wXWf+0cvbURZOuH/8RgO2lvsRVSWNaehFtZ7chN9xwlDUlQWwq5SorDuBw9aEUdqdtLK8mSvyYEKD02XvXKXHvZwrCsNfDy/HoWv1942X5pegMJrunbemI9usp2gSZR0JnPmPxsqzbp6Oqx7egjG7Ihnpbm+5eBxd+qg9MQkCznp251AJiaHNcbSMyguOMhK+6PeUwASBGeF8o7Z0A5DB1bNKUNzUB5ISO8fk4ukLxls8rboJ+SjsSOK2s9+Foto7cnec/hb+dvFEPHaNTmbLjaYx/qMmnHPrSvzFyAc/tC6KIRvCKNvWgzcvn4yJb+8B0yTKd0bQNK0QLdOL8P4PJyIZcmWEnSmWL1yi5pNmbDisEkxIlG0MY+jGLnx4ySSrLicAjFC4swfH3LDMsnv70hDZHrx/02x4FAYzJsCjOJjijLD5vPEY8ew27DprtNUHToTszV2YfO0S1J88EnWn63vzLsdyvurJrfA092Lo37Zj6x0HwK1/ryGG6n/CjpNHwVsfRWpCIdycwfHs2o8T2d+Sqp99BJKA8CnQ8rww4+w7bplvrf45kUP+lcC5neFuYEKfrfRHZNMkWD+xGebExsEuhdtCMpwHyBKT4gHNEqViAc1QmCHGLLsTMwfmnALC6gQLmFn0GFHAIuIRC1gEPWaPcwqzRWWYQzCGHAIz+CfG1M+B97PojfIc9Ex2Thf9c/h6lH8ri35f2ClI4xRYEGJge4YwDKSjTZst77QPn1QYvfW90/KNg606kMLB2HdiWxhGOkRlIAcWm8kQlemPaQC7RDS3Uz/d8C1dfrNOb1Dp+d2FY3HTjStR3tSH/O4kTnyrAYUdCe/DJw7FoydUoTXXE9YIeZc/vQMEyn38sHKc/sspKGtLtNz1wMYyALj9T5vz7zqpCgRgxrZoalhrn3tYax86szxc5bpACwBc9EYDBCdEvYo8y3TtgwkB4fBu6U55GCt7c/Jvy/Hgw4m5eOGg0nbGaMg3Vthx3rM3deHCqybtmPuTzqlmfVNSdmhzgj9+9XKYU8Hm4VmorotCEhO7hgS5J2mPblwIq97orT1YtqCs97XjhuHchzcirZC89VezqGZ9GFl9Wr2nLz2ksDWO4pa+3ue+Nyb43rFDMXZdGFM/bkJlXQTfuXsNsrqS+M1v5qGgPQElLfW/LiOEjBCrUWs6EC3wYsfEfMRyPBCc4I+msPAvm/H+OaPROjIb2+aWIulXMGxNBzYcMQTZTX1or862JpWNRw817qNdmiblo3FSIXLro6ibUYRZT2218v9Vru3E1iMqrbqLzxuLvD29qFraYs9gRNBczDFx2W0zAoa+thtTb1qO+qOrsOq6GWg4dii4Y2JkBIx4fDMCdRFUPbkFewzynbOPuy+cgPInt6DhnLEZ6WnNqXz3dXMyhGTs73jmN8UsqeHZcO+OYtdLJyA9JCuDcOc8diC8Vx3HDwPZ9ZS6Ns6obzLkpYjZJHoRc9rNc2pCWAx5oWkxa/LWRMyCmmbV0TQH614TMZPCpWn2uVRNs8RpNGEz3oWw2fJiMOGtf2FMxX4W/T5d9OdDX7GHYWez+zooyQH/JSt4E9CXFCufEROfGdfuKxwSQuGQUEadzNW8E2Of8e6Dx76zQXBm/QeunIrdI7Jx7y+m777+6mW458KPUNqWzAWAa385Ddf/bHJ488gsBGIqvvFRS9a9t65BzM/x9OEV6dY8O67422834KZHtmLzkCBXHSP/5X+rQ3VjDL89eaj1MpcfSbrTnOHtKQXo8ygikNRwxQt1uOzleitPqLm/bmOJuJsj4eLCnKxXjcxO3nzmCHw8IQ8/f3pX0aXP7cYpHzRb5143IgQQBcleb8mEEXde1h73mWfaUx6Mx/wKmJCQBLr/mhXIiab2Sn/bVBrA06eNABEFd4zKRl/AhYTfpV3wmzVwpwTeOq4q8cppIzFqQycKm2L+/LY+lNbHcOQz21DUFMMlVy1BXps+qee3xrF9Qj5ah+iPAAkJJgSSPgV5zTF8+5YVOPzxLXjn7NH4861zkNMax6y/70TVmg4kgi4kgy6Mf6cep1y9BMmAC3+7dTaSRoy9pzeNg+5Zi6JtPc7uIxl0YfOhFfCHE/B3p5AKuBDL92LrgnJ8dME4jPyoCXMf3mjV32Ew9gHC1sOH4LXfzMPbt+teBHc0jZIVbRntV/xDD//LW9OBwcqu74xG19RC7D6jZsDftx4/HLXPfAO9Y+2tFnJMuTTYTD7IFL/tlROxee1ZSFWG9lrlD/gD0b7MGf35XPUdWGH7jn3PtPNB4uN1++77ahGvi2YPXGdgPNi4lRH7zr6SVfv/5Ar+Myd4Y+/9VCklGZ/z/11a8GZWu6+w/Fes4B1v2/tczZNEnBMDJwbqd6yJM+yEuK4TTYAhF2uwyKw2P3lmC7t0/F/w0MXvQggZF1LnFAkhogLGP01ENSGhCQkhZVRf9wEwVufGeaOm/CUjPQ5e/wgHRpQz3SVJQHTH2Dzcc+NMtJd4u0qaY/AkNdxy9ZLq41+vB2eEXcOC0Vsun4jGUj8IQHlbHM9dvhRHrOhgn8wsxC8vHmfdyFENvXj2xlX5Z18/FT+4chLMPfiRTX249ZGtubedPhLCuFm+lIbDVnWgvtiXNI8viKYUjWVO6hpj1kTrS2nwOULh+oKuVP3wEK56Ziembu32HrqyzXEsUFMfA2fU25ZvRlFL8hsiJyRM7wDh0VOH7Z6yUX+kFE0iz0hKYxH+iPDCqSP33HjLTKSz3HBx6o2U+nHlAweifkRWtLg5hpOe3IqbfvhR1bf+vAW+PhVME2zi6k7M/cApEwvrr6ZwhuLOBAob9Ecg6dcn53jIDSgMkhEURvAqhK6aHAhOICEx7tMWeBSGynWdVosT3tyDsp0RuLj+dz3wwQ0Y/3odjvzVCrg4ZXzM4wp39eDPL34DvYU+jPy0GbOf247Db6/FlL/twPC1nfC5GHYfPRSai0P1cuw4ZRS6pheD53nhc3EcceViLPjZJ5j+4Hr4XIRJ969H4ao2JEr8WHvbXHg4g4czHHLC6/jGvBeQ0xKHizP0jc9H7SOHovk7uuvezRlcjo+bcceHwc0YXIzg5vrHxQhux8e6NkZWfTdj8HIOL+fwcIJifLhxTxWm67+7FaZ/OMGtcP3DmcPO4HHpH7diY4+L4HUx/aPY2KNk1s+wGx/OEDPbZ4QYY4b+fP8VvPFN0YTmwJn2bYc/j5obPkV0/hNVUkpIKY2Vve50UTUR0ySgGdiqI0XcGlf6eSrN9vev4L+8stcEb4i9fObnP93p/eXLK6/dU5ujpTWsf7/+P9qPFoMUJiHpuFfqMO9Ti/OGq66ZAlXPkQ0mJS56ekfBFY9sxYaRIfzkkvFNZr1gPK08euMqgAjXfb+mxbRLSLryqR14+JghEIxZ/u+aPVHf+5NtgQ8uZAbxjQsBCWBjVchqBwA2VYXwh5OGdh37UQuyHPrsCbdiHTukuQ9/vnrF+PwufcI2zysz1mASByzryDF7JBjJpJsDjj6QlGgt9tpMPQD5bXFU1kXx7rFVbc2VIQCEYCStzHqvwapT2BxDd4H+ciEzloxA6a4ILrnwA91rYGS/BwB/NIXH7piL566djvfPGW3VbxueBdXNkQzoLwIv3T4He2YUI+1X4ImmcOTNK1BorNibJhVAc3G0jM+HpzeNitp2AEBWcx9GvN+AVNCFd66Zbt8Bo2/dlSFIIhz1s09w4G21AICnXzgSb9+3AJ01OXt/YVjmNUlGSBT6EBljU4S8rX0gTcJnvMgceMiLWDjlKcw77O+oemDdZwrA/LMlb8yjGDbqEfQua/nXG/svL+Jfb2J/+YrLZ+rBf53KAHrwxwG4x8CdMEKA/kU8qB7858GOwGtLD5766cSbWHNqtwtb010Ttja8JmFrxkuZYTe14T96dov/uZsXF4yYVhr//h8PazPbSQsR1qTIA4CkJsNC6DglpG1XEdaEzAOAhCrDqmbU0WRYFfaxqiYNu7Bw+YbORE/QHWwv9atpTYSFkHk/v2Fl8dCdPcaSl2TaxeR3751TDwCqJnHxn7fmz1/RHjTj0FeNyem74bzR7ZO2RNwXPL8rv7Qz7jZ/9/IBpd0fTM3t+809G8ucU8HvT6rqPOaTtuDQ1j6PLuSiaNecV9N61ePbC/MiKcU8vr7Yn6xs7fPofyRJ3SFPKjeqq8xJSOrK9qZICJYTTSlpl6ItG5/XN29VW0gwkmZC22jAlV45LjcxZWOXP6s3pfT5FM2b1LXZzXZg5KgHgPcWlLX85YwRyRNe3ZN14iu7cwFga3V24slzx+w48rXdQz4+uKy3oSa35fbz3p+spAT94ZrpW4bsjBQc9/iWfKknprHi85+5dHLb9okFiblv1+fOebXO540mlY4hWemXLxrfPvvVutDYRU0hABCcycfvPKDzsAfXBT4+vbp7z/RCZsasK5xZ8evDazuy66YX9gCAi+vx3eNfqQvO/tOmPHdvivUW+9NPPnlEuPqdeirc3OX59EcTEydd8EF27s4ez8YThvc1TiuMHnH1kmLNxeWf3jhmj/FM+oYsaZF7ZhUnGGO+Q25c7q96rz6k+RTB4ypbcvmUjl0njbA8bW4HIa5ySYu3dV5JQrcz5KzrdPcNCalajsead4o+afFmbeh07zx/fIQR4eApTw014/sBQHi5XLz89D1mfVPOVb92/VzcEe/ujH0nxny5T27kJdd9WhA9dmS86a4FrQAwctSfhhKApZdM7Sq+ZFpaOoVkpIm5j5ONGcG633bMOvMROWLoHfH3Utqx75DOOHj7XHBgs8+KQp1S6GMV5+hUNR0TQ2daFcYYRp3ptKZjYp0pVcdErFPV9DqMqFMTIr/hiY2BvLkVLf7hWSHjWjoh9ToKZ50EuRd2u7i1/+XikGZuaMZsTXfFofVuiG3902PqIHgzgG/g31T+a/XgjdjxB6GHywGGmty/y03/FZf/ijh4DBYTP4hOvG2XdWbMKcEhPANb910TckCtd2e8+9yTR9XNPHEkAxBICUHSFp5p0ex4+hbhsDti7lukU4QGtlANDSA8A6nby3ZG8IObVoi0m7FrHj7YEqq547ppKKiPrfrprSunBGJpcqWl/PNFn1S9dEwlnj+ysu7354wKrRmbg4se2yYlJE3e1BV45IaVnvOun6pcfM1E3H/L2mRxhz5xH/dxc87BK9tzz796Mo77qKX76I+bcwDgor/tKlhdnYPHjq7GpU/t0IJxlV/xxLayNdXZkbK2RFb1Ht17V9Ea8/7l6CE4+b0mLRBXeXY06f7zicM6zn5xVwEA5PUkXSoDaYzgSqvcrWmhZZPyMXNN2FrpP3tMZdM7B5RUnfvMThy6qEWunJjPF80sxE//sElzpXXRGkEkJQPjmoBUmFQYVb163FAc99oewYRg7x5Z6bv47rXDC1pj/hHburNu/e28Fq4KpimE/O6UcsxftxZISAjOhCCingIfxbPckV3TCovSARcWnTYSs17bBQCIFHpdrWNzy/4xJIiuyiAq14cRLg9Qe3Wo4MnfzAUA38yXd2LC67vx5s+mIlyTA3NMbJhZCMWIoDGcKdh0XBVKtvWg+o06CE4uTrJ4we21ACTq55ZkW2K2Cgs0zi4OfHLZJKSCbnLkSEDTnBIo0GO3l1w+CeFRWRj3zHbG4yqKN4UL6tkIK5bM5WCpdcwvtUhrnAjRiQUWNkvXAWXoOqAMHMhjRNhw7wKMufwjSAkCI6QKvMSNPA5mf2C1qf+vx6MPjP2r9f1+79o2n/nMLb9iBuSSJhT9eEoeIK12mJR2+lgIMDN+HXbMOkHaKWzhqE92O0S28AyRBHH7WLMQSZDjWIswKGHFpkMgzGxxFyuWXUppjWdSCIfdxkLKsJSyqvzMMSCiemd9S/RKCutcUoowGUI7UsAat4RD3104NeDF/jj4L6vsi2T3IPTENnnGp8uw7S/7y79UmACcWxMvAAB/lUlEQVS8fRruPONtnPDkNkuppbnMn7z0nnl2PSlw4iu7cfZzO3MBYNHMQjx4+oiOpEv/6ub3pPkLly3BLx/YjAuvmtT89qwipI0E48G+NB68ZRU+mJofu+vbo2DusU/e2o2fP7YNrxxY2pNWGAIJDQetaM/SGOGRE6qsofI7r9dDEsmo3wVVYVg5Nidx93eqYY6wXEh05HnQUBpIfjCrCFM2dGUI1HzvmZ1D5y9rx6GLWkBSUk5PEutH5+D1heXNggga19313GD0z1rSUggAQ3f3Wtn3Lrh3HQpb+3wArOu64f4FuP+X03HUE1sqyIgtevOsMXtueOoI3H3fgXj41jnbEwGX1Y+u0gBUN0fbUH2rIRF0YdEZ1XjqV7Pxj4snZPxdpr64C3n1vZj+/A54etOoXNX+mX9HbsTv87TAjD9uBAkBkkCkLIC8nT1gqkBWo74I33JMFcpq23HsxR/B49jaMEsq5IInkoa7N414gQ8rfzQJX2bpPLAci1acjk33L8TiFWdg5esn/kvttV8zCx0/m4GWe+x4/+F3rsD0Dxv+J1z0+8t/f/lnEt2csu9m95cvs9AAH2aQ1cyPSeDJsHGW8eHmx1GHGGWE1ZgkGf2jE2OElNCMj0XC6/dx7vScc8Y/Jl987GvIbunLvA7jPM0jsnD3nfPWmKSvQ97YU/GDe9bpoT5Mj2W+4E8HY1dVVsK8A4d/0Jx1582rkJ0U+Gh+Sezc387Bw6fbiUEmbe3GjQ9uLnzozJE4867Z6Am6rAwwd96zoWzmhm589+bp2FaVFQcAtypw7KKWrBcOq8DSibpHckxdBN/7ex1Ou3fu7m1VIZCUCPallcdPrsL1l09AZ1lAXT67CGf+fh7W1+TENc4QDblw1S+nNgu/Ai4kVIXJd40kMhKSDl7SZuV+H76nF7+7ejmGtCa8Hx9QClVhEAzYNDYXnQVefHB4ZYvHxXHBHzdmkOzMW1va2Ivv3rNuqJbtQduoXNTX5PYCQFdJAKuOrwqbxCpfxofw1F3z8OJ1M7DkvLH9frf3Z8XZoyE4w6hPmnHSFYtx7LVL8YOT3sDFh7+MC496DUUdiQzinL2i1bHm5mgfk4u+8gBYWn/5qFjeZn0/q1+vQ+HGMKo/aIJHYRj1cTNmPbQRHoXDo3BwRhCcEC/xg3Ld8CiEUW/uwSlzn8dxM5/DtBuX6yQ1zlD5XiPG/W4dXIxZHw9XrI93kE98XplFxHN+nNc15BefYOLoP6PgxR2O9jOfL+R40HPBJKQnFljXl6cJMACpNe17kQxdCrc+FpnOQYLzGn8vn4vgdRO8bmZ9PMbH6+bwuxXjw+FT9I/X+eEMHqZ/XIZojfmxxhCb+GoJ0uz1cfRd4XB8KPPD4PjY45BJ4tPHIoNsyPWsgpz1iybYX76Ssl98ZX/5zBLa1IUFx746cdhT2z73Mf6upJupAmde8D4uOPudyQPVaS0PJHfV6IQoCUkTattw71nvYsbSjiyzzs1XT2n93h8XoKFcZ9GXtfThgZ8sxmkv784GgPfmFaM93yagTdjS7f/tLasR6FPx3VumN8R89g7U/FXtuPwv2/CLS8e3dhrSnaGYyr/1xh5kR9N48PSR1lL15rvWljQV+VA7Lg+bR2THz31uJ27+9Rpcdd+GQrPObZeMb3v3gBI8evooTNjU7bninnVgQuKv3xweXviRHi4niQmVM+jCryT9cQ253UlMXdWev+CjZniSGj45oKz1xW8Ow1W3z8brx1e1A8DOUTlWv5srAvjpU4et2mpkPavY0WOFHD3708l7rv/bUXjwjrk44TerK0sdCXD6l92TCwa0j3m7Hhcf/jIW3rEaANA5LASmCZAmwNMaJBHcRiY7JgRCTbGM4xunF0NzcTRNK8CK88fh9d8daIWzrT+tGiCGuoPKMO/WlThrwYtIGvd+zFNbAQBzbliG0U9vQ7ER9rbmogn48A8H45O75lvnyF9ph8TlrrbD4MZfvRhDntiC3KVf/mrZX6uTPP1Lm7/QcbVXzsLyBZUovmDil96n/WV/+aLlM0l2g+Siz5VSnvqf7vgXvtB/D8nuXyrS8b/zzzIQ1gCY2aE0AaiavlpSNSBtYuHE0lFHWDgtpFUnqTmw0MKqEHkTL/u4IP/9+mCiyK+++/qxDWlNWsS6lAYHlmHNINZVfNycnvTizrKyNW0BAslnr5vR2liTm+rxKR1m/bRBxJv1XmPg+L9sznUnNS4hKeF3p66+fVZLLOgSmqZ7EADg3D9tzpu/uDVkkuCiQZd6/u0zG4UEitviyvV3ryvJjaS5hCRVYeInv5jS1FTgUU95syHrpLcbchRVWHzxc381oz4aUMQLlywearYHADdfPK5l5O5e92mv1uULzsSi6YW9fz15WPf9Vy6tNF3mS6cVRe/7Xk3nr25dVTq0PuZOupl8/YjK7hNf2Z0rIem3P5zQ8uMHNhQpmiQJSWsmFvROXtsZcJ5HQpLgTERDbs0bTzNFlew3V05prq/JaZESeQBw54Ufl/v60sriQyois9+rz95dkxevq8lJbJ1R1Fo3OtcLALl9Ws/ptyyvyepKsVB7zN1T5E///uFDGl2cwmY7CieLfOXizOfpSSXHvVPvn/BaXc7Gw4dEqla0e0vXtfvjOV71z88d0VC6tSd0/I8+zJOcyUffOr798GuWBCqWtATSQZfYdOLwnlXnjI44xWOc5C4iGhBzRr4TT3kzL9ASc4XH5qdytnW5Gg6s6F1806y+o07/R26wMaZ8fNf87pbpRRG9n/qx7p4UK9oUdneNz0+NenxLyN2T4g3HD+vtmpCfcnOGOSe9VuZrjCkrnz+6qW9oSAVgybMCmfvxgwnMOOsQA/Kf2hIsu/7TgtjBQ2LJypAavmRaUma7++xrdRLc5F5kt70EZpwkOyILcwexzokV5iDHEQYg2ZHPFLNheiY4C5vJYpieCW4ge6cwSHaMoVMzMBE605o0MHUm08Ig37FOVVX1sY2xTtUg3zFmE+44Z53CwIrCO6Uw7ArvJINw51K4g3BnR5GQmT/KuPcm7p/E6Cso/zMku31N8F8bkt0AE/yhAEyt+VoAU78EXId/gQQi5ACEO8ok3w1UR5Wo0wxRGVWTdZqm47SGurSFZZ1qYWFhVcDCcVXUpQyc0LQlqtBmhzZ1oeamZZH6bwzN2nX6KKQ0LFGFmG0cu0QTcjYApDS5RDPsKQ1LAs29s0+5bBHcCZFiKdXdOiIbD98+d4mq6XXSmlwihI1/c+Y7s01ndMrDsWdoCHdeOcUSmNEE6q64fVXVqO32KjXh4Tjv7rkWYfD8x7ZH5i9psTwA3VluXPeTiejzKHuuu2ftkIrmPiv17PIJ+Vg5saDte89sK3Kp+gr77fkl1JnrwehdkVj19kjAl9B11u///mg649kdyI6k0Bt0IeHhYKBUXmfcLRiBCYloyI20i0CS0rldCZfGGTROmjulk+mcIjSqi2tKWnDBACISaYXYPVdPQ/OIbOu79Juz3hWkSQYHeaq+OgeP3DbXqnPFOe+kfZGUSzIGySA2Lihn9RPyMfaTlvCLN87IO/fcdxHsTOKvDx2MSKkfnBFO+vHHKN7cBUiJtN8FnrJz2W/45kisunAcQk19cMXSmHnfWngiaQQbe9E1Kgdv/eEg41nSk83kbelCy/Qi63gpgbwt3UiFXOh15MInAoJNMYx8aRe2njUaqZDOD2AE5G7uxsHfexcA8MnvFmDyr2ux+8Th2Hn6KMz/3nvI2dyFXadXY/OPJiKrOY6533wdqTwvlrx5vNW+c1L3DJgeF0gub8WUs95ADye0bjzHsjNH0CIRUFX9KLyQSBYHsHvRtzJSz/bXgycHztCGN0lzDk13RmQx852YM4LLJMQxgqLYqWoVOz203ctBJrzPMw8SoVZKe9yysMMugdq0EFYdTUgdS9RqmoGJaqXUMRHVwomhY8aoljGaCgCcqJaTjp1CMkQ2gbi/3RSh4ewrIdm9A+CrzrPiuO//uQl+sDh4M5j02X6Jbk79/zi57y//fImOycWnTxy+cdfpo77QcZFiPx558nBsWlDWLhmhbEs3fnnCa7Mv/eFHA9a/7PGFWD6/DADgTmoYubUbpz25LddZ57afT8b7B5ZbMeLepIYnLlw01Pz9A98ZFW4s8Vux1TmRFH5zYy2iAUX89KopaCzxW23NWNeJ017bnfOd385Be54XMZ9LO3RRM057pQ53XDS2faUjPv7ChzfhlaOH4OVjq8IAUNCZQH5nwrVkVjG6cnWXc1OpH8tmFCG7J6kAANcEND5wzgglrXFJeh75u6+evvmeq6eh3oi198VUVK8P4/HLJu1oHKa/q0iFa5rCkN/Sh+tPen3q5PcbkNMWhz+SVgBgx9QC/ObvR61+47JJ+Mbdq1G1vDX3qFtrkdUaB09rKNgVyTi/phD6Cn3oqMkBJMBUAaYKVC7RXd3RMj88kRSK1nQg2NiLt35/ED64Y15GGwf99BMs+NknmPzAess27K16HHneezj29Lcw/PXdGfV7ywJYfeF4a3J3FhISJCTGPLwBwboIhj9tbwdJxyTta+gFUwXcXQkrtv3zluS6dnAAQe2zw4Jd0NUSth5R9YXa31/2l//GstcKnohuA3DFZx30VenBf6UXuvcK/iAAvzFwG4CiLwF/KXHwBDsmlBGkJu2YeDM+njkwCFLTdCzQLz4+repYkkylDbuETKfNuHnIlKrXSQnIhFE/KURHStMKACAtZEda6Dgl0HHsrGcPYwJYdPvcFXVzS7lZR9WEUR8dqnUsdZSsbR9y5hWLa0w3ddrNxP23z/+kqcwbNOsIo/35bzUo3/zL5gmAnvjlraOHNr17WEVnJOhWhdRj94dt7/X+5K5V1Z6kHWq2aG5J+yNnVTdIKaisJe6+/tZVoz1JVTE12B84u2bnpzMKIme8WFd89NsNZWZfNM7Ez6+esunkN+uL5i5rKwSANw8tby5vjnvbC3zJAz5pLlJUjQMkI9nu1PKZxZ2Hvl1fKiGpN8udqp1W1Ckh6cAPmotAwOvHVDUe9WpdOQlJK2YV71ZdzDfr05ZCPYmOmUhQUtLnTsd9THxwdNXmj46s1ABAUVjbZT9fPL+kPhroKA32/PGGmbvP+nXtsNYR2a1r5pVqp921uioYjns3zyntLN/WHQh1xL1ETNz68lGrv/HgxlBXRcB14CMbK3lasB3zSztHLGrOl5D05g2ztu2aWxJ1KSwIKXurPmkJNR1YLiXQe/pxr4539yTdANBX5E+88uLReyRkr7c7xefcvHx4KuRKLL1+Zj0xCkLKXuNZCh532MvDlGjS1TGtuPfD3x2wFQAOuvCj6vzVbUECSdXD5d/eP2E1ADDHscPerC/JW9fJVv18ShNnFJRS9s756adDfR0J3+YfjGuofmhDadvBFfHt545uAIDSD5tCrQeVRwF9tVtz+8qyyue2FwkPF4sWn7oWADx84BW8m2Wu5lsvfKeK8nzp4l/Nt1L89c8423bXyiIsawmVPHP0Dr3vLCiNvjPGgl2znxwyuTnqXXLCqO6Kew/eqfeLBQnUa2KQXp9zFmQEy84Nu8JZkJt2zoIKc9QxMCMESRqYISgHwjSwnSgTC2HhNiH1sYoIbUI4sMOuOeyqE2uiSD8vtWlCFhl/2zYpdcwZa5PCxNQG0o/lhDYY7TMOKc0xzBH7zh2x75wyx79/ZUwdBK8FcC7+TeW/2UX/9r8hZey/50L/H7joB3PL78tF77SrUtaphrs+rTrd8oO461XbXZ/UbBd9XBNL0pqmu9yFsNzyKU0uOXbms7MBYPNZY3bXnjd2qGl3uug1R31NyNnTX6rDgX/ZrPKUqgBA2utKN1YFXX+4YSZUIZcIw9WvCblESjn7yquWoqypT2gEpnECk6T98MEDOABoEnWQsuqqW1Zh+K6I5freVZWVuPEXk72Anj/g4R8uqlJUM+8J4cWjh+BvRw+pm7OireqiP20FQVdgayrx48rrptUd/l5TVWlrHId+1CwlJGmMcOuVU5qOeLuhbPqKdkOxDdRR6EPCx5MlTTGP3j7J1hIf5XUmcPONsxoOfL+hYvzaMG64dWYtgKknP7UdCz5oVpWUqkgi3Hv1tM1nP7B+dE5nAiCSd988k+IBF6746aeCNMlISjAw8ca3R7HDn9wKoTDtpqeP4LmtfZj/cl3Le2dWlxz2502Y8k6D7Crx0z8unoDTfrlUpj2c7vvbNzB6Weu24Z+0jBr99h5obo7Hnz0CyaALLk7wRNPI39qNjpklAIARb+zGmGe3oX1yAXYeVZWRCU5xyu30e6U/7OQ3EWjoxZ6jqrDyl3pmuuxN3Zh+8woE66OIF3jx5gv6NqdzH/WE+X8DJLD47vnonFVs2Z174dxxgLlj62+MYe43X4cacsPVk4TwKvj0E33ncLAJfjB3PTn33TFwcbrfncd5Rz6MYlVg9dBsFH58mnF9BG7psjuU3AwmullHcbjiXWa8O8t03Zv2z5GuftA6/Ys1xPdz0QsD0yDuemcdCdRqUhj1M1300nTLE9WStFzxtURG+4RaSAtbbnmnK54G0YNnX00c/P+ui95Zvi6T+yDlv0psBl+S2EyGgANlis3sGzOnfUAhGWIU2vDDiWidU4K1F47v3Wd90sVmVhxfhVuf+8aW9oogNIXBnVCVqs1dOPnBDXAK0pj1b/vVLLx/WEVcMMCd0uBKa+zuiz427o/e519dPQV3XzKx2zx2eF3U88cfLkJBRwJE5Pv+7+ahqcRvabcf8496EJFv8fRCfOf+eYiE3JokQllLHx678OOqwz5swuuHlcPMOM+FxLW/WlX6wYIyPP5tc4tCoqC9DzffMKNb4/Zg/PS3q/GjBxegrcTnWvhWPYpbYrj9ssXj/TEVC9+qhyulcUmE9ZMKsGt0Lnv9JF07XFOYBIBZ7zWAq5JISgjGkHYR6kfmIOFXEMtyawDQVezH6xeMjySCLrzyw4m47dVjtj340MHoLvEj5VdEX44bALBzbqlsnJgPzcWx46BySwhm3l1rcNpp/8ARVy7GVMO13j08G0wViJYHjcQ2n698eu8B2HZWDdZdZseqd43OwbbTR4GlNHROLsSRJ7+BExe8iICDeR8v8kFyQqw88LnPBdjued6XxuK/H43aZ/5tHCmrEAEdfz0ay6cUIfTk0Zm/2BsCGNieKWAzMP58m+qD93OgwgkOARgH5nCIzQxiz8DkqD8wzmjfgZ1CMmwwsRnaLzbzZZV/Rg/+61L+K8RmBsJyAEGafWF7gUJxMkhHaYi4+Q5HGuImFYhpMs5MO4RlhybjzMgPRpqIKsbXI6GJqEUi0kR099mjsfvs0XALRLlCOPKbbyLQ2Dtu21FV+OTnU6BKWyJWQjiEHUT09/ceiAkfN+Obv10NAJjxXgMmLW6tvune+YgHFAAySsbFvPjt6vYV80oCP/ulrgnuTaj43fkf4q6rZqi7h+ljxpbJ+T2/umFG7o9+swZZkTRcaYE7rl6G1VOK/L+7aAx+edMMDNsVa/rJXavLSUo8duFHxRojPHJ2DX585+yGqt3Rqut+pec+L25L4MbbVuOXt8xqPPvRTRUjjfzqI/dE8fY3hqCyLdl98D/0FLI1u6JaS3kQ3bluNA/J6toxMT/Pbdx/VWFQVIFQd8I9eV3Y4s+TlBi3tgMehXprtuhUliWHD2kpa0mUHfJynf7XYITNM4tQtiuaPO6Rjb7bHzsMQzd37Tz2wfWj3/l2DdQsd685sE9+u17JbYjiw3PH4P7nj1wDYKouYyp7Nx9RCRCw8M5VyG6KoXh9J0wBcaEwMKZroY97eiuydkcx5rlt2HPmKLgcbm3nPMH6zRrakCzs+PFkkJQwdf0kgOLVerRhwdoO+NrigASm3r4KBUtb0DG3FL72OHpG5yIY0+BrSaDPmOhZxirVwXg3/o/MKcHWq2dAzXIjVRGCYA42tqOnzpW6E7sc7gj2BVbwmTZC/rxy5L9yUuZK3aHpTkSODHQO3G/Vzve1ancYBtObH6xO/59NH5aQiDn2A2Nm/6WAQzrWxhCwJF8hEXNb2fcQY9z0WCDGnHZLRgkxs29SZuC4ow/WGNbf7riU/WIz/0L5X57g95cvqfiNhDbly1ox967VWHLOGB4NDv7VWndAKVbNK1l60ylvziYp4YmryhU/+RQtlUHcf9XUjLr1VSH8+LGF+O1335dclaSkBX5+w7KyF04fifcMDfGGIUFccc883HjlslRBa8wDAFNWtQfvvqwLV90yEzurgumL752HW69ehqL2OLiQ+MGjm+FNiuD7C0rw5GkjcfrzOwVpggViadx81dLyZ08bgbWTCjB+Qzi+anqR/97zPkQs5Ar96C8LAQD3fPf9EqYJVDLCI5dMigAyL78tjl/+fPFQScCa6UXI7klFvvnYlizBCa2lgVhJfTRIAK748cdjPXGdvZ7TEfc0DreI/5CMUFjfi5zWmA8AzrhlBcp39AwPdCehpASWfHOk+wc//BCCE5hEFSBRN6UQTdMK97rP5Wt09ba8nfqLiubmaBufhy0nDUfrQfpO1ZYzaxAIJ9B0UDkGKpNuWIbyV+uw/rpZaDi2ap/fhY2XT0FvVRY6ZhXDFUkhe1MXRj66CQD+r73zjo+jOPv475ndu9NJJ8kqLpKbXMEd2xSDDabYQCgBAqakkEJCEl5CenBCSEJCEkggBdIglRBIAoQeAtj0ZnA3uLdzl2XpbEundnc7z/vHtjn5Tm6y7yzNl8/hn+Zm92ZXq52bZ5+C8PYWu1JdawqnfPYlyICBl1/7SMb9hLfFEWhMIq48Mth++fD9fr5Go/HpycVmpsOO6weARgAlXaCDABJdrVnRkm1NhKCU+2oAQcvpk5IcTElOAIAlOZhIqVrafSwOJlJWAgCSkoPJpN2eZPYKTbRLbmh3dJK5IenExiYZDQnLqqh6q7Z4zD3LqgNNiXBBQ2vBlilVW5/50clbAaDdghczq2pLosGSsuIbN70xrnRXS4GZYgEA24aU1v/89pPWAwAzgszsHBcF777ulfGm8wwfAJZN7r3r/psmbAHsPpIR/OzvPug/6b26PnaIrb12/uktJ65cP6Sosaq2LfjNOxeNLWlKBhhMiZCZIsl02/dPXEpEwR/dOn8USSnc7f71iZHr35gxoPGEhfUF1927bJRgIGUQ3/njKUu/9sP5YwtakgHLEPLrD5yzBODE+AW7Sq771bJR7vYbR/aqH7hhb4VbR66pNJRoKQkm+m1qLGkpCbV/cErf+pevHrk6XhooPOHNnaWnP72xd+XmveW7qyLNvepaCgLtlslgsoJm0kikAusm96mvXre3qGhvosD9DOl46rcVB9vv+9e5SwEgaIpGMJcMmbezuGZBXd/tp/TbOfWuRcNDexPBDRfWbH/nGxO3hExRAkIjAIQMlABkx6AL8rQglEy/4OmhBTtbCupmDNqz5GdTV9lnnr0+zLKEHa22q/pDJz1yCktJy3946qqWgUXBUGOqdfzXXh9lhQx+9a1Z893Pcv6WAKBk+mmPjhQJSyy9/5zleyb1aXauc4+Trvzf6PCGvUWrfzF9dfzsQV6YQGFAeQavrNrTV/CZrRTp9wv3X1EMtq1QhiGKwVA0e5rgtwtIRfvtplD6kKMFvD5CoJilonlfbRCK4a9AD0izowlolGzfqwSh0VK1dLRAo1S0ZSk6Sx9Vs9rOGdoJQVbuYe69TW0XSjsdmXvqOgCfwFEin53sOpv9H4Wdxrbray4e6sEQDQUwNMvbXwEwiZmrnZ/zzskOhxEfn0mnoMbHI3N8fEoqzndSdcrzHOVaUnJe0olfb5dyXkrazndtiiNeWwrzTvzRe1OG/G+TXe2CmZ66axo2jCn3Yt/bLZ6XstiJofcd6watiL3/hR+85yVFbyoN4aUP1+D18wdH3QI2DNuxbuDGJnzhzsWpwnjCrO9biPu/MXFrqDU1YMuQYs/5DgBuuWV+W7+tjQX2qSJuLjTpa7+ZBmZEK3e11pzx2nac/78tbE/0BpZO7N3018+PKp79/QUYvDnOdjIawq+/e+L2eEmw+rjlMcz62ypmgO771kSsHVcRnfzWjpqNI8sQsHjr12e/PSBeEsSmkWXxCe/siLif+8DXT6Cx83diwtu1sqksJBiAFTSb588cUDTlf5tQ2tAm7733DDHrriWoXr+Xd/crpD/dNRUmY+knb357QtmOZqyZ0q/hsdmTKr5y7VwU7W2HFTBgJC04EQJEzLACwrr3qQsMAAiaYlGftXsmXfaVN2EFBP7x7IW4+P9eR/m6vWgaVIxUyMC7v5rmhawFFWc01URvCEJ4Wxz9H1uPTZ8ehWH3LkXxmj1Ycu90JEvsBxIHskAY9eMFCG+N4/2fTYV0tgtvi0OA0DrAdoURRBjxo/dQtGY3PvjtWZhyzuNgg7D0LzMRH11uX/LKbDxt/EP25wftR0ornr0M7QMiKDQzT/BBUz0uZYLP8sA6LRmL0leNg1e1a6K3077COyYzi1k+U4z7gTrTHWzyF8netvuNgz/YPh01srXDd7JTHes4g5NdNuc7aCe7g2Z/qWrvd15usZn7AdzphMktRP4VnhkKe+LO9OoP/UjiiPLOd07Ew29cDvdr4UXffgef+8ScE/a33cZRZc0P3eR3K97bjksfXJ2x75YhxfjJXadtf/aq4fj7jePw9Vvfrf76997DT774Wlq/H95+Ym1r2I+5LmxJ4hN/s/dZ37sAj18xFO0FduHWYLuFk+bVFn/h1+/jjttOxPsTezcDQGNJCDf9ZFG/b9z6Lt4+qz/+9LUTdj43axjWjLUnnKbSEFoLTVTWtpiGxSiMJxGrLEhtPK4MIII0iHcMjuDfN4zFn7930hqSjLJdrYj1C7e/fVENSuvbICRQtrMVwTYLAFNpXQvaIgEMXBkrLN8ehxUQeGz2pE1n/20Vwk0JWEHDEk62QfaC7ghW0JDn3r0EX/nQM5jw5MZywI4vd3nmt2fgtTtPQ+nGRlQub0CvVenpLMb9dCGmfuYlBDoUgWntH8G6L09AsiSI6ic2oGRZPYpXHngqjFE/XoDImj14/2dTkVRi4Fv7R7zJ3aXvE+tRvKwexStimPfSR7D83jMx7K6FGHnrO/vu2H0GnGSQxQht6TGPVTWaA2Z/E971AMrd5DZENBvAetgr9zuJaEauD0CFmefC/na2D07yHsX1NX+96Dtq5Rt+2HWYEYomQti554MEwpaTnCxACLvOdIIQtrzwHYTdHCyGMMOGs4FhiXAyZWvTRLETEg8SothtN6RRnHDamWSx+w1RgovdrGtLPzlq5+CXNvcr3RpHcX1baNYP5uPdK0dg/aiyYsH2QAWomNneJ0EULz2tDwjjcdXvl1uGU0r1lx+bM3jOZUPx/JXDAKKwuxRpKw2FXr3ENtSYKUmAPbneecPrA2+/eypai0wYQHj2/dNxzn834ZJ/2dUhp76+HdNe3zH4m787Ay1FJr73i2kNFz+yts/UV+2w6PFL6nHz7Yvwx29NbmmJGJEBGxvxle/Pp4JWiV988iXMmTWiaO6lQ2ECuOTBNb1Pe34TpEF48rNjC564bjRKG9ow4/ENpQxGe9jE3b87a0NzxBxuAtg2tlK8fM1ITPnvJrw9a2RT0BTlD3/vJAxZuadh26TevR/8+Wm45vvvtewYVlJoCkLpnkRkd3URaof3wrcvf/6EVIAgTYHYwOLEjpGl4V47mvHBuTXbBy2t6z92zhYYScvovyIGAKj6IFa27NIh+OdfzkHQtH9XlWv2YNCr2xA9bxAK61qwd3S5l3HNEISBT20EWRJlq3Yj5oSvdXSsq71sGAq2NIEMgci2ZrQOiHhJhfb5e3P+rX5yA8iSKF+1B7un9EvbZ1qaWCLsunw4Qpub0DauN6gkCBN7ULKwDpEPGrDxx9PS9s8GgSAAS2LvjBrET6uC6DBmIVSdbplQPzfj+NWMdUpbWlY74a/C1Yx16greO8dKYR4jLQte+klLc6DDvn0OJXWrsk2Rsq8i5UOK3Mwm1FGjy3VY+dx0jQNo7xrdY7zoD6XYTFkWfayRt170OADv+jSteJ26OajddgLcClKtbjU3Arf6laS4VRDZNyPA0wCavEpThCa3SpQANxlEMMjWbh9S9OLPHB/9352noaWiAATimgU7cdW33sSXrnt5iDse9/mljWwiAEtP64dvPzhj/lPXHu+9M+OJ9fjpp15CzZq9lj9+/1h++Pszt7h9C+MJ4yeffwWnvrINRHZkwSsXDcaXHjxn0zuKE9nPbngNP7vhdbREzJZ/f+Z43PPtyV52vMHr9+KHN7xaOW7RLmwfWoK7fn7aNgAQkjHzP+uLZj6+AZPeqYWQnBKSYSYlrvj9+6XJkIH14/zsd6HWFGbdu7RcOT/xXYOLsW1EKXb3L9wjyC4As2p69c7q9XuRKA7ggV9MXfXi/42DIGDGfR/0La1tQUtpEMKSRMz4zw9OxsJLh25/7/JhGLA8hjP/+EHveVcOBwiwTCGf/MmpWHjlCLz+pXFRAGisKkRTlZ2976wfLsDwpzYAzHj5V6cjVRxIq0647dKh2DO+EnByhWd6rfnuSdj4lRMw/sZXcOLVz4MAVD21AWed8DBGf29exm1qLxuGPVP6oXlMuX29gbxX8YrdmPjhp9H/wVUQAKLfm4LVf5oJWRKEANA6ugK7zxmM+g8P22e/S169Esne9j1bhk2v/VDZdupDqKz6HTZ97dWsx99x//trV0mrJ4FD93s6TI+prPcwZcxHWh9pD3ntRa+wv2fwrgleLTYD2Kb6RwA8ysyzcQxwLGSyOxCtZrtjpV1myHZHBJbSzZ4GTlqOUZfhZbWzQNyetCO/LQlud5btlkR90slGZ0nUJ1K2brO4vt3V0qpvT6X2aW9Ocn170tafOe/p8UZSeplICMS3PfmhJSmJ+pS0M99JRr10suAxUT1Lrvzmt94e2XdL3CvSIgXx6xcMrn32YyNrifwbHTkn6GP3vj9w4ls77P0R8Nvvnbh6/cheLe5JY2b89IbXxxY5DnYE4tYiM/Wjn5+2Il4csKp2tgZv/NHCEcV724MMJhZCfuuhGUuICFPnbC27+IFVg5IB4oJW27ow+5HzFl/0wOp+0/4brZKGkAwmyyD+36dHb/rwH5fXgJnqBpfEIrG24k2jypse+fbk+V/97EtnltS3Fqw/ud/Wf3/3xDoA+NaVz48zEpa5fkp1wxO3TF7gZgX7/GdfHlFc3+pah3jOjeM3TXp6Y5+KTU2Fmyb12TNkwc4yYkAaxMJikgFhrZ1WtXvZhTUNu06ojJZtbhpQsDdhBoIiPOqJDYXB5pQx4J0d5Yu/MjG66ophsaKQiMDJdlZgigiA+Ixp/xkvElIs/uPZa/ZM7N3S543tfZrGVzYkeoUs2BaveOniXYXjr5t7HAxiSlgiURVJBHfEgxwOpFpqSpLL/nDWmkSvkEWgCMB+djdHC9ifBQCjb3p1eOkrm0tSvQvbl7x65SZ2+hAo4upstydBhPDGxmCff6yo3PXlSTtTZSELAMKmkvQmoD6D99szJb2x+v/+hD6WFEuri9sGLrp2hbvSFUJ4WfiEk3nPbXez1AmRfqxuxjpDiAipmeyE204RgcxZ6pApSx0hwk5/cn4PzvAPVnfVfS6v75EHoHUmO2dgZbAn9eudpvthT/ZlAIY6JvFjgmMhk92BaM7goNJZQZpMDnpWtuI0EtGkZTupJS1WCsNI31Eu5evmlJyXcJzsmpMpT8eTPC+RcvokrXlTf7F0ytj/bkwruLLgoqFbnv3M8QOBdIc7BuYx27r/+sZt19y7rH/FzhYIaWed2zi6An/8wUnKOaGo64h39mMbYuc8urY8GRT4060nbW8qCVSH40lsGVrqOd9NeHfXzo/9eklfcq77hWdU45EbxoKIogBqPnL/Cpzy0lZuLzDotgdnQDjtADDj4bW7pz++rgwAYv2KEu+ePyi4+Kz+GPNu3a6L73u/t7AY7WFT/vShc8XQZQ34yD1L2yOxthAAxMsL2muHlYaGz9+JV74wNrrw4poaAPjaJc9JkZICANqLg8nfP3JeoLS2BZ/83CuyrTggCpqSEAwJS4q9/YoQaWiViy8dKvZWFeLs37zPAEgaAjJkJgLx9uDe6iI8/MCMRddd+tykYKuF9iIToaYE1p0/CAtvPdn7eygMKDZQZ/I7e8qjgEFY8pcZ6PPCZvR/aBXio8qx9B/npf0tFWyNY8jdi1Hx0ma0949gx6wRqLlnKSAlVv/qLFQ9uALtAyJYd7tdNtbIYpYvXhFD/zvnY8+MQaj/5GhkIusEr9ge1ZS0qsOgOsEHskzwrkk/9vZ27L79bVTfdx7CA4v9+HLlMzs61vntfj/VRJ8WE98hY53qZOftJ+2zMpvj0wrPHDxddZ/L63vkAege42TX6TN459n7552Xym4AeeM9r8lvXr1pHF69aRw++YmXWovrmgsB4KRnNw448dkN+MHjF2TdbuuwkuTPfzkV4eYUbrvuFQDAkBUN+OlVLw76943jsOT0qrT+c68Y2vjW+QPLy3e2YOvQksRtn34JoVYLDf0Kq+/8hV0sZekpfVqXPjwTX/7OuxiwcS92Dozgx5+Yi5bi4ICf/H46Hr9+NN66ZMg2Kcj9Ioia5btR2tCKuR8duXfnoOKyU5+LYuCa3cHTn9yAym3NeOljx7U2lwRwzc8We2PZML4Cb10+fMc5f1tZYyYtRGJtoaF7E/jvlydg5bkDY3BuNvf/Y+b7H7/htQmRWBsCbZYAgNIdLRAWU6DVwuqz+mPEm7XSbJVi29hyrD+tav36U/uOAIC2soJ1p9+3fERJbTPMpAykAgZ2jLEfE5jtEpASoSY7MkgqE1w23phzKYq3N6NpVDn6vLA5rdCLStuACNbedgqaxlVgz5R+iI8uR8G2OMJb4gAYJQt3Qn5Q703w2WgZU4G1fz8fwMFNWoO/8ybKnlyHrT+dhthlXRMbX35aNcqfu6JL9qXR5As9uVzskagHnzPzUzZzvVQK0qg6pRSnSSrm+qRjrk9KjqVS0qvdnrQsr+57MmXrVkvGEo5uTlqxditVDgAtKY61O+0tSY61J23dluLYx254fVTv6N4QnPrqsarC5BM3jt+w4bhebg75mGS7Zjyz/7yysrbV/NaX3+hvH7htYl9zQu+Wv90yeZd6BavX8+0ffXGwmbJ/bioLpe7++Wk72kpC0u0jBOH4hbsKPnHnwr5WQPAPHj53s9vu1aYWhNsue24wALx70ZC9r8wa1lixo9k8/y8ryyu3NwcK4gkDIH7mhnH10TFl7YIEGqoLU9P+s75k0oubC5/6xqTYtEfWlg6fX1cIAMmQ4HufvHAJwz5Gg0QM4PKJT22MJMOBxhXnDRAAMOmx9aJwd3vJpMfWlzKY4n0Kk//87fQd7SXBendbQSI2/PXt/c/9yfw+VkEgteDq4U2jn98cefVbkzZ86Ntvjwy2Wp6ffVtlYfLpZy6MwfHXKAr6ddzDAdOrbR40DE/3WrG7uG1ApLlgc6M54jtv96m7dFjj1s+OSasHn1YbnoxwYHdb+/Bb3qpIVoRp/Y9OrQMAU6mdbhr+55pKLXkjS135THen485+tH9gW1Og6cJhTVt+Ob1BDe0LZFnBqyZ6I20Fj04RQoRZ+jXgGX4NeLVdrQ1vkN8uyK/vbgh4xy3g12tHlvru5PQh20HMfYZ8OLqr7nPH5D1S0boevDOwR2Cv1tVn8GXMfOXRHuhhH2g3MdHjMGLlM5rrs8fKZzTLJxRzfVvSj4+PJ1Pz2h0TfYsSHx9PSM9c35pkr/9Hv/BqU6/tzcVmwkIqZKae+vwYc+n0akj2TfSS4dWDd03x3/jKW+i9o9mvrR4yre//Y4ah9nF1uDlZ8+3PvgwzxV7/uZ8YVf/aJTWVzjURBbjmxDlbIAvMuqXTq/sUxJMYvGZv7drJvfu5+7n10mdrAIAFcby8gOZ+chQ+OL06esk9S2rGv7wVAGCZAsvPqMYzXz4hCnDNjZ99GaW7WrHq9GosPXcQIvHkuhm/WTa8rTiAB/42Y1FpbcukUFMSDcf5NeCHvbNz7fbxFSNCTUlc85mXZFtpSBQ22PfmeO8wHnz4XO96C8WTOOPe93ctuWJo710jekEQFn3sY3MmRXbaWQXZEJAGoXFwCUo2N6JhZC/0eb8BC245CRsvHIyitIQwBqZe9AyCu1qx6MmL0OaErxlOQpiR33wDFc9H0V4dwaIXLkM21Nrqqjd7QJlFVfN4tgIzANDr+L+izJJ4/6ELEXEK43j729KEXv9ahdjnJ6Dhlc0w/rAUhX8+H6EBkbSENuqknhYHbyjjxMHhly5K96iHp9M96tUCM+npab1Ur1nj4P3HAYfnQKigTfQ2PcZEv7/rexbskLjdzqp9NvzVvEZzyPz1t9OXv/DFsbBMAbM9ZV5+zzL8YNYL+93url9NxeOfH1svnZVaoN3Keg23Fpn43j/PxY4hpW1u28wHV1Xc9JU3UVbnO9UumDkQS6dXtwDAx25fgCt/uqDvjAdWee/fe9/ZWHtiXwCE4vpWXHa3nbv+qZsmYMmMgWDTkEZKYvSbO7xtXr9mJBoGFrekTIGrbp2Hi+5cNOx/Xz8Bf/zz2QCAa/7vNVz1lddxwW0LBwHAWb9aig99/73hn5r1PEp2NENYTMHmJB56cCbWnDu47vnbTk47tqm//wDDX97S+yM3vYHxj9tPyxZcezykM3FvnF6NZ+85Hc/86Uw89OKHUeQcb+/FuzKeq9DOFpDFKMhQZ337p8egcXJf7Pj48ThalFsSAkD70n3HmxxYjF3fPAlWSRCDZr+Byev2oO0Tzx21sWk0xwqHEianyUP8sDfnGz91CPGh9D7uK0BASAiEhEBBQKAgaL/CyqswZHqvcNB/FQZNFAUNFAUNlIQC6BUKolcoiNJgACXOq1eBiV5hA73CBkrCBkoK7FckaGD9hwZj9TkDvWpvQkrc+smXJhW1pPaJwVZ59+z+zff+9FSkAgKJcMBiBi742yrc+M23q9wwP0P4rz/cfdrOWJXtkM5g6r21CTd+7U0UBATCyqswIOzzIsGnPrEeN/7fayhrS4m2/oV48gcnYcXZA7zwmlsvfbbmxhtew2vXjca9f5+5dc2pVfjg7AG46XOvVN9yyX9x6lMb8cB9Z65qrSjwPnfmb99H0BAIGAQjIUEWY+jbO8qHLW1AuMXOCSAsxhm/fR87Tum3++1vT4I1KIJ5t0ze2jKmHEVBgXDAQDggsGtibwDEIiUx4fH1CJkGohcOxhN/n4k1lw6rfe9rJ2DvqDIEDIGAIRBqSoIFYctFgxEwkHZ+DCIs++2Z2HjjeDSdWg2DhPOy32sdU4HVD5yPXdeOgUnCe5W/uxMFTSm/zQmlNJ3CKqUrYxh/0ZM4YfTf0Pup9TAFIWgI7xUwyHulbWsQFs4+GfOnD0DVFycgaIp9XgUB+1VbbVsbEqdVIxQQCJqG91L3n/YS/ss0/Jd6TrzQ0SzXIcNezUsAkhnsvezMcZLt9/gAXhrNkWJ/E/yjAO4gojLFo/7RXA9a032Y+9UJuOPZi951fw41J4KzP/MSvnrj651ut2NwBN/9x0x8/4GztwLA1P9GUR1tDN521Qs4fsG+q757fjsd75/R34t3N1ISX7527oCLfrk0rd9Dd03FtjHlbQBQti2OL139wsAP32k7zz33lQmx/35zErY6jmxl2+M4548r0FockE98ZzJe+L9xiNS3BgCgclMjbrj6xbHzrxyOFWcPBJGQmyf28T7ngUfOQ2N1ESyT0FhdhJe/dyJWfGTozvrjeqF0cxPK1u4pimYpAAMA6z40CP+794zVOydUYsUVvqNZU1UhBr65vezqi/+LM2/1TitEwoIMGkgVBTLub/cp/bD506NxIJiNCYy9/Bkc94W5GPnF7IE0NV9/DaHoXgBA0Xu1ae/FPvYc6r79ZtZt+1w/Hn3/ev5+x1L++lXYtvl6DPjZGQc09q5k3ZdfRknlb7DxxAeP+mdrNAfC/jLZfR62k13M+flR7OtRf6xSCPu5DGB/ke4KjXzQTv7m9Hba/7YCANthYRACQcG2NpiD0tGmIF8bFJQsHI2gZI4CQMAQQcvRpsGeDggZlMLZp0DQcvdPCP706Yuil/18ccXxb2wrNixwRW0L7rjyhcEPfmPyjg9Ormx3ljpR94STpwkEjkrTGGSkJAlL4uN3LOLVkyt7P37ThM0txQHpPCONPv7VE/D0NybihBe3FJ354Oqyoj1t5vhXtnH9sNKGjaf0NXdXF0UB4OnvniRm3fxW38poYwgAjn9jOxPQ/Oa1x5srz+wfjU7uI66a/U7fyuje0I5RZfWOU14UAB7/0ZTQFbe804/BVNDYHvzkF19NPfPdk+penj2plhnlBKCoKWmcf8u8tl3HlSX/8/DJa5m5nABQwAjunNhnNwsRrj21364rrnyhX0GszXzurzODewbZYyNBYGl/Vu91jQV9l9ajrSLctFoQ2BlDQaxtMJgx8O2dUgixa9IvlxQIRklzVVFq76iybRXvx4KTb3uvz/ZLhjZu+PSoRiLyHLFULRTHN0G+rvnxe33Dq2NhArGwkCSi7XZ/3zlOCBFuHVtZGNzcWNwydUD7ztkn7yQiSSTC9fcuCkx5r7Ys8V4ttt5x+qZ9Pkv4jnvZMs2pj+zTstdly2SXpY+6e3U17WeJJM+ZDkKESXGsM1/fVgYg2G9rExORdxwE33GQyD8fRFDaFWe6o+dk11X3uWP9HplCD2GfCX4/BWZmOa8u8vnIKS3wnS5iXaSj+aDpQOLpM7QLIEpEdruBWlcTUGs4zmsEUSvI7U+1htNHENUGnHZDUG1I2O1mkmpDTh+DrNqg4cbxy1ozZbczUCuIap779iTUDyzeOO3hVUPcX9LH71pQtXNgMX5x12leLLuEX1TGEDLKQM13HpqBm7/yVnvZjniIwTRyYV3RzZ+aW/TkTeOx/OwB3jkJCERXnD+wtzAJ5/32fQnJ4owHVlZOfXi1vP+JCwQAWL2C0X/dd2botD+vxORH1oHBNOKt7ZGahTsL//D4BcLqFcTDfzgz6jj0VYZAcfcc7jixd/SBv51DF/xwPio2Ncmihjbz6q++Ub3x9OrQi98/qQIA+q+Ire2zMlZQsX5vwda3a4u3TKuqqVpQh+MfWctWyKBH5l4CU9CusQ+sHAgGyrfFQ61Di53fF8Vg2MdetXRXAwBUrNldbMd/2+0Lvnvy+uMeXDWsfkKFCBncFwUC0iQkI2bAJKoZ/q+1KNzchAGPrSuPfnpUuaFOluignRlQwI/TaDqtCr3mRNF4WjVtvvP0YEC4v1O/j0GMrb+cjq2/nA6DKARgkAGAIBE+pR+aidEiBIR3zThXGtzJ29EHUJ9eZHHiUz3q1SjBQBa7pXrjS1rstXq7ZOlFabBlod/Tl2LRN15F8azjqMj5/TNLbx+WlF68vpTST6ojpXdcUvrnXPqb2u2e912X3XC76j53rN8j13XN6cx/9rnUmZn298r1oDXdl9euHr7zticusAPhHHN63y1NuPPqFwdXbYp3uu1d90zbcfvfZmC1UxudmHHZr5fikl8trejY94MZA/Drpy/Y/K9fTgMxQAx85BtvYcZdS7w+b183Cve+8OFNr31pPFjYo7n8m29hptKnI2f9eln5aX9eiX/9fjre+vyYze3FdvW0fh/Eiq/6zMsY//gG7Bxb3rLp9GokCwM443vzhk36/Qdoqi5CqtC02spD3r7euHsaPvj8GGw7vTpzak0ibulbiPk3T8a0W94ZfNXUxzDkuU2Inj9o7wsPzcTCb9mOy8tvHIfX7z8L7/3aNmPvPL0KssBA0/FlWY+j5ofzcNw1/4XZmNjnvdhlw7Hq2ctQ/PZ2HHfp0wf9O46c3A+1a69D89rPHM6lknMKBxZj5L8vRvWs43I9FI0mIz25HvyZOAZT1XaVdmPlhZraVoAty106od6yYKeqBepTKemlrU06KWmTkjydsNhvt9hLbdtusZfOtiUl69tcbcn6tmTKS23blrD335qS9Qnns6b/aVXfKU+vrxbsx74vP7lfw9++PmETSzteXxgGg21tKPpjv1w2aOzbO7yJnQH8/a5pK+tGl7WSEzIXNO3+5VviwZplsaKp9ywZIgOG/PMLlyxmZz9EgpkllW2OB6sXNxRNvWfxEBkw5B+f37fPkLdri8//3rvDASA2tKT5P38++82CPe1VYx9bXzlw4a5QxapYZWtFuP3xpy58hZn7XPTpl0aWbmoMb7xoyK4F35y43TREHbPsAwCmMOrgaBKijuW++pJT/3MCpBTJ4lBSFhiJ0K6Wou1nDWhY8LOp81nKPqE9CePUr785orVPuHXBnadtCgg7TezkL79RU/nmtvJk78L2N+dcurzANCJmrL21ZMmuwviMwQwgPnncAxNhMUV/e87avecMajIERSD9NK3FczbRwC+9NJyDBq9Yeu0S52/MS+ualp5WSfFqKqlfTUN4KWkDhulp00hLD+v9DRtZze/+37mRtoLPrE0j8xpFKb4Hy6veRJGU5aTQJYqkLOlp95hs7aetJSVVreGmsDVERAg/ba1J+6anJfLTygqBCHVNelqdqnZf3WNS1fbk8qkmumeM50Fpyb52nu3afSTmkVvDGZgnhK2l5HkG2doinmcImgQAQvrakjzPVDQLMQkAEiTnBZx2U2Je0LB1W4rnmc7+BcHb/wufGhn937Uj6DvXzkW4OcUMptHv7aj8wXWxXt//43T72pUy6sW+S+mN/5FvnBBduGxg5eW/WoLIngQDTNd8953R9zz+Ic9cT5BRItTsGRTB+oqCzf0X1aGtV0gUNrb3nvznFYNWXzgY9SPLoiDUNA6OoL0stLn/op1o6xUS594+f+SQV7YUv/6tSVh93uAoCDV7hpYAdqp/SgWNiAD6JHoFJyz67CjUTum7auKfVlRuPr06NOGvK8cMmrt54DvfOxkl9a1rt59RPcIA+gnwIjjHLiAXFW5vnnTWVS8gWRxMvPi/i9wC7IvI6ROb2HtP+cKdvYyEFXjzz2evHvjsxrFrP3l8BTH3IcKkXmv3oPSDBhSHjEIBVLh3t3VfGItAaxK7zhoYImASGBj1pVdQtKIBddeOwbavT0b9FSNRsLkJzSf1HUFg25bixmUzIz5jEGp/cBqs0hAJ9/pXFgukGryZfRNz2oJCaVc0KY8D0h4ZqI8SlDey9ukQV55Jq6gPJ/0MUr6vu7oYyq6Vz1XST9l9yNdEXhflFHgcIRO9joO3cX3Kuj15HSZ3hMvRHjPlYo+kJsqihV9SUZCiBSntQmk/SE20X02gMAD85O8z0OQUEwGAwni7+fNr5uDaXy4FlDHDdhBzfwhvGF+Bn//lHCRDBgN2CBopfVTdXhoKzbntZLzx1Qk49d5lvY9/ZiPO+tECkMjcp/eqWBgATrt3Ga47/+nBJTta0FhViD+/clnd/OvH4OnfneGuyFC9cBeahpSaL9xzOlbOGoZhT2/oV7KpCSfdtRhDn93UVzn/EWVskaJtzaCURCCeNDv2CTQlEWhKhJqGl2LRD05CfEhxcMWN45AsDnh99owqw86zBmDrhTVQaRxVhsV/noGtH083LaupaTd//1Rs+Ou5sEqCyMbuq45D4/k12B/197+P9m3x/fbLS7J8M6CsWt0W+902/bOyfGzXHU1X3eeO9XtkjykXm+8r+Dk4cg59x1y52K7UpGrKoBlN5K+imlynIEugyfVdSlloMp32pIWmoLAvp/aUbAo4OmHJpqBhayMpmwoc82ggaTUVODsyhdUUduqWN7VbTe1uXjqSrZZtBcfP/3z21rMeXltz5mPr4EYQj3tvJ26/9uXK7z5wljNmVo7R13c9dv7mic9vrmmLBGAQWvuua8TY/23Cgs+Oam93JjBB7B37rgkVzYPf2B7eNa4cY57bJI7/91q88rOpiFcVtbppyl6+6/TaYf/dOGD0v9dCWIyrPv4i5twzHbsm9m5d+4njEQZgCIpP+N37OO7fa2EVBga9/uvTsfv4XtjwyVHbBjyzsaZ8ZQwEKj7te+9i0U9OhUHkXZNEFN97aj+s/PZksGlEg4YY6rwTBxgVq/egeM3uMAAkBxQjQCLuLkGJ7D7oFcLSu+w66ibSM8p1LACz4qEPoXTeDrRP6+/dFILZaqgrFxIDiL9Xi9SOOHpdsm9e+NjlT+Okpbuw+TeLwe9/skNt8yxmdjULnlowRh2/sjRJKx6jOtwZan+lnTKva1LC93Ij99gZEMo6SCrjdLItOzknXK3UjxdqbXjAzJC9riOZ5n7VtnyYdNV97li/R/aYcrF5s4InIu74UttzPT5N7nnp6uH4yQPnIBU0vdV8sD0l7rz6RVz30yWdbrvk/EFYNc0uTvOhny7A2Oei+NRH/jfopAdW79N39SVD4g/N+TDe+vZknHz34srSTY2Y8dU3MOCd2oJgUxIA0Dgwklr8hbF4+edTve0qV2Sx/FkMs7E9eMqt8wAA668cFnvtwRmQBfY3mWQkiEBTEn1f27bPymLLR4Zh64eH7FHbCrc1gw0BEDEb+/8TLlm5G1Mvfw4DH7KP9dSLnsG0k/61T9a6vVOq9ruvTIz86H9xwtdfw56nMjsny4Pcn0aj6RryxsmOiCbDDsG70y1mQ0TcVV773b3YzOFotca863zHhBhLlNvnDjHpaAZiFttaSo6lLLvwSVLCL04j2StCk7I4lnDa2y3pFaFpS8lYa8opTpOUsTZHNydlrNUpTtPUbnnhSq1JCcvxgkpYjI/8YXmvSXM2l9pjsh3wageXtN9z12m1AGAawlsNhUx/DRYyBS68Y2HFiNe2epPpruPL217/7on1jQOKUt62zt/F5Ve+WB2ujQfjg0vbC7c1BeP9I8k37jitLj6oOOX+7Yz/26qS3ot3Fbx8z+l1hiDvmawpRIzB5eN++0Hp8H+uLq09a2Dz/NtPaTANux0A+r++I1k7vTow9eMv9iteuye4ZdbwplXfnLSbiGJwiu6ggz5r2mMniHaLlt19xtr20kBkz7iKhNqHhKJJhE/42htFla9siUAIZoNAznlcec+ZOwGgfVI/kSoJtABAQcDIWHhGLRJjx7v7cdaDhv6pjwXg/Z9N31t2+fA9zji9bfc8vq5X4Yl946HBJSlDiZUPmsLbT8A0lHZFqyt41VEuy0pdXcEHsqzss9XVsxSdkp41JJxKSS9HgCVdLTxtF5vZt/CMYagx8ZS1wIzkDO3kx6/rYjO62MyhkjcmemZeSEQbANxHRI8y85HOmNdt4+APWjuFZ5j8dmLUurHyzKj12oFaw9WCaglO3DzJWi/+3qJagnD2z962DNQKxyGOGbUChqcNMrw+Brk16WXUjbGWTFEp/TE/fcOYXk/fMAbfv+x/bG/H1G9TY+j6W9+t+dPtp4CIFWc6jvpjkNH/zp5YXPqp4/CZT7/MDKbeq3YXXP6JOf2fue9MahjZKy0fwNP/OT8KoGbC794Pjfx3E5dsagpeeM0LA3ae0rflzV9NKwSA1Z8dFV2N48uDQI0hEAWopnBHC4Y8FTVXfXHMgDU3jcP6L49fBGBSECgWhBic89ZwVv9FAWASBwSYSFY/s7G0/3/Wly741wXx5iER53gpBideXIJilJRCBgSSxabs/c6O6simJmy/eIjXB+xfkwTGxs+Ngbm3Hb0W7yJIYOOXJkCAULpgZ7+qf6xEy+gKrHrYLttLyhd+NfadwN4XJjf1sf27Y6x7/So0L6hFxaXDewHo5bYDQNN7tYABFAwu7uV6kanbunBH5zvls1xUx730QjXIqM0sjxWyodpC3HrtnLZPVjpJkPsoCdI/T+SPXYC9xxBpjzU6ONN57WocvLqNjoPvat1z4+BziVPU5koAk4nojlyPR5P/fO8/H9r05x9N8X4evCqGH1z9Ai78y6rSzrbb268QDz9wzrYNZ/YHwAAzjfvX2qz9l94wDou/Obneff7f792d4c72f9Y1L2D4X1b0P/fcpxFwzPqdMf+BmVj+s2nrRZsFshiFmxpD2fq+OedSLPrzDAT3Jowhf1yO4+5Y0Om+G0eVYeGfz8GyP5yF6I3jsflTo7DtM2MAIGvN94MhNCCC8ksz12Uffs2zGP+1VxF7ssfcUzWavCFvVvAqzDybiGbBLut3wBDRUABDs7zdH+lfaLQXvaOVxZCqfW92QrG70iDha0EottzMZYYotpzJwjS4OOkkgzQEihOWl5WsOOlpLk6kyNnWKE4kLUdbxe3OxiQonHLikU2Tw25sciDJYcsZREoiXDehEn/59XRcc+s8GW5sN4yUxMnPbOx10jMb8fefnIrt4yvD7vKISHh6T//iwIu3nIgTRpRh9AubUu9fPcIc/eh6jHp644C3f3AyYsf1giFE2H2KvPnSIbJiVQw1T6wHC98EbBgizI5J1zREWA13Cuxuw7hfLsWq20+NuIHWAcOIeDXpDRFxl3F7Zwzm5b8LILKiAXtmDORRP3wXRat3Y/lvzi5JlNo55AUQkaUhiO3NoAKzIBUJIFUchCko4sZxC/K16rG9d0oV9k6pgrD7YPPXJqPh/CFATYnnhGYqjnVpZm1laax+J1CfoMkO4WIAEIRt+iaiNAc0l12n/xsnbNqL+deMwqC7zkRnUJY4+DQHuiyZ79I81LF/VDO+cI6d4MfKE9JLx/pjTP8cdRWOA+i/P32YaC96G+1Fnwdcz8wHW7N3KOw675no3+F4e7QX/QFoz9OUObMGo0m5+TT55khuUmpZN/n1sdHkmlYFcZNrQjUtbnJXkgELTdLVglrdGuNBwa1uDp6ExV47M7cKATQMK8Yv/zFzy/U3vFpT6TmPMa79ztv49cPntbcVB5z+0osgYOe56eIrh2Hlx0ZsJaDmrFvfRWRniznq4TV467aTAfj9Cdy6ZPZELJk9EQbRJu8RAPse+AJoBQEvvXEFTp/1fEt4w56ivSf2gWCOK7HdcffOTuxrBuKNU6rQOKUKYI73fXw9yJIY8/XXK9d9bSLio8vBQLxkZQwnfGoOYIiq19+e5W2rOFV4+tSLn0HBlibUXjoca287xftlue+3jC5HgSlQ8s4OtIypAJWH9+nTmd4fG16/Bs0La7Ou8Ku22ZdT8O3t/mV1GH5BRyLkJj1FrqK5875dNRbtRd/lusd40eeNk90+AyOacwgTfGf7OxpOdt2JGMN2pgMQY8exDqRoICZV7TjipSTHkpZ0nOwQSzg6qTjcJS0ZS7rOdynptbdaVqw16TjcpSwkLHtl35KUSKQch7uU9JzvkhbDXc1bDM8R7zsXPzdIQjoZzokTRQHrl/8+b2vA8FeRQVN4z3VDAQMCjOOe3hgZ/eTG4vduntxQP6Y8ETD9/qb6rJfUVSN5K9aAEN4CPmgIz9nNECLGjg4apqeFIE8DvmYgNuK7bw3v9cb2QjPWasIw5KYbx+/ZfN2YaPHSXf1O+PScKhk0rDfeuXIrADBzDMrvy9VnTv7XYFiSEtWRxHvPX7obzo0uKAzP+WrYzxf2rnhoRWHbceXtW566bK8bYhgwfYcx1QlOdZQDfC2BjO1ElLGQjCFEeM8bW2X8J/PK+/3xgsaCwZFmAAgYIuyOIRjw19Ih0z/nQeWXEVTaA9meux/ACp4z/EACYSkVhzjpFuXJ3N6xYAzLzM50nKk/ddDd08kuH9BOdj0A7WTXufad5uA73IFR6zrlgdL7kOPkFTDIc5pLkKwVSkEaw+ljCqoNOAVpDEG1QcPWgRTVFhq2g14gaUUtKWsAIGSkPB1PyqglbUe8lqQVldLetj3FUekUobn7fxdFz7l3ac345zYBAALNCfNbFz1b8+SPT90RnVRRBQCSpeeIJ6VdtGbFRTXYcNkwu50Zxz+wOjb4uU3l839wMuJjyrz+pl11z9EiCscxMCD89gAJz/EtIIR3nQQEeU52tgOd43gIirHjhCgZsY0/nlbS+8n1qLn1LYZliapH15Zv/+y4aMuEPtWLnr4ESFqrBDAWACRRjJ1jByhmNrbXjPvq69h9Sj+YTQmsuGNqEGA/qQ58OEBgQ4ADooAgC9x21clOKJ51tvSd0DzTufSdzSSzYn5WdJoZX6J0WjVKn/sITMPozcy93Xavj+KFJpUg9PTCLP5kz3Rwa9207hnWOmmOb6pDnH9qoCSmS3Ogy7ptNo30/fuDPKhD6gztZGfTYxxC8srJTqPpSubeOB5vpNU4Z1x2yzv9DmYfw/6zvqR4UyNGPrQa/d6qLTgQh7muZNelw7DygfNXN03ui9qPj/La2wZE0DKkJJFtu+KVMZQurEPpwp1Y9OC5aOtflPUzar9xIjY8fAGi93eNwWzX6f/GwMH3Y/u3Xj+q50qj0aSjTfQ23SnGs6t0RpMvOpjrpWq6V2Ll3T4WcyyVss3OKYZnik9Z7Jnok5Zv0rfN+HYcfEvKgutk16zoFksi6ei2lIWUY65vt9gz0ScthuWW9mTg6i+93q/Pmj0he3xMMAz56K9P31E3sjQJ2PHxLiFTeM9aRz0djQx/fH1x05DiZPWr24qSpSFr9edG79l2xQjvmXpA+KZ+O4YeGHXzWxWVz0eLo9+dUl971ch40DQ8c71quifyY+Lt88bOeUNs7NmPjjPrW80VT1yyvGVIcQSwV/ZeH7C3HwuIgbl8ynlP9g/Wtxlrbz2lvnLupiJZEBDlr24pSJaFrAUvX97gmscLjIBnNg87se8DZr9ZXrB+T8GOv55Xa/UKyVBAjUc3s8bBu+3saDH4/sF9LUlLB5QkKt/+6HYQFHN9uhkajvnYNPzPCpiG8mggs1leNderZWEDSh/VUS5bCtl0h0HsgxDZTfEHq7OZ5eWRNcvnm4k+H+5t2kTfA9Am+s517X61aq5Heqy8a9I3iGqF6dSVl+zXmCd4MfRE5NWYJ2JPA4hK4fWJWk4ddJFKRS3DNe9zVDrmeiPpm+jbkjIqnbElJaKP/faMguqlDTj5wTXNVUvrimBZYtaNr/aP9ynEA/+YAcl+3LxkGWVn23WXDYmuv2xI5fjfvR8CwMGGVnP0r5ZWbr1ieJzYj7N3txVAFISayPIGAEDx+/WVu64+rtIk9sz1JiEG/7GFd/1IRsw9b0QcM3e1BIiBwujeUPvQEuecsNeHmTwtnPZAfSsoxTz8R/P6LH7wXAQbk6h4aRPMpoQ57LZ3+xat2Y2VvzsbosxUCrrY9uaSp9cBlkRoRcOg1qnV6GhaV2qfpMWyexZ6ts31ex65GJtvn4eK384IEqGGWSrFZtJN2y4yzRSvarUPZ2xPKbny0rzS1YgAZGZ/yxspu0ZzB/O+1yeLVjnIpw6doU30NtpEn2u6cvWeBR0m17ku3q+mzAVpKK04jdKeVsBGKTCjFrBJL0iTsTCMSNMirOwns3b6b59Qgf99/6RmqazyInUtuPiWd7MWoYFT8GbZDeOw8MdT9qaKg2ivCIGIwhXv7USgKZne39Ef3Hc26j42Krb55pNQtKIBo859fEzvB1a4+1eKyqQXmPFPLUWif5yJ2q9MxN4Zg1htV8a2j17+27PAgsBOBrjdU/ph3S0nY80PT0Wfx9chsnQXirKk1N0zayTapvZHYlwlDodeU6rR/+nLUDDw2I9GylaF7mB1tufoB9v/MNFhcjbH/oV5gPTkFbwOk+tcN2XTyo2oSexPK0VrAqAm07QNpykDTa73czLFTUHHnpqUaCow7cuyLSVbpbTfCKWsVncF15Y0PN2cslotT6dapbNUaklZrZKF0x+eTgREy9/mfBhDX96Gs360gBlMgxbU4fqzn+yz8fRqvHTbSZDSL1STkn6Y3Obp1Xu2TP9wLwCY+LNFBYMeX4fG48sw/4GZXh+TuZVgPyPf8p2TowDKq360HIHNjaHKv6/Ank+NtYvKeM5rvgZRnJ1Vp2TEk9MGIDltAILMcTfcPCURZ+dYksxxNw7dYsSLVuxB77lbsOjJi5eLlsTYltHlMElg15UjAQD18+sQ2tyI9jGVad7mbrhi/e1TPTO4AcDIUmxGiMwzkZVlCWqpTnDO76f+iXXo/Y3XsOXsgRjwx3PT+qdnuMu8/4SSV9ZUHdvUzPfK3S2omPEprb9yJMphqRETBxQveLA6y+ce4Uleh8nZ9JgwuZ48wWt6MBvO7g8zwbtO+NuKPpGdLWCAat7Yhmm/COCdb0w8sJ0oE13Jyt1IlgQhB5fs0632M2NQuDXetPfioV22cuj32yVIlobKd3zUL/k68puvo2BLE8zdbVUrf3H6PttEv+dn/AsclbPcyam78z1UJy0E5m5G4vB3p9FoMpC3TnZdfqD7OtlNB+Cmw20EUNIFOgh496tjXR+yIw0DDcxOO6FBygwaaEg52mJuSKRkBQBIRkMyaet2i4OWlAkASKQUnZTBlKPbUjKYkpwAgFbLCqYsy263/D7tFnt9Eso+JVNQMicuvf6VUeVr9ti/QyHkxrP7x+bfNCHaWhq0TIOC5JyToEFBIlsHDBHsvXhXID6ktK10c1Pxyde9dBwA1F51XO3aW07cBABh02wk59qwNZcAQNAUjcy2NoRoZKediLx2ZmqULEvs8wOvPSXRWDInOmDQTS+PQsCwFi76+AIAsIDGETe9PLHspc29m6YN2B7auLfX2h+ftj5+Yl8DoEYAMAWVkH29osAwSohsHTTI0wFDKNoogauFKHGudQhBnnau/Ub7fLKnLYtL2G2X7O1HSrtP7QPLK0t++u6QXRN77x38z4vXGMo+hTJOU1l5mwdQClYtSKM65antxgGY1JU+xfBXfMe67qr73LF+j1wH4BM4SuTSya4nT/AzYNebB4BFACZ1gY4i9w4kXaXnAZhyqFpy55qAeexoC5hnSTkFAFIW5lmWrdst34Euoei2pBWVTkx8e0p67S1pOhW1HIe71pTlOd+1pqSnkxJRN3a83/yG7Wd8+81qkZQgSyJVGMDGcwdi/tcnReHEppsGec50QdPXfVfs2X7Kp+ZU28dF3DS2ghY/dB7CprmInGuj0DS86yRkCk8LIRYBbF8/RIvA7F1X7GiLfZ2UvCiwuXHS0MufAReY7R+8MisEACmlz8SzHm03d7WE2gcWI1VegDW/n4FUSRBBZdYKm76PedZJUeljZjXR+6i3EjfiAUh3Hutoxt/6w7dB83di4LOXZdy/mSUlbTatetebad71ajIcxVyfxaPezFvvpMOiq+5zx/o9ci6AI+3j5ZHLCb57XsYazUGy/cTKxD9fvAQbZw4EAJgtSYx4cgNmXfDMgLK1ezvdds+4isQHPzwVfJRmhcTAYqx676NY/uqVyzO9v+Oz43a0jKpAaFszipbuQuGKhqN8Ng+cSX9chklLdmL775bkeigaTbejJz+D1170nev9e9F3ogXt206EYlKK1jhZaBEQKBZkT45BE8UptwiN5LC74jMtDltOvLthCK/YjJnisHRWi4bJYcvZacAUXv+AYXn7sbXdPyE57DrrWUBYSonF3z8J0VkjGs740msVZksSgaZ280OfmYvGIaWY88/zvEI1gkTYdRhjUHjbhYOx7cLBOO4vK+Obrx/rHDNF2HHjYqKIu8RVNQmKuIVqDPL7gyjirYgZEWYgMuIvKLd44rKHL0Dk5H4QhIhb4MUAvP3EPjk6UX/tKAz6wTsIbW5C38fX4bjPvojtd5yBPR8Z7ozf/2WpK2aiQ/+Skp6z3f+JFVe2jov/2qCBPgkLRZP7ehnxDsS3LJvd0VLeMHqGcfJg0F70Nj3Gi74nr+C1F33nuqmrdVrRGpne7lXeYjQZgmAIgiC0GsKux52mBVrdPgapmltNQTAFwSRqDQhCQBACijYJadoUtjlWEHv7j40ua3pi7iVomNAb5Phcl2zci0vPedKLH5NOoRp7/LKVmcHMiH5uTIOrJXOc2TZdS5ZxhvOflHG3D0sZ9/fD6jXpaXIKyZRbEgJA+5JdbqWyuID9RyyAuCAged5/MOH4v45s+u7b2PqDU7Hhr+ei8IN6AEDRuzvcvnmDueFziG39AnpNqc74vnv+1Nf2x9ag4e3tTuHeju9zlpffpwejvehteowXfU9+Bn8mgLsdXQegTxfofMjS1FW6HkBlV2hWNftaOpqog5a2Tkg/M13KYrgr8oSasS7FcMvItqekV3gmYfntrZZEymlvtyxP2/t3ys6yn/lOSn8lOPb+5X1G/XVlf/Va2nj58NqlN0/c4RWtUZ71FhgCbnmawkCgDsx9ACAcNOrI0SHTqAPb14xpCk8bgurY6UOKZkYdM/epvXthH/nWtlCfxy7eAgCSUSel0weok8x9Kkf/7YS+lhSL+kXazFdnrRBEkdCGPYmKB1dW7v7q5HiqV8h1uIvA+RIRMIWvDSPCnqYI877aULQTxx93rh5PW8wROH0kEHG/vEhGBO4XGYLXx8kBEAcAoexTtQQYgrD1bx+Uj/zWa4OTAKyGGxcDgKkW/lHS16m/l2BA0YZqsfD7i8xOdv7xHfu6q+5zx/o9chmAT+MooTPZ5QYT3dOBpKv0POW4DkuTojlLu6fZ3zYoKMpOxrcUcVQ6mezMlIxKaY+zXZBXbMYwKCqlU6gmZUUlewVsvPbWlPCz3VlS0b4jXsKSnvPduhvGRtd+cQwNfmIDJvx0ETOYBj+1vipRGQptuWBweUtVIaBksmMg6jrlpaTlXRupFHnaIOlpstTrx3e4ExKeJrK3rfrGZOAbJ3rOdMxYxGRvK4FFzJi0/cEPIfrDefHCP8yIhAxh9xtehvrbToMgP31rmqk8Le5c0UpIueIzB1J0GtmqpSjZ60j9wW7w272mzBMwgyEiAZBj9PfOQ7aPzXZcnPkhQNpS58gkmsk12snOJnOmp25IPlnrNJq8ZdNlQ7Hx6hF72RRgIhx33/KyM6954ZD3V7C8AcEtXW8pjJzcD2XPXrYm1D9y+DvrQOuWJmz73eIu3+/BUHXFSGx+8jLsevojOR2HRnMs0JNN9LrYTOc6a7GZrtKZasxzetEab1llsR9uZVnSy/OdkKrpXirFZjporyCN356wpGeWb1fM+AkpvbznEuxpJoJkxhkfe7GqZPWeoD08pt0n9WtZcN+ZdQBgCsNbjQYNwzvekGHEyNFlS3a1DfnUCyNlQGD9smuXkHPshiFigFs/nmJw2kmpGU9Q68f7xX4Y7J9DpWhNWi12UmqxG8Jrt7Y2FzV+4rkS/uKExqqPjZFuLXZT+HXZhRDhvUPu6z2oNUXLxvdJDp07a7u7f7cP4O/fLTxja7V+PLLWiXcLsKj15kWW+u5qu3FkTfRHouhLrrQuNmOji830AHSxmc71/ovNHAFN7BeqISDqF61BVLjthoiycEzilhV1a8yDyDPdg0TUcGLiCRSVwtEEzxRvEnna7mOb8YWV8vqnJEfZqdeeYns87zx8HgY8tWHXqNsX9CbJKJ+/Mzzy10tr1n55AsAc9Wu6S+/asCQpmlexlIKFcP0E3LF5fQgUc039BlOMlD6uBlGMWKkl72qlaE2afbyDdie3po//FxM37cXOW97obX3UL0mbVpedJSDsLzwwEPRrz6cZyNMkKdsSgE2n/xO9tscReOVqhAcWg5QxqAVs0trVCVj5pDQrP2U272cbWw820etiMza62IxGo8nO1kuHNi/4w5mwwiZgioMygzVP7tOy+n8fwdrHPwzANtcP/dDjqPjNkt5Ha/y1Vz2LHTe/AQBon1KFJIAd/TuPHipZ9zmsvPVUDHn+ikP6zPFrd2NIcxINz/SY+6tGk1N68gpek2MylsGk9G+d3OFfwA5rc58smYbh6YAl4caFhyzftN5u+aVGEynha8Py+gcN4el2y9cJiz2ddEKuAMBiRtspVXh73lUoe2N7Xf20qn4mgNL3G4L9ntqA9TdNgFUS8kaegFIdBUB7VaEzTol+f1yG4Po9MB5a2afuhgkAAEGMTEdP3v/s0qxKPVfvPDDIG2emR3A7/7AMJ727A4l3d2DXz87AgJ+fgbqfn4HeSDdTZzJfD/y/ientaoY75TPS/PCcH94fWYbCulb0uXQEDCN9rZ1WzIYym9CzZ53LnGXPVBIPmUp8/5Ev2qbR5Ad6gtdoDpOG06vb3Nl19M1v9Q5tj6PqsbVI9C0aPf/RDyFVEux0+12fGYtAXSvapw6oMxoTAyvvmo+Wy0YUtp3Y94iMN3xCH7QQ0GIcXQNezZsfPaqfp9H0dLqVkx0RDQUwNMvbXwEwiZndjBpHwsmuO3HEneyyafa1sipVQqCoYziU/W9KiZu3JLwY96RlvwfY8fRunvSUJb12y2JPJ6XioKfukxmW81xasr9/BsEtUzv65rcqKp+P+rZuQ/Cm/5sQ2/LZMZvcYwwIESNQOQAEDeE53xWYRqz/V14ZEfnv+mKrurht85tX1wKAaQjv/BjCP1dEfjszew56kv0+DHiOb+lObb6TnerUZhqGokVGbWTTyv5Z1ZzFsS6L058hhDJm//ecdQVvZF79B9S8+mkWgsz7JO1kdzR0PqCd7I5RhsIuIpOJ/h2OVzvZda5z4mQHoDY9ptx3uMs0TrWPKShqOHHzluCoZMdpTnA04DjfJQSiAcNuT1gUDTiOeKkU+0VoLN/5LmVxWny8G1uflPCc8lKSo+y0r/75tGj0pgnFo776OiKr9zBbkgbfs7giVRxo2n7liBoAkPZkbI9T+tdPSiLWOK26uGhOFO3jK5ul5zTn92cWngZYufbYc7IjxeEuDWYlHh1ealihmPqF4u1mKNquz5KhPYvjXlrcuepBB6R/Flzt78dQXBrSK7+pP/jSSKsUp5joVVO/ehqQcTedvNFt0E52Nj3GCaRbTfDMPBd2paB9IKIyABfmeoya7k/bgAgWP3oBKl7Ztm7Ul18d4bZHVsSQKgkiNagk67a7PzIcuz8yHAWmsQn5terRaDTHGN3KRN/pgepUtTlLVXsYOm1s0lmACvI1EdiSvpaOhqIZYEvasVEpJk5ZFgGAJcGWJe12qbQzOJVytd+eYrBl+e2WdLdlTjnaAnl9GKgr2Ng4oOTdHZG2IaXbR392zqlgpoZLR25Y96MpewAgYBheStoC06gDlHS2jg4YwusTMP3+gpTUtooGUd3uV7YMad/SGOp37ZiEmyZWkIgAtjaEEWHYefADijYNIwJVu9saIgKWzrbCSz0rBHl9SIgIO32IRMTLs0/k9SchInDaDcPvY2tnbKaIwNVZYtZVDKX8q7riTwury+JZJzIbBdT2fEgxq1PVdq3WqWp7ADpVbee6y1LVHob2xsNZtGSlXdFgeOljAfime5ZRQ7h9OEqOtpijhrD7SEsq2m9nS0bJ0xwlJ/7eAnux+NLiqAC57Ytaa4rHttYUo3jRrjY3ALvyybVDSl/ZRKvun4n2sRXe9cMsM2op2UtbK6XSDnj141nRABYNufa/xwUBLFoZQ/HFQ1EypQog9cu8VCY0qZjuff93Na0sqXlrWdk2zRlCbZeKuV7ZP8u0fXrx7sxp2o8U8HdP2SZjZG5XSbO+c+b2NLqniV6nqrXRqWp7ALpcbOf6sMrFdpH2xkPZNB2spoxaZGknkVln7Z+uvWssPrmvWP6X85AsLwAAmHvbUf3XD9L6IIt2Crrss09SrmFKv54jQdiT16R/LMfgq56BRgNdLtalx5SL7ckreF0utnPd5eViD0GnjU0xm7ZSlnZXM9BK/rK01bXihkCtLOx8pinmVmnanUyLW6W0OyUtbnUs7khKtEp22lOyVTqhZSlLtjpWfwRS7PeR3OpmSktIjrMzIAmKt0+pwvtvXo3Bt727s3BZXb+d142FAOLKUtcvHSt9LaV/rVqS4+66k4G4V1celFZedtObH0XDH5Zi8j+W222UHmuuxo6rXugBJXROjaJLX0lnSR+bZYVNigk9zRNedY5Tx6PErIssK+msC+xsYziA/VD3XLWr6HKxNj2mXGxPnuA1mpwQ/f4p28HcD/CruxmNCZQs3FnceM6gg9pX+5Y4mj79PPjTY8v7fNxPM1swMIL+P56KNR+2o0ZLc33QGo3mqNOTneymA7jD0Y0ASrpABwEkuonOh5jZgxozA0Fmv93TlLndAoLS0VJy0JKcAICUoi0JTydTHLSk9PpIRycteDolOSjZ3Q8aJcsSe2zUKCWXOOPxtBDUyMwl405/ZALtag6jMJhcsfjjCwOm0Qi2+5iGaGRHGwY1guFtW3/KP86YuKO5YKchZHLj596z2/3+glDiXKMwhCghglsP3ms3DaFoKiFHq9uC4LUDKAGo0W72+5DSJ137nyWUzzUMRQt/n0b6PjOSbbGdtf9BruAVWQx/xXes6666zx3r98h1AD6Bo4R2sssNAQBTHN2dHEi6Ss9Tzk+u9BE9RgN+ARsWFDUdRzxBMiod57uUxVFJXgEYr648WTIqSTj7ZC8mniwZlQxnP1jEbNdkl2rtdsYiFvCc45gwCW1Je1ctiYAgTOE0xzpFW0qdeIhF7WcMLEj+exV29ClKVDLb5415ETnXpJr4RTV3Z6mcZse1Z4Blx8S5+/brmD6WM+1frQIHVfscEUt5tnWMWm9e6dNNzfXayc5GfTzbrenJTnYaTd6w7qlLYPUpao+fW3NQ21XfeTp2RD+HynkfXZHrY9BoNPlFT17Bay/6znVeedEfiCYgrKy8wm5gFxHC7HcKexFfhLBbV54IYXcFFxTCazcEh91UtUJwWHqawm4RGsPy25NChN0yqylJEVdLyRHpFYCBp0EUkZKBQaXY+M41m5h5pAHAEBRxdglDUMR9lCYERbxNBUXclakdp27/YBrC629kcaYzD8CZLi2ojjPrbCtdtdhMttV52ucic6dsjntp3bOE0mXZZU9Ge9HbaC/6HoD2ou9c550X/cFoztaHlT6cuQ8p3viSfS0IrVA19m03CK1u1LcgxN3ksEwcd+czCXiagbgyifle9Iy4X0+d47En18GsiqB0SrV/3bJyDSse+FC2zVY57UAmvEz5/p3xZNwTH8C2Rxo9kXeK9qK36TFe9D3Zye5M6Ex2nel8yGR3yHAnb6jPkg+kgI27YrUsv/BMSnJaARu/yI2vJVOdJWUfW3OddDSDPA2iOimdbHRAnXSz1Ak/e139A8uNibe9Mz4JoH7T9S+47aaS4c5UMuIF0tr9rHMBU9GG8DKcGcLPdkaECDtfHBiKZrWdPe1YFLz9uDpg+u1BgyLs7D8U8D83aFDa53pfWMgfz0Gv4A/3wtmXfMhApzPZda3Wmex6ADqTXec6rzLZHazuWJyGHcc3EKLgAy9gExDkbWuRr5OWjAbcgjSCleI0UIrWsOdkl5K8iJkmAYDF8DQzew53krGI2Tl28rUIiiiByQAwaPB95y8ZXIrK168CAYuI7P0IYBHIdazzdcBwjhSuSVwp7uKgfrGxFNu6aoq31OIxzhs7HluDtl8tRNW/L0Z4YDEg/enVsvz+UomDl+p+OPN0TNm+nR1QmjposqOd7Gx0JjuNRpMf9Pn46Niqf12MtX0KAQBV2/LDwlh200s4YU0MOy97MtdD0Wg0GejJJvojUQ8+H8xPXaVzVg9e0UeErM+K1X8zmOulYt6Xiuk+JRlSMd27DnopKWNS2seSYo6xtOu1W4yYZPbquPsaMXY0QF67IIoxc3lrtNFs+OZrxaErRib6XH18s2GIGJw+piFiYKfevEkxdnTQzFy7XRCFGU7NdVBYOu0AhSVLu447lJruoDA77XDaN016sHr8lr3BhVcc1zTiDzMbTGGE4ezTFOTpkGl4nxUK+vXmC0wKu34QQsDX5OusjnhHj3yo496d6sHnw71N14PvAeh68J3rnNWDP+LHqJrrM7QTIcoZthXkm/qF4ZvrieDFzZOFqCSnFjtRjIVTo10KRXPMM/tLigmv7ju8Ou4MxIQ3Tooxo6ZoaCkij1/iFpXpLYAYyBuboikG8mrG+8+olaIvqqncUmzxUikqY0lfpy8D7J8GLfw49gIYDhSz5GImpX+aKV5pV/YpFZO+0qwt7kcOXQ/epsfUg88bEz0R3eH8O5mIHiEidl73ObXcuxodJte5PubC5A5WH17RmgMqYJO5SMxh6LR9iixFaCjt2tZoXHSYnI0Ok8sB1wOYDeARAI/CN9Pe4bTN7OLP02FynetjOkyuM614XacVqnHNwZylgI1atEYtZhMgtLoFUqSBVjbdwjMy7jqSpSzE2SlIk5LsaUuS18cCPM3S1yBK02DXUY7iEG7sO8V9BzqKK+F8HmlOczLzCl59ZKGu8tMKzKhZ8JQPEFnaDyROXXNU0GFyNvnhxHIUyKcJ3l2lD2Xm2Ur754moZzgKaDQajUbTReSNk53jBLcb9kT/KDPPddpnALiZmQ9rBX+UnOy6E93Wye5AyOiIp8TKqzH0hPR2L26eOSZdxzrpO9ZZ0nesk9J3ppNQnO+k4nDnONnZ0teG8LVpCM+xzhDwtOpMx+w7r0mG5+ymagCKY53i+CYoTXvOdIYIg33tbqs696k6FDS8/gEjs5Odoercr/jzwTmuOznZ5QPayS4HzAZwM4DJAK4normwJ/zdAK48Ap+nnew6193Xye5QHfE43REv07ZEfgEbQRRjp4BNSiiOdUyeM51lQWn3tRS+BijmO/QpWlDMHY8QiMHZJxHFGM7+s5jiU1Y2JztfRy9/ClRTisF3n5kWs05p+WzVcAPfiY8U5z6hxN8bzklyuqub+mNQ89zmfoLvTmgnO5se42SXNxM8M++GPckfMs5qf0aWt0+GXTJQo9Hsh22/W4LJ72xH4p3taLr7zFwPR6PRHAJ5M8F3hIjmHIJZfgOAuVneGwugr/Kz9qLvXHd7L/rOtFq0JlsBG3fhSyK9aI30TfreNRYgirir4AAh4va3ROYiNCx9TUSeFlC0cArVwC484z5ukwxPq48a1Cx1aSv7DE/pCif1QQsRWgzqdBGdXjyGMmsS+934CKeb1dhoL3ob7UV/LMLMG2BP8vtARLMAnKA0aS/6znW39aI/VK0WsGHev4ZyjVH69eYVmFELz6Rp8jUUTeigMxaqYUX7H6r626SnjMU+lJ5SjZatX/De58OYdfWEnTdoL3qbHuNFnzdx8DlAr+A71z16BZ9JH0LcfGT/uutj5VWt0SjoFbyNXsH3APQKvnOtV/AZdKa4ecCPj1fLy6LDCpsy6AAQZ3djQpyFVz3di5UH+VrCj6FnkB9bb7G3T5bqCj77qn3HaQ9jwqa9eO+aURj48+noSFp5Wc72jo8aB6/Ul8laES6r1kv+I4VewdvoFbxGo+ne9HOK1oTe3p7roWg0miNA3sTB7zOwQ3Oy62x/utiMLjZzxOlQY96LRwfgFYNh8jWg9OnYH/v2YSDGTrtkvz1lSS+GPmmxFx+ftPy49qTFnrYkwrHXtsq9P367vM/95zeGBkWcVZYf406KNoTw4umDph/LHlQKyYQDSrx7yC8qEzZFxhj3bLHvwnZUdHWuyYf49e4UB58P9zYdB59runJyz4KOg+9c9+w4+K7QjJgSNx9zC9gQfI0s1xKRHwdPWdrRYT+UYT/pRV/Si8r0OqMavc64AlJybzD3BoDtZ/0LvbbHQXOvtGu8K/29/agFY7IUp5FpGgelVa9+NSQ+G9m+A2hT/z7oOHibHhMHr030Go3GY8La3RjanMTuZ9bneigajeYwydsVvEZzLNLRWYwzvKG2EyFjTfqO26qpcF0Mpd0AedqU7PVLqY5vajGYLIHny0aUoWhXCyo+PDy9wIzyudke6qWl91VX52pN9yyranXVns35Ltt5ztZJL+A1PR09wWs0Go/qV6/O9RA0Gk0XkbdOdl1+oLrYzMGinewOH+9Y+ECOl30HOlKc6aBoVvqo/ZOSPYe7ZEp6RW4SFsLScXZLKU52KZml2AyRp0nRiS3xol2PrTIGfu3ERtMwPOe7oKlq4emQKTznrpApwm6SIFP4Tl9OzoB9nMFIdQw7kBC7I7uCzwfnuO7kZJcPaCe7HoB2sutcaye7w9e+c9yBXD+U7ijnarUIDeA77qnaIPIc7lJEMSGcIjRSeqZ5+7u8/YNk6c+Akj0t2S8Sw0rxmOTZ/8S45iSWzt1UPuz5K+DCqvMdZ3aySylrCKHY6w9oYs42wavtnKVd2+g7op3sbLSTnUaj0agciEe7RqPJH3qyif5MAHc7ug5Any7Q+RDj2VW6HkBljnU+nIfD0V1yXTFQJ9nWRKiTcl8NRaeAOmlJW0tE3Mx2FiMipYwDQFJpl1A1RZilkwmPIm5eeyFEZONP5hXWfPvkOlMYEYbdxzSMCJw+QVNEGLYOmMJrD5jC248pfO0UyLH3T6T0oQiznWkyaxGaLM6Dap8uiqGPwM96eazrrrrPHev3yGUAPo2jhDbR5wYTwCRHL+oiHUXuzU9dpecpx5UrnQ/n4XB0l1xXzFgEdrTSLhmL2O3PyrbMi4g87U+Sirk+vT29j9+FFS1R8+2TAWAA4PdBFhM9Z4mJT2UJeJeKnZ2kPzMfiIkx6xJFm+g70lX3uWP9Hhk7Wic81/RkE70uNtO51sVmDl9HukIfWNEa6GIzmv2hi83Y6GIzPQBdbKZzrYvNHL6Od5X2Hd+UdkacMvQxlQI2QvkLV8uyk7JiTiqF4i1l9Zzt6Z1qNjcNte670knZNqV42XGW9ba6qWX6fdS68kGlgo3qWHcAdXA0NrrYjI0uNqPRaDQajebYpSc72U0HcIejGwGUdIEOAkh0E50PMbP5cB4OR3fVddXIipZsa1I1ZW53/m0EgJRkX1tcwp6WXrsl/f7Mfn8AXn+C38cwqIQcLZR2IvK0OgZG+j6xn30aSk3egMhsLcgWGmd0zWq+GP6K71jXXXY9HobOh7/LdQA+gaOEdrLLDQEAUxzdnRxIukrPU85PrnQ+nIfD0V3jZAcsYlbaXYc7yuKIp7SrJjpTmf1YqDZu1aktvWa8p5X9HEgq2Wxx8JbMvKBI83jnzI8JyFRS56rmenU/6k61ub4j2snORn381a3RJnqNRqPRaLohPXkFr73oO9fai/7wddd40avtHTznlQWur5V2NTmN+m0+oJi+1dVzWlnYLCv4bI/1LCXszVLb1cIz6j4zGxHSxiOyOdNpDgXtRW+jveiPRYhoBoAZWd4+GfZzGBftRd+51l70h6+7zIv+MHRGsiWEOdhJNGtlubSJnPffroxIZqlhz7x/m3sPcSk6VLQXvU2P8aLvVk52RDQUwNAsb38FwCRmrnZ+PhM6k11nOh8y2R3rHJGsYOxoUjSAOmY/q52rmRFhNauZG2ZH8LLFMXwtwRElFM/XSn907OPsX1rwstGlJCLSyWonLfb7sL+fDXe+O7DP5SN3Rob3Sggir0/A8PcZVCwNwYCvQ4oHXbZsd2bXPIDMhwx0OpNd1+oek8kOzNwjXgDuA7BVaZvBPgu7SG/sRvqdPND5cB4OR3fVdZWmpWSWklkyL7Qks9VBW5IXpizmlMWcVF6JlP9qz/ZK+q+2LK+WhP/a22Z5r/p40ntt39PuvbbE/Fe0vo2j9W08Z9I/uBZ38fyiX3O0vo03NbR7r627/deuxoT32tOa8l7qeNTxq8eo2Ycjcj0epN6YB3oOH9255x0A3zyan+m+tJOdRqPJCbp4jUZzZOlWJvpOD/To1IPPB/NTV2ldD/7wOarnLa1+vFMbnghhZr82uKcps6YsfbLtJ6XUkk+q9eYt9urQS6aMtee3/3N1r9Ip/eJFQ0pTQgiv3TT8/qopPs1Er9jfj7CJPh/quHenevD5cG/T9eB7ALoefOda14M/fH10a267deLJb093asuilaV0urf8gfTJXGCGlUI1Umb2zK++5jgA6OV+ACmdlCfsyMSBpNHV7IOuB2+j68FrNBqNRqM5dunJK3iNpluRLWWr33hw+0uLX1ffUFbPplLBRip3E3Vln77PLMVmlLGpKWlFWnpavR7RaA4G/Rej0Wg0Gk03RDvZ2XSVA0l3QjvZHT75cA4P2SmLFWc6VSNLu+pwl1Id7iTCyOBkByKvnYSvA4YIMxyHOyXnfFDxmlPC49NW/2rSni4qNpMPznHdyckuH9BOdj0A7WTXudZOdoev88Gp6ZCRWRzrsqWbFYA320rhOy0zS+/xgJ16lpR92trezNbC8LU6kYtsE7auDX+g5MP1GM0DrZ3sNBqNRqPRHLv05BX8QgAzHZ1SzsXh6ELYloHuoJOwS+rmUufDeTgc3VXX1eHoQ05tKgQiUh6aNoSIWFLa7YaISMvRQkSk7FwTiQizzJeSnvmQYrardD5cj/nwd7kbPYSePMHvBjA314PQaPIVQgcTuWrvMxSdrT3tjYPVaTvSaDSHgDbRazQajUbTDdETvEaj0Wg03RA9wWs0Go1G0w3RE7xGo9FoNN2QvJngiWgyEcWc12Qiuo+ImIjmENHQXI9Po9FoNJpjibyZ4AE8AuBK5zUHwG5mJtjhbHfkenAajUaj0RxL5FOY3FBmngsARFQG4E6n/U7YmZA0Go1Go9EcIPk0wW8gohm5HoRGo9FoNN2BfDLRXwnbTP8I7FX7zU77zQAezfXgNBqNRqM5lsibFTwzL4RSRYyI7iAihp1t7vMHsg/HApDNCnAygGCuj1Oj0Wg0mqNB3kzwGZjsONkdDBuQPf1sGYCTcn1QGo1Go9EcDfJ5gj9omHkD7El+H4hoIoDxuR6jRqPRaDRHg3x6Bq/RaDQajaaL0BO8RqPRaDTdED3BazQajUbTDdETvEaj0Wg03ZC8neCZeWaux6DRaDQazbFK3k7wGo1Go9FoDh09wWs0Go1G0w3RE7xGo9FoNN0QPcFrNBqNRtMN0RO8RqPRaDTdED3BazQajUbTDelWuej3Qz8Ak4mo/hC37wXAyvVBOBh5MhYBgPRY8nosBgAGIHM9ED2WTseSD9eKHkt2BIC9h7htCYDf5GLQxMy5+NxjDiKaky+x+fkyFrc8LzPP1mPJ27HcAWAuM8897J3psRypseTF37Mey7ExloNBm+g1Go1Go+mG6Aleo9FoNJpuiJ7gNRqNRqPphugJXqPRaDSaboie4DUajUaj6YboCV6j0Wg0mm6IDpM7QIiojJl353oceix6LMfiOPRY9Fj0WHIwbj3BazQajUbT/dAmeo1Go9FouiF6gtdoNBqNphuiJ3iNRqPRaLoheoLXaDQajaYboid4jUaj0Wi6IXqC12g0Go2mG6IneI1Go9FouiF6gj8GIaLrcz0GjUaj6Wry6d7W2ViI6OZcj+9A0BP8fiCiMiKaQ0Ts/FuW4/FMBnBHHpyXO4goppyXyTkaRxkRPeKMg4loQa7G0mFcM4goZ1mk3M/v8MrZddPhesnlODjDa06OxjKZiNY7Y1ify+vWGcuCXN7nnOO/L0O7e+3Ejta1k20sznuzkAf34ANBT/D752YAC5mZACx0fs4JRHQfgAUA8uFLxiwAJyrn5ZEcDedm53wMc8YyO4djcc/PUOTwOnEYCuBRZiblNTtH5+MOZzzDAJQDmJWrlVqH80EA5gK4MxdjATAHwOedcXze+TlX3AFgrjOWO3GUJzAiWg/73taxXb12hgEYeqQn+U7GMpmIYsjx/eVg0BP8/pkF4H5H3+/8nBOY2b0Z5JoyAHcy8wZnXLNh/xHmgkdh3yQ3dBhfTnBWPvfBvmHnkqHOeNwV4n05tD7NgH297HZew5j5/sPe62HimFkXMvPcXI8lD5jhfgF0zsdRvVacayLTvS3t2oH95WNGLsbCzAuZuTxP7sEHhJ7g989QZSLbgNxNZHkDM89Vb9DON+qc3LCdP7oNjhmPYU+uM3N4eu4DMLvDF45c4Jp7T4S9agZyZ1acDHvV7proH8n1YxTHyjILuVu9A8CVAOY41+0c2NanXLHBtaoQ0QzkcCHTgcnMvND9wdE5fwR3rKAneM0h4zzndc2Kubw5gZlnO9+s7weQE/Ov80VnrnpDyuH5mMnMVyorn9m5Oi8O6mOUDcj9M8ybAdyf4wphNyPdRJ/LSfVKADc7XzaO6ApZc/TQ1eT2g/M8ZqazShwKYA4zD8vxmDjXZiLl2VhOV6vOqmOuOoZcnZ9sTnW5/l05YysDsJ6Zyw97Zwf/2ethT2RzlbacXcPO3/GCXJyLDuNIOwf58HftjGMygPuY+cQ8OCfrAVzpfml2xvbI0bgHd/b7yJff1f7QK/j9Mxf+yud65+cejWPCm+ysEPPBFH2H+3zZXUXnYiAZHLhyNrk7z97vcHQZ7BVzrp57PwrbRJ/z35HDLGdMuUY1i18P27KRE5zHJ5Od39HNyJ/73KOwLQtlytjy4Xd3TKAn+P0zG8BkZ3U2GTk2RecJMwDsE4aVo7G4v4+YM4ah0L8jwDa5utftegCug1IucD9X/R1dmcNzMwN25EeuuRLA9c45uT7H52Q2bD+AGIANuYq4yMCdsK/dmPPK5XV8zKFN9BqNRqPRdEP0Cl6j0Wg0mm6InuA1Go1Go+mG6Aleo9FoNJpuiJ7gNRqNRqPphugJXqPRaDSaboie4DUajUaj6YboCV6j0Wg0mm6InuA1Go1Go+mG6Aleo9FoNJpuiJ7gNRqNRqPphugJXqPRaDSaboie4DUajUaj6YboCV6j0Wg0mm6InuA1Go1Go+mG6Aleo9FoNJpuiJ7gNRqNRqPphugJXqPRaDSaboie4DUajUaj6YboCV6j0Wg0mm6InuA1mhxARJzrMRwr6HOl0RwaeoLXaDRHjEOdnDtsd2euj0OjORYhZv3lWKM52hARMzPlehz5epw95fxoNEcSvYLXaHIIEZUR0SNExM7rEaetjIjuU9rvy7QaztDvjs72q2w3h4iuJ6JYhu3mOG3riWhWls+5z91fJ/ua0/Ffpx87P9+hbBMjopuzbMf7O6ZsY9BoejJ6gtdocst9AHYDKHdeu502d4Jy27OxTz9nUs62X5cZAIYyczmAmQBuVsaz0Fk9zwQwS/mc3U57OYChyjYZ98XMM9V/lX5EREOdtmHKZ92RZbv9navOjkej6bFoE71GkwNcE7SzOi1n5t1OexmAmNNtn/aOZuuO22dr77h9RxN4tvF02N9cpWkogA3MPDPbvjrTSt/JAMpgT9A3d7ZdZ8fU2Rg0mp6KmesBaDSarsNZGZcdzj7Uyd2ZgDc4P17ZceI/zLHe5+x7ITPPdk30Go2ma9Ameo0mtzwK4A73uTtsM/WjAO7P0H6g28/qZL/7HY/yDH0ygDmwvzCk7Y+IFhDR9Yd57NcDmMvMcw9wcj/UY9JoeiR6gtdocsvnYU+gMedV5rTNdt6PAVgP+3nzgWy/G3ZYWbb9Hsh4Jjvm8DkAZjPzhg77Ww97Yr7/APa3kIhiWd67E8AC5/2hAHYrXxoybXeox6TR9Ej0M3iNJg9xTe3MvND5uQzAeseJTKPRaPaLXsFrNPnJUACPKN7mN0ObozUazUGgV/AaTZ7ihLvNgm2KXgjgzq50ctNoNN0bPcFrNBqNRtMN0SZ6jUaj0Wi6IXqC12g0Go2mG6IneI1Go9FouiF6gtdoNBqNphuiJ3iNRqPRaLoheoLXaDQajaYboid4jUaj0Wi6IXqC12g0Go2mG6IneI1Go9FouiF6gtdoNBqNphuiJ3iNRqPRaLoheoLXaDQajaYboid4jUaj0Wi6IXqC12g0Go2mG6IneI1Go9FouiH/D6Q6aChOjsEJAAAAJXRFWHRkYXRlOmNyZWF0ZQAyMDE4LTA5LTE5VDIzOjAwOjE5LTA0OjAwGwm46wAAACV0RVh0ZGF0ZTptb2RpZnkAMjAxOC0wOS0xOVQyMzowMDoxOS0wNDowMGpUAFcAAAAgdEVYdHBkZjpIaVJlc0JvdW5kaW5nQm94ADUwNHg1MDQrMCswpXe8owAAABR0RVh0cGRmOlZlcnNpb24AUERGLTEuNCAcRzp4AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "display(Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/GT_Gefit.p300.diffBind_MA.png\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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>seqnames</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>width</th>\n",
       "      <th>strand</th>\n",
       "      <th>Conc</th>\n",
       "      <th>Conc_GT</th>\n",
       "      <th>Conc_Gefit</th>\n",
       "      <th>Fold</th>\n",
       "      <th>p.value</th>\n",
       "      <th>FDR</th>\n",
       "      <th>SYMBOL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chr14</td>\n",
       "      <td>84402349</td>\n",
       "      <td>84405577</td>\n",
       "      <td>3229</td>\n",
       "      <td>*</td>\n",
       "      <td>8.97</td>\n",
       "      <td>7.35</td>\n",
       "      <td>9.71</td>\n",
       "      <td>-2.36</td>\n",
       "      <td>7.340000e-85</td>\n",
       "      <td>1.780000e-80</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chr4</td>\n",
       "      <td>95392734</td>\n",
       "      <td>95395250</td>\n",
       "      <td>2517</td>\n",
       "      <td>*</td>\n",
       "      <td>7.91</td>\n",
       "      <td>8.75</td>\n",
       "      <td>5.63</td>\n",
       "      <td>3.13</td>\n",
       "      <td>1.390000e-67</td>\n",
       "      <td>1.680000e-63</td>\n",
       "      <td>UNC5C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chr6</td>\n",
       "      <td>139977504</td>\n",
       "      <td>139978903</td>\n",
       "      <td>1400</td>\n",
       "      <td>*</td>\n",
       "      <td>8.37</td>\n",
       "      <td>9.12</td>\n",
       "      <td>6.75</td>\n",
       "      <td>2.36</td>\n",
       "      <td>1.740000e-51</td>\n",
       "      <td>1.410000e-47</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>chr3</td>\n",
       "      <td>169082032</td>\n",
       "      <td>169084708</td>\n",
       "      <td>2677</td>\n",
       "      <td>*</td>\n",
       "      <td>7.90</td>\n",
       "      <td>8.74</td>\n",
       "      <td>5.64</td>\n",
       "      <td>3.11</td>\n",
       "      <td>1.750000e-50</td>\n",
       "      <td>1.060000e-46</td>\n",
       "      <td>MECOM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chr4</td>\n",
       "      <td>124276211</td>\n",
       "      <td>124277051</td>\n",
       "      <td>841</td>\n",
       "      <td>*</td>\n",
       "      <td>6.93</td>\n",
       "      <td>7.80</td>\n",
       "      <td>4.45</td>\n",
       "      <td>3.35</td>\n",
       "      <td>2.570000e-45</td>\n",
       "      <td>1.250000e-41</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>chr3</td>\n",
       "      <td>171805919</td>\n",
       "      <td>171807086</td>\n",
       "      <td>1168</td>\n",
       "      <td>*</td>\n",
       "      <td>6.83</td>\n",
       "      <td>7.73</td>\n",
       "      <td>3.87</td>\n",
       "      <td>3.87</td>\n",
       "      <td>1.470000e-43</td>\n",
       "      <td>5.950000e-40</td>\n",
       "      <td>PLD1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>chr6</td>\n",
       "      <td>129110487</td>\n",
       "      <td>129111594</td>\n",
       "      <td>1108</td>\n",
       "      <td>*</td>\n",
       "      <td>6.69</td>\n",
       "      <td>7.59</td>\n",
       "      <td>3.77</td>\n",
       "      <td>3.81</td>\n",
       "      <td>5.710000e-43</td>\n",
       "      <td>1.980000e-39</td>\n",
       "      <td>LAMA2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>chr12</td>\n",
       "      <td>65925596</td>\n",
       "      <td>65926803</td>\n",
       "      <td>1208</td>\n",
       "      <td>*</td>\n",
       "      <td>6.75</td>\n",
       "      <td>7.67</td>\n",
       "      <td>3.44</td>\n",
       "      <td>4.23</td>\n",
       "      <td>1.840000e-42</td>\n",
       "      <td>5.510000e-39</td>\n",
       "      <td>HMGA2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>chr13</td>\n",
       "      <td>71621032</td>\n",
       "      <td>71622409</td>\n",
       "      <td>1378</td>\n",
       "      <td>*</td>\n",
       "      <td>7.54</td>\n",
       "      <td>8.33</td>\n",
       "      <td>5.62</td>\n",
       "      <td>2.71</td>\n",
       "      <td>2.050000e-42</td>\n",
       "      <td>5.510000e-39</td>\n",
       "      <td>DACH1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>chr4</td>\n",
       "      <td>113645744</td>\n",
       "      <td>113647107</td>\n",
       "      <td>1364</td>\n",
       "      <td>*</td>\n",
       "      <td>6.62</td>\n",
       "      <td>7.54</td>\n",
       "      <td>3.45</td>\n",
       "      <td>4.09</td>\n",
       "      <td>1.950000e-41</td>\n",
       "      <td>4.730000e-38</td>\n",
       "      <td>CAMK2D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>chr7</td>\n",
       "      <td>85102557</td>\n",
       "      <td>85104109</td>\n",
       "      <td>1553</td>\n",
       "      <td>*</td>\n",
       "      <td>7.42</td>\n",
       "      <td>8.24</td>\n",
       "      <td>5.31</td>\n",
       "      <td>2.94</td>\n",
       "      <td>4.010000e-40</td>\n",
       "      <td>8.520000e-37</td>\n",
       "      <td>SEMA3D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>chr2</td>\n",
       "      <td>191049479</td>\n",
       "      <td>191050774</td>\n",
       "      <td>1296</td>\n",
       "      <td>*</td>\n",
       "      <td>7.41</td>\n",
       "      <td>8.21</td>\n",
       "      <td>5.47</td>\n",
       "      <td>2.74</td>\n",
       "      <td>4.210000e-40</td>\n",
       "      <td>8.520000e-37</td>\n",
       "      <td>STAT4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>chr9</td>\n",
       "      <td>94805401</td>\n",
       "      <td>94806686</td>\n",
       "      <td>1286</td>\n",
       "      <td>*</td>\n",
       "      <td>6.88</td>\n",
       "      <td>7.79</td>\n",
       "      <td>3.91</td>\n",
       "      <td>3.88</td>\n",
       "      <td>1.560000e-39</td>\n",
       "      <td>2.900000e-36</td>\n",
       "      <td>C9orf3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>chr17</td>\n",
       "      <td>70658129</td>\n",
       "      <td>70659210</td>\n",
       "      <td>1082</td>\n",
       "      <td>*</td>\n",
       "      <td>6.77</td>\n",
       "      <td>4.45</td>\n",
       "      <td>7.62</td>\n",
       "      <td>-3.17</td>\n",
       "      <td>2.880000e-39</td>\n",
       "      <td>5.000000e-36</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>chr7</td>\n",
       "      <td>80781036</td>\n",
       "      <td>80782323</td>\n",
       "      <td>1288</td>\n",
       "      <td>*</td>\n",
       "      <td>7.43</td>\n",
       "      <td>8.19</td>\n",
       "      <td>5.71</td>\n",
       "      <td>2.48</td>\n",
       "      <td>3.540000e-39</td>\n",
       "      <td>5.730000e-36</td>\n",
       "      <td>SEMA3C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>chr12</td>\n",
       "      <td>79426095</td>\n",
       "      <td>79427112</td>\n",
       "      <td>1018</td>\n",
       "      <td>*</td>\n",
       "      <td>6.80</td>\n",
       "      <td>7.66</td>\n",
       "      <td>4.37</td>\n",
       "      <td>3.30</td>\n",
       "      <td>1.400000e-38</td>\n",
       "      <td>2.030000e-35</td>\n",
       "      <td>SYT1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>chr5</td>\n",
       "      <td>73989741</td>\n",
       "      <td>73991546</td>\n",
       "      <td>1806</td>\n",
       "      <td>*</td>\n",
       "      <td>8.32</td>\n",
       "      <td>9.01</td>\n",
       "      <td>6.92</td>\n",
       "      <td>2.09</td>\n",
       "      <td>1.430000e-38</td>\n",
       "      <td>2.030000e-35</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>chr21</td>\n",
       "      <td>26125469</td>\n",
       "      <td>26126509</td>\n",
       "      <td>1041</td>\n",
       "      <td>*</td>\n",
       "      <td>6.45</td>\n",
       "      <td>7.39</td>\n",
       "      <td>2.80</td>\n",
       "      <td>4.60</td>\n",
       "      <td>3.440000e-38</td>\n",
       "      <td>4.630000e-35</td>\n",
       "      <td>APP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>chr3</td>\n",
       "      <td>77189863</td>\n",
       "      <td>77192771</td>\n",
       "      <td>2909</td>\n",
       "      <td>*</td>\n",
       "      <td>8.78</td>\n",
       "      <td>9.45</td>\n",
       "      <td>7.45</td>\n",
       "      <td>2.00</td>\n",
       "      <td>4.420000e-38</td>\n",
       "      <td>5.650000e-35</td>\n",
       "      <td>ROBO2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>chr5</td>\n",
       "      <td>81428322</td>\n",
       "      <td>81429701</td>\n",
       "      <td>1380</td>\n",
       "      <td>*</td>\n",
       "      <td>6.81</td>\n",
       "      <td>7.65</td>\n",
       "      <td>4.60</td>\n",
       "      <td>3.04</td>\n",
       "      <td>1.050000e-37</td>\n",
       "      <td>1.270000e-34</td>\n",
       "      <td>c(\"SSBP2\", \"RNU5E-1\")</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>chr11</td>\n",
       "      <td>9820417</td>\n",
       "      <td>9822016</td>\n",
       "      <td>1600</td>\n",
       "      <td>*</td>\n",
       "      <td>8.07</td>\n",
       "      <td>8.79</td>\n",
       "      <td>6.54</td>\n",
       "      <td>2.24</td>\n",
       "      <td>1.450000e-37</td>\n",
       "      <td>1.680000e-34</td>\n",
       "      <td>SBF2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>chr2</td>\n",
       "      <td>160375840</td>\n",
       "      <td>160376987</td>\n",
       "      <td>1148</td>\n",
       "      <td>*</td>\n",
       "      <td>6.66</td>\n",
       "      <td>7.56</td>\n",
       "      <td>3.81</td>\n",
       "      <td>3.75</td>\n",
       "      <td>1.770000e-37</td>\n",
       "      <td>1.960000e-34</td>\n",
       "      <td>RBMS1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>chr1</td>\n",
       "      <td>79663018</td>\n",
       "      <td>79664478</td>\n",
       "      <td>1461</td>\n",
       "      <td>*</td>\n",
       "      <td>7.55</td>\n",
       "      <td>8.29</td>\n",
       "      <td>5.91</td>\n",
       "      <td>2.39</td>\n",
       "      <td>2.950000e-37</td>\n",
       "      <td>3.110000e-34</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>chr3</td>\n",
       "      <td>169381170</td>\n",
       "      <td>169382178</td>\n",
       "      <td>1009</td>\n",
       "      <td>*</td>\n",
       "      <td>6.91</td>\n",
       "      <td>7.77</td>\n",
       "      <td>4.49</td>\n",
       "      <td>3.27</td>\n",
       "      <td>4.550000e-37</td>\n",
       "      <td>4.600000e-34</td>\n",
       "      <td>MECOM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>chr7</td>\n",
       "      <td>12618525</td>\n",
       "      <td>12619995</td>\n",
       "      <td>1471</td>\n",
       "      <td>*</td>\n",
       "      <td>7.53</td>\n",
       "      <td>8.29</td>\n",
       "      <td>5.81</td>\n",
       "      <td>2.48</td>\n",
       "      <td>8.430000e-37</td>\n",
       "      <td>8.180000e-34</td>\n",
       "      <td>SCIN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>chr2</td>\n",
       "      <td>164769782</td>\n",
       "      <td>164772550</td>\n",
       "      <td>2769</td>\n",
       "      <td>*</td>\n",
       "      <td>8.00</td>\n",
       "      <td>8.70</td>\n",
       "      <td>6.58</td>\n",
       "      <td>2.12</td>\n",
       "      <td>1.030000e-36</td>\n",
       "      <td>9.310000e-34</td>\n",
       "      <td>COBLL1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>chr10</td>\n",
       "      <td>61746132</td>\n",
       "      <td>61748094</td>\n",
       "      <td>1963</td>\n",
       "      <td>*</td>\n",
       "      <td>8.04</td>\n",
       "      <td>8.76</td>\n",
       "      <td>6.53</td>\n",
       "      <td>2.23</td>\n",
       "      <td>1.040000e-36</td>\n",
       "      <td>9.310000e-34</td>\n",
       "      <td>C10orf107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>chr4</td>\n",
       "      <td>188108807</td>\n",
       "      <td>188110816</td>\n",
       "      <td>2010</td>\n",
       "      <td>*</td>\n",
       "      <td>7.81</td>\n",
       "      <td>8.56</td>\n",
       "      <td>6.19</td>\n",
       "      <td>2.36</td>\n",
       "      <td>1.080000e-36</td>\n",
       "      <td>9.390000e-34</td>\n",
       "      <td>TRIML2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>chr16</td>\n",
       "      <td>49696101</td>\n",
       "      <td>49697416</td>\n",
       "      <td>1316</td>\n",
       "      <td>*</td>\n",
       "      <td>8.03</td>\n",
       "      <td>6.77</td>\n",
       "      <td>8.70</td>\n",
       "      <td>-1.93</td>\n",
       "      <td>1.100000e-35</td>\n",
       "      <td>9.210000e-33</td>\n",
       "      <td>ZNF423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>chr1</td>\n",
       "      <td>98263353</td>\n",
       "      <td>98265482</td>\n",
       "      <td>2130</td>\n",
       "      <td>*</td>\n",
       "      <td>7.15</td>\n",
       "      <td>5.47</td>\n",
       "      <td>7.91</td>\n",
       "      <td>-2.44</td>\n",
       "      <td>1.430000e-35</td>\n",
       "      <td>1.150000e-32</td>\n",
       "      <td>LOC729987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16225</th>\n",
       "      <td>chr1</td>\n",
       "      <td>199122932</td>\n",
       "      <td>199123297</td>\n",
       "      <td>366</td>\n",
       "      <td>*</td>\n",
       "      <td>2.50</td>\n",
       "      <td>1.67</td>\n",
       "      <td>3.02</td>\n",
       "      <td>-1.36</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16226</th>\n",
       "      <td>chr15</td>\n",
       "      <td>31037758</td>\n",
       "      <td>31038436</td>\n",
       "      <td>679</td>\n",
       "      <td>*</td>\n",
       "      <td>4.18</td>\n",
       "      <td>3.73</td>\n",
       "      <td>4.53</td>\n",
       "      <td>-0.79</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>TRPM1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16227</th>\n",
       "      <td>chr2</td>\n",
       "      <td>188508893</td>\n",
       "      <td>188509769</td>\n",
       "      <td>877</td>\n",
       "      <td>*</td>\n",
       "      <td>6.04</td>\n",
       "      <td>6.23</td>\n",
       "      <td>5.81</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>GULP1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16228</th>\n",
       "      <td>chr6</td>\n",
       "      <td>74707849</td>\n",
       "      <td>74708355</td>\n",
       "      <td>507</td>\n",
       "      <td>*</td>\n",
       "      <td>4.56</td>\n",
       "      <td>4.88</td>\n",
       "      <td>4.15</td>\n",
       "      <td>0.73</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16229</th>\n",
       "      <td>chr5</td>\n",
       "      <td>125813380</td>\n",
       "      <td>125813823</td>\n",
       "      <td>444</td>\n",
       "      <td>*</td>\n",
       "      <td>3.62</td>\n",
       "      <td>3.16</td>\n",
       "      <td>3.97</td>\n",
       "      <td>-0.82</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16230</th>\n",
       "      <td>chr3</td>\n",
       "      <td>21009250</td>\n",
       "      <td>21010469</td>\n",
       "      <td>1220</td>\n",
       "      <td>*</td>\n",
       "      <td>6.23</td>\n",
       "      <td>6.42</td>\n",
       "      <td>6.02</td>\n",
       "      <td>0.41</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16231</th>\n",
       "      <td>chr17</td>\n",
       "      <td>70073266</td>\n",
       "      <td>70073592</td>\n",
       "      <td>327</td>\n",
       "      <td>*</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.45</td>\n",
       "      <td>2.26</td>\n",
       "      <td>1.19</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16232</th>\n",
       "      <td>chr3</td>\n",
       "      <td>60990033</td>\n",
       "      <td>60990709</td>\n",
       "      <td>677</td>\n",
       "      <td>*</td>\n",
       "      <td>5.39</td>\n",
       "      <td>5.61</td>\n",
       "      <td>5.13</td>\n",
       "      <td>0.48</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>FHIT</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16233</th>\n",
       "      <td>chr16</td>\n",
       "      <td>53756665</td>\n",
       "      <td>53757070</td>\n",
       "      <td>406</td>\n",
       "      <td>*</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.34</td>\n",
       "      <td>3.57</td>\n",
       "      <td>0.77</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>FTO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16234</th>\n",
       "      <td>chr13</td>\n",
       "      <td>108154259</td>\n",
       "      <td>108154861</td>\n",
       "      <td>603</td>\n",
       "      <td>*</td>\n",
       "      <td>4.83</td>\n",
       "      <td>5.10</td>\n",
       "      <td>4.51</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16235</th>\n",
       "      <td>chr3</td>\n",
       "      <td>109137809</td>\n",
       "      <td>109138160</td>\n",
       "      <td>352</td>\n",
       "      <td>*</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2.01</td>\n",
       "      <td>3.12</td>\n",
       "      <td>-1.12</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>FLJ22763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16236</th>\n",
       "      <td>chr17</td>\n",
       "      <td>37446152</td>\n",
       "      <td>37446475</td>\n",
       "      <td>324</td>\n",
       "      <td>*</td>\n",
       "      <td>3.22</td>\n",
       "      <td>3.65</td>\n",
       "      <td>2.60</td>\n",
       "      <td>1.05</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>TADA2A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16237</th>\n",
       "      <td>chr12</td>\n",
       "      <td>87796964</td>\n",
       "      <td>87797417</td>\n",
       "      <td>454</td>\n",
       "      <td>*</td>\n",
       "      <td>3.88</td>\n",
       "      <td>4.23</td>\n",
       "      <td>3.42</td>\n",
       "      <td>0.81</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16238</th>\n",
       "      <td>chr10</td>\n",
       "      <td>36778540</td>\n",
       "      <td>36779116</td>\n",
       "      <td>577</td>\n",
       "      <td>*</td>\n",
       "      <td>3.45</td>\n",
       "      <td>2.72</td>\n",
       "      <td>3.93</td>\n",
       "      <td>-1.21</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16239</th>\n",
       "      <td>chr9</td>\n",
       "      <td>3848717</td>\n",
       "      <td>3849152</td>\n",
       "      <td>436</td>\n",
       "      <td>*</td>\n",
       "      <td>3.51</td>\n",
       "      <td>2.97</td>\n",
       "      <td>3.90</td>\n",
       "      <td>-0.92</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>GLIS3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16240</th>\n",
       "      <td>chr5</td>\n",
       "      <td>13316135</td>\n",
       "      <td>13316659</td>\n",
       "      <td>525</td>\n",
       "      <td>*</td>\n",
       "      <td>3.77</td>\n",
       "      <td>3.27</td>\n",
       "      <td>4.15</td>\n",
       "      <td>-0.88</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16241</th>\n",
       "      <td>chr3</td>\n",
       "      <td>112604438</td>\n",
       "      <td>112605023</td>\n",
       "      <td>586</td>\n",
       "      <td>*</td>\n",
       "      <td>5.15</td>\n",
       "      <td>5.40</td>\n",
       "      <td>4.84</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>CCDC80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16242</th>\n",
       "      <td>chr1</td>\n",
       "      <td>222801870</td>\n",
       "      <td>222802358</td>\n",
       "      <td>489</td>\n",
       "      <td>*</td>\n",
       "      <td>3.14</td>\n",
       "      <td>3.58</td>\n",
       "      <td>2.51</td>\n",
       "      <td>1.07</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16243</th>\n",
       "      <td>chr8</td>\n",
       "      <td>112411015</td>\n",
       "      <td>112411508</td>\n",
       "      <td>494</td>\n",
       "      <td>*</td>\n",
       "      <td>3.57</td>\n",
       "      <td>3.02</td>\n",
       "      <td>3.97</td>\n",
       "      <td>-0.95</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>CSMD3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16244</th>\n",
       "      <td>chr9</td>\n",
       "      <td>69898757</td>\n",
       "      <td>69899054</td>\n",
       "      <td>298</td>\n",
       "      <td>*</td>\n",
       "      <td>2.62</td>\n",
       "      <td>3.13</td>\n",
       "      <td>1.82</td>\n",
       "      <td>1.32</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>C9orf135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16245</th>\n",
       "      <td>chr10</td>\n",
       "      <td>61817652</td>\n",
       "      <td>61818104</td>\n",
       "      <td>453</td>\n",
       "      <td>*</td>\n",
       "      <td>2.16</td>\n",
       "      <td>1.33</td>\n",
       "      <td>2.69</td>\n",
       "      <td>-1.36</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16246</th>\n",
       "      <td>chr18</td>\n",
       "      <td>27136039</td>\n",
       "      <td>27136503</td>\n",
       "      <td>465</td>\n",
       "      <td>*</td>\n",
       "      <td>3.27</td>\n",
       "      <td>2.65</td>\n",
       "      <td>3.70</td>\n",
       "      <td>-1.05</td>\n",
       "      <td>1.330000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>c(\"AQP4-AS1\", \"CHST9\")</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16247</th>\n",
       "      <td>chr2</td>\n",
       "      <td>163553577</td>\n",
       "      <td>163553909</td>\n",
       "      <td>333</td>\n",
       "      <td>*</td>\n",
       "      <td>3.91</td>\n",
       "      <td>4.24</td>\n",
       "      <td>3.48</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1.340000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16248</th>\n",
       "      <td>chr12</td>\n",
       "      <td>105398598</td>\n",
       "      <td>105398882</td>\n",
       "      <td>285</td>\n",
       "      <td>*</td>\n",
       "      <td>2.75</td>\n",
       "      <td>3.19</td>\n",
       "      <td>2.10</td>\n",
       "      <td>1.09</td>\n",
       "      <td>1.340000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16249</th>\n",
       "      <td>chr12</td>\n",
       "      <td>17284934</td>\n",
       "      <td>17285376</td>\n",
       "      <td>443</td>\n",
       "      <td>*</td>\n",
       "      <td>3.21</td>\n",
       "      <td>3.63</td>\n",
       "      <td>2.62</td>\n",
       "      <td>1.01</td>\n",
       "      <td>1.340000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16250</th>\n",
       "      <td>chr12</td>\n",
       "      <td>124544276</td>\n",
       "      <td>124544705</td>\n",
       "      <td>430</td>\n",
       "      <td>*</td>\n",
       "      <td>3.65</td>\n",
       "      <td>3.00</td>\n",
       "      <td>4.10</td>\n",
       "      <td>-1.11</td>\n",
       "      <td>1.340000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>NCOR2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16251</th>\n",
       "      <td>chr6</td>\n",
       "      <td>46098682</td>\n",
       "      <td>46099020</td>\n",
       "      <td>339</td>\n",
       "      <td>*</td>\n",
       "      <td>2.31</td>\n",
       "      <td>1.40</td>\n",
       "      <td>2.86</td>\n",
       "      <td>-1.45</td>\n",
       "      <td>1.340000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16252</th>\n",
       "      <td>chr3</td>\n",
       "      <td>24364497</td>\n",
       "      <td>24364971</td>\n",
       "      <td>475</td>\n",
       "      <td>*</td>\n",
       "      <td>5.12</td>\n",
       "      <td>5.36</td>\n",
       "      <td>4.84</td>\n",
       "      <td>0.52</td>\n",
       "      <td>1.340000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>THRB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16253</th>\n",
       "      <td>chr18</td>\n",
       "      <td>26487208</td>\n",
       "      <td>26487933</td>\n",
       "      <td>726</td>\n",
       "      <td>*</td>\n",
       "      <td>6.07</td>\n",
       "      <td>5.87</td>\n",
       "      <td>6.25</td>\n",
       "      <td>-0.37</td>\n",
       "      <td>1.340000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>KCTD1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16254</th>\n",
       "      <td>chr11</td>\n",
       "      <td>69280517</td>\n",
       "      <td>69281370</td>\n",
       "      <td>854</td>\n",
       "      <td>*</td>\n",
       "      <td>6.31</td>\n",
       "      <td>6.10</td>\n",
       "      <td>6.48</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>1.340000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16255 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      seqnames      start        end  width strand  Conc  Conc_GT  Conc_Gefit  \\\n",
       "0        chr14   84402349   84405577   3229      *  8.97     7.35        9.71   \n",
       "1         chr4   95392734   95395250   2517      *  7.91     8.75        5.63   \n",
       "2         chr6  139977504  139978903   1400      *  8.37     9.12        6.75   \n",
       "3         chr3  169082032  169084708   2677      *  7.90     8.74        5.64   \n",
       "4         chr4  124276211  124277051    841      *  6.93     7.80        4.45   \n",
       "5         chr3  171805919  171807086   1168      *  6.83     7.73        3.87   \n",
       "6         chr6  129110487  129111594   1108      *  6.69     7.59        3.77   \n",
       "7        chr12   65925596   65926803   1208      *  6.75     7.67        3.44   \n",
       "8        chr13   71621032   71622409   1378      *  7.54     8.33        5.62   \n",
       "9         chr4  113645744  113647107   1364      *  6.62     7.54        3.45   \n",
       "10        chr7   85102557   85104109   1553      *  7.42     8.24        5.31   \n",
       "11        chr2  191049479  191050774   1296      *  7.41     8.21        5.47   \n",
       "12        chr9   94805401   94806686   1286      *  6.88     7.79        3.91   \n",
       "13       chr17   70658129   70659210   1082      *  6.77     4.45        7.62   \n",
       "14        chr7   80781036   80782323   1288      *  7.43     8.19        5.71   \n",
       "15       chr12   79426095   79427112   1018      *  6.80     7.66        4.37   \n",
       "16        chr5   73989741   73991546   1806      *  8.32     9.01        6.92   \n",
       "17       chr21   26125469   26126509   1041      *  6.45     7.39        2.80   \n",
       "18        chr3   77189863   77192771   2909      *  8.78     9.45        7.45   \n",
       "19        chr5   81428322   81429701   1380      *  6.81     7.65        4.60   \n",
       "20       chr11    9820417    9822016   1600      *  8.07     8.79        6.54   \n",
       "21        chr2  160375840  160376987   1148      *  6.66     7.56        3.81   \n",
       "22        chr1   79663018   79664478   1461      *  7.55     8.29        5.91   \n",
       "23        chr3  169381170  169382178   1009      *  6.91     7.77        4.49   \n",
       "24        chr7   12618525   12619995   1471      *  7.53     8.29        5.81   \n",
       "25        chr2  164769782  164772550   2769      *  8.00     8.70        6.58   \n",
       "26       chr10   61746132   61748094   1963      *  8.04     8.76        6.53   \n",
       "27        chr4  188108807  188110816   2010      *  7.81     8.56        6.19   \n",
       "28       chr16   49696101   49697416   1316      *  8.03     6.77        8.70   \n",
       "29        chr1   98263353   98265482   2130      *  7.15     5.47        7.91   \n",
       "...        ...        ...        ...    ...    ...   ...      ...         ...   \n",
       "16225     chr1  199122932  199123297    366      *  2.50     1.67        3.02   \n",
       "16226    chr15   31037758   31038436    679      *  4.18     3.73        4.53   \n",
       "16227     chr2  188508893  188509769    877      *  6.04     6.23        5.81   \n",
       "16228     chr6   74707849   74708355    507      *  4.56     4.88        4.15   \n",
       "16229     chr5  125813380  125813823    444      *  3.62     3.16        3.97   \n",
       "16230     chr3   21009250   21010469   1220      *  6.23     6.42        6.02   \n",
       "16231    chr17   70073266   70073592    327      *  2.97     3.45        2.26   \n",
       "16232     chr3   60990033   60990709    677      *  5.39     5.61        5.13   \n",
       "16233    chr16   53756665   53757070    406      *  4.00     4.34        3.57   \n",
       "16234    chr13  108154259  108154861    603      *  4.83     5.10        4.51   \n",
       "16235     chr3  109137809  109138160    352      *  2.67     2.01        3.12   \n",
       "16236    chr17   37446152   37446475    324      *  3.22     3.65        2.60   \n",
       "16237    chr12   87796964   87797417    454      *  3.88     4.23        3.42   \n",
       "16238    chr10   36778540   36779116    577      *  3.45     2.72        3.93   \n",
       "16239     chr9    3848717    3849152    436      *  3.51     2.97        3.90   \n",
       "16240     chr5   13316135   13316659    525      *  3.77     3.27        4.15   \n",
       "16241     chr3  112604438  112605023    586      *  5.15     5.40        4.84   \n",
       "16242     chr1  222801870  222802358    489      *  3.14     3.58        2.51   \n",
       "16243     chr8  112411015  112411508    494      *  3.57     3.02        3.97   \n",
       "16244     chr9   69898757   69899054    298      *  2.62     3.13        1.82   \n",
       "16245    chr10   61817652   61818104    453      *  2.16     1.33        2.69   \n",
       "16246    chr18   27136039   27136503    465      *  3.27     2.65        3.70   \n",
       "16247     chr2  163553577  163553909    333      *  3.91     4.24        3.48   \n",
       "16248    chr12  105398598  105398882    285      *  2.75     3.19        2.10   \n",
       "16249    chr12   17284934   17285376    443      *  3.21     3.63        2.62   \n",
       "16250    chr12  124544276  124544705    430      *  3.65     3.00        4.10   \n",
       "16251     chr6   46098682   46099020    339      *  2.31     1.40        2.86   \n",
       "16252     chr3   24364497   24364971    475      *  5.12     5.36        4.84   \n",
       "16253    chr18   26487208   26487933    726      *  6.07     5.87        6.25   \n",
       "16254    chr11   69280517   69281370    854      *  6.31     6.10        6.48   \n",
       "\n",
       "       Fold       p.value           FDR                  SYMBOL  \n",
       "0     -2.36  7.340000e-85  1.780000e-80            character(0)  \n",
       "1      3.13  1.390000e-67  1.680000e-63                   UNC5C  \n",
       "2      2.36  1.740000e-51  1.410000e-47            character(0)  \n",
       "3      3.11  1.750000e-50  1.060000e-46                   MECOM  \n",
       "4      3.35  2.570000e-45  1.250000e-41            character(0)  \n",
       "5      3.87  1.470000e-43  5.950000e-40                    PLD1  \n",
       "6      3.81  5.710000e-43  1.980000e-39                   LAMA2  \n",
       "7      4.23  1.840000e-42  5.510000e-39                   HMGA2  \n",
       "8      2.71  2.050000e-42  5.510000e-39                   DACH1  \n",
       "9      4.09  1.950000e-41  4.730000e-38                  CAMK2D  \n",
       "10     2.94  4.010000e-40  8.520000e-37                  SEMA3D  \n",
       "11     2.74  4.210000e-40  8.520000e-37                   STAT4  \n",
       "12     3.88  1.560000e-39  2.900000e-36                  C9orf3  \n",
       "13    -3.17  2.880000e-39  5.000000e-36            character(0)  \n",
       "14     2.48  3.540000e-39  5.730000e-36                  SEMA3C  \n",
       "15     3.30  1.400000e-38  2.030000e-35                    SYT1  \n",
       "16     2.09  1.430000e-38  2.030000e-35            character(0)  \n",
       "17     4.60  3.440000e-38  4.630000e-35                     APP  \n",
       "18     2.00  4.420000e-38  5.650000e-35                   ROBO2  \n",
       "19     3.04  1.050000e-37  1.270000e-34   c(\"SSBP2\", \"RNU5E-1\")  \n",
       "20     2.24  1.450000e-37  1.680000e-34                    SBF2  \n",
       "21     3.75  1.770000e-37  1.960000e-34                   RBMS1  \n",
       "22     2.39  2.950000e-37  3.110000e-34            character(0)  \n",
       "23     3.27  4.550000e-37  4.600000e-34                   MECOM  \n",
       "24     2.48  8.430000e-37  8.180000e-34                    SCIN  \n",
       "25     2.12  1.030000e-36  9.310000e-34                  COBLL1  \n",
       "26     2.23  1.040000e-36  9.310000e-34               C10orf107  \n",
       "27     2.36  1.080000e-36  9.390000e-34                  TRIML2  \n",
       "28    -1.93  1.100000e-35  9.210000e-33                  ZNF423  \n",
       "29    -2.44  1.430000e-35  1.150000e-32               LOC729987  \n",
       "...     ...           ...           ...                     ...  \n",
       "16225 -1.36  1.330000e-01  1.990000e-01            character(0)  \n",
       "16226 -0.79  1.330000e-01  1.990000e-01                   TRPM1  \n",
       "16227  0.43  1.330000e-01  1.990000e-01                   GULP1  \n",
       "16228  0.73  1.330000e-01  1.990000e-01            character(0)  \n",
       "16229 -0.82  1.330000e-01  1.990000e-01            character(0)  \n",
       "16230  0.41  1.330000e-01  1.990000e-01            character(0)  \n",
       "16231  1.19  1.330000e-01  1.990000e-01            character(0)  \n",
       "16232  0.48  1.330000e-01  1.990000e-01                    FHIT  \n",
       "16233  0.77  1.330000e-01  1.990000e-01                     FTO  \n",
       "16234  0.59  1.330000e-01  1.990000e-01            character(0)  \n",
       "16235 -1.12  1.330000e-01  1.990000e-01                FLJ22763  \n",
       "16236  1.05  1.330000e-01  1.990000e-01                  TADA2A  \n",
       "16237  0.81  1.330000e-01  1.990000e-01            character(0)  \n",
       "16238 -1.21  1.330000e-01  1.990000e-01            character(0)  \n",
       "16239 -0.92  1.330000e-01  1.990000e-01                   GLIS3  \n",
       "16240 -0.88  1.330000e-01  1.990000e-01            character(0)  \n",
       "16241  0.56  1.330000e-01  1.990000e-01                  CCDC80  \n",
       "16242  1.07  1.330000e-01  1.990000e-01            character(0)  \n",
       "16243 -0.95  1.330000e-01  1.990000e-01                   CSMD3  \n",
       "16244  1.32  1.330000e-01  1.990000e-01                C9orf135  \n",
       "16245 -1.36  1.330000e-01  1.990000e-01            character(0)  \n",
       "16246 -1.05  1.330000e-01  1.990000e-01  c(\"AQP4-AS1\", \"CHST9\")  \n",
       "16247  0.76  1.340000e-01  1.990000e-01            character(0)  \n",
       "16248  1.09  1.340000e-01  2.000000e-01            character(0)  \n",
       "16249  1.01  1.340000e-01  2.000000e-01            character(0)  \n",
       "16250 -1.11  1.340000e-01  2.000000e-01                   NCOR2  \n",
       "16251 -1.45  1.340000e-01  2.000000e-01            character(0)  \n",
       "16252  0.52  1.340000e-01  2.000000e-01                    THRB  \n",
       "16253 -0.37  1.340000e-01  2.000000e-01                   KCTD1  \n",
       "16254 -0.38  1.340000e-01  2.000000e-01            character(0)  \n",
       "\n",
       "[16255 rows x 12 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.read_csv('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/GT_Gefit.p300.diffBind.txt', \n",
    "            sep='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### THZ531 vs Gefit"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%bash\n",
    "module load ImageMagick\n",
    "convert /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/THZ531_Gefit.p300.diffBind_MA.pdf /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/THZ531_Gefit.p300.diffBind_MA.png"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Image, display\n",
    "display(Image(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/THZ531_Gefit.p300.diffBind_MA.png\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "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>seqnames</th>\n",
       "      <th>start</th>\n",
       "      <th>end</th>\n",
       "      <th>width</th>\n",
       "      <th>strand</th>\n",
       "      <th>Conc</th>\n",
       "      <th>Conc_THZ531</th>\n",
       "      <th>Conc_Gefit</th>\n",
       "      <th>Fold</th>\n",
       "      <th>p.value</th>\n",
       "      <th>FDR</th>\n",
       "      <th>SYMBOL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>chr14</td>\n",
       "      <td>84402349</td>\n",
       "      <td>84405577</td>\n",
       "      <td>3229</td>\n",
       "      <td>*</td>\n",
       "      <td>9.07</td>\n",
       "      <td>7.89</td>\n",
       "      <td>9.71</td>\n",
       "      <td>-1.82</td>\n",
       "      <td>1.520000e-81</td>\n",
       "      <td>3.690000e-77</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>chr4</td>\n",
       "      <td>95392734</td>\n",
       "      <td>95395250</td>\n",
       "      <td>2517</td>\n",
       "      <td>*</td>\n",
       "      <td>7.52</td>\n",
       "      <td>8.31</td>\n",
       "      <td>5.63</td>\n",
       "      <td>2.68</td>\n",
       "      <td>3.290000e-61</td>\n",
       "      <td>3.990000e-57</td>\n",
       "      <td>UNC5C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>chr5</td>\n",
       "      <td>73989741</td>\n",
       "      <td>73991546</td>\n",
       "      <td>1806</td>\n",
       "      <td>*</td>\n",
       "      <td>8.31</td>\n",
       "      <td>9.00</td>\n",
       "      <td>6.92</td>\n",
       "      <td>2.08</td>\n",
       "      <td>1.090000e-56</td>\n",
       "      <td>8.830000e-53</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>chr5</td>\n",
       "      <td>92145589</td>\n",
       "      <td>92148503</td>\n",
       "      <td>2915</td>\n",
       "      <td>*</td>\n",
       "      <td>9.34</td>\n",
       "      <td>8.60</td>\n",
       "      <td>9.82</td>\n",
       "      <td>-1.22</td>\n",
       "      <td>1.260000e-53</td>\n",
       "      <td>7.630000e-50</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>chr3</td>\n",
       "      <td>169082032</td>\n",
       "      <td>169084708</td>\n",
       "      <td>2677</td>\n",
       "      <td>*</td>\n",
       "      <td>7.45</td>\n",
       "      <td>8.23</td>\n",
       "      <td>5.64</td>\n",
       "      <td>2.59</td>\n",
       "      <td>4.770000e-53</td>\n",
       "      <td>2.320000e-49</td>\n",
       "      <td>MECOM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>chr6</td>\n",
       "      <td>139977504</td>\n",
       "      <td>139978903</td>\n",
       "      <td>1400</td>\n",
       "      <td>*</td>\n",
       "      <td>8.02</td>\n",
       "      <td>8.69</td>\n",
       "      <td>6.75</td>\n",
       "      <td>1.94</td>\n",
       "      <td>1.060000e-48</td>\n",
       "      <td>4.290000e-45</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>chr13</td>\n",
       "      <td>71621032</td>\n",
       "      <td>71622409</td>\n",
       "      <td>1378</td>\n",
       "      <td>*</td>\n",
       "      <td>7.37</td>\n",
       "      <td>8.14</td>\n",
       "      <td>5.62</td>\n",
       "      <td>2.52</td>\n",
       "      <td>1.910000e-47</td>\n",
       "      <td>6.630000e-44</td>\n",
       "      <td>DACH1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>chr1</td>\n",
       "      <td>98263353</td>\n",
       "      <td>98265482</td>\n",
       "      <td>2130</td>\n",
       "      <td>*</td>\n",
       "      <td>7.13</td>\n",
       "      <td>5.29</td>\n",
       "      <td>7.91</td>\n",
       "      <td>-2.62</td>\n",
       "      <td>6.840000e-47</td>\n",
       "      <td>2.070000e-43</td>\n",
       "      <td>LOC729987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>chrX</td>\n",
       "      <td>141988899</td>\n",
       "      <td>141991054</td>\n",
       "      <td>2156</td>\n",
       "      <td>*</td>\n",
       "      <td>7.75</td>\n",
       "      <td>8.43</td>\n",
       "      <td>6.44</td>\n",
       "      <td>1.98</td>\n",
       "      <td>1.570000e-46</td>\n",
       "      <td>4.230000e-43</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>chr11</td>\n",
       "      <td>9820417</td>\n",
       "      <td>9822016</td>\n",
       "      <td>1600</td>\n",
       "      <td>*</td>\n",
       "      <td>7.97</td>\n",
       "      <td>8.67</td>\n",
       "      <td>6.54</td>\n",
       "      <td>2.12</td>\n",
       "      <td>1.950000e-46</td>\n",
       "      <td>4.730000e-43</td>\n",
       "      <td>SBF2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>chr3</td>\n",
       "      <td>77189863</td>\n",
       "      <td>77192771</td>\n",
       "      <td>2909</td>\n",
       "      <td>*</td>\n",
       "      <td>8.55</td>\n",
       "      <td>9.17</td>\n",
       "      <td>7.45</td>\n",
       "      <td>1.72</td>\n",
       "      <td>2.400000e-46</td>\n",
       "      <td>5.290000e-43</td>\n",
       "      <td>ROBO2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>chr4</td>\n",
       "      <td>124276211</td>\n",
       "      <td>124277051</td>\n",
       "      <td>841</td>\n",
       "      <td>*</td>\n",
       "      <td>6.79</td>\n",
       "      <td>7.64</td>\n",
       "      <td>4.45</td>\n",
       "      <td>3.19</td>\n",
       "      <td>5.240000e-46</td>\n",
       "      <td>1.060000e-42</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>chr10</td>\n",
       "      <td>106980148</td>\n",
       "      <td>106983107</td>\n",
       "      <td>2960</td>\n",
       "      <td>*</td>\n",
       "      <td>8.96</td>\n",
       "      <td>8.22</td>\n",
       "      <td>9.45</td>\n",
       "      <td>-1.23</td>\n",
       "      <td>8.160000e-43</td>\n",
       "      <td>1.520000e-39</td>\n",
       "      <td>SORCS1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>chr12</td>\n",
       "      <td>79426095</td>\n",
       "      <td>79427112</td>\n",
       "      <td>1018</td>\n",
       "      <td>*</td>\n",
       "      <td>6.71</td>\n",
       "      <td>7.56</td>\n",
       "      <td>4.37</td>\n",
       "      <td>3.19</td>\n",
       "      <td>1.080000e-42</td>\n",
       "      <td>1.870000e-39</td>\n",
       "      <td>SYT1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>chr7</td>\n",
       "      <td>80781036</td>\n",
       "      <td>80782323</td>\n",
       "      <td>1288</td>\n",
       "      <td>*</td>\n",
       "      <td>7.26</td>\n",
       "      <td>7.99</td>\n",
       "      <td>5.71</td>\n",
       "      <td>2.28</td>\n",
       "      <td>6.530000e-42</td>\n",
       "      <td>1.060000e-38</td>\n",
       "      <td>SEMA3C</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>chr6</td>\n",
       "      <td>129110487</td>\n",
       "      <td>129111594</td>\n",
       "      <td>1108</td>\n",
       "      <td>*</td>\n",
       "      <td>6.49</td>\n",
       "      <td>7.38</td>\n",
       "      <td>3.77</td>\n",
       "      <td>3.60</td>\n",
       "      <td>4.030000e-41</td>\n",
       "      <td>6.120000e-38</td>\n",
       "      <td>LAMA2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>chr8</td>\n",
       "      <td>99498431</td>\n",
       "      <td>99499423</td>\n",
       "      <td>993</td>\n",
       "      <td>*</td>\n",
       "      <td>6.59</td>\n",
       "      <td>7.45</td>\n",
       "      <td>4.06</td>\n",
       "      <td>3.39</td>\n",
       "      <td>3.570000e-40</td>\n",
       "      <td>5.090000e-37</td>\n",
       "      <td>VPS13B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>chr7</td>\n",
       "      <td>81331026</td>\n",
       "      <td>81332163</td>\n",
       "      <td>1138</td>\n",
       "      <td>*</td>\n",
       "      <td>6.49</td>\n",
       "      <td>7.36</td>\n",
       "      <td>4.02</td>\n",
       "      <td>3.34</td>\n",
       "      <td>3.990000e-40</td>\n",
       "      <td>5.380000e-37</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>chr11</td>\n",
       "      <td>27205258</td>\n",
       "      <td>27206605</td>\n",
       "      <td>1348</td>\n",
       "      <td>*</td>\n",
       "      <td>7.47</td>\n",
       "      <td>8.15</td>\n",
       "      <td>6.15</td>\n",
       "      <td>2.00</td>\n",
       "      <td>4.460000e-40</td>\n",
       "      <td>5.690000e-37</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>chr12</td>\n",
       "      <td>65925596</td>\n",
       "      <td>65926803</td>\n",
       "      <td>1208</td>\n",
       "      <td>*</td>\n",
       "      <td>6.55</td>\n",
       "      <td>7.47</td>\n",
       "      <td>3.44</td>\n",
       "      <td>4.03</td>\n",
       "      <td>6.870000e-40</td>\n",
       "      <td>8.330000e-37</td>\n",
       "      <td>HMGA2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>chr4</td>\n",
       "      <td>188108807</td>\n",
       "      <td>188110816</td>\n",
       "      <td>2010</td>\n",
       "      <td>*</td>\n",
       "      <td>7.68</td>\n",
       "      <td>8.40</td>\n",
       "      <td>6.19</td>\n",
       "      <td>2.21</td>\n",
       "      <td>7.470000e-40</td>\n",
       "      <td>8.630000e-37</td>\n",
       "      <td>TRIML2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>chr1</td>\n",
       "      <td>79663018</td>\n",
       "      <td>79664478</td>\n",
       "      <td>1461</td>\n",
       "      <td>*</td>\n",
       "      <td>7.36</td>\n",
       "      <td>8.07</td>\n",
       "      <td>5.91</td>\n",
       "      <td>2.16</td>\n",
       "      <td>8.930000e-40</td>\n",
       "      <td>9.840000e-37</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>chr2</td>\n",
       "      <td>160375840</td>\n",
       "      <td>160376987</td>\n",
       "      <td>1148</td>\n",
       "      <td>*</td>\n",
       "      <td>6.38</td>\n",
       "      <td>7.26</td>\n",
       "      <td>3.81</td>\n",
       "      <td>3.45</td>\n",
       "      <td>3.740000e-38</td>\n",
       "      <td>3.950000e-35</td>\n",
       "      <td>RBMS1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>chr5</td>\n",
       "      <td>78924650</td>\n",
       "      <td>78926034</td>\n",
       "      <td>1385</td>\n",
       "      <td>*</td>\n",
       "      <td>7.33</td>\n",
       "      <td>8.03</td>\n",
       "      <td>5.91</td>\n",
       "      <td>2.12</td>\n",
       "      <td>4.420000e-38</td>\n",
       "      <td>4.460000e-35</td>\n",
       "      <td>ARSB</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>chr21</td>\n",
       "      <td>26125469</td>\n",
       "      <td>26126509</td>\n",
       "      <td>1041</td>\n",
       "      <td>*</td>\n",
       "      <td>6.21</td>\n",
       "      <td>7.14</td>\n",
       "      <td>2.80</td>\n",
       "      <td>4.35</td>\n",
       "      <td>7.780000e-38</td>\n",
       "      <td>7.550000e-35</td>\n",
       "      <td>APP</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>chr2</td>\n",
       "      <td>191049479</td>\n",
       "      <td>191050774</td>\n",
       "      <td>1296</td>\n",
       "      <td>*</td>\n",
       "      <td>7.06</td>\n",
       "      <td>7.80</td>\n",
       "      <td>5.47</td>\n",
       "      <td>2.33</td>\n",
       "      <td>8.270000e-38</td>\n",
       "      <td>7.710000e-35</td>\n",
       "      <td>STAT4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>chr4</td>\n",
       "      <td>113645744</td>\n",
       "      <td>113647107</td>\n",
       "      <td>1364</td>\n",
       "      <td>*</td>\n",
       "      <td>6.26</td>\n",
       "      <td>7.16</td>\n",
       "      <td>3.45</td>\n",
       "      <td>3.71</td>\n",
       "      <td>3.550000e-37</td>\n",
       "      <td>3.190000e-34</td>\n",
       "      <td>CAMK2D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>chr10</td>\n",
       "      <td>99779331</td>\n",
       "      <td>99780839</td>\n",
       "      <td>1509</td>\n",
       "      <td>*</td>\n",
       "      <td>7.68</td>\n",
       "      <td>8.35</td>\n",
       "      <td>6.37</td>\n",
       "      <td>1.98</td>\n",
       "      <td>1.090000e-36</td>\n",
       "      <td>9.460000e-34</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>chr4</td>\n",
       "      <td>90950253</td>\n",
       "      <td>90951444</td>\n",
       "      <td>1192</td>\n",
       "      <td>*</td>\n",
       "      <td>7.30</td>\n",
       "      <td>7.98</td>\n",
       "      <td>5.94</td>\n",
       "      <td>2.04</td>\n",
       "      <td>5.500000e-36</td>\n",
       "      <td>4.610000e-33</td>\n",
       "      <td>CCSER1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>chr9</td>\n",
       "      <td>94805401</td>\n",
       "      <td>94806686</td>\n",
       "      <td>1286</td>\n",
       "      <td>*</td>\n",
       "      <td>6.48</td>\n",
       "      <td>7.36</td>\n",
       "      <td>3.91</td>\n",
       "      <td>3.45</td>\n",
       "      <td>1.080000e-35</td>\n",
       "      <td>8.700000e-33</td>\n",
       "      <td>C9orf3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15269</th>\n",
       "      <td>chr6</td>\n",
       "      <td>116167601</td>\n",
       "      <td>116168082</td>\n",
       "      <td>482</td>\n",
       "      <td>*</td>\n",
       "      <td>3.99</td>\n",
       "      <td>4.33</td>\n",
       "      <td>3.54</td>\n",
       "      <td>0.79</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>NT5DC1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15270</th>\n",
       "      <td>chr9</td>\n",
       "      <td>91077813</td>\n",
       "      <td>91078338</td>\n",
       "      <td>526</td>\n",
       "      <td>*</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.01</td>\n",
       "      <td>1.77</td>\n",
       "      <td>1.24</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15271</th>\n",
       "      <td>chr14</td>\n",
       "      <td>85217376</td>\n",
       "      <td>85217739</td>\n",
       "      <td>364</td>\n",
       "      <td>*</td>\n",
       "      <td>2.87</td>\n",
       "      <td>3.33</td>\n",
       "      <td>2.18</td>\n",
       "      <td>1.16</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15272</th>\n",
       "      <td>chr10</td>\n",
       "      <td>29529969</td>\n",
       "      <td>29531045</td>\n",
       "      <td>1077</td>\n",
       "      <td>*</td>\n",
       "      <td>6.17</td>\n",
       "      <td>5.99</td>\n",
       "      <td>6.34</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>SVIL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15273</th>\n",
       "      <td>chr10</td>\n",
       "      <td>29374968</td>\n",
       "      <td>29375319</td>\n",
       "      <td>352</td>\n",
       "      <td>*</td>\n",
       "      <td>3.12</td>\n",
       "      <td>2.45</td>\n",
       "      <td>3.57</td>\n",
       "      <td>-1.12</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.980000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15274</th>\n",
       "      <td>chr3</td>\n",
       "      <td>56928501</td>\n",
       "      <td>56929088</td>\n",
       "      <td>588</td>\n",
       "      <td>*</td>\n",
       "      <td>4.34</td>\n",
       "      <td>4.64</td>\n",
       "      <td>3.95</td>\n",
       "      <td>0.69</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>ARHGEF3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15275</th>\n",
       "      <td>chr12</td>\n",
       "      <td>29238772</td>\n",
       "      <td>29239248</td>\n",
       "      <td>477</td>\n",
       "      <td>*</td>\n",
       "      <td>3.43</td>\n",
       "      <td>3.80</td>\n",
       "      <td>2.93</td>\n",
       "      <td>0.88</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>FAR2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15276</th>\n",
       "      <td>chr3</td>\n",
       "      <td>110627671</td>\n",
       "      <td>110628438</td>\n",
       "      <td>768</td>\n",
       "      <td>*</td>\n",
       "      <td>5.14</td>\n",
       "      <td>4.87</td>\n",
       "      <td>5.37</td>\n",
       "      <td>-0.50</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15277</th>\n",
       "      <td>chr10</td>\n",
       "      <td>107012912</td>\n",
       "      <td>107013896</td>\n",
       "      <td>985</td>\n",
       "      <td>*</td>\n",
       "      <td>5.20</td>\n",
       "      <td>4.95</td>\n",
       "      <td>5.42</td>\n",
       "      <td>-0.48</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>SORCS1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15278</th>\n",
       "      <td>chrX</td>\n",
       "      <td>133412290</td>\n",
       "      <td>133412655</td>\n",
       "      <td>366</td>\n",
       "      <td>*</td>\n",
       "      <td>4.07</td>\n",
       "      <td>4.39</td>\n",
       "      <td>3.66</td>\n",
       "      <td>0.72</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>GPC4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15279</th>\n",
       "      <td>chr4</td>\n",
       "      <td>97531388</td>\n",
       "      <td>97531827</td>\n",
       "      <td>440</td>\n",
       "      <td>*</td>\n",
       "      <td>3.21</td>\n",
       "      <td>3.65</td>\n",
       "      <td>2.58</td>\n",
       "      <td>1.07</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15280</th>\n",
       "      <td>chr8</td>\n",
       "      <td>97280677</td>\n",
       "      <td>97281223</td>\n",
       "      <td>547</td>\n",
       "      <td>*</td>\n",
       "      <td>4.08</td>\n",
       "      <td>4.39</td>\n",
       "      <td>3.69</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15281</th>\n",
       "      <td>chrX</td>\n",
       "      <td>46404156</td>\n",
       "      <td>46405387</td>\n",
       "      <td>1232</td>\n",
       "      <td>*</td>\n",
       "      <td>4.51</td>\n",
       "      <td>4.17</td>\n",
       "      <td>4.79</td>\n",
       "      <td>-0.63</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15282</th>\n",
       "      <td>chr6</td>\n",
       "      <td>161815292</td>\n",
       "      <td>161815630</td>\n",
       "      <td>339</td>\n",
       "      <td>*</td>\n",
       "      <td>2.61</td>\n",
       "      <td>1.92</td>\n",
       "      <td>3.07</td>\n",
       "      <td>-1.16</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>PARK2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15283</th>\n",
       "      <td>chr9</td>\n",
       "      <td>82538247</td>\n",
       "      <td>82539246</td>\n",
       "      <td>1000</td>\n",
       "      <td>*</td>\n",
       "      <td>6.22</td>\n",
       "      <td>6.04</td>\n",
       "      <td>6.38</td>\n",
       "      <td>-0.34</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15284</th>\n",
       "      <td>chr15</td>\n",
       "      <td>96474243</td>\n",
       "      <td>96474818</td>\n",
       "      <td>576</td>\n",
       "      <td>*</td>\n",
       "      <td>3.52</td>\n",
       "      <td>3.90</td>\n",
       "      <td>3.01</td>\n",
       "      <td>0.89</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15285</th>\n",
       "      <td>chr7</td>\n",
       "      <td>11206545</td>\n",
       "      <td>11206847</td>\n",
       "      <td>303</td>\n",
       "      <td>*</td>\n",
       "      <td>2.40</td>\n",
       "      <td>2.88</td>\n",
       "      <td>1.67</td>\n",
       "      <td>1.21</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15286</th>\n",
       "      <td>chr3</td>\n",
       "      <td>107670248</td>\n",
       "      <td>107670639</td>\n",
       "      <td>392</td>\n",
       "      <td>*</td>\n",
       "      <td>4.27</td>\n",
       "      <td>4.56</td>\n",
       "      <td>3.91</td>\n",
       "      <td>0.65</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>BBX</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15287</th>\n",
       "      <td>chr7</td>\n",
       "      <td>123749023</td>\n",
       "      <td>123749291</td>\n",
       "      <td>269</td>\n",
       "      <td>*</td>\n",
       "      <td>2.80</td>\n",
       "      <td>2.11</td>\n",
       "      <td>3.27</td>\n",
       "      <td>-1.16</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>WASL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15288</th>\n",
       "      <td>chr5</td>\n",
       "      <td>82973953</td>\n",
       "      <td>82974648</td>\n",
       "      <td>696</td>\n",
       "      <td>*</td>\n",
       "      <td>4.14</td>\n",
       "      <td>4.44</td>\n",
       "      <td>3.75</td>\n",
       "      <td>0.69</td>\n",
       "      <td>1.250000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15289</th>\n",
       "      <td>chr5</td>\n",
       "      <td>74035591</td>\n",
       "      <td>74035941</td>\n",
       "      <td>351</td>\n",
       "      <td>*</td>\n",
       "      <td>3.61</td>\n",
       "      <td>4.02</td>\n",
       "      <td>3.04</td>\n",
       "      <td>0.98</td>\n",
       "      <td>1.260000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15290</th>\n",
       "      <td>chr12</td>\n",
       "      <td>92991817</td>\n",
       "      <td>92992229</td>\n",
       "      <td>413</td>\n",
       "      <td>*</td>\n",
       "      <td>2.67</td>\n",
       "      <td>3.15</td>\n",
       "      <td>1.96</td>\n",
       "      <td>1.19</td>\n",
       "      <td>1.260000e-01</td>\n",
       "      <td>1.990000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15291</th>\n",
       "      <td>chrX</td>\n",
       "      <td>40155003</td>\n",
       "      <td>40155544</td>\n",
       "      <td>542</td>\n",
       "      <td>*</td>\n",
       "      <td>3.86</td>\n",
       "      <td>2.81</td>\n",
       "      <td>4.46</td>\n",
       "      <td>-1.65</td>\n",
       "      <td>1.260000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>BCOR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15292</th>\n",
       "      <td>chr12</td>\n",
       "      <td>65312645</td>\n",
       "      <td>65313213</td>\n",
       "      <td>569</td>\n",
       "      <td>*</td>\n",
       "      <td>3.05</td>\n",
       "      <td>3.49</td>\n",
       "      <td>2.42</td>\n",
       "      <td>1.06</td>\n",
       "      <td>1.260000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>MSRB3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15293</th>\n",
       "      <td>chr3</td>\n",
       "      <td>109899962</td>\n",
       "      <td>109900330</td>\n",
       "      <td>369</td>\n",
       "      <td>*</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.48</td>\n",
       "      <td>2.27</td>\n",
       "      <td>1.21</td>\n",
       "      <td>1.260000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15294</th>\n",
       "      <td>chr3</td>\n",
       "      <td>107141790</td>\n",
       "      <td>107142092</td>\n",
       "      <td>303</td>\n",
       "      <td>*</td>\n",
       "      <td>2.31</td>\n",
       "      <td>2.82</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.32</td>\n",
       "      <td>1.260000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>LINC00882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15295</th>\n",
       "      <td>chr12</td>\n",
       "      <td>111816085</td>\n",
       "      <td>111816507</td>\n",
       "      <td>423</td>\n",
       "      <td>*</td>\n",
       "      <td>3.36</td>\n",
       "      <td>3.75</td>\n",
       "      <td>2.82</td>\n",
       "      <td>0.92</td>\n",
       "      <td>1.260000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>character(0)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15296</th>\n",
       "      <td>chr3</td>\n",
       "      <td>97719003</td>\n",
       "      <td>97719301</td>\n",
       "      <td>299</td>\n",
       "      <td>*</td>\n",
       "      <td>2.21</td>\n",
       "      <td>2.72</td>\n",
       "      <td>1.42</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.260000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>EPHA6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15297</th>\n",
       "      <td>chr5</td>\n",
       "      <td>19878954</td>\n",
       "      <td>19879454</td>\n",
       "      <td>501</td>\n",
       "      <td>*</td>\n",
       "      <td>4.12</td>\n",
       "      <td>3.74</td>\n",
       "      <td>4.43</td>\n",
       "      <td>-0.69</td>\n",
       "      <td>1.260000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>CDH18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15298</th>\n",
       "      <td>chr18</td>\n",
       "      <td>36448482</td>\n",
       "      <td>36448958</td>\n",
       "      <td>477</td>\n",
       "      <td>*</td>\n",
       "      <td>4.12</td>\n",
       "      <td>4.47</td>\n",
       "      <td>3.65</td>\n",
       "      <td>0.82</td>\n",
       "      <td>1.260000e-01</td>\n",
       "      <td>2.000000e-01</td>\n",
       "      <td>FHOD3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15299 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      seqnames      start        end  width strand  Conc  Conc_THZ531  \\\n",
       "0        chr14   84402349   84405577   3229      *  9.07         7.89   \n",
       "1         chr4   95392734   95395250   2517      *  7.52         8.31   \n",
       "2         chr5   73989741   73991546   1806      *  8.31         9.00   \n",
       "3         chr5   92145589   92148503   2915      *  9.34         8.60   \n",
       "4         chr3  169082032  169084708   2677      *  7.45         8.23   \n",
       "5         chr6  139977504  139978903   1400      *  8.02         8.69   \n",
       "6        chr13   71621032   71622409   1378      *  7.37         8.14   \n",
       "7         chr1   98263353   98265482   2130      *  7.13         5.29   \n",
       "8         chrX  141988899  141991054   2156      *  7.75         8.43   \n",
       "9        chr11    9820417    9822016   1600      *  7.97         8.67   \n",
       "10        chr3   77189863   77192771   2909      *  8.55         9.17   \n",
       "11        chr4  124276211  124277051    841      *  6.79         7.64   \n",
       "12       chr10  106980148  106983107   2960      *  8.96         8.22   \n",
       "13       chr12   79426095   79427112   1018      *  6.71         7.56   \n",
       "14        chr7   80781036   80782323   1288      *  7.26         7.99   \n",
       "15        chr6  129110487  129111594   1108      *  6.49         7.38   \n",
       "16        chr8   99498431   99499423    993      *  6.59         7.45   \n",
       "17        chr7   81331026   81332163   1138      *  6.49         7.36   \n",
       "18       chr11   27205258   27206605   1348      *  7.47         8.15   \n",
       "19       chr12   65925596   65926803   1208      *  6.55         7.47   \n",
       "20        chr4  188108807  188110816   2010      *  7.68         8.40   \n",
       "21        chr1   79663018   79664478   1461      *  7.36         8.07   \n",
       "22        chr2  160375840  160376987   1148      *  6.38         7.26   \n",
       "23        chr5   78924650   78926034   1385      *  7.33         8.03   \n",
       "24       chr21   26125469   26126509   1041      *  6.21         7.14   \n",
       "25        chr2  191049479  191050774   1296      *  7.06         7.80   \n",
       "26        chr4  113645744  113647107   1364      *  6.26         7.16   \n",
       "27       chr10   99779331   99780839   1509      *  7.68         8.35   \n",
       "28        chr4   90950253   90951444   1192      *  7.30         7.98   \n",
       "29        chr9   94805401   94806686   1286      *  6.48         7.36   \n",
       "...        ...        ...        ...    ...    ...   ...          ...   \n",
       "15269     chr6  116167601  116168082    482      *  3.99         4.33   \n",
       "15270     chr9   91077813   91078338    526      *  2.52         3.01   \n",
       "15271    chr14   85217376   85217739    364      *  2.87         3.33   \n",
       "15272    chr10   29529969   29531045   1077      *  6.17         5.99   \n",
       "15273    chr10   29374968   29375319    352      *  3.12         2.45   \n",
       "15274     chr3   56928501   56929088    588      *  4.34         4.64   \n",
       "15275    chr12   29238772   29239248    477      *  3.43         3.80   \n",
       "15276     chr3  110627671  110628438    768      *  5.14         4.87   \n",
       "15277    chr10  107012912  107013896    985      *  5.20         4.95   \n",
       "15278     chrX  133412290  133412655    366      *  4.07         4.39   \n",
       "15279     chr4   97531388   97531827    440      *  3.21         3.65   \n",
       "15280     chr8   97280677   97281223    547      *  4.08         4.39   \n",
       "15281     chrX   46404156   46405387   1232      *  4.51         4.17   \n",
       "15282     chr6  161815292  161815630    339      *  2.61         1.92   \n",
       "15283     chr9   82538247   82539246   1000      *  6.22         6.04   \n",
       "15284    chr15   96474243   96474818    576      *  3.52         3.90   \n",
       "15285     chr7   11206545   11206847    303      *  2.40         2.88   \n",
       "15286     chr3  107670248  107670639    392      *  4.27         4.56   \n",
       "15287     chr7  123749023  123749291    269      *  2.80         2.11   \n",
       "15288     chr5   82973953   82974648    696      *  4.14         4.44   \n",
       "15289     chr5   74035591   74035941    351      *  3.61         4.02   \n",
       "15290    chr12   92991817   92992229    413      *  2.67         3.15   \n",
       "15291     chrX   40155003   40155544    542      *  3.86         2.81   \n",
       "15292    chr12   65312645   65313213    569      *  3.05         3.49   \n",
       "15293     chr3  109899962  109900330    369      *  3.00         3.48   \n",
       "15294     chr3  107141790  107142092    303      *  2.31         2.82   \n",
       "15295    chr12  111816085  111816507    423      *  3.36         3.75   \n",
       "15296     chr3   97719003   97719301    299      *  2.21         2.72   \n",
       "15297     chr5   19878954   19879454    501      *  4.12         3.74   \n",
       "15298    chr18   36448482   36448958    477      *  4.12         4.47   \n",
       "\n",
       "       Conc_Gefit  Fold       p.value           FDR        SYMBOL  \n",
       "0            9.71 -1.82  1.520000e-81  3.690000e-77  character(0)  \n",
       "1            5.63  2.68  3.290000e-61  3.990000e-57         UNC5C  \n",
       "2            6.92  2.08  1.090000e-56  8.830000e-53  character(0)  \n",
       "3            9.82 -1.22  1.260000e-53  7.630000e-50  character(0)  \n",
       "4            5.64  2.59  4.770000e-53  2.320000e-49         MECOM  \n",
       "5            6.75  1.94  1.060000e-48  4.290000e-45  character(0)  \n",
       "6            5.62  2.52  1.910000e-47  6.630000e-44         DACH1  \n",
       "7            7.91 -2.62  6.840000e-47  2.070000e-43     LOC729987  \n",
       "8            6.44  1.98  1.570000e-46  4.230000e-43  character(0)  \n",
       "9            6.54  2.12  1.950000e-46  4.730000e-43          SBF2  \n",
       "10           7.45  1.72  2.400000e-46  5.290000e-43         ROBO2  \n",
       "11           4.45  3.19  5.240000e-46  1.060000e-42  character(0)  \n",
       "12           9.45 -1.23  8.160000e-43  1.520000e-39        SORCS1  \n",
       "13           4.37  3.19  1.080000e-42  1.870000e-39          SYT1  \n",
       "14           5.71  2.28  6.530000e-42  1.060000e-38        SEMA3C  \n",
       "15           3.77  3.60  4.030000e-41  6.120000e-38         LAMA2  \n",
       "16           4.06  3.39  3.570000e-40  5.090000e-37        VPS13B  \n",
       "17           4.02  3.34  3.990000e-40  5.380000e-37  character(0)  \n",
       "18           6.15  2.00  4.460000e-40  5.690000e-37  character(0)  \n",
       "19           3.44  4.03  6.870000e-40  8.330000e-37         HMGA2  \n",
       "20           6.19  2.21  7.470000e-40  8.630000e-37        TRIML2  \n",
       "21           5.91  2.16  8.930000e-40  9.840000e-37  character(0)  \n",
       "22           3.81  3.45  3.740000e-38  3.950000e-35         RBMS1  \n",
       "23           5.91  2.12  4.420000e-38  4.460000e-35          ARSB  \n",
       "24           2.80  4.35  7.780000e-38  7.550000e-35           APP  \n",
       "25           5.47  2.33  8.270000e-38  7.710000e-35         STAT4  \n",
       "26           3.45  3.71  3.550000e-37  3.190000e-34        CAMK2D  \n",
       "27           6.37  1.98  1.090000e-36  9.460000e-34  character(0)  \n",
       "28           5.94  2.04  5.500000e-36  4.610000e-33        CCSER1  \n",
       "29           3.91  3.45  1.080000e-35  8.700000e-33        C9orf3  \n",
       "...           ...   ...           ...           ...           ...  \n",
       "15269        3.54  0.79  1.250000e-01  1.980000e-01        NT5DC1  \n",
       "15270        1.77  1.24  1.250000e-01  1.980000e-01  character(0)  \n",
       "15271        2.18  1.16  1.250000e-01  1.980000e-01  character(0)  \n",
       "15272        6.34 -0.35  1.250000e-01  1.980000e-01          SVIL  \n",
       "15273        3.57 -1.12  1.250000e-01  1.980000e-01  character(0)  \n",
       "15274        3.95  0.69  1.250000e-01  1.990000e-01       ARHGEF3  \n",
       "15275        2.93  0.88  1.250000e-01  1.990000e-01          FAR2  \n",
       "15276        5.37 -0.50  1.250000e-01  1.990000e-01  character(0)  \n",
       "15277        5.42 -0.48  1.250000e-01  1.990000e-01        SORCS1  \n",
       "15278        3.66  0.72  1.250000e-01  1.990000e-01          GPC4  \n",
       "15279        2.58  1.07  1.250000e-01  1.990000e-01  character(0)  \n",
       "15280        3.69  0.70  1.250000e-01  1.990000e-01  character(0)  \n",
       "15281        4.79 -0.63  1.250000e-01  1.990000e-01  character(0)  \n",
       "15282        3.07 -1.16  1.250000e-01  1.990000e-01         PARK2  \n",
       "15283        6.38 -0.34  1.250000e-01  1.990000e-01  character(0)  \n",
       "15284        3.01  0.89  1.250000e-01  1.990000e-01  character(0)  \n",
       "15285        1.67  1.21  1.250000e-01  1.990000e-01  character(0)  \n",
       "15286        3.91  0.65  1.250000e-01  1.990000e-01           BBX  \n",
       "15287        3.27 -1.16  1.250000e-01  1.990000e-01          WASL  \n",
       "15288        3.75  0.69  1.250000e-01  1.990000e-01  character(0)  \n",
       "15289        3.04  0.98  1.260000e-01  1.990000e-01  character(0)  \n",
       "15290        1.96  1.19  1.260000e-01  1.990000e-01  character(0)  \n",
       "15291        4.46 -1.65  1.260000e-01  2.000000e-01          BCOR  \n",
       "15292        2.42  1.06  1.260000e-01  2.000000e-01         MSRB3  \n",
       "15293        2.27  1.21  1.260000e-01  2.000000e-01  character(0)  \n",
       "15294        1.50  1.32  1.260000e-01  2.000000e-01     LINC00882  \n",
       "15295        2.82  0.92  1.260000e-01  2.000000e-01  character(0)  \n",
       "15296        1.42  1.30  1.260000e-01  2.000000e-01         EPHA6  \n",
       "15297        4.43 -0.69  1.260000e-01  2.000000e-01         CDH18  \n",
       "15298        3.65  0.82  1.260000e-01  2.000000e-01         FHOD3  \n",
       "\n",
       "[15299 rows x 12 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.read_csv('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/THZ531_Gefit.p300.diffBind.txt', \n",
    "            sep='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "## Moving to DESeq2 instead of DiffBind\n",
    "\n",
    "Use the consensus peak set from DiffBind to extract peak counts. Then use DESeq2 directly to estimate DE peaks and create MA plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/deseq2_p300_analysis.R\n"
     ]
    }
   ],
   "source": [
    "%%writefile /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/deseq2_p300_analysis.R\n",
    "#!/bin/env/R\n",
    "library(DiffBind)\n",
    "library(DESeq2)\n",
    "require(ggplot2)\n",
    "\n",
    "(DBA <- dba.load(file='DBA_p300_analyzed', dir='/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/diffbind/', pre='dba_', ext='RData'))\n",
    "\n",
    "\n",
    "metadata <- read.csv('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/metadata/p300_diff_bind_sample_sheet.csv')\n",
    "\n",
    "counts_table <- read.csv('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/data/chip_seq/diffbind/p300_counts.df.txt', \n",
    "                   sep=\"\\t\",\n",
    "                  col.names = c(c(\"chrom\", \"start\", \"end\"), DBA$samples$SampleID))\n",
    "\n",
    "counts_only <- counts_table[, -c(1:3)]\n",
    "rownames(counts_only) <- apply(counts_table[, c(1:3)] , 1 , paste , collapse = \"-\" )\n",
    "\n",
    "\n",
    "\n",
    "coldata <- as.data.frame(metadata$Condition)\n",
    "rownames(coldata) <- make.names(metadata$SampleID, unique=TRUE)\n",
    "colnames(coldata) <- c('condition')\n",
    "\n",
    "\n",
    "\n",
    "dds <- DESeqDataSetFromMatrix(countData = counts_only,\n",
    "                              colData = coldata,\n",
    "                              design= ~ condition)\n",
    "\n",
    "\n",
    "dds <- DESeq(dds)\n",
    "\n",
    "cc <- list(\n",
    "    c(\"Gefit\",\"DMSO\"),\n",
    "    c(\"THZ531\",\"DMSO\"),\n",
    "    c(\"Vorino\",\"DMSO\"),\n",
    "    c(\"GT\",\"DMSO\"),\n",
    "    c(\"GT\",\"THZ531\"),\n",
    "    c(\"GT\",\"Gefit\"),\n",
    "    c(\"THZ531\",\"Gefit\")\n",
    ")\n",
    "\n",
    "lapply(cc, function(contrast_pair, fdr_th=0.001){\n",
    "    res <- results(dds, contrast=c(\"condition\",contrast_pair[[1]], contrast_pair[[2]]), \n",
    "                   independentFiltering = T,\n",
    "                  alpha=fdr_th)\n",
    "    print(summary(res))\n",
    "    print(resOrdered <- res[order(res$padj),])\n",
    "    \n",
    "    # Plot correlation heatmap\n",
    "    pdf(paste0('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/', \n",
    "               contrast_pair[[1]], \n",
    "               \"_vs_\",\n",
    "               contrast_pair[[2]], \n",
    "               '.p300.deseq2_MA.pdf'))\n",
    "    plotMA(res, alpha=fdr_th, ylim=c(-2,4),  main=paste(unlist(contrast_pair)))\n",
    "    dev.off()\n",
    "    \n",
    "    # Save the results    \n",
    "    write.table(resOrdered,\n",
    "                file=paste0('/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/', \n",
    "                   contrast_pair[[1]], \n",
    "                   \"_vs_\",\n",
    "                   contrast_pair[[2]], \n",
    "                   '.p300.deseq2_results.txt'),\n",
    "            quote = FALSE, row.names=TRUE, sep = \"\\t\")\n",
    "\n",
    "\n",
    "})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%%script --out deseq2 bash -s \"$blocking_job\"\n",
    "sbatch -pnew,all \\\n",
    "    --mem 16000 \\\n",
    "    --output=/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/logs/chipseq_p300_deseq2_de_peaks.out \\\n",
    "    --wrap=\"source /data/reddylab/software/miniconda2/bin/activate r_conda; Rscript /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/scripts/deseq2_p300_analysis.R\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Find closest gene to DE peak"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Submitted batch job 3207330\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "module load bedtools2\n",
    "cd /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/\n",
    "BEDFILES=($(/bin/ls -1 *.p300.deseq2_results.txt))\n",
    "sbatch -pnew,all \\\n",
    "    --array=0-$((${#BEDFILES[@]}-1)) \\\n",
    "    --output=/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/logs/chipseq_p300_deseq2_closest_gene_%a.out \\\n",
    "    <<'EOF'\n",
    "#!/bin/bash\n",
    "BEDFILES=($(/bin/ls -1 *.p300.deseq2_results.txt))\n",
    "BEDFILE=${BEDFILES[${SLURM_ARRAY_TASK_ID}]}\n",
    "bedtools closest \\\n",
    "    -D a \\\n",
    "    -a <(tail -n+2 ${BEDFILE} \\\n",
    "        | cut -f1 \\\n",
    "        | awk -F\"-\" -vOFS=\"\\t\" '{print $1,$2, $3}' \\\n",
    "        | sort -k1,1 -k2,2n \\\n",
    "        | sed -E 's/[ \\t]+/\\t/g') \\\n",
    "    -b <(sort -k1,1 -k2,2n /data/reddylab/Reference_Data/Gencode/v22/gencode.v22.annotation.gene_name.bed | cut -f1-4) \\\n",
    "> ${BEDFILE/p300.deseq2_results.txt/p300.deseq2_results.closest_gene.txt}\n",
    "EOF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chr1\t916523\t916934\tchr1\t916864\t921016\tRP11-54O7.3\t0\r\n",
      "chr1\t920920\t921374\tchr1\t916864\t921016\tRP11-54O7.3\t0\r\n",
      "chr1\t923752\t924117\tchr1\t924879\t944581\tSAMD11\t763\r\n",
      "chr1\t935734\t936264\tchr1\t924879\t944581\tSAMD11\t0\r\n",
      "chr1\t938408\t938818\tchr1\t924879\t944581\tSAMD11\t0\r\n",
      "chr1\t939921\t940816\tchr1\t924879\t944581\tSAMD11\t0\r\n",
      "chr1\t941450\t942430\tchr1\t924879\t944581\tSAMD11\t0\r\n",
      "chr1\t944031\t944631\tchr1\t924879\t944581\tSAMD11\t0\r\n",
      "chr1\t944031\t944631\tchr1\t944203\t959309\tNOC2L\t0\r\n",
      "chr1\t999978\t1000479\tchr1\t998961\t1000172\tHES4\t0\r\n"
     ]
    }
   ],
   "source": [
    "!head /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/THZ531_vs_DMSO.p300.deseq2_results.closest_gene.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====== THZ531_vs_DMSO ======\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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "      <th>chrom_peak</th>\n",
       "      <th>start_peak</th>\n",
       "      <th>end_peak</th>\n",
       "      <th>chrom_gene</th>\n",
       "      <th>start_gene</th>\n",
       "      <th>end_gene</th>\n",
       "      <th>gene_name</th>\n",
       "      <th>distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr1-100360631-100361007</th>\n",
       "      <td>11.260871</td>\n",
       "      <td>1.475907</td>\n",
       "      <td>0.406343</td>\n",
       "      <td>3.632170</td>\n",
       "      <td>2.810483e-04</td>\n",
       "      <td>8.351582e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>100360631</td>\n",
       "      <td>100361007</td>\n",
       "      <td>chr1</td>\n",
       "      <td>100351733</td>\n",
       "      <td>100520277</td>\n",
       "      <td>CDC14A</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-1019573-1020104</th>\n",
       "      <td>42.744134</td>\n",
       "      <td>-1.340465</td>\n",
       "      <td>0.254766</td>\n",
       "      <td>-5.261564</td>\n",
       "      <td>1.428351e-07</td>\n",
       "      <td>8.630584e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>1019573</td>\n",
       "      <td>1020104</td>\n",
       "      <td>chr1</td>\n",
       "      <td>1020122</td>\n",
       "      <td>1056118</td>\n",
       "      <td>AGRN &lt;1k</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104638632-104639057</th>\n",
       "      <td>12.930609</td>\n",
       "      <td>-1.569958</td>\n",
       "      <td>0.394791</td>\n",
       "      <td>-3.976677</td>\n",
       "      <td>6.988492e-05</td>\n",
       "      <td>2.416144e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104638632</td>\n",
       "      <td>104639057</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-484803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104648110-104649032</th>\n",
       "      <td>158.589122</td>\n",
       "      <td>-0.834237</td>\n",
       "      <td>0.138963</td>\n",
       "      <td>-6.003291</td>\n",
       "      <td>1.933576e-09</td>\n",
       "      <td>1.591590e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104648110</td>\n",
       "      <td>104649032</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-494281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104671541-104672109</th>\n",
       "      <td>33.922586</td>\n",
       "      <td>1.101761</td>\n",
       "      <td>0.269069</td>\n",
       "      <td>4.094708</td>\n",
       "      <td>4.227008e-05</td>\n",
       "      <td>1.533760e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104671541</td>\n",
       "      <td>104672109</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-517712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104715316-104715675</th>\n",
       "      <td>12.876923</td>\n",
       "      <td>-1.742201</td>\n",
       "      <td>0.406889</td>\n",
       "      <td>-4.281754</td>\n",
       "      <td>1.854257e-05</td>\n",
       "      <td>7.301456e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104715316</td>\n",
       "      <td>104715675</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-561487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104764681-104766032</th>\n",
       "      <td>182.375383</td>\n",
       "      <td>-0.575371</td>\n",
       "      <td>0.138453</td>\n",
       "      <td>-4.155725</td>\n",
       "      <td>3.242575e-05</td>\n",
       "      <td>1.208927e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104764681</td>\n",
       "      <td>104766032</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-610852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104798052-104798771</th>\n",
       "      <td>55.857350</td>\n",
       "      <td>-1.948854</td>\n",
       "      <td>0.231646</td>\n",
       "      <td>-8.413055</td>\n",
       "      <td>3.994682e-17</td>\n",
       "      <td>9.185876e-16</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104798052</td>\n",
       "      <td>104798771</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>635223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104871650-104872336</th>\n",
       "      <td>94.003467</td>\n",
       "      <td>-0.980123</td>\n",
       "      <td>0.174183</td>\n",
       "      <td>-5.626958</td>\n",
       "      <td>1.834150e-08</td>\n",
       "      <td>1.296895e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104871650</td>\n",
       "      <td>104872336</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>561658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104994239-104994884</th>\n",
       "      <td>34.202163</td>\n",
       "      <td>-1.192583</td>\n",
       "      <td>0.257730</td>\n",
       "      <td>-4.627263</td>\n",
       "      <td>3.705292e-06</td>\n",
       "      <td>1.699573e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104994239</td>\n",
       "      <td>104994884</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>439110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105101197-105103129</th>\n",
       "      <td>315.306038</td>\n",
       "      <td>-0.489393</td>\n",
       "      <td>0.105100</td>\n",
       "      <td>-4.656441</td>\n",
       "      <td>3.217221e-06</td>\n",
       "      <td>1.497214e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105101197</td>\n",
       "      <td>105103129</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>330865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105133892-105134748</th>\n",
       "      <td>87.075623</td>\n",
       "      <td>-1.232076</td>\n",
       "      <td>0.179246</td>\n",
       "      <td>-6.873674</td>\n",
       "      <td>6.256927e-12</td>\n",
       "      <td>7.470131e-11</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105133892</td>\n",
       "      <td>105134748</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>299246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105172508-105173635</th>\n",
       "      <td>371.582528</td>\n",
       "      <td>-0.405056</td>\n",
       "      <td>0.094500</td>\n",
       "      <td>-4.286305</td>\n",
       "      <td>1.816692e-05</td>\n",
       "      <td>7.174500e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105172508</td>\n",
       "      <td>105173635</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>260359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105194174-105195113</th>\n",
       "      <td>84.881709</td>\n",
       "      <td>1.127808</td>\n",
       "      <td>0.189655</td>\n",
       "      <td>5.946621</td>\n",
       "      <td>2.737347e-09</td>\n",
       "      <td>2.201858e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105194174</td>\n",
       "      <td>105195113</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>238881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105351006-105352063</th>\n",
       "      <td>64.607915</td>\n",
       "      <td>1.286864</td>\n",
       "      <td>0.201923</td>\n",
       "      <td>6.373053</td>\n",
       "      <td>1.853014e-10</td>\n",
       "      <td>1.798884e-09</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105351006</td>\n",
       "      <td>105352063</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>81931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105632535-105633437</th>\n",
       "      <td>78.833848</td>\n",
       "      <td>-1.572932</td>\n",
       "      <td>0.184058</td>\n",
       "      <td>-8.545828</td>\n",
       "      <td>1.276177e-17</td>\n",
       "      <td>3.178650e-16</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105632535</td>\n",
       "      <td>105633437</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105587574</td>\n",
       "      <td>105618958</td>\n",
       "      <td>RP11-251P6.1 &gt;10k</td>\n",
       "      <td>-13578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-106621362-106622664</th>\n",
       "      <td>219.793158</td>\n",
       "      <td>-0.598440</td>\n",
       "      <td>0.113708</td>\n",
       "      <td>-5.262953</td>\n",
       "      <td>1.417601e-07</td>\n",
       "      <td>8.574172e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106621362</td>\n",
       "      <td>106622664</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106544341</td>\n",
       "      <td>106544744</td>\n",
       "      <td>RP11-478L17.1 &gt;10k</td>\n",
       "      <td>-76619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-106718418-106718754</th>\n",
       "      <td>9.795541</td>\n",
       "      <td>-1.775640</td>\n",
       "      <td>0.442758</td>\n",
       "      <td>-4.010404</td>\n",
       "      <td>6.061483e-05</td>\n",
       "      <td>2.124409e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106718418</td>\n",
       "      <td>106718754</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106780222</td>\n",
       "      <td>106780435</td>\n",
       "      <td>RP11-110F24.1 &gt;10k</td>\n",
       "      <td>61469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-106745926-106747336</th>\n",
       "      <td>181.368721</td>\n",
       "      <td>-0.564722</td>\n",
       "      <td>0.148451</td>\n",
       "      <td>-3.804086</td>\n",
       "      <td>1.423286e-04</td>\n",
       "      <td>4.564903e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106745926</td>\n",
       "      <td>106747336</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106780222</td>\n",
       "      <td>106780435</td>\n",
       "      <td>RP11-110F24.1 &gt;10k</td>\n",
       "      <td>32887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107175180-107175985</th>\n",
       "      <td>53.449512</td>\n",
       "      <td>-0.779512</td>\n",
       "      <td>0.215493</td>\n",
       "      <td>-3.617340</td>\n",
       "      <td>2.976457e-04</td>\n",
       "      <td>8.782395e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107175180</td>\n",
       "      <td>107175985</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107140006</td>\n",
       "      <td>107483458</td>\n",
       "      <td>NTNG1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107641235-107641826</th>\n",
       "      <td>48.298773</td>\n",
       "      <td>-0.936693</td>\n",
       "      <td>0.231592</td>\n",
       "      <td>-4.044592</td>\n",
       "      <td>5.241432e-05</td>\n",
       "      <td>1.864201e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107641235</td>\n",
       "      <td>107641826</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107657048-107657758</th>\n",
       "      <td>39.209876</td>\n",
       "      <td>0.955559</td>\n",
       "      <td>0.241224</td>\n",
       "      <td>3.961299</td>\n",
       "      <td>7.454325e-05</td>\n",
       "      <td>2.561500e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107657048</td>\n",
       "      <td>107657758</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107665037-107665813</th>\n",
       "      <td>63.337420</td>\n",
       "      <td>1.030399</td>\n",
       "      <td>0.212231</td>\n",
       "      <td>4.855088</td>\n",
       "      <td>1.203336e-06</td>\n",
       "      <td>6.103476e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107665037</td>\n",
       "      <td>107665813</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107682079-107683813</th>\n",
       "      <td>311.324934</td>\n",
       "      <td>-0.963761</td>\n",
       "      <td>0.101979</td>\n",
       "      <td>-9.450546</td>\n",
       "      <td>3.370681e-21</td>\n",
       "      <td>1.207869e-19</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107682079</td>\n",
       "      <td>107683813</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107685805-107686279</th>\n",
       "      <td>38.634046</td>\n",
       "      <td>-1.079824</td>\n",
       "      <td>0.250933</td>\n",
       "      <td>-4.303244</td>\n",
       "      <td>1.683153e-05</td>\n",
       "      <td>6.703873e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107685805</td>\n",
       "      <td>107686279</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107748126-107748755</th>\n",
       "      <td>33.883503</td>\n",
       "      <td>-1.504147</td>\n",
       "      <td>0.276495</td>\n",
       "      <td>-5.440044</td>\n",
       "      <td>5.326736e-08</td>\n",
       "      <td>3.467309e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107748126</td>\n",
       "      <td>107748755</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-108689793-108690287</th>\n",
       "      <td>31.584246</td>\n",
       "      <td>-1.171373</td>\n",
       "      <td>0.277144</td>\n",
       "      <td>-4.226584</td>\n",
       "      <td>2.372657e-05</td>\n",
       "      <td>9.106260e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>108689793</td>\n",
       "      <td>108690287</td>\n",
       "      <td>chr1</td>\n",
       "      <td>108692322</td>\n",
       "      <td>108701803</td>\n",
       "      <td>PRPF38B &lt;5k</td>\n",
       "      <td>2036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109800286-109800760</th>\n",
       "      <td>19.169448</td>\n",
       "      <td>1.223643</td>\n",
       "      <td>0.336172</td>\n",
       "      <td>3.639931</td>\n",
       "      <td>2.727115e-04</td>\n",
       "      <td>8.134737e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109800286</td>\n",
       "      <td>109800760</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109810641</td>\n",
       "      <td>109810998</td>\n",
       "      <td>NDUFA5P10 &lt;10k</td>\n",
       "      <td>9882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109873293-109873793</th>\n",
       "      <td>44.410225</td>\n",
       "      <td>1.759311</td>\n",
       "      <td>0.263509</td>\n",
       "      <td>6.676481</td>\n",
       "      <td>2.447485e-11</td>\n",
       "      <td>2.702594e-10</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109873293</td>\n",
       "      <td>109873793</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109828354</td>\n",
       "      <td>109871436</td>\n",
       "      <td>RP4-735C1.6 &lt;5k</td>\n",
       "      <td>-1858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109878432-109879000</th>\n",
       "      <td>171.537642</td>\n",
       "      <td>0.732710</td>\n",
       "      <td>0.124827</td>\n",
       "      <td>5.869800</td>\n",
       "      <td>4.363199e-09</td>\n",
       "      <td>3.403576e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109878432</td>\n",
       "      <td>109879000</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109884175</td>\n",
       "      <td>109886264</td>\n",
       "      <td>RP11-195M16.1 &lt;10k</td>\n",
       "      <td>5176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69082840-69083186</th>\n",
       "      <td>14.753136</td>\n",
       "      <td>-1.355161</td>\n",
       "      <td>0.370767</td>\n",
       "      <td>-3.655015</td>\n",
       "      <td>2.571672e-04</td>\n",
       "      <td>7.719471e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69082840</td>\n",
       "      <td>69083186</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>77665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69088028-69088558</th>\n",
       "      <td>17.942190</td>\n",
       "      <td>-1.720059</td>\n",
       "      <td>0.366718</td>\n",
       "      <td>-4.690417</td>\n",
       "      <td>2.726484e-06</td>\n",
       "      <td>1.288864e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69088028</td>\n",
       "      <td>69088558</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>72293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69091738-69092243</th>\n",
       "      <td>20.434030</td>\n",
       "      <td>-2.122976</td>\n",
       "      <td>0.341613</td>\n",
       "      <td>-6.214555</td>\n",
       "      <td>5.147034e-10</td>\n",
       "      <td>4.662698e-09</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69091738</td>\n",
       "      <td>69092243</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>68608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69107295-69107704</th>\n",
       "      <td>17.380644</td>\n",
       "      <td>-1.606951</td>\n",
       "      <td>0.349909</td>\n",
       "      <td>-4.592482</td>\n",
       "      <td>4.380054e-06</td>\n",
       "      <td>1.979879e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69107295</td>\n",
       "      <td>69107704</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>53147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-7188421-7189016</th>\n",
       "      <td>25.842101</td>\n",
       "      <td>1.754566</td>\n",
       "      <td>0.310815</td>\n",
       "      <td>5.645040</td>\n",
       "      <td>1.651424e-08</td>\n",
       "      <td>1.178687e-07</td>\n",
       "      <td>chrX</td>\n",
       "      <td>7188421</td>\n",
       "      <td>7189016</td>\n",
       "      <td>chrX</td>\n",
       "      <td>7219455</td>\n",
       "      <td>7354810</td>\n",
       "      <td>STS &gt;10k</td>\n",
       "      <td>30440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-76147705-76147991</th>\n",
       "      <td>12.111303</td>\n",
       "      <td>-1.582510</td>\n",
       "      <td>0.396515</td>\n",
       "      <td>-3.991050</td>\n",
       "      <td>6.578137e-05</td>\n",
       "      <td>2.285999e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>76147705</td>\n",
       "      <td>76147991</td>\n",
       "      <td>chrX</td>\n",
       "      <td>76172935</td>\n",
       "      <td>76178204</td>\n",
       "      <td>PBDC1 &gt;10k</td>\n",
       "      <td>24945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-78513866-78515242</th>\n",
       "      <td>161.717724</td>\n",
       "      <td>-1.037550</td>\n",
       "      <td>0.138391</td>\n",
       "      <td>-7.497210</td>\n",
       "      <td>6.519048e-14</td>\n",
       "      <td>1.000330e-12</td>\n",
       "      <td>chrX</td>\n",
       "      <td>78513866</td>\n",
       "      <td>78515242</td>\n",
       "      <td>chrX</td>\n",
       "      <td>78519592</td>\n",
       "      <td>78520186</td>\n",
       "      <td>HMGN1P34 &lt;5k</td>\n",
       "      <td>4351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-79331086-79331496</th>\n",
       "      <td>10.897409</td>\n",
       "      <td>1.929235</td>\n",
       "      <td>0.433352</td>\n",
       "      <td>4.451892</td>\n",
       "      <td>8.511705e-06</td>\n",
       "      <td>3.616357e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79331086</td>\n",
       "      <td>79331496</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79323445</td>\n",
       "      <td>79325217</td>\n",
       "      <td>KIF4CP &lt;10k</td>\n",
       "      <td>-5870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-79367362-79368356</th>\n",
       "      <td>84.826149</td>\n",
       "      <td>0.982514</td>\n",
       "      <td>0.172959</td>\n",
       "      <td>5.680624</td>\n",
       "      <td>1.342043e-08</td>\n",
       "      <td>9.710102e-08</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79367362</td>\n",
       "      <td>79368356</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79360383</td>\n",
       "      <td>79367667</td>\n",
       "      <td>ITM2A</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-79452678-79453246</th>\n",
       "      <td>24.301329</td>\n",
       "      <td>-2.028530</td>\n",
       "      <td>0.306285</td>\n",
       "      <td>-6.623025</td>\n",
       "      <td>3.519212e-11</td>\n",
       "      <td>3.814838e-10</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79452678</td>\n",
       "      <td>79453246</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79369363</td>\n",
       "      <td>79370165</td>\n",
       "      <td>RP1-164L12.1 &gt;10k</td>\n",
       "      <td>-82514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-84738388-84738922</th>\n",
       "      <td>15.979173</td>\n",
       "      <td>1.884652</td>\n",
       "      <td>0.376530</td>\n",
       "      <td>5.005314</td>\n",
       "      <td>5.577108e-07</td>\n",
       "      <td>3.011365e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84738388</td>\n",
       "      <td>84738922</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84755135</td>\n",
       "      <td>84756003</td>\n",
       "      <td>SETP4 &gt;10k</td>\n",
       "      <td>16214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-84744716-84745090</th>\n",
       "      <td>11.785740</td>\n",
       "      <td>2.136388</td>\n",
       "      <td>0.435865</td>\n",
       "      <td>4.901487</td>\n",
       "      <td>9.511391e-07</td>\n",
       "      <td>4.925216e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84744716</td>\n",
       "      <td>84745090</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84755135</td>\n",
       "      <td>84756003</td>\n",
       "      <td>SETP4 &gt;10k</td>\n",
       "      <td>10046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-86011731-86013033</th>\n",
       "      <td>267.440495</td>\n",
       "      <td>-0.533070</td>\n",
       "      <td>0.111763</td>\n",
       "      <td>-4.769648</td>\n",
       "      <td>1.845479e-06</td>\n",
       "      <td>9.013754e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>86011731</td>\n",
       "      <td>86013033</td>\n",
       "      <td>chrX</td>\n",
       "      <td>85861179</td>\n",
       "      <td>86047562</td>\n",
       "      <td>CHM</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-87636348-87637167</th>\n",
       "      <td>106.400197</td>\n",
       "      <td>-1.296837</td>\n",
       "      <td>0.154564</td>\n",
       "      <td>-8.390294</td>\n",
       "      <td>4.849294e-17</td>\n",
       "      <td>1.106716e-15</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87636348</td>\n",
       "      <td>87637167</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87517748</td>\n",
       "      <td>87670050</td>\n",
       "      <td>KLHL4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-87641348-87642099</th>\n",
       "      <td>41.453902</td>\n",
       "      <td>-1.691280</td>\n",
       "      <td>0.253880</td>\n",
       "      <td>-6.661728</td>\n",
       "      <td>2.706261e-11</td>\n",
       "      <td>2.964058e-10</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87641348</td>\n",
       "      <td>87642099</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87517748</td>\n",
       "      <td>87670050</td>\n",
       "      <td>KLHL4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-88955779-88956610</th>\n",
       "      <td>22.092582</td>\n",
       "      <td>1.647093</td>\n",
       "      <td>0.326077</td>\n",
       "      <td>5.051232</td>\n",
       "      <td>4.389698e-07</td>\n",
       "      <td>2.415380e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>88955779</td>\n",
       "      <td>88956610</td>\n",
       "      <td>chrX</td>\n",
       "      <td>88982214</td>\n",
       "      <td>88982353</td>\n",
       "      <td>RP13-324D24.1 &gt;10k</td>\n",
       "      <td>25605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-8967311-8967880</th>\n",
       "      <td>30.082559</td>\n",
       "      <td>1.216579</td>\n",
       "      <td>0.287969</td>\n",
       "      <td>4.224680</td>\n",
       "      <td>2.392810e-05</td>\n",
       "      <td>9.179251e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>8967311</td>\n",
       "      <td>8967880</td>\n",
       "      <td>chrX</td>\n",
       "      <td>8980424</td>\n",
       "      <td>8982505</td>\n",
       "      <td>RP11-66N5.2 &gt;10k</td>\n",
       "      <td>12545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-90124972-90125428</th>\n",
       "      <td>11.210961</td>\n",
       "      <td>-1.836359</td>\n",
       "      <td>0.424899</td>\n",
       "      <td>-4.321876</td>\n",
       "      <td>1.547079e-05</td>\n",
       "      <td>6.206738e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>90124972</td>\n",
       "      <td>90125428</td>\n",
       "      <td>chrX</td>\n",
       "      <td>90112649</td>\n",
       "      <td>90113706</td>\n",
       "      <td>USP12PX &gt;10k</td>\n",
       "      <td>-11267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-90457961-90459435</th>\n",
       "      <td>139.066429</td>\n",
       "      <td>-0.678720</td>\n",
       "      <td>0.134228</td>\n",
       "      <td>-5.056484</td>\n",
       "      <td>4.270576e-07</td>\n",
       "      <td>2.353570e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>90457961</td>\n",
       "      <td>90459435</td>\n",
       "      <td>chrX</td>\n",
       "      <td>90597234</td>\n",
       "      <td>90597340</td>\n",
       "      <td>RNU6-555P &gt;10k</td>\n",
       "      <td>137800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-9341927-9342934</th>\n",
       "      <td>72.747149</td>\n",
       "      <td>-0.868732</td>\n",
       "      <td>0.185904</td>\n",
       "      <td>-4.673020</td>\n",
       "      <td>2.968031e-06</td>\n",
       "      <td>1.391928e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9341927</td>\n",
       "      <td>9342934</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9402750</td>\n",
       "      <td>9414566</td>\n",
       "      <td>RP11-126O22.1 &gt;10k</td>\n",
       "      <td>59817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-96752642-96753254</th>\n",
       "      <td>41.033367</td>\n",
       "      <td>-0.912244</td>\n",
       "      <td>0.236568</td>\n",
       "      <td>-3.856161</td>\n",
       "      <td>1.151815e-04</td>\n",
       "      <td>3.778640e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96752642</td>\n",
       "      <td>96753254</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-96981876-96983844</th>\n",
       "      <td>249.861266</td>\n",
       "      <td>1.364050</td>\n",
       "      <td>0.116479</td>\n",
       "      <td>11.710690</td>\n",
       "      <td>1.123614e-31</td>\n",
       "      <td>1.250407e-29</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96981876</td>\n",
       "      <td>96983844</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-96984197-96985349</th>\n",
       "      <td>57.319862</td>\n",
       "      <td>1.982644</td>\n",
       "      <td>0.237912</td>\n",
       "      <td>8.333524</td>\n",
       "      <td>7.847104e-17</td>\n",
       "      <td>1.751137e-15</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96984197</td>\n",
       "      <td>96985349</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-96996895-96997636</th>\n",
       "      <td>23.212796</td>\n",
       "      <td>1.507846</td>\n",
       "      <td>0.329040</td>\n",
       "      <td>4.582560</td>\n",
       "      <td>4.593171e-06</td>\n",
       "      <td>2.068888e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96996895</td>\n",
       "      <td>96997636</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97071931-97072521</th>\n",
       "      <td>37.512067</td>\n",
       "      <td>-0.975423</td>\n",
       "      <td>0.248350</td>\n",
       "      <td>-3.927618</td>\n",
       "      <td>8.579118e-05</td>\n",
       "      <td>2.907241e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97071931</td>\n",
       "      <td>97072521</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97159088-97159627</th>\n",
       "      <td>26.789343</td>\n",
       "      <td>-1.250316</td>\n",
       "      <td>0.321827</td>\n",
       "      <td>-3.885055</td>\n",
       "      <td>1.023068e-04</td>\n",
       "      <td>3.399017e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97159088</td>\n",
       "      <td>97159627</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97267188-97268356</th>\n",
       "      <td>171.433881</td>\n",
       "      <td>-1.268488</td>\n",
       "      <td>0.132386</td>\n",
       "      <td>-9.581760</td>\n",
       "      <td>9.540466e-22</td>\n",
       "      <td>3.627770e-20</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97267188</td>\n",
       "      <td>97268356</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97279864-97280421</th>\n",
       "      <td>59.009383</td>\n",
       "      <td>1.276156</td>\n",
       "      <td>0.211790</td>\n",
       "      <td>6.025580</td>\n",
       "      <td>1.685040e-09</td>\n",
       "      <td>1.399489e-08</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97279864</td>\n",
       "      <td>97280421</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-9851917-9852238</th>\n",
       "      <td>11.045990</td>\n",
       "      <td>-2.545997</td>\n",
       "      <td>0.461184</td>\n",
       "      <td>-5.520567</td>\n",
       "      <td>3.379066e-08</td>\n",
       "      <td>2.275851e-07</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9851917</td>\n",
       "      <td>9852238</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9786455</td>\n",
       "      <td>9949443</td>\n",
       "      <td>SHROOM2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-9866684-9867173</th>\n",
       "      <td>15.012486</td>\n",
       "      <td>1.679230</td>\n",
       "      <td>0.376714</td>\n",
       "      <td>4.457571</td>\n",
       "      <td>8.289340e-06</td>\n",
       "      <td>3.525585e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9866684</td>\n",
       "      <td>9867173</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9786455</td>\n",
       "      <td>9949443</td>\n",
       "      <td>SHROOM2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9022 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            baseMean  log2FoldChange     lfcSE       stat  \\\n",
       "chr1-100360631-100361007   11.260871        1.475907  0.406343   3.632170   \n",
       "chr1-1019573-1020104       42.744134       -1.340465  0.254766  -5.261564   \n",
       "chr1-104638632-104639057   12.930609       -1.569958  0.394791  -3.976677   \n",
       "chr1-104648110-104649032  158.589122       -0.834237  0.138963  -6.003291   \n",
       "chr1-104671541-104672109   33.922586        1.101761  0.269069   4.094708   \n",
       "chr1-104715316-104715675   12.876923       -1.742201  0.406889  -4.281754   \n",
       "chr1-104764681-104766032  182.375383       -0.575371  0.138453  -4.155725   \n",
       "chr1-104798052-104798771   55.857350       -1.948854  0.231646  -8.413055   \n",
       "chr1-104871650-104872336   94.003467       -0.980123  0.174183  -5.626958   \n",
       "chr1-104994239-104994884   34.202163       -1.192583  0.257730  -4.627263   \n",
       "chr1-105101197-105103129  315.306038       -0.489393  0.105100  -4.656441   \n",
       "chr1-105133892-105134748   87.075623       -1.232076  0.179246  -6.873674   \n",
       "chr1-105172508-105173635  371.582528       -0.405056  0.094500  -4.286305   \n",
       "chr1-105194174-105195113   84.881709        1.127808  0.189655   5.946621   \n",
       "chr1-105351006-105352063   64.607915        1.286864  0.201923   6.373053   \n",
       "chr1-105632535-105633437   78.833848       -1.572932  0.184058  -8.545828   \n",
       "chr1-106621362-106622664  219.793158       -0.598440  0.113708  -5.262953   \n",
       "chr1-106718418-106718754    9.795541       -1.775640  0.442758  -4.010404   \n",
       "chr1-106745926-106747336  181.368721       -0.564722  0.148451  -3.804086   \n",
       "chr1-107175180-107175985   53.449512       -0.779512  0.215493  -3.617340   \n",
       "chr1-107641235-107641826   48.298773       -0.936693  0.231592  -4.044592   \n",
       "chr1-107657048-107657758   39.209876        0.955559  0.241224   3.961299   \n",
       "chr1-107665037-107665813   63.337420        1.030399  0.212231   4.855088   \n",
       "chr1-107682079-107683813  311.324934       -0.963761  0.101979  -9.450546   \n",
       "chr1-107685805-107686279   38.634046       -1.079824  0.250933  -4.303244   \n",
       "chr1-107748126-107748755   33.883503       -1.504147  0.276495  -5.440044   \n",
       "chr1-108689793-108690287   31.584246       -1.171373  0.277144  -4.226584   \n",
       "chr1-109800286-109800760   19.169448        1.223643  0.336172   3.639931   \n",
       "chr1-109873293-109873793   44.410225        1.759311  0.263509   6.676481   \n",
       "chr1-109878432-109879000  171.537642        0.732710  0.124827   5.869800   \n",
       "...                              ...             ...       ...        ...   \n",
       "chrX-69082840-69083186     14.753136       -1.355161  0.370767  -3.655015   \n",
       "chrX-69088028-69088558     17.942190       -1.720059  0.366718  -4.690417   \n",
       "chrX-69091738-69092243     20.434030       -2.122976  0.341613  -6.214555   \n",
       "chrX-69107295-69107704     17.380644       -1.606951  0.349909  -4.592482   \n",
       "chrX-7188421-7189016       25.842101        1.754566  0.310815   5.645040   \n",
       "chrX-76147705-76147991     12.111303       -1.582510  0.396515  -3.991050   \n",
       "chrX-78513866-78515242    161.717724       -1.037550  0.138391  -7.497210   \n",
       "chrX-79331086-79331496     10.897409        1.929235  0.433352   4.451892   \n",
       "chrX-79367362-79368356     84.826149        0.982514  0.172959   5.680624   \n",
       "chrX-79452678-79453246     24.301329       -2.028530  0.306285  -6.623025   \n",
       "chrX-84738388-84738922     15.979173        1.884652  0.376530   5.005314   \n",
       "chrX-84744716-84745090     11.785740        2.136388  0.435865   4.901487   \n",
       "chrX-86011731-86013033    267.440495       -0.533070  0.111763  -4.769648   \n",
       "chrX-87636348-87637167    106.400197       -1.296837  0.154564  -8.390294   \n",
       "chrX-87641348-87642099     41.453902       -1.691280  0.253880  -6.661728   \n",
       "chrX-88955779-88956610     22.092582        1.647093  0.326077   5.051232   \n",
       "chrX-8967311-8967880       30.082559        1.216579  0.287969   4.224680   \n",
       "chrX-90124972-90125428     11.210961       -1.836359  0.424899  -4.321876   \n",
       "chrX-90457961-90459435    139.066429       -0.678720  0.134228  -5.056484   \n",
       "chrX-9341927-9342934       72.747149       -0.868732  0.185904  -4.673020   \n",
       "chrX-96752642-96753254     41.033367       -0.912244  0.236568  -3.856161   \n",
       "chrX-96981876-96983844    249.861266        1.364050  0.116479  11.710690   \n",
       "chrX-96984197-96985349     57.319862        1.982644  0.237912   8.333524   \n",
       "chrX-96996895-96997636     23.212796        1.507846  0.329040   4.582560   \n",
       "chrX-97071931-97072521     37.512067       -0.975423  0.248350  -3.927618   \n",
       "chrX-97159088-97159627     26.789343       -1.250316  0.321827  -3.885055   \n",
       "chrX-97267188-97268356    171.433881       -1.268488  0.132386  -9.581760   \n",
       "chrX-97279864-97280421     59.009383        1.276156  0.211790   6.025580   \n",
       "chrX-9851917-9852238       11.045990       -2.545997  0.461184  -5.520567   \n",
       "chrX-9866684-9867173       15.012486        1.679230  0.376714   4.457571   \n",
       "\n",
       "                                pvalue          padj chrom_peak  start_peak  \\\n",
       "chr1-100360631-100361007  2.810483e-04  8.351582e-04       chr1   100360631   \n",
       "chr1-1019573-1020104      1.428351e-07  8.630584e-07       chr1     1019573   \n",
       "chr1-104638632-104639057  6.988492e-05  2.416144e-04       chr1   104638632   \n",
       "chr1-104648110-104649032  1.933576e-09  1.591590e-08       chr1   104648110   \n",
       "chr1-104671541-104672109  4.227008e-05  1.533760e-04       chr1   104671541   \n",
       "chr1-104715316-104715675  1.854257e-05  7.301456e-05       chr1   104715316   \n",
       "chr1-104764681-104766032  3.242575e-05  1.208927e-04       chr1   104764681   \n",
       "chr1-104798052-104798771  3.994682e-17  9.185876e-16       chr1   104798052   \n",
       "chr1-104871650-104872336  1.834150e-08  1.296895e-07       chr1   104871650   \n",
       "chr1-104994239-104994884  3.705292e-06  1.699573e-05       chr1   104994239   \n",
       "chr1-105101197-105103129  3.217221e-06  1.497214e-05       chr1   105101197   \n",
       "chr1-105133892-105134748  6.256927e-12  7.470131e-11       chr1   105133892   \n",
       "chr1-105172508-105173635  1.816692e-05  7.174500e-05       chr1   105172508   \n",
       "chr1-105194174-105195113  2.737347e-09  2.201858e-08       chr1   105194174   \n",
       "chr1-105351006-105352063  1.853014e-10  1.798884e-09       chr1   105351006   \n",
       "chr1-105632535-105633437  1.276177e-17  3.178650e-16       chr1   105632535   \n",
       "chr1-106621362-106622664  1.417601e-07  8.574172e-07       chr1   106621362   \n",
       "chr1-106718418-106718754  6.061483e-05  2.124409e-04       chr1   106718418   \n",
       "chr1-106745926-106747336  1.423286e-04  4.564903e-04       chr1   106745926   \n",
       "chr1-107175180-107175985  2.976457e-04  8.782395e-04       chr1   107175180   \n",
       "chr1-107641235-107641826  5.241432e-05  1.864201e-04       chr1   107641235   \n",
       "chr1-107657048-107657758  7.454325e-05  2.561500e-04       chr1   107657048   \n",
       "chr1-107665037-107665813  1.203336e-06  6.103476e-06       chr1   107665037   \n",
       "chr1-107682079-107683813  3.370681e-21  1.207869e-19       chr1   107682079   \n",
       "chr1-107685805-107686279  1.683153e-05  6.703873e-05       chr1   107685805   \n",
       "chr1-107748126-107748755  5.326736e-08  3.467309e-07       chr1   107748126   \n",
       "chr1-108689793-108690287  2.372657e-05  9.106260e-05       chr1   108689793   \n",
       "chr1-109800286-109800760  2.727115e-04  8.134737e-04       chr1   109800286   \n",
       "chr1-109873293-109873793  2.447485e-11  2.702594e-10       chr1   109873293   \n",
       "chr1-109878432-109879000  4.363199e-09  3.403576e-08       chr1   109878432   \n",
       "...                                ...           ...        ...         ...   \n",
       "chrX-69082840-69083186    2.571672e-04  7.719471e-04       chrX    69082840   \n",
       "chrX-69088028-69088558    2.726484e-06  1.288864e-05       chrX    69088028   \n",
       "chrX-69091738-69092243    5.147034e-10  4.662698e-09       chrX    69091738   \n",
       "chrX-69107295-69107704    4.380054e-06  1.979879e-05       chrX    69107295   \n",
       "chrX-7188421-7189016      1.651424e-08  1.178687e-07       chrX     7188421   \n",
       "chrX-76147705-76147991    6.578137e-05  2.285999e-04       chrX    76147705   \n",
       "chrX-78513866-78515242    6.519048e-14  1.000330e-12       chrX    78513866   \n",
       "chrX-79331086-79331496    8.511705e-06  3.616357e-05       chrX    79331086   \n",
       "chrX-79367362-79368356    1.342043e-08  9.710102e-08       chrX    79367362   \n",
       "chrX-79452678-79453246    3.519212e-11  3.814838e-10       chrX    79452678   \n",
       "chrX-84738388-84738922    5.577108e-07  3.011365e-06       chrX    84738388   \n",
       "chrX-84744716-84745090    9.511391e-07  4.925216e-06       chrX    84744716   \n",
       "chrX-86011731-86013033    1.845479e-06  9.013754e-06       chrX    86011731   \n",
       "chrX-87636348-87637167    4.849294e-17  1.106716e-15       chrX    87636348   \n",
       "chrX-87641348-87642099    2.706261e-11  2.964058e-10       chrX    87641348   \n",
       "chrX-88955779-88956610    4.389698e-07  2.415380e-06       chrX    88955779   \n",
       "chrX-8967311-8967880      2.392810e-05  9.179251e-05       chrX     8967311   \n",
       "chrX-90124972-90125428    1.547079e-05  6.206738e-05       chrX    90124972   \n",
       "chrX-90457961-90459435    4.270576e-07  2.353570e-06       chrX    90457961   \n",
       "chrX-9341927-9342934      2.968031e-06  1.391928e-05       chrX     9341927   \n",
       "chrX-96752642-96753254    1.151815e-04  3.778640e-04       chrX    96752642   \n",
       "chrX-96981876-96983844    1.123614e-31  1.250407e-29       chrX    96981876   \n",
       "chrX-96984197-96985349    7.847104e-17  1.751137e-15       chrX    96984197   \n",
       "chrX-96996895-96997636    4.593171e-06  2.068888e-05       chrX    96996895   \n",
       "chrX-97071931-97072521    8.579118e-05  2.907241e-04       chrX    97071931   \n",
       "chrX-97159088-97159627    1.023068e-04  3.399017e-04       chrX    97159088   \n",
       "chrX-97267188-97268356    9.540466e-22  3.627770e-20       chrX    97267188   \n",
       "chrX-97279864-97280421    1.685040e-09  1.399489e-08       chrX    97279864   \n",
       "chrX-9851917-9852238      3.379066e-08  2.275851e-07       chrX     9851917   \n",
       "chrX-9866684-9867173      8.289340e-06  3.525585e-05       chrX     9866684   \n",
       "\n",
       "                           end_peak chrom_gene  start_gene   end_gene  \\\n",
       "chr1-100360631-100361007  100361007       chr1   100351733  100520277   \n",
       "chr1-1019573-1020104        1020104       chr1     1020122    1056118   \n",
       "chr1-104638632-104639057  104639057       chr1   104153305  104153830   \n",
       "chr1-104648110-104649032  104649032       chr1   104153305  104153830   \n",
       "chr1-104671541-104672109  104672109       chr1   104153305  104153830   \n",
       "chr1-104715316-104715675  104715675       chr1   104153305  104153830   \n",
       "chr1-104764681-104766032  104766032       chr1   104153305  104153830   \n",
       "chr1-104798052-104798771  104798771       chr1   105433993  105434821   \n",
       "chr1-104871650-104872336  104872336       chr1   105433993  105434821   \n",
       "chr1-104994239-104994884  104994884       chr1   105433993  105434821   \n",
       "chr1-105101197-105103129  105103129       chr1   105433993  105434821   \n",
       "chr1-105133892-105134748  105134748       chr1   105433993  105434821   \n",
       "chr1-105172508-105173635  105173635       chr1   105433993  105434821   \n",
       "chr1-105194174-105195113  105195113       chr1   105433993  105434821   \n",
       "chr1-105351006-105352063  105352063       chr1   105433993  105434821   \n",
       "chr1-105632535-105633437  105633437       chr1   105587574  105618958   \n",
       "chr1-106621362-106622664  106622664       chr1   106544341  106544744   \n",
       "chr1-106718418-106718754  106718754       chr1   106780222  106780435   \n",
       "chr1-106745926-106747336  106747336       chr1   106780222  106780435   \n",
       "chr1-107175180-107175985  107175985       chr1   107140006  107483458   \n",
       "chr1-107641235-107641826  107641826       chr1   107571159  107965144   \n",
       "chr1-107657048-107657758  107657758       chr1   107571159  107965144   \n",
       "chr1-107665037-107665813  107665813       chr1   107571159  107965144   \n",
       "chr1-107682079-107683813  107683813       chr1   107571159  107965144   \n",
       "chr1-107685805-107686279  107686279       chr1   107571159  107965144   \n",
       "chr1-107748126-107748755  107748755       chr1   107571159  107965144   \n",
       "chr1-108689793-108690287  108690287       chr1   108692322  108701803   \n",
       "chr1-109800286-109800760  109800760       chr1   109810641  109810998   \n",
       "chr1-109873293-109873793  109873793       chr1   109828354  109871436   \n",
       "chr1-109878432-109879000  109879000       chr1   109884175  109886264   \n",
       "...                             ...        ...         ...        ...   \n",
       "chrX-69082840-69083186     69083186       chrX    69160850   69165793   \n",
       "chrX-69088028-69088558     69088558       chrX    69160850   69165793   \n",
       "chrX-69091738-69092243     69092243       chrX    69160850   69165793   \n",
       "chrX-69107295-69107704     69107704       chrX    69160850   69165793   \n",
       "chrX-7188421-7189016        7189016       chrX     7219455    7354810   \n",
       "chrX-76147705-76147991     76147991       chrX    76172935   76178204   \n",
       "chrX-78513866-78515242     78515242       chrX    78519592   78520186   \n",
       "chrX-79331086-79331496     79331496       chrX    79323445   79325217   \n",
       "chrX-79367362-79368356     79368356       chrX    79360383   79367667   \n",
       "chrX-79452678-79453246     79453246       chrX    79369363   79370165   \n",
       "chrX-84738388-84738922     84738922       chrX    84755135   84756003   \n",
       "chrX-84744716-84745090     84745090       chrX    84755135   84756003   \n",
       "chrX-86011731-86013033     86013033       chrX    85861179   86047562   \n",
       "chrX-87636348-87637167     87637167       chrX    87517748   87670050   \n",
       "chrX-87641348-87642099     87642099       chrX    87517748   87670050   \n",
       "chrX-88955779-88956610     88956610       chrX    88982214   88982353   \n",
       "chrX-8967311-8967880        8967880       chrX     8980424    8982505   \n",
       "chrX-90124972-90125428     90125428       chrX    90112649   90113706   \n",
       "chrX-90457961-90459435     90459435       chrX    90597234   90597340   \n",
       "chrX-9341927-9342934        9342934       chrX     9402750    9414566   \n",
       "chrX-96752642-96753254     96753254       chrX    96684662   97604997   \n",
       "chrX-96981876-96983844     96983844       chrX    96684662   97604997   \n",
       "chrX-96984197-96985349     96985349       chrX    96684662   97604997   \n",
       "chrX-96996895-96997636     96997636       chrX    96684662   97604997   \n",
       "chrX-97071931-97072521     97072521       chrX    96684662   97604997   \n",
       "chrX-97159088-97159627     97159627       chrX    96684662   97604997   \n",
       "chrX-97267188-97268356     97268356       chrX    96684662   97604997   \n",
       "chrX-97279864-97280421     97280421       chrX    96684662   97604997   \n",
       "chrX-9851917-9852238        9852238       chrX     9786455    9949443   \n",
       "chrX-9866684-9867173        9867173       chrX     9786455    9949443   \n",
       "\n",
       "                                   gene_name  distance  \n",
       "chr1-100360631-100361007             CDC14A          0  \n",
       "chr1-1019573-1020104                AGRN <1k        19  \n",
       "chr1-104638632-104639057         FTLP17 >10k   -484803  \n",
       "chr1-104648110-104649032         FTLP17 >10k   -494281  \n",
       "chr1-104671541-104672109         FTLP17 >10k   -517712  \n",
       "chr1-104715316-104715675         FTLP17 >10k   -561487  \n",
       "chr1-104764681-104766032         FTLP17 >10k   -610852  \n",
       "chr1-104798052-104798771   RP11-414B7.1 >10k    635223  \n",
       "chr1-104871650-104872336   RP11-414B7.1 >10k    561658  \n",
       "chr1-104994239-104994884   RP11-414B7.1 >10k    439110  \n",
       "chr1-105101197-105103129   RP11-414B7.1 >10k    330865  \n",
       "chr1-105133892-105134748   RP11-414B7.1 >10k    299246  \n",
       "chr1-105172508-105173635   RP11-414B7.1 >10k    260359  \n",
       "chr1-105194174-105195113   RP11-414B7.1 >10k    238881  \n",
       "chr1-105351006-105352063   RP11-414B7.1 >10k     81931  \n",
       "chr1-105632535-105633437   RP11-251P6.1 >10k    -13578  \n",
       "chr1-106621362-106622664  RP11-478L17.1 >10k    -76619  \n",
       "chr1-106718418-106718754  RP11-110F24.1 >10k     61469  \n",
       "chr1-106745926-106747336  RP11-110F24.1 >10k     32887  \n",
       "chr1-107175180-107175985              NTNG1          0  \n",
       "chr1-107641235-107641826               VAV3          0  \n",
       "chr1-107657048-107657758               VAV3          0  \n",
       "chr1-107665037-107665813               VAV3          0  \n",
       "chr1-107682079-107683813               VAV3          0  \n",
       "chr1-107685805-107686279               VAV3          0  \n",
       "chr1-107748126-107748755               VAV3          0  \n",
       "chr1-108689793-108690287         PRPF38B <5k      2036  \n",
       "chr1-109800286-109800760      NDUFA5P10 <10k      9882  \n",
       "chr1-109873293-109873793     RP4-735C1.6 <5k     -1858  \n",
       "chr1-109878432-109879000  RP11-195M16.1 <10k      5176  \n",
       "...                                      ...       ...  \n",
       "chrX-69082840-69083186             PJA1 >10k     77665  \n",
       "chrX-69088028-69088558             PJA1 >10k     72293  \n",
       "chrX-69091738-69092243             PJA1 >10k     68608  \n",
       "chrX-69107295-69107704             PJA1 >10k     53147  \n",
       "chrX-7188421-7189016                STS >10k     30440  \n",
       "chrX-76147705-76147991            PBDC1 >10k     24945  \n",
       "chrX-78513866-78515242          HMGN1P34 <5k      4351  \n",
       "chrX-79331086-79331496           KIF4CP <10k     -5870  \n",
       "chrX-79367362-79368356                ITM2A          0  \n",
       "chrX-79452678-79453246     RP1-164L12.1 >10k    -82514  \n",
       "chrX-84738388-84738922            SETP4 >10k     16214  \n",
       "chrX-84744716-84745090            SETP4 >10k     10046  \n",
       "chrX-86011731-86013033                  CHM          0  \n",
       "chrX-87636348-87637167                KLHL4          0  \n",
       "chrX-87641348-87642099                KLHL4          0  \n",
       "chrX-88955779-88956610    RP13-324D24.1 >10k     25605  \n",
       "chrX-8967311-8967880        RP11-66N5.2 >10k     12545  \n",
       "chrX-90124972-90125428          USP12PX >10k    -11267  \n",
       "chrX-90457961-90459435        RNU6-555P >10k    137800  \n",
       "chrX-9341927-9342934      RP11-126O22.1 >10k     59817  \n",
       "chrX-96752642-96753254               DIAPH2          0  \n",
       "chrX-96981876-96983844               DIAPH2          0  \n",
       "chrX-96984197-96985349               DIAPH2          0  \n",
       "chrX-96996895-96997636               DIAPH2          0  \n",
       "chrX-97071931-97072521               DIAPH2          0  \n",
       "chrX-97159088-97159627               DIAPH2          0  \n",
       "chrX-97267188-97268356               DIAPH2          0  \n",
       "chrX-97279864-97280421               DIAPH2          0  \n",
       "chrX-9851917-9852238                SHROOM2          0  \n",
       "chrX-9866684-9867173                SHROOM2          0  \n",
       "\n",
       "[9022 rows x 14 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====== Gefit_vs_DMSO ======\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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "      <th>chrom_peak</th>\n",
       "      <th>start_peak</th>\n",
       "      <th>end_peak</th>\n",
       "      <th>chrom_gene</th>\n",
       "      <th>start_gene</th>\n",
       "      <th>end_gene</th>\n",
       "      <th>gene_name</th>\n",
       "      <th>distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr15-74642010-74643552</th>\n",
       "      <td>168.097847</td>\n",
       "      <td>1.143932</td>\n",
       "      <td>0.138593</td>\n",
       "      <td>8.253897</td>\n",
       "      <td>1.533109e-16</td>\n",
       "      <td>3.719322e-12</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74642010</td>\n",
       "      <td>74643552</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74598499</td>\n",
       "      <td>74645414</td>\n",
       "      <td>CLK3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr15-74642010-74643552</th>\n",
       "      <td>168.097847</td>\n",
       "      <td>1.143932</td>\n",
       "      <td>0.138593</td>\n",
       "      <td>8.253897</td>\n",
       "      <td>1.533109e-16</td>\n",
       "      <td>3.719322e-12</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74642010</td>\n",
       "      <td>74643552</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74630557</td>\n",
       "      <td>74696292</td>\n",
       "      <td>EDC3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr15-74725904-74726773</th>\n",
       "      <td>157.967392</td>\n",
       "      <td>0.858978</td>\n",
       "      <td>0.163567</td>\n",
       "      <td>5.251532</td>\n",
       "      <td>1.508393e-07</td>\n",
       "      <td>9.148405e-04</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74725904</td>\n",
       "      <td>74726773</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74719541</td>\n",
       "      <td>74725610</td>\n",
       "      <td>CYP1A1 &lt;1k</td>\n",
       "      <td>-295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr15-74730789-74731394</th>\n",
       "      <td>76.377423</td>\n",
       "      <td>1.006581</td>\n",
       "      <td>0.183950</td>\n",
       "      <td>5.472042</td>\n",
       "      <td>4.448793e-08</td>\n",
       "      <td>3.597591e-04</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74730789</td>\n",
       "      <td>74731394</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74719541</td>\n",
       "      <td>74725610</td>\n",
       "      <td>CYP1A1 &lt;10k</td>\n",
       "      <td>-5180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr3-156816528-156817835</th>\n",
       "      <td>220.087993</td>\n",
       "      <td>1.094752</td>\n",
       "      <td>0.142536</td>\n",
       "      <td>7.680503</td>\n",
       "      <td>1.584647e-14</td>\n",
       "      <td>1.922177e-10</td>\n",
       "      <td>chr3</td>\n",
       "      <td>156816528</td>\n",
       "      <td>156817835</td>\n",
       "      <td>chr3</td>\n",
       "      <td>156747345</td>\n",
       "      <td>156817062</td>\n",
       "      <td>LINC00886</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            baseMean  log2FoldChange     lfcSE      stat  \\\n",
       "chr15-74642010-74643552   168.097847        1.143932  0.138593  8.253897   \n",
       "chr15-74642010-74643552   168.097847        1.143932  0.138593  8.253897   \n",
       "chr15-74725904-74726773   157.967392        0.858978  0.163567  5.251532   \n",
       "chr15-74730789-74731394    76.377423        1.006581  0.183950  5.472042   \n",
       "chr3-156816528-156817835  220.087993        1.094752  0.142536  7.680503   \n",
       "\n",
       "                                pvalue          padj chrom_peak  start_peak  \\\n",
       "chr15-74642010-74643552   1.533109e-16  3.719322e-12      chr15    74642010   \n",
       "chr15-74642010-74643552   1.533109e-16  3.719322e-12      chr15    74642010   \n",
       "chr15-74725904-74726773   1.508393e-07  9.148405e-04      chr15    74725904   \n",
       "chr15-74730789-74731394   4.448793e-08  3.597591e-04      chr15    74730789   \n",
       "chr3-156816528-156817835  1.584647e-14  1.922177e-10       chr3   156816528   \n",
       "\n",
       "                           end_peak chrom_gene  start_gene   end_gene  \\\n",
       "chr15-74642010-74643552    74643552      chr15    74598499   74645414   \n",
       "chr15-74642010-74643552    74643552      chr15    74630557   74696292   \n",
       "chr15-74725904-74726773    74726773      chr15    74719541   74725610   \n",
       "chr15-74730789-74731394    74731394      chr15    74719541   74725610   \n",
       "chr3-156816528-156817835  156817835       chr3   156747345  156817062   \n",
       "\n",
       "                            gene_name  distance  \n",
       "chr15-74642010-74643552         CLK3          0  \n",
       "chr15-74642010-74643552         EDC3          0  \n",
       "chr15-74725904-74726773    CYP1A1 <1k      -295  \n",
       "chr15-74730789-74731394   CYP1A1 <10k     -5180  \n",
       "chr3-156816528-156817835   LINC00886          0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====== Vorino_vs_DMSO ======\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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "      <th>chrom_peak</th>\n",
       "      <th>start_peak</th>\n",
       "      <th>end_peak</th>\n",
       "      <th>chrom_gene</th>\n",
       "      <th>start_gene</th>\n",
       "      <th>end_gene</th>\n",
       "      <th>gene_name</th>\n",
       "      <th>distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr1-104764681-104766032</th>\n",
       "      <td>182.375383</td>\n",
       "      <td>0.970128</td>\n",
       "      <td>0.141582</td>\n",
       "      <td>6.852036</td>\n",
       "      <td>7.280608e-12</td>\n",
       "      <td>3.795076e-10</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104764681</td>\n",
       "      <td>104766032</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-610852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104768477-104769379</th>\n",
       "      <td>60.651241</td>\n",
       "      <td>1.525440</td>\n",
       "      <td>0.206839</td>\n",
       "      <td>7.375025</td>\n",
       "      <td>1.643136e-13</td>\n",
       "      <td>1.217553e-11</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104768477</td>\n",
       "      <td>104769379</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-614648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105103328-105104126</th>\n",
       "      <td>120.644361</td>\n",
       "      <td>0.650334</td>\n",
       "      <td>0.159432</td>\n",
       "      <td>4.079073</td>\n",
       "      <td>4.521558e-05</td>\n",
       "      <td>4.399279e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105103328</td>\n",
       "      <td>105104126</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>329868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105632535-105633437</th>\n",
       "      <td>78.833848</td>\n",
       "      <td>-1.353477</td>\n",
       "      <td>0.209698</td>\n",
       "      <td>-6.454404</td>\n",
       "      <td>1.086454e-10</td>\n",
       "      <td>4.388568e-09</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105632535</td>\n",
       "      <td>105633437</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105587574</td>\n",
       "      <td>105618958</td>\n",
       "      <td>RP11-251P6.1 &gt;10k</td>\n",
       "      <td>-13578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-106225282-106226001</th>\n",
       "      <td>55.665534</td>\n",
       "      <td>1.001753</td>\n",
       "      <td>0.226712</td>\n",
       "      <td>4.418615</td>\n",
       "      <td>9.933554e-06</td>\n",
       "      <td>1.183669e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106225282</td>\n",
       "      <td>106226001</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106073246</td>\n",
       "      <td>106084499</td>\n",
       "      <td>RP5-947P14.1 &gt;10k</td>\n",
       "      <td>-140784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109873293-109873793</th>\n",
       "      <td>44.410225</td>\n",
       "      <td>1.755898</td>\n",
       "      <td>0.285845</td>\n",
       "      <td>6.142823</td>\n",
       "      <td>8.106774e-10</td>\n",
       "      <td>2.645721e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109873293</td>\n",
       "      <td>109873793</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109828354</td>\n",
       "      <td>109871436</td>\n",
       "      <td>RP4-735C1.6 &lt;5k</td>\n",
       "      <td>-1858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109892510-109892837</th>\n",
       "      <td>20.309736</td>\n",
       "      <td>1.390734</td>\n",
       "      <td>0.349469</td>\n",
       "      <td>3.979564</td>\n",
       "      <td>6.904172e-05</td>\n",
       "      <td>6.359595e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109892510</td>\n",
       "      <td>109892837</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109895972</td>\n",
       "      <td>109897861</td>\n",
       "      <td>RP11-195M16.3 &lt;5k</td>\n",
       "      <td>3136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109948005-109948852</th>\n",
       "      <td>160.098444</td>\n",
       "      <td>0.833208</td>\n",
       "      <td>0.162394</td>\n",
       "      <td>5.130797</td>\n",
       "      <td>2.885183e-07</td>\n",
       "      <td>5.253427e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109948005</td>\n",
       "      <td>109948852</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109910241</td>\n",
       "      <td>109930992</td>\n",
       "      <td>CSF1 &gt;10k</td>\n",
       "      <td>-17014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109959880-109961120</th>\n",
       "      <td>149.238196</td>\n",
       "      <td>1.060947</td>\n",
       "      <td>0.177969</td>\n",
       "      <td>5.961417</td>\n",
       "      <td>2.500600e-09</td>\n",
       "      <td>7.431397e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109959880</td>\n",
       "      <td>109961120</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109984685</td>\n",
       "      <td>110023741</td>\n",
       "      <td>AHCYL1 &gt;10k</td>\n",
       "      <td>23566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-117232473-117232945</th>\n",
       "      <td>52.592417</td>\n",
       "      <td>-1.146437</td>\n",
       "      <td>0.236831</td>\n",
       "      <td>-4.840738</td>\n",
       "      <td>1.293579e-06</td>\n",
       "      <td>1.983347e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>117232473</td>\n",
       "      <td>117232945</td>\n",
       "      <td>chr1</td>\n",
       "      <td>117243211</td>\n",
       "      <td>117243508</td>\n",
       "      <td>Metazoa_SRP &gt;10k</td>\n",
       "      <td>10267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-12184116-12184547</th>\n",
       "      <td>32.703614</td>\n",
       "      <td>-1.309780</td>\n",
       "      <td>0.310286</td>\n",
       "      <td>-4.221203</td>\n",
       "      <td>2.430021e-05</td>\n",
       "      <td>2.567469e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12184116</td>\n",
       "      <td>12184547</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12167002</td>\n",
       "      <td>12209228</td>\n",
       "      <td>TNFRSF1B</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-12544879-12545309</th>\n",
       "      <td>36.708431</td>\n",
       "      <td>1.651150</td>\n",
       "      <td>0.269300</td>\n",
       "      <td>6.131267</td>\n",
       "      <td>8.718209e-10</td>\n",
       "      <td>2.831583e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12544879</td>\n",
       "      <td>12545309</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12527723</td>\n",
       "      <td>12528420</td>\n",
       "      <td>RP5-888M10.2 &gt;10k</td>\n",
       "      <td>-16460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-12615824-12616737</th>\n",
       "      <td>121.737537</td>\n",
       "      <td>-1.229607</td>\n",
       "      <td>0.173927</td>\n",
       "      <td>-7.069660</td>\n",
       "      <td>1.553142e-12</td>\n",
       "      <td>9.393570e-11</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12615824</td>\n",
       "      <td>12616737</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12567909</td>\n",
       "      <td>12617731</td>\n",
       "      <td>DHRS3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-12617674-12619310</th>\n",
       "      <td>106.355552</td>\n",
       "      <td>-0.855197</td>\n",
       "      <td>0.168824</td>\n",
       "      <td>-5.065596</td>\n",
       "      <td>4.071241e-07</td>\n",
       "      <td>7.128813e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12617674</td>\n",
       "      <td>12619310</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12567909</td>\n",
       "      <td>12617731</td>\n",
       "      <td>DHRS3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-12617674-12619310</th>\n",
       "      <td>106.355552</td>\n",
       "      <td>-0.855197</td>\n",
       "      <td>0.168824</td>\n",
       "      <td>-5.065596</td>\n",
       "      <td>4.071241e-07</td>\n",
       "      <td>7.128813e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12617674</td>\n",
       "      <td>12619310</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12618899</td>\n",
       "      <td>12619244</td>\n",
       "      <td>RP11-474O21.5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-151953558-151954035</th>\n",
       "      <td>29.741331</td>\n",
       "      <td>-1.215283</td>\n",
       "      <td>0.303970</td>\n",
       "      <td>-3.998037</td>\n",
       "      <td>6.387010e-05</td>\n",
       "      <td>5.935569e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>151953558</td>\n",
       "      <td>151954035</td>\n",
       "      <td>chr1</td>\n",
       "      <td>151949522</td>\n",
       "      <td>151950912</td>\n",
       "      <td>KRT8P28 &lt;5k</td>\n",
       "      <td>-2647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-153696695-153697645</th>\n",
       "      <td>105.138940</td>\n",
       "      <td>-0.884272</td>\n",
       "      <td>0.171463</td>\n",
       "      <td>-5.157224</td>\n",
       "      <td>2.506376e-07</td>\n",
       "      <td>4.643020e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>153696695</td>\n",
       "      <td>153697645</td>\n",
       "      <td>chr1</td>\n",
       "      <td>153678636</td>\n",
       "      <td>153693992</td>\n",
       "      <td>NPR1 &lt;5k</td>\n",
       "      <td>-2704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-155124569-155124904</th>\n",
       "      <td>17.857809</td>\n",
       "      <td>1.523918</td>\n",
       "      <td>0.345821</td>\n",
       "      <td>4.406666</td>\n",
       "      <td>1.049740e-05</td>\n",
       "      <td>1.239635e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>155124569</td>\n",
       "      <td>155124904</td>\n",
       "      <td>chr1</td>\n",
       "      <td>155127459</td>\n",
       "      <td>155134857</td>\n",
       "      <td>EFNA1 &lt;5k</td>\n",
       "      <td>2556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-157966014-157966652</th>\n",
       "      <td>69.212196</td>\n",
       "      <td>-0.839601</td>\n",
       "      <td>0.216461</td>\n",
       "      <td>-3.878759</td>\n",
       "      <td>1.049908e-04</td>\n",
       "      <td>9.120669e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>157966014</td>\n",
       "      <td>157966652</td>\n",
       "      <td>chr1</td>\n",
       "      <td>157925064</td>\n",
       "      <td>157949071</td>\n",
       "      <td>RP11-451O13.1 &gt;10k</td>\n",
       "      <td>-16944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-160948940-160949831</th>\n",
       "      <td>99.963808</td>\n",
       "      <td>0.787930</td>\n",
       "      <td>0.187969</td>\n",
       "      <td>4.191813</td>\n",
       "      <td>2.767339e-05</td>\n",
       "      <td>2.881690e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>160948940</td>\n",
       "      <td>160949831</td>\n",
       "      <td>chr1</td>\n",
       "      <td>160932464</td>\n",
       "      <td>160949922</td>\n",
       "      <td>RP11-544M22.1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-160948940-160949831</th>\n",
       "      <td>99.963808</td>\n",
       "      <td>0.787930</td>\n",
       "      <td>0.187969</td>\n",
       "      <td>4.191813</td>\n",
       "      <td>2.767339e-05</td>\n",
       "      <td>2.881690e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>160948940</td>\n",
       "      <td>160949831</td>\n",
       "      <td>chr1</td>\n",
       "      <td>160945024</td>\n",
       "      <td>160954799</td>\n",
       "      <td>ITLN2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-162384675-162385011</th>\n",
       "      <td>18.914833</td>\n",
       "      <td>-1.822765</td>\n",
       "      <td>0.393918</td>\n",
       "      <td>-4.627265</td>\n",
       "      <td>3.705269e-06</td>\n",
       "      <td>4.947285e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>162384675</td>\n",
       "      <td>162385011</td>\n",
       "      <td>chr1</td>\n",
       "      <td>162366907</td>\n",
       "      <td>162386818</td>\n",
       "      <td>C1orf226</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-164602548-164603160</th>\n",
       "      <td>88.882672</td>\n",
       "      <td>-0.832688</td>\n",
       "      <td>0.188857</td>\n",
       "      <td>-4.409097</td>\n",
       "      <td>1.038027e-05</td>\n",
       "      <td>1.227747e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>164602548</td>\n",
       "      <td>164603160</td>\n",
       "      <td>chr1</td>\n",
       "      <td>164555583</td>\n",
       "      <td>164899296</td>\n",
       "      <td>PBX1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-164748001-164748875</th>\n",
       "      <td>64.756696</td>\n",
       "      <td>1.469274</td>\n",
       "      <td>0.250774</td>\n",
       "      <td>5.858948</td>\n",
       "      <td>4.658096e-09</td>\n",
       "      <td>1.298118e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>164748001</td>\n",
       "      <td>164748875</td>\n",
       "      <td>chr1</td>\n",
       "      <td>164555583</td>\n",
       "      <td>164899296</td>\n",
       "      <td>PBX1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-16764599-16765298</th>\n",
       "      <td>41.044775</td>\n",
       "      <td>-1.826594</td>\n",
       "      <td>0.285702</td>\n",
       "      <td>-6.393354</td>\n",
       "      <td>1.622854e-10</td>\n",
       "      <td>6.293975e-09</td>\n",
       "      <td>chr1</td>\n",
       "      <td>16764599</td>\n",
       "      <td>16765298</td>\n",
       "      <td>chr1</td>\n",
       "      <td>16740272</td>\n",
       "      <td>16972979</td>\n",
       "      <td>CROCC</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-16764599-16765298</th>\n",
       "      <td>41.044775</td>\n",
       "      <td>-1.826594</td>\n",
       "      <td>0.285702</td>\n",
       "      <td>-6.393354</td>\n",
       "      <td>1.622854e-10</td>\n",
       "      <td>6.293975e-09</td>\n",
       "      <td>chr1</td>\n",
       "      <td>16764599</td>\n",
       "      <td>16765298</td>\n",
       "      <td>chr1</td>\n",
       "      <td>16754909</td>\n",
       "      <td>16770237</td>\n",
       "      <td>MST1L</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-169933844-169935055</th>\n",
       "      <td>171.029756</td>\n",
       "      <td>0.672473</td>\n",
       "      <td>0.137680</td>\n",
       "      <td>4.884330</td>\n",
       "      <td>1.037813e-06</td>\n",
       "      <td>1.637812e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>169933844</td>\n",
       "      <td>169935055</td>\n",
       "      <td>chr1</td>\n",
       "      <td>169921325</td>\n",
       "      <td>170085208</td>\n",
       "      <td>KIFAP3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-169999271-170000192</th>\n",
       "      <td>88.848886</td>\n",
       "      <td>0.886835</td>\n",
       "      <td>0.185693</td>\n",
       "      <td>4.775828</td>\n",
       "      <td>1.789693e-06</td>\n",
       "      <td>2.626040e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>169999271</td>\n",
       "      <td>170000192</td>\n",
       "      <td>chr1</td>\n",
       "      <td>169921325</td>\n",
       "      <td>170085208</td>\n",
       "      <td>KIFAP3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-170001056-170001835</th>\n",
       "      <td>86.046364</td>\n",
       "      <td>0.744222</td>\n",
       "      <td>0.182515</td>\n",
       "      <td>4.077601</td>\n",
       "      <td>4.550277e-05</td>\n",
       "      <td>4.423376e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>170001056</td>\n",
       "      <td>170001835</td>\n",
       "      <td>chr1</td>\n",
       "      <td>169921325</td>\n",
       "      <td>170085208</td>\n",
       "      <td>KIFAP3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-170591197-170593468</th>\n",
       "      <td>130.123528</td>\n",
       "      <td>1.093561</td>\n",
       "      <td>0.153044</td>\n",
       "      <td>7.145383</td>\n",
       "      <td>8.974506e-13</td>\n",
       "      <td>5.705441e-11</td>\n",
       "      <td>chr1</td>\n",
       "      <td>170591197</td>\n",
       "      <td>170593468</td>\n",
       "      <td>chr1</td>\n",
       "      <td>170587248</td>\n",
       "      <td>170588236</td>\n",
       "      <td>RP11-545I10.2 &lt;5k</td>\n",
       "      <td>-2962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-40473973-40475091</th>\n",
       "      <td>199.418045</td>\n",
       "      <td>-0.744807</td>\n",
       "      <td>0.150332</td>\n",
       "      <td>-4.954431</td>\n",
       "      <td>7.254215e-07</td>\n",
       "      <td>1.195396e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>40473973</td>\n",
       "      <td>40475091</td>\n",
       "      <td>chrX</td>\n",
       "      <td>40492843</td>\n",
       "      <td>40492941</td>\n",
       "      <td>Y_RNA &gt;10k</td>\n",
       "      <td>17753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-40504755-40505275</th>\n",
       "      <td>46.839421</td>\n",
       "      <td>-1.267940</td>\n",
       "      <td>0.266904</td>\n",
       "      <td>-4.750540</td>\n",
       "      <td>2.028742e-06</td>\n",
       "      <td>2.912072e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>40504755</td>\n",
       "      <td>40505275</td>\n",
       "      <td>chrX</td>\n",
       "      <td>40514894</td>\n",
       "      <td>40515508</td>\n",
       "      <td>RP11-126D17.1 &lt;10k</td>\n",
       "      <td>9620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-40530969-40531379</th>\n",
       "      <td>21.754421</td>\n",
       "      <td>-1.457141</td>\n",
       "      <td>0.353679</td>\n",
       "      <td>-4.119949</td>\n",
       "      <td>3.789564e-05</td>\n",
       "      <td>3.779094e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>40530969</td>\n",
       "      <td>40531379</td>\n",
       "      <td>chrX</td>\n",
       "      <td>40535501</td>\n",
       "      <td>40535563</td>\n",
       "      <td>RNU7-164P &lt;5k</td>\n",
       "      <td>4123</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-42786410-42787743</th>\n",
       "      <td>166.142630</td>\n",
       "      <td>-0.919083</td>\n",
       "      <td>0.155327</td>\n",
       "      <td>-5.917069</td>\n",
       "      <td>3.277300e-09</td>\n",
       "      <td>9.524600e-08</td>\n",
       "      <td>chrX</td>\n",
       "      <td>42786410</td>\n",
       "      <td>42787743</td>\n",
       "      <td>chrX</td>\n",
       "      <td>42777470</td>\n",
       "      <td>42778079</td>\n",
       "      <td>PPP1R2P9 &lt;10k</td>\n",
       "      <td>-8332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-42978171-42979517</th>\n",
       "      <td>364.435959</td>\n",
       "      <td>0.457532</td>\n",
       "      <td>0.102157</td>\n",
       "      <td>4.478713</td>\n",
       "      <td>7.509439e-06</td>\n",
       "      <td>9.310040e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>42978171</td>\n",
       "      <td>42979517</td>\n",
       "      <td>chrX</td>\n",
       "      <td>43000173</td>\n",
       "      <td>43000396</td>\n",
       "      <td>RP11-265D20.1 &gt;10k</td>\n",
       "      <td>20657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-42989888-42991535</th>\n",
       "      <td>282.550030</td>\n",
       "      <td>0.662297</td>\n",
       "      <td>0.130792</td>\n",
       "      <td>5.063743</td>\n",
       "      <td>4.111028e-07</td>\n",
       "      <td>7.187233e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>42989888</td>\n",
       "      <td>42991535</td>\n",
       "      <td>chrX</td>\n",
       "      <td>43000173</td>\n",
       "      <td>43000396</td>\n",
       "      <td>RP11-265D20.1 &lt;10k</td>\n",
       "      <td>8639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-42991928-42993046</th>\n",
       "      <td>96.603736</td>\n",
       "      <td>1.049366</td>\n",
       "      <td>0.188469</td>\n",
       "      <td>5.567847</td>\n",
       "      <td>2.579065e-08</td>\n",
       "      <td>6.075191e-07</td>\n",
       "      <td>chrX</td>\n",
       "      <td>42991928</td>\n",
       "      <td>42993046</td>\n",
       "      <td>chrX</td>\n",
       "      <td>43000173</td>\n",
       "      <td>43000396</td>\n",
       "      <td>RP11-265D20.1 &lt;10k</td>\n",
       "      <td>7128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-42996004-42997625</th>\n",
       "      <td>343.401893</td>\n",
       "      <td>0.661085</td>\n",
       "      <td>0.108729</td>\n",
       "      <td>6.080127</td>\n",
       "      <td>1.200877e-09</td>\n",
       "      <td>3.801021e-08</td>\n",
       "      <td>chrX</td>\n",
       "      <td>42996004</td>\n",
       "      <td>42997625</td>\n",
       "      <td>chrX</td>\n",
       "      <td>43000173</td>\n",
       "      <td>43000396</td>\n",
       "      <td>RP11-265D20.1 &lt;5k</td>\n",
       "      <td>2549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-43239914-43240559</th>\n",
       "      <td>74.829397</td>\n",
       "      <td>-1.011414</td>\n",
       "      <td>0.258160</td>\n",
       "      <td>-3.917778</td>\n",
       "      <td>8.936879e-05</td>\n",
       "      <td>7.929797e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>43239914</td>\n",
       "      <td>43240559</td>\n",
       "      <td>chrX</td>\n",
       "      <td>43176993</td>\n",
       "      <td>43226598</td>\n",
       "      <td>RP3-326I13.1 &gt;10k</td>\n",
       "      <td>-13317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-4547299-4547749</th>\n",
       "      <td>42.342329</td>\n",
       "      <td>-1.189585</td>\n",
       "      <td>0.274049</td>\n",
       "      <td>-4.340774</td>\n",
       "      <td>1.419815e-05</td>\n",
       "      <td>1.618574e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>4547299</td>\n",
       "      <td>4547749</td>\n",
       "      <td>chrX</td>\n",
       "      <td>4583421</td>\n",
       "      <td>4583500</td>\n",
       "      <td>AC108683.1 &gt;10k</td>\n",
       "      <td>35673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-45501766-45502907</th>\n",
       "      <td>105.413842</td>\n",
       "      <td>-1.105955</td>\n",
       "      <td>0.237510</td>\n",
       "      <td>-4.656455</td>\n",
       "      <td>3.217006e-06</td>\n",
       "      <td>4.357757e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>45501766</td>\n",
       "      <td>45502907</td>\n",
       "      <td>chrX</td>\n",
       "      <td>45505387</td>\n",
       "      <td>45630202</td>\n",
       "      <td>LINC01204 &lt;5k</td>\n",
       "      <td>2481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-45806901-45807307</th>\n",
       "      <td>28.660620</td>\n",
       "      <td>1.408967</td>\n",
       "      <td>0.298258</td>\n",
       "      <td>4.723984</td>\n",
       "      <td>2.312684e-06</td>\n",
       "      <td>3.252875e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>45806901</td>\n",
       "      <td>45807307</td>\n",
       "      <td>chrX</td>\n",
       "      <td>45745210</td>\n",
       "      <td>45770274</td>\n",
       "      <td>MIR222HG &gt;10k</td>\n",
       "      <td>-36628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-45807876-45808503</th>\n",
       "      <td>73.575780</td>\n",
       "      <td>0.905268</td>\n",
       "      <td>0.207041</td>\n",
       "      <td>4.372408</td>\n",
       "      <td>1.228835e-05</td>\n",
       "      <td>1.421130e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>45807876</td>\n",
       "      <td>45808503</td>\n",
       "      <td>chrX</td>\n",
       "      <td>45745210</td>\n",
       "      <td>45770274</td>\n",
       "      <td>MIR222HG &gt;10k</td>\n",
       "      <td>-37603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-46302897-46303450</th>\n",
       "      <td>27.342564</td>\n",
       "      <td>1.126036</td>\n",
       "      <td>0.287579</td>\n",
       "      <td>3.915573</td>\n",
       "      <td>9.018962e-05</td>\n",
       "      <td>7.993122e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>46302897</td>\n",
       "      <td>46303450</td>\n",
       "      <td>chrX</td>\n",
       "      <td>46288015</td>\n",
       "      <td>46289128</td>\n",
       "      <td>ACTBP1 &gt;10k</td>\n",
       "      <td>-13770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-46341506-46342163</th>\n",
       "      <td>22.701290</td>\n",
       "      <td>1.308651</td>\n",
       "      <td>0.323044</td>\n",
       "      <td>4.050999</td>\n",
       "      <td>5.099935e-05</td>\n",
       "      <td>4.891828e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>46341506</td>\n",
       "      <td>46342163</td>\n",
       "      <td>chrX</td>\n",
       "      <td>46325923</td>\n",
       "      <td>46327645</td>\n",
       "      <td>LINC01186 &gt;10k</td>\n",
       "      <td>-13862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-46373906-46374696</th>\n",
       "      <td>49.862674</td>\n",
       "      <td>0.970037</td>\n",
       "      <td>0.245476</td>\n",
       "      <td>3.951657</td>\n",
       "      <td>7.761201e-05</td>\n",
       "      <td>7.024439e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>46373906</td>\n",
       "      <td>46374696</td>\n",
       "      <td>chrX</td>\n",
       "      <td>46418449</td>\n",
       "      <td>46420079</td>\n",
       "      <td>RP11-75A9.1 &gt;10k</td>\n",
       "      <td>43754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-46404156-46405387</th>\n",
       "      <td>70.641937</td>\n",
       "      <td>0.816983</td>\n",
       "      <td>0.199572</td>\n",
       "      <td>4.093669</td>\n",
       "      <td>4.245996e-05</td>\n",
       "      <td>4.163756e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>46404156</td>\n",
       "      <td>46405387</td>\n",
       "      <td>chrX</td>\n",
       "      <td>46418449</td>\n",
       "      <td>46420079</td>\n",
       "      <td>RP11-75A9.1 &gt;10k</td>\n",
       "      <td>13063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-4955524-4956020</th>\n",
       "      <td>16.113891</td>\n",
       "      <td>-1.593741</td>\n",
       "      <td>0.404101</td>\n",
       "      <td>-3.943921</td>\n",
       "      <td>8.016018e-05</td>\n",
       "      <td>7.221516e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>4955524</td>\n",
       "      <td>4956020</td>\n",
       "      <td>chrX</td>\n",
       "      <td>5168917</td>\n",
       "      <td>5169439</td>\n",
       "      <td>MTND6P12 &gt;10k</td>\n",
       "      <td>212898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-50968889-50969636</th>\n",
       "      <td>62.587691</td>\n",
       "      <td>-1.107761</td>\n",
       "      <td>0.214089</td>\n",
       "      <td>-5.174299</td>\n",
       "      <td>2.287685e-07</td>\n",
       "      <td>4.276844e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>50968889</td>\n",
       "      <td>50969636</td>\n",
       "      <td>chrX</td>\n",
       "      <td>50931113</td>\n",
       "      <td>50931548</td>\n",
       "      <td>HMGB1P15 &gt;10k</td>\n",
       "      <td>-37342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-5320044-5320721</th>\n",
       "      <td>74.070288</td>\n",
       "      <td>-0.943194</td>\n",
       "      <td>0.208792</td>\n",
       "      <td>-4.517380</td>\n",
       "      <td>6.260942e-06</td>\n",
       "      <td>7.906736e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>5320044</td>\n",
       "      <td>5320721</td>\n",
       "      <td>chrX</td>\n",
       "      <td>5305713</td>\n",
       "      <td>5307128</td>\n",
       "      <td>RP11-555H23.1 &gt;10k</td>\n",
       "      <td>-12917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-5402303-5403136</th>\n",
       "      <td>152.160956</td>\n",
       "      <td>-0.818611</td>\n",
       "      <td>0.164320</td>\n",
       "      <td>-4.981807</td>\n",
       "      <td>6.299338e-07</td>\n",
       "      <td>1.053562e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>5402303</td>\n",
       "      <td>5403136</td>\n",
       "      <td>chrX</td>\n",
       "      <td>5410121</td>\n",
       "      <td>5410251</td>\n",
       "      <td>SNORA20 &lt;10k</td>\n",
       "      <td>6986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69080764-69081624</th>\n",
       "      <td>67.072390</td>\n",
       "      <td>-1.433322</td>\n",
       "      <td>0.224537</td>\n",
       "      <td>-6.383458</td>\n",
       "      <td>1.731326e-10</td>\n",
       "      <td>6.668437e-09</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69080764</td>\n",
       "      <td>69081624</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>79227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69081755-69082718</th>\n",
       "      <td>123.449625</td>\n",
       "      <td>-1.210504</td>\n",
       "      <td>0.177341</td>\n",
       "      <td>-6.825855</td>\n",
       "      <td>8.740303e-12</td>\n",
       "      <td>4.455364e-10</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69081755</td>\n",
       "      <td>69082718</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>78133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69091738-69092243</th>\n",
       "      <td>20.434030</td>\n",
       "      <td>-1.415259</td>\n",
       "      <td>0.359044</td>\n",
       "      <td>-3.941747</td>\n",
       "      <td>8.089019e-05</td>\n",
       "      <td>7.278491e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69091738</td>\n",
       "      <td>69092243</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>68608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-71989886-71990310</th>\n",
       "      <td>26.582497</td>\n",
       "      <td>1.401652</td>\n",
       "      <td>0.304546</td>\n",
       "      <td>4.602429</td>\n",
       "      <td>4.175917e-06</td>\n",
       "      <td>5.496981e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>71989886</td>\n",
       "      <td>71990310</td>\n",
       "      <td>chrX</td>\n",
       "      <td>71965971</td>\n",
       "      <td>71966074</td>\n",
       "      <td>RNU6-1078P &gt;10k</td>\n",
       "      <td>-23813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-78375956-78376452</th>\n",
       "      <td>47.351564</td>\n",
       "      <td>-1.364364</td>\n",
       "      <td>0.282957</td>\n",
       "      <td>-4.821806</td>\n",
       "      <td>1.422646e-06</td>\n",
       "      <td>2.146727e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>78375956</td>\n",
       "      <td>78376452</td>\n",
       "      <td>chrX</td>\n",
       "      <td>78271463</td>\n",
       "      <td>78327691</td>\n",
       "      <td>CYSLTR1 &gt;10k</td>\n",
       "      <td>-48266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-79452678-79453246</th>\n",
       "      <td>24.301329</td>\n",
       "      <td>-1.792830</td>\n",
       "      <td>0.344905</td>\n",
       "      <td>-5.198041</td>\n",
       "      <td>2.013993e-07</td>\n",
       "      <td>3.816184e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79452678</td>\n",
       "      <td>79453246</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79369363</td>\n",
       "      <td>79370165</td>\n",
       "      <td>RP1-164L12.1 &gt;10k</td>\n",
       "      <td>-82514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-85925891-85926773</th>\n",
       "      <td>138.938951</td>\n",
       "      <td>-0.632482</td>\n",
       "      <td>0.160271</td>\n",
       "      <td>-3.946336</td>\n",
       "      <td>7.935636e-05</td>\n",
       "      <td>7.157746e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>85925891</td>\n",
       "      <td>85926773</td>\n",
       "      <td>chrX</td>\n",
       "      <td>85861179</td>\n",
       "      <td>86047562</td>\n",
       "      <td>CHM</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97268965-97269648</th>\n",
       "      <td>43.737710</td>\n",
       "      <td>1.146538</td>\n",
       "      <td>0.246846</td>\n",
       "      <td>4.644745</td>\n",
       "      <td>3.404974e-06</td>\n",
       "      <td>4.581870e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97268965</td>\n",
       "      <td>97269648</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97293425-97294706</th>\n",
       "      <td>175.570170</td>\n",
       "      <td>0.632707</td>\n",
       "      <td>0.138715</td>\n",
       "      <td>4.561201</td>\n",
       "      <td>5.086194e-06</td>\n",
       "      <td>6.540814e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97293425</td>\n",
       "      <td>97294706</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2824 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            baseMean  log2FoldChange     lfcSE      stat  \\\n",
       "chr1-104764681-104766032  182.375383        0.970128  0.141582  6.852036   \n",
       "chr1-104768477-104769379   60.651241        1.525440  0.206839  7.375025   \n",
       "chr1-105103328-105104126  120.644361        0.650334  0.159432  4.079073   \n",
       "chr1-105632535-105633437   78.833848       -1.353477  0.209698 -6.454404   \n",
       "chr1-106225282-106226001   55.665534        1.001753  0.226712  4.418615   \n",
       "chr1-109873293-109873793   44.410225        1.755898  0.285845  6.142823   \n",
       "chr1-109892510-109892837   20.309736        1.390734  0.349469  3.979564   \n",
       "chr1-109948005-109948852  160.098444        0.833208  0.162394  5.130797   \n",
       "chr1-109959880-109961120  149.238196        1.060947  0.177969  5.961417   \n",
       "chr1-117232473-117232945   52.592417       -1.146437  0.236831 -4.840738   \n",
       "chr1-12184116-12184547     32.703614       -1.309780  0.310286 -4.221203   \n",
       "chr1-12544879-12545309     36.708431        1.651150  0.269300  6.131267   \n",
       "chr1-12615824-12616737    121.737537       -1.229607  0.173927 -7.069660   \n",
       "chr1-12617674-12619310    106.355552       -0.855197  0.168824 -5.065596   \n",
       "chr1-12617674-12619310    106.355552       -0.855197  0.168824 -5.065596   \n",
       "chr1-151953558-151954035   29.741331       -1.215283  0.303970 -3.998037   \n",
       "chr1-153696695-153697645  105.138940       -0.884272  0.171463 -5.157224   \n",
       "chr1-155124569-155124904   17.857809        1.523918  0.345821  4.406666   \n",
       "chr1-157966014-157966652   69.212196       -0.839601  0.216461 -3.878759   \n",
       "chr1-160948940-160949831   99.963808        0.787930  0.187969  4.191813   \n",
       "chr1-160948940-160949831   99.963808        0.787930  0.187969  4.191813   \n",
       "chr1-162384675-162385011   18.914833       -1.822765  0.393918 -4.627265   \n",
       "chr1-164602548-164603160   88.882672       -0.832688  0.188857 -4.409097   \n",
       "chr1-164748001-164748875   64.756696        1.469274  0.250774  5.858948   \n",
       "chr1-16764599-16765298     41.044775       -1.826594  0.285702 -6.393354   \n",
       "chr1-16764599-16765298     41.044775       -1.826594  0.285702 -6.393354   \n",
       "chr1-169933844-169935055  171.029756        0.672473  0.137680  4.884330   \n",
       "chr1-169999271-170000192   88.848886        0.886835  0.185693  4.775828   \n",
       "chr1-170001056-170001835   86.046364        0.744222  0.182515  4.077601   \n",
       "chr1-170591197-170593468  130.123528        1.093561  0.153044  7.145383   \n",
       "...                              ...             ...       ...       ...   \n",
       "chrX-40473973-40475091    199.418045       -0.744807  0.150332 -4.954431   \n",
       "chrX-40504755-40505275     46.839421       -1.267940  0.266904 -4.750540   \n",
       "chrX-40530969-40531379     21.754421       -1.457141  0.353679 -4.119949   \n",
       "chrX-42786410-42787743    166.142630       -0.919083  0.155327 -5.917069   \n",
       "chrX-42978171-42979517    364.435959        0.457532  0.102157  4.478713   \n",
       "chrX-42989888-42991535    282.550030        0.662297  0.130792  5.063743   \n",
       "chrX-42991928-42993046     96.603736        1.049366  0.188469  5.567847   \n",
       "chrX-42996004-42997625    343.401893        0.661085  0.108729  6.080127   \n",
       "chrX-43239914-43240559     74.829397       -1.011414  0.258160 -3.917778   \n",
       "chrX-4547299-4547749       42.342329       -1.189585  0.274049 -4.340774   \n",
       "chrX-45501766-45502907    105.413842       -1.105955  0.237510 -4.656455   \n",
       "chrX-45806901-45807307     28.660620        1.408967  0.298258  4.723984   \n",
       "chrX-45807876-45808503     73.575780        0.905268  0.207041  4.372408   \n",
       "chrX-46302897-46303450     27.342564        1.126036  0.287579  3.915573   \n",
       "chrX-46341506-46342163     22.701290        1.308651  0.323044  4.050999   \n",
       "chrX-46373906-46374696     49.862674        0.970037  0.245476  3.951657   \n",
       "chrX-46404156-46405387     70.641937        0.816983  0.199572  4.093669   \n",
       "chrX-4955524-4956020       16.113891       -1.593741  0.404101 -3.943921   \n",
       "chrX-50968889-50969636     62.587691       -1.107761  0.214089 -5.174299   \n",
       "chrX-5320044-5320721       74.070288       -0.943194  0.208792 -4.517380   \n",
       "chrX-5402303-5403136      152.160956       -0.818611  0.164320 -4.981807   \n",
       "chrX-69080764-69081624     67.072390       -1.433322  0.224537 -6.383458   \n",
       "chrX-69081755-69082718    123.449625       -1.210504  0.177341 -6.825855   \n",
       "chrX-69091738-69092243     20.434030       -1.415259  0.359044 -3.941747   \n",
       "chrX-71989886-71990310     26.582497        1.401652  0.304546  4.602429   \n",
       "chrX-78375956-78376452     47.351564       -1.364364  0.282957 -4.821806   \n",
       "chrX-79452678-79453246     24.301329       -1.792830  0.344905 -5.198041   \n",
       "chrX-85925891-85926773    138.938951       -0.632482  0.160271 -3.946336   \n",
       "chrX-97268965-97269648     43.737710        1.146538  0.246846  4.644745   \n",
       "chrX-97293425-97294706    175.570170        0.632707  0.138715  4.561201   \n",
       "\n",
       "                                pvalue          padj chrom_peak  start_peak  \\\n",
       "chr1-104764681-104766032  7.280608e-12  3.795076e-10       chr1   104764681   \n",
       "chr1-104768477-104769379  1.643136e-13  1.217553e-11       chr1   104768477   \n",
       "chr1-105103328-105104126  4.521558e-05  4.399279e-04       chr1   105103328   \n",
       "chr1-105632535-105633437  1.086454e-10  4.388568e-09       chr1   105632535   \n",
       "chr1-106225282-106226001  9.933554e-06  1.183669e-04       chr1   106225282   \n",
       "chr1-109873293-109873793  8.106774e-10  2.645721e-08       chr1   109873293   \n",
       "chr1-109892510-109892837  6.904172e-05  6.359595e-04       chr1   109892510   \n",
       "chr1-109948005-109948852  2.885183e-07  5.253427e-06       chr1   109948005   \n",
       "chr1-109959880-109961120  2.500600e-09  7.431397e-08       chr1   109959880   \n",
       "chr1-117232473-117232945  1.293579e-06  1.983347e-05       chr1   117232473   \n",
       "chr1-12184116-12184547    2.430021e-05  2.567469e-04       chr1    12184116   \n",
       "chr1-12544879-12545309    8.718209e-10  2.831583e-08       chr1    12544879   \n",
       "chr1-12615824-12616737    1.553142e-12  9.393570e-11       chr1    12615824   \n",
       "chr1-12617674-12619310    4.071241e-07  7.128813e-06       chr1    12617674   \n",
       "chr1-12617674-12619310    4.071241e-07  7.128813e-06       chr1    12617674   \n",
       "chr1-151953558-151954035  6.387010e-05  5.935569e-04       chr1   151953558   \n",
       "chr1-153696695-153697645  2.506376e-07  4.643020e-06       chr1   153696695   \n",
       "chr1-155124569-155124904  1.049740e-05  1.239635e-04       chr1   155124569   \n",
       "chr1-157966014-157966652  1.049908e-04  9.120669e-04       chr1   157966014   \n",
       "chr1-160948940-160949831  2.767339e-05  2.881690e-04       chr1   160948940   \n",
       "chr1-160948940-160949831  2.767339e-05  2.881690e-04       chr1   160948940   \n",
       "chr1-162384675-162385011  3.705269e-06  4.947285e-05       chr1   162384675   \n",
       "chr1-164602548-164603160  1.038027e-05  1.227747e-04       chr1   164602548   \n",
       "chr1-164748001-164748875  4.658096e-09  1.298118e-07       chr1   164748001   \n",
       "chr1-16764599-16765298    1.622854e-10  6.293975e-09       chr1    16764599   \n",
       "chr1-16764599-16765298    1.622854e-10  6.293975e-09       chr1    16764599   \n",
       "chr1-169933844-169935055  1.037813e-06  1.637812e-05       chr1   169933844   \n",
       "chr1-169999271-170000192  1.789693e-06  2.626040e-05       chr1   169999271   \n",
       "chr1-170001056-170001835  4.550277e-05  4.423376e-04       chr1   170001056   \n",
       "chr1-170591197-170593468  8.974506e-13  5.705441e-11       chr1   170591197   \n",
       "...                                ...           ...        ...         ...   \n",
       "chrX-40473973-40475091    7.254215e-07  1.195396e-05       chrX    40473973   \n",
       "chrX-40504755-40505275    2.028742e-06  2.912072e-05       chrX    40504755   \n",
       "chrX-40530969-40531379    3.789564e-05  3.779094e-04       chrX    40530969   \n",
       "chrX-42786410-42787743    3.277300e-09  9.524600e-08       chrX    42786410   \n",
       "chrX-42978171-42979517    7.509439e-06  9.310040e-05       chrX    42978171   \n",
       "chrX-42989888-42991535    4.111028e-07  7.187233e-06       chrX    42989888   \n",
       "chrX-42991928-42993046    2.579065e-08  6.075191e-07       chrX    42991928   \n",
       "chrX-42996004-42997625    1.200877e-09  3.801021e-08       chrX    42996004   \n",
       "chrX-43239914-43240559    8.936879e-05  7.929797e-04       chrX    43239914   \n",
       "chrX-4547299-4547749      1.419815e-05  1.618574e-04       chrX     4547299   \n",
       "chrX-45501766-45502907    3.217006e-06  4.357757e-05       chrX    45501766   \n",
       "chrX-45806901-45807307    2.312684e-06  3.252875e-05       chrX    45806901   \n",
       "chrX-45807876-45808503    1.228835e-05  1.421130e-04       chrX    45807876   \n",
       "chrX-46302897-46303450    9.018962e-05  7.993122e-04       chrX    46302897   \n",
       "chrX-46341506-46342163    5.099935e-05  4.891828e-04       chrX    46341506   \n",
       "chrX-46373906-46374696    7.761201e-05  7.024439e-04       chrX    46373906   \n",
       "chrX-46404156-46405387    4.245996e-05  4.163756e-04       chrX    46404156   \n",
       "chrX-4955524-4956020      8.016018e-05  7.221516e-04       chrX     4955524   \n",
       "chrX-50968889-50969636    2.287685e-07  4.276844e-06       chrX    50968889   \n",
       "chrX-5320044-5320721      6.260942e-06  7.906736e-05       chrX     5320044   \n",
       "chrX-5402303-5403136      6.299338e-07  1.053562e-05       chrX     5402303   \n",
       "chrX-69080764-69081624    1.731326e-10  6.668437e-09       chrX    69080764   \n",
       "chrX-69081755-69082718    8.740303e-12  4.455364e-10       chrX    69081755   \n",
       "chrX-69091738-69092243    8.089019e-05  7.278491e-04       chrX    69091738   \n",
       "chrX-71989886-71990310    4.175917e-06  5.496981e-05       chrX    71989886   \n",
       "chrX-78375956-78376452    1.422646e-06  2.146727e-05       chrX    78375956   \n",
       "chrX-79452678-79453246    2.013993e-07  3.816184e-06       chrX    79452678   \n",
       "chrX-85925891-85926773    7.935636e-05  7.157746e-04       chrX    85925891   \n",
       "chrX-97268965-97269648    3.404974e-06  4.581870e-05       chrX    97268965   \n",
       "chrX-97293425-97294706    5.086194e-06  6.540814e-05       chrX    97293425   \n",
       "\n",
       "                           end_peak chrom_gene  start_gene   end_gene  \\\n",
       "chr1-104764681-104766032  104766032       chr1   104153305  104153830   \n",
       "chr1-104768477-104769379  104769379       chr1   104153305  104153830   \n",
       "chr1-105103328-105104126  105104126       chr1   105433993  105434821   \n",
       "chr1-105632535-105633437  105633437       chr1   105587574  105618958   \n",
       "chr1-106225282-106226001  106226001       chr1   106073246  106084499   \n",
       "chr1-109873293-109873793  109873793       chr1   109828354  109871436   \n",
       "chr1-109892510-109892837  109892837       chr1   109895972  109897861   \n",
       "chr1-109948005-109948852  109948852       chr1   109910241  109930992   \n",
       "chr1-109959880-109961120  109961120       chr1   109984685  110023741   \n",
       "chr1-117232473-117232945  117232945       chr1   117243211  117243508   \n",
       "chr1-12184116-12184547     12184547       chr1    12167002   12209228   \n",
       "chr1-12544879-12545309     12545309       chr1    12527723   12528420   \n",
       "chr1-12615824-12616737     12616737       chr1    12567909   12617731   \n",
       "chr1-12617674-12619310     12619310       chr1    12567909   12617731   \n",
       "chr1-12617674-12619310     12619310       chr1    12618899   12619244   \n",
       "chr1-151953558-151954035  151954035       chr1   151949522  151950912   \n",
       "chr1-153696695-153697645  153697645       chr1   153678636  153693992   \n",
       "chr1-155124569-155124904  155124904       chr1   155127459  155134857   \n",
       "chr1-157966014-157966652  157966652       chr1   157925064  157949071   \n",
       "chr1-160948940-160949831  160949831       chr1   160932464  160949922   \n",
       "chr1-160948940-160949831  160949831       chr1   160945024  160954799   \n",
       "chr1-162384675-162385011  162385011       chr1   162366907  162386818   \n",
       "chr1-164602548-164603160  164603160       chr1   164555583  164899296   \n",
       "chr1-164748001-164748875  164748875       chr1   164555583  164899296   \n",
       "chr1-16764599-16765298     16765298       chr1    16740272   16972979   \n",
       "chr1-16764599-16765298     16765298       chr1    16754909   16770237   \n",
       "chr1-169933844-169935055  169935055       chr1   169921325  170085208   \n",
       "chr1-169999271-170000192  170000192       chr1   169921325  170085208   \n",
       "chr1-170001056-170001835  170001835       chr1   169921325  170085208   \n",
       "chr1-170591197-170593468  170593468       chr1   170587248  170588236   \n",
       "...                             ...        ...         ...        ...   \n",
       "chrX-40473973-40475091     40475091       chrX    40492843   40492941   \n",
       "chrX-40504755-40505275     40505275       chrX    40514894   40515508   \n",
       "chrX-40530969-40531379     40531379       chrX    40535501   40535563   \n",
       "chrX-42786410-42787743     42787743       chrX    42777470   42778079   \n",
       "chrX-42978171-42979517     42979517       chrX    43000173   43000396   \n",
       "chrX-42989888-42991535     42991535       chrX    43000173   43000396   \n",
       "chrX-42991928-42993046     42993046       chrX    43000173   43000396   \n",
       "chrX-42996004-42997625     42997625       chrX    43000173   43000396   \n",
       "chrX-43239914-43240559     43240559       chrX    43176993   43226598   \n",
       "chrX-4547299-4547749        4547749       chrX     4583421    4583500   \n",
       "chrX-45501766-45502907     45502907       chrX    45505387   45630202   \n",
       "chrX-45806901-45807307     45807307       chrX    45745210   45770274   \n",
       "chrX-45807876-45808503     45808503       chrX    45745210   45770274   \n",
       "chrX-46302897-46303450     46303450       chrX    46288015   46289128   \n",
       "chrX-46341506-46342163     46342163       chrX    46325923   46327645   \n",
       "chrX-46373906-46374696     46374696       chrX    46418449   46420079   \n",
       "chrX-46404156-46405387     46405387       chrX    46418449   46420079   \n",
       "chrX-4955524-4956020        4956020       chrX     5168917    5169439   \n",
       "chrX-50968889-50969636     50969636       chrX    50931113   50931548   \n",
       "chrX-5320044-5320721        5320721       chrX     5305713    5307128   \n",
       "chrX-5402303-5403136        5403136       chrX     5410121    5410251   \n",
       "chrX-69080764-69081624     69081624       chrX    69160850   69165793   \n",
       "chrX-69081755-69082718     69082718       chrX    69160850   69165793   \n",
       "chrX-69091738-69092243     69092243       chrX    69160850   69165793   \n",
       "chrX-71989886-71990310     71990310       chrX    71965971   71966074   \n",
       "chrX-78375956-78376452     78376452       chrX    78271463   78327691   \n",
       "chrX-79452678-79453246     79453246       chrX    79369363   79370165   \n",
       "chrX-85925891-85926773     85926773       chrX    85861179   86047562   \n",
       "chrX-97268965-97269648     97269648       chrX    96684662   97604997   \n",
       "chrX-97293425-97294706     97294706       chrX    96684662   97604997   \n",
       "\n",
       "                                   gene_name  distance  \n",
       "chr1-104764681-104766032         FTLP17 >10k   -610852  \n",
       "chr1-104768477-104769379         FTLP17 >10k   -614648  \n",
       "chr1-105103328-105104126   RP11-414B7.1 >10k    329868  \n",
       "chr1-105632535-105633437   RP11-251P6.1 >10k    -13578  \n",
       "chr1-106225282-106226001   RP5-947P14.1 >10k   -140784  \n",
       "chr1-109873293-109873793     RP4-735C1.6 <5k     -1858  \n",
       "chr1-109892510-109892837   RP11-195M16.3 <5k      3136  \n",
       "chr1-109948005-109948852           CSF1 >10k    -17014  \n",
       "chr1-109959880-109961120         AHCYL1 >10k     23566  \n",
       "chr1-117232473-117232945    Metazoa_SRP >10k     10267  \n",
       "chr1-12184116-12184547             TNFRSF1B          0  \n",
       "chr1-12544879-12545309     RP5-888M10.2 >10k    -16460  \n",
       "chr1-12615824-12616737                DHRS3          0  \n",
       "chr1-12617674-12619310                DHRS3          0  \n",
       "chr1-12617674-12619310        RP11-474O21.5          0  \n",
       "chr1-151953558-151954035         KRT8P28 <5k     -2647  \n",
       "chr1-153696695-153697645            NPR1 <5k     -2704  \n",
       "chr1-155124569-155124904           EFNA1 <5k      2556  \n",
       "chr1-157966014-157966652  RP11-451O13.1 >10k    -16944  \n",
       "chr1-160948940-160949831      RP11-544M22.1          0  \n",
       "chr1-160948940-160949831              ITLN2          0  \n",
       "chr1-162384675-162385011           C1orf226          0  \n",
       "chr1-164602548-164603160               PBX1          0  \n",
       "chr1-164748001-164748875               PBX1          0  \n",
       "chr1-16764599-16765298                CROCC          0  \n",
       "chr1-16764599-16765298                MST1L          0  \n",
       "chr1-169933844-169935055             KIFAP3          0  \n",
       "chr1-169999271-170000192             KIFAP3          0  \n",
       "chr1-170001056-170001835             KIFAP3          0  \n",
       "chr1-170591197-170593468   RP11-545I10.2 <5k     -2962  \n",
       "...                                      ...       ...  \n",
       "chrX-40473973-40475091            Y_RNA >10k     17753  \n",
       "chrX-40504755-40505275    RP11-126D17.1 <10k      9620  \n",
       "chrX-40530969-40531379         RNU7-164P <5k      4123  \n",
       "chrX-42786410-42787743         PPP1R2P9 <10k     -8332  \n",
       "chrX-42978171-42979517    RP11-265D20.1 >10k     20657  \n",
       "chrX-42989888-42991535    RP11-265D20.1 <10k      8639  \n",
       "chrX-42991928-42993046    RP11-265D20.1 <10k      7128  \n",
       "chrX-42996004-42997625     RP11-265D20.1 <5k      2549  \n",
       "chrX-43239914-43240559     RP3-326I13.1 >10k    -13317  \n",
       "chrX-4547299-4547749         AC108683.1 >10k     35673  \n",
       "chrX-45501766-45502907         LINC01204 <5k      2481  \n",
       "chrX-45806901-45807307         MIR222HG >10k    -36628  \n",
       "chrX-45807876-45808503         MIR222HG >10k    -37603  \n",
       "chrX-46302897-46303450           ACTBP1 >10k    -13770  \n",
       "chrX-46341506-46342163        LINC01186 >10k    -13862  \n",
       "chrX-46373906-46374696      RP11-75A9.1 >10k     43754  \n",
       "chrX-46404156-46405387      RP11-75A9.1 >10k     13063  \n",
       "chrX-4955524-4956020           MTND6P12 >10k    212898  \n",
       "chrX-50968889-50969636         HMGB1P15 >10k    -37342  \n",
       "chrX-5320044-5320721      RP11-555H23.1 >10k    -12917  \n",
       "chrX-5402303-5403136            SNORA20 <10k      6986  \n",
       "chrX-69080764-69081624             PJA1 >10k     79227  \n",
       "chrX-69081755-69082718             PJA1 >10k     78133  \n",
       "chrX-69091738-69092243             PJA1 >10k     68608  \n",
       "chrX-71989886-71990310       RNU6-1078P >10k    -23813  \n",
       "chrX-78375956-78376452          CYSLTR1 >10k    -48266  \n",
       "chrX-79452678-79453246     RP1-164L12.1 >10k    -82514  \n",
       "chrX-85925891-85926773                  CHM          0  \n",
       "chrX-97268965-97269648               DIAPH2          0  \n",
       "chrX-97293425-97294706               DIAPH2          0  \n",
       "\n",
       "[2824 rows x 14 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====== GT_vs_DMSO ======\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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "      <th>chrom_peak</th>\n",
       "      <th>start_peak</th>\n",
       "      <th>end_peak</th>\n",
       "      <th>chrom_gene</th>\n",
       "      <th>start_gene</th>\n",
       "      <th>end_gene</th>\n",
       "      <th>gene_name</th>\n",
       "      <th>distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr1-1019573-1020104</th>\n",
       "      <td>42.744134</td>\n",
       "      <td>-1.922479</td>\n",
       "      <td>0.272706</td>\n",
       "      <td>-7.049652</td>\n",
       "      <td>1.793664e-12</td>\n",
       "      <td>1.768874e-11</td>\n",
       "      <td>chr1</td>\n",
       "      <td>1019573</td>\n",
       "      <td>1020104</td>\n",
       "      <td>chr1</td>\n",
       "      <td>1020122</td>\n",
       "      <td>1056118</td>\n",
       "      <td>AGRN &lt;1k</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104638632-104639057</th>\n",
       "      <td>12.930609</td>\n",
       "      <td>-1.639575</td>\n",
       "      <td>0.399301</td>\n",
       "      <td>-4.106110</td>\n",
       "      <td>4.023787e-05</td>\n",
       "      <td>1.226128e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104638632</td>\n",
       "      <td>104639057</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-484803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104648110-104649032</th>\n",
       "      <td>158.589122</td>\n",
       "      <td>-0.560528</td>\n",
       "      <td>0.136269</td>\n",
       "      <td>-4.113403</td>\n",
       "      <td>3.898682e-05</td>\n",
       "      <td>1.191059e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104648110</td>\n",
       "      <td>104649032</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-494281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104671541-104672109</th>\n",
       "      <td>33.922586</td>\n",
       "      <td>1.526555</td>\n",
       "      <td>0.264121</td>\n",
       "      <td>5.779759</td>\n",
       "      <td>7.480792e-09</td>\n",
       "      <td>4.445958e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104671541</td>\n",
       "      <td>104672109</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-517712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104715316-104715675</th>\n",
       "      <td>12.876923</td>\n",
       "      <td>-1.591753</td>\n",
       "      <td>0.402322</td>\n",
       "      <td>-3.956416</td>\n",
       "      <td>7.608262e-05</td>\n",
       "      <td>2.190818e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104715316</td>\n",
       "      <td>104715675</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-561487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104764681-104766032</th>\n",
       "      <td>182.375383</td>\n",
       "      <td>-0.537726</td>\n",
       "      <td>0.138519</td>\n",
       "      <td>-3.881960</td>\n",
       "      <td>1.036178e-04</td>\n",
       "      <td>2.909789e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104764681</td>\n",
       "      <td>104766032</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-610852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104798052-104798771</th>\n",
       "      <td>55.857350</td>\n",
       "      <td>-2.374848</td>\n",
       "      <td>0.247474</td>\n",
       "      <td>-9.596357</td>\n",
       "      <td>8.282019e-22</td>\n",
       "      <td>2.203090e-20</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104798052</td>\n",
       "      <td>104798771</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>635223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104871650-104872336</th>\n",
       "      <td>94.003467</td>\n",
       "      <td>-0.986349</td>\n",
       "      <td>0.175065</td>\n",
       "      <td>-5.634192</td>\n",
       "      <td>1.758808e-08</td>\n",
       "      <td>9.851923e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104871650</td>\n",
       "      <td>104872336</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>561658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104994239-104994884</th>\n",
       "      <td>34.202163</td>\n",
       "      <td>-1.352161</td>\n",
       "      <td>0.263961</td>\n",
       "      <td>-5.122578</td>\n",
       "      <td>3.013869e-07</td>\n",
       "      <td>1.377477e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104994239</td>\n",
       "      <td>104994884</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>439110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105101197-105103129</th>\n",
       "      <td>315.306038</td>\n",
       "      <td>-0.484284</td>\n",
       "      <td>0.105382</td>\n",
       "      <td>-4.595524</td>\n",
       "      <td>4.316628e-06</td>\n",
       "      <td>1.585967e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105101197</td>\n",
       "      <td>105103129</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>330865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105133892-105134748</th>\n",
       "      <td>87.075623</td>\n",
       "      <td>-1.437473</td>\n",
       "      <td>0.184283</td>\n",
       "      <td>-7.800343</td>\n",
       "      <td>6.173917e-15</td>\n",
       "      <td>7.945847e-14</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105133892</td>\n",
       "      <td>105134748</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>299246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105172508-105173635</th>\n",
       "      <td>371.582528</td>\n",
       "      <td>-0.384304</td>\n",
       "      <td>0.094651</td>\n",
       "      <td>-4.060217</td>\n",
       "      <td>4.902720e-05</td>\n",
       "      <td>1.465861e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105172508</td>\n",
       "      <td>105173635</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>260359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105194174-105195113</th>\n",
       "      <td>84.881709</td>\n",
       "      <td>1.283372</td>\n",
       "      <td>0.188733</td>\n",
       "      <td>6.799931</td>\n",
       "      <td>1.046692e-11</td>\n",
       "      <td>9.308192e-11</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105194174</td>\n",
       "      <td>105195113</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>238881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105351006-105352063</th>\n",
       "      <td>64.607915</td>\n",
       "      <td>1.403912</td>\n",
       "      <td>0.201262</td>\n",
       "      <td>6.975550</td>\n",
       "      <td>3.046763e-12</td>\n",
       "      <td>2.920366e-11</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105351006</td>\n",
       "      <td>105352063</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>81931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105632535-105633437</th>\n",
       "      <td>78.833848</td>\n",
       "      <td>-1.759694</td>\n",
       "      <td>0.189396</td>\n",
       "      <td>-9.291085</td>\n",
       "      <td>1.527235e-20</td>\n",
       "      <td>3.579779e-19</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105632535</td>\n",
       "      <td>105633437</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105587574</td>\n",
       "      <td>105618958</td>\n",
       "      <td>RP11-251P6.1 &gt;10k</td>\n",
       "      <td>-13578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-106718418-106718754</th>\n",
       "      <td>9.795541</td>\n",
       "      <td>-1.742574</td>\n",
       "      <td>0.443152</td>\n",
       "      <td>-3.932224</td>\n",
       "      <td>8.416354e-05</td>\n",
       "      <td>2.404389e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106718418</td>\n",
       "      <td>106718754</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106780222</td>\n",
       "      <td>106780435</td>\n",
       "      <td>RP11-110F24.1 &gt;10k</td>\n",
       "      <td>61469</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107657048-107657758</th>\n",
       "      <td>39.209876</td>\n",
       "      <td>1.301321</td>\n",
       "      <td>0.237391</td>\n",
       "      <td>5.481754</td>\n",
       "      <td>4.211302e-08</td>\n",
       "      <td>2.224389e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107657048</td>\n",
       "      <td>107657758</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107665037-107665813</th>\n",
       "      <td>63.337420</td>\n",
       "      <td>1.199940</td>\n",
       "      <td>0.210942</td>\n",
       "      <td>5.688490</td>\n",
       "      <td>1.281676e-08</td>\n",
       "      <td>7.329908e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107665037</td>\n",
       "      <td>107665813</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107682079-107683813</th>\n",
       "      <td>311.324934</td>\n",
       "      <td>-0.777932</td>\n",
       "      <td>0.100742</td>\n",
       "      <td>-7.722011</td>\n",
       "      <td>1.145086e-14</td>\n",
       "      <td>1.434165e-13</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107682079</td>\n",
       "      <td>107683813</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107685805-107686279</th>\n",
       "      <td>38.634046</td>\n",
       "      <td>-1.761036</td>\n",
       "      <td>0.272949</td>\n",
       "      <td>-6.451875</td>\n",
       "      <td>1.104745e-10</td>\n",
       "      <td>8.562658e-10</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107685805</td>\n",
       "      <td>107686279</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107748126-107748755</th>\n",
       "      <td>33.883503</td>\n",
       "      <td>-1.337958</td>\n",
       "      <td>0.272548</td>\n",
       "      <td>-4.909076</td>\n",
       "      <td>9.150661e-07</td>\n",
       "      <td>3.822228e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107748126</td>\n",
       "      <td>107748755</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107766967-107767578</th>\n",
       "      <td>15.686053</td>\n",
       "      <td>1.489445</td>\n",
       "      <td>0.355400</td>\n",
       "      <td>4.190897</td>\n",
       "      <td>2.778541e-05</td>\n",
       "      <td>8.741720e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107766967</td>\n",
       "      <td>107767578</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-108503050-108503728</th>\n",
       "      <td>104.795620</td>\n",
       "      <td>-0.833943</td>\n",
       "      <td>0.172091</td>\n",
       "      <td>-4.845939</td>\n",
       "      <td>1.260142e-06</td>\n",
       "      <td>5.120780e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>108503050</td>\n",
       "      <td>108503728</td>\n",
       "      <td>chr1</td>\n",
       "      <td>108502357</td>\n",
       "      <td>108503455</td>\n",
       "      <td>ST13P21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-108689793-108690287</th>\n",
       "      <td>31.584246</td>\n",
       "      <td>-1.979018</td>\n",
       "      <td>0.305930</td>\n",
       "      <td>-6.468850</td>\n",
       "      <td>9.875129e-11</td>\n",
       "      <td>7.720613e-10</td>\n",
       "      <td>chr1</td>\n",
       "      <td>108689793</td>\n",
       "      <td>108690287</td>\n",
       "      <td>chr1</td>\n",
       "      <td>108692322</td>\n",
       "      <td>108701803</td>\n",
       "      <td>PRPF38B &lt;5k</td>\n",
       "      <td>2036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109725313-109725813</th>\n",
       "      <td>29.567796</td>\n",
       "      <td>1.072288</td>\n",
       "      <td>0.288121</td>\n",
       "      <td>3.721652</td>\n",
       "      <td>1.979233e-04</td>\n",
       "      <td>5.229383e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109725313</td>\n",
       "      <td>109725813</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109712254</td>\n",
       "      <td>109775428</td>\n",
       "      <td>GSTM5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109783343-109783828</th>\n",
       "      <td>58.908221</td>\n",
       "      <td>-1.025758</td>\n",
       "      <td>0.215311</td>\n",
       "      <td>-4.764087</td>\n",
       "      <td>1.897110e-06</td>\n",
       "      <td>7.462931e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109783343</td>\n",
       "      <td>109783828</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109712254</td>\n",
       "      <td>109775428</td>\n",
       "      <td>GSTM5 &lt;10k</td>\n",
       "      <td>-7916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109792056-109792686</th>\n",
       "      <td>97.649884</td>\n",
       "      <td>-1.052241</td>\n",
       "      <td>0.168735</td>\n",
       "      <td>-6.236064</td>\n",
       "      <td>4.487174e-10</td>\n",
       "      <td>3.196091e-09</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109792056</td>\n",
       "      <td>109792686</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109712254</td>\n",
       "      <td>109775428</td>\n",
       "      <td>GSTM5 &gt;10k</td>\n",
       "      <td>-16629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109873293-109873793</th>\n",
       "      <td>44.410225</td>\n",
       "      <td>2.027811</td>\n",
       "      <td>0.261105</td>\n",
       "      <td>7.766257</td>\n",
       "      <td>8.083947e-15</td>\n",
       "      <td>1.028943e-13</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109873293</td>\n",
       "      <td>109873793</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109828354</td>\n",
       "      <td>109871436</td>\n",
       "      <td>RP4-735C1.6 &lt;5k</td>\n",
       "      <td>-1858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109878432-109879000</th>\n",
       "      <td>171.537642</td>\n",
       "      <td>0.748301</td>\n",
       "      <td>0.125033</td>\n",
       "      <td>5.984836</td>\n",
       "      <td>2.166080e-09</td>\n",
       "      <td>1.399071e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109878432</td>\n",
       "      <td>109879000</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109884175</td>\n",
       "      <td>109886264</td>\n",
       "      <td>RP11-195M16.1 &lt;10k</td>\n",
       "      <td>5176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109948005-109948852</th>\n",
       "      <td>160.098444</td>\n",
       "      <td>1.289306</td>\n",
       "      <td>0.142658</td>\n",
       "      <td>9.037711</td>\n",
       "      <td>1.599874e-19</td>\n",
       "      <td>3.328726e-18</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109948005</td>\n",
       "      <td>109948852</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109910241</td>\n",
       "      <td>109930992</td>\n",
       "      <td>CSF1 &gt;10k</td>\n",
       "      <td>-17014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-7003596-7003849</th>\n",
       "      <td>8.326172</td>\n",
       "      <td>1.836739</td>\n",
       "      <td>0.473830</td>\n",
       "      <td>3.876367</td>\n",
       "      <td>1.060275e-04</td>\n",
       "      <td>2.972643e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>7003596</td>\n",
       "      <td>7003849</td>\n",
       "      <td>chrX</td>\n",
       "      <td>6989328</td>\n",
       "      <td>6989783</td>\n",
       "      <td>RP13-926M18.1 &gt;10k</td>\n",
       "      <td>-13814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-7159002-7159414</th>\n",
       "      <td>16.240154</td>\n",
       "      <td>1.789911</td>\n",
       "      <td>0.360976</td>\n",
       "      <td>4.958536</td>\n",
       "      <td>7.102643e-07</td>\n",
       "      <td>3.027233e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>7159002</td>\n",
       "      <td>7159414</td>\n",
       "      <td>chrX</td>\n",
       "      <td>7048919</td>\n",
       "      <td>7148190</td>\n",
       "      <td>HDHD1 &gt;10k</td>\n",
       "      <td>-10813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-7188421-7189016</th>\n",
       "      <td>25.842101</td>\n",
       "      <td>2.030318</td>\n",
       "      <td>0.307933</td>\n",
       "      <td>6.593367</td>\n",
       "      <td>4.299610e-11</td>\n",
       "      <td>3.535882e-10</td>\n",
       "      <td>chrX</td>\n",
       "      <td>7188421</td>\n",
       "      <td>7189016</td>\n",
       "      <td>chrX</td>\n",
       "      <td>7219455</td>\n",
       "      <td>7354810</td>\n",
       "      <td>STS &gt;10k</td>\n",
       "      <td>30440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-76147705-76147991</th>\n",
       "      <td>12.111303</td>\n",
       "      <td>-2.223211</td>\n",
       "      <td>0.428309</td>\n",
       "      <td>-5.190668</td>\n",
       "      <td>2.095408e-07</td>\n",
       "      <td>9.872711e-07</td>\n",
       "      <td>chrX</td>\n",
       "      <td>76147705</td>\n",
       "      <td>76147991</td>\n",
       "      <td>chrX</td>\n",
       "      <td>76172935</td>\n",
       "      <td>76178204</td>\n",
       "      <td>PBDC1 &gt;10k</td>\n",
       "      <td>24945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-78513866-78515242</th>\n",
       "      <td>161.717724</td>\n",
       "      <td>-0.736262</td>\n",
       "      <td>0.135013</td>\n",
       "      <td>-5.453274</td>\n",
       "      <td>4.945075e-08</td>\n",
       "      <td>2.584393e-07</td>\n",
       "      <td>chrX</td>\n",
       "      <td>78513866</td>\n",
       "      <td>78515242</td>\n",
       "      <td>chrX</td>\n",
       "      <td>78519592</td>\n",
       "      <td>78520186</td>\n",
       "      <td>HMGN1P34 &lt;5k</td>\n",
       "      <td>4351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-78651257-78651678</th>\n",
       "      <td>15.236251</td>\n",
       "      <td>-1.362542</td>\n",
       "      <td>0.373755</td>\n",
       "      <td>-3.645544</td>\n",
       "      <td>2.668264e-04</td>\n",
       "      <td>6.855034e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>78651257</td>\n",
       "      <td>78651678</td>\n",
       "      <td>chrX</td>\n",
       "      <td>78656068</td>\n",
       "      <td>78659328</td>\n",
       "      <td>ZCCHC5 &lt;5k</td>\n",
       "      <td>4391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-79367362-79368356</th>\n",
       "      <td>84.826149</td>\n",
       "      <td>0.829600</td>\n",
       "      <td>0.174756</td>\n",
       "      <td>4.747205</td>\n",
       "      <td>2.062473e-06</td>\n",
       "      <td>8.051557e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79367362</td>\n",
       "      <td>79368356</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79360383</td>\n",
       "      <td>79367667</td>\n",
       "      <td>ITM2A</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-79452678-79453246</th>\n",
       "      <td>24.301329</td>\n",
       "      <td>-2.471750</td>\n",
       "      <td>0.328834</td>\n",
       "      <td>-7.516707</td>\n",
       "      <td>5.617304e-14</td>\n",
       "      <td>6.558026e-13</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79452678</td>\n",
       "      <td>79453246</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79369363</td>\n",
       "      <td>79370165</td>\n",
       "      <td>RP1-164L12.1 &gt;10k</td>\n",
       "      <td>-82514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-84734971-84735388</th>\n",
       "      <td>14.210441</td>\n",
       "      <td>1.751091</td>\n",
       "      <td>0.399093</td>\n",
       "      <td>4.387676</td>\n",
       "      <td>1.145681e-05</td>\n",
       "      <td>3.883501e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84734971</td>\n",
       "      <td>84735388</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84755135</td>\n",
       "      <td>84756003</td>\n",
       "      <td>SETP4 &gt;10k</td>\n",
       "      <td>19748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-84738388-84738922</th>\n",
       "      <td>15.979173</td>\n",
       "      <td>1.628838</td>\n",
       "      <td>0.380629</td>\n",
       "      <td>4.279336</td>\n",
       "      <td>1.874520e-05</td>\n",
       "      <td>6.100866e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84738388</td>\n",
       "      <td>84738922</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84755135</td>\n",
       "      <td>84756003</td>\n",
       "      <td>SETP4 &gt;10k</td>\n",
       "      <td>16214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-84744716-84745090</th>\n",
       "      <td>11.785740</td>\n",
       "      <td>1.976740</td>\n",
       "      <td>0.438728</td>\n",
       "      <td>4.505620</td>\n",
       "      <td>6.617945e-06</td>\n",
       "      <td>2.343473e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84744716</td>\n",
       "      <td>84745090</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84755135</td>\n",
       "      <td>84756003</td>\n",
       "      <td>SETP4 &gt;10k</td>\n",
       "      <td>10046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-86011731-86013033</th>\n",
       "      <td>267.440495</td>\n",
       "      <td>-0.526422</td>\n",
       "      <td>0.112056</td>\n",
       "      <td>-4.697829</td>\n",
       "      <td>2.629417e-06</td>\n",
       "      <td>1.007258e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>86011731</td>\n",
       "      <td>86013033</td>\n",
       "      <td>chrX</td>\n",
       "      <td>85861179</td>\n",
       "      <td>86047562</td>\n",
       "      <td>CHM</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-86016035-86016547</th>\n",
       "      <td>64.163103</td>\n",
       "      <td>-0.727213</td>\n",
       "      <td>0.196555</td>\n",
       "      <td>-3.699791</td>\n",
       "      <td>2.157775e-04</td>\n",
       "      <td>5.660426e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>86016035</td>\n",
       "      <td>86016547</td>\n",
       "      <td>chrX</td>\n",
       "      <td>85861179</td>\n",
       "      <td>86047562</td>\n",
       "      <td>CHM</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-87636348-87637167</th>\n",
       "      <td>106.400197</td>\n",
       "      <td>-1.376368</td>\n",
       "      <td>0.156899</td>\n",
       "      <td>-8.772345</td>\n",
       "      <td>1.749840e-18</td>\n",
       "      <td>3.347880e-17</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87636348</td>\n",
       "      <td>87637167</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87517748</td>\n",
       "      <td>87670050</td>\n",
       "      <td>KLHL4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-87641348-87642099</th>\n",
       "      <td>41.453902</td>\n",
       "      <td>-1.669823</td>\n",
       "      <td>0.254525</td>\n",
       "      <td>-6.560539</td>\n",
       "      <td>5.361352e-11</td>\n",
       "      <td>4.360255e-10</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87641348</td>\n",
       "      <td>87642099</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87517748</td>\n",
       "      <td>87670050</td>\n",
       "      <td>KLHL4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-88955779-88956610</th>\n",
       "      <td>22.092582</td>\n",
       "      <td>1.672454</td>\n",
       "      <td>0.326331</td>\n",
       "      <td>5.125025</td>\n",
       "      <td>2.974977e-07</td>\n",
       "      <td>1.360726e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>88955779</td>\n",
       "      <td>88956610</td>\n",
       "      <td>chrX</td>\n",
       "      <td>88982214</td>\n",
       "      <td>88982353</td>\n",
       "      <td>RP13-324D24.1 &gt;10k</td>\n",
       "      <td>25605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-8967311-8967880</th>\n",
       "      <td>30.082559</td>\n",
       "      <td>1.295472</td>\n",
       "      <td>0.287515</td>\n",
       "      <td>4.505748</td>\n",
       "      <td>6.613949e-06</td>\n",
       "      <td>2.342400e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>8967311</td>\n",
       "      <td>8967880</td>\n",
       "      <td>chrX</td>\n",
       "      <td>8980424</td>\n",
       "      <td>8982505</td>\n",
       "      <td>RP11-66N5.2 &gt;10k</td>\n",
       "      <td>12545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-90124972-90125428</th>\n",
       "      <td>11.210961</td>\n",
       "      <td>-2.017963</td>\n",
       "      <td>0.435058</td>\n",
       "      <td>-4.638378</td>\n",
       "      <td>3.511539e-06</td>\n",
       "      <td>1.313849e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>90124972</td>\n",
       "      <td>90125428</td>\n",
       "      <td>chrX</td>\n",
       "      <td>90112649</td>\n",
       "      <td>90113706</td>\n",
       "      <td>USP12PX &gt;10k</td>\n",
       "      <td>-11267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-90457961-90459435</th>\n",
       "      <td>139.066429</td>\n",
       "      <td>-0.583942</td>\n",
       "      <td>0.133570</td>\n",
       "      <td>-4.371808</td>\n",
       "      <td>1.232220e-05</td>\n",
       "      <td>4.152475e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>90457961</td>\n",
       "      <td>90459435</td>\n",
       "      <td>chrX</td>\n",
       "      <td>90597234</td>\n",
       "      <td>90597340</td>\n",
       "      <td>RNU6-555P &gt;10k</td>\n",
       "      <td>137800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-9573247-9573800</th>\n",
       "      <td>49.846630</td>\n",
       "      <td>0.756080</td>\n",
       "      <td>0.206280</td>\n",
       "      <td>3.665305</td>\n",
       "      <td>2.470436e-04</td>\n",
       "      <td>6.394876e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9573247</td>\n",
       "      <td>9573800</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9463294</td>\n",
       "      <td>9719743</td>\n",
       "      <td>TBL1X</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-96981876-96983844</th>\n",
       "      <td>249.861266</td>\n",
       "      <td>1.343862</td>\n",
       "      <td>0.116778</td>\n",
       "      <td>11.507813</td>\n",
       "      <td>1.204949e-30</td>\n",
       "      <td>6.943480e-29</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96981876</td>\n",
       "      <td>96983844</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-96984197-96985349</th>\n",
       "      <td>57.319862</td>\n",
       "      <td>1.961560</td>\n",
       "      <td>0.238450</td>\n",
       "      <td>8.226300</td>\n",
       "      <td>1.930843e-16</td>\n",
       "      <td>2.946053e-15</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96984197</td>\n",
       "      <td>96985349</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-96996895-96997636</th>\n",
       "      <td>23.212796</td>\n",
       "      <td>2.066741</td>\n",
       "      <td>0.322414</td>\n",
       "      <td>6.410220</td>\n",
       "      <td>1.453101e-10</td>\n",
       "      <td>1.108560e-09</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96996895</td>\n",
       "      <td>96997636</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97159880-97160822</th>\n",
       "      <td>59.391099</td>\n",
       "      <td>-0.858858</td>\n",
       "      <td>0.200322</td>\n",
       "      <td>-4.287379</td>\n",
       "      <td>1.807937e-05</td>\n",
       "      <td>5.904758e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97159880</td>\n",
       "      <td>97160822</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97267188-97268356</th>\n",
       "      <td>171.433881</td>\n",
       "      <td>-1.763259</td>\n",
       "      <td>0.141637</td>\n",
       "      <td>-12.449170</td>\n",
       "      <td>1.413065e-35</td>\n",
       "      <td>1.224320e-33</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97267188</td>\n",
       "      <td>97268356</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97279864-97280421</th>\n",
       "      <td>59.009383</td>\n",
       "      <td>1.089302</td>\n",
       "      <td>0.214158</td>\n",
       "      <td>5.086434</td>\n",
       "      <td>3.648580e-07</td>\n",
       "      <td>1.643419e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97279864</td>\n",
       "      <td>97280421</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97296008-97296541</th>\n",
       "      <td>34.172645</td>\n",
       "      <td>-1.099910</td>\n",
       "      <td>0.281374</td>\n",
       "      <td>-3.909074</td>\n",
       "      <td>9.265075e-05</td>\n",
       "      <td>2.626440e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97296008</td>\n",
       "      <td>97296541</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97314449-97314960</th>\n",
       "      <td>22.670804</td>\n",
       "      <td>1.116565</td>\n",
       "      <td>0.302910</td>\n",
       "      <td>3.686135</td>\n",
       "      <td>2.276859e-04</td>\n",
       "      <td>5.947094e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97314449</td>\n",
       "      <td>97314960</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-9851917-9852238</th>\n",
       "      <td>11.045990</td>\n",
       "      <td>-1.568771</td>\n",
       "      <td>0.419261</td>\n",
       "      <td>-3.741756</td>\n",
       "      <td>1.827387e-04</td>\n",
       "      <td>4.869552e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9851917</td>\n",
       "      <td>9852238</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9786455</td>\n",
       "      <td>9949443</td>\n",
       "      <td>SHROOM2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-9866684-9867173</th>\n",
       "      <td>15.012486</td>\n",
       "      <td>1.445171</td>\n",
       "      <td>0.380946</td>\n",
       "      <td>3.793641</td>\n",
       "      <td>1.484546e-04</td>\n",
       "      <td>4.029884e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9866684</td>\n",
       "      <td>9867173</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9786455</td>\n",
       "      <td>9949443</td>\n",
       "      <td>SHROOM2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10673 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            baseMean  log2FoldChange     lfcSE       stat  \\\n",
       "chr1-1019573-1020104       42.744134       -1.922479  0.272706  -7.049652   \n",
       "chr1-104638632-104639057   12.930609       -1.639575  0.399301  -4.106110   \n",
       "chr1-104648110-104649032  158.589122       -0.560528  0.136269  -4.113403   \n",
       "chr1-104671541-104672109   33.922586        1.526555  0.264121   5.779759   \n",
       "chr1-104715316-104715675   12.876923       -1.591753  0.402322  -3.956416   \n",
       "chr1-104764681-104766032  182.375383       -0.537726  0.138519  -3.881960   \n",
       "chr1-104798052-104798771   55.857350       -2.374848  0.247474  -9.596357   \n",
       "chr1-104871650-104872336   94.003467       -0.986349  0.175065  -5.634192   \n",
       "chr1-104994239-104994884   34.202163       -1.352161  0.263961  -5.122578   \n",
       "chr1-105101197-105103129  315.306038       -0.484284  0.105382  -4.595524   \n",
       "chr1-105133892-105134748   87.075623       -1.437473  0.184283  -7.800343   \n",
       "chr1-105172508-105173635  371.582528       -0.384304  0.094651  -4.060217   \n",
       "chr1-105194174-105195113   84.881709        1.283372  0.188733   6.799931   \n",
       "chr1-105351006-105352063   64.607915        1.403912  0.201262   6.975550   \n",
       "chr1-105632535-105633437   78.833848       -1.759694  0.189396  -9.291085   \n",
       "chr1-106718418-106718754    9.795541       -1.742574  0.443152  -3.932224   \n",
       "chr1-107657048-107657758   39.209876        1.301321  0.237391   5.481754   \n",
       "chr1-107665037-107665813   63.337420        1.199940  0.210942   5.688490   \n",
       "chr1-107682079-107683813  311.324934       -0.777932  0.100742  -7.722011   \n",
       "chr1-107685805-107686279   38.634046       -1.761036  0.272949  -6.451875   \n",
       "chr1-107748126-107748755   33.883503       -1.337958  0.272548  -4.909076   \n",
       "chr1-107766967-107767578   15.686053        1.489445  0.355400   4.190897   \n",
       "chr1-108503050-108503728  104.795620       -0.833943  0.172091  -4.845939   \n",
       "chr1-108689793-108690287   31.584246       -1.979018  0.305930  -6.468850   \n",
       "chr1-109725313-109725813   29.567796        1.072288  0.288121   3.721652   \n",
       "chr1-109783343-109783828   58.908221       -1.025758  0.215311  -4.764087   \n",
       "chr1-109792056-109792686   97.649884       -1.052241  0.168735  -6.236064   \n",
       "chr1-109873293-109873793   44.410225        2.027811  0.261105   7.766257   \n",
       "chr1-109878432-109879000  171.537642        0.748301  0.125033   5.984836   \n",
       "chr1-109948005-109948852  160.098444        1.289306  0.142658   9.037711   \n",
       "...                              ...             ...       ...        ...   \n",
       "chrX-7003596-7003849        8.326172        1.836739  0.473830   3.876367   \n",
       "chrX-7159002-7159414       16.240154        1.789911  0.360976   4.958536   \n",
       "chrX-7188421-7189016       25.842101        2.030318  0.307933   6.593367   \n",
       "chrX-76147705-76147991     12.111303       -2.223211  0.428309  -5.190668   \n",
       "chrX-78513866-78515242    161.717724       -0.736262  0.135013  -5.453274   \n",
       "chrX-78651257-78651678     15.236251       -1.362542  0.373755  -3.645544   \n",
       "chrX-79367362-79368356     84.826149        0.829600  0.174756   4.747205   \n",
       "chrX-79452678-79453246     24.301329       -2.471750  0.328834  -7.516707   \n",
       "chrX-84734971-84735388     14.210441        1.751091  0.399093   4.387676   \n",
       "chrX-84738388-84738922     15.979173        1.628838  0.380629   4.279336   \n",
       "chrX-84744716-84745090     11.785740        1.976740  0.438728   4.505620   \n",
       "chrX-86011731-86013033    267.440495       -0.526422  0.112056  -4.697829   \n",
       "chrX-86016035-86016547     64.163103       -0.727213  0.196555  -3.699791   \n",
       "chrX-87636348-87637167    106.400197       -1.376368  0.156899  -8.772345   \n",
       "chrX-87641348-87642099     41.453902       -1.669823  0.254525  -6.560539   \n",
       "chrX-88955779-88956610     22.092582        1.672454  0.326331   5.125025   \n",
       "chrX-8967311-8967880       30.082559        1.295472  0.287515   4.505748   \n",
       "chrX-90124972-90125428     11.210961       -2.017963  0.435058  -4.638378   \n",
       "chrX-90457961-90459435    139.066429       -0.583942  0.133570  -4.371808   \n",
       "chrX-9573247-9573800       49.846630        0.756080  0.206280   3.665305   \n",
       "chrX-96981876-96983844    249.861266        1.343862  0.116778  11.507813   \n",
       "chrX-96984197-96985349     57.319862        1.961560  0.238450   8.226300   \n",
       "chrX-96996895-96997636     23.212796        2.066741  0.322414   6.410220   \n",
       "chrX-97159880-97160822     59.391099       -0.858858  0.200322  -4.287379   \n",
       "chrX-97267188-97268356    171.433881       -1.763259  0.141637 -12.449170   \n",
       "chrX-97279864-97280421     59.009383        1.089302  0.214158   5.086434   \n",
       "chrX-97296008-97296541     34.172645       -1.099910  0.281374  -3.909074   \n",
       "chrX-97314449-97314960     22.670804        1.116565  0.302910   3.686135   \n",
       "chrX-9851917-9852238       11.045990       -1.568771  0.419261  -3.741756   \n",
       "chrX-9866684-9867173       15.012486        1.445171  0.380946   3.793641   \n",
       "\n",
       "                                pvalue          padj chrom_peak  start_peak  \\\n",
       "chr1-1019573-1020104      1.793664e-12  1.768874e-11       chr1     1019573   \n",
       "chr1-104638632-104639057  4.023787e-05  1.226128e-04       chr1   104638632   \n",
       "chr1-104648110-104649032  3.898682e-05  1.191059e-04       chr1   104648110   \n",
       "chr1-104671541-104672109  7.480792e-09  4.445958e-08       chr1   104671541   \n",
       "chr1-104715316-104715675  7.608262e-05  2.190818e-04       chr1   104715316   \n",
       "chr1-104764681-104766032  1.036178e-04  2.909789e-04       chr1   104764681   \n",
       "chr1-104798052-104798771  8.282019e-22  2.203090e-20       chr1   104798052   \n",
       "chr1-104871650-104872336  1.758808e-08  9.851923e-08       chr1   104871650   \n",
       "chr1-104994239-104994884  3.013869e-07  1.377477e-06       chr1   104994239   \n",
       "chr1-105101197-105103129  4.316628e-06  1.585967e-05       chr1   105101197   \n",
       "chr1-105133892-105134748  6.173917e-15  7.945847e-14       chr1   105133892   \n",
       "chr1-105172508-105173635  4.902720e-05  1.465861e-04       chr1   105172508   \n",
       "chr1-105194174-105195113  1.046692e-11  9.308192e-11       chr1   105194174   \n",
       "chr1-105351006-105352063  3.046763e-12  2.920366e-11       chr1   105351006   \n",
       "chr1-105632535-105633437  1.527235e-20  3.579779e-19       chr1   105632535   \n",
       "chr1-106718418-106718754  8.416354e-05  2.404389e-04       chr1   106718418   \n",
       "chr1-107657048-107657758  4.211302e-08  2.224389e-07       chr1   107657048   \n",
       "chr1-107665037-107665813  1.281676e-08  7.329908e-08       chr1   107665037   \n",
       "chr1-107682079-107683813  1.145086e-14  1.434165e-13       chr1   107682079   \n",
       "chr1-107685805-107686279  1.104745e-10  8.562658e-10       chr1   107685805   \n",
       "chr1-107748126-107748755  9.150661e-07  3.822228e-06       chr1   107748126   \n",
       "chr1-107766967-107767578  2.778541e-05  8.741720e-05       chr1   107766967   \n",
       "chr1-108503050-108503728  1.260142e-06  5.120780e-06       chr1   108503050   \n",
       "chr1-108689793-108690287  9.875129e-11  7.720613e-10       chr1   108689793   \n",
       "chr1-109725313-109725813  1.979233e-04  5.229383e-04       chr1   109725313   \n",
       "chr1-109783343-109783828  1.897110e-06  7.462931e-06       chr1   109783343   \n",
       "chr1-109792056-109792686  4.487174e-10  3.196091e-09       chr1   109792056   \n",
       "chr1-109873293-109873793  8.083947e-15  1.028943e-13       chr1   109873293   \n",
       "chr1-109878432-109879000  2.166080e-09  1.399071e-08       chr1   109878432   \n",
       "chr1-109948005-109948852  1.599874e-19  3.328726e-18       chr1   109948005   \n",
       "...                                ...           ...        ...         ...   \n",
       "chrX-7003596-7003849      1.060275e-04  2.972643e-04       chrX     7003596   \n",
       "chrX-7159002-7159414      7.102643e-07  3.027233e-06       chrX     7159002   \n",
       "chrX-7188421-7189016      4.299610e-11  3.535882e-10       chrX     7188421   \n",
       "chrX-76147705-76147991    2.095408e-07  9.872711e-07       chrX    76147705   \n",
       "chrX-78513866-78515242    4.945075e-08  2.584393e-07       chrX    78513866   \n",
       "chrX-78651257-78651678    2.668264e-04  6.855034e-04       chrX    78651257   \n",
       "chrX-79367362-79368356    2.062473e-06  8.051557e-06       chrX    79367362   \n",
       "chrX-79452678-79453246    5.617304e-14  6.558026e-13       chrX    79452678   \n",
       "chrX-84734971-84735388    1.145681e-05  3.883501e-05       chrX    84734971   \n",
       "chrX-84738388-84738922    1.874520e-05  6.100866e-05       chrX    84738388   \n",
       "chrX-84744716-84745090    6.617945e-06  2.343473e-05       chrX    84744716   \n",
       "chrX-86011731-86013033    2.629417e-06  1.007258e-05       chrX    86011731   \n",
       "chrX-86016035-86016547    2.157775e-04  5.660426e-04       chrX    86016035   \n",
       "chrX-87636348-87637167    1.749840e-18  3.347880e-17       chrX    87636348   \n",
       "chrX-87641348-87642099    5.361352e-11  4.360255e-10       chrX    87641348   \n",
       "chrX-88955779-88956610    2.974977e-07  1.360726e-06       chrX    88955779   \n",
       "chrX-8967311-8967880      6.613949e-06  2.342400e-05       chrX     8967311   \n",
       "chrX-90124972-90125428    3.511539e-06  1.313849e-05       chrX    90124972   \n",
       "chrX-90457961-90459435    1.232220e-05  4.152475e-05       chrX    90457961   \n",
       "chrX-9573247-9573800      2.470436e-04  6.394876e-04       chrX     9573247   \n",
       "chrX-96981876-96983844    1.204949e-30  6.943480e-29       chrX    96981876   \n",
       "chrX-96984197-96985349    1.930843e-16  2.946053e-15       chrX    96984197   \n",
       "chrX-96996895-96997636    1.453101e-10  1.108560e-09       chrX    96996895   \n",
       "chrX-97159880-97160822    1.807937e-05  5.904758e-05       chrX    97159880   \n",
       "chrX-97267188-97268356    1.413065e-35  1.224320e-33       chrX    97267188   \n",
       "chrX-97279864-97280421    3.648580e-07  1.643419e-06       chrX    97279864   \n",
       "chrX-97296008-97296541    9.265075e-05  2.626440e-04       chrX    97296008   \n",
       "chrX-97314449-97314960    2.276859e-04  5.947094e-04       chrX    97314449   \n",
       "chrX-9851917-9852238      1.827387e-04  4.869552e-04       chrX     9851917   \n",
       "chrX-9866684-9867173      1.484546e-04  4.029884e-04       chrX     9866684   \n",
       "\n",
       "                           end_peak chrom_gene  start_gene   end_gene  \\\n",
       "chr1-1019573-1020104        1020104       chr1     1020122    1056118   \n",
       "chr1-104638632-104639057  104639057       chr1   104153305  104153830   \n",
       "chr1-104648110-104649032  104649032       chr1   104153305  104153830   \n",
       "chr1-104671541-104672109  104672109       chr1   104153305  104153830   \n",
       "chr1-104715316-104715675  104715675       chr1   104153305  104153830   \n",
       "chr1-104764681-104766032  104766032       chr1   104153305  104153830   \n",
       "chr1-104798052-104798771  104798771       chr1   105433993  105434821   \n",
       "chr1-104871650-104872336  104872336       chr1   105433993  105434821   \n",
       "chr1-104994239-104994884  104994884       chr1   105433993  105434821   \n",
       "chr1-105101197-105103129  105103129       chr1   105433993  105434821   \n",
       "chr1-105133892-105134748  105134748       chr1   105433993  105434821   \n",
       "chr1-105172508-105173635  105173635       chr1   105433993  105434821   \n",
       "chr1-105194174-105195113  105195113       chr1   105433993  105434821   \n",
       "chr1-105351006-105352063  105352063       chr1   105433993  105434821   \n",
       "chr1-105632535-105633437  105633437       chr1   105587574  105618958   \n",
       "chr1-106718418-106718754  106718754       chr1   106780222  106780435   \n",
       "chr1-107657048-107657758  107657758       chr1   107571159  107965144   \n",
       "chr1-107665037-107665813  107665813       chr1   107571159  107965144   \n",
       "chr1-107682079-107683813  107683813       chr1   107571159  107965144   \n",
       "chr1-107685805-107686279  107686279       chr1   107571159  107965144   \n",
       "chr1-107748126-107748755  107748755       chr1   107571159  107965144   \n",
       "chr1-107766967-107767578  107767578       chr1   107571159  107965144   \n",
       "chr1-108503050-108503728  108503728       chr1   108502357  108503455   \n",
       "chr1-108689793-108690287  108690287       chr1   108692322  108701803   \n",
       "chr1-109725313-109725813  109725813       chr1   109712254  109775428   \n",
       "chr1-109783343-109783828  109783828       chr1   109712254  109775428   \n",
       "chr1-109792056-109792686  109792686       chr1   109712254  109775428   \n",
       "chr1-109873293-109873793  109873793       chr1   109828354  109871436   \n",
       "chr1-109878432-109879000  109879000       chr1   109884175  109886264   \n",
       "chr1-109948005-109948852  109948852       chr1   109910241  109930992   \n",
       "...                             ...        ...         ...        ...   \n",
       "chrX-7003596-7003849        7003849       chrX     6989328    6989783   \n",
       "chrX-7159002-7159414        7159414       chrX     7048919    7148190   \n",
       "chrX-7188421-7189016        7189016       chrX     7219455    7354810   \n",
       "chrX-76147705-76147991     76147991       chrX    76172935   76178204   \n",
       "chrX-78513866-78515242     78515242       chrX    78519592   78520186   \n",
       "chrX-78651257-78651678     78651678       chrX    78656068   78659328   \n",
       "chrX-79367362-79368356     79368356       chrX    79360383   79367667   \n",
       "chrX-79452678-79453246     79453246       chrX    79369363   79370165   \n",
       "chrX-84734971-84735388     84735388       chrX    84755135   84756003   \n",
       "chrX-84738388-84738922     84738922       chrX    84755135   84756003   \n",
       "chrX-84744716-84745090     84745090       chrX    84755135   84756003   \n",
       "chrX-86011731-86013033     86013033       chrX    85861179   86047562   \n",
       "chrX-86016035-86016547     86016547       chrX    85861179   86047562   \n",
       "chrX-87636348-87637167     87637167       chrX    87517748   87670050   \n",
       "chrX-87641348-87642099     87642099       chrX    87517748   87670050   \n",
       "chrX-88955779-88956610     88956610       chrX    88982214   88982353   \n",
       "chrX-8967311-8967880        8967880       chrX     8980424    8982505   \n",
       "chrX-90124972-90125428     90125428       chrX    90112649   90113706   \n",
       "chrX-90457961-90459435     90459435       chrX    90597234   90597340   \n",
       "chrX-9573247-9573800        9573800       chrX     9463294    9719743   \n",
       "chrX-96981876-96983844     96983844       chrX    96684662   97604997   \n",
       "chrX-96984197-96985349     96985349       chrX    96684662   97604997   \n",
       "chrX-96996895-96997636     96997636       chrX    96684662   97604997   \n",
       "chrX-97159880-97160822     97160822       chrX    96684662   97604997   \n",
       "chrX-97267188-97268356     97268356       chrX    96684662   97604997   \n",
       "chrX-97279864-97280421     97280421       chrX    96684662   97604997   \n",
       "chrX-97296008-97296541     97296541       chrX    96684662   97604997   \n",
       "chrX-97314449-97314960     97314960       chrX    96684662   97604997   \n",
       "chrX-9851917-9852238        9852238       chrX     9786455    9949443   \n",
       "chrX-9866684-9867173        9867173       chrX     9786455    9949443   \n",
       "\n",
       "                                   gene_name  distance  \n",
       "chr1-1019573-1020104                AGRN <1k        19  \n",
       "chr1-104638632-104639057         FTLP17 >10k   -484803  \n",
       "chr1-104648110-104649032         FTLP17 >10k   -494281  \n",
       "chr1-104671541-104672109         FTLP17 >10k   -517712  \n",
       "chr1-104715316-104715675         FTLP17 >10k   -561487  \n",
       "chr1-104764681-104766032         FTLP17 >10k   -610852  \n",
       "chr1-104798052-104798771   RP11-414B7.1 >10k    635223  \n",
       "chr1-104871650-104872336   RP11-414B7.1 >10k    561658  \n",
       "chr1-104994239-104994884   RP11-414B7.1 >10k    439110  \n",
       "chr1-105101197-105103129   RP11-414B7.1 >10k    330865  \n",
       "chr1-105133892-105134748   RP11-414B7.1 >10k    299246  \n",
       "chr1-105172508-105173635   RP11-414B7.1 >10k    260359  \n",
       "chr1-105194174-105195113   RP11-414B7.1 >10k    238881  \n",
       "chr1-105351006-105352063   RP11-414B7.1 >10k     81931  \n",
       "chr1-105632535-105633437   RP11-251P6.1 >10k    -13578  \n",
       "chr1-106718418-106718754  RP11-110F24.1 >10k     61469  \n",
       "chr1-107657048-107657758               VAV3          0  \n",
       "chr1-107665037-107665813               VAV3          0  \n",
       "chr1-107682079-107683813               VAV3          0  \n",
       "chr1-107685805-107686279               VAV3          0  \n",
       "chr1-107748126-107748755               VAV3          0  \n",
       "chr1-107766967-107767578               VAV3          0  \n",
       "chr1-108503050-108503728            ST13P21          0  \n",
       "chr1-108689793-108690287         PRPF38B <5k      2036  \n",
       "chr1-109725313-109725813              GSTM5          0  \n",
       "chr1-109783343-109783828          GSTM5 <10k     -7916  \n",
       "chr1-109792056-109792686          GSTM5 >10k    -16629  \n",
       "chr1-109873293-109873793     RP4-735C1.6 <5k     -1858  \n",
       "chr1-109878432-109879000  RP11-195M16.1 <10k      5176  \n",
       "chr1-109948005-109948852           CSF1 >10k    -17014  \n",
       "...                                      ...       ...  \n",
       "chrX-7003596-7003849      RP13-926M18.1 >10k    -13814  \n",
       "chrX-7159002-7159414              HDHD1 >10k    -10813  \n",
       "chrX-7188421-7189016                STS >10k     30440  \n",
       "chrX-76147705-76147991            PBDC1 >10k     24945  \n",
       "chrX-78513866-78515242          HMGN1P34 <5k      4351  \n",
       "chrX-78651257-78651678            ZCCHC5 <5k      4391  \n",
       "chrX-79367362-79368356                ITM2A          0  \n",
       "chrX-79452678-79453246     RP1-164L12.1 >10k    -82514  \n",
       "chrX-84734971-84735388            SETP4 >10k     19748  \n",
       "chrX-84738388-84738922            SETP4 >10k     16214  \n",
       "chrX-84744716-84745090            SETP4 >10k     10046  \n",
       "chrX-86011731-86013033                  CHM          0  \n",
       "chrX-86016035-86016547                  CHM          0  \n",
       "chrX-87636348-87637167                KLHL4          0  \n",
       "chrX-87641348-87642099                KLHL4          0  \n",
       "chrX-88955779-88956610    RP13-324D24.1 >10k     25605  \n",
       "chrX-8967311-8967880        RP11-66N5.2 >10k     12545  \n",
       "chrX-90124972-90125428          USP12PX >10k    -11267  \n",
       "chrX-90457961-90459435        RNU6-555P >10k    137800  \n",
       "chrX-9573247-9573800                  TBL1X          0  \n",
       "chrX-96981876-96983844               DIAPH2          0  \n",
       "chrX-96984197-96985349               DIAPH2          0  \n",
       "chrX-96996895-96997636               DIAPH2          0  \n",
       "chrX-97159880-97160822               DIAPH2          0  \n",
       "chrX-97267188-97268356               DIAPH2          0  \n",
       "chrX-97279864-97280421               DIAPH2          0  \n",
       "chrX-97296008-97296541               DIAPH2          0  \n",
       "chrX-97314449-97314960               DIAPH2          0  \n",
       "chrX-9851917-9852238                SHROOM2          0  \n",
       "chrX-9866684-9867173                SHROOM2          0  \n",
       "\n",
       "[10673 rows x 14 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====== GT_vs_THZ531 ======\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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "      <th>chrom_peak</th>\n",
       "      <th>start_peak</th>\n",
       "      <th>end_peak</th>\n",
       "      <th>chrom_gene</th>\n",
       "      <th>start_gene</th>\n",
       "      <th>end_gene</th>\n",
       "      <th>gene_name</th>\n",
       "      <th>distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr1-183331087-183331866</th>\n",
       "      <td>69.860971</td>\n",
       "      <td>-1.250703</td>\n",
       "      <td>0.237023</td>\n",
       "      <td>-5.276716</td>\n",
       "      <td>1.315198e-07</td>\n",
       "      <td>4.294435e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>183331087</td>\n",
       "      <td>183331866</td>\n",
       "      <td>chr1</td>\n",
       "      <td>183248236</td>\n",
       "      <td>183418602</td>\n",
       "      <td>NMNAT2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-23554230-23555491</th>\n",
       "      <td>356.447053</td>\n",
       "      <td>-1.137997</td>\n",
       "      <td>0.246478</td>\n",
       "      <td>-4.617029</td>\n",
       "      <td>3.892732e-06</td>\n",
       "      <td>6.207550e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>23554230</td>\n",
       "      <td>23555491</td>\n",
       "      <td>chr1</td>\n",
       "      <td>23557917</td>\n",
       "      <td>23559794</td>\n",
       "      <td>ID3 &lt;5k</td>\n",
       "      <td>2427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-23559479-23560258</th>\n",
       "      <td>71.064570</td>\n",
       "      <td>-1.063611</td>\n",
       "      <td>0.236841</td>\n",
       "      <td>-4.490820</td>\n",
       "      <td>7.094937e-06</td>\n",
       "      <td>9.774768e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>23559479</td>\n",
       "      <td>23560258</td>\n",
       "      <td>chr1</td>\n",
       "      <td>23557917</td>\n",
       "      <td>23559794</td>\n",
       "      <td>ID3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-23562096-23562740</th>\n",
       "      <td>165.391376</td>\n",
       "      <td>-0.884197</td>\n",
       "      <td>0.160500</td>\n",
       "      <td>-5.509015</td>\n",
       "      <td>3.608481e-08</td>\n",
       "      <td>1.455492e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>23562096</td>\n",
       "      <td>23562740</td>\n",
       "      <td>chr1</td>\n",
       "      <td>23557917</td>\n",
       "      <td>23559794</td>\n",
       "      <td>ID3 &lt;5k</td>\n",
       "      <td>-2303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-34836496-34837246</th>\n",
       "      <td>104.760012</td>\n",
       "      <td>-1.324373</td>\n",
       "      <td>0.227082</td>\n",
       "      <td>-5.832147</td>\n",
       "      <td>5.471874e-09</td>\n",
       "      <td>3.410967e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>34836496</td>\n",
       "      <td>34837246</td>\n",
       "      <td>chr1</td>\n",
       "      <td>34712736</td>\n",
       "      <td>34859816</td>\n",
       "      <td>SMIM12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-34842868-34844835</th>\n",
       "      <td>399.756668</td>\n",
       "      <td>-0.681346</td>\n",
       "      <td>0.134892</td>\n",
       "      <td>-5.051037</td>\n",
       "      <td>4.394179e-07</td>\n",
       "      <td>1.094459e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>34842868</td>\n",
       "      <td>34844835</td>\n",
       "      <td>chr1</td>\n",
       "      <td>34712736</td>\n",
       "      <td>34859816</td>\n",
       "      <td>SMIM12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-59156774-59157253</th>\n",
       "      <td>76.667199</td>\n",
       "      <td>-0.954443</td>\n",
       "      <td>0.200056</td>\n",
       "      <td>-4.770872</td>\n",
       "      <td>1.834303e-06</td>\n",
       "      <td>3.225082e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>59156774</td>\n",
       "      <td>59157253</td>\n",
       "      <td>chr1</td>\n",
       "      <td>59131935</td>\n",
       "      <td>59208121</td>\n",
       "      <td>HSD52</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-59156774-59157253</th>\n",
       "      <td>76.667199</td>\n",
       "      <td>-0.954443</td>\n",
       "      <td>0.200056</td>\n",
       "      <td>-4.770872</td>\n",
       "      <td>1.834303e-06</td>\n",
       "      <td>3.225082e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>59156774</td>\n",
       "      <td>59157253</td>\n",
       "      <td>chr1</td>\n",
       "      <td>59132472</td>\n",
       "      <td>59240555</td>\n",
       "      <td>RP11-470E16.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-939921-940816</th>\n",
       "      <td>167.760017</td>\n",
       "      <td>-1.262854</td>\n",
       "      <td>0.189697</td>\n",
       "      <td>-6.657233</td>\n",
       "      <td>2.790314e-11</td>\n",
       "      <td>4.783295e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>939921</td>\n",
       "      <td>940816</td>\n",
       "      <td>chr1</td>\n",
       "      <td>924879</td>\n",
       "      <td>944581</td>\n",
       "      <td>SAMD11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr13-80132729-80133708</th>\n",
       "      <td>341.922449</td>\n",
       "      <td>-0.518137</td>\n",
       "      <td>0.103778</td>\n",
       "      <td>-4.992768</td>\n",
       "      <td>5.952018e-07</td>\n",
       "      <td>1.246620e-04</td>\n",
       "      <td>chr13</td>\n",
       "      <td>80132729</td>\n",
       "      <td>80133708</td>\n",
       "      <td>chr13</td>\n",
       "      <td>80011076</td>\n",
       "      <td>80028283</td>\n",
       "      <td>LINC01080 &gt;10k</td>\n",
       "      <td>-104447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr14-84402349-84405577</th>\n",
       "      <td>839.996685</td>\n",
       "      <td>-0.532441</td>\n",
       "      <td>0.107247</td>\n",
       "      <td>-4.964603</td>\n",
       "      <td>6.884169e-07</td>\n",
       "      <td>1.336290e-04</td>\n",
       "      <td>chr14</td>\n",
       "      <td>84402349</td>\n",
       "      <td>84405577</td>\n",
       "      <td>chr14</td>\n",
       "      <td>84176418</td>\n",
       "      <td>84177088</td>\n",
       "      <td>CTD-2320B12.2 &gt;10k</td>\n",
       "      <td>-225262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr15-34721786-34723067</th>\n",
       "      <td>108.786659</td>\n",
       "      <td>-1.326374</td>\n",
       "      <td>0.190530</td>\n",
       "      <td>-6.961504</td>\n",
       "      <td>3.366581e-12</td>\n",
       "      <td>7.694882e-09</td>\n",
       "      <td>chr15</td>\n",
       "      <td>34721786</td>\n",
       "      <td>34723067</td>\n",
       "      <td>chr15</td>\n",
       "      <td>34751031</td>\n",
       "      <td>34754965</td>\n",
       "      <td>GJD2 &gt;10k</td>\n",
       "      <td>27965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr15-66630859-66631432</th>\n",
       "      <td>80.689510</td>\n",
       "      <td>-1.206347</td>\n",
       "      <td>0.238984</td>\n",
       "      <td>-5.047806</td>\n",
       "      <td>4.469132e-07</td>\n",
       "      <td>1.094459e-04</td>\n",
       "      <td>chr15</td>\n",
       "      <td>66630859</td>\n",
       "      <td>66631432</td>\n",
       "      <td>chr15</td>\n",
       "      <td>66582189</td>\n",
       "      <td>66685794</td>\n",
       "      <td>LINC01169</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr15-74642010-74643552</th>\n",
       "      <td>168.097847</td>\n",
       "      <td>0.730307</td>\n",
       "      <td>0.122285</td>\n",
       "      <td>5.972146</td>\n",
       "      <td>2.341534e-09</td>\n",
       "      <td>2.006987e-06</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74642010</td>\n",
       "      <td>74643552</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74598499</td>\n",
       "      <td>74645414</td>\n",
       "      <td>CLK3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr15-74642010-74643552</th>\n",
       "      <td>168.097847</td>\n",
       "      <td>0.730307</td>\n",
       "      <td>0.122285</td>\n",
       "      <td>5.972146</td>\n",
       "      <td>2.341534e-09</td>\n",
       "      <td>2.006987e-06</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74642010</td>\n",
       "      <td>74643552</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74630557</td>\n",
       "      <td>74696292</td>\n",
       "      <td>EDC3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr15-74725904-74726773</th>\n",
       "      <td>157.967392</td>\n",
       "      <td>0.723633</td>\n",
       "      <td>0.160320</td>\n",
       "      <td>4.513684</td>\n",
       "      <td>6.371115e-06</td>\n",
       "      <td>9.295050e-04</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74725904</td>\n",
       "      <td>74726773</td>\n",
       "      <td>chr15</td>\n",
       "      <td>74719541</td>\n",
       "      <td>74725610</td>\n",
       "      <td>CYP1A1 &lt;1k</td>\n",
       "      <td>-295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr15-94844311-94845478</th>\n",
       "      <td>103.089428</td>\n",
       "      <td>-0.899893</td>\n",
       "      <td>0.178090</td>\n",
       "      <td>-5.053027</td>\n",
       "      <td>4.348624e-07</td>\n",
       "      <td>1.094459e-04</td>\n",
       "      <td>chr15</td>\n",
       "      <td>94844311</td>\n",
       "      <td>94845478</td>\n",
       "      <td>chr15</td>\n",
       "      <td>94841058</td>\n",
       "      <td>95169864</td>\n",
       "      <td>RP11-255M2.3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr16-49696101-49697416</th>\n",
       "      <td>516.495265</td>\n",
       "      <td>-0.712203</td>\n",
       "      <td>0.129051</td>\n",
       "      <td>-5.518775</td>\n",
       "      <td>3.413716e-08</td>\n",
       "      <td>1.455492e-05</td>\n",
       "      <td>chr16</td>\n",
       "      <td>49696101</td>\n",
       "      <td>49697416</td>\n",
       "      <td>chr16</td>\n",
       "      <td>49487523</td>\n",
       "      <td>49857919</td>\n",
       "      <td>ZNF423</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr17-38451825-38452459</th>\n",
       "      <td>85.505112</td>\n",
       "      <td>-0.950740</td>\n",
       "      <td>0.208578</td>\n",
       "      <td>-4.558191</td>\n",
       "      <td>5.159619e-06</td>\n",
       "      <td>7.862113e-04</td>\n",
       "      <td>chr17</td>\n",
       "      <td>38451825</td>\n",
       "      <td>38452459</td>\n",
       "      <td>chr17</td>\n",
       "      <td>38428417</td>\n",
       "      <td>38512392</td>\n",
       "      <td>ARHGAP23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr17-38451825-38452459</th>\n",
       "      <td>85.505112</td>\n",
       "      <td>-0.950740</td>\n",
       "      <td>0.208578</td>\n",
       "      <td>-4.558191</td>\n",
       "      <td>5.159619e-06</td>\n",
       "      <td>7.862113e-04</td>\n",
       "      <td>chr17</td>\n",
       "      <td>38451825</td>\n",
       "      <td>38452459</td>\n",
       "      <td>chr17</td>\n",
       "      <td>38450393</td>\n",
       "      <td>38452444</td>\n",
       "      <td>AC124789.1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr17-43664968-43666225</th>\n",
       "      <td>300.995095</td>\n",
       "      <td>-0.639239</td>\n",
       "      <td>0.135728</td>\n",
       "      <td>-4.709694</td>\n",
       "      <td>2.480887e-06</td>\n",
       "      <td>4.149132e-04</td>\n",
       "      <td>chr17</td>\n",
       "      <td>43664968</td>\n",
       "      <td>43666225</td>\n",
       "      <td>chr17</td>\n",
       "      <td>43640387</td>\n",
       "      <td>43661954</td>\n",
       "      <td>MEOX1 &lt;5k</td>\n",
       "      <td>-3015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr17-44536328-44536973</th>\n",
       "      <td>84.547849</td>\n",
       "      <td>-1.049072</td>\n",
       "      <td>0.181450</td>\n",
       "      <td>-5.781605</td>\n",
       "      <td>7.399131e-09</td>\n",
       "      <td>4.227987e-06</td>\n",
       "      <td>chr17</td>\n",
       "      <td>44536328</td>\n",
       "      <td>44536973</td>\n",
       "      <td>chr17</td>\n",
       "      <td>44557458</td>\n",
       "      <td>44559570</td>\n",
       "      <td>FZD2 &gt;10k</td>\n",
       "      <td>20486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr17-69869913-69871204</th>\n",
       "      <td>262.693581</td>\n",
       "      <td>-0.663034</td>\n",
       "      <td>0.124923</td>\n",
       "      <td>-5.307547</td>\n",
       "      <td>1.111102e-07</td>\n",
       "      <td>3.976674e-05</td>\n",
       "      <td>chr17</td>\n",
       "      <td>69869913</td>\n",
       "      <td>69871204</td>\n",
       "      <td>chr17</td>\n",
       "      <td>69577250</td>\n",
       "      <td>69903000</td>\n",
       "      <td>LINC01483</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr17-78352627-78353787</th>\n",
       "      <td>214.748936</td>\n",
       "      <td>-0.824579</td>\n",
       "      <td>0.154044</td>\n",
       "      <td>-5.352869</td>\n",
       "      <td>8.657067e-08</td>\n",
       "      <td>3.297861e-05</td>\n",
       "      <td>chr17</td>\n",
       "      <td>78352627</td>\n",
       "      <td>78353787</td>\n",
       "      <td>chr17</td>\n",
       "      <td>78356777</td>\n",
       "      <td>78360077</td>\n",
       "      <td>SOCS3 &lt;5k</td>\n",
       "      <td>2991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr18-26746252-26747584</th>\n",
       "      <td>182.821790</td>\n",
       "      <td>0.588893</td>\n",
       "      <td>0.118706</td>\n",
       "      <td>4.960929</td>\n",
       "      <td>7.015670e-07</td>\n",
       "      <td>1.336290e-04</td>\n",
       "      <td>chr18</td>\n",
       "      <td>26746252</td>\n",
       "      <td>26747584</td>\n",
       "      <td>chr18</td>\n",
       "      <td>26655741</td>\n",
       "      <td>27190698</td>\n",
       "      <td>AQP4-AS1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr18-48841289-48843780</th>\n",
       "      <td>531.022455</td>\n",
       "      <td>-0.637443</td>\n",
       "      <td>0.108211</td>\n",
       "      <td>-5.890744</td>\n",
       "      <td>3.844604e-09</td>\n",
       "      <td>2.636245e-06</td>\n",
       "      <td>chr18</td>\n",
       "      <td>48841289</td>\n",
       "      <td>48843780</td>\n",
       "      <td>chr18</td>\n",
       "      <td>48539045</td>\n",
       "      <td>48863217</td>\n",
       "      <td>CTIF</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr18-9417060-9418505</th>\n",
       "      <td>109.685251</td>\n",
       "      <td>-1.108941</td>\n",
       "      <td>0.222178</td>\n",
       "      <td>-4.991234</td>\n",
       "      <td>5.999482e-07</td>\n",
       "      <td>1.246620e-04</td>\n",
       "      <td>chr18</td>\n",
       "      <td>9417060</td>\n",
       "      <td>9418505</td>\n",
       "      <td>chr18</td>\n",
       "      <td>9334766</td>\n",
       "      <td>9402420</td>\n",
       "      <td>TWSG1 &gt;10k</td>\n",
       "      <td>-14641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr2-42906308-42907394</th>\n",
       "      <td>261.004816</td>\n",
       "      <td>-0.617951</td>\n",
       "      <td>0.122782</td>\n",
       "      <td>-5.032895</td>\n",
       "      <td>4.831279e-07</td>\n",
       "      <td>1.142347e-04</td>\n",
       "      <td>chr2</td>\n",
       "      <td>42906308</td>\n",
       "      <td>42907394</td>\n",
       "      <td>chr2</td>\n",
       "      <td>42826321</td>\n",
       "      <td>42827617</td>\n",
       "      <td>AC098824.6 &gt;10k</td>\n",
       "      <td>-78692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr2-8678526-8679596</th>\n",
       "      <td>235.855380</td>\n",
       "      <td>-0.875527</td>\n",
       "      <td>0.154874</td>\n",
       "      <td>-5.653138</td>\n",
       "      <td>1.575444e-08</td>\n",
       "      <td>7.716300e-06</td>\n",
       "      <td>chr2</td>\n",
       "      <td>8678526</td>\n",
       "      <td>8679596</td>\n",
       "      <td>chr2</td>\n",
       "      <td>8666635</td>\n",
       "      <td>8681863</td>\n",
       "      <td>ID2-AS1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr2-8678526-8679596</th>\n",
       "      <td>235.855380</td>\n",
       "      <td>-0.875527</td>\n",
       "      <td>0.154874</td>\n",
       "      <td>-5.653138</td>\n",
       "      <td>1.575444e-08</td>\n",
       "      <td>7.716300e-06</td>\n",
       "      <td>chr2</td>\n",
       "      <td>8678526</td>\n",
       "      <td>8679596</td>\n",
       "      <td>chr2</td>\n",
       "      <td>8678844</td>\n",
       "      <td>8684453</td>\n",
       "      <td>ID2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr2-8681148-8681926</th>\n",
       "      <td>122.401138</td>\n",
       "      <td>-0.818235</td>\n",
       "      <td>0.181670</td>\n",
       "      <td>-4.503962</td>\n",
       "      <td>6.669806e-06</td>\n",
       "      <td>9.528096e-04</td>\n",
       "      <td>chr2</td>\n",
       "      <td>8681148</td>\n",
       "      <td>8681926</td>\n",
       "      <td>chr2</td>\n",
       "      <td>8666635</td>\n",
       "      <td>8681863</td>\n",
       "      <td>ID2-AS1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr2-8681148-8681926</th>\n",
       "      <td>122.401138</td>\n",
       "      <td>-0.818235</td>\n",
       "      <td>0.181670</td>\n",
       "      <td>-4.503962</td>\n",
       "      <td>6.669806e-06</td>\n",
       "      <td>9.528096e-04</td>\n",
       "      <td>chr2</td>\n",
       "      <td>8681148</td>\n",
       "      <td>8681926</td>\n",
       "      <td>chr2</td>\n",
       "      <td>8678844</td>\n",
       "      <td>8684453</td>\n",
       "      <td>ID2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr20-31572603-31573553</th>\n",
       "      <td>314.292887</td>\n",
       "      <td>-0.759062</td>\n",
       "      <td>0.135268</td>\n",
       "      <td>-5.611562</td>\n",
       "      <td>2.005089e-08</td>\n",
       "      <td>9.165930e-06</td>\n",
       "      <td>chr20</td>\n",
       "      <td>31572603</td>\n",
       "      <td>31573553</td>\n",
       "      <td>chr20</td>\n",
       "      <td>31514427</td>\n",
       "      <td>31577923</td>\n",
       "      <td>HM13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr20-31572603-31573553</th>\n",
       "      <td>314.292887</td>\n",
       "      <td>-0.759062</td>\n",
       "      <td>0.135268</td>\n",
       "      <td>-5.611562</td>\n",
       "      <td>2.005089e-08</td>\n",
       "      <td>9.165930e-06</td>\n",
       "      <td>chr20</td>\n",
       "      <td>31572603</td>\n",
       "      <td>31573553</td>\n",
       "      <td>chr20</td>\n",
       "      <td>31567706</td>\n",
       "      <td>31573263</td>\n",
       "      <td>HM13-AS1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr20-31594706-31595582</th>\n",
       "      <td>194.361512</td>\n",
       "      <td>-0.979078</td>\n",
       "      <td>0.160061</td>\n",
       "      <td>-6.116898</td>\n",
       "      <td>9.541467e-10</td>\n",
       "      <td>1.090431e-06</td>\n",
       "      <td>chr20</td>\n",
       "      <td>31594706</td>\n",
       "      <td>31595582</td>\n",
       "      <td>chr20</td>\n",
       "      <td>31605282</td>\n",
       "      <td>31606515</td>\n",
       "      <td>ID1 &lt;10k</td>\n",
       "      <td>9701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr20-31595592-31596556</th>\n",
       "      <td>221.402686</td>\n",
       "      <td>-1.144215</td>\n",
       "      <td>0.151889</td>\n",
       "      <td>-7.533225</td>\n",
       "      <td>4.950232e-14</td>\n",
       "      <td>1.697187e-10</td>\n",
       "      <td>chr20</td>\n",
       "      <td>31595592</td>\n",
       "      <td>31596556</td>\n",
       "      <td>chr20</td>\n",
       "      <td>31605282</td>\n",
       "      <td>31606515</td>\n",
       "      <td>ID1 &lt;10k</td>\n",
       "      <td>8727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr20-31603941-31604635</th>\n",
       "      <td>217.360416</td>\n",
       "      <td>-0.849452</td>\n",
       "      <td>0.170594</td>\n",
       "      <td>-4.979367</td>\n",
       "      <td>6.379270e-07</td>\n",
       "      <td>1.286549e-04</td>\n",
       "      <td>chr20</td>\n",
       "      <td>31603941</td>\n",
       "      <td>31604635</td>\n",
       "      <td>chr20</td>\n",
       "      <td>31605282</td>\n",
       "      <td>31606515</td>\n",
       "      <td>ID1 &lt;1k</td>\n",
       "      <td>648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr21-36453796-36454646</th>\n",
       "      <td>162.563464</td>\n",
       "      <td>-0.944993</td>\n",
       "      <td>0.155634</td>\n",
       "      <td>-6.071890</td>\n",
       "      <td>1.264134e-09</td>\n",
       "      <td>1.238309e-06</td>\n",
       "      <td>chr21</td>\n",
       "      <td>36453796</td>\n",
       "      <td>36454646</td>\n",
       "      <td>chr21</td>\n",
       "      <td>36430359</td>\n",
       "      <td>36481070</td>\n",
       "      <td>AP000695.6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr21-36453796-36454646</th>\n",
       "      <td>162.563464</td>\n",
       "      <td>-0.944993</td>\n",
       "      <td>0.155634</td>\n",
       "      <td>-6.071890</td>\n",
       "      <td>1.264134e-09</td>\n",
       "      <td>1.238309e-06</td>\n",
       "      <td>chr21</td>\n",
       "      <td>36453796</td>\n",
       "      <td>36454646</td>\n",
       "      <td>chr21</td>\n",
       "      <td>36445730</td>\n",
       "      <td>36532408</td>\n",
       "      <td>AP000695.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr22-23520811-23522459</th>\n",
       "      <td>573.387771</td>\n",
       "      <td>-0.937672</td>\n",
       "      <td>0.119035</td>\n",
       "      <td>-7.877251</td>\n",
       "      <td>3.346622e-15</td>\n",
       "      <td>2.294779e-11</td>\n",
       "      <td>chr22</td>\n",
       "      <td>23520811</td>\n",
       "      <td>23522459</td>\n",
       "      <td>chr22</td>\n",
       "      <td>23512493</td>\n",
       "      <td>23513602</td>\n",
       "      <td>AP000345.4 &lt;10k</td>\n",
       "      <td>-7210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr22-23537410-23539307</th>\n",
       "      <td>512.378330</td>\n",
       "      <td>-0.555764</td>\n",
       "      <td>0.107847</td>\n",
       "      <td>-5.153264</td>\n",
       "      <td>2.559910e-07</td>\n",
       "      <td>7.631871e-05</td>\n",
       "      <td>chr22</td>\n",
       "      <td>23537410</td>\n",
       "      <td>23539307</td>\n",
       "      <td>chr22</td>\n",
       "      <td>23536880</td>\n",
       "      <td>23547797</td>\n",
       "      <td>PCAT14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr3-113275821-113276652</th>\n",
       "      <td>100.695167</td>\n",
       "      <td>-0.889252</td>\n",
       "      <td>0.175480</td>\n",
       "      <td>-5.067536</td>\n",
       "      <td>4.029989e-07</td>\n",
       "      <td>1.094459e-04</td>\n",
       "      <td>chr3</td>\n",
       "      <td>113275821</td>\n",
       "      <td>113276652</td>\n",
       "      <td>chr3</td>\n",
       "      <td>113211002</td>\n",
       "      <td>113287459</td>\n",
       "      <td>BOC</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr3-125143445-125145047</th>\n",
       "      <td>216.984259</td>\n",
       "      <td>-0.626027</td>\n",
       "      <td>0.130938</td>\n",
       "      <td>-4.781084</td>\n",
       "      <td>1.743529e-06</td>\n",
       "      <td>3.146152e-04</td>\n",
       "      <td>chr3</td>\n",
       "      <td>125143445</td>\n",
       "      <td>125145047</td>\n",
       "      <td>chr3</td>\n",
       "      <td>125082635</td>\n",
       "      <td>125212864</td>\n",
       "      <td>SLC12A8</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr3-156816528-156817835</th>\n",
       "      <td>220.087993</td>\n",
       "      <td>0.708474</td>\n",
       "      <td>0.115720</td>\n",
       "      <td>6.122320</td>\n",
       "      <td>9.222251e-10</td>\n",
       "      <td>1.090431e-06</td>\n",
       "      <td>chr3</td>\n",
       "      <td>156816528</td>\n",
       "      <td>156817835</td>\n",
       "      <td>chr3</td>\n",
       "      <td>156747345</td>\n",
       "      <td>156817062</td>\n",
       "      <td>LINC00886</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr3-194140491-194141996</th>\n",
       "      <td>439.712580</td>\n",
       "      <td>-0.585461</td>\n",
       "      <td>0.126262</td>\n",
       "      <td>-4.636892</td>\n",
       "      <td>3.536866e-06</td>\n",
       "      <td>5.774355e-04</td>\n",
       "      <td>chr3</td>\n",
       "      <td>194140491</td>\n",
       "      <td>194141996</td>\n",
       "      <td>chr3</td>\n",
       "      <td>194136144</td>\n",
       "      <td>194138732</td>\n",
       "      <td>HES1 &lt;5k</td>\n",
       "      <td>-1760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr4-123546076-123547606</th>\n",
       "      <td>195.575919</td>\n",
       "      <td>-0.689649</td>\n",
       "      <td>0.150425</td>\n",
       "      <td>-4.584687</td>\n",
       "      <td>4.546659e-06</td>\n",
       "      <td>7.085555e-04</td>\n",
       "      <td>chr4</td>\n",
       "      <td>123546076</td>\n",
       "      <td>123547606</td>\n",
       "      <td>chr4</td>\n",
       "      <td>123505278</td>\n",
       "      <td>123527525</td>\n",
       "      <td>RP11-381N20.1 &gt;10k</td>\n",
       "      <td>-18552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr5-123835083-123836227</th>\n",
       "      <td>209.380127</td>\n",
       "      <td>0.601780</td>\n",
       "      <td>0.118628</td>\n",
       "      <td>5.072833</td>\n",
       "      <td>3.919369e-07</td>\n",
       "      <td>1.094459e-04</td>\n",
       "      <td>chr5</td>\n",
       "      <td>123835083</td>\n",
       "      <td>123836227</td>\n",
       "      <td>chr5</td>\n",
       "      <td>123636109</td>\n",
       "      <td>123637403</td>\n",
       "      <td>KRT18P16 &gt;10k</td>\n",
       "      <td>-197681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr5-5343517-5344778</th>\n",
       "      <td>185.900148</td>\n",
       "      <td>-0.703953</td>\n",
       "      <td>0.155594</td>\n",
       "      <td>-4.524289</td>\n",
       "      <td>6.059874e-06</td>\n",
       "      <td>9.033165e-04</td>\n",
       "      <td>chr5</td>\n",
       "      <td>5343517</td>\n",
       "      <td>5344778</td>\n",
       "      <td>chr5</td>\n",
       "      <td>5140329</td>\n",
       "      <td>5320304</td>\n",
       "      <td>ADAMTS16 &gt;10k</td>\n",
       "      <td>-23214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-154318762-154319861</th>\n",
       "      <td>113.236332</td>\n",
       "      <td>0.830401</td>\n",
       "      <td>0.145760</td>\n",
       "      <td>5.697030</td>\n",
       "      <td>1.219126e-08</td>\n",
       "      <td>6.430420e-06</td>\n",
       "      <td>chr6</td>\n",
       "      <td>154318762</td>\n",
       "      <td>154319861</td>\n",
       "      <td>chr6</td>\n",
       "      <td>154154495</td>\n",
       "      <td>154356792</td>\n",
       "      <td>IPCEF1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-154318762-154319861</th>\n",
       "      <td>113.236332</td>\n",
       "      <td>0.830401</td>\n",
       "      <td>0.145760</td>\n",
       "      <td>5.697030</td>\n",
       "      <td>1.219126e-08</td>\n",
       "      <td>6.430420e-06</td>\n",
       "      <td>chr6</td>\n",
       "      <td>154318762</td>\n",
       "      <td>154319861</td>\n",
       "      <td>chr6</td>\n",
       "      <td>154159827</td>\n",
       "      <td>154510659</td>\n",
       "      <td>CNKSR3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-19804502-19805309</th>\n",
       "      <td>295.452013</td>\n",
       "      <td>-0.907305</td>\n",
       "      <td>0.152565</td>\n",
       "      <td>-5.946988</td>\n",
       "      <td>2.731220e-09</td>\n",
       "      <td>2.080886e-06</td>\n",
       "      <td>chr6</td>\n",
       "      <td>19804502</td>\n",
       "      <td>19805309</td>\n",
       "      <td>chr6</td>\n",
       "      <td>19534943</td>\n",
       "      <td>19839080</td>\n",
       "      <td>RP1-167F1.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-19804502-19805309</th>\n",
       "      <td>295.452013</td>\n",
       "      <td>-0.907305</td>\n",
       "      <td>0.152565</td>\n",
       "      <td>-5.946988</td>\n",
       "      <td>2.731220e-09</td>\n",
       "      <td>2.080886e-06</td>\n",
       "      <td>chr6</td>\n",
       "      <td>19804502</td>\n",
       "      <td>19805309</td>\n",
       "      <td>chr6</td>\n",
       "      <td>19802163</td>\n",
       "      <td>19804752</td>\n",
       "      <td>RP4-625H18.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-80277353-80278764</th>\n",
       "      <td>295.641693</td>\n",
       "      <td>0.477006</td>\n",
       "      <td>0.106241</td>\n",
       "      <td>4.489843</td>\n",
       "      <td>7.127583e-06</td>\n",
       "      <td>9.774768e-04</td>\n",
       "      <td>chr7</td>\n",
       "      <td>80277353</td>\n",
       "      <td>80278764</td>\n",
       "      <td>chr7</td>\n",
       "      <td>80246408</td>\n",
       "      <td>80312456</td>\n",
       "      <td>AC003988.1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-85102557-85104109</th>\n",
       "      <td>200.590714</td>\n",
       "      <td>0.588901</td>\n",
       "      <td>0.117523</td>\n",
       "      <td>5.010937</td>\n",
       "      <td>5.416567e-07</td>\n",
       "      <td>1.238047e-04</td>\n",
       "      <td>chr7</td>\n",
       "      <td>85102557</td>\n",
       "      <td>85104109</td>\n",
       "      <td>chr7</td>\n",
       "      <td>84995552</td>\n",
       "      <td>85186855</td>\n",
       "      <td>SEMA3D</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-96075506-96076663</th>\n",
       "      <td>179.241277</td>\n",
       "      <td>-0.736400</td>\n",
       "      <td>0.155409</td>\n",
       "      <td>-4.738471</td>\n",
       "      <td>2.153364e-06</td>\n",
       "      <td>3.691403e-04</td>\n",
       "      <td>chr7</td>\n",
       "      <td>96075506</td>\n",
       "      <td>96076663</td>\n",
       "      <td>chr7</td>\n",
       "      <td>95772505</td>\n",
       "      <td>96110322</td>\n",
       "      <td>DYNC1I1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-129333780-129334939</th>\n",
       "      <td>174.311724</td>\n",
       "      <td>-0.830294</td>\n",
       "      <td>0.158367</td>\n",
       "      <td>-5.242860</td>\n",
       "      <td>1.581062e-07</td>\n",
       "      <td>4.927882e-05</td>\n",
       "      <td>chr9</td>\n",
       "      <td>129333780</td>\n",
       "      <td>129334939</td>\n",
       "      <td>chr9</td>\n",
       "      <td>129332299</td>\n",
       "      <td>129359538</td>\n",
       "      <td>LINC01503</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-129481813-129484045</th>\n",
       "      <td>376.295479</td>\n",
       "      <td>-0.689570</td>\n",
       "      <td>0.130115</td>\n",
       "      <td>-5.299707</td>\n",
       "      <td>1.159887e-07</td>\n",
       "      <td>3.976674e-05</td>\n",
       "      <td>chr9</td>\n",
       "      <td>129481813</td>\n",
       "      <td>129484045</td>\n",
       "      <td>chr9</td>\n",
       "      <td>129480604</td>\n",
       "      <td>129482538</td>\n",
       "      <td>RP11-65J3.14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-129481813-129484045</th>\n",
       "      <td>376.295479</td>\n",
       "      <td>-0.689570</td>\n",
       "      <td>0.130115</td>\n",
       "      <td>-5.299707</td>\n",
       "      <td>1.159887e-07</td>\n",
       "      <td>3.976674e-05</td>\n",
       "      <td>chr9</td>\n",
       "      <td>129481813</td>\n",
       "      <td>129484045</td>\n",
       "      <td>chr9</td>\n",
       "      <td>129483450</td>\n",
       "      <td>129513683</td>\n",
       "      <td>LINC00963</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-133265133-133266036</th>\n",
       "      <td>228.637781</td>\n",
       "      <td>-0.656648</td>\n",
       "      <td>0.131446</td>\n",
       "      <td>-4.995590</td>\n",
       "      <td>5.865618e-07</td>\n",
       "      <td>1.246620e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>133265133</td>\n",
       "      <td>133266036</td>\n",
       "      <td>chrX</td>\n",
       "      <td>133238656</td>\n",
       "      <td>133238816</td>\n",
       "      <td>RNU1-115P &gt;10k</td>\n",
       "      <td>-26318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-2780666-2781474</th>\n",
       "      <td>71.854239</td>\n",
       "      <td>-1.483113</td>\n",
       "      <td>0.301031</td>\n",
       "      <td>-4.926776</td>\n",
       "      <td>8.359767e-07</td>\n",
       "      <td>1.549268e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>2780666</td>\n",
       "      <td>2781474</td>\n",
       "      <td>chrX</td>\n",
       "      <td>2752049</td>\n",
       "      <td>2815927</td>\n",
       "      <td>XG</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            baseMean  log2FoldChange     lfcSE      stat  \\\n",
       "chr1-183331087-183331866   69.860971       -1.250703  0.237023 -5.276716   \n",
       "chr1-23554230-23555491    356.447053       -1.137997  0.246478 -4.617029   \n",
       "chr1-23559479-23560258     71.064570       -1.063611  0.236841 -4.490820   \n",
       "chr1-23562096-23562740    165.391376       -0.884197  0.160500 -5.509015   \n",
       "chr1-34836496-34837246    104.760012       -1.324373  0.227082 -5.832147   \n",
       "chr1-34842868-34844835    399.756668       -0.681346  0.134892 -5.051037   \n",
       "chr1-59156774-59157253     76.667199       -0.954443  0.200056 -4.770872   \n",
       "chr1-59156774-59157253     76.667199       -0.954443  0.200056 -4.770872   \n",
       "chr1-939921-940816        167.760017       -1.262854  0.189697 -6.657233   \n",
       "chr13-80132729-80133708   341.922449       -0.518137  0.103778 -4.992768   \n",
       "chr14-84402349-84405577   839.996685       -0.532441  0.107247 -4.964603   \n",
       "chr15-34721786-34723067   108.786659       -1.326374  0.190530 -6.961504   \n",
       "chr15-66630859-66631432    80.689510       -1.206347  0.238984 -5.047806   \n",
       "chr15-74642010-74643552   168.097847        0.730307  0.122285  5.972146   \n",
       "chr15-74642010-74643552   168.097847        0.730307  0.122285  5.972146   \n",
       "chr15-74725904-74726773   157.967392        0.723633  0.160320  4.513684   \n",
       "chr15-94844311-94845478   103.089428       -0.899893  0.178090 -5.053027   \n",
       "chr16-49696101-49697416   516.495265       -0.712203  0.129051 -5.518775   \n",
       "chr17-38451825-38452459    85.505112       -0.950740  0.208578 -4.558191   \n",
       "chr17-38451825-38452459    85.505112       -0.950740  0.208578 -4.558191   \n",
       "chr17-43664968-43666225   300.995095       -0.639239  0.135728 -4.709694   \n",
       "chr17-44536328-44536973    84.547849       -1.049072  0.181450 -5.781605   \n",
       "chr17-69869913-69871204   262.693581       -0.663034  0.124923 -5.307547   \n",
       "chr17-78352627-78353787   214.748936       -0.824579  0.154044 -5.352869   \n",
       "chr18-26746252-26747584   182.821790        0.588893  0.118706  4.960929   \n",
       "chr18-48841289-48843780   531.022455       -0.637443  0.108211 -5.890744   \n",
       "chr18-9417060-9418505     109.685251       -1.108941  0.222178 -4.991234   \n",
       "chr2-42906308-42907394    261.004816       -0.617951  0.122782 -5.032895   \n",
       "chr2-8678526-8679596      235.855380       -0.875527  0.154874 -5.653138   \n",
       "chr2-8678526-8679596      235.855380       -0.875527  0.154874 -5.653138   \n",
       "chr2-8681148-8681926      122.401138       -0.818235  0.181670 -4.503962   \n",
       "chr2-8681148-8681926      122.401138       -0.818235  0.181670 -4.503962   \n",
       "chr20-31572603-31573553   314.292887       -0.759062  0.135268 -5.611562   \n",
       "chr20-31572603-31573553   314.292887       -0.759062  0.135268 -5.611562   \n",
       "chr20-31594706-31595582   194.361512       -0.979078  0.160061 -6.116898   \n",
       "chr20-31595592-31596556   221.402686       -1.144215  0.151889 -7.533225   \n",
       "chr20-31603941-31604635   217.360416       -0.849452  0.170594 -4.979367   \n",
       "chr21-36453796-36454646   162.563464       -0.944993  0.155634 -6.071890   \n",
       "chr21-36453796-36454646   162.563464       -0.944993  0.155634 -6.071890   \n",
       "chr22-23520811-23522459   573.387771       -0.937672  0.119035 -7.877251   \n",
       "chr22-23537410-23539307   512.378330       -0.555764  0.107847 -5.153264   \n",
       "chr3-113275821-113276652  100.695167       -0.889252  0.175480 -5.067536   \n",
       "chr3-125143445-125145047  216.984259       -0.626027  0.130938 -4.781084   \n",
       "chr3-156816528-156817835  220.087993        0.708474  0.115720  6.122320   \n",
       "chr3-194140491-194141996  439.712580       -0.585461  0.126262 -4.636892   \n",
       "chr4-123546076-123547606  195.575919       -0.689649  0.150425 -4.584687   \n",
       "chr5-123835083-123836227  209.380127        0.601780  0.118628  5.072833   \n",
       "chr5-5343517-5344778      185.900148       -0.703953  0.155594 -4.524289   \n",
       "chr6-154318762-154319861  113.236332        0.830401  0.145760  5.697030   \n",
       "chr6-154318762-154319861  113.236332        0.830401  0.145760  5.697030   \n",
       "chr6-19804502-19805309    295.452013       -0.907305  0.152565 -5.946988   \n",
       "chr6-19804502-19805309    295.452013       -0.907305  0.152565 -5.946988   \n",
       "chr7-80277353-80278764    295.641693        0.477006  0.106241  4.489843   \n",
       "chr7-85102557-85104109    200.590714        0.588901  0.117523  5.010937   \n",
       "chr7-96075506-96076663    179.241277       -0.736400  0.155409 -4.738471   \n",
       "chr9-129333780-129334939  174.311724       -0.830294  0.158367 -5.242860   \n",
       "chr9-129481813-129484045  376.295479       -0.689570  0.130115 -5.299707   \n",
       "chr9-129481813-129484045  376.295479       -0.689570  0.130115 -5.299707   \n",
       "chrX-133265133-133266036  228.637781       -0.656648  0.131446 -4.995590   \n",
       "chrX-2780666-2781474       71.854239       -1.483113  0.301031 -4.926776   \n",
       "\n",
       "                                pvalue          padj chrom_peak  start_peak  \\\n",
       "chr1-183331087-183331866  1.315198e-07  4.294435e-05       chr1   183331087   \n",
       "chr1-23554230-23555491    3.892732e-06  6.207550e-04       chr1    23554230   \n",
       "chr1-23559479-23560258    7.094937e-06  9.774768e-04       chr1    23559479   \n",
       "chr1-23562096-23562740    3.608481e-08  1.455492e-05       chr1    23562096   \n",
       "chr1-34836496-34837246    5.471874e-09  3.410967e-06       chr1    34836496   \n",
       "chr1-34842868-34844835    4.394179e-07  1.094459e-04       chr1    34842868   \n",
       "chr1-59156774-59157253    1.834303e-06  3.225082e-04       chr1    59156774   \n",
       "chr1-59156774-59157253    1.834303e-06  3.225082e-04       chr1    59156774   \n",
       "chr1-939921-940816        2.790314e-11  4.783295e-08       chr1      939921   \n",
       "chr13-80132729-80133708   5.952018e-07  1.246620e-04      chr13    80132729   \n",
       "chr14-84402349-84405577   6.884169e-07  1.336290e-04      chr14    84402349   \n",
       "chr15-34721786-34723067   3.366581e-12  7.694882e-09      chr15    34721786   \n",
       "chr15-66630859-66631432   4.469132e-07  1.094459e-04      chr15    66630859   \n",
       "chr15-74642010-74643552   2.341534e-09  2.006987e-06      chr15    74642010   \n",
       "chr15-74642010-74643552   2.341534e-09  2.006987e-06      chr15    74642010   \n",
       "chr15-74725904-74726773   6.371115e-06  9.295050e-04      chr15    74725904   \n",
       "chr15-94844311-94845478   4.348624e-07  1.094459e-04      chr15    94844311   \n",
       "chr16-49696101-49697416   3.413716e-08  1.455492e-05      chr16    49696101   \n",
       "chr17-38451825-38452459   5.159619e-06  7.862113e-04      chr17    38451825   \n",
       "chr17-38451825-38452459   5.159619e-06  7.862113e-04      chr17    38451825   \n",
       "chr17-43664968-43666225   2.480887e-06  4.149132e-04      chr17    43664968   \n",
       "chr17-44536328-44536973   7.399131e-09  4.227987e-06      chr17    44536328   \n",
       "chr17-69869913-69871204   1.111102e-07  3.976674e-05      chr17    69869913   \n",
       "chr17-78352627-78353787   8.657067e-08  3.297861e-05      chr17    78352627   \n",
       "chr18-26746252-26747584   7.015670e-07  1.336290e-04      chr18    26746252   \n",
       "chr18-48841289-48843780   3.844604e-09  2.636245e-06      chr18    48841289   \n",
       "chr18-9417060-9418505     5.999482e-07  1.246620e-04      chr18     9417060   \n",
       "chr2-42906308-42907394    4.831279e-07  1.142347e-04       chr2    42906308   \n",
       "chr2-8678526-8679596      1.575444e-08  7.716300e-06       chr2     8678526   \n",
       "chr2-8678526-8679596      1.575444e-08  7.716300e-06       chr2     8678526   \n",
       "chr2-8681148-8681926      6.669806e-06  9.528096e-04       chr2     8681148   \n",
       "chr2-8681148-8681926      6.669806e-06  9.528096e-04       chr2     8681148   \n",
       "chr20-31572603-31573553   2.005089e-08  9.165930e-06      chr20    31572603   \n",
       "chr20-31572603-31573553   2.005089e-08  9.165930e-06      chr20    31572603   \n",
       "chr20-31594706-31595582   9.541467e-10  1.090431e-06      chr20    31594706   \n",
       "chr20-31595592-31596556   4.950232e-14  1.697187e-10      chr20    31595592   \n",
       "chr20-31603941-31604635   6.379270e-07  1.286549e-04      chr20    31603941   \n",
       "chr21-36453796-36454646   1.264134e-09  1.238309e-06      chr21    36453796   \n",
       "chr21-36453796-36454646   1.264134e-09  1.238309e-06      chr21    36453796   \n",
       "chr22-23520811-23522459   3.346622e-15  2.294779e-11      chr22    23520811   \n",
       "chr22-23537410-23539307   2.559910e-07  7.631871e-05      chr22    23537410   \n",
       "chr3-113275821-113276652  4.029989e-07  1.094459e-04       chr3   113275821   \n",
       "chr3-125143445-125145047  1.743529e-06  3.146152e-04       chr3   125143445   \n",
       "chr3-156816528-156817835  9.222251e-10  1.090431e-06       chr3   156816528   \n",
       "chr3-194140491-194141996  3.536866e-06  5.774355e-04       chr3   194140491   \n",
       "chr4-123546076-123547606  4.546659e-06  7.085555e-04       chr4   123546076   \n",
       "chr5-123835083-123836227  3.919369e-07  1.094459e-04       chr5   123835083   \n",
       "chr5-5343517-5344778      6.059874e-06  9.033165e-04       chr5     5343517   \n",
       "chr6-154318762-154319861  1.219126e-08  6.430420e-06       chr6   154318762   \n",
       "chr6-154318762-154319861  1.219126e-08  6.430420e-06       chr6   154318762   \n",
       "chr6-19804502-19805309    2.731220e-09  2.080886e-06       chr6    19804502   \n",
       "chr6-19804502-19805309    2.731220e-09  2.080886e-06       chr6    19804502   \n",
       "chr7-80277353-80278764    7.127583e-06  9.774768e-04       chr7    80277353   \n",
       "chr7-85102557-85104109    5.416567e-07  1.238047e-04       chr7    85102557   \n",
       "chr7-96075506-96076663    2.153364e-06  3.691403e-04       chr7    96075506   \n",
       "chr9-129333780-129334939  1.581062e-07  4.927882e-05       chr9   129333780   \n",
       "chr9-129481813-129484045  1.159887e-07  3.976674e-05       chr9   129481813   \n",
       "chr9-129481813-129484045  1.159887e-07  3.976674e-05       chr9   129481813   \n",
       "chrX-133265133-133266036  5.865618e-07  1.246620e-04       chrX   133265133   \n",
       "chrX-2780666-2781474      8.359767e-07  1.549268e-04       chrX     2780666   \n",
       "\n",
       "                           end_peak chrom_gene  start_gene   end_gene  \\\n",
       "chr1-183331087-183331866  183331866       chr1   183248236  183418602   \n",
       "chr1-23554230-23555491     23555491       chr1    23557917   23559794   \n",
       "chr1-23559479-23560258     23560258       chr1    23557917   23559794   \n",
       "chr1-23562096-23562740     23562740       chr1    23557917   23559794   \n",
       "chr1-34836496-34837246     34837246       chr1    34712736   34859816   \n",
       "chr1-34842868-34844835     34844835       chr1    34712736   34859816   \n",
       "chr1-59156774-59157253     59157253       chr1    59131935   59208121   \n",
       "chr1-59156774-59157253     59157253       chr1    59132472   59240555   \n",
       "chr1-939921-940816           940816       chr1      924879     944581   \n",
       "chr13-80132729-80133708    80133708      chr13    80011076   80028283   \n",
       "chr14-84402349-84405577    84405577      chr14    84176418   84177088   \n",
       "chr15-34721786-34723067    34723067      chr15    34751031   34754965   \n",
       "chr15-66630859-66631432    66631432      chr15    66582189   66685794   \n",
       "chr15-74642010-74643552    74643552      chr15    74598499   74645414   \n",
       "chr15-74642010-74643552    74643552      chr15    74630557   74696292   \n",
       "chr15-74725904-74726773    74726773      chr15    74719541   74725610   \n",
       "chr15-94844311-94845478    94845478      chr15    94841058   95169864   \n",
       "chr16-49696101-49697416    49697416      chr16    49487523   49857919   \n",
       "chr17-38451825-38452459    38452459      chr17    38428417   38512392   \n",
       "chr17-38451825-38452459    38452459      chr17    38450393   38452444   \n",
       "chr17-43664968-43666225    43666225      chr17    43640387   43661954   \n",
       "chr17-44536328-44536973    44536973      chr17    44557458   44559570   \n",
       "chr17-69869913-69871204    69871204      chr17    69577250   69903000   \n",
       "chr17-78352627-78353787    78353787      chr17    78356777   78360077   \n",
       "chr18-26746252-26747584    26747584      chr18    26655741   27190698   \n",
       "chr18-48841289-48843780    48843780      chr18    48539045   48863217   \n",
       "chr18-9417060-9418505       9418505      chr18     9334766    9402420   \n",
       "chr2-42906308-42907394     42907394       chr2    42826321   42827617   \n",
       "chr2-8678526-8679596        8679596       chr2     8666635    8681863   \n",
       "chr2-8678526-8679596        8679596       chr2     8678844    8684453   \n",
       "chr2-8681148-8681926        8681926       chr2     8666635    8681863   \n",
       "chr2-8681148-8681926        8681926       chr2     8678844    8684453   \n",
       "chr20-31572603-31573553    31573553      chr20    31514427   31577923   \n",
       "chr20-31572603-31573553    31573553      chr20    31567706   31573263   \n",
       "chr20-31594706-31595582    31595582      chr20    31605282   31606515   \n",
       "chr20-31595592-31596556    31596556      chr20    31605282   31606515   \n",
       "chr20-31603941-31604635    31604635      chr20    31605282   31606515   \n",
       "chr21-36453796-36454646    36454646      chr21    36430359   36481070   \n",
       "chr21-36453796-36454646    36454646      chr21    36445730   36532408   \n",
       "chr22-23520811-23522459    23522459      chr22    23512493   23513602   \n",
       "chr22-23537410-23539307    23539307      chr22    23536880   23547797   \n",
       "chr3-113275821-113276652  113276652       chr3   113211002  113287459   \n",
       "chr3-125143445-125145047  125145047       chr3   125082635  125212864   \n",
       "chr3-156816528-156817835  156817835       chr3   156747345  156817062   \n",
       "chr3-194140491-194141996  194141996       chr3   194136144  194138732   \n",
       "chr4-123546076-123547606  123547606       chr4   123505278  123527525   \n",
       "chr5-123835083-123836227  123836227       chr5   123636109  123637403   \n",
       "chr5-5343517-5344778        5344778       chr5     5140329    5320304   \n",
       "chr6-154318762-154319861  154319861       chr6   154154495  154356792   \n",
       "chr6-154318762-154319861  154319861       chr6   154159827  154510659   \n",
       "chr6-19804502-19805309     19805309       chr6    19534943   19839080   \n",
       "chr6-19804502-19805309     19805309       chr6    19802163   19804752   \n",
       "chr7-80277353-80278764     80278764       chr7    80246408   80312456   \n",
       "chr7-85102557-85104109     85104109       chr7    84995552   85186855   \n",
       "chr7-96075506-96076663     96076663       chr7    95772505   96110322   \n",
       "chr9-129333780-129334939  129334939       chr9   129332299  129359538   \n",
       "chr9-129481813-129484045  129484045       chr9   129480604  129482538   \n",
       "chr9-129481813-129484045  129484045       chr9   129483450  129513683   \n",
       "chrX-133265133-133266036  133266036       chrX   133238656  133238816   \n",
       "chrX-2780666-2781474        2781474       chrX     2752049    2815927   \n",
       "\n",
       "                                   gene_name  distance  \n",
       "chr1-183331087-183331866             NMNAT2          0  \n",
       "chr1-23554230-23555491               ID3 <5k      2427  \n",
       "chr1-23559479-23560258                  ID3          0  \n",
       "chr1-23562096-23562740               ID3 <5k     -2303  \n",
       "chr1-34836496-34837246               SMIM12          0  \n",
       "chr1-34842868-34844835               SMIM12          0  \n",
       "chr1-59156774-59157253                HSD52          0  \n",
       "chr1-59156774-59157253        RP11-470E16.2          0  \n",
       "chr1-939921-940816                   SAMD11          0  \n",
       "chr13-80132729-80133708       LINC01080 >10k   -104447  \n",
       "chr14-84402349-84405577   CTD-2320B12.2 >10k   -225262  \n",
       "chr15-34721786-34723067            GJD2 >10k     27965  \n",
       "chr15-66630859-66631432           LINC01169          0  \n",
       "chr15-74642010-74643552                CLK3          0  \n",
       "chr15-74642010-74643552                EDC3          0  \n",
       "chr15-74725904-74726773           CYP1A1 <1k      -295  \n",
       "chr15-94844311-94845478        RP11-255M2.3          0  \n",
       "chr16-49696101-49697416              ZNF423          0  \n",
       "chr17-38451825-38452459            ARHGAP23          0  \n",
       "chr17-38451825-38452459          AC124789.1          0  \n",
       "chr17-43664968-43666225            MEOX1 <5k     -3015  \n",
       "chr17-44536328-44536973            FZD2 >10k     20486  \n",
       "chr17-69869913-69871204           LINC01483          0  \n",
       "chr17-78352627-78353787            SOCS3 <5k      2991  \n",
       "chr18-26746252-26747584            AQP4-AS1          0  \n",
       "chr18-48841289-48843780                CTIF          0  \n",
       "chr18-9417060-9418505             TWSG1 >10k    -14641  \n",
       "chr2-42906308-42907394       AC098824.6 >10k    -78692  \n",
       "chr2-8678526-8679596                ID2-AS1          0  \n",
       "chr2-8678526-8679596                    ID2          0  \n",
       "chr2-8681148-8681926                ID2-AS1          0  \n",
       "chr2-8681148-8681926                    ID2          0  \n",
       "chr20-31572603-31573553                HM13          0  \n",
       "chr20-31572603-31573553            HM13-AS1          0  \n",
       "chr20-31594706-31595582             ID1 <10k      9701  \n",
       "chr20-31595592-31596556             ID1 <10k      8727  \n",
       "chr20-31603941-31604635              ID1 <1k       648  \n",
       "chr21-36453796-36454646          AP000695.6          0  \n",
       "chr21-36453796-36454646          AP000695.4          0  \n",
       "chr22-23520811-23522459      AP000345.4 <10k     -7210  \n",
       "chr22-23537410-23539307              PCAT14          0  \n",
       "chr3-113275821-113276652                BOC          0  \n",
       "chr3-125143445-125145047            SLC12A8          0  \n",
       "chr3-156816528-156817835          LINC00886          0  \n",
       "chr3-194140491-194141996            HES1 <5k     -1760  \n",
       "chr4-123546076-123547606  RP11-381N20.1 >10k    -18552  \n",
       "chr5-123835083-123836227       KRT18P16 >10k   -197681  \n",
       "chr5-5343517-5344778           ADAMTS16 >10k    -23214  \n",
       "chr6-154318762-154319861             IPCEF1          0  \n",
       "chr6-154318762-154319861             CNKSR3          0  \n",
       "chr6-19804502-19805309          RP1-167F1.2          0  \n",
       "chr6-19804502-19805309         RP4-625H18.2          0  \n",
       "chr7-80277353-80278764           AC003988.1          0  \n",
       "chr7-85102557-85104109               SEMA3D          0  \n",
       "chr7-96075506-96076663              DYNC1I1          0  \n",
       "chr9-129333780-129334939          LINC01503          0  \n",
       "chr9-129481813-129484045       RP11-65J3.14          0  \n",
       "chr9-129481813-129484045          LINC00963          0  \n",
       "chrX-133265133-133266036      RNU1-115P >10k    -26318  \n",
       "chrX-2780666-2781474                     XG          0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====== GT_vs_Gefit ======\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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "      <th>chrom_peak</th>\n",
       "      <th>start_peak</th>\n",
       "      <th>end_peak</th>\n",
       "      <th>chrom_gene</th>\n",
       "      <th>start_gene</th>\n",
       "      <th>end_gene</th>\n",
       "      <th>gene_name</th>\n",
       "      <th>distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr1-1019573-1020104</th>\n",
       "      <td>42.744134</td>\n",
       "      <td>-1.517894</td>\n",
       "      <td>0.282937</td>\n",
       "      <td>-5.364783</td>\n",
       "      <td>8.104645e-08</td>\n",
       "      <td>4.994124e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>1019573</td>\n",
       "      <td>1020104</td>\n",
       "      <td>chr1</td>\n",
       "      <td>1020122</td>\n",
       "      <td>1056118</td>\n",
       "      <td>AGRN &lt;1k</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104671541-104672109</th>\n",
       "      <td>33.922586</td>\n",
       "      <td>1.695941</td>\n",
       "      <td>0.282522</td>\n",
       "      <td>6.002866</td>\n",
       "      <td>1.938642e-09</td>\n",
       "      <td>1.577707e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104671541</td>\n",
       "      <td>104672109</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-517712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104715316-104715675</th>\n",
       "      <td>12.876923</td>\n",
       "      <td>-1.605176</td>\n",
       "      <td>0.408838</td>\n",
       "      <td>-3.926193</td>\n",
       "      <td>8.630094e-05</td>\n",
       "      <td>2.843875e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104715316</td>\n",
       "      <td>104715675</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-561487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104764681-104766032</th>\n",
       "      <td>182.375383</td>\n",
       "      <td>-0.573626</td>\n",
       "      <td>0.141490</td>\n",
       "      <td>-4.054179</td>\n",
       "      <td>5.031070e-05</td>\n",
       "      <td>1.758193e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104764681</td>\n",
       "      <td>104766032</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104153305</td>\n",
       "      <td>104153830</td>\n",
       "      <td>FTLP17 &gt;10k</td>\n",
       "      <td>-610852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104798052-104798771</th>\n",
       "      <td>55.857350</td>\n",
       "      <td>-2.306728</td>\n",
       "      <td>0.251683</td>\n",
       "      <td>-9.165200</td>\n",
       "      <td>4.945536e-20</td>\n",
       "      <td>1.511067e-18</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104798052</td>\n",
       "      <td>104798771</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>635223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104871650-104872336</th>\n",
       "      <td>94.003467</td>\n",
       "      <td>-0.895708</td>\n",
       "      <td>0.180195</td>\n",
       "      <td>-4.970760</td>\n",
       "      <td>6.669090e-07</td>\n",
       "      <td>3.486148e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104871650</td>\n",
       "      <td>104872336</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>561658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-104994239-104994884</th>\n",
       "      <td>34.202163</td>\n",
       "      <td>-1.028124</td>\n",
       "      <td>0.276034</td>\n",
       "      <td>-3.724627</td>\n",
       "      <td>1.956043e-04</td>\n",
       "      <td>5.925775e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>104994239</td>\n",
       "      <td>104994884</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>439110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105101197-105103129</th>\n",
       "      <td>315.306038</td>\n",
       "      <td>-0.402511</td>\n",
       "      <td>0.108306</td>\n",
       "      <td>-3.716429</td>\n",
       "      <td>2.020587e-04</td>\n",
       "      <td>6.099220e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105101197</td>\n",
       "      <td>105103129</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>330865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105133892-105134748</th>\n",
       "      <td>87.075623</td>\n",
       "      <td>-1.252590</td>\n",
       "      <td>0.190060</td>\n",
       "      <td>-6.590487</td>\n",
       "      <td>4.383872e-11</td>\n",
       "      <td>4.604014e-10</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105133892</td>\n",
       "      <td>105134748</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>299246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105194174-105195113</th>\n",
       "      <td>84.881709</td>\n",
       "      <td>1.267353</td>\n",
       "      <td>0.195741</td>\n",
       "      <td>6.474642</td>\n",
       "      <td>9.503687e-11</td>\n",
       "      <td>9.507606e-10</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105194174</td>\n",
       "      <td>105195113</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>238881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105351006-105352063</th>\n",
       "      <td>64.607915</td>\n",
       "      <td>1.378909</td>\n",
       "      <td>0.209124</td>\n",
       "      <td>6.593750</td>\n",
       "      <td>4.288528e-11</td>\n",
       "      <td>4.513652e-10</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105351006</td>\n",
       "      <td>105352063</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105433993</td>\n",
       "      <td>105434821</td>\n",
       "      <td>RP11-414B7.1 &gt;10k</td>\n",
       "      <td>81931</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-105632535-105633437</th>\n",
       "      <td>78.833848</td>\n",
       "      <td>-1.541990</td>\n",
       "      <td>0.195125</td>\n",
       "      <td>-7.902577</td>\n",
       "      <td>2.731953e-15</td>\n",
       "      <td>4.795744e-14</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105632535</td>\n",
       "      <td>105633437</td>\n",
       "      <td>chr1</td>\n",
       "      <td>105587574</td>\n",
       "      <td>105618958</td>\n",
       "      <td>RP11-251P6.1 &gt;10k</td>\n",
       "      <td>-13578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-106621362-106622664</th>\n",
       "      <td>219.793158</td>\n",
       "      <td>-0.467278</td>\n",
       "      <td>0.113508</td>\n",
       "      <td>-4.116715</td>\n",
       "      <td>3.843113e-05</td>\n",
       "      <td>1.376959e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106621362</td>\n",
       "      <td>106622664</td>\n",
       "      <td>chr1</td>\n",
       "      <td>106544341</td>\n",
       "      <td>106544744</td>\n",
       "      <td>RP11-478L17.1 &gt;10k</td>\n",
       "      <td>-76619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107657048-107657758</th>\n",
       "      <td>39.209876</td>\n",
       "      <td>1.613625</td>\n",
       "      <td>0.259345</td>\n",
       "      <td>6.221927</td>\n",
       "      <td>4.910845e-10</td>\n",
       "      <td>4.381651e-09</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107657048</td>\n",
       "      <td>107657758</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107665037-107665813</th>\n",
       "      <td>63.337420</td>\n",
       "      <td>0.962525</td>\n",
       "      <td>0.212895</td>\n",
       "      <td>4.521128</td>\n",
       "      <td>6.151089e-06</td>\n",
       "      <td>2.615695e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107665037</td>\n",
       "      <td>107665813</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107682079-107683813</th>\n",
       "      <td>311.324934</td>\n",
       "      <td>-0.654081</td>\n",
       "      <td>0.103752</td>\n",
       "      <td>-6.304259</td>\n",
       "      <td>2.895766e-10</td>\n",
       "      <td>2.685446e-09</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107682079</td>\n",
       "      <td>107683813</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107685805-107686279</th>\n",
       "      <td>38.634046</td>\n",
       "      <td>-1.312063</td>\n",
       "      <td>0.285937</td>\n",
       "      <td>-4.588649</td>\n",
       "      <td>4.461241e-06</td>\n",
       "      <td>1.954310e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107685805</td>\n",
       "      <td>107686279</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107748126-107748755</th>\n",
       "      <td>33.883503</td>\n",
       "      <td>-1.245148</td>\n",
       "      <td>0.279709</td>\n",
       "      <td>-4.451577</td>\n",
       "      <td>8.524205e-06</td>\n",
       "      <td>3.508606e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107748126</td>\n",
       "      <td>107748755</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-107766967-107767578</th>\n",
       "      <td>15.686053</td>\n",
       "      <td>1.789934</td>\n",
       "      <td>0.382277</td>\n",
       "      <td>4.682299</td>\n",
       "      <td>2.836757e-06</td>\n",
       "      <td>1.295000e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107766967</td>\n",
       "      <td>107767578</td>\n",
       "      <td>chr1</td>\n",
       "      <td>107571159</td>\n",
       "      <td>107965144</td>\n",
       "      <td>VAV3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-108503050-108503728</th>\n",
       "      <td>104.795620</td>\n",
       "      <td>-0.951081</td>\n",
       "      <td>0.174632</td>\n",
       "      <td>-5.446207</td>\n",
       "      <td>5.145519e-08</td>\n",
       "      <td>3.269520e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>108503050</td>\n",
       "      <td>108503728</td>\n",
       "      <td>chr1</td>\n",
       "      <td>108502357</td>\n",
       "      <td>108503455</td>\n",
       "      <td>ST13P21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-108689793-108690287</th>\n",
       "      <td>31.584246</td>\n",
       "      <td>-1.704361</td>\n",
       "      <td>0.315630</td>\n",
       "      <td>-5.399868</td>\n",
       "      <td>6.669003e-08</td>\n",
       "      <td>4.160196e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>108689793</td>\n",
       "      <td>108690287</td>\n",
       "      <td>chr1</td>\n",
       "      <td>108692322</td>\n",
       "      <td>108701803</td>\n",
       "      <td>PRPF38B &lt;5k</td>\n",
       "      <td>2036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109792056-109792686</th>\n",
       "      <td>97.649884</td>\n",
       "      <td>-0.855831</td>\n",
       "      <td>0.175427</td>\n",
       "      <td>-4.878545</td>\n",
       "      <td>1.068711e-06</td>\n",
       "      <td>5.343557e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109792056</td>\n",
       "      <td>109792686</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109712254</td>\n",
       "      <td>109775428</td>\n",
       "      <td>GSTM5 &gt;10k</td>\n",
       "      <td>-16629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109873293-109873793</th>\n",
       "      <td>44.410225</td>\n",
       "      <td>1.381789</td>\n",
       "      <td>0.247552</td>\n",
       "      <td>5.581815</td>\n",
       "      <td>2.380213e-08</td>\n",
       "      <td>1.605783e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109873293</td>\n",
       "      <td>109873793</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109828354</td>\n",
       "      <td>109871436</td>\n",
       "      <td>RP4-735C1.6 &lt;5k</td>\n",
       "      <td>-1858</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109878432-109879000</th>\n",
       "      <td>171.537642</td>\n",
       "      <td>0.620363</td>\n",
       "      <td>0.127828</td>\n",
       "      <td>4.853099</td>\n",
       "      <td>1.215471e-06</td>\n",
       "      <td>6.020278e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109878432</td>\n",
       "      <td>109879000</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109884175</td>\n",
       "      <td>109886264</td>\n",
       "      <td>RP11-195M16.1 &lt;10k</td>\n",
       "      <td>5176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109948005-109948852</th>\n",
       "      <td>160.098444</td>\n",
       "      <td>1.190610</td>\n",
       "      <td>0.146517</td>\n",
       "      <td>8.126112</td>\n",
       "      <td>4.432786e-16</td>\n",
       "      <td>8.658567e-15</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109948005</td>\n",
       "      <td>109948852</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109910241</td>\n",
       "      <td>109930992</td>\n",
       "      <td>CSF1 &gt;10k</td>\n",
       "      <td>-17014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109948911-109949459</th>\n",
       "      <td>21.740351</td>\n",
       "      <td>1.895465</td>\n",
       "      <td>0.354569</td>\n",
       "      <td>5.345831</td>\n",
       "      <td>9.000301e-08</td>\n",
       "      <td>5.486113e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109948911</td>\n",
       "      <td>109949459</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109910241</td>\n",
       "      <td>109930992</td>\n",
       "      <td>CSF1 &gt;10k</td>\n",
       "      <td>-17920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-109959880-109961120</th>\n",
       "      <td>149.238196</td>\n",
       "      <td>1.531637</td>\n",
       "      <td>0.150023</td>\n",
       "      <td>10.209376</td>\n",
       "      <td>1.800194e-24</td>\n",
       "      <td>8.287041e-23</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109959880</td>\n",
       "      <td>109961120</td>\n",
       "      <td>chr1</td>\n",
       "      <td>109984685</td>\n",
       "      <td>110023741</td>\n",
       "      <td>AHCYL1 &gt;10k</td>\n",
       "      <td>23566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-112637046-112637922</th>\n",
       "      <td>53.421373</td>\n",
       "      <td>2.375376</td>\n",
       "      <td>0.257103</td>\n",
       "      <td>9.239019</td>\n",
       "      <td>2.487685e-20</td>\n",
       "      <td>7.868480e-19</td>\n",
       "      <td>chr1</td>\n",
       "      <td>112637046</td>\n",
       "      <td>112637922</td>\n",
       "      <td>chr1</td>\n",
       "      <td>112619172</td>\n",
       "      <td>112671619</td>\n",
       "      <td>CAPZA1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-112817741-112818438</th>\n",
       "      <td>39.134647</td>\n",
       "      <td>1.526196</td>\n",
       "      <td>0.266479</td>\n",
       "      <td>5.727262</td>\n",
       "      <td>1.020645e-08</td>\n",
       "      <td>7.297624e-08</td>\n",
       "      <td>chr1</td>\n",
       "      <td>112817741</td>\n",
       "      <td>112818438</td>\n",
       "      <td>chr1</td>\n",
       "      <td>112820169</td>\n",
       "      <td>112850643</td>\n",
       "      <td>LINC01356 &lt;5k</td>\n",
       "      <td>1732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-112819021-112819473</th>\n",
       "      <td>34.933152</td>\n",
       "      <td>3.443932</td>\n",
       "      <td>0.369212</td>\n",
       "      <td>9.327777</td>\n",
       "      <td>1.081147e-20</td>\n",
       "      <td>3.544409e-19</td>\n",
       "      <td>chr1</td>\n",
       "      <td>112819021</td>\n",
       "      <td>112819473</td>\n",
       "      <td>chr1</td>\n",
       "      <td>112820169</td>\n",
       "      <td>112850643</td>\n",
       "      <td>LINC01356 &lt;1k</td>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69080764-69081624</th>\n",
       "      <td>67.072390</td>\n",
       "      <td>-1.621008</td>\n",
       "      <td>0.205934</td>\n",
       "      <td>-7.871504</td>\n",
       "      <td>3.504022e-15</td>\n",
       "      <td>6.050360e-14</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69080764</td>\n",
       "      <td>69081624</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>79227</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69081755-69082718</th>\n",
       "      <td>123.449625</td>\n",
       "      <td>-1.262704</td>\n",
       "      <td>0.163197</td>\n",
       "      <td>-7.737292</td>\n",
       "      <td>1.015564e-14</td>\n",
       "      <td>1.664701e-13</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69081755</td>\n",
       "      <td>69082718</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>78133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69082840-69083186</th>\n",
       "      <td>14.753136</td>\n",
       "      <td>-1.630970</td>\n",
       "      <td>0.404587</td>\n",
       "      <td>-4.031195</td>\n",
       "      <td>5.549393e-05</td>\n",
       "      <td>1.915131e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69082840</td>\n",
       "      <td>69083186</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>77665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69088028-69088558</th>\n",
       "      <td>17.942190</td>\n",
       "      <td>-2.153529</td>\n",
       "      <td>0.395242</td>\n",
       "      <td>-5.448631</td>\n",
       "      <td>5.075914e-08</td>\n",
       "      <td>3.229522e-07</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69088028</td>\n",
       "      <td>69088558</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>72293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69091738-69092243</th>\n",
       "      <td>20.434030</td>\n",
       "      <td>-2.614200</td>\n",
       "      <td>0.369887</td>\n",
       "      <td>-7.067555</td>\n",
       "      <td>1.576872e-12</td>\n",
       "      <td>2.010243e-11</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69091738</td>\n",
       "      <td>69092243</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>68608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-69107295-69107704</th>\n",
       "      <td>17.380644</td>\n",
       "      <td>-1.923221</td>\n",
       "      <td>0.395110</td>\n",
       "      <td>-4.867562</td>\n",
       "      <td>1.129834e-06</td>\n",
       "      <td>5.621365e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69107295</td>\n",
       "      <td>69107704</td>\n",
       "      <td>chrX</td>\n",
       "      <td>69160850</td>\n",
       "      <td>69165793</td>\n",
       "      <td>PJA1 &gt;10k</td>\n",
       "      <td>53147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-7159002-7159414</th>\n",
       "      <td>16.240154</td>\n",
       "      <td>1.826489</td>\n",
       "      <td>0.376406</td>\n",
       "      <td>4.852447</td>\n",
       "      <td>1.219472e-06</td>\n",
       "      <td>6.037633e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>7159002</td>\n",
       "      <td>7159414</td>\n",
       "      <td>chrX</td>\n",
       "      <td>7048919</td>\n",
       "      <td>7148190</td>\n",
       "      <td>HDHD1 &gt;10k</td>\n",
       "      <td>-10813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-7188421-7189016</th>\n",
       "      <td>25.842101</td>\n",
       "      <td>1.947777</td>\n",
       "      <td>0.318133</td>\n",
       "      <td>6.122515</td>\n",
       "      <td>9.210973e-10</td>\n",
       "      <td>7.846144e-09</td>\n",
       "      <td>chrX</td>\n",
       "      <td>7188421</td>\n",
       "      <td>7189016</td>\n",
       "      <td>chrX</td>\n",
       "      <td>7219455</td>\n",
       "      <td>7354810</td>\n",
       "      <td>STS &gt;10k</td>\n",
       "      <td>30440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-76147705-76147991</th>\n",
       "      <td>12.111303</td>\n",
       "      <td>-2.217830</td>\n",
       "      <td>0.434617</td>\n",
       "      <td>-5.102956</td>\n",
       "      <td>3.343887e-07</td>\n",
       "      <td>1.841605e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>76147705</td>\n",
       "      <td>76147991</td>\n",
       "      <td>chrX</td>\n",
       "      <td>76172935</td>\n",
       "      <td>76178204</td>\n",
       "      <td>PBDC1 &gt;10k</td>\n",
       "      <td>24945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-78513866-78515242</th>\n",
       "      <td>161.717724</td>\n",
       "      <td>-0.859650</td>\n",
       "      <td>0.136930</td>\n",
       "      <td>-6.278014</td>\n",
       "      <td>3.429247e-10</td>\n",
       "      <td>3.139378e-09</td>\n",
       "      <td>chrX</td>\n",
       "      <td>78513866</td>\n",
       "      <td>78515242</td>\n",
       "      <td>chrX</td>\n",
       "      <td>78519592</td>\n",
       "      <td>78520186</td>\n",
       "      <td>HMGN1P34 &lt;5k</td>\n",
       "      <td>4351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-79367362-79368356</th>\n",
       "      <td>84.826149</td>\n",
       "      <td>0.939466</td>\n",
       "      <td>0.183981</td>\n",
       "      <td>5.106318</td>\n",
       "      <td>3.284966e-07</td>\n",
       "      <td>1.813684e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79367362</td>\n",
       "      <td>79368356</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79360383</td>\n",
       "      <td>79367667</td>\n",
       "      <td>ITM2A</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-79452678-79453246</th>\n",
       "      <td>24.301329</td>\n",
       "      <td>-2.301528</td>\n",
       "      <td>0.336181</td>\n",
       "      <td>-6.846090</td>\n",
       "      <td>7.589554e-12</td>\n",
       "      <td>8.920667e-11</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79452678</td>\n",
       "      <td>79453246</td>\n",
       "      <td>chrX</td>\n",
       "      <td>79369363</td>\n",
       "      <td>79370165</td>\n",
       "      <td>RP1-164L12.1 &gt;10k</td>\n",
       "      <td>-82514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-84734971-84735388</th>\n",
       "      <td>14.210441</td>\n",
       "      <td>1.446965</td>\n",
       "      <td>0.399207</td>\n",
       "      <td>3.624598</td>\n",
       "      <td>2.894117e-04</td>\n",
       "      <td>8.413573e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84734971</td>\n",
       "      <td>84735388</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84755135</td>\n",
       "      <td>84756003</td>\n",
       "      <td>SETP4 &gt;10k</td>\n",
       "      <td>19748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-84738388-84738922</th>\n",
       "      <td>15.979173</td>\n",
       "      <td>1.966657</td>\n",
       "      <td>0.410988</td>\n",
       "      <td>4.785195</td>\n",
       "      <td>1.708216e-06</td>\n",
       "      <td>8.175443e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84738388</td>\n",
       "      <td>84738922</td>\n",
       "      <td>chrX</td>\n",
       "      <td>84755135</td>\n",
       "      <td>84756003</td>\n",
       "      <td>SETP4 &gt;10k</td>\n",
       "      <td>16214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-86011731-86013033</th>\n",
       "      <td>267.440495</td>\n",
       "      <td>-0.471728</td>\n",
       "      <td>0.114923</td>\n",
       "      <td>-4.104720</td>\n",
       "      <td>4.048053e-05</td>\n",
       "      <td>1.442929e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>86011731</td>\n",
       "      <td>86013033</td>\n",
       "      <td>chrX</td>\n",
       "      <td>85861179</td>\n",
       "      <td>86047562</td>\n",
       "      <td>CHM</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-86017883-86018284</th>\n",
       "      <td>24.006716</td>\n",
       "      <td>1.320059</td>\n",
       "      <td>0.314875</td>\n",
       "      <td>4.192322</td>\n",
       "      <td>2.761132e-05</td>\n",
       "      <td>1.019715e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>86017883</td>\n",
       "      <td>86018284</td>\n",
       "      <td>chrX</td>\n",
       "      <td>85861179</td>\n",
       "      <td>86047562</td>\n",
       "      <td>CHM</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-87636348-87637167</th>\n",
       "      <td>106.400197</td>\n",
       "      <td>-1.089591</td>\n",
       "      <td>0.163544</td>\n",
       "      <td>-6.662369</td>\n",
       "      <td>2.694483e-11</td>\n",
       "      <td>2.922135e-10</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87636348</td>\n",
       "      <td>87637167</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87517748</td>\n",
       "      <td>87670050</td>\n",
       "      <td>KLHL4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-87641348-87642099</th>\n",
       "      <td>41.453902</td>\n",
       "      <td>-1.250344</td>\n",
       "      <td>0.265591</td>\n",
       "      <td>-4.707787</td>\n",
       "      <td>2.504201e-06</td>\n",
       "      <td>1.154540e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87641348</td>\n",
       "      <td>87642099</td>\n",
       "      <td>chrX</td>\n",
       "      <td>87517748</td>\n",
       "      <td>87670050</td>\n",
       "      <td>KLHL4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-88955779-88956610</th>\n",
       "      <td>22.092582</td>\n",
       "      <td>1.480964</td>\n",
       "      <td>0.331131</td>\n",
       "      <td>4.472445</td>\n",
       "      <td>7.733029e-06</td>\n",
       "      <td>3.217343e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>88955779</td>\n",
       "      <td>88956610</td>\n",
       "      <td>chrX</td>\n",
       "      <td>88982214</td>\n",
       "      <td>88982353</td>\n",
       "      <td>RP13-324D24.1 &gt;10k</td>\n",
       "      <td>25605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-90124972-90125428</th>\n",
       "      <td>11.210961</td>\n",
       "      <td>-1.910109</td>\n",
       "      <td>0.443804</td>\n",
       "      <td>-4.303946</td>\n",
       "      <td>1.677827e-05</td>\n",
       "      <td>6.456866e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>90124972</td>\n",
       "      <td>90125428</td>\n",
       "      <td>chrX</td>\n",
       "      <td>90112649</td>\n",
       "      <td>90113706</td>\n",
       "      <td>USP12PX &gt;10k</td>\n",
       "      <td>-11267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-9573247-9573800</th>\n",
       "      <td>49.846630</td>\n",
       "      <td>0.871126</td>\n",
       "      <td>0.216667</td>\n",
       "      <td>4.020582</td>\n",
       "      <td>5.805458e-05</td>\n",
       "      <td>1.993495e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9573247</td>\n",
       "      <td>9573800</td>\n",
       "      <td>chrX</td>\n",
       "      <td>9463294</td>\n",
       "      <td>9719743</td>\n",
       "      <td>TBL1X</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-96981876-96983844</th>\n",
       "      <td>249.861266</td>\n",
       "      <td>1.163316</td>\n",
       "      <td>0.118731</td>\n",
       "      <td>9.797871</td>\n",
       "      <td>1.149840e-22</td>\n",
       "      <td>4.484745e-21</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96981876</td>\n",
       "      <td>96983844</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-96984197-96985349</th>\n",
       "      <td>57.319862</td>\n",
       "      <td>1.611672</td>\n",
       "      <td>0.236862</td>\n",
       "      <td>6.804279</td>\n",
       "      <td>1.015568e-11</td>\n",
       "      <td>1.168770e-10</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96984197</td>\n",
       "      <td>96985349</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-96996895-96997636</th>\n",
       "      <td>23.212796</td>\n",
       "      <td>1.843823</td>\n",
       "      <td>0.325870</td>\n",
       "      <td>5.658146</td>\n",
       "      <td>1.530168e-08</td>\n",
       "      <td>1.063055e-07</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96996895</td>\n",
       "      <td>96997636</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97159880-97160822</th>\n",
       "      <td>59.391099</td>\n",
       "      <td>-0.753127</td>\n",
       "      <td>0.207079</td>\n",
       "      <td>-3.636903</td>\n",
       "      <td>2.759358e-04</td>\n",
       "      <td>8.058509e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97159880</td>\n",
       "      <td>97160822</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97267188-97268356</th>\n",
       "      <td>171.433881</td>\n",
       "      <td>-1.635712</td>\n",
       "      <td>0.145309</td>\n",
       "      <td>-11.256759</td>\n",
       "      <td>2.145022e-29</td>\n",
       "      <td>1.606118e-27</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97267188</td>\n",
       "      <td>97268356</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97279864-97280421</th>\n",
       "      <td>59.009383</td>\n",
       "      <td>1.142678</td>\n",
       "      <td>0.224458</td>\n",
       "      <td>5.090842</td>\n",
       "      <td>3.564768e-07</td>\n",
       "      <td>1.953055e-06</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97279864</td>\n",
       "      <td>97280421</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97284417-97285457</th>\n",
       "      <td>327.117989</td>\n",
       "      <td>-0.452733</td>\n",
       "      <td>0.118356</td>\n",
       "      <td>-3.825163</td>\n",
       "      <td>1.306855e-04</td>\n",
       "      <td>4.138942e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97284417</td>\n",
       "      <td>97285457</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97296008-97296541</th>\n",
       "      <td>34.172645</td>\n",
       "      <td>-1.326302</td>\n",
       "      <td>0.283261</td>\n",
       "      <td>-4.682270</td>\n",
       "      <td>2.837150e-06</td>\n",
       "      <td>1.295000e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97296008</td>\n",
       "      <td>97296541</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-97314449-97314960</th>\n",
       "      <td>22.670804</td>\n",
       "      <td>1.201791</td>\n",
       "      <td>0.318202</td>\n",
       "      <td>3.776818</td>\n",
       "      <td>1.588447e-04</td>\n",
       "      <td>4.917301e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>97314449</td>\n",
       "      <td>97314960</td>\n",
       "      <td>chrX</td>\n",
       "      <td>96684662</td>\n",
       "      <td>97604997</td>\n",
       "      <td>DIAPH2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9226 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            baseMean  log2FoldChange     lfcSE       stat  \\\n",
       "chr1-1019573-1020104       42.744134       -1.517894  0.282937  -5.364783   \n",
       "chr1-104671541-104672109   33.922586        1.695941  0.282522   6.002866   \n",
       "chr1-104715316-104715675   12.876923       -1.605176  0.408838  -3.926193   \n",
       "chr1-104764681-104766032  182.375383       -0.573626  0.141490  -4.054179   \n",
       "chr1-104798052-104798771   55.857350       -2.306728  0.251683  -9.165200   \n",
       "chr1-104871650-104872336   94.003467       -0.895708  0.180195  -4.970760   \n",
       "chr1-104994239-104994884   34.202163       -1.028124  0.276034  -3.724627   \n",
       "chr1-105101197-105103129  315.306038       -0.402511  0.108306  -3.716429   \n",
       "chr1-105133892-105134748   87.075623       -1.252590  0.190060  -6.590487   \n",
       "chr1-105194174-105195113   84.881709        1.267353  0.195741   6.474642   \n",
       "chr1-105351006-105352063   64.607915        1.378909  0.209124   6.593750   \n",
       "chr1-105632535-105633437   78.833848       -1.541990  0.195125  -7.902577   \n",
       "chr1-106621362-106622664  219.793158       -0.467278  0.113508  -4.116715   \n",
       "chr1-107657048-107657758   39.209876        1.613625  0.259345   6.221927   \n",
       "chr1-107665037-107665813   63.337420        0.962525  0.212895   4.521128   \n",
       "chr1-107682079-107683813  311.324934       -0.654081  0.103752  -6.304259   \n",
       "chr1-107685805-107686279   38.634046       -1.312063  0.285937  -4.588649   \n",
       "chr1-107748126-107748755   33.883503       -1.245148  0.279709  -4.451577   \n",
       "chr1-107766967-107767578   15.686053        1.789934  0.382277   4.682299   \n",
       "chr1-108503050-108503728  104.795620       -0.951081  0.174632  -5.446207   \n",
       "chr1-108689793-108690287   31.584246       -1.704361  0.315630  -5.399868   \n",
       "chr1-109792056-109792686   97.649884       -0.855831  0.175427  -4.878545   \n",
       "chr1-109873293-109873793   44.410225        1.381789  0.247552   5.581815   \n",
       "chr1-109878432-109879000  171.537642        0.620363  0.127828   4.853099   \n",
       "chr1-109948005-109948852  160.098444        1.190610  0.146517   8.126112   \n",
       "chr1-109948911-109949459   21.740351        1.895465  0.354569   5.345831   \n",
       "chr1-109959880-109961120  149.238196        1.531637  0.150023  10.209376   \n",
       "chr1-112637046-112637922   53.421373        2.375376  0.257103   9.239019   \n",
       "chr1-112817741-112818438   39.134647        1.526196  0.266479   5.727262   \n",
       "chr1-112819021-112819473   34.933152        3.443932  0.369212   9.327777   \n",
       "...                              ...             ...       ...        ...   \n",
       "chrX-69080764-69081624     67.072390       -1.621008  0.205934  -7.871504   \n",
       "chrX-69081755-69082718    123.449625       -1.262704  0.163197  -7.737292   \n",
       "chrX-69082840-69083186     14.753136       -1.630970  0.404587  -4.031195   \n",
       "chrX-69088028-69088558     17.942190       -2.153529  0.395242  -5.448631   \n",
       "chrX-69091738-69092243     20.434030       -2.614200  0.369887  -7.067555   \n",
       "chrX-69107295-69107704     17.380644       -1.923221  0.395110  -4.867562   \n",
       "chrX-7159002-7159414       16.240154        1.826489  0.376406   4.852447   \n",
       "chrX-7188421-7189016       25.842101        1.947777  0.318133   6.122515   \n",
       "chrX-76147705-76147991     12.111303       -2.217830  0.434617  -5.102956   \n",
       "chrX-78513866-78515242    161.717724       -0.859650  0.136930  -6.278014   \n",
       "chrX-79367362-79368356     84.826149        0.939466  0.183981   5.106318   \n",
       "chrX-79452678-79453246     24.301329       -2.301528  0.336181  -6.846090   \n",
       "chrX-84734971-84735388     14.210441        1.446965  0.399207   3.624598   \n",
       "chrX-84738388-84738922     15.979173        1.966657  0.410988   4.785195   \n",
       "chrX-86011731-86013033    267.440495       -0.471728  0.114923  -4.104720   \n",
       "chrX-86017883-86018284     24.006716        1.320059  0.314875   4.192322   \n",
       "chrX-87636348-87637167    106.400197       -1.089591  0.163544  -6.662369   \n",
       "chrX-87641348-87642099     41.453902       -1.250344  0.265591  -4.707787   \n",
       "chrX-88955779-88956610     22.092582        1.480964  0.331131   4.472445   \n",
       "chrX-90124972-90125428     11.210961       -1.910109  0.443804  -4.303946   \n",
       "chrX-9573247-9573800       49.846630        0.871126  0.216667   4.020582   \n",
       "chrX-96981876-96983844    249.861266        1.163316  0.118731   9.797871   \n",
       "chrX-96984197-96985349     57.319862        1.611672  0.236862   6.804279   \n",
       "chrX-96996895-96997636     23.212796        1.843823  0.325870   5.658146   \n",
       "chrX-97159880-97160822     59.391099       -0.753127  0.207079  -3.636903   \n",
       "chrX-97267188-97268356    171.433881       -1.635712  0.145309 -11.256759   \n",
       "chrX-97279864-97280421     59.009383        1.142678  0.224458   5.090842   \n",
       "chrX-97284417-97285457    327.117989       -0.452733  0.118356  -3.825163   \n",
       "chrX-97296008-97296541     34.172645       -1.326302  0.283261  -4.682270   \n",
       "chrX-97314449-97314960     22.670804        1.201791  0.318202   3.776818   \n",
       "\n",
       "                                pvalue          padj chrom_peak  start_peak  \\\n",
       "chr1-1019573-1020104      8.104645e-08  4.994124e-07       chr1     1019573   \n",
       "chr1-104671541-104672109  1.938642e-09  1.577707e-08       chr1   104671541   \n",
       "chr1-104715316-104715675  8.630094e-05  2.843875e-04       chr1   104715316   \n",
       "chr1-104764681-104766032  5.031070e-05  1.758193e-04       chr1   104764681   \n",
       "chr1-104798052-104798771  4.945536e-20  1.511067e-18       chr1   104798052   \n",
       "chr1-104871650-104872336  6.669090e-07  3.486148e-06       chr1   104871650   \n",
       "chr1-104994239-104994884  1.956043e-04  5.925775e-04       chr1   104994239   \n",
       "chr1-105101197-105103129  2.020587e-04  6.099220e-04       chr1   105101197   \n",
       "chr1-105133892-105134748  4.383872e-11  4.604014e-10       chr1   105133892   \n",
       "chr1-105194174-105195113  9.503687e-11  9.507606e-10       chr1   105194174   \n",
       "chr1-105351006-105352063  4.288528e-11  4.513652e-10       chr1   105351006   \n",
       "chr1-105632535-105633437  2.731953e-15  4.795744e-14       chr1   105632535   \n",
       "chr1-106621362-106622664  3.843113e-05  1.376959e-04       chr1   106621362   \n",
       "chr1-107657048-107657758  4.910845e-10  4.381651e-09       chr1   107657048   \n",
       "chr1-107665037-107665813  6.151089e-06  2.615695e-05       chr1   107665037   \n",
       "chr1-107682079-107683813  2.895766e-10  2.685446e-09       chr1   107682079   \n",
       "chr1-107685805-107686279  4.461241e-06  1.954310e-05       chr1   107685805   \n",
       "chr1-107748126-107748755  8.524205e-06  3.508606e-05       chr1   107748126   \n",
       "chr1-107766967-107767578  2.836757e-06  1.295000e-05       chr1   107766967   \n",
       "chr1-108503050-108503728  5.145519e-08  3.269520e-07       chr1   108503050   \n",
       "chr1-108689793-108690287  6.669003e-08  4.160196e-07       chr1   108689793   \n",
       "chr1-109792056-109792686  1.068711e-06  5.343557e-06       chr1   109792056   \n",
       "chr1-109873293-109873793  2.380213e-08  1.605783e-07       chr1   109873293   \n",
       "chr1-109878432-109879000  1.215471e-06  6.020278e-06       chr1   109878432   \n",
       "chr1-109948005-109948852  4.432786e-16  8.658567e-15       chr1   109948005   \n",
       "chr1-109948911-109949459  9.000301e-08  5.486113e-07       chr1   109948911   \n",
       "chr1-109959880-109961120  1.800194e-24  8.287041e-23       chr1   109959880   \n",
       "chr1-112637046-112637922  2.487685e-20  7.868480e-19       chr1   112637046   \n",
       "chr1-112817741-112818438  1.020645e-08  7.297624e-08       chr1   112817741   \n",
       "chr1-112819021-112819473  1.081147e-20  3.544409e-19       chr1   112819021   \n",
       "...                                ...           ...        ...         ...   \n",
       "chrX-69080764-69081624    3.504022e-15  6.050360e-14       chrX    69080764   \n",
       "chrX-69081755-69082718    1.015564e-14  1.664701e-13       chrX    69081755   \n",
       "chrX-69082840-69083186    5.549393e-05  1.915131e-04       chrX    69082840   \n",
       "chrX-69088028-69088558    5.075914e-08  3.229522e-07       chrX    69088028   \n",
       "chrX-69091738-69092243    1.576872e-12  2.010243e-11       chrX    69091738   \n",
       "chrX-69107295-69107704    1.129834e-06  5.621365e-06       chrX    69107295   \n",
       "chrX-7159002-7159414      1.219472e-06  6.037633e-06       chrX     7159002   \n",
       "chrX-7188421-7189016      9.210973e-10  7.846144e-09       chrX     7188421   \n",
       "chrX-76147705-76147991    3.343887e-07  1.841605e-06       chrX    76147705   \n",
       "chrX-78513866-78515242    3.429247e-10  3.139378e-09       chrX    78513866   \n",
       "chrX-79367362-79368356    3.284966e-07  1.813684e-06       chrX    79367362   \n",
       "chrX-79452678-79453246    7.589554e-12  8.920667e-11       chrX    79452678   \n",
       "chrX-84734971-84735388    2.894117e-04  8.413573e-04       chrX    84734971   \n",
       "chrX-84738388-84738922    1.708216e-06  8.175443e-06       chrX    84738388   \n",
       "chrX-86011731-86013033    4.048053e-05  1.442929e-04       chrX    86011731   \n",
       "chrX-86017883-86018284    2.761132e-05  1.019715e-04       chrX    86017883   \n",
       "chrX-87636348-87637167    2.694483e-11  2.922135e-10       chrX    87636348   \n",
       "chrX-87641348-87642099    2.504201e-06  1.154540e-05       chrX    87641348   \n",
       "chrX-88955779-88956610    7.733029e-06  3.217343e-05       chrX    88955779   \n",
       "chrX-90124972-90125428    1.677827e-05  6.456866e-05       chrX    90124972   \n",
       "chrX-9573247-9573800      5.805458e-05  1.993495e-04       chrX     9573247   \n",
       "chrX-96981876-96983844    1.149840e-22  4.484745e-21       chrX    96981876   \n",
       "chrX-96984197-96985349    1.015568e-11  1.168770e-10       chrX    96984197   \n",
       "chrX-96996895-96997636    1.530168e-08  1.063055e-07       chrX    96996895   \n",
       "chrX-97159880-97160822    2.759358e-04  8.058509e-04       chrX    97159880   \n",
       "chrX-97267188-97268356    2.145022e-29  1.606118e-27       chrX    97267188   \n",
       "chrX-97279864-97280421    3.564768e-07  1.953055e-06       chrX    97279864   \n",
       "chrX-97284417-97285457    1.306855e-04  4.138942e-04       chrX    97284417   \n",
       "chrX-97296008-97296541    2.837150e-06  1.295000e-05       chrX    97296008   \n",
       "chrX-97314449-97314960    1.588447e-04  4.917301e-04       chrX    97314449   \n",
       "\n",
       "                           end_peak chrom_gene  start_gene   end_gene  \\\n",
       "chr1-1019573-1020104        1020104       chr1     1020122    1056118   \n",
       "chr1-104671541-104672109  104672109       chr1   104153305  104153830   \n",
       "chr1-104715316-104715675  104715675       chr1   104153305  104153830   \n",
       "chr1-104764681-104766032  104766032       chr1   104153305  104153830   \n",
       "chr1-104798052-104798771  104798771       chr1   105433993  105434821   \n",
       "chr1-104871650-104872336  104872336       chr1   105433993  105434821   \n",
       "chr1-104994239-104994884  104994884       chr1   105433993  105434821   \n",
       "chr1-105101197-105103129  105103129       chr1   105433993  105434821   \n",
       "chr1-105133892-105134748  105134748       chr1   105433993  105434821   \n",
       "chr1-105194174-105195113  105195113       chr1   105433993  105434821   \n",
       "chr1-105351006-105352063  105352063       chr1   105433993  105434821   \n",
       "chr1-105632535-105633437  105633437       chr1   105587574  105618958   \n",
       "chr1-106621362-106622664  106622664       chr1   106544341  106544744   \n",
       "chr1-107657048-107657758  107657758       chr1   107571159  107965144   \n",
       "chr1-107665037-107665813  107665813       chr1   107571159  107965144   \n",
       "chr1-107682079-107683813  107683813       chr1   107571159  107965144   \n",
       "chr1-107685805-107686279  107686279       chr1   107571159  107965144   \n",
       "chr1-107748126-107748755  107748755       chr1   107571159  107965144   \n",
       "chr1-107766967-107767578  107767578       chr1   107571159  107965144   \n",
       "chr1-108503050-108503728  108503728       chr1   108502357  108503455   \n",
       "chr1-108689793-108690287  108690287       chr1   108692322  108701803   \n",
       "chr1-109792056-109792686  109792686       chr1   109712254  109775428   \n",
       "chr1-109873293-109873793  109873793       chr1   109828354  109871436   \n",
       "chr1-109878432-109879000  109879000       chr1   109884175  109886264   \n",
       "chr1-109948005-109948852  109948852       chr1   109910241  109930992   \n",
       "chr1-109948911-109949459  109949459       chr1   109910241  109930992   \n",
       "chr1-109959880-109961120  109961120       chr1   109984685  110023741   \n",
       "chr1-112637046-112637922  112637922       chr1   112619172  112671619   \n",
       "chr1-112817741-112818438  112818438       chr1   112820169  112850643   \n",
       "chr1-112819021-112819473  112819473       chr1   112820169  112850643   \n",
       "...                             ...        ...         ...        ...   \n",
       "chrX-69080764-69081624     69081624       chrX    69160850   69165793   \n",
       "chrX-69081755-69082718     69082718       chrX    69160850   69165793   \n",
       "chrX-69082840-69083186     69083186       chrX    69160850   69165793   \n",
       "chrX-69088028-69088558     69088558       chrX    69160850   69165793   \n",
       "chrX-69091738-69092243     69092243       chrX    69160850   69165793   \n",
       "chrX-69107295-69107704     69107704       chrX    69160850   69165793   \n",
       "chrX-7159002-7159414        7159414       chrX     7048919    7148190   \n",
       "chrX-7188421-7189016        7189016       chrX     7219455    7354810   \n",
       "chrX-76147705-76147991     76147991       chrX    76172935   76178204   \n",
       "chrX-78513866-78515242     78515242       chrX    78519592   78520186   \n",
       "chrX-79367362-79368356     79368356       chrX    79360383   79367667   \n",
       "chrX-79452678-79453246     79453246       chrX    79369363   79370165   \n",
       "chrX-84734971-84735388     84735388       chrX    84755135   84756003   \n",
       "chrX-84738388-84738922     84738922       chrX    84755135   84756003   \n",
       "chrX-86011731-86013033     86013033       chrX    85861179   86047562   \n",
       "chrX-86017883-86018284     86018284       chrX    85861179   86047562   \n",
       "chrX-87636348-87637167     87637167       chrX    87517748   87670050   \n",
       "chrX-87641348-87642099     87642099       chrX    87517748   87670050   \n",
       "chrX-88955779-88956610     88956610       chrX    88982214   88982353   \n",
       "chrX-90124972-90125428     90125428       chrX    90112649   90113706   \n",
       "chrX-9573247-9573800        9573800       chrX     9463294    9719743   \n",
       "chrX-96981876-96983844     96983844       chrX    96684662   97604997   \n",
       "chrX-96984197-96985349     96985349       chrX    96684662   97604997   \n",
       "chrX-96996895-96997636     96997636       chrX    96684662   97604997   \n",
       "chrX-97159880-97160822     97160822       chrX    96684662   97604997   \n",
       "chrX-97267188-97268356     97268356       chrX    96684662   97604997   \n",
       "chrX-97279864-97280421     97280421       chrX    96684662   97604997   \n",
       "chrX-97284417-97285457     97285457       chrX    96684662   97604997   \n",
       "chrX-97296008-97296541     97296541       chrX    96684662   97604997   \n",
       "chrX-97314449-97314960     97314960       chrX    96684662   97604997   \n",
       "\n",
       "                                   gene_name  distance  \n",
       "chr1-1019573-1020104                AGRN <1k        19  \n",
       "chr1-104671541-104672109         FTLP17 >10k   -517712  \n",
       "chr1-104715316-104715675         FTLP17 >10k   -561487  \n",
       "chr1-104764681-104766032         FTLP17 >10k   -610852  \n",
       "chr1-104798052-104798771   RP11-414B7.1 >10k    635223  \n",
       "chr1-104871650-104872336   RP11-414B7.1 >10k    561658  \n",
       "chr1-104994239-104994884   RP11-414B7.1 >10k    439110  \n",
       "chr1-105101197-105103129   RP11-414B7.1 >10k    330865  \n",
       "chr1-105133892-105134748   RP11-414B7.1 >10k    299246  \n",
       "chr1-105194174-105195113   RP11-414B7.1 >10k    238881  \n",
       "chr1-105351006-105352063   RP11-414B7.1 >10k     81931  \n",
       "chr1-105632535-105633437   RP11-251P6.1 >10k    -13578  \n",
       "chr1-106621362-106622664  RP11-478L17.1 >10k    -76619  \n",
       "chr1-107657048-107657758               VAV3          0  \n",
       "chr1-107665037-107665813               VAV3          0  \n",
       "chr1-107682079-107683813               VAV3          0  \n",
       "chr1-107685805-107686279               VAV3          0  \n",
       "chr1-107748126-107748755               VAV3          0  \n",
       "chr1-107766967-107767578               VAV3          0  \n",
       "chr1-108503050-108503728            ST13P21          0  \n",
       "chr1-108689793-108690287         PRPF38B <5k      2036  \n",
       "chr1-109792056-109792686          GSTM5 >10k    -16629  \n",
       "chr1-109873293-109873793     RP4-735C1.6 <5k     -1858  \n",
       "chr1-109878432-109879000  RP11-195M16.1 <10k      5176  \n",
       "chr1-109948005-109948852           CSF1 >10k    -17014  \n",
       "chr1-109948911-109949459           CSF1 >10k    -17920  \n",
       "chr1-109959880-109961120         AHCYL1 >10k     23566  \n",
       "chr1-112637046-112637922             CAPZA1          0  \n",
       "chr1-112817741-112818438       LINC01356 <5k      1732  \n",
       "chr1-112819021-112819473       LINC01356 <1k       697  \n",
       "...                                      ...       ...  \n",
       "chrX-69080764-69081624             PJA1 >10k     79227  \n",
       "chrX-69081755-69082718             PJA1 >10k     78133  \n",
       "chrX-69082840-69083186             PJA1 >10k     77665  \n",
       "chrX-69088028-69088558             PJA1 >10k     72293  \n",
       "chrX-69091738-69092243             PJA1 >10k     68608  \n",
       "chrX-69107295-69107704             PJA1 >10k     53147  \n",
       "chrX-7159002-7159414              HDHD1 >10k    -10813  \n",
       "chrX-7188421-7189016                STS >10k     30440  \n",
       "chrX-76147705-76147991            PBDC1 >10k     24945  \n",
       "chrX-78513866-78515242          HMGN1P34 <5k      4351  \n",
       "chrX-79367362-79368356                ITM2A          0  \n",
       "chrX-79452678-79453246     RP1-164L12.1 >10k    -82514  \n",
       "chrX-84734971-84735388            SETP4 >10k     19748  \n",
       "chrX-84738388-84738922            SETP4 >10k     16214  \n",
       "chrX-86011731-86013033                  CHM          0  \n",
       "chrX-86017883-86018284                  CHM          0  \n",
       "chrX-87636348-87637167                KLHL4          0  \n",
       "chrX-87641348-87642099                KLHL4          0  \n",
       "chrX-88955779-88956610    RP13-324D24.1 >10k     25605  \n",
       "chrX-90124972-90125428          USP12PX >10k    -11267  \n",
       "chrX-9573247-9573800                  TBL1X          0  \n",
       "chrX-96981876-96983844               DIAPH2          0  \n",
       "chrX-96984197-96985349               DIAPH2          0  \n",
       "chrX-96996895-96997636               DIAPH2          0  \n",
       "chrX-97159880-97160822               DIAPH2          0  \n",
       "chrX-97267188-97268356               DIAPH2          0  \n",
       "chrX-97279864-97280421               DIAPH2          0  \n",
       "chrX-97284417-97285457               DIAPH2          0  \n",
       "chrX-97296008-97296541               DIAPH2          0  \n",
       "chrX-97314449-97314960               DIAPH2          0  \n",
       "\n",
       "[9226 rows x 14 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib.transforms as mtransforms\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set_context(\"paper\")\n",
    "\n",
    "def abbreviate_distance(d):\n",
    "    if d == 0: return \"\"\n",
    "    if d < 1000: return \"<1k\"\n",
    "    if d < 5000: return \"<5k\"\n",
    "    if d < 10000: return \"<10k\"\n",
    "    if d >= 10000: return \">10k\" \n",
    "    \n",
    "\n",
    "\n",
    "# Config\n",
    "pval_thres = 0.001\n",
    "top_to_report = 50\n",
    "comparisons = [\n",
    "    \"THZ531_vs_DMSO\",\n",
    "    \"Gefit_vs_DMSO\",\n",
    "    \"Vorino_vs_DMSO\",\n",
    "    \"GT_vs_DMSO\",\n",
    "    \"GT_vs_THZ531\",\n",
    "    \"GT_vs_Gefit\",\n",
    "    \"THZ531_vs_Gefit\",\n",
    "]\n",
    "\n",
    "for comparison in comparisons:\n",
    "    df = pd.read_csv(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/%s.p300.deseq2_results.txt\" % comparison,\n",
    "                    sep=\"\\t\")\n",
    "    df_closets = pd.read_csv(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/%s.p300.deseq2_results.closest_gene.txt\" % comparison,\n",
    "                        sep='\\s+',\n",
    "                        names=['chrom_peak', 'start_peak', 'end_peak', 'chrom_gene', 'start_gene', 'end_gene', 'gene_name', 'distance'])\n",
    "    df_closets.index = df_closets.loc[:, ['chrom_peak', 'start_peak', 'end_peak']].apply(lambda x: \"-\".join([str(xx) for xx in x]), axis=1)\n",
    "    df.index = df.index.str.replace(\" \", \"\")\n",
    "    \n",
    "    # Add binned distance to gene name\n",
    "    df_closets.loc[:, 'gene_name'] = df_closets.loc[:, ['gene_name', 'distance']].apply(lambda x: \" \".join([x['gene_name'], \n",
    "                                                                                                            abbreviate_distance(abs(x['distance']))]), \n",
    "                                                                                        axis=1)\n",
    "    \n",
    "    df = df.join(df_closets)\n",
    "    \n",
    "    # Plot MA\n",
    "    fig = plt.figure(figsize=(8, 8))\n",
    "    ax = plt.subplot(1, 1, 1)\n",
    "    df_non_sig = df[df.padj>pval_thres]\n",
    "    ax.set_xscale('log')\n",
    "    ax.plot(df_non_sig['baseMean'].values, \n",
    "            df_non_sig['log2FoldChange'].values, \n",
    "            'ko', alpha=0.2, label='non-sig. DEGs')\n",
    "\n",
    "    ylims = [np.ceil(df['log2FoldChange'].min()-1), \n",
    "             np.floor(df['log2FoldChange'].max()+1)]\n",
    "    df_sig = df[df.padj<=pval_thres]\n",
    "#     ax.plot(df_sig['baseMean'].values, df_sig['log2FoldChange'].values, 'ro', alpha=0.2)\n",
    "\n",
    "    # Annotate significant peaks\n",
    "    df_annotate = df_sig\n",
    "    ax.plot(df_annotate['baseMean'].values, df_annotate['log2FoldChange'].values, 'ro', label='sig. DEGs')\n",
    "\n",
    "    for x, y, t in zip(df_annotate['baseMean'].values, df_annotate['log2FoldChange'].values, df_annotate['gene_name'].values) :\n",
    "        ax.annotate('{}'.format(t), xy=(x, y), xytext=(5, 0), ha='left',\n",
    "                    textcoords='offset points')\n",
    "\n",
    "    plt.ylim(ylims)\n",
    "    plt.xlabel(\"mean of normalized counts\")\n",
    "    plt.ylabel(\"log2 fold-change\")\n",
    "    plt.title(\"%s\\n%d peaks diff. expressed (padj<=%.3f) - top %d annotated\" % (comparison, \n",
    "                                                                                np.count_nonzero(df.padj<=pval_thres), \n",
    "                                                                                pval_thres, \n",
    "                                                                                top_to_report))\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    \n",
    "    # Save annotated MA plot\n",
    "    plt.savefig(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/degs%s.p300.with_genes.annotated_plot_MA.pdf\" % comparison)\n",
    "    \n",
    "    # Save annotated genes without pseudogenes\n",
    "    df_annotate.to_csv(\"/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/plots/degs%s.p300.with_genes.sig_DE_no_pseudogenes.txt\" % comparison,\n",
    "                      sep='\\t',\n",
    "                      index=False)\n",
    "    \n",
    "    # print table of values \n",
    "    print \"======\", comparison, \"======\"\n",
    "    display(df_annotate)\n",
    "    \n",
    "   \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "Find closest protein-coding gene to DE peak"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Submitted batch job 3207330\n"
     ]
    }
   ],
   "source": [
    "%%bash\n",
    "module load bedtools2\n",
    "cd /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/\n",
    "BEDFILES=($(/bin/ls -1 *.p300.deseq2_results.txt))\n",
    "sbatch -pnew,all \\\n",
    "    --array=0-$((${#BEDFILES[@]}-1)) \\\n",
    "    --output=/data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/logs/chipseq_p300_deseq2_closest_gene_%a.out \\\n",
    "    <<'EOF'\n",
    "#!/bin/bash\n",
    "BEDFILES=($(/bin/ls -1 *.p300.deseq2_results.txt))\n",
    "BEDFILE=${BEDFILES[${SLURM_ARRAY_TASK_ID}]}\n",
    "bedtools closest \\\n",
    "    -D a \\\n",
    "    -a <(tail -n+2 ${BEDFILE} \\\n",
    "        | cut -f1 \\\n",
    "        | awk -F\"-\" -vOFS=\"\\t\" '{print $1,$2, $3}' \\\n",
    "        | sort -k1,1 -k2,2n \\\n",
    "        | sed -E 's/[ \\t]+/\\t/g') \\\n",
    "    -b <(sort -k1,1 -k2,2n /data/reddylab/Reference_Data/Gencode/v22/gencode.v22.annotation.gene_name.bed | cut -f1-4) \\\n",
    "> ${BEDFILE/p300.deseq2_results.txt/p300.deseq2_results.closest_gene.txt}\n",
    "EOF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chr1\t69090\t70008\tOR4F5\t.\t+\tENSG00000186092.4\r\n",
      "chr1\t182392\t184158\tFO538757.3\t.\t+\tENSG00000279928.1\r\n",
      "chr1\t184922\t200322\tFO538757.2\t.\t-\tENSG00000279457.2\r\n",
      "chr1\t450739\t451678\tOR4F29\t.\t-\tENSG00000278566.1\r\n",
      "chr1\t685715\t686654\tOR4F16\t.\t-\tENSG00000273547.1\r\n",
      "chr1\t924879\t944581\tSAMD11\t.\t+\tENSG00000187634.9\r\n",
      "chr1\t944203\t959309\tNOC2L\t.\t-\tENSG00000188976.9\r\n",
      "chr1\t960586\t965715\tKLHL17\t.\t+\tENSG00000187961.12\r\n",
      "chr1\t966496\t975865\tPLEKHN1\t.\t+\tENSG00000187583.9\r\n",
      "chr1\t975203\t982093\tPERM1\t.\t-\tENSG00000187642.8\r\n",
      "tail: write error\r\n"
     ]
    }
   ],
   "source": [
    "!tail -n+2 /data/reddylab/Reference_Data/Gencode/v22/gencode.v22.annotation.protein_coding.ensembl_id.bed | head"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "notes"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "chr1\t916523\t916934\tchr1\t916864\t921016\tRP11-54O7.3\t0\r\n",
      "chr1\t920920\t921374\tchr1\t916864\t921016\tRP11-54O7.3\t0\r\n",
      "chr1\t923752\t924117\tchr1\t924879\t944581\tSAMD11\t763\r\n",
      "chr1\t935734\t936264\tchr1\t924879\t944581\tSAMD11\t0\r\n",
      "chr1\t938408\t938818\tchr1\t924879\t944581\tSAMD11\t0\r\n",
      "chr1\t939921\t940816\tchr1\t924879\t944581\tSAMD11\t0\r\n",
      "chr1\t941450\t942430\tchr1\t924879\t944581\tSAMD11\t0\r\n",
      "chr1\t944031\t944631\tchr1\t924879\t944581\tSAMD11\t0\r\n",
      "chr1\t944031\t944631\tchr1\t944203\t959309\tNOC2L\t0\r\n",
      "chr1\t999978\t1000479\tchr1\t998961\t1000172\tHES4\t0\r\n"
     ]
    }
   ],
   "source": [
    "!head /data/reddylab/Hazel/chipseq/chiprep/processing/chip_seq/analysis/results/chip_seq/data/THZ531_vs_DMSO.p300.deseq2_results.closest_gene.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true,
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====== Vorinostat_vs_DMSO ======\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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "      <th>chrom_peak</th>\n",
       "      <th>start_peak</th>\n",
       "      <th>end_peak</th>\n",
       "      <th>chrom_gene</th>\n",
       "      <th>start_gene</th>\n",
       "      <th>end_gene</th>\n",
       "      <th>gene_name</th>\n",
       "      <th>distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr10-61747250-61747740</th>\n",
       "      <td>28.984787</td>\n",
       "      <td>2.349714</td>\n",
       "      <td>0.391226</td>\n",
       "      <td>6.006028</td>\n",
       "      <td>1.901234e-09</td>\n",
       "      <td>0.000005</td>\n",
       "      <td>chr10</td>\n",
       "      <td>61747250</td>\n",
       "      <td>61747740</td>\n",
       "      <td>chr10</td>\n",
       "      <td>61662960</td>\n",
       "      <td>61766766</td>\n",
       "      <td>C10orf107</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr10-61898371-61899049</th>\n",
       "      <td>51.614749</td>\n",
       "      <td>1.869547</td>\n",
       "      <td>0.297456</td>\n",
       "      <td>6.285118</td>\n",
       "      <td>3.276043e-10</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>chr10</td>\n",
       "      <td>61898371</td>\n",
       "      <td>61899049</td>\n",
       "      <td>chr10</td>\n",
       "      <td>61901299</td>\n",
       "      <td>62096944</td>\n",
       "      <td>ARID5B &lt;5k</td>\n",
       "      <td>2251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr15-35427431-35427774</th>\n",
       "      <td>22.986699</td>\n",
       "      <td>2.256413</td>\n",
       "      <td>0.416006</td>\n",
       "      <td>5.423997</td>\n",
       "      <td>5.828101e-08</td>\n",
       "      <td>0.000067</td>\n",
       "      <td>chr15</td>\n",
       "      <td>35427431</td>\n",
       "      <td>35427774</td>\n",
       "      <td>chr15</td>\n",
       "      <td>35217344</td>\n",
       "      <td>35546193</td>\n",
       "      <td>DPH6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr15-71501770-71502487</th>\n",
       "      <td>45.615056</td>\n",
       "      <td>1.649628</td>\n",
       "      <td>0.343514</td>\n",
       "      <td>4.802214</td>\n",
       "      <td>1.569208e-06</td>\n",
       "      <td>0.000529</td>\n",
       "      <td>chr15</td>\n",
       "      <td>71501770</td>\n",
       "      <td>71502487</td>\n",
       "      <td>chr15</td>\n",
       "      <td>71096951</td>\n",
       "      <td>71783383</td>\n",
       "      <td>THSD4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr17-59803137-59803791</th>\n",
       "      <td>28.691769</td>\n",
       "      <td>1.881193</td>\n",
       "      <td>0.366250</td>\n",
       "      <td>5.136364</td>\n",
       "      <td>2.801049e-07</td>\n",
       "      <td>0.000189</td>\n",
       "      <td>chr17</td>\n",
       "      <td>59803137</td>\n",
       "      <td>59803791</td>\n",
       "      <td>chr17</td>\n",
       "      <td>59707191</td>\n",
       "      <td>59842255</td>\n",
       "      <td>VMP1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr17-59837523-59838048</th>\n",
       "      <td>29.197649</td>\n",
       "      <td>1.862794</td>\n",
       "      <td>0.379661</td>\n",
       "      <td>4.906469</td>\n",
       "      <td>9.273080e-07</td>\n",
       "      <td>0.000449</td>\n",
       "      <td>chr17</td>\n",
       "      <td>59837523</td>\n",
       "      <td>59838048</td>\n",
       "      <td>chr17</td>\n",
       "      <td>59707191</td>\n",
       "      <td>59842255</td>\n",
       "      <td>VMP1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr17-60573514-60573938</th>\n",
       "      <td>14.885178</td>\n",
       "      <td>2.305686</td>\n",
       "      <td>0.471352</td>\n",
       "      <td>4.891641</td>\n",
       "      <td>9.999851e-07</td>\n",
       "      <td>0.000449</td>\n",
       "      <td>chr17</td>\n",
       "      <td>60573514</td>\n",
       "      <td>60573938</td>\n",
       "      <td>chr17</td>\n",
       "      <td>60564546</td>\n",
       "      <td>60586623</td>\n",
       "      <td>RP11-15E18.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr2-38057998-38058491</th>\n",
       "      <td>20.289347</td>\n",
       "      <td>2.188373</td>\n",
       "      <td>0.416174</td>\n",
       "      <td>5.258308</td>\n",
       "      <td>1.453865e-07</td>\n",
       "      <td>0.000112</td>\n",
       "      <td>chr2</td>\n",
       "      <td>38057998</td>\n",
       "      <td>38058491</td>\n",
       "      <td>chr2</td>\n",
       "      <td>37923186</td>\n",
       "      <td>38067142</td>\n",
       "      <td>RMDN2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr2-38057998-38058491</th>\n",
       "      <td>20.289347</td>\n",
       "      <td>2.188373</td>\n",
       "      <td>0.416174</td>\n",
       "      <td>5.258308</td>\n",
       "      <td>1.453865e-07</td>\n",
       "      <td>0.000112</td>\n",
       "      <td>chr2</td>\n",
       "      <td>38057998</td>\n",
       "      <td>38058491</td>\n",
       "      <td>chr2</td>\n",
       "      <td>37949910</td>\n",
       "      <td>38067041</td>\n",
       "      <td>RMDN2-AS1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr21-16550939-16552051</th>\n",
       "      <td>69.653152</td>\n",
       "      <td>1.385053</td>\n",
       "      <td>0.280383</td>\n",
       "      <td>4.939859</td>\n",
       "      <td>7.817925e-07</td>\n",
       "      <td>0.000449</td>\n",
       "      <td>chr21</td>\n",
       "      <td>16550939</td>\n",
       "      <td>16552051</td>\n",
       "      <td>chr21</td>\n",
       "      <td>16070521</td>\n",
       "      <td>16627397</td>\n",
       "      <td>MIR99AHG</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr3-169381467-169382034</th>\n",
       "      <td>15.899516</td>\n",
       "      <td>2.506575</td>\n",
       "      <td>0.528499</td>\n",
       "      <td>4.742817</td>\n",
       "      <td>2.107668e-06</td>\n",
       "      <td>0.000631</td>\n",
       "      <td>chr3</td>\n",
       "      <td>169381467</td>\n",
       "      <td>169382034</td>\n",
       "      <td>chr3</td>\n",
       "      <td>169083498</td>\n",
       "      <td>169663618</td>\n",
       "      <td>MECOM</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr3-172749261-172749690</th>\n",
       "      <td>16.962740</td>\n",
       "      <td>2.161833</td>\n",
       "      <td>0.440705</td>\n",
       "      <td>4.905393</td>\n",
       "      <td>9.324052e-07</td>\n",
       "      <td>0.000449</td>\n",
       "      <td>chr3</td>\n",
       "      <td>172749261</td>\n",
       "      <td>172749690</td>\n",
       "      <td>chr3</td>\n",
       "      <td>172750681</td>\n",
       "      <td>172821474</td>\n",
       "      <td>ECT2 &lt;1k</td>\n",
       "      <td>992</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr5-39698904-39699735</th>\n",
       "      <td>83.341861</td>\n",
       "      <td>1.522123</td>\n",
       "      <td>0.273805</td>\n",
       "      <td>5.559157</td>\n",
       "      <td>2.710807e-08</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>chr5</td>\n",
       "      <td>39698904</td>\n",
       "      <td>39699735</td>\n",
       "      <td>chr5</td>\n",
       "      <td>39718983</td>\n",
       "      <td>39721513</td>\n",
       "      <td>INTS6P1 &gt;10k</td>\n",
       "      <td>19249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-133428057-133428679</th>\n",
       "      <td>26.866674</td>\n",
       "      <td>1.804239</td>\n",
       "      <td>0.372513</td>\n",
       "      <td>4.843430</td>\n",
       "      <td>1.276168e-06</td>\n",
       "      <td>0.000529</td>\n",
       "      <td>chr6</td>\n",
       "      <td>133428057</td>\n",
       "      <td>133428679</td>\n",
       "      <td>chr6</td>\n",
       "      <td>133240597</td>\n",
       "      <td>133532120</td>\n",
       "      <td>EYA4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-9503151-9503835</th>\n",
       "      <td>12.510648</td>\n",
       "      <td>2.452770</td>\n",
       "      <td>0.510207</td>\n",
       "      <td>4.807402</td>\n",
       "      <td>1.529042e-06</td>\n",
       "      <td>0.000529</td>\n",
       "      <td>chr6</td>\n",
       "      <td>9503151</td>\n",
       "      <td>9503835</td>\n",
       "      <td>chr6</td>\n",
       "      <td>9596109</td>\n",
       "      <td>10211608</td>\n",
       "      <td>OFCC1 &gt;10k</td>\n",
       "      <td>92275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-11742330-11743241</th>\n",
       "      <td>71.176579</td>\n",
       "      <td>1.600041</td>\n",
       "      <td>0.295661</td>\n",
       "      <td>5.411739</td>\n",
       "      <td>6.241571e-08</td>\n",
       "      <td>0.000067</td>\n",
       "      <td>chr7</td>\n",
       "      <td>11742330</td>\n",
       "      <td>11743241</td>\n",
       "      <td>chr7</td>\n",
       "      <td>11370356</td>\n",
       "      <td>11832198</td>\n",
       "      <td>THSD7A</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-117435445-117435860</th>\n",
       "      <td>12.722230</td>\n",
       "      <td>2.407187</td>\n",
       "      <td>0.500663</td>\n",
       "      <td>4.807998</td>\n",
       "      <td>1.524494e-06</td>\n",
       "      <td>0.000529</td>\n",
       "      <td>chr7</td>\n",
       "      <td>117435445</td>\n",
       "      <td>117435860</td>\n",
       "      <td>chr7</td>\n",
       "      <td>117439981</td>\n",
       "      <td>117440780</td>\n",
       "      <td>AC003045.1 &lt;5k</td>\n",
       "      <td>4122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-14108024-14108385</th>\n",
       "      <td>27.240080</td>\n",
       "      <td>1.783940</td>\n",
       "      <td>0.375285</td>\n",
       "      <td>4.753561</td>\n",
       "      <td>1.998649e-06</td>\n",
       "      <td>0.000631</td>\n",
       "      <td>chr9</td>\n",
       "      <td>14108024</td>\n",
       "      <td>14108385</td>\n",
       "      <td>chr9</td>\n",
       "      <td>14081842</td>\n",
       "      <td>14398983</td>\n",
       "      <td>NFIB</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-3922775-3923483</th>\n",
       "      <td>28.531999</td>\n",
       "      <td>2.033537</td>\n",
       "      <td>0.383275</td>\n",
       "      <td>5.305680</td>\n",
       "      <td>1.122534e-07</td>\n",
       "      <td>0.000101</td>\n",
       "      <td>chr9</td>\n",
       "      <td>3922775</td>\n",
       "      <td>3923483</td>\n",
       "      <td>chr9</td>\n",
       "      <td>3824126</td>\n",
       "      <td>4348392</td>\n",
       "      <td>GLIS3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           baseMean  log2FoldChange     lfcSE      stat  \\\n",
       "chr10-61747250-61747740   28.984787        2.349714  0.391226  6.006028   \n",
       "chr10-61898371-61899049   51.614749        1.869547  0.297456  6.285118   \n",
       "chr15-35427431-35427774   22.986699        2.256413  0.416006  5.423997   \n",
       "chr15-71501770-71502487   45.615056        1.649628  0.343514  4.802214   \n",
       "chr17-59803137-59803791   28.691769        1.881193  0.366250  5.136364   \n",
       "chr17-59837523-59838048   29.197649        1.862794  0.379661  4.906469   \n",
       "chr17-60573514-60573938   14.885178        2.305686  0.471352  4.891641   \n",
       "chr2-38057998-38058491    20.289347        2.188373  0.416174  5.258308   \n",
       "chr2-38057998-38058491    20.289347        2.188373  0.416174  5.258308   \n",
       "chr21-16550939-16552051   69.653152        1.385053  0.280383  4.939859   \n",
       "chr3-169381467-169382034  15.899516        2.506575  0.528499  4.742817   \n",
       "chr3-172749261-172749690  16.962740        2.161833  0.440705  4.905393   \n",
       "chr5-39698904-39699735    83.341861        1.522123  0.273805  5.559157   \n",
       "chr6-133428057-133428679  26.866674        1.804239  0.372513  4.843430   \n",
       "chr6-9503151-9503835      12.510648        2.452770  0.510207  4.807402   \n",
       "chr7-11742330-11743241    71.176579        1.600041  0.295661  5.411739   \n",
       "chr7-117435445-117435860  12.722230        2.407187  0.500663  4.807998   \n",
       "chr9-14108024-14108385    27.240080        1.783940  0.375285  4.753561   \n",
       "chr9-3922775-3923483      28.531999        2.033537  0.383275  5.305680   \n",
       "\n",
       "                                pvalue      padj chrom_peak  start_peak  \\\n",
       "chr10-61747250-61747740   1.901234e-09  0.000005      chr10    61747250   \n",
       "chr10-61898371-61899049   3.276043e-10  0.000002      chr10    61898371   \n",
       "chr15-35427431-35427774   5.828101e-08  0.000067      chr15    35427431   \n",
       "chr15-71501770-71502487   1.569208e-06  0.000529      chr15    71501770   \n",
       "chr17-59803137-59803791   2.801049e-07  0.000189      chr17    59803137   \n",
       "chr17-59837523-59838048   9.273080e-07  0.000449      chr17    59837523   \n",
       "chr17-60573514-60573938   9.999851e-07  0.000449      chr17    60573514   \n",
       "chr2-38057998-38058491    1.453865e-07  0.000112       chr2    38057998   \n",
       "chr2-38057998-38058491    1.453865e-07  0.000112       chr2    38057998   \n",
       "chr21-16550939-16552051   7.817925e-07  0.000449      chr21    16550939   \n",
       "chr3-169381467-169382034  2.107668e-06  0.000631       chr3   169381467   \n",
       "chr3-172749261-172749690  9.324052e-07  0.000449       chr3   172749261   \n",
       "chr5-39698904-39699735    2.710807e-08  0.000049       chr5    39698904   \n",
       "chr6-133428057-133428679  1.276168e-06  0.000529       chr6   133428057   \n",
       "chr6-9503151-9503835      1.529042e-06  0.000529       chr6     9503151   \n",
       "chr7-11742330-11743241    6.241571e-08  0.000067       chr7    11742330   \n",
       "chr7-117435445-117435860  1.524494e-06  0.000529       chr7   117435445   \n",
       "chr9-14108024-14108385    1.998649e-06  0.000631       chr9    14108024   \n",
       "chr9-3922775-3923483      1.122534e-07  0.000101       chr9     3922775   \n",
       "\n",
       "                           end_peak chrom_gene  start_gene   end_gene  \\\n",
       "chr10-61747250-61747740    61747740      chr10    61662960   61766766   \n",
       "chr10-61898371-61899049    61899049      chr10    61901299   62096944   \n",
       "chr15-35427431-35427774    35427774      chr15    35217344   35546193   \n",
       "chr15-71501770-71502487    71502487      chr15    71096951   71783383   \n",
       "chr17-59803137-59803791    59803791      chr17    59707191   59842255   \n",
       "chr17-59837523-59838048    59838048      chr17    59707191   59842255   \n",
       "chr17-60573514-60573938    60573938      chr17    60564546   60586623   \n",
       "chr2-38057998-38058491     38058491       chr2    37923186   38067142   \n",
       "chr2-38057998-38058491     38058491       chr2    37949910   38067041   \n",
       "chr21-16550939-16552051    16552051      chr21    16070521   16627397   \n",
       "chr3-169381467-169382034  169382034       chr3   169083498  169663618   \n",
       "chr3-172749261-172749690  172749690       chr3   172750681  172821474   \n",
       "chr5-39698904-39699735     39699735       chr5    39718983   39721513   \n",
       "chr6-133428057-133428679  133428679       chr6   133240597  133532120   \n",
       "chr6-9503151-9503835        9503835       chr6     9596109   10211608   \n",
       "chr7-11742330-11743241     11743241       chr7    11370356   11832198   \n",
       "chr7-117435445-117435860  117435860       chr7   117439981  117440780   \n",
       "chr9-14108024-14108385     14108385       chr9    14081842   14398983   \n",
       "chr9-3922775-3923483        3923483       chr9     3824126    4348392   \n",
       "\n",
       "                               gene_name  distance  \n",
       "chr10-61747250-61747740       C10orf107          0  \n",
       "chr10-61898371-61899049       ARID5B <5k      2251  \n",
       "chr15-35427431-35427774            DPH6          0  \n",
       "chr15-71501770-71502487           THSD4          0  \n",
       "chr17-59803137-59803791            VMP1          0  \n",
       "chr17-59837523-59838048            VMP1          0  \n",
       "chr17-60573514-60573938    RP11-15E18.4          0  \n",
       "chr2-38057998-38058491            RMDN2          0  \n",
       "chr2-38057998-38058491        RMDN2-AS1          0  \n",
       "chr21-16550939-16552051        MIR99AHG          0  \n",
       "chr3-169381467-169382034          MECOM          0  \n",
       "chr3-172749261-172749690        ECT2 <1k       992  \n",
       "chr5-39698904-39699735      INTS6P1 >10k     19249  \n",
       "chr6-133428057-133428679           EYA4          0  \n",
       "chr6-9503151-9503835          OFCC1 >10k     92275  \n",
       "chr7-11742330-11743241           THSD7A          0  \n",
       "chr7-117435445-117435860  AC003045.1 <5k      4122  \n",
       "chr9-14108024-14108385             NFIB          0  \n",
       "chr9-3922775-3923483              GLIS3          0  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====== THZ531_vs_DMSO ======\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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "      <th>chrom_peak</th>\n",
       "      <th>start_peak</th>\n",
       "      <th>end_peak</th>\n",
       "      <th>chrom_gene</th>\n",
       "      <th>start_gene</th>\n",
       "      <th>end_gene</th>\n",
       "      <th>gene_name</th>\n",
       "      <th>distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr1-12478001-12478672</th>\n",
       "      <td>68.668035</td>\n",
       "      <td>-1.174256</td>\n",
       "      <td>0.246947</td>\n",
       "      <td>-4.755088</td>\n",
       "      <td>1.983597e-06</td>\n",
       "      <td>1.028030e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12478001</td>\n",
       "      <td>12478672</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12230066</td>\n",
       "      <td>12512047</td>\n",
       "      <td>VPS13D</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-12485475-12485969</th>\n",
       "      <td>35.448391</td>\n",
       "      <td>-1.332852</td>\n",
       "      <td>0.308736</td>\n",
       "      <td>-4.317120</td>\n",
       "      <td>1.580783e-05</td>\n",
       "      <td>4.393924e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12485475</td>\n",
       "      <td>12485969</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12230066</td>\n",
       "      <td>12512047</td>\n",
       "      <td>VPS13D</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-12540012-12540694</th>\n",
       "      <td>62.686958</td>\n",
       "      <td>-1.120551</td>\n",
       "      <td>0.265047</td>\n",
       "      <td>-4.227738</td>\n",
       "      <td>2.360522e-05</td>\n",
       "      <td>5.978592e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12540012</td>\n",
       "      <td>12540694</td>\n",
       "      <td>chr1</td>\n",
       "      <td>12527723</td>\n",
       "      <td>12528420</td>\n",
       "      <td>RP5-888M10.2 &gt;10k</td>\n",
       "      <td>-11593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-151988449-151988793</th>\n",
       "      <td>9.839720</td>\n",
       "      <td>2.121266</td>\n",
       "      <td>0.507165</td>\n",
       "      <td>4.182593</td>\n",
       "      <td>2.882024e-05</td>\n",
       "      <td>6.745531e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>151988449</td>\n",
       "      <td>151988793</td>\n",
       "      <td>chr1</td>\n",
       "      <td>151982914</td>\n",
       "      <td>151994390</td>\n",
       "      <td>S100A10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-168756036-168756459</th>\n",
       "      <td>9.876971</td>\n",
       "      <td>-2.561902</td>\n",
       "      <td>0.519705</td>\n",
       "      <td>-4.929536</td>\n",
       "      <td>8.242507e-07</td>\n",
       "      <td>5.436843e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>168756036</td>\n",
       "      <td>168756459</td>\n",
       "      <td>chr1</td>\n",
       "      <td>168763364</td>\n",
       "      <td>168774490</td>\n",
       "      <td>RP1-10C16.1 &lt;10k</td>\n",
       "      <td>6906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-181810093-181810479</th>\n",
       "      <td>9.607437</td>\n",
       "      <td>-2.118444</td>\n",
       "      <td>0.511541</td>\n",
       "      <td>-4.141296</td>\n",
       "      <td>3.453496e-05</td>\n",
       "      <td>7.677457e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>181810093</td>\n",
       "      <td>181810479</td>\n",
       "      <td>chr1</td>\n",
       "      <td>181413101</td>\n",
       "      <td>181808084</td>\n",
       "      <td>CACNA1E &lt;5k</td>\n",
       "      <td>-2010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-187908712-187909286</th>\n",
       "      <td>23.596416</td>\n",
       "      <td>-1.715021</td>\n",
       "      <td>0.372867</td>\n",
       "      <td>-4.599548</td>\n",
       "      <td>4.234080e-06</td>\n",
       "      <td>1.783293e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>187908712</td>\n",
       "      <td>187909286</td>\n",
       "      <td>chr1</td>\n",
       "      <td>188067297</td>\n",
       "      <td>188067525</td>\n",
       "      <td>RP11-134C1.1 &gt;10k</td>\n",
       "      <td>158012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-188617064-188617582</th>\n",
       "      <td>30.136380</td>\n",
       "      <td>-1.587375</td>\n",
       "      <td>0.334876</td>\n",
       "      <td>-4.740192</td>\n",
       "      <td>2.135163e-06</td>\n",
       "      <td>1.063827e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>188617064</td>\n",
       "      <td>188617582</td>\n",
       "      <td>chr1</td>\n",
       "      <td>188671352</td>\n",
       "      <td>188671759</td>\n",
       "      <td>RP11-669M2.2 &gt;10k</td>\n",
       "      <td>53771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-190425509-190425978</th>\n",
       "      <td>8.363170</td>\n",
       "      <td>-2.681521</td>\n",
       "      <td>0.541674</td>\n",
       "      <td>-4.950431</td>\n",
       "      <td>7.404943e-07</td>\n",
       "      <td>5.014628e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>190425509</td>\n",
       "      <td>190425978</td>\n",
       "      <td>chr1</td>\n",
       "      <td>190097661</td>\n",
       "      <td>190477629</td>\n",
       "      <td>BRINP3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-198890522-198890930</th>\n",
       "      <td>9.719293</td>\n",
       "      <td>2.046707</td>\n",
       "      <td>0.492970</td>\n",
       "      <td>4.151789</td>\n",
       "      <td>3.298864e-05</td>\n",
       "      <td>7.381026e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>198890522</td>\n",
       "      <td>198890930</td>\n",
       "      <td>chr1</td>\n",
       "      <td>198807492</td>\n",
       "      <td>198937429</td>\n",
       "      <td>MIR181A1HG</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-205301337-205301869</th>\n",
       "      <td>25.656294</td>\n",
       "      <td>-1.441268</td>\n",
       "      <td>0.349175</td>\n",
       "      <td>-4.127641</td>\n",
       "      <td>3.665038e-05</td>\n",
       "      <td>7.989154e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>205301337</td>\n",
       "      <td>205301869</td>\n",
       "      <td>chr1</td>\n",
       "      <td>205302058</td>\n",
       "      <td>205321755</td>\n",
       "      <td>NUAK2 &lt;1k</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-205444869-205445209</th>\n",
       "      <td>12.769856</td>\n",
       "      <td>-2.178446</td>\n",
       "      <td>0.491075</td>\n",
       "      <td>-4.436075</td>\n",
       "      <td>9.161390e-06</td>\n",
       "      <td>3.090871e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>205444869</td>\n",
       "      <td>205445209</td>\n",
       "      <td>chr1</td>\n",
       "      <td>205381377</td>\n",
       "      <td>205457091</td>\n",
       "      <td>LEMD1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-205449886-205450584</th>\n",
       "      <td>20.754250</td>\n",
       "      <td>-1.793398</td>\n",
       "      <td>0.369878</td>\n",
       "      <td>-4.848618</td>\n",
       "      <td>1.243243e-06</td>\n",
       "      <td>7.428745e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>205449886</td>\n",
       "      <td>205450584</td>\n",
       "      <td>chr1</td>\n",
       "      <td>205381377</td>\n",
       "      <td>205457091</td>\n",
       "      <td>LEMD1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-222888513-222888842</th>\n",
       "      <td>6.167298</td>\n",
       "      <td>2.678935</td>\n",
       "      <td>0.587884</td>\n",
       "      <td>4.556909</td>\n",
       "      <td>5.191190e-06</td>\n",
       "      <td>2.043880e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>222888513</td>\n",
       "      <td>222888842</td>\n",
       "      <td>chr1</td>\n",
       "      <td>222815063</td>\n",
       "      <td>222994906</td>\n",
       "      <td>RP11-455P21.3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-222888513-222888842</th>\n",
       "      <td>6.167298</td>\n",
       "      <td>2.678935</td>\n",
       "      <td>0.587884</td>\n",
       "      <td>4.556909</td>\n",
       "      <td>5.191190e-06</td>\n",
       "      <td>2.043880e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>222888513</td>\n",
       "      <td>222888842</td>\n",
       "      <td>chr1</td>\n",
       "      <td>222872270</td>\n",
       "      <td>223005995</td>\n",
       "      <td>DISP1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-234918623-234919026</th>\n",
       "      <td>11.114123</td>\n",
       "      <td>-2.365961</td>\n",
       "      <td>0.497886</td>\n",
       "      <td>-4.752010</td>\n",
       "      <td>2.014043e-06</td>\n",
       "      <td>1.033265e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>234918623</td>\n",
       "      <td>234919026</td>\n",
       "      <td>chr1</td>\n",
       "      <td>234904185</td>\n",
       "      <td>234904488</td>\n",
       "      <td>RN7SL668P &gt;10k</td>\n",
       "      <td>-14136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-23554502-23555267</th>\n",
       "      <td>36.815043</td>\n",
       "      <td>-1.458066</td>\n",
       "      <td>0.318237</td>\n",
       "      <td>-4.581700</td>\n",
       "      <td>4.612105e-06</td>\n",
       "      <td>1.865586e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>23554502</td>\n",
       "      <td>23555267</td>\n",
       "      <td>chr1</td>\n",
       "      <td>23557917</td>\n",
       "      <td>23559794</td>\n",
       "      <td>ID3 &lt;5k</td>\n",
       "      <td>2651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-241107385-241107900</th>\n",
       "      <td>17.759995</td>\n",
       "      <td>-2.728834</td>\n",
       "      <td>0.441877</td>\n",
       "      <td>-6.175545</td>\n",
       "      <td>6.593548e-10</td>\n",
       "      <td>3.044421e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>241107385</td>\n",
       "      <td>241107900</td>\n",
       "      <td>chr1</td>\n",
       "      <td>240775513</td>\n",
       "      <td>241357230</td>\n",
       "      <td>RGS7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-43052981-43053511</th>\n",
       "      <td>9.782659</td>\n",
       "      <td>2.104025</td>\n",
       "      <td>0.494244</td>\n",
       "      <td>4.257058</td>\n",
       "      <td>2.071343e-05</td>\n",
       "      <td>5.395051e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>43052981</td>\n",
       "      <td>43053511</td>\n",
       "      <td>chr1</td>\n",
       "      <td>43104085</td>\n",
       "      <td>43104497</td>\n",
       "      <td>RP3-393B19.1 &gt;10k</td>\n",
       "      <td>50575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-79585734-79586092</th>\n",
       "      <td>6.537815</td>\n",
       "      <td>2.277619</td>\n",
       "      <td>0.560944</td>\n",
       "      <td>4.060335</td>\n",
       "      <td>4.900244e-05</td>\n",
       "      <td>9.876325e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>79585734</td>\n",
       "      <td>79586092</td>\n",
       "      <td>chr1</td>\n",
       "      <td>79521079</td>\n",
       "      <td>79522203</td>\n",
       "      <td>ADH5P2 &gt;10k</td>\n",
       "      <td>-63532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-79663720-79664316</th>\n",
       "      <td>23.204900</td>\n",
       "      <td>2.305854</td>\n",
       "      <td>0.372791</td>\n",
       "      <td>6.185378</td>\n",
       "      <td>6.195383e-10</td>\n",
       "      <td>3.044421e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>79663720</td>\n",
       "      <td>79664316</td>\n",
       "      <td>chr1</td>\n",
       "      <td>79521079</td>\n",
       "      <td>79522203</td>\n",
       "      <td>ADH5P2 &gt;10k</td>\n",
       "      <td>-141518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-81922993-81923353</th>\n",
       "      <td>8.316286</td>\n",
       "      <td>2.207877</td>\n",
       "      <td>0.518490</td>\n",
       "      <td>4.258279</td>\n",
       "      <td>2.060072e-05</td>\n",
       "      <td>5.395051e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>81922993</td>\n",
       "      <td>81923353</td>\n",
       "      <td>chr1</td>\n",
       "      <td>81306159</td>\n",
       "      <td>81992436</td>\n",
       "      <td>LPHN2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-89719614-89720148</th>\n",
       "      <td>8.831557</td>\n",
       "      <td>2.355101</td>\n",
       "      <td>0.524562</td>\n",
       "      <td>4.489649</td>\n",
       "      <td>7.134066e-06</td>\n",
       "      <td>2.588137e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>89719614</td>\n",
       "      <td>89720148</td>\n",
       "      <td>chr1</td>\n",
       "      <td>89633071</td>\n",
       "      <td>89769903</td>\n",
       "      <td>LRRC8C</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-89719614-89720148</th>\n",
       "      <td>8.831557</td>\n",
       "      <td>2.355101</td>\n",
       "      <td>0.524562</td>\n",
       "      <td>4.489649</td>\n",
       "      <td>7.134066e-06</td>\n",
       "      <td>2.588137e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>89719614</td>\n",
       "      <td>89720148</td>\n",
       "      <td>chr1</td>\n",
       "      <td>89633139</td>\n",
       "      <td>89933250</td>\n",
       "      <td>RP11-302M6.4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-98003331-98003783</th>\n",
       "      <td>22.674302</td>\n",
       "      <td>-1.803013</td>\n",
       "      <td>0.374160</td>\n",
       "      <td>-4.818834</td>\n",
       "      <td>1.443997e-06</td>\n",
       "      <td>8.429957e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>98003331</td>\n",
       "      <td>98003783</td>\n",
       "      <td>chr1</td>\n",
       "      <td>97987999</td>\n",
       "      <td>98049863</td>\n",
       "      <td>MIR137HG</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-98264707-98265270</th>\n",
       "      <td>21.383370</td>\n",
       "      <td>-2.599704</td>\n",
       "      <td>0.418157</td>\n",
       "      <td>-6.217055</td>\n",
       "      <td>5.065711e-10</td>\n",
       "      <td>2.858749e-07</td>\n",
       "      <td>chr1</td>\n",
       "      <td>98264707</td>\n",
       "      <td>98265270</td>\n",
       "      <td>chr1</td>\n",
       "      <td>98210746</td>\n",
       "      <td>98272658</td>\n",
       "      <td>RP5-1070A16.1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr10-106816370-106817142</th>\n",
       "      <td>44.991555</td>\n",
       "      <td>-1.207434</td>\n",
       "      <td>0.291597</td>\n",
       "      <td>-4.140759</td>\n",
       "      <td>3.461582e-05</td>\n",
       "      <td>7.677457e-04</td>\n",
       "      <td>chr10</td>\n",
       "      <td>106816370</td>\n",
       "      <td>106817142</td>\n",
       "      <td>chr10</td>\n",
       "      <td>106573662</td>\n",
       "      <td>107164534</td>\n",
       "      <td>SORCS1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr10-106980477-106981236</th>\n",
       "      <td>53.528703</td>\n",
       "      <td>-1.687851</td>\n",
       "      <td>0.293013</td>\n",
       "      <td>-5.760330</td>\n",
       "      <td>8.394971e-09</td>\n",
       "      <td>1.776586e-06</td>\n",
       "      <td>chr10</td>\n",
       "      <td>106980477</td>\n",
       "      <td>106981236</td>\n",
       "      <td>chr10</td>\n",
       "      <td>106573662</td>\n",
       "      <td>107164534</td>\n",
       "      <td>SORCS1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr10-106982501-106982888</th>\n",
       "      <td>17.061049</td>\n",
       "      <td>-1.844784</td>\n",
       "      <td>0.421221</td>\n",
       "      <td>-4.379607</td>\n",
       "      <td>1.188937e-05</td>\n",
       "      <td>3.617642e-04</td>\n",
       "      <td>chr10</td>\n",
       "      <td>106982501</td>\n",
       "      <td>106982888</td>\n",
       "      <td>chr10</td>\n",
       "      <td>106573662</td>\n",
       "      <td>107164534</td>\n",
       "      <td>SORCS1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr10-107262895-107263473</th>\n",
       "      <td>33.138850</td>\n",
       "      <td>-1.444908</td>\n",
       "      <td>0.330931</td>\n",
       "      <td>-4.366192</td>\n",
       "      <td>1.264315e-05</td>\n",
       "      <td>3.755236e-04</td>\n",
       "      <td>chr10</td>\n",
       "      <td>107262895</td>\n",
       "      <td>107263473</td>\n",
       "      <td>chr10</td>\n",
       "      <td>106573662</td>\n",
       "      <td>107164534</td>\n",
       "      <td>SORCS1 &gt;10k</td>\n",
       "      <td>-98362</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-81331297-81331671</th>\n",
       "      <td>7.987578</td>\n",
       "      <td>2.456264</td>\n",
       "      <td>0.546544</td>\n",
       "      <td>4.494175</td>\n",
       "      <td>6.984024e-06</td>\n",
       "      <td>2.579529e-04</td>\n",
       "      <td>chr7</td>\n",
       "      <td>81331297</td>\n",
       "      <td>81331671</td>\n",
       "      <td>chr7</td>\n",
       "      <td>81335105</td>\n",
       "      <td>81335183</td>\n",
       "      <td>AC004866.1 &lt;5k</td>\n",
       "      <td>3435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-85054417-85054770</th>\n",
       "      <td>9.861532</td>\n",
       "      <td>2.147213</td>\n",
       "      <td>0.520735</td>\n",
       "      <td>4.123430</td>\n",
       "      <td>3.732713e-05</td>\n",
       "      <td>8.101901e-04</td>\n",
       "      <td>chr7</td>\n",
       "      <td>85054417</td>\n",
       "      <td>85054770</td>\n",
       "      <td>chr7</td>\n",
       "      <td>84995552</td>\n",
       "      <td>85186855</td>\n",
       "      <td>SEMA3D</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-85292713-85293212</th>\n",
       "      <td>16.136470</td>\n",
       "      <td>-2.224213</td>\n",
       "      <td>0.440204</td>\n",
       "      <td>-5.052690</td>\n",
       "      <td>4.356302e-07</td>\n",
       "      <td>3.498514e-05</td>\n",
       "      <td>chr7</td>\n",
       "      <td>85292713</td>\n",
       "      <td>85293212</td>\n",
       "      <td>chr7</td>\n",
       "      <td>85381117</td>\n",
       "      <td>85381375</td>\n",
       "      <td>DYNLL1P7 &gt;10k</td>\n",
       "      <td>87906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-102590919-102591303</th>\n",
       "      <td>10.753661</td>\n",
       "      <td>2.217692</td>\n",
       "      <td>0.484109</td>\n",
       "      <td>4.580974</td>\n",
       "      <td>4.628152e-06</td>\n",
       "      <td>1.865586e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>102590919</td>\n",
       "      <td>102591303</td>\n",
       "      <td>chr8</td>\n",
       "      <td>102551571</td>\n",
       "      <td>102561017</td>\n",
       "      <td>ODF1 &gt;10k</td>\n",
       "      <td>-29903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-105321610-105322280</th>\n",
       "      <td>7.946833</td>\n",
       "      <td>2.235001</td>\n",
       "      <td>0.527947</td>\n",
       "      <td>4.233382</td>\n",
       "      <td>2.302035e-05</td>\n",
       "      <td>5.935043e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>105321610</td>\n",
       "      <td>105322280</td>\n",
       "      <td>chr8</td>\n",
       "      <td>104590732</td>\n",
       "      <td>105804532</td>\n",
       "      <td>ZFPM2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-105584553-105585044</th>\n",
       "      <td>9.088422</td>\n",
       "      <td>2.704023</td>\n",
       "      <td>0.535161</td>\n",
       "      <td>5.052728</td>\n",
       "      <td>4.355433e-07</td>\n",
       "      <td>3.498514e-05</td>\n",
       "      <td>chr8</td>\n",
       "      <td>105584553</td>\n",
       "      <td>105585044</td>\n",
       "      <td>chr8</td>\n",
       "      <td>104590732</td>\n",
       "      <td>105804532</td>\n",
       "      <td>ZFPM2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-111877620-111878032</th>\n",
       "      <td>6.571210</td>\n",
       "      <td>2.472562</td>\n",
       "      <td>0.568410</td>\n",
       "      <td>4.349961</td>\n",
       "      <td>1.361618e-05</td>\n",
       "      <td>3.974517e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>111877620</td>\n",
       "      <td>111878032</td>\n",
       "      <td>chr8</td>\n",
       "      <td>111742011</td>\n",
       "      <td>111756826</td>\n",
       "      <td>RP11-58O3.2 &gt;10k</td>\n",
       "      <td>-120795</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-111889040-111889738</th>\n",
       "      <td>17.769068</td>\n",
       "      <td>1.795193</td>\n",
       "      <td>0.395726</td>\n",
       "      <td>4.536455</td>\n",
       "      <td>5.720768e-06</td>\n",
       "      <td>2.217998e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>111889040</td>\n",
       "      <td>111889738</td>\n",
       "      <td>chr8</td>\n",
       "      <td>111742011</td>\n",
       "      <td>111756826</td>\n",
       "      <td>RP11-58O3.2 &gt;10k</td>\n",
       "      <td>-132215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-126423667-126424077</th>\n",
       "      <td>20.770155</td>\n",
       "      <td>-1.730085</td>\n",
       "      <td>0.395395</td>\n",
       "      <td>-4.375588</td>\n",
       "      <td>1.211055e-05</td>\n",
       "      <td>3.639615e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>126423667</td>\n",
       "      <td>126424077</td>\n",
       "      <td>chr8</td>\n",
       "      <td>126474188</td>\n",
       "      <td>126492596</td>\n",
       "      <td>RP11-103H7.1 &gt;10k</td>\n",
       "      <td>50112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-13104579-13104945</th>\n",
       "      <td>7.632337</td>\n",
       "      <td>2.770709</td>\n",
       "      <td>0.555238</td>\n",
       "      <td>4.990127</td>\n",
       "      <td>6.033969e-07</td>\n",
       "      <td>4.391051e-05</td>\n",
       "      <td>chr8</td>\n",
       "      <td>13104579</td>\n",
       "      <td>13104945</td>\n",
       "      <td>chr8</td>\n",
       "      <td>13083360</td>\n",
       "      <td>13515658</td>\n",
       "      <td>DLC1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-42720468-42720910</th>\n",
       "      <td>6.625663</td>\n",
       "      <td>2.266547</td>\n",
       "      <td>0.554976</td>\n",
       "      <td>4.084045</td>\n",
       "      <td>4.425849e-05</td>\n",
       "      <td>9.137759e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>42720468</td>\n",
       "      <td>42720910</td>\n",
       "      <td>chr8</td>\n",
       "      <td>42697375</td>\n",
       "      <td>42737407</td>\n",
       "      <td>CHRNB3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-42720468-42720910</th>\n",
       "      <td>6.625663</td>\n",
       "      <td>2.266547</td>\n",
       "      <td>0.554976</td>\n",
       "      <td>4.084045</td>\n",
       "      <td>4.425849e-05</td>\n",
       "      <td>9.137759e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>42720468</td>\n",
       "      <td>42720910</td>\n",
       "      <td>chr8</td>\n",
       "      <td>42705582</td>\n",
       "      <td>42721946</td>\n",
       "      <td>RP11-412B14.1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-57054924-57055268</th>\n",
       "      <td>8.648696</td>\n",
       "      <td>2.780550</td>\n",
       "      <td>0.542947</td>\n",
       "      <td>5.121214</td>\n",
       "      <td>3.035748e-07</td>\n",
       "      <td>2.705011e-05</td>\n",
       "      <td>chr8</td>\n",
       "      <td>57054924</td>\n",
       "      <td>57055268</td>\n",
       "      <td>chr8</td>\n",
       "      <td>56957932</td>\n",
       "      <td>56993844</td>\n",
       "      <td>IMPAD1 &gt;10k</td>\n",
       "      <td>-61081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-69369531-69370165</th>\n",
       "      <td>14.302086</td>\n",
       "      <td>2.018545</td>\n",
       "      <td>0.431631</td>\n",
       "      <td>4.676550</td>\n",
       "      <td>2.917418e-06</td>\n",
       "      <td>1.347052e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>69369531</td>\n",
       "      <td>69370165</td>\n",
       "      <td>chr8</td>\n",
       "      <td>69425034</td>\n",
       "      <td>69448244</td>\n",
       "      <td>RP11-744J10.3 &gt;10k</td>\n",
       "      <td>54870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-76947821-76948224</th>\n",
       "      <td>6.364920</td>\n",
       "      <td>-2.570755</td>\n",
       "      <td>0.584688</td>\n",
       "      <td>-4.396797</td>\n",
       "      <td>1.098602e-05</td>\n",
       "      <td>3.465715e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>76947821</td>\n",
       "      <td>76948224</td>\n",
       "      <td>chr8</td>\n",
       "      <td>76966758</td>\n",
       "      <td>76966870</td>\n",
       "      <td>AC090810.1 &gt;10k</td>\n",
       "      <td>18535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-99498623-99499262</th>\n",
       "      <td>11.993932</td>\n",
       "      <td>2.596751</td>\n",
       "      <td>0.474513</td>\n",
       "      <td>5.472450</td>\n",
       "      <td>4.438562e-08</td>\n",
       "      <td>6.092827e-06</td>\n",
       "      <td>chr8</td>\n",
       "      <td>99498623</td>\n",
       "      <td>99499262</td>\n",
       "      <td>chr8</td>\n",
       "      <td>99013265</td>\n",
       "      <td>99877580</td>\n",
       "      <td>VPS13B</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-16688724-16689133</th>\n",
       "      <td>7.383549</td>\n",
       "      <td>2.836353</td>\n",
       "      <td>0.578280</td>\n",
       "      <td>4.904808</td>\n",
       "      <td>9.351858e-07</td>\n",
       "      <td>6.007099e-05</td>\n",
       "      <td>chr9</td>\n",
       "      <td>16688724</td>\n",
       "      <td>16689133</td>\n",
       "      <td>chr9</td>\n",
       "      <td>16409502</td>\n",
       "      <td>16870843</td>\n",
       "      <td>BNC2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-82894830-82895765</th>\n",
       "      <td>30.553253</td>\n",
       "      <td>-1.577890</td>\n",
       "      <td>0.343234</td>\n",
       "      <td>-4.597128</td>\n",
       "      <td>4.283554e-06</td>\n",
       "      <td>1.783293e-04</td>\n",
       "      <td>chr9</td>\n",
       "      <td>82894830</td>\n",
       "      <td>82895765</td>\n",
       "      <td>chr9</td>\n",
       "      <td>82979584</td>\n",
       "      <td>83063177</td>\n",
       "      <td>RASEF &gt;10k</td>\n",
       "      <td>83820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-82924281-82924710</th>\n",
       "      <td>21.077355</td>\n",
       "      <td>-1.627367</td>\n",
       "      <td>0.377376</td>\n",
       "      <td>-4.312322</td>\n",
       "      <td>1.615487e-05</td>\n",
       "      <td>4.459272e-04</td>\n",
       "      <td>chr9</td>\n",
       "      <td>82924281</td>\n",
       "      <td>82924710</td>\n",
       "      <td>chr9</td>\n",
       "      <td>82979584</td>\n",
       "      <td>83063177</td>\n",
       "      <td>RASEF &gt;10k</td>\n",
       "      <td>54875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-90331325-90331653</th>\n",
       "      <td>7.008745</td>\n",
       "      <td>2.425096</td>\n",
       "      <td>0.558543</td>\n",
       "      <td>4.341822</td>\n",
       "      <td>1.413062e-05</td>\n",
       "      <td>4.101109e-04</td>\n",
       "      <td>chr9</td>\n",
       "      <td>90331325</td>\n",
       "      <td>90331653</td>\n",
       "      <td>chr9</td>\n",
       "      <td>90300901</td>\n",
       "      <td>90433505</td>\n",
       "      <td>LINC01508</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-90333140-90333501</th>\n",
       "      <td>7.952163</td>\n",
       "      <td>2.492538</td>\n",
       "      <td>0.542183</td>\n",
       "      <td>4.597230</td>\n",
       "      <td>4.281442e-06</td>\n",
       "      <td>1.783293e-04</td>\n",
       "      <td>chr9</td>\n",
       "      <td>90333140</td>\n",
       "      <td>90333501</td>\n",
       "      <td>chr9</td>\n",
       "      <td>90300901</td>\n",
       "      <td>90433505</td>\n",
       "      <td>LINC01508</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-94746563-94747019</th>\n",
       "      <td>8.092031</td>\n",
       "      <td>2.347658</td>\n",
       "      <td>0.533593</td>\n",
       "      <td>4.399716</td>\n",
       "      <td>1.083928e-05</td>\n",
       "      <td>3.458058e-04</td>\n",
       "      <td>chr9</td>\n",
       "      <td>94746563</td>\n",
       "      <td>94747019</td>\n",
       "      <td>chr9</td>\n",
       "      <td>94726700</td>\n",
       "      <td>95087218</td>\n",
       "      <td>C9orf3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-94805569-94806046</th>\n",
       "      <td>11.024724</td>\n",
       "      <td>2.029400</td>\n",
       "      <td>0.465511</td>\n",
       "      <td>4.359511</td>\n",
       "      <td>1.303535e-05</td>\n",
       "      <td>3.849218e-04</td>\n",
       "      <td>chr9</td>\n",
       "      <td>94805569</td>\n",
       "      <td>94806046</td>\n",
       "      <td>chr9</td>\n",
       "      <td>94726700</td>\n",
       "      <td>95087218</td>\n",
       "      <td>C9orf3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-115616819-115617278</th>\n",
       "      <td>6.455933</td>\n",
       "      <td>2.725838</td>\n",
       "      <td>0.580866</td>\n",
       "      <td>4.692711</td>\n",
       "      <td>2.696084e-06</td>\n",
       "      <td>1.279758e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>115616819</td>\n",
       "      <td>115617278</td>\n",
       "      <td>chrX</td>\n",
       "      <td>115561173</td>\n",
       "      <td>115650861</td>\n",
       "      <td>PLS3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-1225001-1225461</th>\n",
       "      <td>10.247000</td>\n",
       "      <td>2.150339</td>\n",
       "      <td>0.523022</td>\n",
       "      <td>4.111373</td>\n",
       "      <td>3.933138e-05</td>\n",
       "      <td>8.428865e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>1225001</td>\n",
       "      <td>1225461</td>\n",
       "      <td>chrX</td>\n",
       "      <td>1187548</td>\n",
       "      <td>1212750</td>\n",
       "      <td>CRLF2 &gt;10k</td>\n",
       "      <td>-12252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-125378254-125379294</th>\n",
       "      <td>68.949513</td>\n",
       "      <td>-1.205952</td>\n",
       "      <td>0.250051</td>\n",
       "      <td>-4.822822</td>\n",
       "      <td>1.415412e-06</td>\n",
       "      <td>8.359157e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>125378254</td>\n",
       "      <td>125379294</td>\n",
       "      <td>chrX</td>\n",
       "      <td>125326896</td>\n",
       "      <td>125328021</td>\n",
       "      <td>RP13-147D17.1 &gt;10k</td>\n",
       "      <td>-50234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-126550964-126551379</th>\n",
       "      <td>5.100879</td>\n",
       "      <td>-2.506691</td>\n",
       "      <td>0.610718</td>\n",
       "      <td>-4.104501</td>\n",
       "      <td>4.051893e-05</td>\n",
       "      <td>8.610697e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>126550964</td>\n",
       "      <td>126551379</td>\n",
       "      <td>chrX</td>\n",
       "      <td>126549382</td>\n",
       "      <td>126552851</td>\n",
       "      <td>DCAF12L1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-141989916-141990364</th>\n",
       "      <td>13.133847</td>\n",
       "      <td>2.314705</td>\n",
       "      <td>0.447525</td>\n",
       "      <td>5.172239</td>\n",
       "      <td>2.313051e-07</td>\n",
       "      <td>2.259228e-05</td>\n",
       "      <td>chrX</td>\n",
       "      <td>141989916</td>\n",
       "      <td>141990364</td>\n",
       "      <td>chrX</td>\n",
       "      <td>141903893</td>\n",
       "      <td>141909388</td>\n",
       "      <td>MAGEC1 &gt;10k</td>\n",
       "      <td>-80529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-28203459-28204060</th>\n",
       "      <td>32.915501</td>\n",
       "      <td>-1.305470</td>\n",
       "      <td>0.314435</td>\n",
       "      <td>-4.151802</td>\n",
       "      <td>3.298683e-05</td>\n",
       "      <td>7.381026e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>28203459</td>\n",
       "      <td>28204060</td>\n",
       "      <td>chrX</td>\n",
       "      <td>28376962</td>\n",
       "      <td>28377061</td>\n",
       "      <td>AC078988.1 &gt;10k</td>\n",
       "      <td>172903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-50969024-50969554</th>\n",
       "      <td>7.451760</td>\n",
       "      <td>-2.539625</td>\n",
       "      <td>0.567186</td>\n",
       "      <td>-4.477590</td>\n",
       "      <td>7.549056e-06</td>\n",
       "      <td>2.700116e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>50969024</td>\n",
       "      <td>50969554</td>\n",
       "      <td>chrX</td>\n",
       "      <td>50931113</td>\n",
       "      <td>50931548</td>\n",
       "      <td>HMGB1P15 &gt;10k</td>\n",
       "      <td>-37477</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>273 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                            baseMean  log2FoldChange     lfcSE      stat  \\\n",
       "chr1-12478001-12478672     68.668035       -1.174256  0.246947 -4.755088   \n",
       "chr1-12485475-12485969     35.448391       -1.332852  0.308736 -4.317120   \n",
       "chr1-12540012-12540694     62.686958       -1.120551  0.265047 -4.227738   \n",
       "chr1-151988449-151988793    9.839720        2.121266  0.507165  4.182593   \n",
       "chr1-168756036-168756459    9.876971       -2.561902  0.519705 -4.929536   \n",
       "chr1-181810093-181810479    9.607437       -2.118444  0.511541 -4.141296   \n",
       "chr1-187908712-187909286   23.596416       -1.715021  0.372867 -4.599548   \n",
       "chr1-188617064-188617582   30.136380       -1.587375  0.334876 -4.740192   \n",
       "chr1-190425509-190425978    8.363170       -2.681521  0.541674 -4.950431   \n",
       "chr1-198890522-198890930    9.719293        2.046707  0.492970  4.151789   \n",
       "chr1-205301337-205301869   25.656294       -1.441268  0.349175 -4.127641   \n",
       "chr1-205444869-205445209   12.769856       -2.178446  0.491075 -4.436075   \n",
       "chr1-205449886-205450584   20.754250       -1.793398  0.369878 -4.848618   \n",
       "chr1-222888513-222888842    6.167298        2.678935  0.587884  4.556909   \n",
       "chr1-222888513-222888842    6.167298        2.678935  0.587884  4.556909   \n",
       "chr1-234918623-234919026   11.114123       -2.365961  0.497886 -4.752010   \n",
       "chr1-23554502-23555267     36.815043       -1.458066  0.318237 -4.581700   \n",
       "chr1-241107385-241107900   17.759995       -2.728834  0.441877 -6.175545   \n",
       "chr1-43052981-43053511      9.782659        2.104025  0.494244  4.257058   \n",
       "chr1-79585734-79586092      6.537815        2.277619  0.560944  4.060335   \n",
       "chr1-79663720-79664316     23.204900        2.305854  0.372791  6.185378   \n",
       "chr1-81922993-81923353      8.316286        2.207877  0.518490  4.258279   \n",
       "chr1-89719614-89720148      8.831557        2.355101  0.524562  4.489649   \n",
       "chr1-89719614-89720148      8.831557        2.355101  0.524562  4.489649   \n",
       "chr1-98003331-98003783     22.674302       -1.803013  0.374160 -4.818834   \n",
       "chr1-98264707-98265270     21.383370       -2.599704  0.418157 -6.217055   \n",
       "chr10-106816370-106817142  44.991555       -1.207434  0.291597 -4.140759   \n",
       "chr10-106980477-106981236  53.528703       -1.687851  0.293013 -5.760330   \n",
       "chr10-106982501-106982888  17.061049       -1.844784  0.421221 -4.379607   \n",
       "chr10-107262895-107263473  33.138850       -1.444908  0.330931 -4.366192   \n",
       "...                              ...             ...       ...       ...   \n",
       "chr7-81331297-81331671      7.987578        2.456264  0.546544  4.494175   \n",
       "chr7-85054417-85054770      9.861532        2.147213  0.520735  4.123430   \n",
       "chr7-85292713-85293212     16.136470       -2.224213  0.440204 -5.052690   \n",
       "chr8-102590919-102591303   10.753661        2.217692  0.484109  4.580974   \n",
       "chr8-105321610-105322280    7.946833        2.235001  0.527947  4.233382   \n",
       "chr8-105584553-105585044    9.088422        2.704023  0.535161  5.052728   \n",
       "chr8-111877620-111878032    6.571210        2.472562  0.568410  4.349961   \n",
       "chr8-111889040-111889738   17.769068        1.795193  0.395726  4.536455   \n",
       "chr8-126423667-126424077   20.770155       -1.730085  0.395395 -4.375588   \n",
       "chr8-13104579-13104945      7.632337        2.770709  0.555238  4.990127   \n",
       "chr8-42720468-42720910      6.625663        2.266547  0.554976  4.084045   \n",
       "chr8-42720468-42720910      6.625663        2.266547  0.554976  4.084045   \n",
       "chr8-57054924-57055268      8.648696        2.780550  0.542947  5.121214   \n",
       "chr8-69369531-69370165     14.302086        2.018545  0.431631  4.676550   \n",
       "chr8-76947821-76948224      6.364920       -2.570755  0.584688 -4.396797   \n",
       "chr8-99498623-99499262     11.993932        2.596751  0.474513  5.472450   \n",
       "chr9-16688724-16689133      7.383549        2.836353  0.578280  4.904808   \n",
       "chr9-82894830-82895765     30.553253       -1.577890  0.343234 -4.597128   \n",
       "chr9-82924281-82924710     21.077355       -1.627367  0.377376 -4.312322   \n",
       "chr9-90331325-90331653      7.008745        2.425096  0.558543  4.341822   \n",
       "chr9-90333140-90333501      7.952163        2.492538  0.542183  4.597230   \n",
       "chr9-94746563-94747019      8.092031        2.347658  0.533593  4.399716   \n",
       "chr9-94805569-94806046     11.024724        2.029400  0.465511  4.359511   \n",
       "chrX-115616819-115617278    6.455933        2.725838  0.580866  4.692711   \n",
       "chrX-1225001-1225461       10.247000        2.150339  0.523022  4.111373   \n",
       "chrX-125378254-125379294   68.949513       -1.205952  0.250051 -4.822822   \n",
       "chrX-126550964-126551379    5.100879       -2.506691  0.610718 -4.104501   \n",
       "chrX-141989916-141990364   13.133847        2.314705  0.447525  5.172239   \n",
       "chrX-28203459-28204060     32.915501       -1.305470  0.314435 -4.151802   \n",
       "chrX-50969024-50969554      7.451760       -2.539625  0.567186 -4.477590   \n",
       "\n",
       "                                 pvalue          padj chrom_peak  start_peak  \\\n",
       "chr1-12478001-12478672     1.983597e-06  1.028030e-04       chr1    12478001   \n",
       "chr1-12485475-12485969     1.580783e-05  4.393924e-04       chr1    12485475   \n",
       "chr1-12540012-12540694     2.360522e-05  5.978592e-04       chr1    12540012   \n",
       "chr1-151988449-151988793   2.882024e-05  6.745531e-04       chr1   151988449   \n",
       "chr1-168756036-168756459   8.242507e-07  5.436843e-05       chr1   168756036   \n",
       "chr1-181810093-181810479   3.453496e-05  7.677457e-04       chr1   181810093   \n",
       "chr1-187908712-187909286   4.234080e-06  1.783293e-04       chr1   187908712   \n",
       "chr1-188617064-188617582   2.135163e-06  1.063827e-04       chr1   188617064   \n",
       "chr1-190425509-190425978   7.404943e-07  5.014628e-05       chr1   190425509   \n",
       "chr1-198890522-198890930   3.298864e-05  7.381026e-04       chr1   198890522   \n",
       "chr1-205301337-205301869   3.665038e-05  7.989154e-04       chr1   205301337   \n",
       "chr1-205444869-205445209   9.161390e-06  3.090871e-04       chr1   205444869   \n",
       "chr1-205449886-205450584   1.243243e-06  7.428745e-05       chr1   205449886   \n",
       "chr1-222888513-222888842   5.191190e-06  2.043880e-04       chr1   222888513   \n",
       "chr1-222888513-222888842   5.191190e-06  2.043880e-04       chr1   222888513   \n",
       "chr1-234918623-234919026   2.014043e-06  1.033265e-04       chr1   234918623   \n",
       "chr1-23554502-23555267     4.612105e-06  1.865586e-04       chr1    23554502   \n",
       "chr1-241107385-241107900   6.593548e-10  3.044421e-07       chr1   241107385   \n",
       "chr1-43052981-43053511     2.071343e-05  5.395051e-04       chr1    43052981   \n",
       "chr1-79585734-79586092     4.900244e-05  9.876325e-04       chr1    79585734   \n",
       "chr1-79663720-79664316     6.195383e-10  3.044421e-07       chr1    79663720   \n",
       "chr1-81922993-81923353     2.060072e-05  5.395051e-04       chr1    81922993   \n",
       "chr1-89719614-89720148     7.134066e-06  2.588137e-04       chr1    89719614   \n",
       "chr1-89719614-89720148     7.134066e-06  2.588137e-04       chr1    89719614   \n",
       "chr1-98003331-98003783     1.443997e-06  8.429957e-05       chr1    98003331   \n",
       "chr1-98264707-98265270     5.065711e-10  2.858749e-07       chr1    98264707   \n",
       "chr10-106816370-106817142  3.461582e-05  7.677457e-04      chr10   106816370   \n",
       "chr10-106980477-106981236  8.394971e-09  1.776586e-06      chr10   106980477   \n",
       "chr10-106982501-106982888  1.188937e-05  3.617642e-04      chr10   106982501   \n",
       "chr10-107262895-107263473  1.264315e-05  3.755236e-04      chr10   107262895   \n",
       "...                                 ...           ...        ...         ...   \n",
       "chr7-81331297-81331671     6.984024e-06  2.579529e-04       chr7    81331297   \n",
       "chr7-85054417-85054770     3.732713e-05  8.101901e-04       chr7    85054417   \n",
       "chr7-85292713-85293212     4.356302e-07  3.498514e-05       chr7    85292713   \n",
       "chr8-102590919-102591303   4.628152e-06  1.865586e-04       chr8   102590919   \n",
       "chr8-105321610-105322280   2.302035e-05  5.935043e-04       chr8   105321610   \n",
       "chr8-105584553-105585044   4.355433e-07  3.498514e-05       chr8   105584553   \n",
       "chr8-111877620-111878032   1.361618e-05  3.974517e-04       chr8   111877620   \n",
       "chr8-111889040-111889738   5.720768e-06  2.217998e-04       chr8   111889040   \n",
       "chr8-126423667-126424077   1.211055e-05  3.639615e-04       chr8   126423667   \n",
       "chr8-13104579-13104945     6.033969e-07  4.391051e-05       chr8    13104579   \n",
       "chr8-42720468-42720910     4.425849e-05  9.137759e-04       chr8    42720468   \n",
       "chr8-42720468-42720910     4.425849e-05  9.137759e-04       chr8    42720468   \n",
       "chr8-57054924-57055268     3.035748e-07  2.705011e-05       chr8    57054924   \n",
       "chr8-69369531-69370165     2.917418e-06  1.347052e-04       chr8    69369531   \n",
       "chr8-76947821-76948224     1.098602e-05  3.465715e-04       chr8    76947821   \n",
       "chr8-99498623-99499262     4.438562e-08  6.092827e-06       chr8    99498623   \n",
       "chr9-16688724-16689133     9.351858e-07  6.007099e-05       chr9    16688724   \n",
       "chr9-82894830-82895765     4.283554e-06  1.783293e-04       chr9    82894830   \n",
       "chr9-82924281-82924710     1.615487e-05  4.459272e-04       chr9    82924281   \n",
       "chr9-90331325-90331653     1.413062e-05  4.101109e-04       chr9    90331325   \n",
       "chr9-90333140-90333501     4.281442e-06  1.783293e-04       chr9    90333140   \n",
       "chr9-94746563-94747019     1.083928e-05  3.458058e-04       chr9    94746563   \n",
       "chr9-94805569-94806046     1.303535e-05  3.849218e-04       chr9    94805569   \n",
       "chrX-115616819-115617278   2.696084e-06  1.279758e-04       chrX   115616819   \n",
       "chrX-1225001-1225461       3.933138e-05  8.428865e-04       chrX     1225001   \n",
       "chrX-125378254-125379294   1.415412e-06  8.359157e-05       chrX   125378254   \n",
       "chrX-126550964-126551379   4.051893e-05  8.610697e-04       chrX   126550964   \n",
       "chrX-141989916-141990364   2.313051e-07  2.259228e-05       chrX   141989916   \n",
       "chrX-28203459-28204060     3.298683e-05  7.381026e-04       chrX    28203459   \n",
       "chrX-50969024-50969554     7.549056e-06  2.700116e-04       chrX    50969024   \n",
       "\n",
       "                            end_peak chrom_gene  start_gene   end_gene  \\\n",
       "chr1-12478001-12478672      12478672       chr1    12230066   12512047   \n",
       "chr1-12485475-12485969      12485969       chr1    12230066   12512047   \n",
       "chr1-12540012-12540694      12540694       chr1    12527723   12528420   \n",
       "chr1-151988449-151988793   151988793       chr1   151982914  151994390   \n",
       "chr1-168756036-168756459   168756459       chr1   168763364  168774490   \n",
       "chr1-181810093-181810479   181810479       chr1   181413101  181808084   \n",
       "chr1-187908712-187909286   187909286       chr1   188067297  188067525   \n",
       "chr1-188617064-188617582   188617582       chr1   188671352  188671759   \n",
       "chr1-190425509-190425978   190425978       chr1   190097661  190477629   \n",
       "chr1-198890522-198890930   198890930       chr1   198807492  198937429   \n",
       "chr1-205301337-205301869   205301869       chr1   205302058  205321755   \n",
       "chr1-205444869-205445209   205445209       chr1   205381377  205457091   \n",
       "chr1-205449886-205450584   205450584       chr1   205381377  205457091   \n",
       "chr1-222888513-222888842   222888842       chr1   222815063  222994906   \n",
       "chr1-222888513-222888842   222888842       chr1   222872270  223005995   \n",
       "chr1-234918623-234919026   234919026       chr1   234904185  234904488   \n",
       "chr1-23554502-23555267      23555267       chr1    23557917   23559794   \n",
       "chr1-241107385-241107900   241107900       chr1   240775513  241357230   \n",
       "chr1-43052981-43053511      43053511       chr1    43104085   43104497   \n",
       "chr1-79585734-79586092      79586092       chr1    79521079   79522203   \n",
       "chr1-79663720-79664316      79664316       chr1    79521079   79522203   \n",
       "chr1-81922993-81923353      81923353       chr1    81306159   81992436   \n",
       "chr1-89719614-89720148      89720148       chr1    89633071   89769903   \n",
       "chr1-89719614-89720148      89720148       chr1    89633139   89933250   \n",
       "chr1-98003331-98003783      98003783       chr1    97987999   98049863   \n",
       "chr1-98264707-98265270      98265270       chr1    98210746   98272658   \n",
       "chr10-106816370-106817142  106817142      chr10   106573662  107164534   \n",
       "chr10-106980477-106981236  106981236      chr10   106573662  107164534   \n",
       "chr10-106982501-106982888  106982888      chr10   106573662  107164534   \n",
       "chr10-107262895-107263473  107263473      chr10   106573662  107164534   \n",
       "...                              ...        ...         ...        ...   \n",
       "chr7-81331297-81331671      81331671       chr7    81335105   81335183   \n",
       "chr7-85054417-85054770      85054770       chr7    84995552   85186855   \n",
       "chr7-85292713-85293212      85293212       chr7    85381117   85381375   \n",
       "chr8-102590919-102591303   102591303       chr8   102551571  102561017   \n",
       "chr8-105321610-105322280   105322280       chr8   104590732  105804532   \n",
       "chr8-105584553-105585044   105585044       chr8   104590732  105804532   \n",
       "chr8-111877620-111878032   111878032       chr8   111742011  111756826   \n",
       "chr8-111889040-111889738   111889738       chr8   111742011  111756826   \n",
       "chr8-126423667-126424077   126424077       chr8   126474188  126492596   \n",
       "chr8-13104579-13104945      13104945       chr8    13083360   13515658   \n",
       "chr8-42720468-42720910      42720910       chr8    42697375   42737407   \n",
       "chr8-42720468-42720910      42720910       chr8    42705582   42721946   \n",
       "chr8-57054924-57055268      57055268       chr8    56957932   56993844   \n",
       "chr8-69369531-69370165      69370165       chr8    69425034   69448244   \n",
       "chr8-76947821-76948224      76948224       chr8    76966758   76966870   \n",
       "chr8-99498623-99499262      99499262       chr8    99013265   99877580   \n",
       "chr9-16688724-16689133      16689133       chr9    16409502   16870843   \n",
       "chr9-82894830-82895765      82895765       chr9    82979584   83063177   \n",
       "chr9-82924281-82924710      82924710       chr9    82979584   83063177   \n",
       "chr9-90331325-90331653      90331653       chr9    90300901   90433505   \n",
       "chr9-90333140-90333501      90333501       chr9    90300901   90433505   \n",
       "chr9-94746563-94747019      94747019       chr9    94726700   95087218   \n",
       "chr9-94805569-94806046      94806046       chr9    94726700   95087218   \n",
       "chrX-115616819-115617278   115617278       chrX   115561173  115650861   \n",
       "chrX-1225001-1225461         1225461       chrX     1187548    1212750   \n",
       "chrX-125378254-125379294   125379294       chrX   125326896  125328021   \n",
       "chrX-126550964-126551379   126551379       chrX   126549382  126552851   \n",
       "chrX-141989916-141990364   141990364       chrX   141903893  141909388   \n",
       "chrX-28203459-28204060      28204060       chrX    28376962   28377061   \n",
       "chrX-50969024-50969554      50969554       chrX    50931113   50931548   \n",
       "\n",
       "                                    gene_name  distance  \n",
       "chr1-12478001-12478672                VPS13D          0  \n",
       "chr1-12485475-12485969                VPS13D          0  \n",
       "chr1-12540012-12540694      RP5-888M10.2 >10k    -11593  \n",
       "chr1-151988449-151988793             S100A10          0  \n",
       "chr1-168756036-168756459     RP1-10C16.1 <10k      6906  \n",
       "chr1-181810093-181810479          CACNA1E <5k     -2010  \n",
       "chr1-187908712-187909286    RP11-134C1.1 >10k    158012  \n",
       "chr1-188617064-188617582    RP11-669M2.2 >10k     53771  \n",
       "chr1-190425509-190425978              BRINP3          0  \n",
       "chr1-198890522-198890930          MIR181A1HG          0  \n",
       "chr1-205301337-205301869            NUAK2 <1k       190  \n",
       "chr1-205444869-205445209               LEMD1          0  \n",
       "chr1-205449886-205450584               LEMD1          0  \n",
       "chr1-222888513-222888842       RP11-455P21.3          0  \n",
       "chr1-222888513-222888842               DISP1          0  \n",
       "chr1-234918623-234919026       RN7SL668P >10k    -14136  \n",
       "chr1-23554502-23555267                ID3 <5k      2651  \n",
       "chr1-241107385-241107900                RGS7          0  \n",
       "chr1-43052981-43053511      RP3-393B19.1 >10k     50575  \n",
       "chr1-79585734-79586092            ADH5P2 >10k    -63532  \n",
       "chr1-79663720-79664316            ADH5P2 >10k   -141518  \n",
       "chr1-81922993-81923353                 LPHN2          0  \n",
       "chr1-89719614-89720148                LRRC8C          0  \n",
       "chr1-89719614-89720148          RP11-302M6.4          0  \n",
       "chr1-98003331-98003783              MIR137HG          0  \n",
       "chr1-98264707-98265270         RP5-1070A16.1          0  \n",
       "chr10-106816370-106817142             SORCS1          0  \n",
       "chr10-106980477-106981236             SORCS1          0  \n",
       "chr10-106982501-106982888             SORCS1          0  \n",
       "chr10-107262895-107263473         SORCS1 >10k    -98362  \n",
       "...                                       ...       ...  \n",
       "chr7-81331297-81331671         AC004866.1 <5k      3435  \n",
       "chr7-85054417-85054770                SEMA3D          0  \n",
       "chr7-85292713-85293212          DYNLL1P7 >10k     87906  \n",
       "chr8-102590919-102591303            ODF1 >10k    -29903  \n",
       "chr8-105321610-105322280               ZFPM2          0  \n",
       "chr8-105584553-105585044               ZFPM2          0  \n",
       "chr8-111877620-111878032     RP11-58O3.2 >10k   -120795  \n",
       "chr8-111889040-111889738     RP11-58O3.2 >10k   -132215  \n",
       "chr8-126423667-126424077    RP11-103H7.1 >10k     50112  \n",
       "chr8-13104579-13104945                  DLC1          0  \n",
       "chr8-42720468-42720910                CHRNB3          0  \n",
       "chr8-42720468-42720910         RP11-412B14.1          0  \n",
       "chr8-57054924-57055268            IMPAD1 >10k    -61081  \n",
       "chr8-69369531-69370165     RP11-744J10.3 >10k     54870  \n",
       "chr8-76947821-76948224        AC090810.1 >10k     18535  \n",
       "chr8-99498623-99499262                VPS13B          0  \n",
       "chr9-16688724-16689133                  BNC2          0  \n",
       "chr9-82894830-82895765             RASEF >10k     83820  \n",
       "chr9-82924281-82924710             RASEF >10k     54875  \n",
       "chr9-90331325-90331653             LINC01508          0  \n",
       "chr9-90333140-90333501             LINC01508          0  \n",
       "chr9-94746563-94747019                C9orf3          0  \n",
       "chr9-94805569-94806046                C9orf3          0  \n",
       "chrX-115616819-115617278                PLS3          0  \n",
       "chrX-1225001-1225461               CRLF2 >10k    -12252  \n",
       "chrX-125378254-125379294   RP13-147D17.1 >10k    -50234  \n",
       "chrX-126550964-126551379            DCAF12L1          0  \n",
       "chrX-141989916-141990364          MAGEC1 >10k    -80529  \n",
       "chrX-28203459-28204060        AC078988.1 >10k    172903  \n",
       "chrX-50969024-50969554          HMGB1P15 >10k    -37477  \n",
       "\n",
       "[273 rows x 14 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "====== Vorinostat_vs_THZ531 ======\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>baseMean</th>\n",
       "      <th>log2FoldChange</th>\n",
       "      <th>lfcSE</th>\n",
       "      <th>stat</th>\n",
       "      <th>pvalue</th>\n",
       "      <th>padj</th>\n",
       "      <th>chrom_peak</th>\n",
       "      <th>start_peak</th>\n",
       "      <th>end_peak</th>\n",
       "      <th>chrom_gene</th>\n",
       "      <th>start_gene</th>\n",
       "      <th>end_gene</th>\n",
       "      <th>gene_name</th>\n",
       "      <th>distance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>chr1-23554502-23555267</th>\n",
       "      <td>36.815043</td>\n",
       "      <td>1.937300</td>\n",
       "      <td>0.352638</td>\n",
       "      <td>5.493741</td>\n",
       "      <td>3.935076e-08</td>\n",
       "      <td>5.718381e-06</td>\n",
       "      <td>chr1</td>\n",
       "      <td>23554502</td>\n",
       "      <td>23555267</td>\n",
       "      <td>chr1</td>\n",
       "      <td>23557917</td>\n",
       "      <td>23559794</td>\n",
       "      <td>ID3 &lt;5k</td>\n",
       "      <td>2651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-241107385-241107900</th>\n",
       "      <td>17.759995</td>\n",
       "      <td>2.217401</td>\n",
       "      <td>0.492722</td>\n",
       "      <td>4.500304</td>\n",
       "      <td>6.785621e-06</td>\n",
       "      <td>2.552192e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>241107385</td>\n",
       "      <td>241107900</td>\n",
       "      <td>chr1</td>\n",
       "      <td>240775513</td>\n",
       "      <td>241357230</td>\n",
       "      <td>RGS7</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-79663720-79664316</th>\n",
       "      <td>23.204900</td>\n",
       "      <td>-2.290959</td>\n",
       "      <td>0.456155</td>\n",
       "      <td>-5.022321</td>\n",
       "      <td>5.105073e-07</td>\n",
       "      <td>4.411059e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>79663720</td>\n",
       "      <td>79664316</td>\n",
       "      <td>chr1</td>\n",
       "      <td>79521079</td>\n",
       "      <td>79522203</td>\n",
       "      <td>ADH5P2 &gt;10k</td>\n",
       "      <td>-141518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-940087-940533</th>\n",
       "      <td>15.942722</td>\n",
       "      <td>2.632742</td>\n",
       "      <td>0.494183</td>\n",
       "      <td>5.327463</td>\n",
       "      <td>9.959398e-08</td>\n",
       "      <td>1.224623e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>940087</td>\n",
       "      <td>940533</td>\n",
       "      <td>chr1</td>\n",
       "      <td>924879</td>\n",
       "      <td>944581</td>\n",
       "      <td>SAMD11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-941679-942163</th>\n",
       "      <td>21.176376</td>\n",
       "      <td>2.192637</td>\n",
       "      <td>0.448474</td>\n",
       "      <td>4.889104</td>\n",
       "      <td>1.012961e-06</td>\n",
       "      <td>7.482269e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>941679</td>\n",
       "      <td>942163</td>\n",
       "      <td>chr1</td>\n",
       "      <td>924879</td>\n",
       "      <td>944581</td>\n",
       "      <td>SAMD11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-98003331-98003783</th>\n",
       "      <td>22.674302</td>\n",
       "      <td>1.777791</td>\n",
       "      <td>0.420681</td>\n",
       "      <td>4.225979</td>\n",
       "      <td>2.379040e-05</td>\n",
       "      <td>6.671747e-04</td>\n",
       "      <td>chr1</td>\n",
       "      <td>98003331</td>\n",
       "      <td>98003783</td>\n",
       "      <td>chr1</td>\n",
       "      <td>97987999</td>\n",
       "      <td>98049863</td>\n",
       "      <td>MIR137HG</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr1-98264707-98265270</th>\n",
       "      <td>21.383370</td>\n",
       "      <td>2.368028</td>\n",
       "      <td>0.462927</td>\n",
       "      <td>5.115339</td>\n",
       "      <td>3.131774e-07</td>\n",
       "      <td>3.128838e-05</td>\n",
       "      <td>chr1</td>\n",
       "      <td>98264707</td>\n",
       "      <td>98265270</td>\n",
       "      <td>chr1</td>\n",
       "      <td>98210746</td>\n",
       "      <td>98272658</td>\n",
       "      <td>RP5-1070A16.1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr10-106980477-106981236</th>\n",
       "      <td>53.528703</td>\n",
       "      <td>1.431117</td>\n",
       "      <td>0.336186</td>\n",
       "      <td>4.256915</td>\n",
       "      <td>2.072674e-05</td>\n",
       "      <td>6.079211e-04</td>\n",
       "      <td>chr10</td>\n",
       "      <td>106980477</td>\n",
       "      <td>106981236</td>\n",
       "      <td>chr10</td>\n",
       "      <td>106573662</td>\n",
       "      <td>107164534</td>\n",
       "      <td>SORCS1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr10-110857529-110857863</th>\n",
       "      <td>9.833362</td>\n",
       "      <td>-2.426552</td>\n",
       "      <td>0.582929</td>\n",
       "      <td>-4.162687</td>\n",
       "      <td>3.145247e-05</td>\n",
       "      <td>8.090138e-04</td>\n",
       "      <td>chr10</td>\n",
       "      <td>110857529</td>\n",
       "      <td>110857863</td>\n",
       "      <td>chr10</td>\n",
       "      <td>110869742</td>\n",
       "      <td>110871594</td>\n",
       "      <td>RP11-313D6.3 &gt;10k</td>\n",
       "      <td>11880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr10-120979821-120980276</th>\n",
       "      <td>45.948601</td>\n",
       "      <td>1.561263</td>\n",
       "      <td>0.342150</td>\n",
       "      <td>4.563099</td>\n",
       "      <td>5.040394e-06</td>\n",
       "      <td>2.114307e-04</td>\n",
       "      <td>chr10</td>\n",
       "      <td>120979821</td>\n",
       "      <td>120980276</td>\n",
       "      <td>chr10</td>\n",
       "      <td>120925546</td>\n",
       "      <td>120980700</td>\n",
       "      <td>RP11-95I16.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr10-61815474-61815897</th>\n",
       "      <td>16.380555</td>\n",
       "      <td>2.144756</td>\n",
       "      <td>0.456260</td>\n",
       "      <td>4.700738</td>\n",
       "      <td>2.592235e-06</td>\n",
       "      <td>1.255500e-04</td>\n",
       "      <td>chr10</td>\n",
       "      <td>61815474</td>\n",
       "      <td>61815897</td>\n",
       "      <td>chr10</td>\n",
       "      <td>61781744</td>\n",
       "      <td>61821246</td>\n",
       "      <td>RP11-491H19.1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr10-61898371-61899049</th>\n",
       "      <td>51.614749</td>\n",
       "      <td>2.098488</td>\n",
       "      <td>0.302825</td>\n",
       "      <td>6.929701</td>\n",
       "      <td>4.217321e-12</td>\n",
       "      <td>6.021301e-09</td>\n",
       "      <td>chr10</td>\n",
       "      <td>61898371</td>\n",
       "      <td>61899049</td>\n",
       "      <td>chr10</td>\n",
       "      <td>61901299</td>\n",
       "      <td>62096944</td>\n",
       "      <td>ARID5B &lt;5k</td>\n",
       "      <td>2251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr10-62020173-62020779</th>\n",
       "      <td>46.102649</td>\n",
       "      <td>1.569926</td>\n",
       "      <td>0.321802</td>\n",
       "      <td>4.878549</td>\n",
       "      <td>1.068694e-06</td>\n",
       "      <td>7.482269e-05</td>\n",
       "      <td>chr10</td>\n",
       "      <td>62020173</td>\n",
       "      <td>62020779</td>\n",
       "      <td>chr10</td>\n",
       "      <td>61901299</td>\n",
       "      <td>62096944</td>\n",
       "      <td>ARID5B</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr11-103405490-103406121</th>\n",
       "      <td>50.155975</td>\n",
       "      <td>1.741827</td>\n",
       "      <td>0.319863</td>\n",
       "      <td>5.445546</td>\n",
       "      <td>5.164680e-08</td>\n",
       "      <td>7.178906e-06</td>\n",
       "      <td>chr11</td>\n",
       "      <td>103405490</td>\n",
       "      <td>103406121</td>\n",
       "      <td>chr11</td>\n",
       "      <td>103109430</td>\n",
       "      <td>103479863</td>\n",
       "      <td>DYNC2H1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr11-103405490-103406121</th>\n",
       "      <td>50.155975</td>\n",
       "      <td>1.741827</td>\n",
       "      <td>0.319863</td>\n",
       "      <td>5.445546</td>\n",
       "      <td>5.164680e-08</td>\n",
       "      <td>7.178906e-06</td>\n",
       "      <td>chr11</td>\n",
       "      <td>103405490</td>\n",
       "      <td>103406121</td>\n",
       "      <td>chr11</td>\n",
       "      <td>103404308</td>\n",
       "      <td>103405834</td>\n",
       "      <td>RP11-37O16.3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr11-107791610-107792176</th>\n",
       "      <td>10.646123</td>\n",
       "      <td>-2.407907</td>\n",
       "      <td>0.580509</td>\n",
       "      <td>-4.147925</td>\n",
       "      <td>3.355027e-05</td>\n",
       "      <td>8.453377e-04</td>\n",
       "      <td>chr11</td>\n",
       "      <td>107791610</td>\n",
       "      <td>107792176</td>\n",
       "      <td>chr11</td>\n",
       "      <td>107790990</td>\n",
       "      <td>107928293</td>\n",
       "      <td>SLC35F2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr11-7612703-7613151</th>\n",
       "      <td>18.375642</td>\n",
       "      <td>-2.395355</td>\n",
       "      <td>0.517728</td>\n",
       "      <td>-4.626666</td>\n",
       "      <td>3.715996e-06</td>\n",
       "      <td>1.605411e-04</td>\n",
       "      <td>chr11</td>\n",
       "      <td>7612703</td>\n",
       "      <td>7613151</td>\n",
       "      <td>chr11</td>\n",
       "      <td>7513297</td>\n",
       "      <td>7657127</td>\n",
       "      <td>PPFIBP2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr12-16603425-16603853</th>\n",
       "      <td>14.509939</td>\n",
       "      <td>2.109033</td>\n",
       "      <td>0.494873</td>\n",
       "      <td>4.261767</td>\n",
       "      <td>2.028170e-05</td>\n",
       "      <td>6.034104e-04</td>\n",
       "      <td>chr12</td>\n",
       "      <td>16603425</td>\n",
       "      <td>16603853</td>\n",
       "      <td>chr12</td>\n",
       "      <td>16347141</td>\n",
       "      <td>16609259</td>\n",
       "      <td>MGST1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr12-16603425-16603853</th>\n",
       "      <td>14.509939</td>\n",
       "      <td>2.109033</td>\n",
       "      <td>0.494873</td>\n",
       "      <td>4.261767</td>\n",
       "      <td>2.028170e-05</td>\n",
       "      <td>6.034104e-04</td>\n",
       "      <td>chr12</td>\n",
       "      <td>16603425</td>\n",
       "      <td>16603853</td>\n",
       "      <td>chr12</td>\n",
       "      <td>16548372</td>\n",
       "      <td>16610594</td>\n",
       "      <td>LMO3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr12-32983338-32983771</th>\n",
       "      <td>14.706543</td>\n",
       "      <td>-2.471914</td>\n",
       "      <td>0.522813</td>\n",
       "      <td>-4.728099</td>\n",
       "      <td>2.266313e-06</td>\n",
       "      <td>1.228034e-04</td>\n",
       "      <td>chr12</td>\n",
       "      <td>32983338</td>\n",
       "      <td>32983771</td>\n",
       "      <td>chr12</td>\n",
       "      <td>32985837</td>\n",
       "      <td>32987070</td>\n",
       "      <td>RP11-267D19.2 &lt;5k</td>\n",
       "      <td>2067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr12-65925790-65926469</th>\n",
       "      <td>10.247379</td>\n",
       "      <td>-2.472286</td>\n",
       "      <td>0.581089</td>\n",
       "      <td>-4.254571</td>\n",
       "      <td>2.094506e-05</td>\n",
       "      <td>6.087395e-04</td>\n",
       "      <td>chr12</td>\n",
       "      <td>65925790</td>\n",
       "      <td>65926469</td>\n",
       "      <td>chr12</td>\n",
       "      <td>65824130</td>\n",
       "      <td>65966295</td>\n",
       "      <td>HMGA2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr12-89316161-89317192</th>\n",
       "      <td>44.982363</td>\n",
       "      <td>1.615861</td>\n",
       "      <td>0.326518</td>\n",
       "      <td>4.948765</td>\n",
       "      <td>7.468594e-07</td>\n",
       "      <td>6.122332e-05</td>\n",
       "      <td>chr12</td>\n",
       "      <td>89316161</td>\n",
       "      <td>89317192</td>\n",
       "      <td>chr12</td>\n",
       "      <td>89319363</td>\n",
       "      <td>89319649</td>\n",
       "      <td>MRPS6P4 &lt;5k</td>\n",
       "      <td>2172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr12-89326259-89326976</th>\n",
       "      <td>29.923538</td>\n",
       "      <td>1.518029</td>\n",
       "      <td>0.366792</td>\n",
       "      <td>4.138668</td>\n",
       "      <td>3.493273e-05</td>\n",
       "      <td>8.590765e-04</td>\n",
       "      <td>chr12</td>\n",
       "      <td>89326259</td>\n",
       "      <td>89326976</td>\n",
       "      <td>chr12</td>\n",
       "      <td>89319363</td>\n",
       "      <td>89319649</td>\n",
       "      <td>MRPS6P4 &lt;10k</td>\n",
       "      <td>-6611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr12-93087338-93087894</th>\n",
       "      <td>17.866131</td>\n",
       "      <td>-2.964968</td>\n",
       "      <td>0.530265</td>\n",
       "      <td>-5.591484</td>\n",
       "      <td>2.251372e-08</td>\n",
       "      <td>3.788229e-06</td>\n",
       "      <td>chr12</td>\n",
       "      <td>93087338</td>\n",
       "      <td>93087894</td>\n",
       "      <td>chr12</td>\n",
       "      <td>93003414</td>\n",
       "      <td>93215679</td>\n",
       "      <td>RP11-511B23.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr12-95545264-95546260</th>\n",
       "      <td>68.520469</td>\n",
       "      <td>1.236363</td>\n",
       "      <td>0.280869</td>\n",
       "      <td>4.401925</td>\n",
       "      <td>1.072947e-05</td>\n",
       "      <td>3.728492e-04</td>\n",
       "      <td>chr12</td>\n",
       "      <td>95545264</td>\n",
       "      <td>95546260</td>\n",
       "      <td>chr12</td>\n",
       "      <td>95516559</td>\n",
       "      <td>95551490</td>\n",
       "      <td>USP44</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr12-95624532-95625137</th>\n",
       "      <td>33.435833</td>\n",
       "      <td>1.594608</td>\n",
       "      <td>0.355558</td>\n",
       "      <td>4.484806</td>\n",
       "      <td>7.298045e-06</td>\n",
       "      <td>2.681822e-04</td>\n",
       "      <td>chr12</td>\n",
       "      <td>95624532</td>\n",
       "      <td>95625137</td>\n",
       "      <td>chr12</td>\n",
       "      <td>95551581</td>\n",
       "      <td>95673999</td>\n",
       "      <td>PGAM1P5</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr13-91111988-91112526</th>\n",
       "      <td>12.705786</td>\n",
       "      <td>2.925034</td>\n",
       "      <td>0.546508</td>\n",
       "      <td>5.352223</td>\n",
       "      <td>8.688040e-08</td>\n",
       "      <td>1.157319e-05</td>\n",
       "      <td>chr13</td>\n",
       "      <td>91111988</td>\n",
       "      <td>91112526</td>\n",
       "      <td>chr13</td>\n",
       "      <td>91127612</td>\n",
       "      <td>91131407</td>\n",
       "      <td>LINC00379 &gt;10k</td>\n",
       "      <td>15087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr13-91135805-91136373</th>\n",
       "      <td>20.731003</td>\n",
       "      <td>2.603067</td>\n",
       "      <td>0.461069</td>\n",
       "      <td>5.645719</td>\n",
       "      <td>1.644926e-08</td>\n",
       "      <td>3.083867e-06</td>\n",
       "      <td>chr13</td>\n",
       "      <td>91135805</td>\n",
       "      <td>91136373</td>\n",
       "      <td>chr13</td>\n",
       "      <td>91127612</td>\n",
       "      <td>91131407</td>\n",
       "      <td>LINC00379 &lt;5k</td>\n",
       "      <td>-4399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr14-21694265-21695042</th>\n",
       "      <td>93.309216</td>\n",
       "      <td>2.187702</td>\n",
       "      <td>0.265263</td>\n",
       "      <td>8.247301</td>\n",
       "      <td>1.620125e-16</td>\n",
       "      <td>5.179540e-13</td>\n",
       "      <td>chr14</td>\n",
       "      <td>21694265</td>\n",
       "      <td>21695042</td>\n",
       "      <td>chr14</td>\n",
       "      <td>21698953</td>\n",
       "      <td>21699151</td>\n",
       "      <td>AE000658.30 &lt;5k</td>\n",
       "      <td>3912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr14-21703297-21704214</th>\n",
       "      <td>47.987850</td>\n",
       "      <td>1.614550</td>\n",
       "      <td>0.314623</td>\n",
       "      <td>5.131701</td>\n",
       "      <td>2.871356e-07</td>\n",
       "      <td>2.996632e-05</td>\n",
       "      <td>chr14</td>\n",
       "      <td>21703297</td>\n",
       "      <td>21704214</td>\n",
       "      <td>chr14</td>\n",
       "      <td>21698953</td>\n",
       "      <td>21699151</td>\n",
       "      <td>AE000658.30 &lt;5k</td>\n",
       "      <td>-4147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr5-92145943-92146462</th>\n",
       "      <td>48.583832</td>\n",
       "      <td>1.888270</td>\n",
       "      <td>0.315789</td>\n",
       "      <td>5.979522</td>\n",
       "      <td>2.237931e-09</td>\n",
       "      <td>6.504243e-07</td>\n",
       "      <td>chr5</td>\n",
       "      <td>92145943</td>\n",
       "      <td>92146462</td>\n",
       "      <td>chr5</td>\n",
       "      <td>92082596</td>\n",
       "      <td>92479426</td>\n",
       "      <td>RP11-348J24.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr5-92147058-92148000</th>\n",
       "      <td>77.163450</td>\n",
       "      <td>1.866723</td>\n",
       "      <td>0.280751</td>\n",
       "      <td>6.649043</td>\n",
       "      <td>2.950053e-11</td>\n",
       "      <td>1.571887e-08</td>\n",
       "      <td>chr5</td>\n",
       "      <td>92147058</td>\n",
       "      <td>92148000</td>\n",
       "      <td>chr5</td>\n",
       "      <td>92082596</td>\n",
       "      <td>92479426</td>\n",
       "      <td>RP11-348J24.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-10380912-10381597</th>\n",
       "      <td>34.244896</td>\n",
       "      <td>1.815033</td>\n",
       "      <td>0.387594</td>\n",
       "      <td>4.682820</td>\n",
       "      <td>2.829547e-06</td>\n",
       "      <td>1.330303e-04</td>\n",
       "      <td>chr6</td>\n",
       "      <td>10380912</td>\n",
       "      <td>10381597</td>\n",
       "      <td>chr6</td>\n",
       "      <td>10393185</td>\n",
       "      <td>10419659</td>\n",
       "      <td>TFAP2A &gt;10k</td>\n",
       "      <td>11589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-110501692-110502221</th>\n",
       "      <td>18.613787</td>\n",
       "      <td>1.803468</td>\n",
       "      <td>0.441170</td>\n",
       "      <td>4.087918</td>\n",
       "      <td>4.352626e-05</td>\n",
       "      <td>9.939533e-04</td>\n",
       "      <td>chr6</td>\n",
       "      <td>110501692</td>\n",
       "      <td>110502221</td>\n",
       "      <td>chr6</td>\n",
       "      <td>110477906</td>\n",
       "      <td>110479436</td>\n",
       "      <td>CTA-331P3.1 &gt;10k</td>\n",
       "      <td>-22257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-167291464-167292428</th>\n",
       "      <td>35.163590</td>\n",
       "      <td>1.381654</td>\n",
       "      <td>0.335485</td>\n",
       "      <td>4.118379</td>\n",
       "      <td>3.815469e-05</td>\n",
       "      <td>9.171469e-04</td>\n",
       "      <td>chr6</td>\n",
       "      <td>167291464</td>\n",
       "      <td>167292428</td>\n",
       "      <td>chr6</td>\n",
       "      <td>167271168</td>\n",
       "      <td>167316019</td>\n",
       "      <td>UNC93A</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-19804642-19805182</th>\n",
       "      <td>33.473596</td>\n",
       "      <td>1.766786</td>\n",
       "      <td>0.361832</td>\n",
       "      <td>4.882886</td>\n",
       "      <td>1.045446e-06</td>\n",
       "      <td>7.482269e-05</td>\n",
       "      <td>chr6</td>\n",
       "      <td>19804642</td>\n",
       "      <td>19805182</td>\n",
       "      <td>chr6</td>\n",
       "      <td>19534943</td>\n",
       "      <td>19839080</td>\n",
       "      <td>RP1-167F1.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-19804642-19805182</th>\n",
       "      <td>33.473596</td>\n",
       "      <td>1.766786</td>\n",
       "      <td>0.361832</td>\n",
       "      <td>4.882886</td>\n",
       "      <td>1.045446e-06</td>\n",
       "      <td>7.482269e-05</td>\n",
       "      <td>chr6</td>\n",
       "      <td>19804642</td>\n",
       "      <td>19805182</td>\n",
       "      <td>chr6</td>\n",
       "      <td>19802163</td>\n",
       "      <td>19804752</td>\n",
       "      <td>RP4-625H18.2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr6-70270132-70270796</th>\n",
       "      <td>35.298990</td>\n",
       "      <td>2.434704</td>\n",
       "      <td>0.377653</td>\n",
       "      <td>6.446928</td>\n",
       "      <td>1.141403e-10</td>\n",
       "      <td>4.561332e-08</td>\n",
       "      <td>chr6</td>\n",
       "      <td>70270132</td>\n",
       "      <td>70270796</td>\n",
       "      <td>chr6</td>\n",
       "      <td>70215060</td>\n",
       "      <td>70303083</td>\n",
       "      <td>COL9A1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-116810184-116811009</th>\n",
       "      <td>104.810055</td>\n",
       "      <td>1.729869</td>\n",
       "      <td>0.252750</td>\n",
       "      <td>6.844187</td>\n",
       "      <td>7.691154e-12</td>\n",
       "      <td>6.021301e-09</td>\n",
       "      <td>chr7</td>\n",
       "      <td>116810184</td>\n",
       "      <td>116811009</td>\n",
       "      <td>chr7</td>\n",
       "      <td>116811069</td>\n",
       "      <td>116922049</td>\n",
       "      <td>CAPZA2 &lt;1k</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-11742330-11743241</th>\n",
       "      <td>71.176579</td>\n",
       "      <td>1.578697</td>\n",
       "      <td>0.296087</td>\n",
       "      <td>5.331860</td>\n",
       "      <td>9.721170e-08</td>\n",
       "      <td>1.224623e-05</td>\n",
       "      <td>chr7</td>\n",
       "      <td>11742330</td>\n",
       "      <td>11743241</td>\n",
       "      <td>chr7</td>\n",
       "      <td>11370356</td>\n",
       "      <td>11832198</td>\n",
       "      <td>THSD7A</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-11833539-11834396</th>\n",
       "      <td>46.718441</td>\n",
       "      <td>1.432626</td>\n",
       "      <td>0.307411</td>\n",
       "      <td>4.660298</td>\n",
       "      <td>3.157515e-06</td>\n",
       "      <td>1.409493e-04</td>\n",
       "      <td>chr7</td>\n",
       "      <td>11833539</td>\n",
       "      <td>11834396</td>\n",
       "      <td>chr7</td>\n",
       "      <td>11370356</td>\n",
       "      <td>11832198</td>\n",
       "      <td>THSD7A &lt;5k</td>\n",
       "      <td>-1342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-12619413-12619805</th>\n",
       "      <td>9.750199</td>\n",
       "      <td>-2.579428</td>\n",
       "      <td>0.590287</td>\n",
       "      <td>-4.369784</td>\n",
       "      <td>1.243695e-05</td>\n",
       "      <td>4.138703e-04</td>\n",
       "      <td>chr7</td>\n",
       "      <td>12619413</td>\n",
       "      <td>12619805</td>\n",
       "      <td>chr7</td>\n",
       "      <td>12570576</td>\n",
       "      <td>12660179</td>\n",
       "      <td>SCIN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-37548830-37549938</th>\n",
       "      <td>167.496939</td>\n",
       "      <td>1.211548</td>\n",
       "      <td>0.247204</td>\n",
       "      <td>4.901003</td>\n",
       "      <td>9.534864e-07</td>\n",
       "      <td>7.257848e-05</td>\n",
       "      <td>chr7</td>\n",
       "      <td>37548830</td>\n",
       "      <td>37549938</td>\n",
       "      <td>chr7</td>\n",
       "      <td>37585499</td>\n",
       "      <td>37586329</td>\n",
       "      <td>NECAP1P1 &gt;10k</td>\n",
       "      <td>35562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-37730729-37731163</th>\n",
       "      <td>10.812459</td>\n",
       "      <td>2.611855</td>\n",
       "      <td>0.576516</td>\n",
       "      <td>4.530415</td>\n",
       "      <td>5.886796e-06</td>\n",
       "      <td>2.323468e-04</td>\n",
       "      <td>chr7</td>\n",
       "      <td>37730729</td>\n",
       "      <td>37731163</td>\n",
       "      <td>chr7</td>\n",
       "      <td>37683795</td>\n",
       "      <td>37833788</td>\n",
       "      <td>GPR141</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-37730729-37731163</th>\n",
       "      <td>10.812459</td>\n",
       "      <td>2.611855</td>\n",
       "      <td>0.576516</td>\n",
       "      <td>4.530415</td>\n",
       "      <td>5.886796e-06</td>\n",
       "      <td>2.323468e-04</td>\n",
       "      <td>chr7</td>\n",
       "      <td>37730729</td>\n",
       "      <td>37731163</td>\n",
       "      <td>chr7</td>\n",
       "      <td>37683842</td>\n",
       "      <td>37951941</td>\n",
       "      <td>EPDR1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-47172738-47173441</th>\n",
       "      <td>14.898486</td>\n",
       "      <td>2.549999</td>\n",
       "      <td>0.501550</td>\n",
       "      <td>5.084236</td>\n",
       "      <td>3.691096e-07</td>\n",
       "      <td>3.575889e-05</td>\n",
       "      <td>chr7</td>\n",
       "      <td>47172738</td>\n",
       "      <td>47173441</td>\n",
       "      <td>chr7</td>\n",
       "      <td>47000619</td>\n",
       "      <td>47079128</td>\n",
       "      <td>AC004870.3 &gt;10k</td>\n",
       "      <td>-93611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr7-96135276-96135704</th>\n",
       "      <td>16.918348</td>\n",
       "      <td>2.240484</td>\n",
       "      <td>0.463571</td>\n",
       "      <td>4.833097</td>\n",
       "      <td>1.344254e-06</td>\n",
       "      <td>8.264578e-05</td>\n",
       "      <td>chr7</td>\n",
       "      <td>96135276</td>\n",
       "      <td>96135704</td>\n",
       "      <td>chr7</td>\n",
       "      <td>96120219</td>\n",
       "      <td>96322147</td>\n",
       "      <td>SLC25A13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-122719587-122720117</th>\n",
       "      <td>77.087211</td>\n",
       "      <td>1.197703</td>\n",
       "      <td>0.265509</td>\n",
       "      <td>4.510960</td>\n",
       "      <td>6.453474e-06</td>\n",
       "      <td>2.456162e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>122719587</td>\n",
       "      <td>122720117</td>\n",
       "      <td>chr8</td>\n",
       "      <td>122700268</td>\n",
       "      <td>122703423</td>\n",
       "      <td>RP11-973F15.2 &gt;10k</td>\n",
       "      <td>-16165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-126423667-126424077</th>\n",
       "      <td>20.770155</td>\n",
       "      <td>2.110415</td>\n",
       "      <td>0.434101</td>\n",
       "      <td>4.861574</td>\n",
       "      <td>1.164563e-06</td>\n",
       "      <td>7.756475e-05</td>\n",
       "      <td>chr8</td>\n",
       "      <td>126423667</td>\n",
       "      <td>126424077</td>\n",
       "      <td>chr8</td>\n",
       "      <td>126474188</td>\n",
       "      <td>126492596</td>\n",
       "      <td>RP11-103H7.1 &gt;10k</td>\n",
       "      <td>50112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-60059789-60060461</th>\n",
       "      <td>59.040793</td>\n",
       "      <td>1.252303</td>\n",
       "      <td>0.300932</td>\n",
       "      <td>4.161413</td>\n",
       "      <td>3.162840e-05</td>\n",
       "      <td>8.090138e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>60059789</td>\n",
       "      <td>60060461</td>\n",
       "      <td>chr8</td>\n",
       "      <td>60049586</td>\n",
       "      <td>60074715</td>\n",
       "      <td>RP11-27P7.1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-89835440-89836135</th>\n",
       "      <td>68.433462</td>\n",
       "      <td>1.134124</td>\n",
       "      <td>0.273877</td>\n",
       "      <td>4.140995</td>\n",
       "      <td>3.458027e-05</td>\n",
       "      <td>8.570009e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>89835440</td>\n",
       "      <td>89836135</td>\n",
       "      <td>chr8</td>\n",
       "      <td>89826592</td>\n",
       "      <td>89833564</td>\n",
       "      <td>SCb-64M4.1 &lt;5k</td>\n",
       "      <td>-1877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-90111245-90111950</th>\n",
       "      <td>88.183760</td>\n",
       "      <td>1.399074</td>\n",
       "      <td>0.283720</td>\n",
       "      <td>4.931178</td>\n",
       "      <td>8.173537e-07</td>\n",
       "      <td>6.527167e-05</td>\n",
       "      <td>chr8</td>\n",
       "      <td>90111245</td>\n",
       "      <td>90111950</td>\n",
       "      <td>chr8</td>\n",
       "      <td>90058607</td>\n",
       "      <td>90095475</td>\n",
       "      <td>CALB1 &gt;10k</td>\n",
       "      <td>-15771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr8-99498623-99499262</th>\n",
       "      <td>11.993932</td>\n",
       "      <td>-2.223092</td>\n",
       "      <td>0.541991</td>\n",
       "      <td>-4.101712</td>\n",
       "      <td>4.101050e-05</td>\n",
       "      <td>9.711894e-04</td>\n",
       "      <td>chr8</td>\n",
       "      <td>99498623</td>\n",
       "      <td>99499262</td>\n",
       "      <td>chr8</td>\n",
       "      <td>99013265</td>\n",
       "      <td>99877580</td>\n",
       "      <td>VPS13B</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-129482136-129483148</th>\n",
       "      <td>34.935162</td>\n",
       "      <td>1.652158</td>\n",
       "      <td>0.346597</td>\n",
       "      <td>4.766799</td>\n",
       "      <td>1.871758e-06</td>\n",
       "      <td>1.068573e-04</td>\n",
       "      <td>chr9</td>\n",
       "      <td>129482136</td>\n",
       "      <td>129483148</td>\n",
       "      <td>chr9</td>\n",
       "      <td>129480604</td>\n",
       "      <td>129482538</td>\n",
       "      <td>RP11-65J3.14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-14108024-14108385</th>\n",
       "      <td>27.240080</td>\n",
       "      <td>1.702473</td>\n",
       "      <td>0.374629</td>\n",
       "      <td>4.544418</td>\n",
       "      <td>5.508737e-06</td>\n",
       "      <td>2.229295e-04</td>\n",
       "      <td>chr9</td>\n",
       "      <td>14108024</td>\n",
       "      <td>14108385</td>\n",
       "      <td>chr9</td>\n",
       "      <td>14081842</td>\n",
       "      <td>14398983</td>\n",
       "      <td>NFIB</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-77012350-77012850</th>\n",
       "      <td>10.838988</td>\n",
       "      <td>2.339247</td>\n",
       "      <td>0.540178</td>\n",
       "      <td>4.330512</td>\n",
       "      <td>1.487628e-05</td>\n",
       "      <td>4.755948e-04</td>\n",
       "      <td>chr9</td>\n",
       "      <td>77012350</td>\n",
       "      <td>77012850</td>\n",
       "      <td>chr9</td>\n",
       "      <td>77019654</td>\n",
       "      <td>77020953</td>\n",
       "      <td>FOXB2 &lt;10k</td>\n",
       "      <td>6805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chr9-82894830-82895765</th>\n",
       "      <td>30.553253</td>\n",
       "      <td>2.085754</td>\n",
       "      <td>0.377791</td>\n",
       "      <td>5.520923</td>\n",
       "      <td>3.372229e-08</td>\n",
       "      <td>5.133817e-06</td>\n",
       "      <td>chr9</td>\n",
       "      <td>82894830</td>\n",
       "      <td>82895765</td>\n",
       "      <td>chr9</td>\n",
       "      <td>82979584</td>\n",
       "      <td>83063177</td>\n",
       "      <td>RASEF &gt;10k</td>\n",
       "      <td>83820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-16646733-16647167</th>\n",
       "      <td>35.492881</td>\n",
       "      <td>1.477201</td>\n",
       "      <td>0.351474</td>\n",
       "      <td>4.202869</td>\n",
       "      <td>2.635535e-05</td>\n",
       "      <td>7.080510e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>16646733</td>\n",
       "      <td>16647167</td>\n",
       "      <td>chrX</td>\n",
       "      <td>16588002</td>\n",
       "      <td>16712936</td>\n",
       "      <td>CTPS2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-2401556-2402157</th>\n",
       "      <td>64.727904</td>\n",
       "      <td>1.260708</td>\n",
       "      <td>0.293313</td>\n",
       "      <td>4.298174</td>\n",
       "      <td>1.722111e-05</td>\n",
       "      <td>5.345233e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>2401556</td>\n",
       "      <td>2402157</td>\n",
       "      <td>chrX</td>\n",
       "      <td>2219515</td>\n",
       "      <td>2502805</td>\n",
       "      <td>DHRSX</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>chrX-42996763-42997437</th>\n",
       "      <td>33.604302</td>\n",
       "      <td>1.661643</td>\n",
       "      <td>0.366548</td>\n",
       "      <td>4.533222</td>\n",
       "      <td>5.809084e-06</td>\n",
       "      <td>2.321455e-04</td>\n",
       "      <td>chrX</td>\n",
       "      <td>42996763</td>\n",
       "      <td>42997437</td>\n",
       "      <td>chrX</td>\n",
       "      <td>43000173</td>\n",
       "      <td>43000396</td>\n",
       "      <td>RP11-265D20.1 &lt;5k</td>\n",
       "      <td>2737</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>152 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             baseMean  log2FoldChange     lfcSE      stat  \\\n",
       "chr1-23554502-23555267      36.815043        1.937300  0.352638  5.493741   \n",
       "chr1-241107385-241107900    17.759995        2.217401  0.492722  4.500304   \n",
       "chr1-79663720-79664316      23.204900       -2.290959  0.456155 -5.022321   \n",
       "chr1-940087-940533          15.942722        2.632742  0.494183  5.327463   \n",
       "chr1-941679-942163          21.176376        2.192637  0.448474  4.889104   \n",
       "chr1-98003331-98003783      22.674302        1.777791  0.420681  4.225979   \n",
       "chr1-98264707-98265270      21.383370        2.368028  0.462927  5.115339   \n",
       "chr10-106980477-106981236   53.528703        1.431117  0.336186  4.256915   \n",
       "chr10-110857529-110857863    9.833362       -2.426552  0.582929 -4.162687   \n",
       "chr10-120979821-120980276   45.948601        1.561263  0.342150  4.563099   \n",
       "chr10-61815474-61815897     16.380555        2.144756  0.456260  4.700738   \n",
       "chr10-61898371-61899049     51.614749        2.098488  0.302825  6.929701   \n",
       "chr10-62020173-62020779     46.102649        1.569926  0.321802  4.878549   \n",
       "chr11-103405490-103406121   50.155975        1.741827  0.319863  5.445546   \n",
       "chr11-103405490-103406121   50.155975        1.741827  0.319863  5.445546   \n",
       "chr11-107791610-107792176   10.646123       -2.407907  0.580509 -4.147925   \n",
       "chr11-7612703-7613151       18.375642       -2.395355  0.517728 -4.626666   \n",
       "chr12-16603425-16603853     14.509939        2.109033  0.494873  4.261767   \n",
       "chr12-16603425-16603853     14.509939        2.109033  0.494873  4.261767   \n",
       "chr12-32983338-32983771     14.706543       -2.471914  0.522813 -4.728099   \n",
       "chr12-65925790-65926469     10.247379       -2.472286  0.581089 -4.254571   \n",
       "chr12-89316161-89317192     44.982363        1.615861  0.326518  4.948765   \n",
       "chr12-89326259-89326976     29.923538        1.518029  0.366792  4.138668   \n",
       "chr12-93087338-93087894     17.866131       -2.964968  0.530265 -5.591484   \n",
       "chr12-95545264-95546260     68.520469        1.236363  0.280869  4.401925   \n",
       "chr12-95624532-95625137     33.435833        1.594608  0.355558  4.484806   \n",
       "chr13-91111988-91112526     12.705786        2.925034  0.546508  5.352223   \n",
       "chr13-91135805-91136373     20.731003        2.603067  0.461069  5.645719   \n",
       "chr14-21694265-21695042     93.309216        2.187702  0.265263  8.247301   \n",
       "chr14-21703297-21704214     47.987850        1.614550  0.314623  5.131701   \n",
       "...                               ...             ...       ...       ...   \n",
       "chr5-92145943-92146462      48.583832        1.888270  0.315789  5.979522   \n",
       "chr5-92147058-92148000      77.163450        1.866723  0.280751  6.649043   \n",
       "chr6-10380912-10381597      34.244896        1.815033  0.387594  4.682820   \n",
       "chr6-110501692-110502221    18.613787        1.803468  0.441170  4.087918   \n",
       "chr6-167291464-167292428    35.163590        1.381654  0.335485  4.118379   \n",
       "chr6-19804642-19805182      33.473596        1.766786  0.361832  4.882886   \n",
       "chr6-19804642-19805182      33.473596        1.766786  0.361832  4.882886   \n",
       "chr6-70270132-70270796      35.298990        2.434704  0.377653  6.446928   \n",
       "chr7-116810184-116811009   104.810055        1.729869  0.252750  6.844187   \n",
       "chr7-11742330-11743241      71.176579        1.578697  0.296087  5.331860   \n",
       "chr7-11833539-11834396      46.718441        1.432626  0.307411  4.660298   \n",
       "chr7-12619413-12619805       9.750199       -2.579428  0.590287 -4.369784   \n",
       "chr7-37548830-37549938     167.496939        1.211548  0.247204  4.901003   \n",
       "chr7-37730729-37731163      10.812459        2.611855  0.576516  4.530415   \n",
       "chr7-37730729-37731163      10.812459        2.611855  0.576516  4.530415   \n",
       "chr7-47172738-47173441      14.898486        2.549999  0.501550  5.084236   \n",
       "chr7-96135276-96135704      16.918348        2.240484  0.463571  4.833097   \n",
       "chr8-122719587-122720117    77.087211        1.197703  0.265509  4.510960   \n",
       "chr8-126423667-126424077    20.770155        2.110415  0.434101  4.861574   \n",
       "chr8-60059789-60060461      59.040793        1.252303  0.300932  4.161413   \n",
       "chr8-89835440-89836135      68.433462        1.134124  0.273877  4.140995   \n",
       "chr8-90111245-90111950      88.183760        1.399074  0.283720  4.931178   \n",
       "chr8-99498623-99499262      11.993932       -2.223092  0.541991 -4.101712   \n",
       "chr9-129482136-129483148    34.935162        1.652158  0.346597  4.766799   \n",
       "chr9-14108024-14108385      27.240080        1.702473  0.374629  4.544418   \n",
       "chr9-77012350-77012850      10.838988        2.339247  0.540178  4.330512   \n",
       "chr9-82894830-82895765      30.553253        2.085754  0.377791  5.520923   \n",
       "chrX-16646733-16647167      35.492881        1.477201  0.351474  4.202869   \n",
       "chrX-2401556-2402157        64.727904        1.260708  0.293313  4.298174   \n",
       "chrX-42996763-42997437      33.604302        1.661643  0.366548  4.533222   \n",
       "\n",
       "                                 pvalue          padj chrom_peak  start_peak  \\\n",
       "chr1-23554502-23555267     3.935076e-08  5.718381e-06       chr1    23554502   \n",
       "chr1-241107385-241107900   6.785621e-06  2.552192e-04       chr1   241107385   \n",
       "chr1-79663720-79664316     5.105073e-07  4.411059e-05       chr1    79663720   \n",
       "chr1-940087-940533         9.959398e-08  1.224623e-05       chr1      940087   \n",
       "chr1-941679-942163         1.012961e-06  7.482269e-05       chr1      941679   \n",
       "chr1-98003331-98003783     2.379040e-05  6.671747e-04       chr1    98003331   \n",
       "chr1-98264707-98265270     3.131774e-07  3.128838e-05       chr1    98264707   \n",
       "chr10-106980477-106981236  2.072674e-05  6.079211e-04      chr10   106980477   \n",
       "chr10-110857529-110857863  3.145247e-05  8.090138e-04      chr10   110857529   \n",
       "chr10-120979821-120980276  5.040394e-06  2.114307e-04      chr10   120979821   \n",
       "chr10-61815474-61815897    2.592235e-06  1.255500e-04      chr10    61815474   \n",
       "chr10-61898371-61899049    4.217321e-12  6.021301e-09      chr10    61898371   \n",
       "chr10-62020173-62020779    1.068694e-06  7.482269e-05      chr10    62020173   \n",
       "chr11-103405490-103406121  5.164680e-08  7.178906e-06      chr11   103405490   \n",
       "chr11-103405490-103406121  5.164680e-08  7.178906e-06      chr11   103405490   \n",
       "chr11-107791610-107792176  3.355027e-05  8.453377e-04      chr11   107791610   \n",
       "chr11-7612703-7613151      3.715996e-06  1.605411e-04      chr11     7612703   \n",
       "chr12-16603425-16603853    2.028170e-05  6.034104e-04      chr12    16603425   \n",
       "chr12-16603425-16603853    2.028170e-05  6.034104e-04      chr12    16603425   \n",
       "chr12-32983338-32983771    2.266313e-06  1.228034e-04      chr12    32983338   \n",
       "chr12-65925790-65926469    2.094506e-05  6.087395e-04      chr12    65925790   \n",
       "chr12-89316161-89317192    7.468594e-07  6.122332e-05      chr12    89316161   \n",
       "chr12-89326259-89326976    3.493273e-05  8.590765e-04      chr12    89326259   \n",
       "chr12-93087338-93087894    2.251372e-08  3.788229e-06      chr12    93087338   \n",
       "chr12-95545264-95546260    1.072947e-05  3.728492e-04      chr12    95545264   \n",
       "chr12-95624532-95625137    7.298045e-06  2.681822e-04      chr12    95624532   \n",
       "chr13-91111988-91112526    8.688040e-08  1.157319e-05      chr13    91111988   \n",
       "chr13-91135805-91136373    1.644926e-08  3.083867e-06      chr13    91135805   \n",
       "chr14-21694265-21695042    1.620125e-16  5.179540e-13      chr14    21694265   \n",
       "chr14-21703297-21704214    2.871356e-07  2.996632e-05      chr14    21703297   \n",
       "...                                 ...           ...        ...         ...   \n",
       "chr5-92145943-92146462     2.237931e-09  6.504243e-07       chr5    92145943   \n",
       "chr5-92147058-92148000     2.950053e-11  1.571887e-08       chr5    92147058   \n",
       "chr6-10380912-10381597     2.829547e-06  1.330303e-04       chr6    10380912   \n",
       "chr6-110501692-110502221   4.352626e-05  9.939533e-04       chr6   110501692   \n",
       "chr6-167291464-167292428   3.815469e-05  9.171469e-04       chr6   167291464   \n",
       "chr6-19804642-19805182     1.045446e-06  7.482269e-05       chr6    19804642   \n",
       "chr6-19804642-19805182     1.045446e-06  7.482269e-05       chr6    19804642   \n",
       "chr6-70270132-70270796     1.141403e-10  4.561332e-08       chr6    70270132   \n",
       "chr7-116810184-116811009   7.691154e-12  6.021301e-09       chr7   116810184   \n",
       "chr7-11742330-11743241     9.721170e-08  1.224623e-05       chr7    11742330   \n",
       "chr7-11833539-11834396     3.157515e-06  1.409493e-04       chr7    11833539   \n",
       "chr7-12619413-12619805     1.243695e-05  4.138703e-04       chr7    12619413   \n",
       "chr7-37548830-37549938     9.534864e-07  7.257848e-05       chr7    37548830   \n",
       "chr7-37730729-37731163     5.886796e-06  2.323468e-04       chr7    37730729   \n",
       "chr7-37730729-37731163     5.886796e-06  2.323468e-04       chr7    37730729   \n",
       "chr7-47172738-47173441     3.691096e-07  3.575889e-05       chr7    47172738   \n",
       "chr7-96135276-96135704     1.344254e-06  8.264578e-05       chr7    96135276   \n",
       "chr8-122719587-122720117   6.453474e-06  2.456162e-04       chr8   122719587   \n",
       "chr8-126423667-126424077   1.164563e-06  7.756475e-05       chr8   126423667   \n",
       "chr8-60059789-60060461     3.162840e-05  8.090138e-04       chr8    60059789   \n",
       "chr8-89835440-89836135     3.458027e-05  8.570009e-04       chr8    89835440   \n",
       "chr8-90111245-90111950     8.173537e-07  6.527167e-05       chr8    90111245   \n",
       "chr8-99498623-99499262     4.101050e-05  9.711894e-04       chr8    99498623   \n",
       "chr9-129482136-129483148   1.871758e-06  1.068573e-04       chr9   129482136   \n",
       "chr9-14108024-14108385     5.508737e-06  2.229295e-04       chr9    14108024   \n",
       "chr9-77012350-77012850     1.487628e-05  4.755948e-04       chr9    77012350   \n",
       "chr9-82894830-82895765     3.372229e-08  5.133817e-06       chr9    82894830   \n",
       "chrX-16646733-16647167     2.635535e-05  7.080510e-04       chrX    16646733   \n",
       "chrX-2401556-2402157       1.722111e-05  5.345233e-04       chrX     2401556   \n",
       "chrX-42996763-42997437     5.809084e-06  2.321455e-04       chrX    42996763   \n",
       "\n",
       "                            end_peak chrom_gene  start_gene   end_gene  \\\n",
       "chr1-23554502-23555267      23555267       chr1    23557917   23559794   \n",
       "chr1-241107385-241107900   241107900       chr1   240775513  241357230   \n",
       "chr1-79663720-79664316      79664316       chr1    79521079   79522203   \n",
       "chr1-940087-940533            940533       chr1      924879     944581   \n",
       "chr1-941679-942163            942163       chr1      924879     944581   \n",
       "chr1-98003331-98003783      98003783       chr1    97987999   98049863   \n",
       "chr1-98264707-98265270      98265270       chr1    98210746   98272658   \n",
       "chr10-106980477-106981236  106981236      chr10   106573662  107164534   \n",
       "chr10-110857529-110857863  110857863      chr10   110869742  110871594   \n",
       "chr10-120979821-120980276  120980276      chr10   120925546  120980700   \n",
       "chr10-61815474-61815897     61815897      chr10    61781744   61821246   \n",
       "chr10-61898371-61899049     61899049      chr10    61901299   62096944   \n",
       "chr10-62020173-62020779     62020779      chr10    61901299   62096944   \n",
       "chr11-103405490-103406121  103406121      chr11   103109430  103479863   \n",
       "chr11-103405490-103406121  103406121      chr11   103404308  103405834   \n",
       "chr11-107791610-107792176  107792176      chr11   107790990  107928293   \n",
       "chr11-7612703-7613151        7613151      chr11     7513297    7657127   \n",
       "chr12-16603425-16603853     16603853      chr12    16347141   16609259   \n",
       "chr12-16603425-16603853     16603853      chr12    16548372   16610594   \n",
       "chr12-32983338-32983771     32983771      chr12    32985837   32987070   \n",
       "chr12-65925790-65926469     65926469      chr12    65824130   65966295   \n",
       "chr12-89316161-89317192     89317192      chr12    89319363   89319649   \n",
       "chr12-89326259-89326976     89326976      chr12    89319363   89319649   \n",
       "chr12-93087338-93087894     93087894      chr12    93003414   93215679   \n",
       "chr12-95545264-95546260     95546260      chr12    95516559   95551490   \n",
       "chr12-95624532-95625137     95625137      chr12    95551581   95673999   \n",
       "chr13-91111988-91112526     91112526      chr13    91127612   91131407   \n",
       "chr13-91135805-91136373     91136373      chr13    91127612   91131407   \n",
       "chr14-21694265-21695042     21695042      chr14    21698953   21699151   \n",
       "chr14-21703297-21704214     21704214      chr14    21698953   21699151   \n",
       "...                              ...        ...         ...        ...   \n",
       "chr5-92145943-92146462      92146462       chr5    92082596   92479426   \n",
       "chr5-92147058-92148000      92148000       chr5    92082596   92479426   \n",
       "chr6-10380912-10381597      10381597       chr6    10393185   10419659   \n",
       "chr6-110501692-110502221   110502221       chr6   110477906  110479436   \n",
       "chr6-167291464-167292428   167292428       chr6   167271168  167316019   \n",
       "chr6-19804642-19805182      19805182       chr6    19534943   19839080   \n",
       "chr6-19804642-19805182      19805182       chr6    19802163   19804752   \n",
       "chr6-70270132-70270796      70270796       chr6    70215060   70303083   \n",
       "chr7-116810184-116811009   116811009       chr7   116811069  116922049   \n",
       "chr7-11742330-11743241      11743241       chr7    11370356   11832198   \n",
       "chr7-11833539-11834396      11834396       chr7    11370356   11832198   \n",
       "chr7-12619413-12619805      12619805       chr7    12570576   12660179   \n",
       "chr7-37548830-37549938      37549938       chr7    37585499   37586329   \n",
       "chr7-37730729-37731163      37731163       chr7    37683795   37833788   \n",
       "chr7-37730729-37731163      37731163       chr7    37683842   37951941   \n",
       "chr7-47172738-47173441      47173441       chr7    47000619   47079128   \n",
       "chr7-96135276-96135704      96135704       chr7    96120219   96322147   \n",
       "chr8-122719587-122720117   122720117       chr8   122700268  122703423   \n",
       "chr8-126423667-126424077   126424077       chr8   126474188  126492596   \n",
       "chr8-60059789-60060461      60060461       chr8    60049586   60074715   \n",
       "chr8-89835440-89836135      89836135       chr8    89826592   89833564   \n",
       "chr8-90111245-90111950      90111950       chr8    90058607   90095475   \n",
       "chr8-99498623-99499262      99499262       chr8    99013265   99877580   \n",
       "chr9-129482136-129483148   129483148       chr9   129480604  129482538   \n",
       "chr9-14108024-14108385      14108385       chr9    14081842   14398983   \n",
       "chr9-77012350-77012850      77012850       chr9    77019654   77020953   \n",
       "chr9-82894830-82895765      82895765       chr9    82979584   83063177   \n",
       "chrX-16646733-16647167      16647167       chrX    16588002   16712936   \n",
       "chrX-2401556-2402157         2402157       chrX     2219515    2502805   \n",
       "chrX-42996763-42997437      42997437       chrX    43000173   43000396   \n",
       "\n",
       "                                    gene_name  distance  \n",
       "chr1-23554502-23555267                ID3 <5k      2651  \n",
       "chr1-241107385-241107900                RGS7          0  \n",
       "chr1-79663720-79664316            ADH5P2 >10k   -141518  \n",
       "chr1-940087-940533                    SAMD11          0  \n",
       "chr1-941679-942163                    SAMD11          0  \n",
       "chr1-98003331-98003783              MIR137HG          0  \n",
       "chr1-98264707-98265270         RP5-1070A16.1          0  \n",
       "chr10-106980477-106981236             SORCS1          0  \n",
       "chr10-110857529-110857863   RP11-313D6.3 >10k     11880  \n",
       "chr10-120979821-120980276       RP11-95I16.2          0  \n",
       "chr10-61815474-61815897        RP11-491H19.1          0  \n",
       "chr10-61898371-61899049            ARID5B <5k      2251  \n",
       "chr10-62020173-62020779               ARID5B          0  \n",
       "chr11-103405490-103406121            DYNC2H1          0  \n",
       "chr11-103405490-103406121       RP11-37O16.3          0  \n",
       "chr11-107791610-107792176            SLC35F2          0  \n",
       "chr11-7612703-7613151                PPFIBP2          0  \n",
       "chr12-16603425-16603853                MGST1          0  \n",
       "chr12-16603425-16603853                 LMO3          0  \n",
       "chr12-32983338-32983771     RP11-267D19.2 <5k      2067  \n",
       "chr12-65925790-65926469                HMGA2          0  \n",
       "chr12-89316161-89317192           MRPS6P4 <5k      2172  \n",
       "chr12-89326259-89326976          MRPS6P4 <10k     -6611  \n",
       "chr12-93087338-93087894        RP11-511B23.2          0  \n",
       "chr12-95545264-95546260                USP44          0  \n",
       "chr12-95624532-95625137              PGAM1P5          0  \n",
       "chr13-91111988-91112526        LINC00379 >10k     15087  \n",
       "chr13-91135805-91136373         LINC00379 <5k     -4399  \n",
       "chr14-21694265-21695042       AE000658.30 <5k      3912  \n",
       "chr14-21703297-21704214       AE000658.30 <5k     -4147  \n",
       "...                                       ...       ...  \n",
       "chr5-92145943-92146462         RP11-348J24.2          0  \n",
       "chr5-92147058-92148000         RP11-348J24.2          0  \n",
       "chr6-10380912-10381597            TFAP2A >10k     11589  \n",
       "chr6-110501692-110502221     CTA-331P3.1 >10k    -22257  \n",
       "chr6-167291464-167292428              UNC93A          0  \n",
       "chr6-19804642-19805182           RP1-167F1.2          0  \n",
       "chr6-19804642-19805182          RP4-625H18.2          0  \n",
       "chr6-70270132-70270796                COL9A1          0  \n",
       "chr7-116810184-116811009           CAPZA2 <1k        61  \n",
       "chr7-11742330-11743241                THSD7A          0  \n",
       "chr7-11833539-11834396             THSD7A <5k     -1342  \n",
       "chr7-12619413-12619805                  SCIN          0  \n",
       "chr7-37548830-37549938          NECAP1P1 >10k     35562  \n",
       "chr7-37730729-37731163                GPR141          0  \n",
       "chr7-37730729-37731163                 EPDR1          0  \n",
       "chr7-47172738-47173441        AC004870.3 >10k    -93611  \n",
       "chr7-96135276-96135704              SLC25A13          0  \n",
       "chr8-122719587-122720117   RP11-973F15.2 >10k    -16165  \n",
       "chr8-126423667-126424077    RP11-103H7.1 >10k     50112  \n",
       "chr8-60059789-60060461           RP11-27P7.1          0  \n",
       "chr8-89835440-89836135         SCb-64M4.1 <5k     -1877  \n",
       "chr8-90111245-90111950             CALB1 >10k    -15771  \n",
       "chr8-99498623-99499262                VPS13B          0  \n",
       "chr9-129482136-129483148        RP11-65J3.14          0  \n",
       "chr9-14108024-14108385                  NFIB          0  \n",
       "chr9-77012350-77012850             FOXB2 <10k      6805  \n",
       "chr9-82894830-82895765             RASEF >10k     83820  \n",
       "chrX-16646733-16647167                 CTPS2          0  \n",
       "chrX-2401556-2402157                   DHRSX          0  \n",
       "chrX-42996763-42997437      RP11-265D20.1 <5k      2737  \n",
       "\n",
       "[152 rows x 14 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc1d99c7e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc1d99c80d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc1d9d55c10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib.transforms as mtransforms\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "sns.set_context(\"paper\")\n",
    "\n",
    "def abbreviate_distance(d):\n",
    "    if d == 0: return \"\"\n",
    "    if d < 1000: return \"<1k\"\n",
    "    if d < 5000: return \"<5k\"\n",
    "    if d < 10000: return \"<10k\"\n",
    "    if d >= 10000: return \">10k\" \n",
    "    \n",
    "\n",
    "\n",
    "# Config\n",
    "pval_thres = 0.001\n",
    "top_to_report = 50\n",
    "comparisons = [\n",
    "    \"Vorinostat_vs_DMSO\",\n",
    "    \"THZ531_vs_DMSO\",\n",
    "    \"Vorinostat_vs_THZ531\",\n",
    "#     \"dCas9_P300_g3_vs_Cascade_HBE_crRNA\"\n",
    "]\n",
    "\n",
    "for comparison in comparisons:\n",
    "    df = pd.read_csv(\"/data/reddylab/Hazel/chipseq/take2/processing/chip_seq/analysis/results/chip_seq/data/%s.rev.deseq2_results.txt\" % comparison,\n",
    "                    sep=\"\\t\")\n",
    "    df_closets = pd.read_csv(\"/data/reddylab/Hazel/chipseq/take2/processing/chip_seq/analysis/results/chip_seq/data/%s.rev.deseq2_results.closest_gene.txt\" % comparison,\n",
    "                        sep='\\s+',\n",
    "                        names=['chrom_peak', 'start_peak', 'end_peak', 'chrom_gene', 'start_gene', 'end_gene', 'gene_name', 'distance'])\n",
    "    df_closets.index = df_closets.loc[:, ['chrom_peak', 'start_peak', 'end_peak']].apply(lambda x: \"-\".join([str(xx) for xx in x]), axis=1)\n",
    "    df.index = df.index.str.replace(\" \", \"\")\n",
    "    \n",
    "    # Add binned distance to gene name\n",
    "    df_closets.loc[:, 'gene_name'] = df_closets.loc[:, ['gene_name', 'distance']].apply(lambda x: \" \".join([x['gene_name'], \n",
    "                                                                                                            abbreviate_distance(abs(x['distance']))]), \n",
    "                                                                                        axis=1)\n",
    "    \n",
    "    df = df.join(df_closets)\n",
    "    \n",
    "    # Plot MA\n",
    "    fig = plt.figure(figsize=(8, 8))\n",
    "    ax = plt.subplot(1, 1, 1)\n",
    "    df_non_sig = df[df.padj>pval_thres]\n",
    "    ax.set_xscale('log')\n",
    "    ax.plot(df_non_sig['baseMean'].values, \n",
    "            df_non_sig['log2FoldChange'].values, \n",
    "            'ko', alpha=0.2, label='non-sig. DEGs')\n",
    "\n",
    "    ylims = [np.ceil(df['log2FoldChange'].min()-1), \n",
    "             np.floor(df['log2FoldChange'].max()+1)]\n",
    "    df_sig = df[df.padj<=pval_thres]\n",
    "#     ax.plot(df_sig['baseMean'].values, df_sig['log2FoldChange'].values, 'ro', alpha=0.2)\n",
    "\n",
    "    # Annotate significant peaks\n",
    "    df_annotate = df_sig\n",
    "    ax.plot(df_annotate['baseMean'].values, df_annotate['log2FoldChange'].values, 'ro', label='sig. DEGs')\n",
    "\n",
    "    for x, y, t in zip(df_annotate['baseMean'].values, df_annotate['log2FoldChange'].values, df_annotate['gene_name'].values) :\n",
    "        ax.annotate('{}'.format(t), xy=(x, y), xytext=(5, 0), ha='left',\n",
    "                    textcoords='offset points')\n",
    "\n",
    "    plt.ylim(ylims)\n",
    "    plt.xlabel(\"mean of normalized counts\")\n",
    "    plt.ylabel(\"log2 fold-change\")\n",
    "    plt.title(\"%s\\n%d peaks diff. expressed (padj<=%.3f) - top %d annotated\" % (comparison, \n",
    "                                                                                np.count_nonzero(df.padj<=pval_thres), \n",
    "                                                                                pval_thres, \n",
    "                                                                                top_to_report))\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    \n",
    "    # Save annotated MA plot\n",
    "    plt.savefig(\"/data/reddylab/Hazel/chipseq/take2/processing/chip_seq/analysis/results/chip_seq/plots/degs%s.rev.with_genes.annotated_plot_MA.pdf\" % comparison)\n",
    "    \n",
    "    # Save annotated genes without pseudogenes\n",
    "    df_annotate.to_csv(\"/data/reddylab/Hazel/chipseq/take2/processing/chip_seq/analysis/results/chip_seq/plots/degs%s.rev.with_genes.sig_DE_no_pseudogenes.txt\" % comparison,\n",
    "                      sep='\\t',\n",
    "                      index=False)\n",
    "    \n",
    "    # print table of values \n",
    "    print \"======\", comparison, \"======\"\n",
    "    display(df_annotate)\n",
    "    \n",
    "   \n"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "python2alex",
   "language": "python",
   "name": "python2alex"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}